Sat Jan 14 16:37:56 CST 2017 MaxEnt version 3.3.3k Reading file no_lum_chem_cond_est.csv readGrid: max memory 1908932608, total allocated 128974848, free 101519344, used 27455504, increment 27455504 Reading samples from lum_chem_cond_est.csv Read samples: max memory 1908932608, total allocated 128974848, free 116261464, used 12713384, increment -14742120 Adding samples to background in feature space Command line used: nowarnings noprefixes -E -E Daphnia_lumholtzi responsecurves jackknife outputdirectory=/Users/xxx/Desktop/Research/Table analysis/chemical_cond_est/Maxent 1 samplesfile=/Users/xxx/Desktop/Research/Table analysis/chemical_cond_est/Data/lum_chem_cond_est.csv environmentallayers=/Users/xxx/Desktop/Research/Table analysis/chemical_cond_est/Data/no_lum_chem_cond_est.csv randomseed randomtestpoints=50 writebackgroundpredictions responsecurvesexponent writeplotdata fadebyclamping threads=4 verbose -t LAKE_ORIGIN -t URBAN Command line to repeat: java density.MaxEnt nowarnings noprefixes responsecurves jackknife "outputdirectory=/Users/xxx/Desktop/Research/Table analysis/chemical_cond_est/Maxent 1" "samplesfile=/Users/xxx/Desktop/Research/Table analysis/chemical_cond_est/Data/lum_chem_cond_est.csv" "environmentallayers=/Users/xxx/Desktop/Research/Table analysis/chemical_cond_est/Data/no_lum_chem_cond_est.csv" randomseed nowarnings randomtestpoints=50 writebackgroundpredictions responsecurvesexponent writeplotdata fadebyclamping threads=4 verbose noprefixes -t LAKE_ORIGIN -t URBAN Species: Daphnia_lumholtzi Layers: ANC ANC_COND CHLA CHLA_COND COND DOC LAKE_ORIGIN NTL NTL_COND PTL PTL_COND SALINITY_COND TURB TURB_COND URBAN Layertypes: Continuous Continuous Continuous Continuous Continuous Continuous Categorical Continuous Continuous Continuous Continuous Continuous Continuous Continuous Categorical responsecurves: true jackknife: true outputdirectory: /Users/xxx/Desktop/Research/Table analysis/chemical_cond_est/Maxent 1 samplesfile: /Users/xxx/Desktop/Research/Table analysis/chemical_cond_est/Data/lum_chem_cond_est.csv environmentallayers: /Users/xxx/Desktop/Research/Table analysis/chemical_cond_est/Data/no_lum_chem_cond_est.csv randomseed: true warnings: false randomtestpoints: 50 writebackgroundpredictions: true responsecurvesexponent: true writeplotdata: true fadebyclamping: true threads: 4 verbose: true prefixes: false getSamples: max memory 1908932608, total allocated 128974848, free 114533304, used 14441544, increment 1728160 Making features makeFeatures: max memory 1908932608, total allocated 128974848, free 111778832, used 17196016, increment 2754472 Daphnia_lumholtzi: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 34 samples Density: max memory 1908932608, total allocated 128974848, free 108348336, used 20626512, increment 3430496 linearPredictor: max memory 1908932608, total allocated 128974848, free 108348336, used 20626512, increment 0 FeaturedSpace: max memory 1908932608, total allocated 128974848, free 108348336, used 20626512, increment 0 Sequential: max memory 1908932608, total allocated 128974848, free 108348336, used 20626512, increment 0 Initial loss: 7.023758954738443 Initial test loss: 7.023758954738443 Updating 30 features increaseLambda: 0.012 0.012000 0: time = 0.012000 loss = 7.009281 testLoss 7.008778 (LAKE_ORIGIN=0.0) lambda = -0.0407 alpha = -0.040711 lossBound = -0.307792 W1 = 0.451165 N1 = 0.088235 deltaLoss = -0.014478 Updating 30 features increaseLambda: 0.018 0.006000 1: time = 0.018000 loss = 6.995490 testLoss 6.994495 (LAKE_ORIGIN=0.0) lambda = -0.0806 alpha = -0.039897 lossBound = -0.293314 W1 = 0.441307 N1 = 0.088235 deltaLoss = -0.013790 Updating 30 features increaseLambda: 0.023 0.005000 2: time = 0.023000 loss = 6.982356 testLoss 6.980879 (LAKE_ORIGIN=0.0) lambda = -0.1197 alpha = -0.039099 lossBound = -0.279524 W1 = 0.431690 N1 = 0.088235 deltaLoss = -0.013134 Updating 30 features increaseLambda: 0.027 0.004000 3: time = 0.027000 loss = 6.969849 testLoss 6.967898 (LAKE_ORIGIN=0.0) lambda = -0.1580 alpha = -0.038317 lossBound = -0.266390 W1 = 0.422315 N1 = 0.088235 deltaLoss = -0.012507 Updating 30 features increaseLambda: 0.031 0.004000 4: time = 0.032000 loss = 6.957939 testLoss 6.955525 (LAKE_ORIGIN=1.0) lambda = 0.0376 alpha = 0.037551 lossBound = -0.253882 W1 = 0.586818 N1 = 0.911765 deltaLoss = -0.011910 Updating 30 features increaseLambda: 0.036 0.004000 5: time = 0.036000 loss = 6.946599 testLoss 6.943731 (LAKE_ORIGIN=0.0) lambda = -0.1948 alpha = -0.036800 lossBound = -0.241973 W1 = 0.404289 N1 = 0.088235 deltaLoss = -0.011340 Updating 30 features increaseLambda: 0.04 0.004000 6: time = 0.040000 loss = 6.935803 testLoss 6.932489 (LAKE_ORIGIN=0.0) lambda = -0.2309 alpha = -0.036064 lossBound = -0.230633 W1 = 0.395634 N1 = 0.088235 deltaLoss = -0.010797 Updating 30 features increaseLambda: 0.043 0.003000 7: time = 0.044000 loss = 6.925524 testLoss 6.921774 (LAKE_ORIGIN=1.0) lambda = 0.0729 alpha = 0.035342 lossBound = -0.219836 W1 = 0.612785 N1 = 0.911765 deltaLoss = -0.010279 Updating 30 features increaseLambda: 0.047 0.003000 8: time = 0.047000 loss = 6.915738 testLoss 6.911561 (LAKE_ORIGIN=1.0) lambda = 0.1075 alpha = 0.034635 lossBound = -0.209557 W1 = 0.620970 N1 = 0.911765 deltaLoss = -0.009786 Updating 7 features increaseLambda: 0.05 0.003000 9: time = 0.050000 loss = 6.906422 testLoss 6.901826 (LAKE_ORIGIN=1.0) lambda = 0.1415 alpha = 0.033943 lossBound = -0.199771 W1 = 0.628926 N1 = 0.911765 deltaLoss = -0.009316 Updating 6 features increaseLambda: 0.053 0.003000 10: time = 0.053000 loss = 6.864612 testLoss 6.857963 (LAKE_ORIGIN=1.0) lambda = 0.3078 alpha = 0.166320 lossBound = -0.190455 W1 = 0.666841 N1 = 0.911765 deltaLoss = -0.041810 Updating 6 features increaseLambda: 0.056 0.003000 11: time = 0.056000 loss = 6.832244 testLoss 6.823747 (LAKE_ORIGIN=1.0) lambda = 0.4575 alpha = 0.149688 lossBound = -0.148645 W1 = 0.699227 N1 = 0.911765 deltaLoss = -0.032368 Updating 5 features NewtonStep: 0.06 0.004000 increaseLambda: 0.06 0.000000 Undoing: newLoss 6.813793068979806, oldLoss 6.83224367002155, deltaLossBound -0.13896137713437098 increaseLambda: 0.062 0.002000 Search: 0.062 0.000000 increaseLambda: 0.063 0.001000 12: time = 0.063000 loss = 6.794368 testLoss 6.828849 'NTL_COND lambda = -0.2657 alpha = -0.265681 lossBound = -0.138961 W1 = 0.140208 N1 = 0.007353 deltaLoss = -0.037876 Updating 5 features increaseLambda: 0.068 0.005000 13: time = 0.068000 loss = 6.772307 testLoss 6.804730 (URBAN=1.0) lambda = 0.0973 alpha = 0.097293 lossBound = -0.116668 W1 = 0.381133 N1 = 0.617647 deltaLoss = -0.022061 Updating 5 features increaseLambda: 0.072 0.004000 14: time = 0.072000 loss = 6.748002 testLoss 6.778784 (LAKE_ORIGIN=1.0) lambda = 0.5904 alpha = 0.132936 lossBound = -0.112740 W1 = 0.729954 N1 = 0.911765 deltaLoss = -0.024305 Updating 5 features NewtonStep: 0.075 0.003000 increaseLambda: 0.075 0.000000 Undoing: newLoss 6.7359022539473274, oldLoss 6.748002064681441, deltaLossBound -0.0983203958890434 increaseLambda: 0.076 0.001000 Search: 0.077 0.001000 increaseLambda: 0.077 0.000000 15: time = 0.077000 loss = 6.722046 testLoss 6.791148 'NTL_COND lambda = -0.5026 alpha = -0.236886 lossBound = -0.098320 W1 = 0.111776 N1 = 0.007353 deltaLoss = -0.025956 Updating 5 features NewtonStep: 0.087 0.010000 increaseLambda: 0.087 0.000000 Undoing: newLoss 6.686584101219891, oldLoss 6.722045903289251, deltaLossBound -0.10480656696397078 increaseLambda: 0.088 0.001000 Search: 0.088 0.000000 increaseLambda: 0.089 0.001000 16: time = 0.089000 loss = 6.678973 testLoss 6.745369 'PTL__rev lambda = -0.2291 alpha = -0.229123 lossBound = -0.104807 W1 = 0.318438 N1 = 0.122951 deltaLoss = -0.043073 Updating 5 features increaseLambda: 0.092 0.003000 17: time = 0.092000 loss = 6.662156 testLoss 6.726760 (URBAN=0.0) lambda = -0.0847 alpha = -0.084716 lossBound = -0.088570 W1 = 0.591833 N1 = 0.382353 deltaLoss = -0.016817 Updating 5 features increaseLambda: 0.094 0.002000 18: time = 0.095000 loss = 6.644944 testLoss 6.708128 (LAKE_ORIGIN=0.0) lambda = -0.3459 alpha = -0.115047 lossBound = -0.080855 W1 = 0.239507 N1 = 0.088235 deltaLoss = -0.017213 Updating 6 features NewtonStep: 0.098 0.003000 increaseLambda: 0.098 0.000000 Undoing: newLoss 6.635331140188844, oldLoss 6.644943505609924, deltaLossBound -0.07731299527436453 increaseLambda: 0.098 0.000000 Search: 0.101 0.003000 increaseLambda: 0.101 0.000000 19: time = 0.101000 loss = 6.624990 testLoss 6.723466 'NTL_COND lambda = -0.7207 alpha = -0.218167 lossBound = -0.077313 W1 = 0.096112 N1 = 0.007353 deltaLoss = -0.019953 Updating 7 features NewtonStep: 0.108 0.007000 increaseLambda: 0.109 0.001000 Undoing: newLoss 6.5576140751070895, oldLoss 6.624990469684082, deltaLossBound -0.08155820284030152 increaseLambda: 0.109 0.000000 Search: 0.109 0.000000 increaseLambda: 0.11 0.001000 20: time = 0.110000 loss = 6.533519 testLoss 6.623942 'PTL__rev lambda = -0.9110 alpha = -0.681886 lossBound = -0.081558 W1 = 0.240182 N1 = 0.122951 deltaLoss = -0.091471 Updating 6 features NewtonStep: 0.115 0.005000 increaseLambda: 0.116 0.001000 Undoing: newLoss 6.4786460012199445, oldLoss 6.533519416108319, deltaLossBound -0.09218013076048523 increaseLambda: 0.116 0.000000 Search: 0.117 0.001000 increaseLambda: 0.117 0.000000 21: time = 0.118000 loss = 6.479378 testLoss 6.655030 'TURB_COND__rev lambda = 0.3601 alpha = 0.360132 lossBound = -0.092180 W1 = 0.740496 N1 = 0.882353 deltaLoss = -0.054142 Updating 6 features increaseLambda: 0.121 0.003000 22: time = 0.121000 loss = 6.444332 testLoss 6.614952 (URBAN=1.0) lambda = 0.3353 alpha = 0.237968 lossBound = -0.062896 W1 = 0.478753 N1 = 0.617647 deltaLoss = -0.035045 Updating 7 features NewtonStep: 0.123 0.002000 increaseLambda: 0.124 0.001000 Undoing: newLoss 6.422885319365949, oldLoss 6.444332375690884, deltaLossBound -0.0571253068058324 increaseLambda: 0.124 0.000000 Search: 0.125 0.001000 increaseLambda: 0.125 0.000000 23: time = 0.125000 loss = 6.406858 testLoss 6.683197 'NTL_COND lambda = -1.3743 alpha = -0.653539 lossBound = -0.057125 W1 = 0.052272 N1 = 0.007353 deltaLoss = -0.037475 Updating 8 features increaseLambda: 0.128 0.003000 24: time = 0.128000 loss = 6.378444 testLoss 6.651018 (LAKE_ORIGIN=1.0) lambda = 0.8954 alpha = 0.305010 lossBound = -0.048209 W1 = 0.829316 N1 = 0.911765 deltaLoss = -0.028414 Updating 8 features NewtonStep: 0.13 0.002000 increaseLambda: 0.131 0.001000 Undoing: newLoss 6.347162214246821, oldLoss 6.378443513797845, deltaLossBound -0.03684505988185305 increaseLambda: 0.131 0.000000 Search: 0.132 0.001000 increaseLambda: 0.132 0.000000 25: time = 0.132000 loss = 6.337475 testLoss 6.604457 'PTL__rev lambda = -1.3845 alpha = -0.473485 lossBound = -0.036845 W1 = 0.207948 N1 = 0.122951 deltaLoss = -0.040969 Updating 8 features NewtonStep: 0.135 0.003000 increaseLambda: 0.135 0.000000 Undoing: newLoss 6.309904722953464, oldLoss 6.337474821950149, deltaLossBound -0.03775113332102834 increaseLambda: 0.135 0.000000 Search: 0.136 0.001000 increaseLambda: 0.136 0.000000 26: time = 0.136000 loss = 6.313646 testLoss 6.634260 TURB_COND: lambda = -0.2943 min = 1.0000 max = 3.0000 alpha = -0.294254 lossBound = -0.037751 W1 = 0.149179 N1 = 0.073529 deltaLoss = -0.023829 Updating 7 features NewtonStep: 0.14 0.004000 increaseLambda: 0.14 0.000000 Undoing: newLoss 6.335510130761723, oldLoss 6.313645606947027, deltaLossBound -0.029459038445327962 increaseLambda: 0.141 0.001000 Search: 0.141 0.000000 increaseLambda: 0.141 0.000000 27: time = 0.141000 loss = 6.299176 testLoss 6.639898 'CHLA__rev lambda = 0.5244 alpha = 0.524400 lossBound = -0.029459 W1 = 0.013777 N1 = 0.058824 deltaLoss = -0.014469 Updating 7 features increaseLambda: 0.144 0.003000 28: time = 0.144000 loss = 6.287136 testLoss 6.624902 (URBAN=1.0) lambda = 0.4750 alpha = 0.139776 lossBound = -0.021586 W1 = 0.527807 N1 = 0.617647 deltaLoss = -0.012040 Updating 6 features NewtonStep: 0.147 0.003000 increaseLambda: 0.147 0.000000 29: time = 0.147000 loss = 6.260802 testLoss 6.598169 'TURB__rev lambda = -0.4103 alpha = -0.410344 lossBound = -0.019867 W1 = 0.231223 N1 = 0.164242 deltaLoss = -0.026334 Updating 6 features Newton: returning 0.5288208478553043 Updating 6 features Loss was 6.260801991724416, now 6.206262762045602, delta -0.054539 parallelUpdate: 0.149 0.002000 Updating 6 features NewtonStep: 0.152 0.003000 increaseLambda: 0.152 0.000000 Undoing: newLoss 6.187721189060896, oldLoss 6.206262762045602, deltaLossBound -0.022548792765345653 increaseLambda: 0.153 0.001000 Search: 0.153 0.000000 increaseLambda: 0.154 0.001000 31: time = 0.154000 loss = 6.193646 testLoss 6.756207 'NTL_COND__rev lambda = 0.1448 alpha = 0.144761 lossBound = -0.022549 W1 = 0.566467 N1 = 0.676471 deltaLoss = -0.012617 Updating 8 features NewtonStep: 0.156 0.002000 increaseLambda: 0.157 0.001000 Undoing: newLoss 6.1922603111903225, oldLoss 6.193645545966021, deltaLossBound -0.0027527250894620104 increaseLambda: 0.157 0.000000 Search: 0.157 0.000000 increaseLambda: 0.158 0.001000 32: time = 0.158000 loss = 6.191860 testLoss 6.753856 ANC_COND^2: lambda = -0.5658 min = 1.0000 max = 4.0000 alpha = -0.565823 lossBound = -0.002753 W1 = 0.003094 N1 = 0.000000 deltaLoss = -0.001786 Updating 8 features NewtonStep: 0.161 0.003000 increaseLambda: 0.161 0.000000 33: time = 0.161000 loss = 6.176028 testLoss 6.811273 NTL_COND: lambda = -0.3474 min = 1.0000 max = 3.0000 alpha = -0.347357 lossBound = -0.010257 W1 = 0.204635 N1 = 0.161765 deltaLoss = -0.015832 Updating 10 features NewtonStep: 0.164 0.003000 increaseLambda: 0.164 0.000000 34: time = 0.164000 loss = 6.168114 testLoss 6.814721 CHLA_COND: lambda = 0.4909 min = 1.0000 max = 9.0000 alpha = 0.490938 lossBound = -0.003739 W1 = 0.097215 N1 = 0.113971 deltaLoss = -0.007914 Updating 10 features NewtonStep: 0.167 0.003000 increaseLambda: 0.168 0.001000 Undoing: newLoss 6.162578116050262, oldLoss 6.168114238946231, deltaLossBound -0.007777995701069188 increaseLambda: 0.168 0.000000 Search: 0.169 0.001000 increaseLambda: 0.169 0.000000 35: time = 0.169000 loss = 6.163359 testLoss 6.835915 TURB_COND: lambda = -0.5922 min = 1.0000 max = 3.0000 alpha = -0.142373 lossBound = -0.007778 W1 = 0.110781 N1 = 0.073529 deltaLoss = -0.004755 Updating 8 features increaseLambda: 0.172 0.003000 36: time = 0.172000 loss = 6.160355 testLoss 6.831565 (LAKE_ORIGIN=1.0) lambda = 1.0045 alpha = 0.109092 lossBound = -0.005286 W1 = 0.877893 N1 = 0.911765 deltaLoss = -0.003004 Updating 9 features NewtonStep: 0.174 0.002000 increaseLambda: 0.175 0.001000 Undoing: newLoss 6.1554036246403525, oldLoss 6.1603547346834855, deltaLossBound -0.005038148793711094 increaseLambda: 0.175 0.000000 Search: 0.176 0.001000 increaseLambda: 0.176 0.000000 37: time = 0.176000 loss = 6.157544 testLoss 6.846223 'PTL_COND__rev lambda = 0.0689 alpha = 0.068940 lossBound = -0.005038 W1 = 0.603266 N1 = 0.676471 deltaLoss = -0.002811 Updating 8 features NewtonStep: 0.178 0.002000 increaseLambda: 0.179 0.001000 38: time = 0.179000 loss = 6.145189 testLoss 6.864108 'COND__rev lambda = -0.4406 alpha = -0.440580 lossBound = -0.004742 W1 = 0.634246 N1 = 0.596381 deltaLoss = -0.012355 Updating 9 features increaseLambda: 0.182 0.003000 39: time = 0.182000 loss = 6.142070 testLoss 6.859477 (URBAN=0.0) lambda = -0.1562 alpha = -0.071467 lossBound = -0.005599 W1 = 0.438325 N1 = 0.382353 deltaLoss = -0.003119 Updating 9 features NewtonStep: 0.185 0.003000 increaseLambda: 0.185 0.000000 40: time = 0.185000 loss = 6.124655 testLoss 6.852082 'DOC__rev lambda = 0.4759 alpha = 0.475949 lossBound = -0.004984 W1 = 0.593434 N1 = 0.632645 deltaLoss = -0.017415 Updating 10 features NewtonStep: 0.188 0.003000 increaseLambda: 0.188 0.000000 Undoing: newLoss 6.121148275779536, oldLoss 6.124654849547867, deltaLossBound -0.004732112392384818 increaseLambda: 0.189 0.001000 Search: 0.189 0.000000 increaseLambda: 0.189 0.000000 41: time = 0.190000 loss = 6.121776 testLoss 6.869701 TURB_COND: lambda = -0.7047 min = 1.0000 max = 3.0000 alpha = -0.112462 lossBound = -0.004732 W1 = 0.104349 N1 = 0.073529 deltaLoss = -0.002879 Updating 8 features NewtonStep: 0.192 0.002000 increaseLambda: 0.192 0.000000 42: time = 0.192000 loss = 6.117170 testLoss 6.834234 'CHLA__rev lambda = -0.2563 alpha = -0.256275 lossBound = -0.003100 W1 = 0.184269 N1 = 0.153039 deltaLoss = -0.004606 Updating 9 features NewtonStep: 0.194 0.002000 increaseLambda: 0.195 0.001000 Undoing: newLoss 6.114789319686302, oldLoss 6.117169643269463, deltaLossBound -0.0031420829304718823 increaseLambda: 0.195 0.000000 Search: 0.196 0.001000 increaseLambda: 0.196 0.000000 43: time = 0.196000 loss = 6.115266 testLoss 6.849174 TURB_COND: lambda = -0.7971 min = 1.0000 max = 3.0000 alpha = -0.092418 lossBound = -0.003142 W1 = 0.100148 N1 = 0.073529 deltaLoss = -0.001904 Updating 6 features NewtonStep: 0.199 0.003000 increaseLambda: 0.199 0.000000 44: time = 0.199000 loss = 6.110582 testLoss 6.849699 'ANC__rev lambda = -0.5545 alpha = -0.554499 lossBound = -0.002326 W1 = 0.045249 N1 = 0.028343 deltaLoss = -0.004684 Updating 7 features NewtonStep: 0.202 0.003000 increaseLambda: 0.202 0.000000 45: time = 0.202000 loss = 6.104771 testLoss 6.904209 NTL_COND^2: lambda = -0.2982 min = 1.0000 max = 9.0000 alpha = -0.298216 lossBound = -0.002732 W1 = 0.141679 N1 = 0.121324 deltaLoss = -0.005811 Updating 7 features NewtonStep: 0.205 0.003000 increaseLambda: 0.205 0.000000 46: time = 0.205000 loss = 6.102985 testLoss 6.934905 TURB_COND^2: lambda = -0.1972 min = 1.0000 max = 9.0000 alpha = -0.197204 lossBound = -0.001306 W1 = 0.075065 N1 = 0.062500 deltaLoss = -0.001786 Updating 8 features NewtonStep: 0.208 0.003000 increaseLambda: 0.208 0.000000 47: time = 0.208000 loss = 6.096533 testLoss 6.936384 'DOC__rev lambda = 0.3953 alpha = 0.395347 lossBound = -0.001325 W1 = 0.620264 N1 = 0.642831 deltaLoss = -0.006452 Updating 9 features NewtonStep: 0.21 0.002000 increaseLambda: 0.211 0.001000 Undoing: newLoss 6.095558453468468, oldLoss 6.096533260959148, deltaLossBound -0.0017336504620264178 increaseLambda: 0.211 0.000000 Search: 0.211 0.000000 increaseLambda: 0.212 0.001000 Undoing contribution: was 0.01261721607958144 now 0.011657175954513654 48: time = 0.212000 loss = 6.095573 testLoss 6.926234 'NTL_COND__rev lambda = 0.1037 alpha = -0.041027 lossBound = -0.001734 W1 = 0.654533 N1 = 0.676471 deltaLoss = -0.000960 Updating 6 features NewtonStep: 0.214 0.002000 increaseLambda: 0.215 0.001000 49: time = 0.215000 loss = 6.090991 testLoss 6.918682 'TURB__rev lambda = -0.5236 alpha = -0.523587 lossBound = -0.001245 W1 = 0.766440 N1 = 0.748154 deltaLoss = -0.004583 Updating 4 features NewtonStep: 0.217 0.002000 increaseLambda: 0.217 0.000000 50: time = 0.217000 loss = 6.087837 testLoss 6.971573 TURB_COND: lambda = -1.1046 min = 1.0000 max = 3.0000 alpha = -0.307492 lossBound = -0.002173 W1 = 0.084177 N1 = 0.073529 deltaLoss = -0.003154 Updating 5 features NewtonStep: 0.22 0.003000 increaseLambda: 0.22 0.000000 Undoing contribution: was 0.19854824991982842 now 0.19541407959555443 51: time = 0.221000 loss = 6.084703 testLoss 6.972375 'PTL__rev lambda = -1.7833 alpha = 0.333295 lossBound = -0.001720 W1 = 0.146944 N1 = 0.122951 deltaLoss = -0.003134 Updating 5 features NewtonStep: 0.223 0.002000 increaseLambda: 0.223 0.000000 Undoing: newLoss 6.105958631041914, oldLoss 6.084702854250962, deltaLossBound -0.0015336324854126888 increaseLambda: 0.223 0.000000 Search: 0.224 0.001000 increaseLambda: 0.224 0.000000 52: time = 0.224000 loss = 6.081357 testLoss 7.000623 'COND__rev lambda = -0.4603 alpha = -0.460272 lossBound = -0.001534 W1 = 0.613537 N1 = 0.597545 deltaLoss = -0.003346 Updating 5 features NewtonStep: 0.227 0.003000 increaseLambda: 0.227 0.000000 53: time = 0.227000 loss = 6.078947 testLoss 6.972749 'CHLA__rev lambda = -0.4677 alpha = -0.211461 lossBound = -0.001567 W1 = 0.180316 N1 = 0.153039 deltaLoss = -0.002410 Updating 5 features NewtonStep: 0.229 0.002000 increaseLambda: 0.229 0.000000 54: time = 0.229000 loss = 6.075758 testLoss 6.979697 CHLA_COND: lambda = 0.9290 min = 1.0000 max = 9.0000 alpha = 0.438019 lossBound = -0.001600 W1 = 0.106898 N1 = 0.113971 deltaLoss = -0.003189 Updating 5 features NewtonStep: 0.232 0.003000 increaseLambda: 0.232 0.000000 Undoing: newLoss 6.073643968551286, oldLoss 6.075758176955314, deltaLossBound -0.002149269799643269 increaseLambda: 0.233 0.001000 Search: 0.233 0.000000 increaseLambda: 0.234 0.001000 Undoing contribution: was 0.016368338793189427 now 0.014219068993544401 55: time = 0.234000 loss = 6.073609 testLoss 6.965105 'CHLA__rev lambda = 0.4772 alpha = -0.324510 lossBound = -0.002149 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.002149 Updating 3 features NewtonStep: 0.237 0.003000 increaseLambda: 0.237 0.000000 Undoing: newLoss 6.083289341483177, oldLoss 6.073608907155669, deltaLossBound -0.0014484762599002061 increaseLambda: 0.238 0.001000 Search: 0.238 0.000000 increaseLambda: 0.239 0.001000 56: time = 0.239000 loss = 6.069450 testLoss 6.963561 'NTL__rev lambda = 0.4543 alpha = 0.454332 lossBound = -0.001448 W1 = 0.356247 N1 = 0.371211 deltaLoss = -0.004159 Updating 4 features Reducing newton stepsize from -0.1623897989824241 to -0.10373377402062921 NewtonStep: 0.241 0.002000 increaseLambda: 0.241 0.000000 Undoing contribution: was 0.011657175954513654 now 0.009142142468184566 57: time = 0.241000 loss = 6.066935 testLoss 6.937811 'NTL_COND__rev lambda = 0.0000 alpha = -0.103734 lossBound = -0.002515 W1 = 0.648296 N1 = 0.676471 deltaLoss = -0.002515 Updating 6 features NewtonStep: 0.244 0.003000 increaseLambda: 0.244 0.000000 58: time = 0.244000 loss = 6.064792 testLoss 6.943652 CHLA_COND: lambda = 1.2740 min = 1.0000 max = 9.0000 alpha = 0.344995 lossBound = -0.001081 W1 = 0.105862 N1 = 0.113971 deltaLoss = -0.002143 Updating 6 features NewtonStep: 0.246 0.002000 increaseLambda: 0.246 0.000000 Undoing: newLoss 6.062933671432834, oldLoss 6.064791539766432, deltaLossBound -0.0018855290331294136 increaseLambda: 0.247 0.001000 Search: 0.247 0.000000 increaseLambda: 0.247 0.000000 Undoing contribution: was 0.014219068993544401 now 0.012333539960416293 59: time = 0.247000 loss = 6.062906 testLoss 6.930076 'CHLA__rev lambda = 0.1723 alpha = -0.304898 lossBound = -0.001886 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.001886 Updating 20 features Newton: returning 0.21156497388060874 Updating 7 features Loss was 6.062906010733304, now 6.057352872368238, delta -0.005553 parallelUpdate: 0.251 0.004000 Updating 5 features NewtonStep: 0.253 0.002000 increaseLambda: 0.253 0.000000 Undoing: newLoss 6.056606899051551, oldLoss 6.057352872368238, deltaLossBound -7.472920119150164E-4 increaseLambda: 0.254 0.001000 Search: 0.254 0.000000 increaseLambda: 0.254 0.000000 Undoing contribution: was 0.06148911716120721 now 0.06074182514929251 61: time = 0.254000 loss = 6.056606 testLoss 7.010190 'TURB_COND__rev lambda = 0.4798 alpha = -0.111032 lossBound = -0.000747 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000747 Updating 4 features NewtonStep: 0.257 0.003000 increaseLambda: 0.257 0.000000 Undoing contribution: was 0.19609010210405042 now 0.19509433889877315 62: time = 0.257000 loss = 6.055610 testLoss 7.011326 'PTL__rev lambda = -1.6872 alpha = 0.180501 lossBound = -0.000541 W1 = 0.145832 N1 = 0.122951 deltaLoss = -0.000996 Updating 4 features NewtonStep: 0.26 0.003000 increaseLambda: 0.26 0.000000 Undoing: newLoss 6.068398921597739, oldLoss 6.055609817151046, deltaLossBound -0.001103337252639653 increaseLambda: 0.261 0.001000 Search: 0.261 0.000000 increaseLambda: 0.261 0.000000 63: time = 0.261000 loss = 6.053232 testLoss 7.001168 'PTL__rev lambda = -0.1945 alpha = -0.194488 lossBound = -0.001103 W1 = 0.365238 N1 = 0.334334 deltaLoss = -0.002377 Updating 5 features increaseLambda: 0.264 0.003000 64: time = 0.264000 loss = 6.052593 testLoss 6.998990 (URBAN=1.0) lambda = 0.5478 alpha = 0.072736 lossBound = -0.000640 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000640 Updating 4 features NewtonStep: 0.266 0.002000 increaseLambda: 0.267 0.001000 Undoing contribution: was 0.19509433889877315 now 0.193967058037539 65: time = 0.267000 loss = 6.051466 testLoss 7.000128 'PTL__rev lambda = -1.4954 alpha = 0.191791 lossBound = -0.000619 W1 = 0.145900 N1 = 0.122951 deltaLoss = -0.001127 Updating 6 features NewtonStep: 0.27 0.003000 increaseLambda: 0.27 0.000000 Undoing: newLoss 6.060461210518151, oldLoss 6.051465576727683, deltaLossBound -8.102927211619104E-4 increaseLambda: 0.27 0.000000 Search: 0.271 0.001000 increaseLambda: 0.271 0.000000 66: time = 0.271000 loss = 6.049622 testLoss 7.013418 'NTL__rev lambda = -0.5090 alpha = -0.508996 lossBound = -0.000810 W1 = 0.024473 N1 = 0.011802 deltaLoss = -0.001844 Updating 5 features NewtonStep: 0.273 0.002000 increaseLambda: 0.274 0.001000 Undoing contribution: was 0.012774791779123454 now 0.011356179247845169 67: time = 0.274000 loss = 6.048203 testLoss 6.999983 'COND__rev lambda = -0.3587 alpha = 0.175064 lossBound = -0.000538 W1 = 0.624898 N1 = 0.596381 deltaLoss = -0.001419 Updating 6 features NewtonStep: 0.276 0.002000 increaseLambda: 0.276 0.000000 Undoing: newLoss 6.047766983053841, oldLoss 6.048203354894116, deltaLossBound -4.455890624700694E-4 increaseLambda: 0.277 0.001000 Search: 0.277 0.000000 increaseLambda: 0.278 0.001000 Undoing contribution: was 0.13771514184039046 now 0.1372695527779214 68: time = 0.278000 loss = 6.047758 testLoss 6.957741 'NTL_COND lambda = -1.9964 alpha = 0.258382 lossBound = -0.000446 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000446 Updating 6 features NewtonStep: 0.28 0.002000 increaseLambda: 0.28 0.000000 69: time = 0.280000 loss = 6.046645 testLoss 7.002748 NTL_COND^2: lambda = -0.5893 min = 1.0000 max = 9.0000 alpha = -0.228007 lossBound = -0.000391 W1 = 0.128915 N1 = 0.121324 deltaLoss = -0.001113 Updating 4 features NewtonStep: 0.282 0.002000 increaseLambda: 0.283 0.001000 70: time = 0.283000 loss = 6.045438 testLoss 6.995597 'PTL__rev lambda = -0.3430 alpha = -0.148561 lossBound = -0.000560 W1 = 0.363605 N1 = 0.334334 deltaLoss = -0.001206 Updating 4 features NewtonStep: 0.286 0.003000 increaseLambda: 0.286 0.000000 Undoing contribution: was 0.029907656993816364 now 0.028523081930329038 71: time = 0.286000 loss = 6.044054 testLoss 6.994406 'TURB__rev lambda = -0.4743 alpha = 0.198924 lossBound = -0.000696 W1 = 0.188046 N1 = 0.164242 deltaLoss = -0.001385 Updating 4 features NewtonStep: 0.288 0.002000 increaseLambda: 0.289 0.001000 Undoing: newLoss 6.056239498273913, oldLoss 6.044053866907109, deltaLossBound -5.915362215742096E-4 increaseLambda: 0.289 0.000000 Search: 0.289 0.000000 increaseLambda: 0.289 0.000000 72: time = 0.289000 loss = 6.043079 testLoss 6.981895 'CHLA__rev lambda = -0.1480 alpha = -0.148047 lossBound = -0.000592 W1 = 0.307307 N1 = 0.279805 deltaLoss = -0.000975 Updating 6 features NewtonStep: 0.291 0.002000 increaseLambda: 0.292 0.001000 Undoing: newLoss 6.042651848335163, oldLoss 6.0430788505622965, deltaLossBound -4.270268466227225E-4 increaseLambda: 0.292 0.000000 Search: 0.292 0.000000 increaseLambda: 0.293 0.001000 73: time = 0.293000 loss = 6.042652 testLoss 6.996816 'PTL_COND__rev lambda = 0.1441 alpha = 0.060567 lossBound = -0.000427 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000427 Updating 5 features NewtonStep: 0.295 0.002000 increaseLambda: 0.296 0.001000 74: time = 0.296000 loss = 6.042232 testLoss 6.992744 COND^2: lambda = -3.4076 min = 16.0000 max = 2,559,348,100.0000 alpha = -3.407573 lossBound = -0.000323 W1 = 0.000687 N1 = 0.000135 deltaLoss = -0.000420 Updating 4 features NewtonStep: 0.298 0.002000 increaseLambda: 0.299 0.001000 Undoing: newLoss 6.041957951260014, oldLoss 6.042231584796003, deltaLossBound -2.737997783670168E-4 increaseLambda: 0.299 0.000000 Search: 0.3 0.001000 increaseLambda: 0.3 0.000000 Undoing contribution: was 0.06074182514929251 now 0.06046802537092545 75: time = 0.300000 loss = 6.041958 testLoss 6.976647 'TURB_COND__rev lambda = 0.4130 alpha = -0.066857 lossBound = -0.000274 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000274 Updating 5 features NewtonStep: 0.302 0.002000 increaseLambda: 0.302 0.000000 Undoing contribution: was 0.193967058037539 now 0.19353519147711395 76: time = 0.302000 loss = 6.041526 testLoss 6.977589 'PTL__rev lambda = -1.3791 alpha = 0.116326 lossBound = -0.000237 W1 = 0.145564 N1 = 0.122951 deltaLoss = -0.000432 Updating 5 features NewtonStep: 0.305 0.003000 increaseLambda: 0.305 0.000000 77: time = 0.305000 loss = 6.040387 testLoss 6.970697 'PTL__rev lambda = -0.4868 alpha = -0.143792 lossBound = -0.000533 W1 = 0.363607 N1 = 0.334334 deltaLoss = -0.001139 Updating 4 features NewtonStep: 0.308 0.003000 increaseLambda: 0.308 0.000000 78: time = 0.308000 loss = 6.039756 testLoss 6.997495 TURB_COND: lambda = -1.4265 min = 1.0000 max = 3.0000 alpha = -0.150487 lossBound = -0.000413 W1 = 0.082803 N1 = 0.073529 deltaLoss = -0.000631 Updating 4 features NewtonStep: 0.31 0.002000 increaseLambda: 0.311 0.001000 Undoing: newLoss 6.0393632427545185, oldLoss 6.039756270948273, deltaLossBound -3.9337795144474665E-4 increaseLambda: 0.311 0.000000 Search: 0.311 0.000000 increaseLambda: 0.312 0.001000 Undoing contribution: was 0.06046802537092545 now 0.06007464741948122 79: time = 0.312000 loss = 6.039363 testLoss 6.978106 'TURB_COND__rev lambda = 0.3327 alpha = -0.080264 lossBound = -0.000393 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000393 Updating 4 features NewtonStep: 0.314 0.002000 increaseLambda: 0.315 0.001000 Undoing contribution: was 0.028523081930329038 now 0.0278138466650466 80: time = 0.315000 loss = 6.038654 testLoss 6.977533 'TURB__rev lambda = -0.3343 alpha = 0.140072 lossBound = -0.000358 W1 = 0.187788 N1 = 0.164242 deltaLoss = -0.000709 Updating 5 features NewtonStep: 0.317 0.002000 increaseLambda: 0.318 0.001000 Undoing: newLoss 6.04525507585542, oldLoss 6.038653657731547, deltaLossBound -7.181115356051351E-4 increaseLambda: 0.318 0.000000 Search: 0.318 0.000000 increaseLambda: 0.319 0.001000 81: time = 0.319000 loss = 6.037708 testLoss 6.982902 CHLA_COND^2: lambda = 0.1524 min = 1.0000 max = 81.0000 alpha = 0.152435 lossBound = -0.000718 W1 = 0.066311 N1 = 0.079044 deltaLoss = -0.000946 Updating 7 features Reducing newton stepsize from -0.17400990844410844 to -0.09781452604696383 NewtonStep: 0.323 0.004000 increaseLambda: 0.324 0.001000 Undoing: newLoss 6.037164713179501, oldLoss 6.037707542734821, deltaLossBound -5.428295553215156E-4 increaseLambda: 0.324 0.000000 Search: 0.324 0.000000 increaseLambda: 0.325 0.001000 Undoing contribution: was 0.012333539960416293 now 0.01179071040509648 82: time = 0.325000 loss = 6.037165 testLoss 6.978609 'CHLA__rev lambda = 0.0000 alpha = -0.097815 lossBound = -0.000543 W1 = 0.041871 N1 = 0.058824 deltaLoss = -0.000543 Updating 7 features NewtonStep: 0.327 0.002000 increaseLambda: 0.327 0.000000 83: time = 0.327000 loss = 6.036566 testLoss 6.985423 CHLA_COND^2: lambda = 0.3314 min = 1.0000 max = 81.0000 alpha = 0.178951 lossBound = -0.000414 W1 = 0.069948 N1 = 0.079044 deltaLoss = -0.000599 Updating 6 features NewtonStep: 0.33 0.003000 increaseLambda: 0.33 0.000000 84: time = 0.330000 loss = 6.036053 testLoss 6.972997 'CHLA__rev lambda = -0.6656 alpha = -0.098928 lossBound = -0.000344 W1 = 0.179564 N1 = 0.153039 deltaLoss = -0.000513 Updating 7 features NewtonStep: 0.332 0.002000 increaseLambda: 0.333 0.001000 Undoing contribution: was 0.19353519147711395 now 0.19306310352832234 85: time = 0.333000 loss = 6.035581 testLoss 6.973958 'PTL__rev lambda = -1.2578 alpha = 0.121323 lossBound = -0.000261 W1 = 0.145584 N1 = 0.122951 deltaLoss = -0.000472 Updating 7 features increaseLambda: 0.336 0.003000 86: time = 0.336000 loss = 6.035318 testLoss 6.972763 (LAKE_ORIGIN=0.0) lambda = -0.4214 alpha = -0.075483 lossBound = -0.000263 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000263 Updating 7 features NewtonStep: 0.338 0.002000 increaseLambda: 0.339 0.001000 Undoing: newLoss 6.049813329152869, oldLoss 6.035317628599577, deltaLossBound -2.3023183351463905E-4 increaseLambda: 0.339 0.000000 Search: 0.339 0.000000 increaseLambda: 0.34 0.001000 87: time = 0.340000 loss = 6.034834 testLoss 6.968664 'PTL__rev lambda = -0.0892 alpha = -0.089250 lossBound = -0.000230 W1 = 0.360092 N1 = 0.330426 deltaLoss = -0.000484 Updating 7 features NewtonStep: 0.342 0.002000 increaseLambda: 0.342 0.000000 Undoing: newLoss 6.034572922240494, oldLoss 6.034833827702801, deltaLossBound -2.609149972051081E-4 increaseLambda: 0.342 0.000000 Search: 0.343 0.001000 increaseLambda: 0.343 0.000000 88: time = 0.343000 loss = 6.034573 testLoss 6.980406 'PTL_COND__rev lambda = 0.1915 alpha = 0.047371 lossBound = -0.000261 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000261 Updating 6 features NewtonStep: 0.345 0.002000 increaseLambda: 0.346 0.001000 Undoing: newLoss 6.034765211258387, oldLoss 6.034572912705595, deltaLossBound -1.87881178882484E-4 increaseLambda: 0.346 0.000000 Search: 0.347 0.001000 increaseLambda: 0.347 0.000000 89: time = 0.347000 loss = 6.034385 testLoss 6.979662 ANC_COND: lambda = -0.5566 min = 1.0000 max = 2.0000 alpha = -0.556638 lossBound = -0.000188 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000188 Updating 26 features Newton: returning 0.4100863150425935 Updating 7 features Loss was 6.034385031526713, now 6.031877679769613, delta -0.002507 parallelUpdate: 0.352 0.005000 Updating 5 features NewtonStep: 0.356 0.004000 increaseLambda: 0.356 0.000000 Undoing: newLoss 6.031541428314785, oldLoss 6.031877679769613, deltaLossBound -3.414117159326363E-4 increaseLambda: 0.356 0.000000 Search: 0.357 0.001000 increaseLambda: 0.357 0.000000 Undoing contribution: was 0.137283754583587 now 0.13694234286765306 91: time = 0.357000 loss = 6.031536 testLoss 6.976170 'NTL_COND lambda = -1.7285 alpha = 0.224994 lossBound = -0.000341 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000341 Updating 6 features Reducing newton stepsize from 6.105999360913315 to 4.804972635021434 NewtonStep: 0.361 0.004000 increaseLambda: 0.362 0.001000 Undoing: newLoss 6.031250212525905, oldLoss 6.031536268053679, deltaLossBound -3.086253216617146E-4 increaseLambda: 0.362 0.000000 Search: 0.362 0.000000 increaseLambda: 0.362 0.000000 Undoing contribution: was 4.8304771235508184E-4 now 0.0 92: time = 0.363000 loss = 6.030397 testLoss 6.978636 COND^2: lambda = -1.4415 min = 16.0000 max = 2,559,348,100.0000 alpha = 3.363453 lossBound = -0.000309 W1 = 0.001297 N1 = 0.000135 deltaLoss = -0.001139 Updating 6 features NewtonStep: 0.365 0.002000 increaseLambda: 0.366 0.001000 Undoing contribution: was 0.004866976010474732 now 0.004312162099217952 93: time = 0.366000 loss = 6.029843 testLoss 6.975643 'ANC__rev lambda = -0.4604 alpha = 0.259493 lossBound = -0.000260 W1 = 0.043340 N1 = 0.028343 deltaLoss = -0.000555 Updating 8 features NewtonStep: 0.368 0.002000 increaseLambda: 0.369 0.001000 Undoing: newLoss 6.029687520705655, oldLoss 6.029842642321887, deltaLossBound -1.5517376787960733E-4 increaseLambda: 0.369 0.000000 Search: 0.369 0.000000 increaseLambda: 0.37 0.001000 Undoing contribution: was 0.06007464741948122 now 0.059919473651601676 94: time = 0.370000 loss = 6.029687 testLoss 6.963600 'TURB_COND__rev lambda = 0.1931 alpha = -0.050232 lossBound = -0.000155 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000155 Updating 8 features NewtonStep: 0.374 0.004000 increaseLambda: 0.374 0.000000 95: time = 0.374000 loss = 6.029383 testLoss 6.982928 TURB_COND: lambda = -1.6663 min = 1.0000 max = 3.0000 alpha = -0.107715 lossBound = -0.000195 W1 = 0.082616 N1 = 0.073529 deltaLoss = -0.000304 Updating 6 features NewtonStep: 0.377 0.003000 increaseLambda: 0.377 0.000000 Undoing: newLoss 6.029125882560692, oldLoss 6.029383146078454, deltaLossBound -2.5741002666270635E-4 increaseLambda: 0.378 0.001000 Search: 0.378 0.000000 increaseLambda: 0.378 0.000000 Undoing contribution: was 0.059919473651601676 now 0.05966206362493977 96: time = 0.378000 loss = 6.029126 testLoss 6.967333 'TURB_COND__rev lambda = 0.1283 alpha = -0.064809 lossBound = -0.000257 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000257 Updating 7 features NewtonStep: 0.381 0.003000 increaseLambda: 0.381 0.000000 97: time = 0.381000 loss = 6.028884 testLoss 6.984758 TURB_COND: lambda = -1.7632 min = 1.0000 max = 3.0000 alpha = -0.096934 lossBound = -0.000153 W1 = 0.082580 N1 = 0.073529 deltaLoss = -0.000242 Updating 8 features NewtonStep: 0.384 0.003000 increaseLambda: 0.385 0.001000 Undoing: newLoss 6.028677967199037, oldLoss 6.028883853324535, deltaLossBound -2.0597902584776426E-4 increaseLambda: 0.385 0.000000 Search: 0.385 0.000000 increaseLambda: 0.386 0.001000 Undoing contribution: was 0.05966206362493977 now 0.059456084599093365 98: time = 0.386000 loss = 6.028678 testLoss 6.970843 'TURB_COND__rev lambda = 0.0704 alpha = -0.057927 lossBound = -0.000206 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000206 Updating 7 features NewtonStep: 0.388 0.002000 increaseLambda: 0.389 0.001000 Undoing: newLoss 6.028757390453637, oldLoss 6.028677874298689, deltaLossBound -1.65334781681579E-4 increaseLambda: 0.389 0.000000 Search: 0.389 0.000000 increaseLambda: 0.389 0.000000 99: time = 0.389000 loss = 6.028352 testLoss 6.969484 ANC^2: lambda = -0.8238 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.823802 lossBound = -0.000165 W1 = 0.001712 N1 = 0.000695 deltaLoss = -0.000326 Updating 7 features NewtonStep: 0.393 0.004000 increaseLambda: 0.393 0.000000 Undoing: newLoss 6.162578064391135, oldLoss 6.028352123558549, deltaLossBound -1.8609061667861825E-4 increaseLambda: 0.393 0.000000 Search: 0.394 0.001000 increaseLambda: 0.394 0.000000 100: time = 0.394000 loss = 6.026353 testLoss 6.967803 PTL: lambda = 1.1476 min = 1.0000 max = 4,865.0000 alpha = 1.147621 lossBound = -0.000186 W1 = 0.018560 N1 = 0.021255 deltaLoss = -0.001999 Updating 5 features NewtonStep: 0.398 0.004000 increaseLambda: 0.398 0.000000 Undoing contribution: was 0.19306310352832234 now 0.19266359513316988 101: time = 0.398000 loss = 6.025954 testLoss 6.968711 'PTL__rev lambda = -0.9316 alpha = 0.110702 lossBound = -0.000223 W1 = 0.145552 N1 = 0.122951 deltaLoss = -0.000400 Updating 6 features NewtonStep: 0.4 0.002000 increaseLambda: 0.401 0.001000 102: time = 0.401000 loss = 6.025691 testLoss 6.986895 TURB_COND: lambda = -1.8644 min = 1.0000 max = 3.0000 alpha = -0.101208 lossBound = -0.000165 W1 = 0.082590 N1 = 0.073529 deltaLoss = -0.000262 Updating 5 features NewtonStep: 0.403 0.002000 increaseLambda: 0.403 0.000000 Undoing: newLoss 6.037374717572988, oldLoss 6.025691393001156, deltaLossBound -1.68442403449179E-4 increaseLambda: 0.404 0.001000 Search: 0.404 0.000000 increaseLambda: 0.404 0.000000 103: time = 0.404000 loss = 6.025468 testLoss 6.980937 'CHLA__rev lambda = -0.0476 alpha = -0.047623 lossBound = -0.000168 W1 = 0.181406 N1 = 0.152846 deltaLoss = -0.000223 Updating 6 features NewtonStep: 0.407 0.003000 increaseLambda: 0.407 0.000000 Undoing: newLoss 6.025335297174386, oldLoss 6.025468356651901, deltaLossBound -1.3309764337009525E-4 increaseLambda: 0.408 0.001000 Search: 0.408 0.000000 increaseLambda: 0.408 0.000000 Undoing contribution: was 0.059456084599093365 now 0.05932298695572448 104: time = 0.408000 loss = 6.025335 testLoss 6.969799 'TURB_COND__rev lambda = 0.0239 alpha = -0.046501 lossBound = -0.000133 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000133 Updating 7 features NewtonStep: 0.417 0.009000 increaseLambda: 0.418 0.001000 105: time = 0.418000 loss = 6.025179 testLoss 6.984049 TURB_COND: lambda = -1.9434 min = 1.0000 max = 3.0000 alpha = -0.079040 lossBound = -0.000097 W1 = 0.082530 N1 = 0.073529 deltaLoss = -0.000156 Updating 6 features Reducing newton stepsize from -0.04751007988937177 to -0.02390393822341439 NewtonStep: 0.42 0.002000 increaseLambda: 0.421 0.001000 Undoing contribution: was 0.05932298695572448 now 0.05922086510680237 106: time = 0.421000 loss = 6.025077 testLoss 6.978289 'TURB_COND__rev lambda = 0.0000 alpha = -0.023904 lossBound = -0.000102 W1 = 0.857127 N1 = 0.882353 deltaLoss = -0.000102 Updating 7 features NewtonStep: 0.424 0.003000 increaseLambda: 0.424 0.000000 107: time = 0.424000 loss = 6.022431 testLoss 7.004162 NTL: lambda = -4.8364 min = 5.0000 max = 26,100.0000 alpha = -4.836372 lossBound = -0.000078 W1 = 0.027920 N1 = 0.027624 deltaLoss = -0.002646 Updating 6 features NewtonStep: 0.426 0.002000 increaseLambda: 0.427 0.001000 Undoing contribution: was 0.004321396696576341 now 0.0018494038368158218 108: time = 0.427000 loss = 6.019959 testLoss 7.000154 'NTL__rev lambda = 0.3228 alpha = -0.267028 lossBound = -0.000742 W1 = 0.349124 N1 = 0.371211 deltaLoss = -0.002472 Updating 5 features NewtonStep: 0.429 0.002000 increaseLambda: 0.429 0.000000 Undoing: newLoss 6.019688068785001, oldLoss 6.019959298348497, deltaLossBound -2.744531507951997E-4 increaseLambda: 0.43 0.001000 Search: 0.43 0.000000 increaseLambda: 0.43 0.000000 Undoing contribution: was 0.13694234286765306 now 0.13666788971685784 109: time = 0.430000 loss = 6.019685 testLoss 6.967369 'NTL_COND lambda = -1.5275 alpha = 0.200970 lossBound = -0.000274 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000274 Updating 4 features NewtonStep: 0.433 0.003000 increaseLambda: 0.434 0.001000 Undoing: newLoss 6.046253971783358, oldLoss 6.019684845197702, deltaLossBound -1.8090212539698634E-4 increaseLambda: 0.434 0.000000 Search: 0.434 0.000000 increaseLambda: 0.434 0.000000 110: time = 0.434000 loss = 6.019026 testLoss 6.965694 'TURB__rev lambda = -0.1820 alpha = -0.182049 lossBound = -0.000181 W1 = 0.771008 N1 = 0.749584 deltaLoss = -0.000659 Updating 3 features NewtonStep: 0.438 0.004000 increaseLambda: 0.438 0.000000 Undoing: newLoss 6.0187016268939, oldLoss 6.019025775390157, deltaLossBound -3.2416299477710554E-4 increaseLambda: 0.438 0.000000 Search: 0.439 0.001000 increaseLambda: 0.439 0.000000 111: time = 0.439000 loss = 6.018702 testLoss 6.978747 'PTL_COND__rev lambda = 0.2945 alpha = 0.052788 lossBound = -0.000324 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000324 Updating 4 features NewtonStep: 0.441 0.002000 increaseLambda: 0.442 0.001000 Undoing: newLoss 6.041207028270552, oldLoss 6.018701612395379, deltaLossBound -1.270866316143808E-4 increaseLambda: 0.442 0.000000 Search: 0.442 0.000000 increaseLambda: 0.443 0.001000 112: time = 0.443000 loss = 6.018337 testLoss 6.987449 'COND__rev lambda = -0.1400 alpha = -0.139969 lossBound = -0.000127 W1 = 0.701419 N1 = 0.677996 deltaLoss = -0.000365 Updating 4 features NewtonStep: 0.445 0.002000 increaseLambda: 0.445 0.000000 Undoing contribution: was 0.0278138466650466 now 0.02758591238381047 113: time = 0.445000 loss = 6.018109 testLoss 6.987297 'TURB__rev lambda = -0.1359 alpha = 0.078152 lossBound = -0.000116 W1 = 0.187609 N1 = 0.164242 deltaLoss = -0.000228 Updating 3 features NewtonStep: 0.448 0.003000 increaseLambda: 0.449 0.001000 114: time = 0.449000 loss = 6.017999 testLoss 6.999307 TURB_COND: lambda = -2.0099 min = 1.0000 max = 3.0000 alpha = -0.066494 lossBound = -0.000068 W1 = 0.082505 N1 = 0.073529 deltaLoss = -0.000110 Updating 4 features NewtonStep: 0.452 0.003000 increaseLambda: 0.452 0.000000 115: time = 0.452000 loss = 6.017682 testLoss 6.998343 'TURB__rev lambda = -0.2980 alpha = -0.115999 lossBound = -0.000089 W1 = 0.771655 N1 = 0.749584 deltaLoss = -0.000317 Updating 6 features NewtonStep: 0.454 0.002000 increaseLambda: 0.455 0.001000 116: time = 0.455000 loss = 6.017492 testLoss 6.997454 ANC^2: lambda = -1.3806 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.556751 lossBound = -0.000089 W1 = 0.001800 N1 = 0.000695 deltaLoss = -0.000190 Updating 4 features NewtonStep: 0.457 0.002000 increaseLambda: 0.458 0.001000 117: time = 0.458000 loss = 6.016884 testLoss 6.997120 PTL: lambda = 2.1343 min = 1.0000 max = 4,865.0000 alpha = 0.986717 lossBound = -0.000079 W1 = 0.020032 N1 = 0.021255 deltaLoss = -0.000608 Updating 5 features NewtonStep: 0.461 0.003000 increaseLambda: 0.462 0.001000 118: time = 0.462000 loss = 6.016381 testLoss 6.995567 ANC^2: lambda = -2.2170 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.836467 lossBound = -0.000230 W1 = 0.001927 N1 = 0.000695 deltaLoss = -0.000503 Updating 4 features NewtonStep: 0.466 0.004000 increaseLambda: 0.467 0.001000 Undoing: newLoss 6.016255707083931, oldLoss 6.016380986678669, deltaLossBound -1.2528188243540804E-4 increaseLambda: 0.467 0.000000 Search: 0.467 0.000000 increaseLambda: 0.468 0.001000 119: time = 0.468000 loss = 6.016256 testLoss 7.003765 'PTL_COND__rev lambda = 0.3273 alpha = 0.032846 lossBound = -0.000125 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000125 Updating 31 features Newton: returning 0.20813613449572876 Updating 6 features Loss was 6.016255704796235, now 6.015541598311426, delta -0.000714 parallelUpdate: 0.475 0.007000 Updating 6 features increaseLambda: 0.481 0.006000 Undoing contribution: was 0.09352196036853222 now 0.09330721091793848 121: time = 0.481000 loss = 6.015327 testLoss 7.028873 (LAKE_ORIGIN=0.0) lambda = -0.3519 alpha = 0.069545 lossBound = -0.000215 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000215 Updating 7 features NewtonStep: 0.483 0.002000 increaseLambda: 0.483 0.000000 122: time = 0.483000 loss = 6.014915 testLoss 7.027348 COND^2: lambda = -2.0707 min = 16.0000 max = 2,559,348,100.0000 alpha = -1.038423 lossBound = -0.000155 W1 = 0.001272 N1 = 0.000135 deltaLoss = -0.000412 Updating 8 features NewtonStep: 0.486 0.003000 increaseLambda: 0.486 0.000000 Undoing: newLoss 6.014819868085997, oldLoss 6.014914806812451, deltaLossBound -9.519272333138461E-5 increaseLambda: 0.486 0.000000 Search: 0.487 0.001000 increaseLambda: 0.487 0.000000 123: time = 0.487000 loss = 6.014820 testLoss 7.045459 'NTL_COND lambda = -1.5425 alpha = -0.112542 lossBound = -0.000095 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000095 Updating 7 features NewtonStep: 0.489 0.002000 increaseLambda: 0.49 0.001000 Undoing: newLoss 6.028782641380806, oldLoss 6.01481961408912, deltaLossBound -6.271404830645916E-5 increaseLambda: 0.49 0.000000 Search: 0.49 0.000000 increaseLambda: 0.491 0.001000 124: time = 0.491000 loss = 6.014627 testLoss 7.045777 'NTL__rev lambda = 0.0945 alpha = 0.094475 lossBound = -0.000063 W1 = 0.344391 N1 = 0.365210 deltaLoss = -0.000193 Updating 7 features NewtonStep: 0.493 0.002000 increaseLambda: 0.494 0.001000 Undoing: newLoss 6.014470720547622, oldLoss 6.01462675063898, deltaLossBound -1.5603435389133918E-4 increaseLambda: 0.494 0.000000 Search: 0.494 0.000000 increaseLambda: 0.495 0.001000 Undoing contribution: was 0.0041953085870652445 now 0.00403927423317258 125: time = 0.495000 loss = 6.014471 testLoss 7.036303 'PTL_COND__rev lambda = 0.3189 alpha = -0.036772 lossBound = -0.000156 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000156 Updating 8 features NewtonStep: 0.498 0.003000 increaseLambda: 0.498 0.000000 126: time = 0.498000 loss = 6.014371 testLoss 7.030870 'CHLA__rev lambda = -0.1018 alpha = -0.044284 lossBound = -0.000068 W1 = 0.179178 N1 = 0.152846 deltaLoss = -0.000100 Updating 8 features NewtonStep: 0.5 0.002000 increaseLambda: 0.501 0.001000 Undoing contribution: was 0.01645458443827357 now 0.01610259966185295 127: time = 0.501000 loss = 6.014019 testLoss 7.008040 NTL_COND: lambda = -0.3507 min = 1.0000 max = 3.0000 alpha = 0.106594 lossBound = -0.000160 W1 = 0.171574 N1 = 0.161765 deltaLoss = -0.000352 Updating 5 features NewtonStep: 0.503 0.002000 increaseLambda: 0.504 0.001000 Undoing: newLoss 6.013925912876894, oldLoss 6.014018668942172, deltaLossBound -9.275733502931544E-5 increaseLambda: 0.504 0.000000 Search: 0.504 0.000000 increaseLambda: 0.505 0.001000 128: time = 0.505000 loss = 6.013926 testLoss 7.015110 'PTL_COND__rev lambda = 0.3471 alpha = 0.028268 lossBound = -0.000093 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000093 Updating 7 features NewtonStep: 0.507 0.002000 increaseLambda: 0.508 0.001000 129: time = 0.508000 loss = 6.013755 testLoss 7.015320 'NTL__rev lambda = 0.1647 alpha = 0.070226 lossBound = -0.000053 W1 = 0.343172 N1 = 0.365210 deltaLoss = -0.000171 Updating 7 features NewtonStep: 0.51 0.002000 increaseLambda: 0.511 0.001000 Undoing contribution: was 0.001856027516156581 now 0.0016786860459614783 130: time = 0.511000 loss = 6.013578 testLoss 6.998662 TURB_COND^2: lambda = -0.1595 min = 1.0000 max = 9.0000 alpha = 0.100058 lossBound = -0.000103 W1 = 0.070706 N1 = 0.062500 deltaLoss = -0.000177 Updating 5 features NewtonStep: 0.513 0.002000 increaseLambda: 0.514 0.001000 Undoing: newLoss 6.031623399973822, oldLoss 6.013577998606405, deltaLossBound -5.8727956292637913E-5 increaseLambda: 0.514 0.000000 Search: 0.514 0.000000 increaseLambda: 0.514 0.000000 131: time = 0.515000 loss = 6.013439 testLoss 7.002700 'NTL__rev lambda = -0.1398 alpha = -0.139816 lossBound = -0.000059 W1 = 0.024396 N1 = 0.012042 deltaLoss = -0.000139 Updating 6 features increaseLambda: 0.517 0.002000 Undoing contribution: was 0.0697861498943615 now 0.06975035980769828 132: time = 0.517000 loss = 6.013403 testLoss 7.003030 (URBAN=1.0) lambda = 0.5305 alpha = -0.017255 lossBound = -0.000036 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000036 Updating 5 features NewtonStep: 0.525 0.008000 increaseLambda: 0.526 0.001000 Undoing: newLoss 6.013370242846816, oldLoss 6.013402777983145, deltaLossBound -3.256671556531364E-5 increaseLambda: 0.526 0.000000 Search: 0.527 0.001000 increaseLambda: 0.527 0.000000 133: time = 0.527000 loss = 6.013370 testLoss 7.013726 'NTL_COND lambda = -1.6088 alpha = -0.066327 lossBound = -0.000033 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000033 Updating 6 features NewtonStep: 0.53 0.003000 increaseLambda: 0.53 0.000000 Undoing contribution: was 0.01610259966185295 now 0.016013197499428693 134: time = 0.530000 loss = 6.013281 testLoss 7.002390 NTL_COND: lambda = -0.2973 min = 1.0000 max = 3.0000 alpha = 0.053336 lossBound = -0.000040 W1 = 0.171502 N1 = 0.161765 deltaLoss = -0.000089 Updating 5 features NewtonStep: 0.532 0.002000 increaseLambda: 0.533 0.001000 135: time = 0.533000 loss = 6.013101 testLoss 7.020920 NTL_COND^2: lambda = -0.8260 min = 1.0000 max = 9.0000 alpha = -0.092499 lossBound = -0.000065 W1 = 0.128664 N1 = 0.121324 deltaLoss = -0.000180 Updating 6 features NewtonStep: 0.535 0.002000 increaseLambda: 0.536 0.001000 Undoing contribution: was 0.016013197499428693 now 0.015841437394535966 136: time = 0.536000 loss = 6.012929 testLoss 7.005085 NTL_COND: lambda = -0.2231 min = 1.0000 max = 3.0000 alpha = 0.074274 lossBound = -0.000077 W1 = 0.171524 N1 = 0.161765 deltaLoss = -0.000172 Updating 6 features NewtonStep: 0.538 0.002000 increaseLambda: 0.539 0.001000 137: time = 0.539000 loss = 6.012810 testLoss 7.017548 TURB_COND: lambda = -2.2004 min = 1.0000 max = 3.0000 alpha = -0.069030 lossBound = -0.000075 W1 = 0.082511 N1 = 0.073529 deltaLoss = -0.000119 Updating 7 features NewtonStep: 0.541 0.002000 increaseLambda: 0.541 0.000000 138: time = 0.541000 loss = 6.012688 testLoss 7.032898 NTL_COND^2: lambda = -0.9025 min = 1.0000 max = 9.0000 alpha = -0.076490 lossBound = -0.000044 W1 = 0.128646 N1 = 0.121324 deltaLoss = -0.000122 Updating 8 features NewtonStep: 0.543 0.002000 increaseLambda: 0.544 0.001000 Undoing contribution: was 0.015841437394535966 now 0.015672539774731313 139: time = 0.544000 loss = 6.012519 testLoss 7.017187 NTL_COND: lambda = -0.1493 min = 1.0000 max = 3.0000 alpha = 0.073704 lossBound = -0.000076 W1 = 0.171523 N1 = 0.161765 deltaLoss = -0.000169 Updating 7 features NewtonStep: 0.546 0.002000 increaseLambda: 0.547 0.001000 140: time = 0.547000 loss = 6.012347 testLoss 7.035334 NTL_COND^2: lambda = -0.9931 min = 1.0000 max = 9.0000 alpha = -0.090563 lossBound = -0.000062 W1 = 0.128661 N1 = 0.121324 deltaLoss = -0.000171 Updating 9 features NewtonStep: 0.549 0.002000 increaseLambda: 0.549 0.000000 Undoing contribution: was 0.015672539774731313 now 0.015510591330089966 141: time = 0.549000 loss = 6.012185 testLoss 7.019941 NTL_COND: lambda = -0.0771 min = 1.0000 max = 3.0000 alpha = 0.072226 lossBound = -0.000073 W1 = 0.171521 N1 = 0.161765 deltaLoss = -0.000162 Updating 7 features NewtonStep: 0.551 0.002000 increaseLambda: 0.552 0.001000 142: time = 0.552000 loss = 6.012020 testLoss 7.037828 NTL_COND^2: lambda = -1.0823 min = 1.0000 max = 9.0000 alpha = -0.089247 lossBound = -0.000059 W1 = 0.128658 N1 = 0.121324 deltaLoss = -0.000166 Updating 8 features NewtonStep: 0.554 0.002000 increaseLambda: 0.554 0.000000 Undoing contribution: was 0.015510591330089966 now 0.015353840551596769 143: time = 0.555000 loss = 6.011863 testLoss 7.022675 NTL_COND: lambda = -0.0060 min = 1.0000 max = 3.0000 alpha = 0.071114 lossBound = -0.000070 W1 = 0.171519 N1 = 0.161765 deltaLoss = -0.000157 Updating 6 features NewtonStep: 0.557 0.002000 increaseLambda: 0.557 0.000000 144: time = 0.557000 loss = 6.011703 testLoss 7.040308 NTL_COND^2: lambda = -1.1703 min = 1.0000 max = 9.0000 alpha = -0.087967 lossBound = -0.000057 W1 = 0.128656 N1 = 0.121324 deltaLoss = -0.000160 Updating 8 features NewtonStep: 0.56 0.003000 increaseLambda: 0.56 0.000000 Undoing: newLoss 6.011626899658806, oldLoss 6.011702822354021, deltaLossBound -7.613965173654551E-5 increaseLambda: 0.561 0.001000 Search: 0.561 0.000000 increaseLambda: 0.561 0.000000 Undoing contribution: was 0.13679564915575448 now 0.13671950950401812 145: time = 0.561000 loss = 6.011627 testLoss 7.023368 'NTL_COND lambda = -1.5046 alpha = 0.104246 lossBound = -0.000076 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000076 Updating 8 features NewtonStep: 0.564 0.003000 increaseLambda: 0.564 0.000000 Undoing contribution: was 0.0016786860459614783 now 0.0015889149317765228 146: time = 0.564000 loss = 6.011537 testLoss 7.011710 TURB_COND^2: lambda = -0.0893 min = 1.0000 max = 9.0000 alpha = 0.070239 lossBound = -0.000053 W1 = 0.070646 N1 = 0.062500 deltaLoss = -0.000090 Updating 8 features NewtonStep: 0.566 0.002000 increaseLambda: 0.567 0.001000 147: time = 0.567000 loss = 6.011472 testLoss 7.013928 CHLA_COND^2: lambda = 0.5507 min = 1.0000 max = 81.0000 alpha = 0.055093 lossBound = -0.000045 W1 = 0.069428 N1 = 0.079044 deltaLoss = -0.000065 Updating 8 features NewtonStep: 0.569 0.002000 increaseLambda: 0.569 0.000000 Undoing contribution: was 0.013767735471278379 now 0.013678897964888052 148: time = 0.569000 loss = 6.011383 testLoss 7.012449 CHLA_COND: lambda = 1.6170 min = 1.0000 max = 9.0000 alpha = -0.060038 lossBound = -0.000045 W1 = 0.104088 N1 = 0.113971 deltaLoss = -0.000089 Updating 8 features NewtonStep: 0.571 0.002000 increaseLambda: 0.572 0.001000 149: time = 0.572000 loss = 6.011306 testLoss 7.014871 CHLA_COND^2: lambda = 0.6110 min = 1.0000 max = 81.0000 alpha = 0.060319 lossBound = -0.000054 W1 = 0.069440 N1 = 0.079044 deltaLoss = -0.000077 Updating 33 features Reducing stepsize from 2.4751123503674077 to 0.013497523012175244 Newton: returning 0.013497523012175244 Updating 8 features Loss was 6.011305982432345, now 6.011252671826978, delta -0.000053 parallelUpdate: 0.576 0.004000 Updating 7 features NewtonStep: 0.579 0.003000 increaseLambda: 0.579 0.000000 Undoing contribution: was 0.013678897964888052 now 0.013600221308728259 151: time = 0.579000 loss = 6.011174 testLoss 7.013632 CHLA_COND: lambda = 1.5600 min = 1.0000 max = 9.0000 alpha = -0.056462 lossBound = -0.000040 W1 = 0.104082 N1 = 0.113971 deltaLoss = -0.000079 Updating 8 features NewtonStep: 0.582 0.003000 increaseLambda: 0.582 0.000000 152: time = 0.582000 loss = 6.011107 testLoss 7.015887 CHLA_COND^2: lambda = 0.6690 min = 1.0000 max = 81.0000 alpha = 0.056041 lossBound = -0.000047 W1 = 0.069431 N1 = 0.079044 deltaLoss = -0.000067 Updating 7 features NewtonStep: 0.584 0.002000 increaseLambda: 0.585 0.001000 Undoing contribution: was 0.013600221308728259 now 0.01353242022768805 153: time = 0.585000 loss = 6.011039 testLoss 7.014606 CHLA_COND: lambda = 1.5076 min = 1.0000 max = 9.0000 alpha = -0.052403 lossBound = -0.000035 W1 = 0.104074 N1 = 0.113971 deltaLoss = -0.000068 Updating 6 features NewtonStep: 0.587 0.002000 increaseLambda: 0.588 0.001000 154: time = 0.588000 loss = 6.010980 testLoss 7.016712 CHLA_COND^2: lambda = 0.7212 min = 1.0000 max = 81.0000 alpha = 0.052258 lossBound = -0.000041 W1 = 0.069423 N1 = 0.079044 deltaLoss = -0.000059 Updating 6 features NewtonStep: 0.59 0.002000 increaseLambda: 0.591 0.001000 Undoing contribution: was 0.011356179247845169 now 0.011275581600677334 155: time = 0.591000 loss = 6.010900 testLoss 7.013723 'COND__rev lambda = -0.2757 alpha = 0.042381 lossBound = -0.000031 W1 = 0.625245 N1 = 0.596381 deltaLoss = -0.000081 Updating 6 features NewtonStep: 0.593 0.002000 increaseLambda: 0.593 0.000000 Undoing contribution: was 0.01353242022768805 now 0.013483782596300757 156: time = 0.593000 loss = 6.010851 testLoss 7.012645 CHLA_COND: lambda = 1.4631 min = 1.0000 max = 9.0000 alpha = -0.044456 lossBound = -0.000025 W1 = 0.104061 N1 = 0.113971 deltaLoss = -0.000049 Updating 5 features NewtonStep: 0.596 0.003000 increaseLambda: 0.596 0.000000 157: time = 0.596000 loss = 6.010800 testLoss 7.014605 CHLA_COND^2: lambda = 0.7698 min = 1.0000 max = 81.0000 alpha = 0.048534 lossBound = -0.000036 W1 = 0.069416 N1 = 0.079044 deltaLoss = -0.000051 Updating 4 features NewtonStep: 0.598 0.002000 increaseLambda: 0.599 0.001000 Undoing contribution: was 0.013483782596300757 now 0.013433105023866269 158: time = 0.599000 loss = 6.010749 testLoss 7.013506 CHLA_COND: lambda = 1.4179 min = 1.0000 max = 9.0000 alpha = -0.045277 lossBound = -0.000026 W1 = 0.104063 N1 = 0.113971 deltaLoss = -0.000051 Updating 5 features NewtonStep: 0.6 0.001000 increaseLambda: 0.601 0.001000 159: time = 0.601000 loss = 6.010705 testLoss 7.015333 CHLA_COND^2: lambda = 0.8149 min = 1.0000 max = 81.0000 alpha = 0.045164 lossBound = -0.000031 W1 = 0.069410 N1 = 0.079044 deltaLoss = -0.000044 Updating 3 features NewtonStep: 0.603 0.002000 increaseLambda: 0.603 0.000000 Undoing contribution: was 0.013433105023866269 now 0.013388895593761966 160: time = 0.603000 loss = 6.010661 testLoss 7.014310 CHLA_COND: lambda = 1.3756 min = 1.0000 max = 9.0000 alpha = -0.042278 lossBound = -0.000023 W1 = 0.104058 N1 = 0.113971 deltaLoss = -0.000044 Updating 6 features NewtonStep: 0.605 0.002000 increaseLambda: 0.605 0.000000 161: time = 0.605000 loss = 6.010622 testLoss 7.016019 CHLA_COND^2: lambda = 0.8571 min = 1.0000 max = 81.0000 alpha = 0.042185 lossBound = -0.000028 W1 = 0.069405 N1 = 0.079044 deltaLoss = -0.000039 Updating 6 features increaseLambda: 0.607 0.002000 Undoing contribution: was 0.09330721091793848 now 0.09328573897499037 162: time = 0.607000 loss = 6.010600 testLoss 7.016267 (LAKE_ORIGIN=0.0) lambda = -0.3300 alpha = 0.021851 lossBound = -0.000021 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000021 Updating 6 features NewtonStep: 0.609 0.002000 increaseLambda: 0.61 0.001000 163: time = 0.610000 loss = 6.010568 testLoss 7.013183 'CHLA__rev lambda = -0.1279 alpha = -0.025340 lossBound = -0.000022 W1 = 0.179146 N1 = 0.152846 deltaLoss = -0.000032 Updating 9 features NewtonStep: 0.611 0.001000 increaseLambda: 0.612 0.001000 Undoing: newLoss 6.011315789489439, oldLoss 6.010567736991866, deltaLossBound -1.582721728634729E-5 increaseLambda: 0.612 0.000000 Search: 0.612 0.000000 increaseLambda: 0.613 0.001000 164: time = 0.613000 loss = 6.010458 testLoss 7.009916 COND: lambda = -0.9203 min = 4.0000 max = 50,590.0000 alpha = -0.920263 lossBound = -0.000016 W1 = 0.009228 N1 = 0.008479 deltaLoss = -0.000109 Updating 6 features NewtonStep: 0.615 0.002000 increaseLambda: 0.615 0.000000 165: time = 0.615000 loss = 6.010321 testLoss 7.013947 'COND__rev lambda = -0.2338 alpha = -0.064348 lossBound = -0.000045 W1 = 0.703483 N1 = 0.677996 deltaLoss = -0.000138 Updating 8 features NewtonStep: 0.617 0.002000 increaseLambda: 0.617 0.000000 Undoing contribution: was 0.02758591238381047 now 0.02755304482105991 166: time = 0.617000 loss = 6.010288 testLoss 7.013942 'TURB__rev lambda = -0.0647 alpha = 0.029328 lossBound = -0.000017 W1 = 0.187540 N1 = 0.164242 deltaLoss = -0.000033 Updating 7 features NewtonStep: 0.62 0.003000 increaseLambda: 0.62 0.000000 Undoing: newLoss 6.010270508566479, oldLoss 6.010287724988335, deltaLossBound -1.721647056402841E-5 increaseLambda: 0.62 0.000000 Search: 0.621 0.001000 increaseLambda: 0.621 0.000000 Undoing contribution: was 0.004132031568202361 now 0.004114815097638508 167: time = 0.621000 loss = 6.010271 testLoss 7.010833 'PTL_COND__rev lambda = 0.3352 alpha = -0.012201 lossBound = -0.000017 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000017 Updating 7 features NewtonStep: 0.623 0.002000 increaseLambda: 0.623 0.000000 Undoing: newLoss 6.010255887758289, oldLoss 6.010270508517771, deltaLossBound -1.4759007796587146E-5 increaseLambda: 0.623 0.000000 Search: 0.623 0.000000 increaseLambda: 0.624 0.001000 Undoing contribution: was 2.1770175676083623E-4 now 2.0294274896359807E-4 168: time = 0.624000 loss = 6.010256 testLoss 7.010995 ANC_COND: lambda = -0.6561 min = 1.0000 max = 2.0000 alpha = 0.176953 lossBound = -0.000015 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000015 Updating 8 features NewtonStep: 0.625 0.001000 increaseLambda: 0.626 0.001000 Undoing contribution: was 0.018100154371218438 now 0.018014148795189436 169: time = 0.626000 loss = 6.010170 testLoss 7.009464 'DOC__rev lambda = 0.5580 alpha = -0.068686 lossBound = -0.000013 W1 = 0.617917 N1 = 0.632645 deltaLoss = -0.000086 Updating 6 features NewtonStep: 0.628 0.002000 increaseLambda: 0.628 0.000000 Undoing contribution: was 0.011275581600677334 now 0.01122501031637936 170: time = 0.628000 loss = 6.010119 testLoss 7.007106 'COND__rev lambda = -0.2421 alpha = 0.033605 lossBound = -0.000019 W1 = 0.625253 N1 = 0.596381 deltaLoss = -0.000051 Updating 6 features NewtonStep: 0.631 0.003000 increaseLambda: 0.631 0.000000 Undoing contribution: was 0.004762885387322329 now 0.004728561541537162 171: time = 0.631000 loss = 6.010085 testLoss 7.007276 'TURB__rev lambda = -0.6534 alpha = 0.035989 lossBound = -0.000010 W1 = 0.770426 N1 = 0.748154 deltaLoss = -0.000034 Updating 7 features increaseLambda: 0.634 0.003000 172: time = 0.634000 loss = 6.010074 testLoss 7.007074 (LAKE_ORIGIN=0.0) lambda = -0.3456 alpha = -0.015530 lossBound = -0.000011 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000011 Updating 7 features NewtonStep: 0.636 0.002000 increaseLambda: 0.637 0.001000 173: time = 0.637000 loss = 6.009814 testLoss 7.006970 PTL: lambda = 3.1490 min = 1.0000 max = 4,865.0000 alpha = 0.564468 lossBound = -0.000031 W1 = 0.019516 N1 = 0.021255 deltaLoss = -0.000260 Updating 6 features NewtonStep: 0.639 0.002000 increaseLambda: 0.639 0.000000 Undoing: newLoss 6.009790872505765, oldLoss 6.009813699115322, deltaLossBound -2.2826689457499435E-5 increaseLambda: 0.64 0.001000 Search: 0.64 0.000000 increaseLambda: 0.64 0.000000 174: time = 0.640000 loss = 6.009791 testLoss 7.010503 'PTL_COND__rev lambda = 0.3492 alpha = 0.014032 lossBound = -0.000023 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000023 Updating 8 features NewtonStep: 0.643 0.003000 increaseLambda: 0.643 0.000000 175: time = 0.643000 loss = 6.009141 testLoss 7.019192 NTL: lambda = -7.4404 min = 5.0000 max = 26,100.0000 alpha = -1.583831 lossBound = -0.000011 W1 = 0.028686 N1 = 0.027624 deltaLoss = -0.000650 Updating 5 features NewtonStep: 0.645 0.002000 increaseLambda: 0.645 0.000000 176: time = 0.645000 loss = 6.009017 testLoss 7.017169 'PTL__rev lambda = -0.1805 alpha = -0.046881 lossBound = -0.000061 W1 = 0.359590 N1 = 0.330426 deltaLoss = -0.000124 Updating 6 features NewtonStep: 0.648 0.003000 increaseLambda: 0.648 0.000000 Undoing: newLoss 6.008975773543338, oldLoss 6.009016843234565, deltaLossBound -4.1130632871628266E-5 increaseLambda: 0.648 0.000000 Search: 0.648 0.000000 increaseLambda: 0.649 0.001000 Undoing contribution: was 0.13672049321710933 now 0.1366793625842364 177: time = 0.649000 loss = 6.008976 testLoss 7.004789 'NTL_COND lambda = -1.4280 alpha = 0.076278 lossBound = -0.000041 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000041 Updating 4 features increaseLambda: 0.651 0.002000 Undoing contribution: was 0.09329669358834725 now 0.09326527344334057 178: time = 0.651000 loss = 6.008944 testLoss 7.005084 (LAKE_ORIGIN=0.0) lambda = -0.3191 alpha = 0.026449 lossBound = -0.000031 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000031 Updating 4 features NewtonStep: 0.654 0.003000 increaseLambda: 0.654 0.000000 179: time = 0.654000 loss = 6.008924 testLoss 7.005484 'ANC__rev lambda = -0.4605 alpha = -0.044710 lossBound = -0.000010 W1 = 0.043059 N1 = 0.028343 deltaLoss = -0.000020 Updating 33 features Newton: returning 0.9453576573827592 Updating 7 features Loss was 6.0089241632865145, now 6.008175943381663, delta -0.000748 parallelUpdate: 0.659 0.005000 Updating 6 features NewtonStep: 0.663 0.004000 increaseLambda: 0.664 0.001000 Undoing contribution: was 0.0018494038368158218 now 0.0017052843887522375 181: time = 0.664000 loss = 6.008032 testLoss 6.998409 'NTL__rev lambda = 0.2092 alpha = -0.065039 lossBound = -0.000043 W1 = 0.349114 N1 = 0.371211 deltaLoss = -0.000144 Updating 6 features NewtonStep: 0.666 0.002000 increaseLambda: 0.667 0.001000 Undoing: newLoss 6.007975638619744, oldLoss 6.0080318239335995, deltaLossBound -5.618578768474961E-5 increaseLambda: 0.667 0.000000 Search: 0.667 0.000000 increaseLambda: 0.668 0.001000 182: time = 0.668000 loss = 6.007976 testLoss 7.003929 'PTL_COND__rev lambda = 0.3732 alpha = 0.022007 lossBound = -0.000056 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000056 Updating 7 features NewtonStep: 0.67 0.002000 increaseLambda: 0.671 0.001000 Undoing contribution: was 4.2345041924622635E-4 now 3.1346625213028674E-4 183: time = 0.671000 loss = 6.007866 testLoss 7.004932 COND^2: lambda = -1.0489 min = 16.0000 max = 2,559,348,100.0000 alpha = 1.038391 lossBound = -0.000031 W1 = 0.001187 N1 = 0.000135 deltaLoss = -0.000110 Updating 7 features NewtonStep: 0.674 0.003000 increaseLambda: 0.674 0.000000 Undoing contribution: was 0.0015889149317765228 now 0.0015119085216648653 184: time = 0.674000 loss = 6.007789 testLoss 6.994198 TURB_COND^2: lambda = -0.0202 min = 1.0000 max = 9.0000 alpha = 0.064707 lossBound = -0.000045 W1 = 0.070638 N1 = 0.062500 deltaLoss = -0.000077 Updating 6 features NewtonStep: 0.678 0.004000 increaseLambda: 0.678 0.000000 Undoing contribution: was 0.19266359513316988 now 0.19260318543385502 185: time = 0.679000 loss = 6.007728 testLoss 6.994636 'PTL__rev lambda = -0.8197 alpha = 0.042210 lossBound = -0.000034 W1 = 0.145395 N1 = 0.122951 deltaLoss = -0.000060 Updating 8 features NewtonStep: 0.681 0.002000 increaseLambda: 0.682 0.001000 186: time = 0.682000 loss = 6.007678 testLoss 6.996561 CHLA_COND^2: lambda = 1.1374 min = 1.0000 max = 81.0000 alpha = 0.047671 lossBound = -0.000036 W1 = 0.069415 N1 = 0.079044 deltaLoss = -0.000050 Updating 8 features NewtonStep: 0.685 0.003000 increaseLambda: 0.685 0.000000 187: time = 0.685000 loss = 6.007638 testLoss 6.993133 'CHLA__rev lambda = -0.1807 alpha = -0.028128 lossBound = -0.000027 W1 = 0.179150 N1 = 0.152846 deltaLoss = -0.000040 Updating 9 features NewtonStep: 0.689 0.004000 increaseLambda: 0.689 0.000000 Undoing contribution: was 0.19260318543385502 now 0.19258753645801718 188: time = 0.689000 loss = 6.007623 testLoss 6.993370 'PTL__rev lambda = -0.7983 alpha = 0.021356 lossBound = -0.000009 W1 = 0.145375 N1 = 0.122951 deltaLoss = -0.000016 Updating 6 features NewtonStep: 0.698 0.009000 increaseLambda: 0.698 0.000000 189: time = 0.698000 loss = 6.007480 testLoss 6.991513 COND: lambda = -2.2898 min = 4.0000 max = 50,590.0000 alpha = -0.499536 lossBound = -0.000014 W1 = 0.009542 N1 = 0.008479 deltaLoss = -0.000143 Updating 5 features NewtonStep: 0.701 0.003000 increaseLambda: 0.701 0.000000 Undoing contribution: was 3.1346625213028674E-4 now 2.279102681635304E-4 190: time = 0.701000 loss = 6.007394 testLoss 6.992369 COND^2: lambda = -0.1702 min = 16.0000 max = 2,559,348,100.0000 alpha = 0.878689 lossBound = -0.000025 W1 = 0.001175 N1 = 0.000135 deltaLoss = -0.000086 Updating 6 features NewtonStep: 0.704 0.003000 increaseLambda: 0.704 0.000000 191: time = 0.704000 loss = 6.007353 testLoss 6.994573 'COND__rev lambda = -0.3297 alpha = -0.034664 lossBound = -0.000014 W1 = 0.703518 N1 = 0.677996 deltaLoss = -0.000041 Updating 8 features NewtonStep: 0.707 0.003000 increaseLambda: 0.707 0.000000 192: time = 0.707000 loss = 6.007162 testLoss 6.992443 COND: lambda = -2.8548 min = 4.0000 max = 50,590.0000 alpha = -0.565024 lossBound = -0.000020 W1 = 0.009562 N1 = 0.008479 deltaLoss = -0.000191 Updating 6 features Reducing newton stepsize from 0.8584600134763161 to 0.17017627798060586 NewtonStep: 0.71 0.003000 increaseLambda: 0.71 0.000000 Undoing contribution: was 2.279102681635304E-4 now 1.9438310968293522E-4 193: time = 0.710000 loss = 6.007128 testLoss 6.992592 COND^2: lambda = 0.0000 min = 16.0000 max = 2,559,348,100.0000 alpha = 0.170176 lossBound = -0.000023 W1 = 0.000960 N1 = 0.000135 deltaLoss = -0.000034 Updating 5 features NewtonStep: 0.713 0.003000 increaseLambda: 0.713 0.000000 Undoing contribution: was 0.0017052843887522375 now 0.0016736583658308437 194: time = 0.713000 loss = 6.007097 testLoss 6.992385 'NTL__rev lambda = 0.1787 alpha = -0.030438 lossBound = -0.000009 W1 = 0.349113 N1 = 0.371211 deltaLoss = -0.000032 Updating 5 features NewtonStep: 0.716 0.003000 increaseLambda: 0.716 0.000000 Undoing contribution: was 0.005472988851191296 now 0.005457163700331336 195: time = 0.716000 loss = 6.007081 testLoss 6.993039 'PTL__rev lambda = -0.7124 alpha = 0.016747 lossBound = -0.000008 W1 = 0.363540 N1 = 0.334334 deltaLoss = -0.000016 Updating 8 features NewtonStep: 0.718 0.002000 increaseLambda: 0.719 0.001000 Undoing: newLoss 6.007072223981808, oldLoss 6.007080822303671, deltaLossBound -8.629677166254102E-6 increaseLambda: 0.719 0.000000 Search: 0.719 0.000000 increaseLambda: 0.719 0.000000 196: time = 0.719000 loss = 6.007072 testLoss 6.992902 ANC_COND: lambda = -0.6181 min = 1.0000 max = 2.0000 alpha = -0.128629 lossBound = -0.000009 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000009 Updating 7 features NewtonStep: 0.722 0.003000 increaseLambda: 0.722 0.000000 197: time = 0.722000 loss = 6.007024 testLoss 7.000890 TURB_COND: lambda = -2.2495 min = 1.0000 max = 3.0000 alpha = -0.044089 lossBound = -0.000030 W1 = 0.082471 N1 = 0.073529 deltaLoss = -0.000048 Updating 7 features NewtonStep: 0.724 0.002000 increaseLambda: 0.725 0.001000 198: time = 0.725000 loss = 6.006991 testLoss 7.000483 ANC^2: lambda = -2.9882 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.297611 lossBound = -0.000012 W1 = 0.001712 N1 = 0.000695 deltaLoss = -0.000033 Updating 7 features NewtonStep: 0.727 0.002000 increaseLambda: 0.728 0.001000 199: time = 0.728000 loss = 6.006962 testLoss 7.002345 'COND__rev lambda = -0.3589 alpha = -0.029185 lossBound = -0.000010 W1 = 0.703522 N1 = 0.677996 deltaLoss = -0.000029 Updating 7 features NewtonStep: 0.731 0.003000 increaseLambda: 0.732 0.001000 200: time = 0.732000 loss = 6.006938 testLoss 7.002149 'TURB__rev lambda = -0.6498 alpha = -0.030309 lossBound = -0.000007 W1 = 0.770431 N1 = 0.748154 deltaLoss = -0.000024 Updating 7 features NewtonStep: 0.734 0.002000 increaseLambda: 0.735 0.001000 Undoing contribution: was 0.004341407375143077 now 0.004329306021827213 201: time = 0.735000 loss = 6.006926 testLoss 7.001803 'ANC__rev lambda = -0.4667 alpha = 0.035552 lossBound = -0.000006 W1 = 0.043055 N1 = 0.028343 deltaLoss = -0.000012 Updating 10 features NewtonStep: 0.737 0.002000 increaseLambda: 0.737 0.000000 202: time = 0.737000 loss = 6.006919 testLoss 7.002554 CHLA_COND^2: lambda = 1.1557 min = 1.0000 max = 81.0000 alpha = 0.018297 lossBound = -0.000005 W1 = 0.069377 N1 = 0.079044 deltaLoss = -0.000008 Updating 7 features NewtonStep: 0.74 0.003000 increaseLambda: 0.74 0.000000 203: time = 0.740000 loss = 6.006912 testLoss 7.005564 TURB_COND: lambda = -2.2660 min = 1.0000 max = 3.0000 alpha = -0.016550 lossBound = -0.000004 W1 = 0.082447 N1 = 0.073529 deltaLoss = -0.000007 Updating 8 features NewtonStep: 0.743 0.003000 increaseLambda: 0.743 0.000000 204: time = 0.743000 loss = 6.006907 testLoss 7.004304 'CHLA__rev lambda = -0.1911 alpha = -0.010410 lossBound = -0.000004 W1 = 0.179134 N1 = 0.152846 deltaLoss = -0.000005 Updating 6 features NewtonStep: 0.746 0.003000 increaseLambda: 0.746 0.000000 Undoing contribution: was 0.19258753645801718 now 0.19258185932404004 205: time = 0.746000 loss = 6.006901 testLoss 7.004450 'PTL__rev lambda = -0.7855 alpha = 0.012832 lossBound = -0.000003 W1 = 0.145371 N1 = 0.122951 deltaLoss = -0.000006 Updating 7 features NewtonStep: 0.748 0.002000 increaseLambda: 0.749 0.001000 Undoing: newLoss 6.009465651090313, oldLoss 6.006900952444447, deltaLossBound -2.987431609536875E-6 increaseLambda: 0.749 0.000000 Search: 0.749 0.000000 increaseLambda: 0.75 0.001000 206: time = 0.750000 loss = 6.006687 testLoss 7.004992 DOC: lambda = -1.1775 min = 0.3400 max = 290.5700 alpha = -1.177497 lossBound = -0.000003 W1 = 0.017923 N1 = 0.016866 deltaLoss = -0.000214 Updating 7 features NewtonStep: 0.752 0.002000 increaseLambda: 0.752 0.000000 Undoing contribution: was 0.018014148795189436 now 0.017898151337786453 207: time = 0.752000 loss = 6.006571 testLoss 7.003188 'DOC__rev lambda = 0.4130 alpha = -0.080185 lossBound = -0.000018 W1 = 0.617909 N1 = 0.632645 deltaLoss = -0.000116 Updating 7 features NewtonStep: 0.754 0.002000 increaseLambda: 0.755 0.001000 Undoing contribution: was 0.013388895593761966 now 0.013379158241775017 208: time = 0.755000 loss = 6.006561 testLoss 7.002718 CHLA_COND: lambda = 1.1275 min = 1.0000 max = 9.0000 alpha = -0.019906 lossBound = -0.000005 W1 = 0.104034 N1 = 0.113971 deltaLoss = -0.000010 Updating 6 features NewtonStep: 0.757 0.002000 increaseLambda: 0.757 0.000000 209: time = 0.757000 loss = 6.006542 testLoss 7.003912 CHLA_COND^2: lambda = 1.1850 min = 1.0000 max = 81.0000 alpha = 0.029291 lossBound = -0.000014 W1 = 0.069388 N1 = 0.079044 deltaLoss = -0.000019 Updating 33 features Reducing stepsize from 0.40934020290147427 to 0.30246050871004404 Newton: returning 0.30246050871004404 Updating 6 features Loss was 6.00654225144074, now 6.006315473485069, delta -0.000227 parallelUpdate: 0.759 0.002000 Updating 5 features NewtonStep: 0.761 0.002000 increaseLambda: 0.762 0.001000 Undoing contribution: was 0.013379158241775017 now 0.013356005946466546 211: time = 0.762000 loss = 6.006292 testLoss 7.002528 CHLA_COND: lambda = 1.0220 min = 1.0000 max = 9.0000 alpha = -0.030451 lossBound = -0.000012 W1 = 0.104044 N1 = 0.113971 deltaLoss = -0.000023 Updating 5 features NewtonStep: 0.764 0.002000 increaseLambda: 0.764 0.000000 212: time = 0.764000 loss = 6.006279 testLoss 7.003510 CHLA_COND^2: lambda = 1.3082 min = 1.0000 max = 81.0000 alpha = 0.024019 lossBound = -0.000009 W1 = 0.069382 N1 = 0.079044 deltaLoss = -0.000013 Updating 5 features NewtonStep: 0.766 0.002000 increaseLambda: 0.767 0.001000 Undoing contribution: was 0.013356005946466546 now 0.013343239299070412 213: time = 0.767000 loss = 6.006267 testLoss 7.002973 CHLA_COND: lambda = 0.9993 min = 1.0000 max = 9.0000 alpha = -0.022677 lossBound = -0.000007 W1 = 0.104036 N1 = 0.113971 deltaLoss = -0.000013 Updating 5 features NewtonStep: 0.769 0.002000 increaseLambda: 0.769 0.000000 214: time = 0.769000 loss = 6.006255 testLoss 7.003899 CHLA_COND^2: lambda = 1.3309 min = 1.0000 max = 81.0000 alpha = 0.022648 lossBound = -0.000008 W1 = 0.069381 N1 = 0.079044 deltaLoss = -0.000012 Updating 5 features NewtonStep: 0.771 0.002000 increaseLambda: 0.772 0.001000 Undoing contribution: was 0.013343239299070412 now 0.013332005618604563 215: time = 0.772000 loss = 6.006244 testLoss 7.003396 CHLA_COND: lambda = 0.9781 min = 1.0000 max = 9.0000 alpha = -0.021269 lossBound = -0.000006 W1 = 0.104035 N1 = 0.113971 deltaLoss = -0.000011 Updating 3 features NewtonStep: 0.774 0.002000 increaseLambda: 0.774 0.000000 216: time = 0.774000 loss = 6.006233 testLoss 7.004266 CHLA_COND^2: lambda = 1.3521 min = 1.0000 max = 81.0000 alpha = 0.021240 lossBound = -0.000007 W1 = 0.069380 N1 = 0.079044 deltaLoss = -0.000010 Updating 4 features NewtonStep: 0.777 0.003000 increaseLambda: 0.777 0.000000 Undoing contribution: was 0.013332005618604563 now 0.013322118537971243 217: time = 0.777000 loss = 6.006224 testLoss 7.003794 CHLA_COND: lambda = 0.9581 min = 1.0000 max = 9.0000 alpha = -0.019951 lossBound = -0.000005 W1 = 0.104034 N1 = 0.113971 deltaLoss = -0.000010 Updating 5 features NewtonStep: 0.78 0.003000 increaseLambda: 0.78 0.000000 Undoing contribution: was 0.0011206770851529594 now 0.0010678192824243918 218: time = 0.780000 loss = 6.006171 testLoss 7.004396 ANC^2: lambda = -2.5579 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.522094 lossBound = -0.000017 W1 = 0.001731 N1 = 0.000695 deltaLoss = -0.000053 Updating 5 features NewtonStep: 0.782 0.002000 increaseLambda: 0.782 0.000000 219: time = 0.783000 loss = 6.006161 testLoss 7.005245 CHLA_COND^2: lambda = 1.3728 min = 1.0000 max = 81.0000 alpha = 0.020716 lossBound = -0.000007 W1 = 0.069379 N1 = 0.079044 deltaLoss = -0.000010 Updating 5 features NewtonStep: 0.785 0.002000 increaseLambda: 0.786 0.001000 Undoing contribution: was 0.013322118537971243 now 0.013313698497793262 220: time = 0.786000 loss = 6.006153 testLoss 7.004810 CHLA_COND: lambda = 0.9397 min = 1.0000 max = 9.0000 alpha = -0.018409 lossBound = -0.000004 W1 = 0.104033 N1 = 0.113971 deltaLoss = -0.000008 Updating 6 features NewtonStep: 0.788 0.002000 increaseLambda: 0.788 0.000000 221: time = 0.788000 loss = 6.006145 testLoss 7.005563 CHLA_COND^2: lambda = 1.3912 min = 1.0000 max = 81.0000 alpha = 0.018367 lossBound = -0.000006 W1 = 0.069378 N1 = 0.079044 deltaLoss = -0.000008 Updating 6 features NewtonStep: 0.79 0.002000 increaseLambda: 0.791 0.001000 222: time = 0.791000 loss = 6.006138 testLoss 7.004153 'CHLA__rev lambda = -0.2218 alpha = -0.011656 lossBound = -0.000005 W1 = 0.179134 N1 = 0.152846 deltaLoss = -0.000007 Updating 7 features NewtonStep: 0.793 0.002000 increaseLambda: 0.793 0.000000 Undoing contribution: was 0.042328302922709345 now 0.04232288763066611 223: time = 0.793000 loss = 6.006133 testLoss 7.001390 TURB_COND: lambda = -2.2700 min = 1.0000 max = 3.0000 alpha = 0.015127 lossBound = -0.000003 W1 = 0.082446 N1 = 0.073529 deltaLoss = -0.000005 Updating 7 features increaseLambda: 0.796 0.003000 Undoing contribution: was 0.17119206113797691 now 0.17119016311153423 224: time = 0.796000 loss = 6.006131 testLoss 7.001468 (LAKE_ORIGIN=1.0) lambda = 0.9980 alpha = -0.006483 lossBound = -0.000002 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000002 Updating 7 features NewtonStep: 0.798 0.002000 increaseLambda: 0.798 0.000000 Undoing: newLoss 6.017500143233191, oldLoss 6.006130731542357, deltaLossBound -2.134216161714549E-6 increaseLambda: 0.798 0.000000 Search: 0.799 0.001000 increaseLambda: 0.799 0.000000 225: time = 0.799000 loss = 6.006117 testLoss 7.002122 'DOC__rev lambda = 0.0343 alpha = 0.034315 lossBound = -0.000002 W1 = 0.634726 N1 = 0.649230 deltaLoss = -0.000014 Updating 8 features NewtonStep: 0.801 0.002000 increaseLambda: 0.802 0.001000 Undoing: newLoss 6.006114899209554, oldLoss 6.00611715134829, deltaLossBound -2.2521395527144684E-6 increaseLambda: 0.802 0.000000 Search: 0.802 0.000000 increaseLambda: 0.802 0.000000 Undoing contribution: was 0.0042044317013154135 now 0.004202179561762342 226: time = 0.803000 loss = 6.006115 testLoss 7.001002 'PTL_COND__rev lambda = 0.3761 alpha = -0.004411 lossBound = -0.000002 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000002 Updating 8 features NewtonStep: 0.805 0.002000 increaseLambda: 0.805 0.000000 Undoing contribution: was 0.008151800591847896 now 0.008141924239869874 227: time = 0.805000 loss = 6.006105 testLoss 6.996539 NTL_COND^2: lambda = -1.1622 min = 1.0000 max = 9.0000 alpha = 0.022013 lossBound = -0.000004 W1 = 0.128612 N1 = 0.121324 deltaLoss = -0.000010 Time since start: 1.001 Updating 7 features NewtonStep: 0.807 0.002000 increaseLambda: 0.808 0.001000 Undoing: newLoss 6.00609891713124, oldLoss 6.006105022856759, deltaLossBound -6.106892165627019E-6 increaseLambda: 0.808 0.000000 Search: 0.808 0.000000 increaseLambda: 0.809 0.001000 228: time = 0.809000 loss = 6.006099 testLoss 7.001208 'NTL_COND lambda = -1.3626 alpha = -0.028898 lossBound = -0.000006 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000006 Updating 7 features NewtonStep: 0.811 0.002000 increaseLambda: 0.811 0.000000 229: time = 0.811000 loss = 6.006096 testLoss 7.001638 CHLA_COND^2: lambda = 1.4017 min = 1.0000 max = 81.0000 alpha = 0.010443 lossBound = -0.000002 W1 = 0.069373 N1 = 0.079044 deltaLoss = -0.000003 Updating 6 features NewtonStep: 0.813 0.002000 increaseLambda: 0.814 0.001000 Undoing contribution: was 0.013313698497793262 now 0.013303109698086872 230: time = 0.814000 loss = 6.006086 testLoss 7.001149 CHLA_COND: lambda = 0.9191 min = 1.0000 max = 9.0000 alpha = -0.020650 lossBound = -0.000006 W1 = 0.104035 N1 = 0.113971 deltaLoss = -0.000011 Updating 8 features NewtonStep: 0.816 0.002000 increaseLambda: 0.816 0.000000 231: time = 0.816000 loss = 6.006076 testLoss 7.002001 CHLA_COND^2: lambda = 1.4224 min = 1.0000 max = 81.0000 alpha = 0.020783 lossBound = -0.000007 W1 = 0.069379 N1 = 0.079044 deltaLoss = -0.000010 Updating 7 features NewtonStep: 0.818 0.002000 increaseLambda: 0.818 0.000000 Undoing contribution: was 0.013303109698086872 now 0.013293641833030471 232: time = 0.818000 loss = 6.006067 testLoss 7.001539 CHLA_COND: lambda = 0.8995 min = 1.0000 max = 9.0000 alpha = -0.019523 lossBound = -0.000005 W1 = 0.104034 N1 = 0.113971 deltaLoss = -0.000009 Updating 7 features NewtonStep: 0.82 0.002000 increaseLambda: 0.821 0.001000 233: time = 0.821000 loss = 6.006058 testLoss 7.002338 CHLA_COND^2: lambda = 1.4419 min = 1.0000 max = 81.0000 alpha = 0.019497 lossBound = -0.000006 W1 = 0.069378 N1 = 0.079044 deltaLoss = -0.000009 Updating 7 features NewtonStep: 0.823 0.002000 increaseLambda: 0.823 0.000000 Undoing: newLoss 6.009480791230172, oldLoss 6.006057902834794, deltaLossBound -6.905705475670099E-6 increaseLambda: 0.824 0.001000 Search: 0.824 0.000000 increaseLambda: 0.824 0.000000 234: time = 0.824000 loss = 6.006048 testLoss 7.006713 PTL_COND: lambda = -0.0175 min = 1.0000 max = 3.0000 alpha = -0.017517 lossBound = -0.000007 W1 = 0.234546 N1 = 0.220588 deltaLoss = -0.000010 Updating 5 features NewtonStep: 0.826 0.002000 increaseLambda: 0.827 0.001000 Undoing: newLoss 6.006037931364573, oldLoss 6.006048098706096, deltaLossBound -1.0167358388073124E-5 increaseLambda: 0.827 0.000000 Search: 0.827 0.000000 increaseLambda: 0.828 0.001000 Undoing contribution: was 0.004202179561762342 now 0.004192012203375128 235: time = 0.828000 loss = 6.006038 testLoss 7.004327 'PTL_COND__rev lambda = 0.3667 alpha = -0.009375 lossBound = -0.000010 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000010 Updating 7 features NewtonStep: 0.83 0.002000 increaseLambda: 0.83 0.000000 Undoing contribution: was 0.013293641833030471 now 0.013284878016364325 236: time = 0.830000 loss = 6.006029 testLoss 7.003884 CHLA_COND: lambda = 0.8808 min = 1.0000 max = 9.0000 alpha = -0.018773 lossBound = -0.000005 W1 = 0.104034 N1 = 0.113971 deltaLoss = -0.000009 Updating 6 features NewtonStep: 0.832 0.002000 increaseLambda: 0.833 0.001000 237: time = 0.833000 loss = 6.006022 testLoss 7.004619 CHLA_COND^2: lambda = 1.4598 min = 1.0000 max = 81.0000 alpha = 0.017917 lossBound = -0.000005 W1 = 0.069377 N1 = 0.079044 deltaLoss = -0.000007 Updating 6 features NewtonStep: 0.835 0.002000 increaseLambda: 0.835 0.000000 Undoing contribution: was 0.013284878016364325 now 0.013277821700357266 238: time = 0.835000 loss = 6.006015 testLoss 7.004222 CHLA_COND: lambda = 0.8639 min = 1.0000 max = 9.0000 alpha = -0.016850 lossBound = -0.000004 W1 = 0.104032 N1 = 0.113971 deltaLoss = -0.000007 Updating 6 features NewtonStep: 0.837 0.002000 increaseLambda: 0.837 0.000000 239: time = 0.837000 loss = 6.006008 testLoss 7.004913 CHLA_COND^2: lambda = 1.4767 min = 1.0000 max = 81.0000 alpha = 0.016829 lossBound = -0.000005 W1 = 0.069376 N1 = 0.079044 deltaLoss = -0.000006 Updating 34 features Newton: returning 1.1897938996390687 Updating 6 features Loss was 6.00600831687293, now 6.005795965384681, delta -0.000212 parallelUpdate: 0.839 0.002000 Updating 8 features NewtonStep: 0.841 0.002000 increaseLambda: 0.842 0.001000 Undoing contribution: was 0.008141924239869874 now 0.008106608521869235 241: time = 0.842000 loss = 6.005761 testLoss 7.001872 NTL_COND^2: lambda = -1.0962 min = 1.0000 max = 9.0000 alpha = 0.041947 lossBound = -0.000013 W1 = 0.128620 N1 = 0.121324 deltaLoss = -0.000035 Updating 9 features NewtonStep: 0.844 0.002000 increaseLambda: 0.844 0.000000 Undoing contribution: was 0.003174446276483292 now 0.0030972742012775473 242: time = 0.844000 loss = 6.005683 testLoss 7.001733 PTL: lambda = 3.8225 min = 1.0000 max = 4,865.0000 alpha = -0.223012 lossBound = -0.000011 W1 = 0.019348 N1 = 0.021255 deltaLoss = -0.000077 Updating 9 features increaseLambda: 0.847 0.003000 Undoing contribution: was 0.17119016311153423 now 0.1711832970040872 243: time = 0.847000 loss = 6.005677 testLoss 7.001879 (LAKE_ORIGIN=1.0) lambda = 0.9857 alpha = -0.012341 lossBound = -0.000007 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000007 Updating 6 features NewtonStep: 0.849 0.002000 increaseLambda: 0.849 0.000000 Undoing: newLoss 6.005672141736721, oldLoss 6.005676611484027, deltaLossBound -4.4697505384220485E-6 increaseLambda: 0.85 0.001000 Search: 0.85 0.000000 increaseLambda: 0.85 0.000000 Undoing contribution: was 0.004192012203375128 now 0.004187542452836545 244: time = 0.850000 loss = 6.005672 testLoss 7.000299 'PTL_COND__rev lambda = 0.3527 alpha = -0.006215 lossBound = -0.000004 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000004 Updating 7 features NewtonStep: 0.859 0.009000 increaseLambda: 0.86 0.001000 245: time = 0.860000 loss = 6.005666 testLoss 7.001168 'COND__rev lambda = -0.4552 alpha = -0.013512 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000006 Updating 7 features NewtonStep: 0.862 0.002000 increaseLambda: 0.862 0.000000 Undoing contribution: was 0.01122501031637936 now 0.011216921587877252 246: time = 0.862000 loss = 6.005658 testLoss 7.000239 'COND__rev lambda = -0.1091 alpha = 0.013424 lossBound = -0.000003 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000008 Updating 7 features NewtonStep: 0.864 0.002000 increaseLambda: 0.865 0.001000 247: time = 0.865000 loss = 6.005650 testLoss 7.001200 'COND__rev lambda = -0.4702 alpha = -0.014952 lossBound = -0.000003 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000008 Updating 7 features NewtonStep: 0.867 0.002000 increaseLambda: 0.868 0.001000 Undoing contribution: was 0.011216921587877252 now 0.011209403071177362 248: time = 0.868000 loss = 6.005642 testLoss 7.000304 'COND__rev lambda = -0.0962 alpha = 0.012941 lossBound = -0.000003 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000008 Updating 7 features NewtonStep: 0.87 0.002000 increaseLambda: 0.87 0.000000 Undoing: newLoss 6.0090512257048, oldLoss 6.005642471489524, deltaLossBound -2.614011334488377E-6 increaseLambda: 0.871 0.001000 Search: 0.871 0.000000 increaseLambda: 0.871 0.000000 249: time = 0.871000 loss = 6.005581 testLoss 6.999913 CHLA: lambda = 0.4270 min = 0.0000 max = 871.2000 alpha = 0.427038 lossBound = -0.000003 W1 = 0.030510 N1 = 0.031710 deltaLoss = -0.000062 Updating 5 features NewtonStep: 0.874 0.003000 increaseLambda: 0.874 0.000000 Undoing contribution: was 0.0011298650440185176 now 0.001108448355035373 250: time = 0.874000 loss = 6.005559 testLoss 7.001328 'CHLA__rev lambda = -0.2034 alpha = 0.018439 lossBound = -0.000013 W1 = 0.310093 N1 = 0.279805 deltaLoss = -0.000021 Updating 6 features NewtonStep: 0.876 0.002000 increaseLambda: 0.877 0.001000 Undoing contribution: was 5.796127701303681E-4 now 5.433300366007436E-4 251: time = 0.877000 loss = 6.005523 testLoss 7.002486 COND: lambda = -3.7881 min = 4.0000 max = 50,590.0000 alpha = 0.347975 lossBound = -0.000003 W1 = 0.009499 N1 = 0.008479 deltaLoss = -0.000036 Updating 5 features NewtonStep: 0.879 0.002000 increaseLambda: 0.88 0.001000 Undoing contribution: was 0.0030972742012775473 now 0.003057039446484791 252: time = 0.880000 loss = 6.005483 testLoss 7.002400 PTL: lambda = 3.6578 min = 1.0000 max = 4,865.0000 alpha = -0.164727 lossBound = -0.000006 W1 = 0.019326 N1 = 0.021255 deltaLoss = -0.000040 Updating 4 features NewtonStep: 0.882 0.002000 increaseLambda: 0.883 0.001000 253: time = 0.883000 loss = 6.005477 testLoss 7.002312 'TURB__rev lambda = -0.6620 alpha = -0.014610 lossBound = -0.000002 W1 = 0.770439 N1 = 0.748154 deltaLoss = -0.000006 Updating 5 features NewtonStep: 0.885 0.002000 increaseLambda: 0.886 0.001000 Undoing: newLoss 6.00547490683521, oldLoss 6.005477278665094, deltaLossBound -2.372008443396668E-6 increaseLambda: 0.886 0.000000 Search: 0.886 0.000000 increaseLambda: 0.886 0.000000 254: time = 0.886000 loss = 6.005475 testLoss 7.005228 'NTL_COND lambda = -1.3889 alpha = -0.018042 lossBound = -0.000002 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000002 Updating 5 features NewtonStep: 0.889 0.003000 increaseLambda: 0.889 0.000000 Undoing contribution: was 0.0021364049090733133 now 0.0021325969207779565 255: time = 0.889000 loss = 6.005471 testLoss 7.004365 'NTL__rev lambda = -0.7338 alpha = 0.028898 lossBound = -0.000002 W1 = 0.023606 N1 = 0.011802 deltaLoss = -0.000004 Updating 5 features NewtonStep: 0.891 0.002000 increaseLambda: 0.892 0.001000 256: time = 0.892000 loss = 6.005466 testLoss 7.005140 'COND__rev lambda = -0.4822 alpha = -0.012047 lossBound = -0.000002 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000005 Updating 5 features NewtonStep: 0.894 0.002000 increaseLambda: 0.894 0.000000 Undoing contribution: was 0.04232437778986464 now 0.042319421089917264 257: time = 0.894000 loss = 6.005461 testLoss 7.002501 TURB_COND: lambda = -2.2602 min = 1.0000 max = 3.0000 alpha = 0.014456 lossBound = -0.000003 W1 = 0.082446 N1 = 0.073529 deltaLoss = -0.000005 Updating 6 features NewtonStep: 0.896 0.002000 increaseLambda: 0.897 0.001000 Undoing contribution: was 0.011209403071177362 now 0.011199819512086165 258: time = 0.897000 loss = 6.005452 testLoss 7.001489 'COND__rev lambda = -0.0816 alpha = 0.014606 lossBound = -0.000004 W1 = 0.625264 N1 = 0.596381 deltaLoss = -0.000010 Updating 7 features NewtonStep: 0.899 0.002000 increaseLambda: 0.899 0.000000 259: time = 0.899000 loss = 6.005445 testLoss 7.002402 'COND__rev lambda = -0.4964 alpha = -0.014215 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000007 Updating 6 features NewtonStep: 0.901 0.002000 increaseLambda: 0.902 0.001000 Undoing contribution: was 0.011199819512086165 now 0.011193010700205633 260: time = 0.902000 loss = 6.005438 testLoss 7.001550 'COND__rev lambda = -0.0692 alpha = 0.012314 lossBound = -0.000003 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000007 Updating 6 features NewtonStep: 0.905 0.003000 increaseLambda: 0.905 0.000000 261: time = 0.905000 loss = 6.005431 testLoss 7.002431 'COND__rev lambda = -0.5101 alpha = -0.013699 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000007 Updating 4 features NewtonStep: 0.907 0.002000 increaseLambda: 0.908 0.001000 Undoing contribution: was 0.011193010700205633 now 0.011186690997158535 262: time = 0.908000 loss = 6.005425 testLoss 7.001611 'COND__rev lambda = -0.0574 alpha = 0.011863 lossBound = -0.000002 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000006 Updating 5 features NewtonStep: 0.91 0.002000 increaseLambda: 0.91 0.000000 263: time = 0.910000 loss = 6.005419 testLoss 7.002459 'COND__rev lambda = -0.5233 alpha = -0.013194 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000006 Updating 4 features NewtonStep: 0.913 0.003000 increaseLambda: 0.913 0.000000 Undoing contribution: was 0.011186690997158535 now 0.011180825256382768 264: time = 0.913000 loss = 6.005413 testLoss 7.001669 'COND__rev lambda = -0.0460 alpha = 0.011428 lossBound = -0.000002 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000006 Updating 5 features NewtonStep: 0.916 0.003000 increaseLambda: 0.916 0.000000 265: time = 0.916000 loss = 6.005407 testLoss 7.002487 'COND__rev lambda = -0.5360 alpha = -0.012707 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000006 Updating 4 features NewtonStep: 0.919 0.003000 increaseLambda: 0.919 0.000000 Undoing contribution: was 0.011180825256382768 now 0.011175380824633777 266: time = 0.919000 loss = 6.005402 testLoss 7.001726 'COND__rev lambda = -0.0349 alpha = 0.011009 lossBound = -0.000002 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000005 Updating 4 features NewtonStep: 0.921 0.002000 increaseLambda: 0.921 0.000000 Undoing contribution: was 0.0010678192824243918 now 0.0010624782212896914 267: time = 0.922000 loss = 6.005397 testLoss 7.001902 ANC^2: lambda = -1.9009 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.145052 lossBound = -0.000002 W1 = 0.001698 N1 = 0.000695 deltaLoss = -0.000005 Updating 5 features NewtonStep: 0.924 0.002000 increaseLambda: 0.924 0.000000 Undoing contribution: was 0.013277821700357266 now 0.013267615868065989 268: time = 0.925000 loss = 6.005386 testLoss 7.001425 CHLA_COND: lambda = 0.5301 min = 1.0000 max = 9.0000 alpha = -0.020171 lossBound = -0.000005 W1 = 0.104035 N1 = 0.113971 deltaLoss = -0.000010 Updating 6 features NewtonStep: 0.927 0.002000 increaseLambda: 0.927 0.000000 269: time = 0.927000 loss = 6.005381 testLoss 7.002232 'COND__rev lambda = -0.5486 alpha = -0.012544 lossBound = -0.000002 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000005 Updating 35 features Reducing stepsize from 1.4446785406004494 to 0.3079980820929537 Newton: returning 0.3079980820929537 Updating 6 features Loss was 6.0053808912234325, now 6.00525264097173, delta -0.000128 parallelUpdate: 0.929 0.002000 Updating 7 features NewtonStep: 0.931 0.002000 increaseLambda: 0.932 0.001000 271: time = 0.932000 loss = 6.005248 testLoss 7.003599 PTL_COND: lambda = -0.0535 min = 1.0000 max = 3.0000 alpha = -0.008703 lossBound = -0.000003 W1 = 0.235004 N1 = 0.220588 deltaLoss = -0.000004 Updating 7 features NewtonStep: 0.934 0.002000 increaseLambda: 0.935 0.001000 272: time = 0.935000 loss = 6.005244 testLoss 7.004133 CHLA_COND^2: lambda = 1.9435 min = 1.0000 max = 81.0000 alpha = 0.012989 lossBound = -0.000003 W1 = 0.069374 N1 = 0.079044 deltaLoss = -0.000004 Updating 6 features NewtonStep: 0.937 0.002000 increaseLambda: 0.937 0.000000 Undoing contribution: was 0.003477370895042736 now 0.0034721383058336996 273: time = 0.937000 loss = 6.005239 testLoss 7.003387 'COND__rev lambda = -0.5954 alpha = 0.010800 lossBound = -0.000002 W1 = 0.626387 N1 = 0.597545 deltaLoss = -0.000005 Updating 7 features NewtonStep: 0.939 0.002000 increaseLambda: 0.94 0.001000 Undoing: newLoss 6.0052371777144815, oldLoss 6.005239129265724, deltaLossBound -1.953303656802651E-6 increaseLambda: 0.94 0.000000 Search: 0.94 0.000000 increaseLambda: 0.941 0.001000 274: time = 0.941000 loss = 6.005237 testLoss 7.003323 ANC_COND: lambda = -0.6505 min = 1.0000 max = 2.0000 alpha = -0.061890 lossBound = -0.000002 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000002 Updating 6 features NewtonStep: 0.943 0.002000 increaseLambda: 0.943 0.000000 Undoing: newLoss 6.0184615418692635, oldLoss 6.005237175962066, deltaLossBound -1.3845635796146702E-6 increaseLambda: 0.944 0.001000 Search: 0.944 0.000000 increaseLambda: 0.944 0.000000 275: time = 0.944000 loss = 6.005235 testLoss 7.003217 'PTL__rev lambda = -0.0097 alpha = -0.009736 lossBound = -0.000001 W1 = 0.134846 N1 = 0.113003 deltaLoss = -0.000002 Updating 9 features NewtonStep: 0.947 0.003000 increaseLambda: 0.947 0.000000 Undoing contribution: was 0.013267615868065989 now 0.013265503455887477 276: time = 0.947000 loss = 6.005233 testLoss 7.003002 CHLA_COND: lambda = 0.4181 min = 1.0000 max = 9.0000 alpha = -0.009211 lossBound = -0.000001 W1 = 0.104029 N1 = 0.113971 deltaLoss = -0.000002 Updating 8 features NewtonStep: 0.949 0.002000 increaseLambda: 0.95 0.001000 277: time = 0.950000 loss = 6.005231 testLoss 7.003378 CHLA_COND^2: lambda = 1.9527 min = 1.0000 max = 81.0000 alpha = 0.009127 lossBound = -0.000001 W1 = 0.069373 N1 = 0.079044 deltaLoss = -0.000002 Updating 8 features NewtonStep: 0.952 0.002000 increaseLambda: 0.952 0.000000 Undoing contribution: was 0.042319421089917264 now 0.042317706611014416 278: time = 0.952000 loss = 6.005229 testLoss 7.001832 TURB_COND: lambda = -2.2488 min = 1.0000 max = 3.0000 alpha = 0.008475 lossBound = -0.000001 W1 = 0.082444 N1 = 0.073529 deltaLoss = -0.000002 Updating 8 features NewtonStep: 0.954 0.002000 increaseLambda: 0.955 0.001000 279: time = 0.955000 loss = 6.005225 testLoss 7.004563 NTL_COND^2: lambda = -1.0894 min = 1.0000 max = 9.0000 alpha = -0.013520 lossBound = -0.000001 W1 = 0.128610 N1 = 0.121324 deltaLoss = -0.000004 Updating 7 features NewtonStep: 0.957 0.002000 increaseLambda: 0.958 0.001000 280: time = 0.958000 loss = 6.005222 testLoss 7.005186 'COND__rev lambda = -0.6050 alpha = -0.009672 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000003 Updating 8 features NewtonStep: 0.96 0.002000 increaseLambda: 0.96 0.000000 Undoing contribution: was 0.0034721383058336996 now 0.003468440899577868 281: time = 0.960000 loss = 6.005218 testLoss 7.004559 'COND__rev lambda = -0.5863 alpha = 0.009081 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000004 Updating 7 features NewtonStep: 0.962 0.002000 increaseLambda: 0.963 0.001000 282: time = 0.963000 loss = 6.005215 testLoss 7.005209 'COND__rev lambda = -0.6151 alpha = -0.010082 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000004 Updating 8 features NewtonStep: 0.965 0.002000 increaseLambda: 0.966 0.001000 Undoing contribution: was 0.013265503455887477 now 0.013262882559408077 283: time = 0.966000 loss = 6.005212 testLoss 7.004969 CHLA_COND: lambda = 0.4079 min = 1.0000 max = 9.0000 alpha = -0.010247 lossBound = -0.000001 W1 = 0.104029 N1 = 0.113971 deltaLoss = -0.000003 Updating 7 features NewtonStep: 0.968 0.002000 increaseLambda: 0.968 0.000000 Undoing contribution: was 0.003468440899577868 now 0.0034655046827020085 284: time = 0.968000 loss = 6.005209 testLoss 7.004411 'COND__rev lambda = -0.5782 alpha = 0.008093 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000003 Updating 6 features NewtonStep: 0.97 0.002000 increaseLambda: 0.971 0.001000 Undoing: newLoss 6.00520791520698, oldLoss 6.005209153999741, deltaLossBound -1.238793005480215E-6 increaseLambda: 0.971 0.000000 Search: 0.972 0.001000 increaseLambda: 0.972 0.000000 Undoing contribution: was 0.004187542452836545 now 0.004186303659829704 285: time = 0.972000 loss = 6.005208 testLoss 7.003580 'PTL_COND__rev lambda = 0.3451 alpha = -0.003271 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 Updating 7 features NewtonStep: 0.974 0.002000 increaseLambda: 0.974 0.000000 286: time = 0.974000 loss = 6.005206 testLoss 7.003908 CHLA_COND^2: lambda = 1.9606 min = 1.0000 max = 81.0000 alpha = 0.007935 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.976 0.002000 increaseLambda: 0.977 0.001000 287: time = 0.977000 loss = 6.005204 testLoss 7.004465 'COND__rev lambda = -0.6238 alpha = -0.008640 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000003 Updating 7 features NewtonStep: 0.979 0.002000 increaseLambda: 0.98 0.001000 Undoing contribution: was 0.0034655046827020085 now 0.0034622235047646554 288: time = 0.980000 loss = 6.005201 testLoss 7.003874 'COND__rev lambda = -0.5697 alpha = 0.008553 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000003 Updating 4 features NewtonStep: 0.982 0.002000 increaseLambda: 0.983 0.001000 289: time = 0.983000 loss = 6.005197 testLoss 7.004486 'COND__rev lambda = -0.6333 alpha = -0.009495 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000003 Updating 5 features NewtonStep: 0.985 0.002000 increaseLambda: 0.986 0.001000 Undoing contribution: was 0.0034622235047646554 now 0.0034591692721787025 290: time = 0.986000 loss = 6.005194 testLoss 7.003917 'COND__rev lambda = -0.5614 alpha = 0.008251 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000003 Updating 4 features NewtonStep: 0.988 0.002000 increaseLambda: 0.988 0.000000 291: time = 0.988000 loss = 6.005192 testLoss 7.004055 'ANC__rev lambda = -0.4864 alpha = -0.014987 lossBound = -0.000001 W1 = 0.043050 N1 = 0.028343 deltaLoss = -0.000002 Updating 4 features NewtonStep: 0.991 0.003000 increaseLambda: 0.991 0.000000 Undoing contribution: was 0.013262882559408077 now 0.013260815182169787 292: time = 0.991000 loss = 6.005190 testLoss 7.003843 CHLA_COND: lambda = 0.3988 min = 1.0000 max = 9.0000 alpha = -0.009105 lossBound = -0.000001 W1 = 0.104029 N1 = 0.113971 deltaLoss = -0.000002 Updating 5 features NewtonStep: 0.993 0.002000 increaseLambda: 0.994 0.001000 293: time = 0.994000 loss = 6.005189 testLoss 7.004155 CHLA_COND^2: lambda = 1.9682 min = 1.0000 max = 81.0000 alpha = 0.007567 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.996 0.002000 increaseLambda: 0.996 0.000000 294: time = 0.996000 loss = 6.005114 testLoss 7.004633 DOC: lambda = -2.9494 min = 0.3400 max = 290.5700 alpha = -0.861457 lossBound = -0.000001 W1 = 0.017883 N1 = 0.016866 deltaLoss = -0.000074 Updating 4 features NewtonStep: 0.999 0.003000 increaseLambda: 0.999 0.000000 Undoing contribution: was 0.017898151337786453 now 0.017856551329940865 295: time = 0.999000 loss = 6.005073 testLoss 7.003583 'DOC__rev lambda = 0.2529 alpha = -0.047925 lossBound = -0.000006 W1 = 0.617929 N1 = 0.632645 deltaLoss = -0.000042 Updating 4 features NewtonStep: 1.002 0.003000 increaseLambda: 1.002 0.000000 Undoing: newLoss 6.005071889218586, oldLoss 6.005072761786773, deltaLossBound -8.725933064368318E-7 increaseLambda: 1.002 0.000000 Search: 1.003 0.001000 increaseLambda: 1.003 0.000000 Undoing contribution: was 0.13669457946562974 now 0.13669370687232457 296: time = 1.003000 loss = 6.005072 testLoss 7.001803 'NTL_COND lambda = -1.3861 alpha = 0.010994 lossBound = -0.000001 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.005 0.002000 increaseLambda: 1.006 0.001000 Undoing contribution: was 0.19258185932404004 now 0.19258016447879545 297: time = 1.006000 loss = 6.005070 testLoss 7.001884 'PTL__rev lambda = -0.7188 alpha = 0.006998 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 Updating 4 features NewtonStep: 1.008 0.002000 increaseLambda: 1.008 0.000000 298: time = 1.008000 loss = 6.005069 testLoss 7.001310 'CHLA__rev lambda = -0.2745 alpha = -0.004761 lossBound = -0.000001 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000001 Updating 7 features NewtonStep: 1.01 0.002000 increaseLambda: 1.011 0.001000 299: time = 1.011000 loss = 6.005067 testLoss 7.001857 'COND__rev lambda = -0.6417 alpha = -0.008483 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000003 Updating 35 features Newton: returning 1.1443260246237867 Updating 8 features Loss was 6.0050665452511245, now 6.004931771072714, delta -0.000135 parallelUpdate: 1.012 0.001000 Updating 5 features NewtonStep: 1.015 0.003000 increaseLambda: 1.015 0.000000 Undoing contribution: was 0.0034591692721787025 now 0.0033622696292593345 301: time = 1.015000 loss = 6.004835 testLoss 7.001135 'COND__rev lambda = -0.4641 alpha = 0.046114 lossBound = -0.000037 W1 = 0.626361 N1 = 0.597545 deltaLoss = -0.000097 Updating 8 features increaseLambda: 1.018 0.003000 302: time = 1.018000 loss = 6.004834 testLoss 7.001078 (URBAN=0.0) lambda = -0.1588 alpha = -0.002626 lossBound = -0.000001 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000001 Updating 5 features increaseLambda: 1.02 0.002000 Undoing contribution: was 0.1711832970040872 now 0.17118041237399773 303: time = 1.020000 loss = 6.004831 testLoss 7.001174 (LAKE_ORIGIN=1.0) lambda = 0.9777 alpha = -0.007994 lossBound = -0.000003 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000003 Updating 5 features NewtonStep: 1.023 0.003000 increaseLambda: 1.023 0.000000 Undoing contribution: was 0.19258016447879545 now 0.19257857632237219 304: time = 1.023000 loss = 6.004830 testLoss 7.001252 'PTL__rev lambda = -0.6942 alpha = 0.006776 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 Updating 6 features NewtonStep: 1.025 0.002000 increaseLambda: 1.026 0.001000 Undoing contribution: was 0.0016736583658308437 now 0.001671331283313049 305: time = 1.026000 loss = 6.004827 testLoss 7.001202 'NTL__rev lambda = 0.0840 alpha = -0.008295 lossBound = -0.000001 W1 = 0.349113 N1 = 0.371211 deltaLoss = -0.000002 Updating 5 features NewtonStep: 1.028 0.002000 increaseLambda: 1.028 0.000000 Undoing: newLoss 6.004823460079931, oldLoss 6.00482724156044, deltaLossBound -3.789545437165879E-6 increaseLambda: 1.029 0.001000 Search: 1.029 0.000000 increaseLambda: 1.029 0.000000 Undoing contribution: was 2.1709263804199752E-4 now 2.133030926036601E-4 306: time = 1.029000 loss = 6.004823 testLoss 7.001287 ANC_COND: lambda = -0.6281 min = 1.0000 max = 2.0000 alpha = 0.088382 lossBound = -0.000004 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000004 Updating 5 features NewtonStep: 1.031 0.002000 increaseLambda: 1.032 0.001000 Undoing: newLoss 6.019463603038629, oldLoss 6.0048234520150015, deltaLossBound -1.1070977873731168E-6 increaseLambda: 1.032 0.000000 Search: 1.032 0.000000 increaseLambda: 1.033 0.001000 307: time = 1.033000 loss = 6.004820 testLoss 7.001307 'NTL__rev lambda = 0.0133 alpha = 0.013340 lossBound = -0.000001 W1 = 0.274726 N1 = 0.295846 deltaLoss = -0.000003 Updating 5 features NewtonStep: 1.035 0.002000 increaseLambda: 1.035 0.000000 Undoing contribution: was 0.001671331283313049 now 0.0016654217196719447 308: time = 1.036000 loss = 6.004814 testLoss 7.001225 'NTL__rev lambda = 0.0708 alpha = -0.013213 lossBound = -0.000002 W1 = 0.349113 N1 = 0.371211 deltaLoss = -0.000006 Updating 5 features NewtonStep: 1.038 0.002000 increaseLambda: 1.038 0.000000 Undoing: newLoss 6.019448216529509, oldLoss 6.0048143446748865, deltaLossBound -1.114021136455504E-6 increaseLambda: 1.038 0.000000 Search: 1.039 0.001000 increaseLambda: 1.039 0.000000 309: time = 1.039000 loss = 6.004811 testLoss 7.001245 'NTL__rev lambda = 0.0134 alpha = 0.013374 lossBound = -0.000001 W1 = 0.275240 N1 = 0.296367 deltaLoss = -0.000003 Updating 4 features NewtonStep: 1.042 0.003000 increaseLambda: 1.042 0.000000 Undoing contribution: was 0.0016654217196719447 now 0.0016599431835494062 310: time = 1.042000 loss = 6.004806 testLoss 7.001167 'NTL__rev lambda = 0.0580 alpha = -0.012719 lossBound = -0.000002 W1 = 0.349113 N1 = 0.371211 deltaLoss = -0.000005 Updating 4 features NewtonStep: 1.045 0.003000 increaseLambda: 1.046 0.001000 311: time = 1.046000 loss = 6.004802 testLoss 7.001181 'NTL__rev lambda = 0.0233 alpha = 0.009968 lossBound = -0.000001 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000003 Updating 4 features NewtonStep: 1.048 0.002000 increaseLambda: 1.049 0.001000 Undoing contribution: was 0.0016599431835494062 now 0.0016568990062027613 312: time = 1.049000 loss = 6.004799 testLoss 7.001124 'NTL__rev lambda = 0.0486 alpha = -0.009480 lossBound = -0.000001 W1 = 0.349113 N1 = 0.371211 deltaLoss = -0.000003 Updating 3 features NewtonStep: 1.051 0.002000 increaseLambda: 1.052 0.001000 313: time = 1.052000 loss = 6.004797 testLoss 7.001137 'NTL__rev lambda = 0.0329 alpha = 0.009591 lossBound = -0.000001 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000003 Updating 3 features NewtonStep: 1.055 0.003000 increaseLambda: 1.055 0.000000 314: time = 1.055000 loss = 6.004795 testLoss 7.001062 'PTL__rev lambda = -0.0279 alpha = -0.007028 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 Updating 4 features NewtonStep: 1.058 0.003000 increaseLambda: 1.058 0.000000 Undoing contribution: was 0.0010373845002192674 now 0.0010352867344395158 315: time = 1.058000 loss = 6.004793 testLoss 7.001109 'TURB__rev lambda = -0.3535 alpha = 0.008940 lossBound = -0.000001 W1 = 0.771801 N1 = 0.749584 deltaLoss = -0.000002 Updating 3 features NewtonStep: 1.061 0.003000 increaseLambda: 1.061 0.000000 Undoing: newLoss 6.0047921169902665, oldLoss 6.004792807868961, deltaLossBound -6.90878772846546E-7 increaseLambda: 1.061 0.000000 Search: 1.062 0.001000 increaseLambda: 1.062 0.000000 Undoing contribution: was 0.004186303659829704 now 0.004185612781057734 316: time = 1.062000 loss = 6.004792 testLoss 7.000490 'PTL_COND__rev lambda = 0.3340 alpha = -0.002443 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.065 0.003000 increaseLambda: 1.066 0.001000 Undoing contribution: was 0.013260815182169787 now 0.013259687477266994 317: time = 1.066000 loss = 6.004791 testLoss 7.000333 CHLA_COND: lambda = 0.2417 min = 1.0000 max = 9.0000 alpha = -0.006721 lossBound = -0.000001 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.068 0.002000 increaseLambda: 1.069 0.001000 Undoing contribution: was 0.0010624782212896914 now 0.001059770082505356 318: time = 1.069000 loss = 6.004788 testLoss 7.000459 ANC^2: lambda = -1.3647 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.102276 lossBound = -0.000001 W1 = 0.001696 N1 = 0.000695 deltaLoss = -0.000003 Updating 4 features NewtonStep: 1.071 0.002000 increaseLambda: 1.072 0.001000 Undoing contribution: was 0.0016568990062027613 now 0.0016555056481782461 319: time = 1.072000 loss = 6.004787 testLoss 7.000420 'NTL__rev lambda = 0.0422 alpha = -0.006413 lossBound = -0.000000 W1 = 0.349113 N1 = 0.371211 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.074 0.002000 increaseLambda: 1.075 0.001000 320: time = 1.075000 loss = 6.004784 testLoss 7.000434 'NTL__rev lambda = 0.0423 alpha = 0.009387 lossBound = -0.000001 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000003 Updating 5 features NewtonStep: 1.078 0.003000 increaseLambda: 1.078 0.000000 Undoing contribution: was 0.0016555056481782461 now 0.0016528057071004245 321: time = 1.078000 loss = 6.004781 testLoss 7.000380 'NTL__rev lambda = 0.0332 alpha = -0.008925 lossBound = -0.000001 W1 = 0.349113 N1 = 0.371211 deltaLoss = -0.000003 Updating 4 features NewtonStep: 1.081 0.003000 increaseLambda: 1.081 0.000000 322: time = 1.081000 loss = 6.004779 testLoss 7.000393 'NTL__rev lambda = 0.0514 alpha = 0.009031 lossBound = -0.000001 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000003 Updating 5 features NewtonStep: 1.084 0.003000 increaseLambda: 1.085 0.001000 Undoing contribution: was 0.0016528057071004245 now 0.0016503055079664765 323: time = 1.085000 loss = 6.004776 testLoss 7.000341 'NTL__rev lambda = 0.0246 alpha = -0.008588 lossBound = -0.000001 W1 = 0.349113 N1 = 0.371211 deltaLoss = -0.000003 Updating 4 features NewtonStep: 1.088 0.003000 increaseLambda: 1.088 0.000000 324: time = 1.088000 loss = 6.004774 testLoss 7.000354 'NTL__rev lambda = 0.0600 alpha = 0.008690 lossBound = -0.000001 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000002 Updating 6 features NewtonStep: 1.091 0.003000 increaseLambda: 1.091 0.000000 Undoing contribution: was 0.0016503055079664765 now 0.0016479901834450363 325: time = 1.091000 loss = 6.004772 testLoss 7.000304 'NTL__rev lambda = 0.0164 alpha = -0.008263 lossBound = -0.000001 W1 = 0.349113 N1 = 0.371211 deltaLoss = -0.000002 Updating 5 features NewtonStep: 1.094 0.003000 increaseLambda: 1.094 0.000000 326: time = 1.094000 loss = 6.004768 testLoss 7.003001 NTL_COND^2: lambda = -1.0949 min = 1.0000 max = 9.0000 alpha = -0.013352 lossBound = -0.000001 W1 = 0.128610 N1 = 0.121324 deltaLoss = -0.000004 Updating 6 features NewtonStep: 1.097 0.003000 increaseLambda: 1.097 0.000000 Undoing: newLoss 6.004767361098182, oldLoss 6.004767913230428, deltaLossBound -5.521422726915975E-7 increaseLambda: 1.098 0.001000 Search: 1.098 0.000000 increaseLambda: 1.098 0.000000 Undoing contribution: was 0.13669479485814984 now 0.1366942427158766 327: time = 1.098000 loss = 6.004767 testLoss 7.001586 'NTL_COND lambda = -1.3740 alpha = 0.008742 lossBound = -0.000001 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.101 0.003000 increaseLambda: 1.101 0.000000 328: time = 1.101000 loss = 6.004766 testLoss 7.001960 'COND__rev lambda = -0.7541 alpha = -0.005777 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.104 0.003000 increaseLambda: 1.105 0.001000 Undoing contribution: was 0.0033622696292593345 now 0.0033606641067692677 329: time = 1.105000 loss = 6.004765 testLoss 7.001547 'COND__rev lambda = -0.4581 alpha = 0.005981 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000002 Updating 37 features Reducing stepsize from 2.060996552551447 to 1.5390147944823767 Reducing stepsize from 1.5390147944823767 to 0.18594034913063082 Newton: returning 0.18594034913063082 Updating 5 features Loss was 6.0047645836872015, now 6.004721609064392, delta -0.000043 parallelUpdate: 1.107 0.002000 Updating 5 features NewtonStep: 1.11 0.003000 increaseLambda: 1.11 0.000000 331: time = 1.110000 loss = 6.004719 testLoss 7.002002 'COND__rev lambda = -0.7829 alpha = -0.007866 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 3 features NewtonStep: 1.113 0.003000 increaseLambda: 1.113 0.000000 Undoing contribution: was 0.003057039446484791 now 0.0030518529096287966 332: time = 1.113000 loss = 6.004714 testLoss 7.001980 PTL: lambda = 3.4563 min = 1.0000 max = 4,865.0000 alpha = -0.060927 lossBound = -0.000001 W1 = 0.019304 N1 = 0.021255 deltaLoss = -0.000005 Updating 5 features NewtonStep: 1.116 0.003000 increaseLambda: 1.117 0.001000 Undoing: newLoss 6.00471334406442, oldLoss 6.004714249813454, deltaLossBound -9.057491669056412E-7 increaseLambda: 1.117 0.000000 Search: 1.117 0.000000 increaseLambda: 1.117 0.000000 Undoing contribution: was 0.004185612781057734 now 0.0041847070318913986 333: time = 1.117000 loss = 6.004713 testLoss 7.001271 'PTL_COND__rev lambda = 0.3291 alpha = -0.002797 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.12 0.003000 increaseLambda: 1.12 0.000000 Undoing: newLoss 6.016253665110587, oldLoss 6.004713344064288, deltaLossBound -2.7270265673581863E-7 increaseLambda: 1.121 0.001000 Search: 1.121 0.000000 increaseLambda: 1.122 0.001000 334: time = 1.122000 loss = 6.004712 testLoss 7.001509 'DOC__rev lambda = 0.0123 alpha = 0.012257 lossBound = -0.000000 W1 = 0.633079 N1 = 0.647715 deltaLoss = -0.000002 Updating 4 features NewtonStep: 1.124 0.002000 increaseLambda: 1.124 0.000000 Undoing contribution: was 3.7441617469746946E-4 now 3.722816547677721E-4 335: time = 1.124000 loss = 6.004709 testLoss 7.001464 'NTL__rev lambda = 0.1630 alpha = -0.007950 lossBound = -0.000001 W1 = 0.343167 N1 = 0.365210 deltaLoss = -0.000002 Updating 2 features NewtonStep: 1.127 0.003000 increaseLambda: 1.127 0.000000 Undoing contribution: was 0.19257857632237219 now 0.19257769351507026 336: time = 1.127000 loss = 6.004709 testLoss 7.001522 'PTL__rev lambda = -0.6845 alpha = 0.005049 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.13 0.003000 increaseLambda: 1.13 0.000000 337: time = 1.130000 loss = 6.004708 testLoss 7.001481 'PTL__rev lambda = -0.0352 alpha = -0.003919 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.132 0.002000 increaseLambda: 1.133 0.001000 Undoing contribution: was 0.001059770082505356 now 0.0010577725649353379 338: time = 1.133000 loss = 6.004706 testLoss 7.001588 ANC^2: lambda = -1.2152 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.087371 lossBound = -0.000001 W1 = 0.001696 N1 = 0.000695 deltaLoss = -0.000002 Updating 3 features NewtonStep: 1.135 0.002000 increaseLambda: 1.135 0.000000 339: time = 1.135000 loss = 6.004705 testLoss 7.001598 'NTL__rev lambda = 0.0772 alpha = 0.005963 lossBound = -0.000000 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.138 0.003000 increaseLambda: 1.138 0.000000 Undoing contribution: was 3.722816547677721E-4 now 3.710830989487346E-4 340: time = 1.138000 loss = 6.004704 testLoss 7.001564 'NTL__rev lambda = 0.1571 alpha = -0.005956 lossBound = -0.000000 W1 = 0.343167 N1 = 0.365210 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.142 0.004000 increaseLambda: 1.143 0.001000 341: time = 1.143000 loss = 6.004703 testLoss 7.001573 'NTL__rev lambda = 0.0832 alpha = 0.006034 lossBound = -0.000000 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.146 0.003000 increaseLambda: 1.146 0.000000 Undoing contribution: was 3.710830989487346E-4 now 3.6996104409081854E-4 342: time = 1.146000 loss = 6.004701 testLoss 7.001541 'NTL__rev lambda = 0.1513 alpha = -0.005763 lossBound = -0.000000 W1 = 0.343167 N1 = 0.365210 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.149 0.003000 increaseLambda: 1.15 0.001000 343: time = 1.150000 loss = 6.004700 testLoss 7.001550 'NTL__rev lambda = 0.0890 alpha = 0.005837 lossBound = -0.000000 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.152 0.002000 increaseLambda: 1.153 0.001000 Undoing contribution: was 3.6996104409081854E-4 now 3.6891065374189625E-4 344: time = 1.153000 loss = 6.004699 testLoss 7.001519 'NTL__rev lambda = 0.1457 alpha = -0.005575 lossBound = -0.000000 W1 = 0.343167 N1 = 0.365210 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.155 0.002000 increaseLambda: 1.156 0.001000 345: time = 1.156000 loss = 6.004698 testLoss 7.001528 'NTL__rev lambda = 0.0947 alpha = 0.005647 lossBound = -0.000000 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.159 0.003000 increaseLambda: 1.159 0.000000 Undoing contribution: was 3.6891065374189625E-4 now 3.6792733110169396E-4 346: time = 1.159000 loss = 6.004697 testLoss 7.001498 'NTL__rev lambda = 0.1403 alpha = -0.005394 lossBound = -0.000000 W1 = 0.343166 N1 = 0.365210 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.162 0.003000 increaseLambda: 1.162 0.000000 Undoing contribution: was 0.0033606641067692677 now 0.003359849355557881 347: time = 1.162000 loss = 6.004697 testLoss 7.001204 'COND__rev lambda = -0.4346 alpha = 0.004263 lossBound = -0.000000 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.164 0.002000 increaseLambda: 1.165 0.001000 348: time = 1.165000 loss = 6.004695 testLoss 7.001623 'COND__rev lambda = -0.7894 alpha = -0.006485 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.168 0.003000 increaseLambda: 1.168 0.000000 Undoing contribution: was 0.003359849355557881 now 0.003358421249726956 349: time = 1.168000 loss = 6.004694 testLoss 7.001234 'COND__rev lambda = -0.4290 alpha = 0.005642 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.172 0.004000 increaseLambda: 1.172 0.000000 350: time = 1.172000 loss = 6.004692 testLoss 7.001638 'COND__rev lambda = -0.7956 alpha = -0.006251 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 2 features NewtonStep: 1.175 0.003000 increaseLambda: 1.175 0.000000 Undoing contribution: was 0.003358421249726956 now 0.003357092878934925 351: time = 1.175000 loss = 6.004691 testLoss 7.001263 'COND__rev lambda = -0.4235 alpha = 0.005441 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.178 0.003000 increaseLambda: 1.178 0.000000 352: time = 1.178000 loss = 6.004690 testLoss 7.001652 'COND__rev lambda = -0.8016 alpha = -0.006028 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 2 features NewtonStep: 1.181 0.003000 increaseLambda: 1.181 0.000000 Undoing contribution: was 0.003357092878934925 now 0.0033558572692456933 353: time = 1.181000 loss = 6.004688 testLoss 7.001291 'COND__rev lambda = -0.4183 alpha = 0.005247 lossBound = -0.000000 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.184 0.003000 increaseLambda: 1.184 0.000000 354: time = 1.184000 loss = 6.004687 testLoss 7.001666 'COND__rev lambda = -0.8074 alpha = -0.005813 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 2 features NewtonStep: 1.187 0.003000 increaseLambda: 1.188 0.001000 Undoing contribution: was 0.0033558572692456933 now 0.003354707937412432 355: time = 1.188000 loss = 6.004686 testLoss 7.001318 'COND__rev lambda = -0.4132 alpha = 0.005060 lossBound = -0.000000 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.196 0.008000 increaseLambda: 1.196 0.000000 356: time = 1.196000 loss = 6.004685 testLoss 7.001680 'COND__rev lambda = -0.8131 alpha = -0.005606 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 2 features NewtonStep: 1.198 0.002000 increaseLambda: 1.199 0.001000 Undoing contribution: was 0.003354707937412432 now 0.003353638853853863 357: time = 1.199000 loss = 6.004684 testLoss 7.001344 'COND__rev lambda = -0.4083 alpha = 0.004880 lossBound = -0.000000 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.201 0.002000 increaseLambda: 1.201 0.000000 358: time = 1.201000 loss = 6.004683 testLoss 7.001693 'COND__rev lambda = -0.8185 alpha = -0.005406 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 2 features NewtonStep: 1.203 0.002000 increaseLambda: 1.204 0.001000 Undoing contribution: was 0.0030518529096287966 now 0.0030491065474697737 359: time = 1.204000 loss = 6.004680 testLoss 7.001678 PTL: lambda = 3.4117 min = 1.0000 max = 4,865.0000 alpha = -0.044600 lossBound = -0.000000 W1 = 0.019302 N1 = 0.021255 deltaLoss = -0.000003 Updating 37 features Newton: returning 1.5831410443077223 Updating 7 features Loss was 6.004680110020816, now 6.004627601284611, delta -0.000053 parallelUpdate: 1.206 0.002000 Updating 3 features NewtonStep: 1.207 0.001000 increaseLambda: 1.208 0.001000 Undoing contribution: was 3.6792733110169396E-4 now 3.420695379470229E-4 361: time = 1.208000 loss = 6.004602 testLoss 7.001939 'NTL__rev lambda = 0.0643 alpha = -0.027646 lossBound = -0.000008 W1 = 0.343167 N1 = 0.365210 deltaLoss = -0.000026 Updating 6 features NewtonStep: 1.21 0.002000 increaseLambda: 1.21 0.000000 Undoing contribution: was 0.0010577725649353379 now 0.0010505453683785685 362: time = 1.210000 loss = 6.004595 testLoss 7.002146 ANC^2: lambda = -0.8076 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.171003 lossBound = -0.000002 W1 = 0.001699 N1 = 0.000695 deltaLoss = -0.000007 Updating 4 features NewtonStep: 1.213 0.003000 increaseLambda: 1.213 0.000000 Undoing contribution: was 0.003353638853853863 now 0.00334932033130097 363: time = 1.213000 loss = 6.004590 testLoss 7.001470 'COND__rev lambda = -0.3198 alpha = 0.009795 lossBound = -0.000002 W1 = 0.626387 N1 = 0.597545 deltaLoss = -0.000004 Updating 6 features NewtonStep: 1.215 0.002000 increaseLambda: 1.215 0.000000 364: time = 1.215000 loss = 6.004590 testLoss 7.001046 'CHLA__rev lambda = -0.3052 alpha = -0.003517 lossBound = -0.000000 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000001 Updating 8 features NewtonStep: 1.218 0.003000 increaseLambda: 1.218 0.000000 Undoing contribution: was 0.013259687477266994 now 0.013258731568414476 365: time = 1.218000 loss = 6.004589 testLoss 7.000901 CHLA_COND: lambda = 0.1601 min = 1.0000 max = 9.0000 alpha = -0.006187 lossBound = -0.000001 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 Updating 7 features NewtonStep: 1.22 0.002000 increaseLambda: 1.221 0.001000 Undoing contribution: was 0.042317706611014416 now 0.042316709342309466 366: time = 1.221000 loss = 6.004588 testLoss 6.999725 TURB_COND: lambda = -2.2229 min = 1.0000 max = 3.0000 alpha = 0.006448 lossBound = -0.000001 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000001 Updating 7 features NewtonStep: 1.223 0.002000 increaseLambda: 1.223 0.000000 Undoing contribution: was 0.007886317378762891 now 0.007885986005296447 367: time = 1.223000 loss = 6.004587 testLoss 7.000035 'CHLA__rev lambda = -0.7617 alpha = 0.002578 lossBound = -0.000000 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000000 Updating 9 features NewtonStep: 1.225 0.002000 increaseLambda: 1.226 0.001000 368: time = 1.226000 loss = 6.004582 testLoss 6.999958 CHLA: lambda = 0.8752 min = 0.0000 max = 871.2000 alpha = 0.093837 lossBound = -0.000000 W1 = 0.030404 N1 = 0.031710 deltaLoss = -0.000005 Updating 6 features NewtonStep: 1.228 0.002000 increaseLambda: 1.228 0.000000 Undoing contribution: was 0.001108448355035373 now 0.0011072332517444983 369: time = 1.228000 loss = 6.004581 testLoss 7.000298 'CHLA__rev lambda = -0.1838 alpha = 0.004385 lossBound = -0.000001 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.23 0.002000 increaseLambda: 1.231 0.001000 Undoing contribution: was 0.013258731568414476 now 0.013258174255587478 370: time = 1.231000 loss = 6.004580 testLoss 7.000188 CHLA_COND: lambda = 0.1554 min = 1.0000 max = 9.0000 alpha = -0.004732 lossBound = -0.000000 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.233 0.002000 increaseLambda: 1.234 0.001000 371: time = 1.234000 loss = 6.004580 testLoss 7.000447 'COND__rev lambda = -0.9243 alpha = -0.004006 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.236 0.002000 increaseLambda: 1.236 0.000000 372: time = 1.236000 loss = 6.004579 testLoss 7.000456 'NTL__rev lambda = 0.1549 alpha = 0.005354 lossBound = -0.000000 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.238 0.002000 increaseLambda: 1.238 0.000000 373: time = 1.239000 loss = 6.004578 testLoss 7.000400 'PTL__rev lambda = -0.0520 alpha = -0.005231 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.241 0.002000 increaseLambda: 1.241 0.000000 Undoing contribution: was 0.19257769351507026 now 0.19257719365284398 374: time = 1.241000 loss = 6.004577 testLoss 7.000444 'PTL__rev lambda = -0.6655 alpha = 0.003798 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.243 0.002000 increaseLambda: 1.244 0.001000 Undoing contribution: was 2.937872198576374E-5 now 2.8560534706058454E-5 375: time = 1.244000 loss = 6.004577 testLoss 6.999498 PTL_COND: lambda = -0.0753 min = 1.0000 max = 3.0000 alpha = 0.003775 lossBound = -0.000001 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.246 0.002000 increaseLambda: 1.246 0.000000 Undoing: newLoss 6.004576351248881, oldLoss 6.004576647595009, deltaLossBound -2.963489599516045E-7 increaseLambda: 1.246 0.000000 Search: 1.247 0.001000 increaseLambda: 1.247 0.000000 376: time = 1.247000 loss = 6.004576 testLoss 7.000531 'NTL_COND lambda = -1.3746 alpha = -0.006389 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.249 0.002000 increaseLambda: 1.249 0.000000 Undoing contribution: was 0.0010352867344395158 now 0.0010344876595088472 377: time = 1.249000 loss = 6.004576 testLoss 7.000561 'TURB__rev lambda = -0.3437 alpha = 0.005522 lossBound = -0.000000 W1 = 0.771802 N1 = 0.749584 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.251 0.002000 increaseLambda: 1.252 0.001000 378: time = 1.252000 loss = 6.004575 testLoss 7.000517 'PTL__rev lambda = -0.0562 alpha = -0.004203 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.254 0.002000 increaseLambda: 1.254 0.000000 Undoing contribution: was 0.19257719365284398 now 0.19257669858029303 379: time = 1.254000 loss = 6.004574 testLoss 7.000561 'PTL__rev lambda = -0.6617 alpha = 0.003780 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.256 0.002000 increaseLambda: 1.257 0.001000 380: time = 1.257000 loss = 6.004574 testLoss 7.000519 'PTL__rev lambda = -0.0601 alpha = -0.003897 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.259 0.002000 increaseLambda: 1.259 0.000000 381: time = 1.259000 loss = 6.004574 testLoss 7.000697 CHLA_COND^2: lambda = 2.2172 min = 1.0000 max = 81.0000 alpha = 0.004304 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.261 0.002000 increaseLambda: 1.262 0.001000 Undoing contribution: was 0.19257669858029303 now 0.19257611227933502 382: time = 1.262000 loss = 6.004573 testLoss 7.000745 'PTL__rev lambda = -0.6576 alpha = 0.004114 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.264 0.002000 increaseLambda: 1.264 0.000000 383: time = 1.264000 loss = 6.004572 testLoss 7.000703 'PTL__rev lambda = -0.0640 alpha = -0.003879 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.266 0.002000 increaseLambda: 1.267 0.001000 Undoing contribution: was 0.19257611227933502 now 0.192575625581485 384: time = 1.267000 loss = 6.004572 testLoss 7.000747 'PTL__rev lambda = -0.6539 alpha = 0.003748 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.269 0.002000 increaseLambda: 1.269 0.000000 385: time = 1.269000 loss = 6.004572 testLoss 7.000706 'PTL__rev lambda = -0.0678 alpha = -0.003864 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.272 0.003000 increaseLambda: 1.272 0.000000 Undoing contribution: was 0.192575625581485 now 0.1925751425025215 386: time = 1.272000 loss = 6.004571 testLoss 7.000750 'PTL__rev lambda = -0.6501 alpha = 0.003734 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.275 0.003000 increaseLambda: 1.275 0.000000 387: time = 1.275000 loss = 6.004571 testLoss 7.000708 'PTL__rev lambda = -0.0717 alpha = -0.003850 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 7 features NewtonStep: 1.277 0.002000 increaseLambda: 1.277 0.000000 Undoing contribution: was 0.013258174255587478 now 0.013257562096558232 388: time = 1.277000 loss = 6.004570 testLoss 7.000593 CHLA_COND: lambda = 0.1504 min = 1.0000 max = 9.0000 alpha = -0.004957 lossBound = -0.000000 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 Updating 7 features NewtonStep: 1.279 0.002000 increaseLambda: 1.28 0.001000 389: time = 1.280000 loss = 6.004569 testLoss 7.000799 CHLA_COND^2: lambda = 2.2222 min = 1.0000 max = 81.0000 alpha = 0.004988 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000001 Updating 37 features Reducing stepsize from 1.2892493098041902 to 0.8447114743416877 Newton: returning 0.8447114743416877 Updating 6 features Loss was 6.004569348171928, now 6.004524029625939, delta -0.000045 parallelUpdate: 1.282 0.002000 Updating 6 features NewtonStep: 1.284 0.002000 increaseLambda: 1.285 0.001000 Undoing contribution: was 0.1925751425025215 now 0.19257417608687977 391: time = 1.285000 loss = 6.004523 testLoss 7.000167 'PTL__rev lambda = -0.6158 alpha = 0.005284 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 5 features increaseLambda: 1.287 0.002000 Undoing contribution: was 0.06975035980769828 now 0.06974984966909226 392: time = 1.287000 loss = 6.004523 testLoss 7.000210 (URBAN=1.0) lambda = 0.5285 alpha = -0.002059 lossBound = -0.000001 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.289 0.002000 increaseLambda: 1.29 0.001000 393: time = 1.290000 loss = 6.004522 testLoss 6.999942 'CHLA__rev lambda = -0.1819 alpha = -0.003427 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.292 0.002000 increaseLambda: 1.292 0.000000 394: time = 1.292000 loss = 6.004521 testLoss 7.001558 NTL_COND^2: lambda = -1.1070 min = 1.0000 max = 9.0000 alpha = -0.007995 lossBound = -0.000000 W1 = 0.128610 N1 = 0.121324 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.295 0.003000 increaseLambda: 1.295 0.000000 Undoing: newLoss 6.004519951658008, oldLoss 6.004520500667382, deltaLossBound -5.490192871821599E-7 increaseLambda: 1.296 0.001000 Search: 1.296 0.000000 increaseLambda: 1.296 0.000000 Undoing contribution: was 0.13669511294158354 now 0.13669456392229573 395: time = 1.296000 loss = 6.004520 testLoss 7.000147 'NTL_COND lambda = -1.3683 alpha = 0.008718 lossBound = -0.000001 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.299 0.003000 increaseLambda: 1.299 0.000000 Undoing contribution: was 0.017856551329940865 now 0.017853471499327214 396: time = 1.299000 loss = 6.004517 testLoss 6.999871 'DOC__rev lambda = 0.1133 alpha = -0.012981 lossBound = -0.000000 W1 = 0.617939 N1 = 0.632645 deltaLoss = -0.000003 Updating 5 features NewtonStep: 1.301 0.002000 increaseLambda: 1.301 0.000000 397: time = 1.301000 loss = 6.004516 testLoss 7.001362 NTL_COND^2: lambda = -1.1143 min = 1.0000 max = 9.0000 alpha = -0.007379 lossBound = -0.000000 W1 = 0.128610 N1 = 0.121324 deltaLoss = -0.000001 Updating 7 features NewtonStep: 1.304 0.003000 increaseLambda: 1.304 0.000000 398: time = 1.304000 loss = 6.004515 testLoss 7.001280 ANC^2: lambda = -0.5280 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.064621 lossBound = -0.000000 W1 = 0.001695 N1 = 0.000695 deltaLoss = -0.000001 Updating 7 features NewtonStep: 1.306 0.002000 increaseLambda: 1.307 0.001000 399: time = 1.307000 loss = 6.004511 testLoss 7.001291 PTL: lambda = 3.1214 min = 1.0000 max = 4,865.0000 alpha = 0.055046 lossBound = -0.000001 W1 = 0.019303 N1 = 0.021255 deltaLoss = -0.000004 Updating 6 features NewtonStep: 1.31 0.003000 increaseLambda: 1.31 0.000000 400: time = 1.310000 loss = 6.004508 testLoss 7.001172 ANC^2: lambda = -0.6206 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.092659 lossBound = -0.000001 W1 = 0.001696 N1 = 0.000695 deltaLoss = -0.000003 Updating 6 features NewtonStep: 1.312 0.002000 increaseLambda: 1.313 0.001000 Undoing: newLoss 6.004507691724538, oldLoss 6.004508002250097, deltaLossBound -3.105255741000444E-7 increaseLambda: 1.313 0.000000 Search: 1.313 0.000000 increaseLambda: 1.314 0.001000 401: time = 1.314000 loss = 6.004508 testLoss 7.001587 'PTL_COND__rev lambda = 0.3166 alpha = 0.001638 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 7 features NewtonStep: 1.316 0.002000 increaseLambda: 1.316 0.000000 402: time = 1.316000 loss = 6.004506 testLoss 7.001596 PTL: lambda = 3.1592 min = 1.0000 max = 4,865.0000 alpha = 0.037708 lossBound = -0.000000 W1 = 0.019302 N1 = 0.021255 deltaLoss = -0.000002 Updating 5 features NewtonStep: 1.318 0.002000 increaseLambda: 1.319 0.001000 Undoing contribution: was 0.00334932033130097 now 0.0033481051218603396 403: time = 1.319000 loss = 6.004505 testLoss 7.001238 'COND__rev lambda = -0.2398 alpha = 0.005196 lossBound = -0.000000 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.321 0.002000 increaseLambda: 1.321 0.000000 404: time = 1.321000 loss = 6.004504 testLoss 7.001166 ANC^2: lambda = -0.6771 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.056526 lossBound = -0.000000 W1 = 0.001695 N1 = 0.000695 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.323 0.002000 increaseLambda: 1.323 0.000000 Undoing: newLoss 6.004503498138052, oldLoss 6.004503671782964, deltaLossBound -1.7365957817023863E-7 increaseLambda: 1.324 0.001000 Search: 1.324 0.000000 increaseLambda: 1.324 0.000000 405: time = 1.324000 loss = 6.004503 testLoss 7.001147 ANC_COND^2: lambda = -0.7638 min = 1.0000 max = 4.0000 alpha = -0.018588 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.326 0.002000 increaseLambda: 1.327 0.001000 Undoing contribution: was 0.19257417608687977 now 0.19257385540023542 406: time = 1.327000 loss = 6.004503 testLoss 7.001183 'PTL__rev lambda = -0.6128 alpha = 0.003042 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.329 0.002000 increaseLambda: 1.33 0.001000 407: time = 1.330000 loss = 6.004503 testLoss 7.001142 'PTL__rev lambda = -0.1063 alpha = -0.003815 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.332 0.002000 increaseLambda: 1.332 0.000000 Undoing contribution: was 0.19257385540023542 now 0.19257338420641634 408: time = 1.332000 loss = 6.004502 testLoss 7.001185 'PTL__rev lambda = -0.6091 alpha = 0.003688 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.334 0.002000 increaseLambda: 1.334 0.000000 409: time = 1.334000 loss = 6.004502 testLoss 7.001144 'PTL__rev lambda = -0.1101 alpha = -0.003802 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.337 0.003000 increaseLambda: 1.337 0.000000 Undoing contribution: was 0.19257338420641634 now 0.19257291651863717 410: time = 1.337000 loss = 6.004501 testLoss 7.001187 'PTL__rev lambda = -0.6054 alpha = 0.003674 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.34 0.003000 increaseLambda: 1.341 0.001000 411: time = 1.341000 loss = 6.004501 testLoss 7.001147 'PTL__rev lambda = -0.1139 alpha = -0.003788 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.343 0.002000 increaseLambda: 1.343 0.000000 Undoing contribution: was 0.19257291651863717 now 0.19257245231094533 412: time = 1.343000 loss = 6.004500 testLoss 7.001190 'PTL__rev lambda = -0.6017 alpha = 0.003660 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.345 0.002000 increaseLambda: 1.346 0.001000 413: time = 1.346000 loss = 6.004500 testLoss 7.001149 'PTL__rev lambda = -0.1177 alpha = -0.003774 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.348 0.002000 increaseLambda: 1.348 0.000000 Undoing contribution: was 0.19257245231094533 now 0.19257199155800198 414: time = 1.348000 loss = 6.004499 testLoss 7.001192 'PTL__rev lambda = -0.5981 alpha = 0.003647 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.351 0.003000 increaseLambda: 1.351 0.000000 415: time = 1.351000 loss = 6.004499 testLoss 7.001152 'PTL__rev lambda = -0.1214 alpha = -0.003760 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 2 features NewtonStep: 1.353 0.002000 increaseLambda: 1.354 0.001000 Undoing contribution: was 0.19257199155800198 now 0.19257153423464413 416: time = 1.354000 loss = 6.004499 testLoss 7.001194 'PTL__rev lambda = -0.5945 alpha = 0.003633 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.356 0.002000 increaseLambda: 1.356 0.000000 417: time = 1.356000 loss = 6.004498 testLoss 7.001154 'PTL__rev lambda = -0.1252 alpha = -0.003746 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 2 features NewtonStep: 1.358 0.002000 increaseLambda: 1.358 0.000000 Undoing contribution: was 0.19257153423464413 now 0.19257108031589 418: time = 1.358000 loss = 6.004498 testLoss 7.001197 'PTL__rev lambda = -0.5908 alpha = 0.003620 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.36 0.002000 increaseLambda: 1.361 0.001000 419: time = 1.361000 loss = 6.004497 testLoss 7.001157 'PTL__rev lambda = -0.1289 alpha = -0.003732 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 36 features Newton: returning 0.15516033254213035 Updating 2 features Loss was 6.004497155935038, now 6.0044933775995055, delta -0.000004 parallelUpdate: 1.363 0.002000 Updating 2 features NewtonStep: 1.365 0.002000 increaseLambda: 1.366 0.001000 Undoing contribution: was 5.397204103231192E-6 now 2.9649916584505457E-6 421: time = 1.366000 loss = 6.004491 testLoss 7.001249 'NTL__rev lambda = 0.0149 alpha = -0.008729 lossBound = -0.000001 W1 = 0.274542 N1 = 0.295846 deltaLoss = -0.000002 Updating 4 features NewtonStep: 1.368 0.002000 increaseLambda: 1.368 0.000000 422: time = 1.368000 loss = 6.004491 testLoss 7.001390 CHLA_COND^2: lambda = 2.2822 min = 1.0000 max = 81.0000 alpha = 0.003410 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.37 0.002000 increaseLambda: 1.371 0.001000 Undoing contribution: was 0.19257108031589 now 0.19257070139415866 423: time = 1.371000 loss = 6.004490 testLoss 7.001429 'PTL__rev lambda = -0.5783 alpha = 0.003307 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.373 0.002000 increaseLambda: 1.373 0.000000 424: time = 1.373000 loss = 6.004490 testLoss 7.001390 'PTL__rev lambda = -0.1415 alpha = -0.003672 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.375 0.002000 increaseLambda: 1.376 0.001000 Undoing contribution: was 0.19257070139415866 now 0.19257026520744258 425: time = 1.376000 loss = 6.004489 testLoss 7.001431 'PTL__rev lambda = -0.5748 alpha = 0.003549 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.378 0.002000 increaseLambda: 1.379 0.001000 426: time = 1.379000 loss = 6.004489 testLoss 7.001392 'PTL__rev lambda = -0.1451 alpha = -0.003659 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.381 0.002000 increaseLambda: 1.381 0.000000 Undoing contribution: was 0.19257026520744258 now 0.19256983227126234 427: time = 1.381000 loss = 6.004489 testLoss 7.001433 'PTL__rev lambda = -0.5712 alpha = 0.003536 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.383 0.002000 increaseLambda: 1.383 0.000000 Undoing contribution: was 2.8668404739532346E-5 now 2.8182759365838902E-5 428: time = 1.383000 loss = 6.004488 testLoss 7.000705 PTL_COND: lambda = -0.0737 min = 1.0000 max = 3.0000 alpha = 0.002909 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.385 0.002000 increaseLambda: 1.386 0.001000 Undoing: newLoss 6.004487756054317, oldLoss 6.004488065706046, deltaLossBound -3.09651742970329E-7 increaseLambda: 1.386 0.000000 Search: 1.387 0.001000 increaseLambda: 1.387 0.000000 429: time = 1.387000 loss = 6.004488 testLoss 7.001119 'PTL_COND__rev lambda = 0.3174 alpha = 0.001635 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.39 0.003000 increaseLambda: 1.391 0.001000 430: time = 1.391000 loss = 6.004487 testLoss 7.001082 'PTL__rev lambda = -0.1486 alpha = -0.003462 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.393 0.002000 increaseLambda: 1.393 0.000000 Undoing contribution: was 0.013257562096558232 now 0.013257089370571877 431: time = 1.393000 loss = 6.004487 testLoss 7.000981 CHLA_COND: lambda = 0.0854 min = 1.0000 max = 9.0000 alpha = -0.004356 lossBound = -0.000000 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.395 0.002000 increaseLambda: 1.395 0.000000 432: time = 1.395000 loss = 6.004486 testLoss 7.001166 CHLA_COND^2: lambda = 2.2867 min = 1.0000 max = 81.0000 alpha = 0.004484 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.397 0.002000 increaseLambda: 1.398 0.001000 Undoing contribution: was 0.013257089370571877 now 0.013256645791470427 433: time = 1.398000 loss = 6.004486 testLoss 7.001068 CHLA_COND: lambda = 0.0812 min = 1.0000 max = 9.0000 alpha = -0.004219 lossBound = -0.000000 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.4 0.002000 increaseLambda: 1.4 0.000000 434: time = 1.400000 loss = 6.004486 testLoss 7.001242 CHLA_COND^2: lambda = 2.2909 min = 1.0000 max = 81.0000 alpha = 0.004217 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.402 0.002000 increaseLambda: 1.402 0.000000 Undoing contribution: was 0.013256645791470427 now 0.013256253245338826 435: time = 1.402000 loss = 6.004485 testLoss 7.001150 CHLA_COND: lambda = 0.0772 min = 1.0000 max = 9.0000 alpha = -0.003969 lossBound = -0.000000 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.404 0.002000 increaseLambda: 1.405 0.001000 436: time = 1.405000 loss = 6.004485 testLoss 7.001314 CHLA_COND^2: lambda = 2.2949 min = 1.0000 max = 81.0000 alpha = 0.003967 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.407 0.002000 increaseLambda: 1.408 0.001000 Undoing contribution: was 0.013256253245338826 now 0.013255905831522889 437: time = 1.408000 loss = 6.004484 testLoss 7.001227 CHLA_COND: lambda = 0.0735 min = 1.0000 max = 9.0000 alpha = -0.003734 lossBound = -0.000000 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.41 0.002000 increaseLambda: 1.41 0.000000 438: time = 1.410000 loss = 6.004484 testLoss 7.001381 CHLA_COND^2: lambda = 2.2986 min = 1.0000 max = 81.0000 alpha = 0.003732 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.412 0.002000 increaseLambda: 1.412 0.000000 439: time = 1.413000 loss = 6.004483 testLoss 7.001388 PTL: lambda = 3.1786 min = 1.0000 max = 4,865.0000 alpha = 0.029546 lossBound = -0.000000 W1 = 0.019301 N1 = 0.021255 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.416 0.003000 increaseLambda: 1.416 0.000000 Undoing contribution: was 0.19256983227126234 now 0.19256929600150574 440: time = 1.416000 loss = 6.004482 testLoss 7.001434 'PTL__rev lambda = -0.5673 alpha = 0.003935 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.418 0.002000 increaseLambda: 1.419 0.001000 441: time = 1.419000 loss = 6.004482 testLoss 7.001395 'PTL__rev lambda = -0.1522 alpha = -0.003641 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.421 0.002000 increaseLambda: 1.421 0.000000 Undoing contribution: was 0.19256929600150574 now 0.1925688674892898 442: time = 1.421000 loss = 6.004482 testLoss 7.001437 'PTL__rev lambda = -0.5638 alpha = 0.003518 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.423 0.002000 increaseLambda: 1.424 0.001000 443: time = 1.424000 loss = 6.004481 testLoss 7.001398 'PTL__rev lambda = -0.1558 alpha = -0.003627 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.426 0.002000 increaseLambda: 1.426 0.000000 Undoing contribution: was 0.1925688674892898 now 0.19256844217119173 444: time = 1.426000 loss = 6.004481 testLoss 7.001439 'PTL__rev lambda = -0.5603 alpha = 0.003504 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.428 0.002000 increaseLambda: 1.429 0.001000 445: time = 1.429000 loss = 6.004480 testLoss 7.001400 'PTL__rev lambda = -0.1595 alpha = -0.003613 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.431 0.002000 increaseLambda: 1.431 0.000000 Undoing contribution: was 0.19256844217119173 now 0.19256802002415263 446: time = 1.431000 loss = 6.004480 testLoss 7.001441 'PTL__rev lambda = -0.5568 alpha = 0.003491 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.433 0.002000 increaseLambda: 1.433 0.000000 447: time = 1.433000 loss = 6.004479 testLoss 7.001403 'PTL__rev lambda = -0.1631 alpha = -0.003600 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.435 0.002000 increaseLambda: 1.435 0.000000 Undoing contribution: was 0.19256802002415263 now 0.19256760102501058 448: time = 1.435000 loss = 6.004479 testLoss 7.001443 'PTL__rev lambda = -0.5533 alpha = 0.003478 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.439 0.004000 increaseLambda: 1.439 0.000000 449: time = 1.439000 loss = 6.004479 testLoss 7.001405 'PTL__rev lambda = -0.1666 alpha = -0.003587 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 36 features Reducing stepsize from 3.22713343005483 to 3.0107487894053477 Reducing stepsize from 3.0107487894053477 to 1.8077852533602863 Newton: returning 1.8077852533602863 Updating 3 features Loss was 6.004478622217379, now 6.004457774372213, delta -0.000021 parallelUpdate: 1.442 0.003000 Updating 3 features NewtonStep: 1.444 0.002000 increaseLambda: 1.444 0.000000 451: time = 1.444000 loss = 6.004452 testLoss 7.001689 ANC^2: lambda = -0.7575 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.137205 lossBound = -0.000002 W1 = 0.001698 N1 = 0.000695 deltaLoss = -0.000006 Updating 3 features NewtonStep: 1.447 0.003000 increaseLambda: 1.447 0.000000 Undoing contribution: was 0.013255905831522889 now 0.01325485365155307 452: time = 1.447000 loss = 6.004451 testLoss 7.001538 CHLA_COND: lambda = 0.0229 min = 1.0000 max = 9.0000 alpha = -0.006479 lossBound = -0.000001 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.449 0.002000 increaseLambda: 1.45 0.001000 453: time = 1.450000 loss = 6.004451 testLoss 7.001377 'CHLA__rev lambda = -0.1831 alpha = -0.002057 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.452 0.002000 increaseLambda: 1.452 0.000000 Undoing contribution: was 0.19256760102501058 now 0.1925671306569967 454: time = 1.452000 loss = 6.004450 testLoss 7.001420 'PTL__rev lambda = -0.4818 alpha = 0.003687 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.455 0.003000 increaseLambda: 1.455 0.000000 Undoing contribution: was 4.2460901551807984E-5 now 4.1724580557409075E-5 455: time = 1.455000 loss = 6.004449 testLoss 7.001411 'NTL__rev lambda = 0.2231 alpha = -0.004805 lossBound = -0.000000 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.458 0.003000 increaseLambda: 1.458 0.000000 Undoing contribution: was 0.1925671306569967 now 0.1925668379146117 456: time = 1.458000 loss = 6.004449 testLoss 7.001445 'PTL__rev lambda = -0.4789 alpha = 0.002908 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.46 0.002000 increaseLambda: 1.46 0.000000 457: time = 1.460000 loss = 6.004449 testLoss 7.001409 'PTL__rev lambda = -0.2382 alpha = -0.003347 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.462 0.002000 increaseLambda: 1.462 0.000000 Undoing contribution: was 0.1925668379146117 now 0.1925664759481167 458: time = 1.462000 loss = 6.004448 testLoss 7.001447 'PTL__rev lambda = -0.4757 alpha = 0.003234 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.465 0.003000 increaseLambda: 1.465 0.000000 459: time = 1.465000 loss = 6.004448 testLoss 7.001412 'PTL__rev lambda = -0.2416 alpha = -0.003335 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.467 0.002000 increaseLambda: 1.468 0.001000 Undoing contribution: was 0.1925664759481167 now 0.19256611668909063 460: time = 1.468000 loss = 6.004448 testLoss 7.001449 'PTL__rev lambda = -0.4724 alpha = 0.003222 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.47 0.002000 increaseLambda: 1.471 0.001000 461: time = 1.471000 loss = 6.004447 testLoss 7.001414 'PTL__rev lambda = -0.2449 alpha = -0.003322 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.473 0.002000 increaseLambda: 1.473 0.000000 Undoing contribution: was 0.19256611668909063 now 0.19256576011750948 462: time = 1.473000 loss = 6.004447 testLoss 7.001451 'PTL__rev lambda = -0.4692 alpha = 0.003210 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.475 0.002000 increaseLambda: 1.475 0.000000 463: time = 1.475000 loss = 6.004447 testLoss 7.001416 'PTL__rev lambda = -0.2482 alpha = -0.003310 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.477 0.002000 increaseLambda: 1.478 0.001000 Undoing contribution: was 0.19256576011750948 now 0.19256540621364238 464: time = 1.478000 loss = 6.004446 testLoss 7.001454 'PTL__rev lambda = -0.4660 alpha = 0.003198 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.48 0.002000 increaseLambda: 1.48 0.000000 Undoing contribution: was 0.008123043072051509 now 0.008122400812506406 465: time = 1.481000 loss = 6.004446 testLoss 7.000318 NTL_COND^2: lambda = -1.1160 min = 1.0000 max = 9.0000 alpha = 0.005611 lossBound = -0.000000 W1 = 0.128609 N1 = 0.121324 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.483 0.002000 increaseLambda: 1.483 0.000000 Undoing: newLoss 6.004445401492262, oldLoss 6.004445607509842, deltaLossBound -2.0601758780009014E-7 increaseLambda: 1.483 0.000000 Search: 1.483 0.000000 increaseLambda: 1.484 0.001000 466: time = 1.484000 loss = 6.004445 testLoss 7.000656 'PTL_COND__rev lambda = 0.3204 alpha = 0.001334 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.49 0.006000 increaseLambda: 1.49 0.000000 467: time = 1.490000 loss = 6.004445 testLoss 7.000804 CHLA_COND^2: lambda = 2.3517 min = 1.0000 max = 81.0000 alpha = 0.003588 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 7 features NewtonStep: 1.493 0.003000 increaseLambda: 1.493 0.000000 468: time = 1.493000 loss = 6.004445 testLoss 7.000774 'PTL__rev lambda = -0.2510 alpha = -0.002801 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 7 features NewtonStep: 1.495 0.002000 increaseLambda: 1.495 0.000000 Undoing contribution: was 0.19256540621364238 now 0.19256505442439753 469: time = 1.495000 loss = 6.004444 testLoss 7.000812 'PTL__rev lambda = -0.4628 alpha = 0.003188 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.498 0.003000 increaseLambda: 1.498 0.000000 470: time = 1.498000 loss = 6.004444 testLoss 7.000776 'PTL__rev lambda = -0.2543 alpha = -0.003287 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.5 0.002000 increaseLambda: 1.501 0.001000 Undoing contribution: was 0.19256505442439753 now 0.1925647054145987 471: time = 1.501000 loss = 6.004444 testLoss 7.000814 'PTL__rev lambda = -0.4597 alpha = 0.003176 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.503 0.002000 increaseLambda: 1.503 0.000000 472: time = 1.503000 loss = 6.004443 testLoss 7.000779 'PTL__rev lambda = -0.2576 alpha = -0.003275 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.506 0.003000 increaseLambda: 1.506 0.000000 Undoing contribution: was 0.1925647054145987 now 0.19256435901719815 473: time = 1.506000 loss = 6.004443 testLoss 7.000816 'PTL__rev lambda = -0.4565 alpha = 0.003164 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.509 0.003000 increaseLambda: 1.509 0.000000 474: time = 1.509000 loss = 6.004443 testLoss 7.000781 'PTL__rev lambda = -0.2608 alpha = -0.003262 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.512 0.003000 increaseLambda: 1.512 0.000000 Undoing contribution: was 0.19256435901719815 now 0.19256401521300148 475: time = 1.512000 loss = 6.004442 testLoss 7.000818 'PTL__rev lambda = -0.4533 alpha = 0.003152 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.514 0.002000 increaseLambda: 1.515 0.001000 476: time = 1.515000 loss = 6.004442 testLoss 7.000783 'PTL__rev lambda = -0.2641 alpha = -0.003250 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.517 0.002000 increaseLambda: 1.517 0.000000 Undoing contribution: was 0.19256401521300148 now 0.19256367398295104 477: time = 1.517000 loss = 6.004442 testLoss 7.000820 'PTL__rev lambda = -0.4502 alpha = 0.003140 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.519 0.002000 increaseLambda: 1.519 0.000000 478: time = 1.519000 loss = 6.004441 testLoss 7.000785 'PTL__rev lambda = -0.2673 alpha = -0.003238 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.521 0.002000 increaseLambda: 1.522 0.001000 Undoing contribution: was 0.19256367398295104 now 0.19256333530812775 479: time = 1.522000 loss = 6.004441 testLoss 7.000822 'PTL__rev lambda = -0.4471 alpha = 0.003129 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 35 features Reducing stepsize from 1.0451460319044192 to 0.452259050333715 Newton: returning 0.452259050333715 Updating 3 features Loss was 6.004441045064505, now 6.00443030871083, delta -0.000011 parallelUpdate: 1.523 0.001000 Updating 2 features NewtonStep: 1.526 0.003000 increaseLambda: 1.527 0.001000 481: time = 1.527000 loss = 6.004428 testLoss 7.000481 'PTL__rev lambda = -0.3216 alpha = -0.008816 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000003 Updating 5 features increaseLambda: 1.529 0.002000 Undoing contribution: was 0.17118041237399773 now 0.17118007941048674 482: time = 1.529000 loss = 6.004427 testLoss 7.000514 (LAKE_ORIGIN=1.0) lambda = 0.9750 alpha = -0.002714 lossBound = -0.000000 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.532 0.003000 increaseLambda: 1.532 0.000000 Undoing contribution: was 0.19256333530812775 now 0.19256313790287116 483: time = 1.532000 loss = 6.004427 testLoss 7.000542 'PTL__rev lambda = -0.3966 alpha = 0.002389 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.534 0.002000 increaseLambda: 1.534 0.000000 484: time = 1.534000 loss = 6.004427 testLoss 7.000423 'PTL__rev lambda = -0.2727 alpha = -0.002927 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.536 0.002000 increaseLambda: 1.537 0.001000 485: time = 1.537000 loss = 6.004426 testLoss 7.001082 TURB_COND: lambda = -2.2129 min = 1.0000 max = 3.0000 alpha = -0.003616 lossBound = -0.000000 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000000 Updating 7 features NewtonStep: 1.539 0.002000 increaseLambda: 1.539 0.000000 Undoing contribution: was 0.19256313790287116 now 0.19256290907573792 486: time = 1.539000 loss = 6.004426 testLoss 7.001112 'PTL__rev lambda = -0.3941 alpha = 0.002572 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.541 0.002000 increaseLambda: 1.541 0.000000 487: time = 1.542000 loss = 6.004426 testLoss 7.000942 'CHLA__rev lambda = -0.1860 alpha = -0.002173 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 7 features NewtonStep: 1.544 0.002000 increaseLambda: 1.544 0.000000 Undoing contribution: was 0.003844770151769767 now 0.0038387851877911333 488: time = 1.544000 loss = 6.004420 testLoss 6.999832 NTL: lambda = -10.2888 min = 5.0000 max = 26,100.0000 alpha = 0.187317 lossBound = -0.000000 W1 = 0.028625 N1 = 0.027624 deltaLoss = -0.000006 Updating 5 features NewtonStep: 1.547 0.003000 increaseLambda: 1.547 0.000000 Undoing contribution: was 0.19256290907573792 now 0.19256106645100157 489: time = 1.547000 loss = 6.004418 testLoss 6.999916 'PTL__rev lambda = -0.3868 alpha = 0.007307 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 Updating 4 features NewtonStep: 1.549 0.002000 increaseLambda: 1.55 0.001000 Undoing: newLoss 6.004417261353503, oldLoss 6.004418089768566, deltaLossBound -8.284370585608916E-7 increaseLambda: 1.55 0.000000 Search: 1.551 0.001000 increaseLambda: 1.551 0.000000 490: time = 1.551000 loss = 6.004417 testLoss 7.001642 'NTL_COND lambda = -1.3754 alpha = -0.010675 lossBound = -0.000001 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000001 Updating 4 features increaseLambda: 1.553 0.002000 491: time = 1.553000 loss = 6.004417 testLoss 7.001602 (LAKE_ORIGIN=1.0) lambda = 0.9782 alpha = 0.003183 lossBound = -0.000000 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.555 0.002000 increaseLambda: 1.556 0.001000 492: time = 1.556000 loss = 6.004417 testLoss 7.001572 'PTL__rev lambda = -0.3245 alpha = -0.002879 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.557 0.001000 increaseLambda: 1.558 0.001000 493: time = 1.558000 loss = 6.004416 testLoss 7.001579 'NTL__rev lambda = 0.2321 alpha = 0.004778 lossBound = -0.000000 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.56 0.002000 increaseLambda: 1.56 0.000000 494: time = 1.560000 loss = 6.004416 testLoss 7.001548 'PTL__rev lambda = -0.3275 alpha = -0.002953 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.562 0.002000 increaseLambda: 1.563 0.001000 Undoing contribution: was 0.19256106645100157 now 0.19256074944458046 495: time = 1.563000 loss = 6.004415 testLoss 7.001583 'PTL__rev lambda = -0.3837 alpha = 0.003027 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.565 0.002000 increaseLambda: 1.565 0.000000 496: time = 1.565000 loss = 6.004415 testLoss 7.001550 'PTL__rev lambda = -0.3306 alpha = -0.003121 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.567 0.002000 increaseLambda: 1.567 0.000000 Undoing contribution: was 0.19256074944458046 now 0.1925604348652401 497: time = 1.567000 loss = 6.004415 testLoss 7.001585 'PTL__rev lambda = -0.3807 alpha = 0.003016 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.569 0.002000 increaseLambda: 1.57 0.001000 498: time = 1.570000 loss = 6.004414 testLoss 7.001552 'PTL__rev lambda = -0.3337 alpha = -0.003109 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 2 features NewtonStep: 1.572 0.002000 increaseLambda: 1.572 0.000000 Undoing contribution: was 0.1925604348652401 now 0.192560122645145 499: time = 1.572000 loss = 6.004414 testLoss 7.001587 'PTL__rev lambda = -0.3777 alpha = 0.003004 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 500: time = 1.572000 loss = 6.004414 testLoss 7.001587 Resulting gain: 1.0193450067233893 Time since start: 2.077 Projecting... Writing file /Users/xxx/Desktop/Research/Table analysis/chemical_cond_est/Maxent 1/Daphnia_lumholtzi.csv Daphnia_lumholtzi response curves Response curve: only ANC Response curve: only ANC_COND Response curve: only CHLA Response curve: only CHLA_COND Response curve: only COND Response curve: only DOC Response curve: only LAKE_ORIGIN Response curve: only NTL Response curve: only NTL_COND Response curve: only PTL Response curve: only PTL_COND Response curve: only SALINITY_COND Response curve: only TURB Response curve: only TURB_COND Response curve: only URBAN Making features Making features Making features Making features makeFeatures: max memory 1908932608, total allocated 374865920, free 205691568, used 169174352, increment 148547840 Daphnia_lumholtzi ANC: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 makeFeatures: max memory 1908932608, total allocated 374865920, free 205691568, used 169174352, increment 0 Daphnia_lumholtzi CHLA_COND: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 34 samples 34 samples Density: max memory 1908932608, total allocated 374865920, free 205691568, used 169174352, increment 0 linearPredictor: max memory 1908932608, total allocated 374865920, free 205691568, used 169174352, increment 0 FeaturedSpace: max memory 1908932608, total allocated 374865920, free 205691568, used 169174352, increment 0 Sequential: max memory 1908932608, total allocated 374865920, free 205691568, used 169174352, increment 0 Initial loss: 7.023758954738443 Updating 2 features NewtonStep: 0.0 0.000000 increaseLambda: 0.001 0.001000 Undoing: newLoss 7.012596166137983, oldLoss 7.023758954738443, deltaLossBound -0.049252397559705306 increaseLambda: 0.001 0.000000 Density: max memory 1908932608, total allocated 374865920, free 205691568, used 169174352, increment 0 linearPredictor: max memory 1908932608, total allocated 374865920, free 205691568, used 169174352, increment 0 Search: 0.001 0.000000 FeaturedSpace: max memory 1908932608, total allocated 374865920, free 205691568, used 169174352, increment 0 increaseLambda: 0.001 0.000000 Sequential: max memory 1908932608, total allocated 374865920, free 205691568, used 169174352, increment 0 Initial loss: 7.023758954738443 Updating 2 features NewtonStep: 0.001 0.001000 0: time = 0.001000 loss = 7.022280 'CHLA_COND lambda = 0.0438 alpha = 0.043756 lossBound = -0.049252 W1 = 0.004651 N1 = 0.058824 deltaLoss = -0.001479 increaseLambda: 0.001 0.000000 Undoing: newLoss 7.021314098904759, oldLoss 7.023758954738443, deltaLossBound -0.03016891949860018 Updating 2 features makeFeatures: max memory 1908932608, total allocated 374865920, free 205691568, used 169174352, increment 0 Daphnia_lumholtzi ANC_COND: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 increaseLambda: 0.001 0.000000 NewtonStep: 0.002 0.001000 increaseLambda: 0.002 0.000000 Undoing: newLoss 7.017426871376298, oldLoss 7.022280309451103, deltaLossBound -0.04777375227237587 Search: 0.001 0.000000 increaseLambda: 0.001 0.000000 0: time = 0.001000 loss = 7.020984 'ANC__rev lambda = -0.0411 alpha = -0.041103 lossBound = -0.030169 W1 = 0.109458 N1 = 0.028343 deltaLoss = -0.002775 increaseLambda: 0.002 0.000000 34 samples Search: 0.003 0.001000 increaseLambda: 0.003 0.000000 1: time = 0.003000 loss = 7.020840 Updating 2 features 'CHLA_COND lambda = 0.0866 alpha = 0.042881 lossBound = -0.047774 W1 = 0.004853 N1 = 0.058824 deltaLoss = -0.001440 NewtonStep: 0.002 0.001000 Density: max memory 1908932608, total allocated 374865920, free 205691536, used 169174384, increment 32 Updating 2 features NewtonStep: 0.003 0.000000 increaseLambda: 0.002 0.000000 Undoing: newLoss 7.019344226058134, oldLoss 7.02098405540378, deltaLossBound -0.02865223408986957 increaseLambda: 0.003 0.000000 Undoing: newLoss 7.01624392609395, oldLoss 7.020839834272942, deltaLossBound -0.046333277094177276 increaseLambda: 0.003 0.000000 increaseLambda: 0.002 0.000000 linearPredictor: max memory 1908932608, total allocated 374865920, free 205548480, used 169317440, increment 143056 Search: 0.003 0.000000 Search: 0.002 0.000000 FeaturedSpace: max memory 1908932608, total allocated 374865920, free 205548480, used 169317440, increment 0 Sequential: max memory 1908932608, total allocated 374865920, free 205548480, used 169317440, increment 0 Initial loss: 7.023758954738443 Updating 2 features increaseLambda: 0.002 0.000000 1: time = 0.003000 loss = 7.018357 'ANC__rev lambda = -0.0813 alpha = -0.040205 lossBound = -0.028652 W1 = 0.107337 N1 = 0.028343 deltaLoss = -0.002627 increaseLambda: 0.003 0.000000 2: time = 0.004000 loss = 7.019437 'CHLA_COND lambda = 0.1287 NewtonStep: 0.0 0.000000 makeFeatures: max memory 1908932608, total allocated 374865920, free 205548448, used 169317472, increment 32 alpha = 0.042023 lossBound = -0.046333 W1 = 0.005061 N1 = 0.058824 deltaLoss = -0.001403 Updating 2 features Updating 2 features NewtonStep: 0.004 0.000000 Daphnia_lumholtzi CHLA: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 increaseLambda: 0.001 0.001000 Undoing: newLoss 7.023401468108954, oldLoss 7.023758954738443, deltaLossBound -0.014072737118408066 increaseLambda: 0.004 0.000000 Undoing: newLoss 7.015082464404116, oldLoss 7.0194367835955, deltaLossBound -0.04493022641674269 increaseLambda: 0.001 0.000000 increaseLambda: 0.004 0.000000 NewtonStep: 0.003 0.000000 Search: 0.001 0.000000 Search: 0.004 0.000000 increaseLambda: 0.003 0.000000 Undoing: newLoss 7.016791937899378, oldLoss 7.018356876553777, deltaLossBound -0.027217706615619418 increaseLambda: 0.001 0.000000 0: time = 0.002000 loss = 7.022814 ANC_COND: lambda = -0.0579 min = 1.0000 max = 2.0000 increaseLambda: 0.004 0.001000 increaseLambda: 0.005 0.001000 3: time = 0.005000 loss = 7.018070 alpha = -0.057934 lossBound = -0.014073 W1 = 0.016824 N1 = 0.000000 deltaLoss = -0.000945 'CHLA_COND lambda = 0.1698 alpha = 0.041183 lossBound = -0.044930 W1 = 0.005272 N1 = 0.058824 deltaLoss = -0.001366 Updating 2 features NewtonStep: 0.005 0.000000 Updating 2 features NewtonStep: 0.002 0.000000 increaseLambda: 0.005 0.000000 Undoing: newLoss 7.013942907002362, oldLoss 7.01807041928179, deltaLossBound -0.04356386210304179 Search: 0.004 0.000000 increaseLambda: 0.002 0.000000 Undoing: newLoss 7.022514182595213, oldLoss 7.022813932968824, deltaLossBound -0.013127715348789488 increaseLambda: 0.005 0.000000 increaseLambda: 0.002 0.000000 increaseLambda: 0.004 0.000000 2: time = 0.004000 loss = 7.015869 'ANC__rev lambda = -0.1206 alpha = -0.039327 lossBound = -0.027218 W1 = 0.105298 N1 = 0.028343 deltaLoss = -0.002488 Search: 0.002 0.000000 Search: 0.005 0.000000 increaseLambda: 0.002 0.000000 1: time = 0.002000 loss = 7.021942 increaseLambda: 0.005 0.000000 4: time = 0.005000 loss = 7.016740 'CHLA_COND lambda = 0.2102 alpha = 0.040359 lossBound = -0.043564 W1 = 0.005488 N1 = 0.058824 deltaLoss = -0.001330 Updating 2 features ANC_COND: lambda = -0.1147 min = 1.0000 max = 2.0000 alpha = -0.056775 lossBound = -0.013128 W1 = 0.015910 N1 = 0.000000 deltaLoss = -0.000872 NewtonStep: 0.005 0.000000 Updating 2 features NewtonStep: 0.002 0.000000 Updating 2 features increaseLambda: 0.006 0.001000 Undoing: newLoss 7.012825585047195, oldLoss 7.016740010639144, deltaLossBound -0.0422334534603783 NewtonStep: 0.005 0.001000 increaseLambda: 0.003 0.001000 Undoing: newLoss 7.02166055343061, oldLoss 7.021941707294212, deltaLossBound -0.01225548967417632 increaseLambda: 0.006 0.000000 increaseLambda: 0.003 0.000000 increaseLambda: 0.005 0.000000 Undoing: newLoss 7.014375066788964, oldLoss 7.015868867865015, deltaLossBound -0.025860544097243317 increaseLambda: 0.005 0.000000 Search: 0.003 0.000000 Search: 0.006 0.000000 increaseLambda: 0.003 0.000000 2: time = 0.003000 loss = 7.021136 increaseLambda: 0.006 0.000000 5: time = 0.006000 loss = 7.015445 ANC_COND: lambda = -0.1703 min = 1.0000 max = 2.0000 'CHLA_COND lambda = 0.2498 alpha = 0.039552 lossBound = -0.042233 W1 = 0.005708 N1 = 0.058824 deltaLoss = -0.001295 alpha = -0.055640 lossBound = -0.012255 W1 = 0.015062 N1 = 0.000000 deltaLoss = -0.000806 Updating 2 features Search: 0.005 0.000000 NewtonStep: 0.006 0.000000 Updating 2 features NewtonStep: 0.003 0.000000 increaseLambda: 0.006 0.000000 Undoing: newLoss 7.011730749238913, oldLoss 7.015444834408883, deltaLossBound -0.04093827723016327 increaseLambda: 0.003 0.000000 Undoing: newLoss 7.020871987904175, oldLoss 7.021135920831708, deltaLossBound -0.011449703211671835 increaseLambda: 0.003 0.000000 Search: 0.003 0.000000 increaseLambda: 0.004 0.001000 3: time = 0.004000 loss = 7.020391 ANC_COND: lambda = -0.2249 min = 1.0000 max = 2.0000 alpha = -0.054527 lossBound = -0.011450 W1 = 0.014274 N1 = 0.000000 deltaLoss = -0.000745 Updating 2 features NewtonStep: 0.004 0.000000 increaseLambda: 0.004 0.000000 Undoing: newLoss 7.020142865553558, oldLoss 7.020390834090183, deltaLossBound -0.010704616470146647 increaseLambda: 0.004 0.000000 increaseLambda: 0.005 0.000000 3: time = 0.006000 loss = 7.013512 'ANC__rev lambda = -0.1591 alpha = -0.038469 lossBound = -0.025861 W1 = 0.103340 N1 = 0.028343 deltaLoss = -0.002357 Search: 0.004 0.000000 increaseLambda: 0.004 0.000000 4: time = 0.004000 loss = 7.019701 ANC_COND: lambda = -0.2783 min = 1.0000 max = 2.0000 alpha = -0.053436 lossBound = -0.010705 W1 = 0.013541 N1 = 0.000000 deltaLoss = -0.000690 Updating 2 features NewtonStep: 0.004 0.000000 increaseLambda: 0.004 0.000000 Undoing: newLoss 7.019468106254335, oldLoss 7.019701259600341, deltaLossBound -0.01001504198030554 Updating 2 features 34 samples NewtonStep: 0.006 0.000000 increaseLambda: 0.007 0.001000 increaseLambda: 0.006 0.000000 Undoing: newLoss 7.01208581146904, oldLoss 7.013512014106503, deltaLossBound -0.024576250339399856 increaseLambda: 0.007 0.001000 Search: 0.008 0.001000 increaseLambda: 0.008 0.000000 6: time = 0.008000 loss = 7.014184 'CHLA_COND lambda = 0.2885 alpha = 0.038761 lossBound = -0.040938 W1 = 0.005933 N1 = 0.058824 deltaLoss = -0.001261 Updating 2 features NewtonStep: 0.008 0.000000 Search: 0.007 0.000000 increaseLambda: 0.008 0.000000 Undoing: newLoss 7.0106585779796, oldLoss 7.0141841747717315, deltaLossBound -0.039677617592989566 Density: max memory 1908932608, total allocated 374865920, free 204185128, used 170680792, increment 1363320 linearPredictor: max memory 1908932608, total allocated 374865920, free 204185128, used 170680792, increment 0 increaseLambda: 0.007 0.000000 4: time = 0.007000 loss = 7.011279 'ANC__rev lambda = -0.1967 alpha = -0.037630 lossBound = -0.024576 W1 = 0.101457 N1 = 0.028343 deltaLoss = -0.002233 increaseLambda: 0.008 0.000000 FeaturedSpace: max memory 1908932608, total allocated 374865920, free 204185128, used 170680792, increment 0 Sequential: max memory 1908932608, total allocated 374865920, free 204185128, used 170680792, increment 0 Initial loss: 7.023758954738443 Search: 0.008 0.000000 increaseLambda: 0.008 0.000000 7: time = 0.008000 loss = 7.012957 'CHLA_COND lambda = 0.3265 Updating 2 features increaseLambda: 0.004 0.000000 NewtonStep: 0.007 0.000000 Updating 2 features increaseLambda: 0.008 0.001000 NewtonStep: 0.001 0.001000 alpha = 0.037986 lossBound = -0.039678 W1 = 0.006161 N1 = 0.058824 deltaLoss = -0.001227 Search: 0.006 0.002000 Undoing: newLoss 7.009916856113186, oldLoss 7.011278799656429, deltaLossBound -0.023360607079788702 increaseLambda: 0.006 0.000000 5: time = 0.006000 loss = 7.019063 ANC_COND: lambda = -0.3307 min = 1.0000 max = 2.0000 alpha = -0.052368 lossBound = -0.010015 W1 = 0.012859 N1 = 0.000000 deltaLoss = -0.000639 Updating 2 features NewtonStep: 0.006 0.000000 increaseLambda: 0.008 0.000000 Updating 2 features increaseLambda: 0.001 0.000000 Undoing: newLoss 7.017446727512268, oldLoss 7.023758954738443, deltaLossBound -0.08047209884256487 NewtonStep: 0.009 0.001000 increaseLambda: 0.006 0.000000 Undoing: newLoss 7.0188431135263025, oldLoss 7.0190625039524885, deltaLossBound -0.009376286332453696 increaseLambda: 0.006 0.000000 increaseLambda: 0.001 0.000000 Search: 0.006 0.000000 Search: 0.008 0.000000 Search: 0.001 0.000000 increaseLambda: 0.006 0.000000 6: time = 0.006000 loss = 7.018470 ANC_COND: lambda = -0.3820 min = 1.0000 max = 2.0000 alpha = -0.051320 lossBound = -0.009376 W1 = 0.012224 N1 = 0.000000 deltaLoss = -0.000592 Updating 2 features NewtonStep: 0.006 0.000000 increaseLambda: 0.008 0.000000 increaseLambda: 0.001 0.000000 increaseLambda: 0.009 0.000000 0: time = 0.001000 loss = 7.016967 increaseLambda: 0.006 0.000000 Undoing: newLoss 7.018263724214816, oldLoss 7.01847031635913, deltaLossBound -0.008784098739094415 5: time = 0.008000 loss = 7.009162 'ANC__rev lambda = -0.2335 alpha = -0.036811 lossBound = -0.023361 W1 = 0.099647 N1 = 0.028343 deltaLoss = -0.002117 increaseLambda: 0.006 0.000000 Search: 0.007 0.001000 'CHLA__rev lambda = -0.0370 alpha = -0.036988 lossBound = -0.080472 W1 = 0.380254 N1 = 0.172320 deltaLoss = -0.006792 increaseLambda: 0.007 0.000000 7: time = 0.007000 loss = 7.017921 ANC_COND: lambda = -0.4323 min = 1.0000 max = 2.0000 alpha = -0.050294 lossBound = -0.008784 W1 = 0.011631 N1 = 0.000000 deltaLoss = -0.000549 Updating 2 features NewtonStep: 0.007 0.000000 Updating 2 features increaseLambda: 0.007 0.000000 Undoing: newLoss 7.017726163791954, oldLoss 7.017920842968144, deltaLossBound -0.008234625348108728 NewtonStep: 0.009 0.001000 increaseLambda: 0.007 0.000000 increaseLambda: 0.009 0.000000 Undoing: newLoss 7.0078613383269515, oldLoss 7.009162175417163, deltaLossBound -0.02220965628076142 Search: 0.007 0.000000 increaseLambda: 0.009 0.000000 increaseLambda: 0.007 0.000000 8: time = 0.007000 loss = 7.017411 ANC_COND: lambda = -0.4816 min = 1.0000 max = 2.0000 alpha = -0.049288 lossBound = -0.008235 W1 = 0.011078 N1 = 0.000000 deltaLoss = -0.000510 Updating 2 features NewtonStep: 0.007 0.000000 increaseLambda: 0.007 0.000000 Undoing: newLoss 7.017227006614826, oldLoss 7.017410586247455, deltaLossBound -0.007724368627419721 Search: 0.009 0.000000 increaseLambda: 0.007 0.000000 increaseLambda: 0.009 0.000000 6: time = 0.009000 loss = 7.007156 'ANC__rev lambda = -0.2696 alpha = -0.036010 lossBound = -0.022210 W1 = 0.097906 N1 = 0.028343 deltaLoss = -0.002007 Search: 0.008 0.001000 Undoing: newLoss 7.009609184717979, oldLoss 7.012957323366233, deltaLossBound -0.03845076618750059 increaseLambda: 0.008 0.000000 9: time = 0.008000 loss = 7.016936 ANC_COND: lambda = -0.5299 min = 1.0000 max = 2.0000 alpha = -0.048302 lossBound = -0.007724 W1 = 0.010561 N1 = 0.000000 deltaLoss = -0.000474 increaseLambda: 0.011 0.002000 Updating 2 features NewtonStep: 0.008 0.000000 increaseLambda: 0.008 0.000000 Undoing: newLoss 7.01610399515167, oldLoss 7.016936368845385, deltaLossBound -0.007250151225350037 increaseLambda: 0.008 0.000000 Updating 2 features Search: 0.011 0.000000 NewtonStep: 0.01 0.001000 increaseLambda: 0.011 0.000000 8: time = 0.011000 loss = 7.011764 'CHLA_COND lambda = 0.3637 alpha = 0.037226 lossBound = -0.038451 W1 = 0.006393 N1 = 0.058824 deltaLoss = -0.001194 increaseLambda: 0.01 0.000000 Updating 2 features Updating 2 features Undoing: newLoss 7.005912819300185, oldLoss 7.0071555279757, deltaLossBound -0.02111968351001844 NewtonStep: 0.011 0.000000 Search: 0.008 0.000000 NewtonStep: 0.003 0.002000 increaseLambda: 0.011 0.000000 increaseLambda: 0.008 0.000000 10: time = 0.008000 loss = 7.014945 ANC_COND: lambda = -0.7666 min = 1.0000 max = 2.0000 alpha = -0.236681 lossBound = -0.007250 W1 = 0.008354 N1 = 0.000000 deltaLoss = -0.001992 Updating 2 features NewtonStep: 0.008 0.000000 increaseLambda: 0.003 0.000000 Undoing: newLoss 7.012310523970769, oldLoss 7.016966639851029, deltaLossBound -0.07645920281521904 increaseLambda: 0.01 0.000000 increaseLambda: 0.008 0.000000 Undoing: newLoss 7.014323584453125, oldLoss 7.0149446991725615, deltaLossBound -0.005258481552526378 increaseLambda: 0.003 0.000000 increaseLambda: 0.008 0.000000 Search: 0.011 0.001000 Search: 0.009 0.001000 Search: 0.004 0.001000 increaseLambda: 0.011 0.000000 7: time = 0.011000 loss = 7.005253 increaseLambda: 0.009 0.000000 'ANC__rev lambda = -0.3048 Undoing: newLoss 7.008582624567686, oldLoss 7.011763579320381, deltaLossBound -0.037257022141656194 alpha = -0.035228 lossBound = -0.021120 W1 = 0.096230 N1 = 0.028343 deltaLoss = -0.001903 increaseLambda: 0.004 0.000000 1: time = 0.004000 loss = 7.010519 'CHLA__rev lambda = -0.0731 alpha = -0.036114 lossBound = -0.076459 W1 = 0.375227 N1 = 0.172320 deltaLoss = -0.006448 increaseLambda: 0.012 0.001000 Search: 0.012 0.000000 Updating 2 features NewtonStep: 0.011 0.000000 increaseLambda: 0.012 0.000000 9: time = 0.012000 loss = 7.010602 'CHLA_COND lambda = 0.4002 Updating 2 features alpha = 0.036481 lossBound = -0.037257 W1 = 0.006629 N1 = 0.058824 deltaLoss = -0.001161 Updating 2 features NewtonStep: 0.004 0.000000 NewtonStep: 0.012 0.000000 increaseLambda: 0.011 0.000000 Undoing: newLoss 7.0040652559743775, oldLoss 7.005252650863839, deltaLossBound -0.02008720235674929 increaseLambda: 0.012 0.000000 Undoing: newLoss 6.996228077859059, oldLoss 7.01060224929367, deltaLossBound -0.03609569211493071 increaseLambda: 0.004 0.000000 Undoing: newLoss 7.00610505128923, oldLoss 7.010518850192109, deltaLossBound -0.07264058781018141 increaseLambda: 0.011 0.000000 increaseLambda: 0.012 0.000000 increaseLambda: 0.005 0.001000 Search: 0.012 0.001000 Search: 0.013 0.001000 Search: 0.005 0.000000 increaseLambda: 0.013 0.000000 10: time = 0.013000 loss = 7.005045 increaseLambda: 0.012 0.000000 'CHLA_COND lambda = 0.5790 11: time = 0.009000 loss = 7.013554 alpha = 0.178759 lossBound = -0.036096 W1 = 0.007916 N1 = 0.058824 deltaLoss = -0.005558 ANC_COND: lambda = -0.9796 min = 1.0000 max = 2.0000 Updating 2 features 8: time = 0.012000 loss = 7.003448 'ANC__rev lambda = -0.3392 alpha = -0.034463 lossBound = -0.020087 W1 = 0.094618 N1 = 0.028343 deltaLoss = -0.001805 NewtonStep: 0.013 0.000000 increaseLambda: 0.005 0.000000 2: time = 0.005000 loss = 7.004399 'CHLA__rev lambda = -0.1084 alpha = -0.035258 lossBound = -0.072641 W1 = 0.370333 N1 = 0.172320 deltaLoss = -0.006120 increaseLambda: 0.013 0.000000 Undoing: newLoss 6.99392778401843, oldLoss 7.0050446246245075, deltaLossBound -0.03053806744576809 increaseLambda: 0.013 0.000000 Updating 2 features NewtonStep: 0.012 0.000000 Search: 0.013 0.000000 Updating 2 features NewtonStep: 0.005 0.000000 increaseLambda: 0.013 0.000000 increaseLambda: 0.012 0.000000 alpha = -0.213013 lossBound = -0.005258 W1 = 0.006762 N1 = 0.000000 deltaLoss = -0.001391 Undoing: newLoss 7.002312975094665, oldLoss 7.003447717779898, deltaLossBound -0.019108939829503208 Updating 2 features NewtonStep: 0.01 0.001000 increaseLambda: 0.006 0.001000 Undoing: newLoss 6.998918772486325, oldLoss 7.004398702375909, deltaLossBound -0.0690495278621295 11: time = 0.013000 loss = 7.000257 increaseLambda: 0.011 0.001000 Undoing: newLoss 7.013083362035769, oldLoss 7.013553669431764, deltaLossBound -0.0038674518117289263 increaseLambda: 0.013 0.001000 increaseLambda: 0.011 0.000000 increaseLambda: 0.006 0.000000 Search: 0.011 0.000000 'CHLA_COND lambda = 0.7398 alpha = 0.160883 lossBound = -0.030538 W1 = 0.009285 N1 = 0.058824 deltaLoss = -0.004788 Updating 2 features NewtonStep: 0.014 0.001000 increaseLambda: 0.011 0.000000 12: time = 0.011000 loss = 7.012565 ANC_COND: lambda = -1.1713 min = 1.0000 max = 2.0000 alpha = -0.191712 lossBound = -0.003867 W1 = 0.005589 N1 = 0.000000 deltaLoss = -0.000989 Search: 0.006 0.000000 Search: 0.013 0.000000 increaseLambda: 0.014 0.000000 Undoing: newLoss 6.991587416301951, oldLoss 7.000256565861332, deltaLossBound -0.025750008682593535 increaseLambda: 0.014 0.000000 increaseLambda: 0.006 0.000000 increaseLambda: 0.013 0.000000 Updating 2 features 9: time = 0.013000 loss = 7.001735 3: time = 0.006000 loss = 6.998534 NewtonStep: 0.011 0.000000 'CHLA__rev lambda = -0.0355 'ANC__rev lambda = -0.3730 alpha = -0.035513 lossBound = -0.069050 W1 = 0.342117 N1 = 0.153039 deltaLoss = -0.005865 increaseLambda: 0.011 0.000000 Undoing: newLoss 7.012204528952084, oldLoss 7.012565000002822, deltaLossBound -0.002878782382786528 Search: 0.014 0.000000 increaseLambda: 0.011 0.000000 increaseLambda: 0.015 0.001000 12: time = 0.015000 loss = 6.996150 'CHLA_COND lambda = 0.8846 alpha = 0.144795 lossBound = -0.025750 W1 = 0.010716 N1 = 0.058824 deltaLoss = -0.004106 Updating 2 features NewtonStep: 0.015 0.000000 Updating 2 features Search: 0.012 0.001000 NewtonStep: 0.007 0.001000 increaseLambda: 0.015 0.000000 Undoing: newLoss 6.989343026503614, oldLoss 6.996150191643689, deltaLossBound -0.021643634464925416 increaseLambda: 0.012 0.000000 13: time = 0.012000 loss = 7.011851 ANC_COND: lambda = -1.3438 min = 1.0000 max = 2.0000 alpha = -0.172541 lossBound = -0.002879 W1 = 0.004707 N1 = 0.000000 deltaLoss = -0.000714 Updating 2 features NewtonStep: 0.012 0.000000 increaseLambda: 0.007 0.000000 Undoing: newLoss 6.994563547470045, oldLoss 6.9985341967622645, deltaLossBound -0.06560953627571733 increaseLambda: 0.012 0.000000 Undoing: newLoss 7.011572346979954, oldLoss 7.011851424143053, deltaLossBound -0.002165206523017331 increaseLambda: 0.007 0.000000 increaseLambda: 0.012 0.000000 Search: 0.012 0.000000 Search: 0.007 0.000000 increaseLambda: 0.012 0.000000 14: time = 0.012000 loss = 7.011329 ANC_COND: lambda = -1.4991 min = 1.0000 max = 2.0000 alpha = -0.155287 lossBound = -0.002165 W1 = 0.004033 N1 = 0.000000 deltaLoss = -0.000522 increaseLambda: 0.015 0.000000 Updating 2 features increaseLambda: 0.007 0.000000 alpha = -0.033716 lossBound = -0.019109 W1 = 0.093066 N1 = 0.028343 deltaLoss = -0.001712 4: time = 0.007000 loss = 6.992968 'CHLA__rev lambda = -0.0702 alpha = -0.034680 lossBound = -0.065610 W1 = 0.337546 N1 = 0.153039 deltaLoss = -0.005566 Search: 0.016 0.001000 increaseLambda: 0.016 0.000000 13: time = 0.016000 loss = 6.992644 'CHLA_COND lambda = 1.0150 alpha = 0.130315 lossBound = -0.021644 W1 = 0.012190 N1 = 0.058824 deltaLoss = -0.003506 Updating 2 features Updating 2 features Updating 2 features NewtonStep: 0.012 0.000000 NewtonStep: 0.008 0.001000 NewtonStep: 0.015 0.002000 increaseLambda: 0.013 0.001000 Undoing: newLoss 7.010979622552421, oldLoss 7.011329406586194, deltaLossBound -0.001643188966159104 increaseLambda: 0.008 0.000000 NewtonStep: 0.016 0.000000 Undoing: newLoss 6.989199121990782, oldLoss 6.9929681306859255, deltaLossBound -0.062338948935821814 increaseLambda: 0.013 0.000000 increaseLambda: 0.016 0.000000 Undoing: newLoss 6.987268202233828, oldLoss 6.992643875114519, deltaLossBound -0.01813731793579762 increaseLambda: 0.008 0.000000 increaseLambda: 0.016 0.000000 Search: 0.013 0.000000 increaseLambda: 0.013 0.000000 15: time = 0.013000 loss = 7.010943 ANC_COND^2: lambda = -0.1398 min = 1.0000 max = 4.0000 alpha = -0.139758 lossBound = -0.001643 W1 = 0.003509 N1 = 0.000000 deltaLoss = -0.000386 Updating 2 features NewtonStep: 0.013 0.000000 Search: 0.008 0.000000 Search: 0.016 0.000000 increaseLambda: 0.013 0.000000 Undoing: newLoss 7.010771750790757, oldLoss 7.010942981789611, deltaLossBound -0.001256764169576387 increaseLambda: 0.008 0.000000 increaseLambda: 0.016 0.000000 increaseLambda: 0.015 0.000000 Undoing: newLoss 6.996526817682308, oldLoss 7.001735257641126, deltaLossBound -0.018181822682608872 14: time = 0.016000 loss = 6.989662 5: time = 0.008000 loss = 6.987686 'CHLA_COND lambda = 1.1322 'CHLA__rev lambda = -0.1041 increaseLambda: 0.013 0.000000 alpha = -0.033865 lossBound = -0.062339 W1 = 0.333103 N1 = 0.153039 deltaLoss = -0.005283 increaseLambda: 0.016 0.001000 Search: 0.014 0.001000 increaseLambda: 0.014 0.000000 16: time = 0.014000 loss = 7.010654 Updating 2 features ANC_COND: lambda = -1.6249 min = 1.0000 max = 2.0000 alpha = -0.125782 lossBound = -0.001257 W1 = 0.003095 N1 = 0.000000 deltaLoss = -0.000289 Search: 0.016 0.000000 Updating 2 features NewtonStep: 0.014 0.000000 NewtonStep: 0.009 0.001000 increaseLambda: 0.014 0.000000 Undoing: newLoss 7.010518612946285, oldLoss 7.010653948409804, deltaLossBound -9.677307897690652E-4 increaseLambda: 0.016 0.000000 10: time = 0.016000 loss = 6.994091 'ANC__rev lambda = -0.5379 alpha = -0.164929 lossBound = -0.018182 W1 = 0.085822 N1 = 0.028343 deltaLoss = -0.007644 increaseLambda: 0.009 0.000000 Undoing: newLoss 6.984107352202884, oldLoss 6.9876855170525936, deltaLossBound -0.059229881334554424 increaseLambda: 0.014 0.000000 increaseLambda: 0.009 0.000000 Search: 0.014 0.000000 increaseLambda: 0.014 0.000000 17: time = 0.014000 loss = 7.010436 ANC_COND: lambda = -1.7381 min = 1.0000 max = 2.0000 alpha = -0.113204 lossBound = -0.000968 W1 = 0.002765 N1 = 0.000000 deltaLoss = -0.000218 Updating 2 features alpha = 0.117284 lossBound = -0.018137 W1 = 0.013686 N1 = 0.058824 deltaLoss = -0.002981 NewtonStep: 0.014 0.000000 Search: 0.009 0.000000 Updating 2 features NewtonStep: 0.016 0.000000 increaseLambda: 0.014 0.000000 Undoing: newLoss 7.010328330908779, oldLoss 7.010435784781891, deltaLossBound -7.495671618557096E-4 increaseLambda: 0.009 0.000000 6: time = 0.010000 loss = 6.982672 'CHLA__rev lambda = -0.1371 alpha = -0.033068 lossBound = -0.059230 W1 = 0.328788 N1 = 0.153039 deltaLoss = -0.005013 increaseLambda: 0.017 0.001000 Undoing: newLoss 6.989969638345651, oldLoss 6.994091253702335, deltaLossBound -0.014057224148338673 increaseLambda: 0.015 0.001000 increaseLambda: 0.017 0.000000 Search: 0.015 0.000000 Updating 2 features increaseLambda: 0.015 0.000000 18: time = 0.015000 loss = 7.010270 Updating 2 features ANC_COND: lambda = -1.8400 min = 1.0000 max = 2.0000 NewtonStep: 0.01 0.000000 alpha = -0.101884 lossBound = -0.000750 W1 = 0.002498 N1 = 0.000000 deltaLoss = -0.000166 Updating 2 features NewtonStep: 0.015 0.000000 Search: 0.017 0.000000 increaseLambda: 0.015 0.000000 increaseLambda: 0.01 0.000000 Undoing: newLoss 6.979274579753826, oldLoss 6.982672071131341, deltaLossBound -0.05627474977775909 NewtonStep: 0.018 0.002000 Undoing: newLoss 7.010184158080301, oldLoss 7.010269792869344, deltaLossBound -5.835752493080884E-4 increaseLambda: 0.015 0.000000 increaseLambda: 0.018 0.000000 Undoing: newLoss 6.985397303232849, oldLoss 6.989662489735337, deltaLossBound -0.015155932556590708 increaseLambda: 0.017 0.000000 11: time = 0.017000 loss = 6.988244 'ANC__rev lambda = -0.6850 alpha = -0.147132 lossBound = -0.014057 W1 = 0.079829 N1 = 0.028343 deltaLoss = -0.005847 increaseLambda: 0.018 0.000000 increaseLambda: 0.01 0.000000 Updating 2 features Search: 0.019 0.001000 NewtonStep: 0.018 0.001000 Search: 0.011 0.001000 increaseLambda: 0.019 0.000000 15: time = 0.019000 loss = 6.987138 'CHLA_COND lambda = 1.2378 alpha = 0.105555 lossBound = -0.015156 W1 = 0.015186 N1 = 0.058824 deltaLoss = -0.002525 Search: 0.016 0.001000 increaseLambda: 0.018 0.000000 Undoing: newLoss 6.984970422442248, oldLoss 6.988244141403469, deltaLossBound -0.010920551519791205 increaseLambda: 0.011 0.000000 7: time = 0.011000 loss = 6.977914 increaseLambda: 0.016 0.000000 Updating 2 features 19: time = 0.016000 loss = 7.010143 NewtonStep: 0.019 0.000000 'CHLA__rev lambda = -0.1694 increaseLambda: 0.018 0.000000 ANC_COND: lambda = -1.9317 min = 1.0000 max = 2.0000 alpha = -0.091695 lossBound = -0.000584 W1 = 0.002280 N1 = 0.000000 deltaLoss = -0.000127 Updating 2 features NewtonStep: 0.016 0.000000 increaseLambda: 0.019 0.000000 Undoing: newLoss 6.983740390616344, oldLoss 6.987137545372309, deltaLossBound -0.012630988193569729 increaseLambda: 0.016 0.000000 Undoing: newLoss 7.009940265301702, oldLoss 7.01014260590238, deltaLossBound -4.563882823454366E-4 increaseLambda: 0.019 0.000000 Search: 0.018 0.000000 increaseLambda: 0.016 0.000000 increaseLambda: 0.018 0.000000 12: time = 0.018000 loss = 6.983745 'ANC__rev lambda = -0.8164 Search: 0.019 0.000000 alpha = -0.032288 lossBound = -0.056275 W1 = 0.324595 N1 = 0.153039 deltaLoss = -0.004758 Search: 0.016 0.000000 increaseLambda: 0.019 0.000000 16: time = 0.019000 loss = 6.985007 'CHLA_COND lambda = 1.3328 alpha = 0.095000 lossBound = -0.012631 W1 = 0.016674 N1 = 0.058824 deltaLoss = -0.002130 increaseLambda: 0.016 0.000000 alpha = -0.131347 lossBound = -0.010921 W1 = 0.074832 N1 = 0.028343 deltaLoss = -0.004499 20: time = 0.016000 loss = 7.009869 ANC_COND^2: lambda = -0.4148 min = 1.0000 max = 4.0000 alpha = -0.275086 lossBound = -0.000456 W1 = 0.001732 N1 = 0.000000 deltaLoss = -0.000273 Updating 2 features NewtonStep: 0.017 0.001000 Updating 2 features increaseLambda: 0.017 0.000000 Undoing: newLoss 7.009782410818312, oldLoss 7.00986932724687, deltaLossBound -1.831096268357079E-4 Updating 2 features NewtonStep: 0.02 0.001000 increaseLambda: 0.017 0.000000 increaseLambda: 0.02 0.000000 Undoing: newLoss 6.982292874915624, oldLoss 6.9850071910113956, deltaLossBound -0.010500633832661248 Updating 2 features NewtonStep: 0.019 0.001000 increaseLambda: 0.02 0.000000 NewtonStep: 0.012 0.001000 increaseLambda: 0.019 0.000000 Undoing: newLoss 6.981136693424759, oldLoss 6.983744909918572, deltaLossBound -0.008520693660110256 increaseLambda: 0.012 0.000000 Undoing: newLoss 6.96414228926979, oldLoss 6.97791418505624, deltaLossBound -0.05544479056864449 Search: 0.02 0.000000 increaseLambda: 0.019 0.000000 increaseLambda: 0.012 0.000000 increaseLambda: 0.02 0.000000 17: time = 0.020000 loss = 6.983216 'CHLA_COND lambda = 1.4183 alpha = 0.085500 lossBound = -0.010501 W1 = 0.018136 N1 = 0.058824 deltaLoss = -0.001791 Updating 2 features NewtonStep: 0.02 0.000000 Search: 0.019 0.000000 increaseLambda: 0.02 0.000000 Undoing: newLoss 6.981041770181599, oldLoss 6.983216082913577, deltaLossBound -0.008709525734817033 Search: 0.012 0.000000 increaseLambda: 0.02 0.000000 increaseLambda: 0.019 0.000000 13: time = 0.019000 loss = 6.980264 'ANC__rev lambda = -0.9337 alpha = -0.117336 lossBound = -0.008521 W1 = 0.070636 N1 = 0.028343 deltaLoss = -0.003481 increaseLambda: 0.013 0.001000 8: time = 0.013000 loss = 6.976278 'CHLA__rev lambda = 0.0474 alpha = 0.047370 lossBound = -0.055445 W1 = 0.003899 N1 = 0.058824 deltaLoss = -0.001636 Search: 0.017 0.000000 Search: 0.021 0.001000 increaseLambda: 0.018 0.001000 21: time = 0.018000 loss = 7.009762 ANC_COND: lambda = -2.1151 min = 1.0000 max = 2.0000 alpha = -0.183390 lossBound = -0.000183 W1 = 0.001442 N1 = 0.000000 deltaLoss = -0.000107 Updating 2 features NewtonStep: 0.018 0.000000 increaseLambda: 0.021 0.000000 18: time = 0.021000 loss = 6.981715 'CHLA_COND lambda = 1.4952 alpha = 0.076950 lossBound = -0.008710 W1 = 0.019558 N1 = 0.058824 deltaLoss = -0.001501 Updating 2 features Updating 2 features increaseLambda: 0.018 0.000000 NewtonStep: 0.021 0.000000 NewtonStep: 0.013 0.000000 Undoing: newLoss 7.009724417739937, oldLoss 7.009762420235973, deltaLossBound -7.620261593785431E-5 increaseLambda: 0.021 0.000000 increaseLambda: 0.018 0.000000 Undoing: newLoss 6.979969738499747, oldLoss 6.981715132389181, deltaLossBound -0.00720857521041888 increaseLambda: 0.013 0.000000 Undoing: newLoss 6.970232929022973, oldLoss 6.976278238049171, deltaLossBound -0.05380884356157594 increaseLambda: 0.021 0.000000 increaseLambda: 0.013 0.000000 Search: 0.018 0.000000 increaseLambda: 0.018 0.000000 22: time = 0.018000 loss = 7.009719 ANC_COND: lambda = -2.2373 min = 1.0000 max = 2.0000 alpha = -0.122260 lossBound = -0.000076 W1 = 0.001277 N1 = 0.000000 deltaLoss = -0.000044 Updating 2 features Search: 0.021 0.000000 NewtonStep: 0.018 0.000000 Search: 0.013 0.000000 increaseLambda: 0.021 0.000000 increaseLambda: 0.018 0.000000 19: time = 0.021000 loss = 6.980461 Undoing: newLoss 7.009701914193482, oldLoss 7.009718667604452, deltaLossBound -3.2449984417032036E-5 'CHLA_COND lambda = 1.5645 alpha = 0.069255 lossBound = -0.007209 W1 = 0.020931 N1 = 0.058824 deltaLoss = -0.001254 Updating 2 features NewtonStep: 0.021 0.000000 increaseLambda: 0.013 0.000000 9: time = 0.013000 loss = 6.974683 'CHLA__rev lambda = 0.0938 alpha = 0.046422 lossBound = -0.053809 W1 = 0.004083 N1 = 0.058824 deltaLoss = -0.001595 increaseLambda: 0.018 0.000000 increaseLambda: 0.022 0.001000 20: time = 0.022000 loss = 6.969626 CHLA_COND^2: lambda = 0.6992 min = 1.0000 max = 81.0000 alpha = 0.699180 lossBound = -0.006071 W1 = 0.064958 N1 = 0.079044 deltaLoss = -0.010835 Updating 2 features NewtonStep: 0.022 0.000000 increaseLambda: 0.022 0.000000 Search: 0.019 0.001000 Undoing: newLoss 6.969485689263958, oldLoss 6.969626255630737, deltaLossBound -1.5705914017640008E-4 Updating 2 features increaseLambda: 0.019 0.000000 increaseLambda: 0.022 0.000000 23: time = 0.019000 loss = 7.009700 NewtonStep: 0.014 0.001000 ANC_COND: lambda = -2.3188 min = 1.0000 max = 2.0000 alpha = -0.081507 lossBound = -0.000032 W1 = 0.001177 N1 = 0.000000 deltaLoss = -0.000018 Updating 2 features NewtonStep: 0.019 0.000000 increaseLambda: 0.019 0.000000 Undoing: newLoss 7.009692826234397, oldLoss 7.009700241058895, deltaLossBound -1.4023438860142208E-5 increaseLambda: 0.014 0.000000 Search: 0.022 0.000000 Undoing: newLoss 6.959159862558993, oldLoss 6.974683463518583, deltaLossBound -0.053629974150302795 increaseLambda: 0.019 0.000000 increaseLambda: 0.022 0.000000 21: time = 0.022000 loss = 6.969462 CHLA_COND^2: lambda = 0.7462 min = 1.0000 max = 81.0000 alpha = 0.046974 lossBound = -0.000157 W1 = 0.066798 N1 = 0.079044 deltaLoss = -0.000164 Updating 2 features increaseLambda: 0.014 0.000000 NewtonStep: 0.022 0.000000 Search: 0.019 0.000000 increaseLambda: 0.022 0.000000 Undoing: newLoss 6.969350256673613, oldLoss 6.969461894796157, deltaLossBound -2.0693621294162788E-4 increaseLambda: 0.019 0.000000 24: time = 0.019000 loss = 7.009692 ANC_COND: lambda = -2.3732 min = 1.0000 max = 2.0000 alpha = -0.054338 lossBound = -0.000014 W1 = 0.001115 N1 = 0.000000 deltaLoss = -0.000008 increaseLambda: 0.022 0.000000 Search: 0.014 0.000000 Updating 2 features NewtonStep: 0.019 0.000000 increaseLambda: 0.019 0.000000 Undoing: newLoss 7.009689048054284, oldLoss 7.009692336102349, deltaLossBound -6.118482313296423E-6 increaseLambda: 0.015 0.001000 10: time = 0.015000 loss = 6.953314 'CHLA__rev lambda = -0.3273 alpha = -0.157854 lossBound = -0.053630 W1 = 0.304665 N1 = 0.153039 deltaLoss = -0.021369 increaseLambda: 0.02 0.001000 Search: 0.023 0.001000 increaseLambda: 0.023 0.000000 Undoing contribution: was 0.04329779851398019 now 0.04318184606586506 22: time = 0.023000 loss = 6.969346 'CHLA_COND lambda = 1.5298 alpha = -0.034749 lossBound = -0.000207 W1 = 0.040990 N1 = 0.058824 deltaLoss = -0.000116 Search: 0.02 0.000000 Updating 2 features NewtonStep: 0.023 0.000000 Updating 2 features NewtonStep: 0.015 0.000000 increaseLambda: 0.02 0.000000 25: time = 0.020000 loss = 7.009689 increaseLambda: 0.023 0.000000 Undoing: newLoss 6.9692357947273536, oldLoss 6.969345942348042, deltaLossBound -1.23665950567332E-4 increaseLambda: 0.023 0.000000 increaseLambda: 0.015 0.000000 Undoing: newLoss 6.922687484896073, oldLoss 6.953314369055919, deltaLossBound -0.055957796309835925 increaseLambda: 0.015 0.000000 Search: 0.023 0.000000 increaseLambda: 0.023 0.000000 23: time = 0.023000 loss = 6.969217 CHLA_COND^2: lambda = 0.7878 min = 1.0000 max = 81.0000 alpha = 0.041635 lossBound = -0.000124 W1 = 0.067089 N1 = 0.079044 deltaLoss = -0.000129 Updating 2 features ANC_COND: lambda = -2.4094 min = 1.0000 max = 2.0000 NewtonStep: 0.023 0.000000 alpha = -0.036225 lossBound = -0.000006 W1 = 0.001075 N1 = 0.000000 deltaLoss = -0.000003 Search: 0.015 0.000000 Updating 2 features NewtonStep: 0.02 0.000000 increaseLambda: 0.023 0.000000 Undoing: newLoss 6.969092054705953, oldLoss 6.969216537464739, deltaLossBound -2.3111610334163686E-4 increaseLambda: 0.02 0.000000 Undoing: newLoss 7.009687444382283, oldLoss 7.0096889038842445, deltaLossBound -2.6862642091862753E-6 increaseLambda: 0.015 0.000000 11: time = 0.015000 loss = 6.945162 'CHLA__rev lambda = 0.3321 alpha = 0.238330 lossBound = -0.055958 W1 = 0.004646 N1 = 0.058824 deltaLoss = -0.008153 increaseLambda: 0.024 0.001000 increaseLambda: 0.021 0.001000 Search: 0.021 0.000000 Search: 0.024 0.000000 Updating 2 features NewtonStep: 0.016 0.001000 increaseLambda: 0.021 0.000000 26: time = 0.021000 loss = 7.009687 increaseLambda: 0.024 0.000000 ANC_COND: lambda = -2.4336 min = 1.0000 max = 2.0000 alpha = -0.024150 lossBound = -0.000003 W1 = 0.001049 N1 = 0.000000 deltaLoss = -0.000002 Undoing contribution: was 0.04318184606586506Updating 2 features now 0.04305228302566899 NewtonStep: 0.021 0.000000 24: time = 0.024000 loss = 6.969087 increaseLambda: 0.016 0.000000 'CHLA_COND lambda = 1.4931 Undoing: newLoss 6.922192333771038, oldLoss 6.945161657222635, deltaLossBound -0.04780508447655248 alpha = -0.036690 lossBound = -0.000231 W1 = 0.041143 N1 = 0.058824 deltaLoss = -0.000130 Updating 2 features NewtonStep: 0.024 0.000000 increaseLambda: 0.021 0.000000 Undoing: newLoss 7.009686753679993, oldLoss 7.009687401866626, deltaLossBound -1.184246590628492E-6 increaseLambda: 0.024 0.000000 Undoing: newLoss 6.968988574114994, oldLoss 6.969086974424543, deltaLossBound -1.1062101542370646E-4 increaseLambda: 0.016 0.000000 increaseLambda: 0.021 0.000000 increaseLambda: 0.024 0.000000 Search: 0.021 0.000000 Search: 0.016 0.000000 Search: 0.024 0.000000 increaseLambda: 0.021 0.000000 27: time = 0.021000 loss = 7.009687 ANC_COND^2: lambda = -0.4309 min = 1.0000 max = 4.0000 increaseLambda: 0.024 0.000000 increaseLambda: 0.016 0.000000 alpha = -0.016100 lossBound = -0.000001 W1 = 0.001033 N1 = 0.000000 deltaLoss = -0.000001 12: time = 0.017000 loss = 6.938048 Updating 2 features 25: time = 0.025000 loss = 6.968971 NewtonStep: 0.022 0.001000 CHLA_COND^2: lambda = 0.8271 min = 1.0000 max = 81.0000 alpha = 0.039358 lossBound = -0.000111 W1 = 0.067212 N1 = 0.079044 deltaLoss = -0.000116 'CHLA__rev lambda = 0.5466 Updating 2 features alpha = 0.214497 lossBound = -0.047805 W1 = 0.005751 N1 = 0.058824 deltaLoss = -0.007114 NewtonStep: 0.025 0.000000 increaseLambda: 0.022 0.000000 Undoing: newLoss 7.009686453167871, oldLoss 7.009686741121664, deltaLossBound -5.23501628788036E-7 increaseLambda: 0.025 0.000000 Undoing: newLoss 6.968842925174342, oldLoss 6.968971201071694, deltaLossBound -2.3826739342025375E-4 increaseLambda: 0.022 0.000000 increaseLambda: 0.025 0.000000 Updating 2 features Search: 0.022 0.000000 NewtonStep: 0.017 0.000000 increaseLambda: 0.022 0.000000 28: time = 0.022000 loss = 7.009686 Search: 0.025 0.000000 increaseLambda: 0.017 0.000000 Undoing: newLoss 6.925988697102345, oldLoss 6.938047979981591, deltaLossBound -0.04182877396342104 ANC_COND: lambda = -2.4443 min = 1.0000 max = 2.0000 alpha = -0.010733 lossBound = -0.000001 W1 = 0.001022 N1 = 0.000000 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.022 0.000000 increaseLambda: 0.025 0.000000 Undoing contribution: was 0.04305228302566899 now 0.04291869278552696 26: time = 0.025000 loss = 6.968838 increaseLambda: 0.017 0.000000 'CHLA_COND lambda = 1.4558 increaseLambda: 0.022 0.000000 alpha = -0.037244 lossBound = -0.000238 W1 = 0.041187 N1 = 0.058824 deltaLoss = -0.000134 Undoing: newLoss 7.009686321510638, oldLoss 7.009686449454455, deltaLossBound -2.3183442001106137E-7 Updating 2 features NewtonStep: 0.025 0.000000 increaseLambda: 0.022 0.000000 increaseLambda: 0.025 0.000000 Undoing: newLoss 6.968780671031498, oldLoss 6.968837610831552, deltaLossBound -1.0467715327328888E-4 Search: 0.017 0.000000 increaseLambda: 0.026 0.001000 Search: 0.023 0.001000 increaseLambda: 0.018 0.001000 13: time = 0.018000 loss = 6.921471 'CHLA__rev lambda = -0.4678 alpha = -0.140512 lossBound = -0.041829 W1 = 0.288579 N1 = 0.153039 deltaLoss = -0.016577 increaseLambda: 0.023 0.000000 29: time = 0.023000 loss = 7.009686 ANC_COND: lambda = -2.4514 min = 1.0000 max = 2.0000 alpha = -0.007156 lossBound = -0.000000 W1 = 0.001014 N1 = 0.000000 deltaLoss = -0.000000 Updating 2 features Newton: returning 0.004929768750369227 Search: 0.026 0.000000 Updating 2 features increaseLambda: 0.026 0.000000 Undoing contribution: was 0.04291869278552696 now 0.042860182177688166 27: time = 0.026000 loss = 6.968779 Loss was 7.0096863204118485, now 7.009686217625203, delta -0.000000 'CHLA_COND lambda = 1.4310 parallelUpdate: 0.023 0.000000 alpha = -0.024829 lossBound = -0.000105 W1 = 0.040217 N1 = 0.058824 deltaLoss = -0.000059 Updating 2 features Updating 2 features NewtonStep: 0.018 0.000000 Updating 2 features NewtonStep: 0.023 0.000000 NewtonStep: 0.026 0.000000 increaseLambda: 0.023 0.000000 increaseLambda: 0.026 0.000000 Undoing: newLoss 7.009686217622332, oldLoss 7.009686217625203, deltaLossBound -5.167812139096776E-12 Undoing: newLoss 6.968627785911901, oldLoss 6.968779100223713, deltaLossBound -1.6798081399986716E-4 increaseLambda: 0.018 0.000000 Undoing: newLoss 6.901614535418968, oldLoss 6.921471261765103, deltaLossBound -0.043954478315272584 increaseLambda: 0.023 0.000000 increaseLambda: 0.026 0.000000 increaseLambda: 0.018 0.000000 Search: 0.023 0.000000 Search: 0.026 0.000000 increaseLambda: 0.023 0.000000 increaseLambda: 0.026 0.000000 28: time = 0.026000 loss = 6.968603 31: time = 0.023000 loss = 7.009686 Search: 0.019 0.001000 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 CHLA_COND^2: lambda = 0.8757 min = 1.0000 max = 81.0000 alpha = -0.000034 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Updating 2 features alpha = 0.048597 lossBound = -0.000168 W1 = 0.066701 N1 = 0.079044 deltaLoss = -0.000176 NewtonStep: 0.024 0.001000 Updating 2 features NewtonStep: 0.027 0.001000 increaseLambda: 0.024 0.000000 increaseLambda: 0.019 0.000000 Undoing: newLoss 7.009686217621056, oldLoss 7.009686217622331, deltaLossBound -2.2968646278901915E-12 14: time = 0.019000 loss = 6.914860 'CHLA__rev lambda = 0.7496 increaseLambda: 0.027 0.000000 alpha = 0.202975 lossBound = -0.043954 W1 = 0.006376 N1 = 0.058824 deltaLoss = -0.006611 Undoing: newLoss 6.96850643061809, oldLoss 6.96860307720099, deltaLossBound -1.7878930573602759E-4 increaseLambda: 0.024 0.000000 increaseLambda: 0.027 0.000000 Search: 0.024 0.000000 Updating 2 features increaseLambda: 0.024 0.000000 32: time = 0.024000 loss = 7.009686 NewtonStep: 0.019 0.000000 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000023 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.024 0.000000 Search: 0.027 0.000000 increaseLambda: 0.019 0.000000 increaseLambda: 0.024 0.000000 Undoing: newLoss 7.009686217620488, oldLoss 7.009686217621056, deltaLossBound -1.0207701299996844E-12 Undoing: newLoss 6.899687729399826, oldLoss 6.914860359030095, deltaLossBound -0.037343575580259226 increaseLambda: 0.027 0.000000 Undoing contribution: was 0.042860182177688166 now 0.042760060769393426 29: time = 0.027000 loss = 6.968503 'CHLA_COND lambda = 1.3987 alpha = -0.032336 lossBound = -0.000179 W1 = 0.040801 N1 = 0.058824 deltaLoss = -0.000100 increaseLambda: 0.024 0.000000 Updating 2 features increaseLambda: 0.019 0.000000 Newton: returning -1.191487321225027E-5 Updating 2 features Search: 0.025 0.001000 Loss was 6.968502955792696, now 6.968502955778542, delta -0.000000 parallelUpdate: 0.028 0.001000 Updating 2 features NewtonStep: 0.028 0.000000 Search: 0.02 0.001000 increaseLambda: 0.025 0.000000 33: time = 0.025000 loss = 7.009686 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 increaseLambda: 0.028 0.000000 alpha = -0.000015 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Undoing: newLoss 6.968392445663705, oldLoss 6.968502955778542, deltaLossBound -1.235206838162454E-4 increaseLambda: 0.02 0.000000 Updating 2 features NewtonStep: 0.025 0.000000 15: time = 0.020000 loss = 6.909133 'CHLA__rev lambda = 0.9323 increaseLambda: 0.028 0.000000 alpha = 0.182678 lossBound = -0.037344 W1 = 0.007644 N1 = 0.058824 deltaLoss = -0.005727 increaseLambda: 0.025 0.000000 Undoing: newLoss 7.009686217620237, oldLoss 7.009686217620489, deltaLossBound -4.5372639920524893E-13 increaseLambda: 0.025 0.000000 Search: 0.028 0.000000 increaseLambda: 0.028 0.000000 31: time = 0.028000 loss = 6.968374 Updating 2 features CHLA_COND^2: lambda = 0.9173 min = 1.0000 max = 81.0000 alpha = 0.041610 lossBound = -0.000124 W1 = 0.067083 N1 = 0.079044 deltaLoss = -0.000129 NewtonStep: 0.02 0.000000 Updating 2 features Search: 0.025 0.000000 NewtonStep: 0.028 0.000000 increaseLambda: 0.025 0.000000 34: time = 0.025000 loss = 7.009686 ANC_COND^2: lambda = -0.4331 min = 1.0000 max = 4.0000 increaseLambda: 0.028 0.000000 increaseLambda: 0.02 0.000000 Undoing: newLoss 6.968259892727279, oldLoss 6.968373550618932, deltaLossBound -2.1073460478079767E-4 alpha = -0.000010 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Undoing: newLoss 6.899682306211416, oldLoss 6.90913288034742, deltaLossBound -0.032853787098255094 Updating 2 features NewtonStep: 0.025 0.000000 increaseLambda: 0.028 0.000000 increaseLambda: 0.021 0.001000 increaseLambda: 0.026 0.001000 Undoing: newLoss 7.009686217620125, oldLoss 7.009686217620237, deltaLossBound -2.0157586926357604E-13 Search: 0.029 0.001000 increaseLambda: 0.026 0.000000 Search: 0.021 0.000000 increaseLambda: 0.029 0.000000 Undoing contribution: was 0.04276006078056398 now 0.042641970901604084 32: time = 0.029000 loss = 6.968255 'CHLA_COND lambda = 1.3636 alpha = -0.035062 lossBound = -0.000211 W1 = 0.041015 N1 = 0.058824 deltaLoss = -0.000118 Updating 2 features Search: 0.026 0.000000 NewtonStep: 0.029 0.000000 increaseLambda: 0.021 0.000000 16: time = 0.021000 loss = 6.896179 'CHLA__rev lambda = -0.5932 alpha = -0.125409 lossBound = -0.032854 W1 = 0.275013 N1 = 0.153039 deltaLoss = -0.012954 increaseLambda: 0.026 0.000000 increaseLambda: 0.029 0.000000 35: time = 0.026000 loss = 7.009686 Undoing: newLoss 6.968160078309113, oldLoss 6.9682554607399725, deltaLossBound -1.0683721123364758E-4 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000007 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.026 0.000000 increaseLambda: 0.029 0.000000 increaseLambda: 0.026 0.000000 Undoing: newLoss 7.009686217620075, oldLoss 7.009686217620125, deltaLossBound -8.959677480337709E-14 Updating 2 features increaseLambda: 0.026 0.000000 NewtonStep: 0.021 0.000000 Search: 0.029 0.000000 increaseLambda: 0.029 0.000000 33: time = 0.029000 loss = 6.968144 increaseLambda: 0.021 0.000000 CHLA_COND^2: lambda = 0.9560 min = 1.0000 max = 81.0000 Undoing: newLoss 6.882831802618439, oldLoss 6.896178781755549, deltaLossBound -0.034428579644660756 Search: 0.026 0.000000 alpha = 0.038674 lossBound = -0.000107 W1 = 0.067243 N1 = 0.079044 deltaLoss = -0.000112 Updating 2 features NewtonStep: 0.029 0.000000 increaseLambda: 0.027 0.001000 increaseLambda: 0.022 0.001000 36: time = 0.027000 loss = 7.009686 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 increaseLambda: 0.03 0.001000 alpha = -0.000004 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Undoing: newLoss 6.968024132691329, oldLoss 6.968143522794129, deltaLossBound -2.2152242508880057E-4 Updating 2 features NewtonStep: 0.027 0.000000 increaseLambda: 0.03 0.000000 increaseLambda: 0.027 0.000000 Undoing: newLoss 7.009686217620054, oldLoss 7.009686217620075, deltaLossBound -3.980184081711355E-14 Search: 0.022 0.000000 increaseLambda: 0.027 0.000000 increaseLambda: 0.022 0.000000 17: time = 0.022000 loss = 6.890850 'CHLA__rev lambda = 1.1057 Search: 0.03 0.000000 alpha = 0.173473 lossBound = -0.034429 W1 = 0.008299 N1 = 0.058824 deltaLoss = -0.005329 Search: 0.027 0.000000 increaseLambda: 0.03 0.000000 Undoing contribution: was 0.042641970901604084 now 0.042517809186607566 34: time = 0.030000 loss = 6.968019 'CHLA_COND lambda = 1.3276 alpha = -0.035933 lossBound = -0.000222 W1 = 0.041083 N1 = 0.058824 deltaLoss = -0.000124 Updating 2 features increaseLambda: 0.027 0.000000 NewtonStep: 0.03 0.000000 37: time = 0.027000 loss = 7.009686 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000003 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.027 0.000000 increaseLambda: 0.03 0.000000 Updating 2 features Undoing: newLoss 6.967930430584131, oldLoss 6.968019361079133, deltaLossBound -9.963773190360323E-5 NewtonStep: 0.022 0.000000 increaseLambda: 0.027 0.000000 Undoing: newLoss 7.009686217620042, oldLoss 7.009686217620053, deltaLossBound -1.7717339195243382E-14 increaseLambda: 0.03 0.000000 increaseLambda: 0.027 0.000000 increaseLambda: 0.022 0.000000 Undoing: newLoss 6.8805013316231625, oldLoss 6.890849710403236, deltaLossBound -0.029099508292336415 Search: 0.031 0.001000 increaseLambda: 0.023 0.001000 Search: 0.028 0.001000 increaseLambda: 0.031 0.000000 35: time = 0.031000 loss = 6.967915 CHLA_COND^2: lambda = 0.9934 min = 1.0000 max = 81.0000 alpha = 0.037337 lossBound = -0.000100 W1 = 0.067315 N1 = 0.079044 deltaLoss = -0.000104 Updating 2 features increaseLambda: 0.028 0.000000 38: time = 0.028000 loss = 7.009686 NewtonStep: 0.031 0.000000 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000002 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Updating 2 features Search: 0.023 0.000000 NewtonStep: 0.028 0.000000 increaseLambda: 0.031 0.000000 Undoing: newLoss 6.9677945764533495, oldLoss 6.967914942853277, deltaLossBound -2.2336091473490645E-4 increaseLambda: 0.028 0.000000 Undoing: newLoss 7.009686217620039, oldLoss 7.009686217620043, deltaLossBound -7.847826293448115E-15 increaseLambda: 0.023 0.000000 18: time = 0.023000 loss = 6.886265 'CHLA__rev lambda = 1.2619 increaseLambda: 0.031 0.000000 alpha = 0.156125 lossBound = -0.029100 W1 = 0.009687 N1 = 0.058824 deltaLoss = -0.004585 increaseLambda: 0.028 0.000000 Search: 0.028 0.000000 Search: 0.031 0.000000 Updating 2 features increaseLambda: 0.028 0.000000 increaseLambda: 0.031 0.000000 39: time = 0.028000 loss = 7.009686 NewtonStep: 0.023 0.000000 Undoing contribution: was 0.042517809186607566ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 now 0.042392612501462354 36: time = 0.031000 loss = 6.967790 'CHLA_COND lambda = 1.2916 alpha = -0.036080 lossBound = -0.000223 W1 = 0.041095 N1 = 0.058824 deltaLoss = -0.000125 alpha = -0.000001 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Updating 2 features Updating 2 features NewtonStep: 0.028 0.000000 increaseLambda: 0.023 0.000000 NewtonStep: 0.031 0.000000 Undoing: newLoss 6.878792600897577, oldLoss 6.886264547806915, deltaLossBound -0.026009045284811634 increaseLambda: 0.032 0.001000 increaseLambda: 0.029 0.001000 Undoing: newLoss 6.967736314369211, oldLoss 6.9677897461681315, deltaLossBound -9.816422958381461E-5 Undoing: newLoss 7.009686217620037, oldLoss 7.009686217620039, deltaLossBound -3.490544152531339E-15 increaseLambda: 0.024 0.001000 increaseLambda: 0.029 0.000000 increaseLambda: 0.032 0.000000 Search: 0.024 0.000000 Search: 0.029 0.000000 Search: 0.032 0.000000 increaseLambda: 0.029 0.000000 40: time = 0.029000 loss = 7.009686 increaseLambda: 0.024 0.000000 ANC_COND^2: lambda = -0.4331 min = 1.0000 max = 4.0000 19: time = 0.024000 loss = 6.876057 increaseLambda: 0.032 0.000000 'CHLA__rev lambda = -0.7055 alpha = -0.000001 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 alpha = -0.112282 lossBound = -0.026009 W1 = 0.263564 N1 = 0.153039 deltaLoss = -0.010207 Updating 2 features NewtonStep: 0.029 0.000000 Undoing contribution: was 0.042392612501462354 now 0.042337752859113495 37: time = 0.032000 loss = 6.967735 'CHLA_COND lambda = 1.2675 alpha = -0.024053 lossBound = -0.000098 W1 = 0.040158 N1 = 0.058824 deltaLoss = -0.000055 Updating 2 features NewtonStep: 0.032 0.000000 increaseLambda: 0.029 0.000000 Undoing: newLoss 7.009686217620036, oldLoss 7.009686217620036, deltaLossBound -1.5492065239759864E-15 increaseLambda: 0.032 0.000000 Undoing: newLoss 6.9675952862918225, oldLoss 6.967734886525783, deltaLossBound -1.544497231464882E-4 increaseLambda: 0.029 0.000000 increaseLambda: 0.032 0.000000 Updating 2 features NewtonStep: 0.024 0.000000 Search: 0.029 0.000000 increaseLambda: 0.025 0.001000 Undoing: newLoss 6.851506481838827, oldLoss 6.876057134714474, deltaLossBound -0.026916402936049216 Search: 0.033 0.001000 increaseLambda: 0.03 0.001000 41: time = 0.030000 loss = 7.009686 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 increaseLambda: 0.033 0.000000 38: time = 0.033000 loss = 6.967573 alpha = -0.000001 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 CHLA_COND^2: lambda = 1.0399 min = 1.0000 max = 81.0000 Updating 2 features alpha = 0.046578 lossBound = -0.000154 W1 = 0.066801 N1 = 0.079044 deltaLoss = -0.000162 increaseLambda: 0.025 0.000000 Updating 2 features NewtonStep: 0.03 0.000000 NewtonStep: 0.033 0.000000 increaseLambda: 0.03 0.000000 Undoing: newLoss 7.009686217620035, oldLoss 7.009686217620035, deltaLossBound -7.369912996680102E-16 increaseLambda: 0.033 0.000000 Undoing: newLoss 6.967483098054463, oldLoss 6.967572826816267, deltaLossBound -1.6582958902520832E-4 increaseLambda: 0.03 0.000000 Search: 0.025 0.000000 increaseLambda: 0.033 0.000000 increaseLambda: 0.025 0.000000 20: time = 0.025000 loss = 6.862755 'CHLA__rev lambda = 1.7578 alpha = 0.495946 lossBound = -0.026916 W1 = 0.014572 N1 = 0.058824 deltaLoss = -0.013302 Search: 0.03 0.000000 Search: 0.033 0.000000 increaseLambda: 0.03 0.000000 42: time = 0.030000 loss = 7.009686 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.03 0.000000 increaseLambda: 0.033 0.000000 Undoing contribution: was 0.042337752859113495 now 0.04224491575191262 39: time = 0.033000 loss = 6.967480 'CHLA_COND lambda = 1.2363 alpha = -0.031159 lossBound = -0.000166 W1 = 0.040709 N1 = 0.058824 deltaLoss = -0.000093 Updating 2 features NewtonStep: 0.033 0.000000 Updating 2 features increaseLambda: 0.031 0.001000 Undoing: newLoss 7.009686217620035, oldLoss 7.009686217620035, deltaLossBound -3.0717292810685066E-16 NewtonStep: 0.026 0.001000 increaseLambda: 0.034 0.001000 Undoing: newLoss 6.967377580237836, oldLoss 6.967479989709066, deltaLossBound -1.1403800807377842E-4 increaseLambda: 0.031 0.000000 increaseLambda: 0.034 0.000000 increaseLambda: 0.026 0.000000 Undoing: newLoss 6.844593067515669, oldLoss 6.862754824809807, deltaLossBound -0.021678684012349 Search: 0.031 0.000000 Search: 0.034 0.000000 increaseLambda: 0.026 0.000000 increaseLambda: 0.034 0.000000 40: time = 0.034000 loss = 6.967360 CHLA_COND^2: lambda = 1.0799 min = 1.0000 max = 81.0000 alpha = 0.039967 lossBound = -0.000114 W1 = 0.067165 N1 = 0.079044 deltaLoss = -0.000120 Updating 2 features NewtonStep: 0.034 0.000000 Updating 2 features NewtonStep: 0.033 0.014000 increaseLambda: 0.034 0.000000 Undoing: newLoss 6.96725506564222, oldLoss 6.967360358213871, deltaLossBound -1.9501222663351582E-4 Search: 0.026 0.000000 increaseLambda: 0.033 0.000000 Undoing: newLoss 6.978180952639405, oldLoss 6.980264215006123, deltaLossBound -0.006674282746602901 increaseLambda: 0.034 0.000000 increaseLambda: 0.026 0.000000 21: time = 0.026000 loss = 6.839251 'CHLA__rev lambda = -1.0487 alpha = -0.343239 lossBound = -0.021679 W1 = 0.228548 N1 = 0.153039 deltaLoss = -0.023504 increaseLambda: 0.033 0.000000 Search: 0.034 0.000000 increaseLambda: 0.035 0.001000 Undoing contribution: was 0.04224491575191262 now 0.042135671568331576 41: time = 0.035000 loss = 6.967251 'CHLA_COND lambda = 1.2026 alpha = -0.033749 lossBound = -0.000195 W1 = 0.040912 N1 = 0.058824 deltaLoss = -0.000109 Updating 2 features NewtonStep: 0.035 0.000000 Updating 2 features NewtonStep: 0.027 0.001000 increaseLambda: 0.035 0.000000 Undoing: newLoss 6.967162526102431, oldLoss 6.96725111403029, deltaLossBound -9.88434851306384E-5 increaseLambda: 0.035 0.000000 Search: 0.034 0.001000 increaseLambda: 0.027 0.000000 Undoing: newLoss 6.822124614050904, oldLoss 6.839250736662149, deltaLossBound -0.020283317367579896 Search: 0.035 0.000000 increaseLambda: 0.027 0.000000 increaseLambda: 0.035 0.000000 42: time = 0.035000 loss = 6.967147 CHLA_COND^2: lambda = 1.1171 min = 1.0000 max = 81.0000 alpha = 0.037187 lossBound = -0.000099 W1 = 0.067317 N1 = 0.079044 deltaLoss = -0.000104 Updating 2 features NewtonStep: 0.035 0.000000 Search: 0.027 0.000000 increaseLambda: 0.035 0.000000 Undoing: newLoss 6.967036910506899, oldLoss 6.967147412182127, deltaLossBound -2.0479963914126712E-4 increaseLambda: 0.034 0.000000 increaseLambda: 0.027 0.000000 22: time = 0.027000 loss = 6.829051 increaseLambda: 0.035 0.000000 'CHLA__rev lambda = 2.1756 alpha = 0.417810 lossBound = -0.020283 W1 = 0.016995 N1 = 0.058824 deltaLoss = -0.010199 14: time = 0.035000 loss = 6.977558 'ANC__rev lambda = -1.0386 alpha = -0.104888 lossBound = -0.006674 W1 = 0.067088 N1 = 0.028343 deltaLoss = -0.002706 Search: 0.036 0.001000 Updating 2 features increaseLambda: 0.036 0.000000 Undoing contribution: was 0.042135671568331576 now 0.04202092130559791 43: time = 0.036000 loss = 6.967033 'CHLA_COND lambda = 1.1680 alpha = -0.034572 lossBound = -0.000205 W1 = 0.040976 N1 = 0.058824 deltaLoss = -0.000115 NewtonStep: 0.028 0.001000 Updating 2 features NewtonStep: 0.036 0.000000 increaseLambda: 0.028 0.000000 Undoing: newLoss 6.821703316954852, oldLoss 6.829051272139122, deltaLossBound -0.010083852844552151 increaseLambda: 0.036 0.000000 Undoing: newLoss 6.966950010061146, oldLoss 6.967032661919394, deltaLossBound -9.224301032714538E-5 increaseLambda: 0.036 0.000000 increaseLambda: 0.028 0.000000 Search: 0.036 0.000000 Search: 0.028 0.000000 increaseLambda: 0.036 0.000000 44: time = 0.036000 loss = 6.966936 CHLA_COND^2: lambda = 1.1530 min = 1.0000 max = 81.0000 alpha = 0.035914 lossBound = -0.000092 W1 = 0.067386 N1 = 0.079044 deltaLoss = -0.000097 Updating 2 features Updating 2 features increaseLambda: 0.028 0.000000 23: time = 0.028000 loss = 6.823815 NewtonStep: 0.036 0.000000 'CHLA__rev lambda = 2.4542 alpha = 0.278540 lossBound = -0.010084 W1 = 0.022332 N1 = 0.058824 deltaLoss = -0.005236 increaseLambda: 0.037 0.001000 Undoing: newLoss 6.966824496458004, oldLoss 6.966935863873042, deltaLossBound -2.064272284827552E-4 increaseLambda: 0.037 0.000000 Updating 2 features NewtonStep: 0.029 0.001000 Search: 0.037 0.000000 NewtonStep: 0.036 0.001000 increaseLambda: 0.037 0.000000 Undoing contribution: was 0.04202092130559791 now 0.04190525525466075 45: time = 0.037000 loss = 6.966820 increaseLambda: 0.029 0.000000 'CHLA_COND lambda = 1.1333 alpha = -0.034707 lossBound = -0.000206 W1 = 0.040987 N1 = 0.058824 deltaLoss = -0.000116 Undoing: newLoss 6.815591755050196, oldLoss 6.823814976389733, deltaLossBound -0.009853149616834192 Updating 2 features increaseLambda: 0.036 0.000000 Undoing: newLoss 6.975890972480929, oldLoss 6.977558436268081, deltaLossBound -0.00524640116662487 NewtonStep: 0.037 0.000000 increaseLambda: 0.029 0.000000 increaseLambda: 0.037 0.000000 Undoing: newLoss 6.9667707576479465, oldLoss 6.966820197822105, deltaLossBound -9.076117757728748E-5 increaseLambda: 0.037 0.000000 Search: 0.029 0.000000 increaseLambda: 0.036 0.000000 Search: 0.038 0.001000 increaseLambda: 0.03 0.001000 24: time = 0.030000 loss = 6.813264 'CHLA__rev lambda = -1.2839 alpha = -0.235151 lossBound = -0.009853 W1 = 0.211571 N1 = 0.153039 deltaLoss = -0.010551 increaseLambda: 0.038 0.000000 Undoing contribution: was 0.04190525525466075 now 0.04185454427574779 Search: 0.037 0.001000 46: time = 0.038000 loss = 6.966769 'CHLA_COND lambda = 1.1102 alpha = -0.023138 lossBound = -0.000091 W1 = 0.040087 N1 = 0.058824 deltaLoss = -0.000051 Updating 2 features NewtonStep: 0.038 0.000000 increaseLambda: 0.037 0.000000 15: time = 0.037000 loss = 6.975446 'ANC__rev lambda = -1.1324 increaseLambda: 0.038 0.000000 Undoing: newLoss 6.966640005713513, oldLoss 6.966769486843192, deltaLossBound -1.4275939829131172E-4 alpha = -0.093819 lossBound = -0.005246 W1 = 0.064069 N1 = 0.028343 deltaLoss = -0.002113 Updating 2 features increaseLambda: 0.038 0.000000 NewtonStep: 0.03 0.000000 increaseLambda: 0.03 0.000000 Undoing: newLoss 6.807488732847246, oldLoss 6.813264231499596, deltaLossBound -0.008186533010565508 Search: 0.038 0.000000 increaseLambda: 0.038 0.000000 47: time = 0.038000 loss = 6.966619 increaseLambda: 0.03 0.000000 CHLA_COND^2: lambda = 1.1978 min = 1.0000 max = 81.0000 alpha = 0.044764 lossBound = -0.000143 W1 = 0.066892 N1 = 0.079044 deltaLoss = -0.000150 Updating 2 features NewtonStep: 0.038 0.000000 Updating 2 features increaseLambda: 0.038 0.000000 Undoing: newLoss 6.966536574368768, oldLoss 6.966619499186302, deltaLossBound -1.531017703122453E-4 NewtonStep: 0.038 0.001000 increaseLambda: 0.039 0.001000 increaseLambda: 0.038 0.000000 Search: 0.031 0.001000 Search: 0.039 0.000000 increaseLambda: 0.031 0.000000 Undoing: newLoss 6.974108910966743, oldLoss 6.975445907161734, deltaLossBound -0.004137029200928743 25: time = 0.031000 loss = 6.808982 increaseLambda: 0.039 0.000000 'CHLA__rev lambda = 2.7019 Undoing contribution: was 0.04185454427574779 now 0.0417688580184911 48: time = 0.039000 loss = 6.966534 'CHLA_COND lambda = 1.0802 alpha = -0.029956 lossBound = -0.000153 W1 = 0.040615 N1 = 0.058824 deltaLoss = -0.000086 Updating 2 features NewtonStep: 0.039 0.000000 increaseLambda: 0.038 0.000000 increaseLambda: 0.039 0.000000 Undoing: newLoss 6.966438665984505, oldLoss 6.966533812929045, deltaLossBound -1.055586522020897E-4 increaseLambda: 0.039 0.000000 Search: 0.038 0.000000 Search: 0.039 0.000000 increaseLambda: 0.038 0.000000 16: time = 0.038000 loss = 6.973790 'ANC__rev lambda = -1.2164 alpha = -0.083966 lossBound = -0.004137 W1 = 0.061487 N1 = 0.028343 deltaLoss = -0.001656 increaseLambda: 0.039 0.000000 49: time = 0.039000 loss = 6.966423 CHLA_COND^2: lambda = 1.2362 min = 1.0000 max = 81.0000 alpha = 0.038440 lossBound = -0.000106 W1 = 0.067241 N1 = 0.079044 deltaLoss = -0.000111 Updating 2 features NewtonStep: 0.04 0.001000 alpha = 0.247771 lossBound = -0.008187 W1 = 0.023716 N1 = 0.058824 deltaLoss = -0.004282 increaseLambda: 0.04 0.000000 Undoing: newLoss 6.966243211514397, oldLoss 6.966422932262016, deltaLossBound -1.8005017515317296E-4 increaseLambda: 0.04 0.000000 Updating 2 features NewtonStep: 0.039 0.001000 increaseLambda: 0.039 0.000000 Search: 0.04 0.000000 Updating 2 features NewtonStep: 0.032 0.001000 increaseLambda: 0.04 0.000000 Undoing contribution: was 0.0417688580184911 now 0.041588807843379635 50: time = 0.040000 loss = 6.966243 'CHLA_COND lambda = 0.9829 alpha = -0.097345 lossBound = -0.000180 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000180 Updating 2 features NewtonStep: 0.04 0.000000 increaseLambda: 0.032 0.000000 Undoing: newLoss 6.805543670830786, oldLoss 6.808982076721201, deltaLossBound -0.004079343584061711 Undoing: newLoss 6.972716532094209, oldLoss 6.973790132015048, deltaLossBound -0.0032714752762192847 increaseLambda: 0.04 0.000000 51: time = 0.040000 loss = 6.965805 CHLA_COND^2: lambda = 1.3950 min = 1.0000 max = 81.0000 alpha = 0.158770 lossBound = -0.000274 W1 = 0.069783 N1 = 0.079044 deltaLoss = -0.000438 Updating 2 features NewtonStep: 0.04 0.000000 increaseLambda: 0.032 0.000000 increaseLambda: 0.04 0.000000 Undoing: newLoss 6.965344926642168, oldLoss 6.9658051328968345, deltaLossBound -4.622211702344681E-4 increaseLambda: 0.04 0.001000 Search: 0.033 0.001000 increaseLambda: 0.041 0.001000 increaseLambda: 0.033 0.000000 26: time = 0.033000 loss = 6.804645 'CHLA__rev lambda = -1.4371 alpha = -0.153217 lossBound = -0.004079 W1 = 0.199757 N1 = 0.153039 deltaLoss = -0.004337 Search: 0.041 0.000000 increaseLambda: 0.041 0.000000 Undoing contribution: was 0.041588807843379635 now 0.04112658667311912 52: time = 0.041000 loss = 6.965343 'CHLA_COND lambda = 0.8283 alpha = -0.154583 lossBound = -0.000462 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000462 Updating 2 features NewtonStep: 0.041 0.000000 Updating 2 features increaseLambda: 0.041 0.000000 NewtonStep: 0.033 0.000000 53: time = 0.041000 loss = 6.964939 CHLA_COND^2: lambda = 1.5473 min = 1.0000 max = 81.0000 alpha = 0.152325 lossBound = -0.000251 W1 = 0.069749 N1 = 0.079044 deltaLoss = -0.000404 Updating 2 features NewtonStep: 0.041 0.000000 Search: 0.04 0.000000 increaseLambda: 0.033 0.000000 Undoing: newLoss 6.800662065847419, oldLoss 6.804645473421583, deltaLossBound -0.005892484047338628 increaseLambda: 0.041 0.000000 Undoing: newLoss 6.9645165179731015, oldLoss 6.964939214150987, deltaLossBound -4.244088857992753E-4 increaseLambda: 0.041 0.001000 17: time = 0.041000 loss = 6.972488 increaseLambda: 0.034 0.001000 'ANC__rev lambda = -1.2916 alpha = -0.075188 lossBound = -0.003271 W1 = 0.059267 N1 = 0.028343 deltaLoss = -0.001302 increaseLambda: 0.042 0.001000 Search: 0.034 0.000000 Search: 0.042 0.000000 increaseLambda: 0.034 0.000000 increaseLambda: 0.042 0.000000 Undoing contribution: was 0.0411265866731191227: time = 0.034000 loss = 6.801533 now 0.04070217778733991 'CHLA__rev lambda = 2.9085 54: time = 0.042000 loss = 6.964515 alpha = 0.206573 lossBound = -0.005892 W1 = 0.025700 N1 = 0.058824 deltaLoss = -0.003113 'CHLA_COND lambda = 0.6800 alpha = -0.148272 lossBound = -0.000424 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000424 Updating 2 features NewtonStep: 0.042 0.000000 increaseLambda: 0.042 0.000000 55: time = 0.042000 loss = 6.964143 CHLA_COND^2: lambda = 1.6934 min = 1.0000 max = 81.0000 alpha = 0.146097 lossBound = -0.000230 W1 = 0.069718 N1 = 0.079044 deltaLoss = -0.000372 Updating 2 features NewtonStep: 0.042 0.000000 Updating 2 features NewtonStep: 0.041 0.000000 increaseLambda: 0.042 0.000000 Undoing: newLoss 6.963754736342281, oldLoss 6.964142767239166, deltaLossBound -3.8948479891188223E-4 increaseLambda: 0.041 0.000000 Updating 2 features NewtonStep: 0.034 0.000000 increaseLambda: 0.035 0.001000 28: time = 0.035000 loss = 6.795909 increaseLambda: 0.042 0.000000 CHLA^2: lambda = -0.9931 min = 0.0000 max = 758,989.4400 alpha = -0.993142 lossBound = -0.003327 W1 = 0.007665 N1 = 0.001995 deltaLoss = -0.005623 Undoing: newLoss 6.971624668892924, oldLoss 6.972487832035354, deltaLossBound -0.0025935733369751666 increaseLambda: 0.042 0.001000 Search: 0.043 0.001000 increaseLambda: 0.043 0.000000 Undoing contribution: was 0.04070217778733991 now 0.040312692988404494 56: time = 0.043000 loss = 6.963753 'CHLA_COND lambda = 0.5379 alpha = -0.142176 lossBound = -0.000389 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000389 Updating 2 features Updating 2 features NewtonStep: 0.043 0.000000 NewtonStep: 0.035 0.000000 increaseLambda: 0.043 0.000000 57: time = 0.043000 loss = 6.963411 CHLA_COND^2: lambda = 1.8335 min = 1.0000 max = 81.0000 alpha = 0.140083 lossBound = -0.000211 W1 = 0.069689 N1 = 0.079044 deltaLoss = -0.000343 increaseLambda: 0.035 0.000000 Undoing: newLoss 6.7942303367697905, oldLoss 6.795909435176797, deltaLossBound -0.0026691890611186386 increaseLambda: 0.035 0.000000 Search: 0.042 0.000000 Updating 2 features Search: 0.036 0.001000 NewtonStep: 0.044 0.001000 increaseLambda: 0.044 0.000000 Undoing: newLoss 6.963054625926044, oldLoss 6.963410648133066, deltaLossBound -3.572548416267995E-4 increaseLambda: 0.044 0.000000 increaseLambda: 0.043 0.001000 18: time = 0.043000 loss = 6.971460 'ANC__rev lambda = -1.3589 alpha = -0.067360 lossBound = -0.002594 W1 = 0.057349 N1 = 0.028343 deltaLoss = -0.001027 Search: 0.044 0.000000 increaseLambda: 0.044 0.000000 Undoing contribution: was 0.040312692988404494 now 0.039955438146788966 58: time = 0.044000 loss = 6.963053 'CHLA_COND lambda = 0.4016 alpha = -0.136291 lossBound = -0.000357 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000357 Updating 2 features NewtonStep: 0.044 0.000000 increaseLambda: 0.044 0.000000 59: time = 0.044000 loss = 6.962738 CHLA_COND^2: lambda = 1.9678 min = 1.0000 max = 81.0000 alpha = 0.134279 lossBound = -0.000194 W1 = 0.069663 N1 = 0.079044 deltaLoss = -0.000315 Updating 2 features Updating 2 features Reducing stepsize from 2.4047288384655277 to 0.4027302453234504 increaseLambda: 0.036 0.000000 Newton: returning 0.4027302453234504 Updating 2 features Loss was 6.96273803934244, now 6.9609736900316035, delta -0.001764 parallelUpdate: 0.045 0.001000 Updating 2 features NewtonStep: 0.045 0.000000 NewtonStep: 0.043 0.000000 29: time = 0.036000 loss = 6.794475 'CHLA__rev lambda = 3.0433 alpha = 0.134773 lossBound = -0.002669 W1 = 0.029552 N1 = 0.058824 deltaLoss = -0.001435 Updating 4 features increaseLambda: 0.045 0.000000 Undoing: newLoss 6.973675113734389, oldLoss 6.9609736900316035, deltaLossBound -8.753133169868543E-4 Newton: returning 0.25538845461830095 Updating 2 features increaseLambda: 0.045 0.000000 increaseLambda: 0.044 0.001000 19: time = 0.044000 loss = 6.968270 Loss was 6.794474747408281, now 6.784800474645853, delta -0.009674 'ANC__rev lambda = 0.1231 parallelUpdate: 0.037 0.001000 Search: 0.045 0.000000 increaseLambda: 0.045 0.000000 61: time = 0.045000 loss = 6.960098 'CHLA_COND__rev lambda = 0.0854 alpha = 0.085363 lossBound = -0.000875 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000875 Updating 2 features NewtonStep: 0.045 0.000000 increaseLambda: 0.045 0.000000 62: time = 0.045000 loss = 6.960070 CHLA_COND^2: lambda = 2.4453 min = 1.0000 max = 81.0000 alpha = 0.037711 lossBound = -0.000018 W1 = 0.069395 N1 = 0.079044 deltaLoss = -0.000028 Updating 2 features NewtonStep: 0.046 0.001000 Updating 2 features NewtonStep: 0.038 0.001000 increaseLambda: 0.046 0.000000 Undoing: newLoss 6.97361215677027, oldLoss 6.960070290085145, deltaLossBound -3.0047646398583265E-5 increaseLambda: 0.038 0.000000 31: time = 0.038000 loss = 6.779436 'CHLA__rev lambda = 0.3319 increaseLambda: 0.046 0.000000 alpha = 0.331854 lossBound = -0.002140 W1 = 0.835650 N1 = 0.858417 deltaLoss = -0.005364 alpha = 0.123124 lossBound = -0.002404 W1 = 0.774827 N1 = 0.812636 deltaLoss = -0.003190 Search: 0.046 0.000000 increaseLambda: 0.046 0.000000 63: time = 0.046000 loss = 6.960036 'CHLA_COND__rev lambda = 0.0163 alpha = 0.016342 lossBound = -0.000030 W1 = 0.658707 N1 = 0.696078 deltaLoss = -0.000035 Updating 2 features NewtonStep: 0.046 0.000000 Updating 1 features increaseLambda: 0.046 0.000000 Undoing: newLoss 6.960028653707748, oldLoss 6.960035657160564, deltaLossBound -7.0034575190787754E-6 NewtonStep: 0.038 0.000000 Updating 2 features NewtonStep: 0.045 0.001000 increaseLambda: 0.046 0.000000 increaseLambda: 0.038 0.000000 32: time = 0.038000 loss = 6.776900 'CHLA__rev lambda = -0.2179 increaseLambda: 0.046 0.001000 alpha = -0.217904 lossBound = -0.001529 W1 = 0.297649 N1 = 0.269770 deltaLoss = -0.002536 Search: 0.047 0.001000 increaseLambda: 0.047 0.000000 Undoing contribution: was 8.753133169863148E-4 now 8.683098594630678E-4 64: time = 0.047000 loss = 6.960029 'CHLA_COND__rev lambda = 0.0777 alpha = -0.007660 lossBound = -0.000007 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000007 Updating 2 features NewtonStep: 0.047 0.000000 Updating 2 features NewtonStep: 0.039 0.001000 increaseLambda: 0.047 0.000000 65: time = 0.047000 loss = 6.960017 'CHLA_COND__rev lambda = 0.0276 alpha = 0.011259 lossBound = -0.000010 W1 = 0.659264 N1 = 0.696078 deltaLoss = -0.000012 Updating 2 features increaseLambda: 0.039 0.000000 33: time = 0.039000 loss = 6.773895 NewtonStep: 0.047 0.000000 CHLA^2: lambda = -2.2263 min = 0.0000 max = 758,989.4400 alpha = -0.979525 lossBound = -0.001230 W1 = 0.005627 N1 = 0.001995 deltaLoss = -0.003005 increaseLambda: 0.047 0.000000 Undoing: newLoss 6.9600051214301795, oldLoss 6.960016544503346, deltaLossBound -1.1423085691149315E-5 increaseLambda: 0.047 0.000000 Updating 2 features NewtonStep: 0.039 0.000000 increaseLambda: 0.04 0.001000 34: time = 0.040000 loss = 6.768477 Search: 0.048 0.001000 CHLA: lambda = -0.8754 min = 0.0000 max = 871.2000 Undoing: newLoss 6.965836541544639, oldLoss 6.968269981311104, deltaLossBound -0.0024698743303116395 alpha = -0.875351 lossBound = -0.000828 W1 = 0.037723 N1 = 0.031710 deltaLoss = -0.005418 increaseLambda: 0.048 0.000000 Undoing contribution: was 8.683098594630678E-4 now 8.568867737457353E-4 66: time = 0.048000 loss = 6.960005 'CHLA_COND__rev lambda = 0.0679 alpha = -0.009783 lossBound = -0.000011 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000011 Updating 2 features NewtonStep: 0.048 0.000000 Updating 2 features NewtonStep: 0.04 0.000000 increaseLambda: 0.048 0.000000 67: time = 0.048000 loss = 6.959994 'CHLA_COND__rev lambda = 0.0382 alpha = 0.010648 lossBound = -0.000009 W1 = 0.659264 N1 = 0.696078 deltaLoss = -0.000011 Updating 2 features increaseLambda: 0.04 0.000000 35: time = 0.040000 loss = 6.766499 NewtonStep: 0.048 0.000000 CHLA: lambda = -1.3757 min = 0.0000 max = 871.2000 alpha = -0.500316 lossBound = -0.000318 W1 = 0.036245 N1 = 0.031710 deltaLoss = -0.001978 increaseLambda: 0.048 0.000000 Undoing: newLoss 6.959984085539529, oldLoss 6.959994296949903, deltaLossBound -1.0211420400228234E-5 increaseLambda: 0.048 0.000000 increaseLambda: 0.047 0.001000 Updating 2 features NewtonStep: 0.04 0.000000 increaseLambda: 0.041 0.001000 Search: 0.049 0.001000 Search: 0.048 0.001000 Undoing: newLoss 6.766280038730085, oldLoss 6.766499400134757, deltaLossBound -4.112898310715289E-4 increaseLambda: 0.049 0.000000 Undoing contribution: was 8.568867737457353E-4increaseLambda: 0.041 0.000000 now 8.466753533564741E-4 68: time = 0.049000 loss = 6.959984 increaseLambda: 0.048 0.000000 'CHLA_COND__rev lambda = 0.0587 alpha = -0.009249 lossBound = -0.000010 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000010 Updating 2 features NewtonStep: 0.049 0.000000 Search: 0.041 0.000000 increaseLambda: 0.049 0.000000 69: time = 0.049000 loss = 6.959974 'CHLA_COND__rev lambda = 0.0483 alpha = 0.010070 lossBound = -0.000008 W1 = 0.659264 N1 = 0.696078 deltaLoss = -0.000010 Updating 2 features increaseLambda: 0.041 0.000000 NewtonStep: 0.049 0.000000 increaseLambda: 0.049 0.000000 Undoing: newLoss 6.9599652847924744, oldLoss 6.959974411323255, deltaLossBound -9.126538781967751E-6 increaseLambda: 0.049 0.000000 Search: 0.05 0.001000 20: time = 0.048000 loss = 6.965470 Undoing contribution: was 0.0816218039123518'ANC__rev lambda = -1.5783 increaseLambda: 0.05 0.000000 now 0.08139055508073662 36: time = 0.042000 loss = 6.766268 'CHLA__rev lambda = 3.7718 alpha = -0.048671 lossBound = -0.000411 W1 = 0.042099 N1 = 0.058824 deltaLoss = -0.000231 alpha = -0.219381 lossBound = -0.002470 W1 = 0.052898 N1 = 0.028343 deltaLoss = -0.002800 Undoing contribution: was 8.466753533564741E-4 now 8.375488145855314E-4 70: time = 0.050000 loss = 6.959965 'CHLA_COND__rev lambda = 0.0499 alpha = -0.008744 lossBound = -0.000009 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000009 Updating 2 features NewtonStep: 0.05 0.000000 increaseLambda: 0.05 0.000000 71: time = 0.050000 loss = 6.959957 'CHLA_COND__rev lambda = 0.0578 alpha = 0.009522 lossBound = -0.000007 W1 = 0.659264 N1 = 0.696078 deltaLoss = -0.000009 Updating 2 features Updating 2 features NewtonStep: 0.05 0.000000 NewtonStep: 0.042 0.000000 increaseLambda: 0.05 0.000000 Undoing: newLoss 6.9599484847131565, oldLoss 6.959956640155142, deltaLossBound -8.155448352132417E-6 increaseLambda: 0.042 0.000000 Undoing: newLoss 6.766265338367564, oldLoss 6.766268151303142, deltaLossBound -3.2814095040412496E-4 Updating 2 features increaseLambda: 0.05 0.000000 NewtonStep: 0.049 0.001000 increaseLambda: 0.042 0.000000 increaseLambda: 0.05 0.001000 21: time = 0.050000 loss = 6.958644 'ANC__rev lambda = 0.3964 alpha = 0.396367 lossBound = -0.001921 W1 = 0.781160 N1 = 0.804802 deltaLoss = -0.006826 Search: 0.051 0.001000 Search: 0.043 0.001000 increaseLambda: 0.051 0.000000 Undoing contribution: was 8.375488145855314E-4 now 8.293933662484321E-4 72: time = 0.051000 loss = 6.959948 'CHLA_COND__rev lambda = 0.0417 alpha = -0.008266 lossBound = -0.000008 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000008 increaseLambda: 0.043 0.000000 Updating 2 features 37: time = 0.043000 loss = 6.765915 'CHLA__rev lambda = -0.0368 NewtonStep: 0.051 0.000000 alpha = -0.036797 lossBound = -0.000328 W1 = 0.317341 N1 = 0.279805 deltaLoss = -0.000353 increaseLambda: 0.051 0.000000 73: time = 0.051000 loss = 6.959941 'CHLA_COND__rev lambda = 0.0668 alpha = 0.009002 lossBound = -0.000007 W1 = 0.659265 N1 = 0.696078 deltaLoss = -0.000008 Updating 2 features NewtonStep: 0.051 0.000000 increaseLambda: 0.051 0.000000 74: time = 0.051000 loss = 6.959927 CHLA_COND^2: lambda = 2.4711 min = 1.0000 max = 81.0000 alpha = 0.025845 lossBound = -0.000009 W1 = 0.069383 N1 = 0.079044 deltaLoss = -0.000013 Updating 2 features Updating 2 features NewtonStep: 0.043 0.000000 NewtonStep: 0.051 0.000000 increaseLambda: 0.051 0.000000 75: time = 0.051000 loss = 6.959924 increaseLambda: 0.043 0.000000 'CHLA_COND__rev lambda = 0.0727 38: time = 0.043000 loss = 6.764584 alpha = 0.005902 lossBound = -0.000003 W1 = 0.659266 N1 = 0.696078 deltaLoss = -0.000003 CHLA: lambda = -1.8097 min = 0.0000 max = 871.2000 Updating 2 features alpha = -0.434009 lossBound = -0.000196 W1 = 0.035511 N1 = 0.031710 deltaLoss = -0.001331 NewtonStep: 0.051 0.000000 increaseLambda: 0.052 0.001000 Undoing: newLoss 6.959915541209889, oldLoss 6.9599239866882625, deltaLossBound -8.445485217343726E-6 increaseLambda: 0.052 0.000000 Updating 2 features NewtonStep: 0.044 0.001000 increaseLambda: 0.044 0.000000 Undoing: newLoss 6.764303374432893, oldLoss 6.764584297379221, deltaLossBound -2.964287376330209E-4 Search: 0.052 0.000000 increaseLambda: 0.052 0.000000 Undoing contribution: was 8.293933662484321E-4increaseLambda: 0.044 0.000000 now 8.209478810590198E-4 76: time = 0.052000 loss = 6.959916 'CHLA_COND__rev lambda = 0.0332 alpha = -0.008411 lossBound = -0.000008 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000008 Updating 2 features NewtonStep: 0.052 0.000000 Search: 0.044 0.000000 increaseLambda: 0.052 0.000000 77: time = 0.052000 loss = 6.959908 'CHLA_COND__rev lambda = 0.0819 alpha = 0.009153 lossBound = -0.000007 W1 = 0.659265 N1 = 0.696078 deltaLoss = -0.000008 Updating 2 features increaseLambda: 0.044 0.000000 NewtonStep: 0.052 0.000000 39: time = 0.044000 loss = 6.764265 'CHLA__rev lambda = -0.0718 alpha = -0.034980 lossBound = -0.000296 W1 = 0.316994 N1 = 0.279805 deltaLoss = -0.000319 increaseLambda: 0.053 0.001000 Undoing: newLoss 6.959900022492966, oldLoss 6.959907555974898, deltaLossBound -7.533487378138658E-6 increaseLambda: 0.053 0.000000 Updating 2 features NewtonStep: 0.045 0.001000 increaseLambda: 0.045 0.000000 40: time = 0.045000 loss = 6.763402 Search: 0.053 0.000000 CHLA: lambda = -2.1754 min = 0.0000 max = 871.2000 alpha = -0.365706 lossBound = -0.000118 W1 = 0.034931 N1 = 0.031710 deltaLoss = -0.000864 Updating 2 features increaseLambda: 0.053 0.000000 Undoing contribution: was 8.209478810590198E-4 now 8.134143936766591E-4 78: time = 0.053000 loss = 6.959900 'CHLA_COND__rev lambda = 0.0253 alpha = -0.007944 lossBound = -0.000008 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000008 Updating 2 features NewtonStep: 0.053 0.000000 NewtonStep: 0.052 0.002000 Updating 2 features increaseLambda: 0.053 0.000000 79: time = 0.053000 loss = 6.959893 'CHLA_COND__rev lambda = 0.0906 alpha = 0.008653 lossBound = -0.000006 W1 = 0.659265 N1 = 0.696078 deltaLoss = -0.000007 NewtonStep: 0.045 0.000000 Updating 2 features NewtonStep: 0.053 0.000000 increaseLambda: 0.054 0.001000 Undoing: newLoss 6.959886159118214, oldLoss 6.959892889102706, deltaLossBound -6.7299887999932965E-6 increaseLambda: 0.046 0.001000 Undoing: newLoss 6.763170962545159, oldLoss 6.763401754733275, deltaLossBound -2.427841676766972E-4 increaseLambda: 0.053 0.001000 22: time = 0.053000 loss = 6.956555 'ANC__rev lambda = -1.7520 increaseLambda: 0.054 0.000000 increaseLambda: 0.046 0.000000 alpha = -0.173697 lossBound = -0.002074 W1 = 0.052820 N1 = 0.028343 deltaLoss = -0.002089 Search: 0.054 0.000000 Search: 0.046 0.000000 increaseLambda: 0.054 0.000000 Undoing contribution: was 8.134143936766591E-4 now 8.06684404865976E-4 80: time = 0.054000 loss = 6.959886 'CHLA_COND__rev lambda = 0.0178 alpha = -0.007508 lossBound = -0.000007 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000007 Updating 2 features increaseLambda: 0.046 0.000000 41: time = 0.046000 loss = 6.763140 'CHLA__rev lambda = -0.1034 alpha = -0.031667 lossBound = -0.000243 W1 = 0.316346 N1 = 0.279805 deltaLoss = -0.000261 NewtonStep: 0.054 0.000000 increaseLambda: 0.054 0.000000 81: time = 0.054000 loss = 6.959880 'CHLA_COND__rev lambda = 0.0987 alpha = 0.008180 lossBound = -0.000005 W1 = 0.659265 N1 = 0.696078 deltaLoss = -0.000006 Updating 2 features NewtonStep: 0.054 0.000000 Updating 2 features increaseLambda: 0.054 0.000000 Undoing: newLoss 6.9598737764204675, oldLoss 6.95987978767758, deltaLossBound -6.011260589661714E-6 NewtonStep: 0.046 0.000000 Updating 2 features increaseLambda: 0.055 0.001000 increaseLambda: 0.047 0.001000 Undoing: newLoss 6.763053825088104, oldLoss 6.7631404049594535, deltaLossBound -9.087625181878082E-5 NewtonStep: 0.054 0.001000 increaseLambda: 0.047 0.000000 Search: 0.055 0.000000 increaseLambda: 0.054 0.000000 23: time = 0.054000 loss = 6.955498 increaseLambda: 0.055 0.000000 Undoing contribution: was 8.06684404865976E-4'ANC__rev lambda = -1.8813 now 8.006731442815607E-4 82: time = 0.055000 loss = 6.959874 'CHLA_COND__rev lambda = 0.0107 Search: 0.047 0.000000 alpha = -0.007096 lossBound = -0.000006 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000006 Updating 2 features NewtonStep: 0.055 0.000000 alpha = -0.129260 lossBound = -0.001016 W1 = 0.049669 N1 = 0.028343 deltaLoss = -0.001057 increaseLambda: 0.055 0.000000 83: time = 0.055000 loss = 6.959868 'CHLA_COND__rev lambda = 0.1065 alpha = 0.007732 lossBound = -0.000005 W1 = 0.659265 N1 = 0.696078 deltaLoss = -0.000006 Updating 2 features increaseLambda: 0.047 0.000000 42: time = 0.047000 loss = 6.763043 NewtonStep: 0.055 0.000000 'CHLA__rev lambda = -0.1228 alpha = -0.019396 lossBound = -0.000091 W1 = 0.313914 N1 = 0.279805 deltaLoss = -0.000098 increaseLambda: 0.055 0.000000 Undoing: newLoss 6.959862717863761, oldLoss 6.959868086366725, deltaLossBound -5.3685057157044E-6 increaseLambda: 0.056 0.001000 Updating 2 features NewtonStep: 0.048 0.001000 Updating 2 features NewtonStep: 0.055 0.001000 increaseLambda: 0.048 0.000000 43: time = 0.048000 loss = 6.762388 Search: 0.056 0.000000 CHLA: lambda = -2.5045 min = 0.0000 max = 871.2000 increaseLambda: 0.055 0.000000 alpha = -0.329144 lossBound = -0.000085 W1 = 0.034625 N1 = 0.031710 deltaLoss = -0.000655 increaseLambda: 0.056 0.000000 Undoing contribution: was 8.006731442815607E-4 now 7.953046385464901E-4 84: time = 0.056000 loss = 6.959863 'CHLA_COND__rev lambda = 0.0040 alpha = -0.006706 lossBound = -0.000005 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000005 Updating 2 features NewtonStep: 0.056 0.000000 Updating 1 features increaseLambda: 0.056 0.000000 85: time = 0.056000 loss = 6.959858 'CHLA_COND__rev lambda = 0.1138 NewtonStep: 0.048 0.000000 increaseLambda: 0.048 0.000000 Undoing contribution: was 0.005364319823364383 now 0.005053173983040615 44: time = 0.048000 loss = 6.762077 'CHLA__rev lambda = 0.2709 alpha = -0.060991 lossBound = -0.000146 W1 = 0.847772 N1 = 0.858417 deltaLoss = -0.000311 24: time = 0.055000 loss = 6.954297 alpha = 0.007308 lossBound = -0.000004 W1 = 0.659265 N1 = 0.696078 deltaLoss = -0.000005 Updating 2 features Reducing newton stepsize from -0.006341009856175887 to -0.0039950011334750155 NewtonStep: 0.056 0.000000 Updating 1 features ANC^2: lambda = -0.6886 min = 0.2500 max = 8,396,588,362.4100 NewtonStep: 0.049 0.001000 alpha = -0.688556 lossBound = -0.000880 W1 = 0.002934 N1 = 0.000695 deltaLoss = -0.001201 increaseLambda: 0.057 0.001000 Undoing contribution: was 7.953046385464901E-4 now 7.911656800416722E-4 86: time = 0.057000 loss = 6.959853 'CHLA_COND__rev lambda = 0.0000 alpha = -0.003995 lossBound = -0.000004 W1 = 0.606024 N1 = 0.647059 deltaLoss = -0.000004 Updating 2 features NewtonStep: 0.057 0.000000 increaseLambda: 0.049 0.000000 45: time = 0.049000 loss = 6.761536 CHLA: lambda = -2.8088 min = 0.0000 max = 871.2000 alpha = -0.304252 lossBound = -0.000068 W1 = 0.034454 N1 = 0.031710 deltaLoss = -0.000541 increaseLambda: 0.057 0.000000 87: time = 0.057000 loss = 6.959852 'CHLA_COND__rev lambda = 0.1181 alpha = 0.004358 lossBound = -0.000002 W1 = 0.659266 N1 = 0.696078 deltaLoss = -0.000002 Updating 2 features NewtonStep: 0.057 0.000000 increaseLambda: 0.057 0.000000 88: time = 0.057000 loss = 6.959849 CHLA_COND^2: lambda = 2.4827 min = 1.0000 max = 81.0000 alpha = 0.011576 lossBound = -0.000002 W1 = 0.069373 N1 = 0.079044 deltaLoss = -0.000003 Updating 2 features Updating 2 features NewtonStep: 0.057 0.000000 NewtonStep: 0.049 0.000000 increaseLambda: 0.057 0.000000 89: time = 0.057000 loss = 6.959848 'CHLA_COND__rev lambda = 0.1208 Updating 2 features alpha = 0.002660 lossBound = -0.000001 W1 = 0.659267 N1 = 0.696078 deltaLoss = -0.000001 increaseLambda: 0.049 0.000000 Updating 2 features Undoing contribution: was 0.005053173983040615 now 0.004687247990029952 46: time = 0.049000 loss = 6.761170 NewtonStep: 0.056 0.001000 Newton: returning 0.0070348882670437365 'CHLA__rev lambda = 0.2044 Updating 2 features alpha = -0.066453 lossBound = -0.000170 W1 = 0.848093 N1 = 0.858417 deltaLoss = -0.000366 Loss was 6.959848271504238, now 6.959848065249734, delta -0.000000 parallelUpdate: 0.058 0.001000 Updating 2 features increaseLambda: 0.057 0.001000 NewtonStep: 0.058 0.000000 25: time = 0.057000 loss = 6.953762 'ANC__rev lambda = -1.9763 alpha = -0.095040 lossBound = -0.000502 W1 = 0.047595 N1 = 0.028343 deltaLoss = -0.000535 Updating 2 features increaseLambda: 0.058 0.000000 Undoing contribution: was 1.2167764863676718E-4NewtonStep: 0.05 0.001000 now 1.2167762985801085E-4 91: time = 0.058000 loss = 6.959848 'CHLA_COND__rev lambda = 0.1216 alpha = -0.000014 lossBound = -0.000000 W1 = 0.659267 N1 = 0.696078 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.058 0.000000 increaseLambda: 0.05 0.000000 Undoing contribution: was 0.004687247990029952 now 0.004531551359771235 47: time = 0.050000 loss = 6.761014 'CHLA__rev lambda = 0.1617 increaseLambda: 0.058 0.000000 Undoing contribution: was 0.016189591982629026 now 0.016189591982463825 alpha = -0.042699 lossBound = -0.000074 W1 = 0.846618 N1 = 0.858417 deltaLoss = -0.000156 92: time = 0.058000 loss = 6.959848 CHLA_COND^2: lambda = 2.4863 min = 1.0000 max = 81.0000 alpha = -0.000003 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.058 0.000000 increaseLambda: 0.058 0.000000 Undoing: newLoss 6.959848065230766, oldLoss 6.95984806523079, deltaLossBound -3.621080467117047E-14 Updating 2 features increaseLambda: 0.058 0.000000 NewtonStep: 0.05 0.000000 increaseLambda: 0.051 0.001000 48: time = 0.051000 loss = 6.760347 CHLA: lambda = -3.1464 min = 0.0000 max = 871.2000 alpha = -0.337633 lossBound = -0.000083 W1 = 0.034614 N1 = 0.031710 deltaLoss = -0.000667 Search: 0.059 0.001000 increaseLambda: 0.059 0.000000 Undoing contribution: was 1.2167762985801085E-4 now 1.2167762983314185E-4 93: time = 0.059000 loss = 6.959848 'CHLA_COND__rev lambda = 0.1216 alpha = -0.000001 lossBound = -0.000000 W1 = 0.659267 N1 = 0.696078 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.059 0.000000 increaseLambda: 0.059 0.000000 Updating 2 features Undoing contribution: was 0.016189591982463825NewtonStep: 0.058 0.001000 Updating 1 features now 0.01618959198243185 94: time = 0.059000 loss = 6.959848 CHLA_COND^2: lambda = 2.4863 min = 1.0000 max = 81.0000 Reducing newton stepsize from -0.17216074954326316 to -0.1617097266187485 alpha = -0.000001 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 NewtonStep: 0.051 0.000000 increaseLambda: 0.058 0.000000 26: time = 0.058000 loss = 6.950198 Updating 2 features ANC: lambda = -0.9898 min = -63.0000 max = 91,632.9000 alpha = -0.989843 lossBound = -0.000393 W1 = 0.026423 N1 = 0.022588 deltaLoss = -0.003563 NewtonStep: 0.059 0.000000 increaseLambda: 0.051 0.000000 Undoing contribution: was 0.004531551359771235 now 0.004269800909957766 49: time = 0.051000 loss = 6.760085 'CHLA__rev lambda = 0.1078 alpha = -0.053903 lossBound = -0.000129 W1 = 0.847650 N1 = 0.858417 deltaLoss = -0.000262 increaseLambda: 0.059 0.000000 95: time = 0.059000 loss = 6.959848 'CHLA_COND__rev lambda = 0.1216 alpha = 0.000000 lossBound = -0.000000 W1 = 0.659267 N1 = 0.696078 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.059 0.000000 increaseLambda: 0.059 0.000000 Undoing: newLoss 6.959848065230756, oldLoss 6.959848065230726, deltaLossBound -6.414901052383938E-16 Updating 2 features increaseLambda: 0.06 0.001000 NewtonStep: 0.059 0.001000 Updating 1 features NewtonStep: 0.052 0.001000 increaseLambda: 0.059 0.000000 increaseLambda: 0.052 0.000000 Search: 0.06 0.000000 27: time = 0.059000 loss = 6.949802 50: time = 0.052000 loss = 6.759105 CHLA: lambda = -4.0565 min = 0.0000 max = 871.2000 alpha = -0.910040 lossBound = -0.000063 W1 = 0.033172 N1 = 0.031710 deltaLoss = -0.000981 increaseLambda: 0.06 0.000000 96: time = 0.060000 loss = 6.959848 CHLA_COND^2: lambda = 2.4863 min = 1.0000 max = 81.0000 alpha = 0.000000 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.06 0.000000 increaseLambda: 0.06 0.000000 97: time = 0.060000 loss = 6.959848 'CHLA_COND__rev lambda = 0.1216 alpha = 0.000000 lossBound = -0.000000 W1 = 0.659267 N1 = 0.696078 deltaLoss = -0.000000 Updating 1 features Updating 2 features NewtonStep: 0.06 0.000000 Reducing newton stepsize from -0.36235874059255296 to -0.10780648441249899 NewtonStep: 0.052 0.000000 increaseLambda: 0.06 0.000000 Undoing: newLoss 6.9598480652307435, oldLoss 6.959848065230741, deltaLossBound -9.965886733514023E-17 increaseLambda: 0.052 0.000000 Undoing contribution: was 0.004269800909957766 now 0.003245320936017926 51: time = 0.052000 loss = 6.758080 'CHLA__rev lambda = 0.0000 alpha = -0.107806 lossBound = -0.000495 W1 = 0.851497 N1 = 0.858417 deltaLoss = -0.001024 increaseLambda: 0.06 0.000000 'ANC__rev lambda = -2.0592 Search: 0.061 0.001000 Updating 2 features increaseLambda: 0.061 0.000000 98: time = 0.061000 loss = 6.959848 NewtonStep: 0.053 0.001000 CHLA_COND^2: lambda = 2.4863 min = 1.0000 max = 81.0000 alpha = 0.000000 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.061 0.000000 increaseLambda: 0.053 0.000000 52: time = 0.053000 loss = 6.757838 increaseLambda: 0.061 0.000000 alpha = -0.082878 lossBound = -0.000367 W1 = 0.046904 N1 = 0.028343 deltaLoss = -0.000396 Undoing: newLoss 6.962533867642591, oldLoss 6.95984806523073, deltaLossBound 0.0 'CHLA__rev lambda = -0.1848 alpha = -0.061932 lossBound = -0.000140 W1 = 0.310141 N1 = 0.279805 deltaLoss = -0.000242 increaseLambda: 0.061 0.000000 Search: 0.061 0.000000 increaseLambda: 0.061 0.000000 99: time = 0.061000 loss = 6.959848 Updating 2 features CHLA_COND: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.111876 N1 = 0.113971 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.053 0.000000 NewtonStep: 0.061 0.000000 Updating 2 features NewtonStep: 0.06 0.001000 increaseLambda: 0.061 0.000000 Undoing: newLoss 6.960388771289728, oldLoss 6.95984806523073, deltaLossBound -3.699003308160406E-4 increaseLambda: 0.053 0.000000 Undoing contribution: was 0.02017712660034383 now 0.01996140065153802 53: time = 0.053000 loss = 6.757622 increaseLambda: 0.061 0.001000 'CHLA__rev lambda = -0.0707 alpha = 0.065345 lossBound = -0.000142 W1 = 0.199295 N1 = 0.172320 deltaLoss = -0.000216 increaseLambda: 0.062 0.001000 28: time = 0.061000 loss = 6.947944 ANC: lambda = -1.7363 min = -63.0000 max = 91,632.9000 alpha = -0.746432 lossBound = -0.000173 W1 = 0.025679 N1 = 0.022588 deltaLoss = -0.001858 Search: 0.062 0.000000 Updating 1 features increaseLambda: 0.062 0.000000 Undoing contribution: was 0.016189591982415864 now 0.016189591982406094 NewtonStep: 0.054 0.001000 100: time = 0.062000 loss = 6.959848 CHLA_COND^2: lambda = 2.4863 min = 1.0000 max = 81.0000 alpha = -0.000000 lossBound = -0.000370 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.062 0.000000 increaseLambda: 0.054 0.000000 54: time = 0.054000 loss = 6.757435 'CHLA__rev lambda = -0.2391 alpha = -0.054320 lossBound = -0.000109 W1 = 0.310130 N1 = 0.279805 deltaLoss = -0.000187 Updating 2 features increaseLambda: 0.062 0.000000 Undoing: newLoss 6.95984806523075, oldLoss 6.95984806523072, deltaLossBound -7.881366174756073E-17 increaseLambda: 0.062 0.000000 Updating 2 features NewtonStep: 0.054 0.000000 Search: 0.062 0.000000 NewtonStep: 0.061 0.000000 increaseLambda: 0.055 0.001000 Undoing contribution: was 0.01996140065153802 now 0.019811327145614354 55: time = 0.055000 loss = 6.757285 'CHLA__rev lambda = -0.0164 increaseLambda: 0.063 0.001000 101: time = 0.063000 loss = 6.959848 alpha = 0.054257 lossBound = -0.000099 W1 = 0.199265 N1 = 0.172320 deltaLoss = -0.000150 'CHLA_COND__rev lambda = 0.1216 increaseLambda: 0.062 0.001000 29: time = 0.062000 loss = 6.947671 alpha = 0.000000 lossBound = -0.000000 W1 = 0.659267 N1 = 0.696078 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.063 0.000000 increaseLambda: 0.063 0.000000 102: time = 0.063000 loss = 6.959848 'CHLA_COND__rev lambda = 0.1216 alpha = 0.000000 lossBound = -0.000000 W1 = 0.659267 N1 = 0.696078 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.063 0.000000 Updating 1 features NewtonStep: 0.055 0.000000 'ANC__rev lambda = -2.1289 alpha = -0.069686 lossBound = -0.000249 W1 = 0.046200 N1 = 0.028343 deltaLoss = -0.000273 increaseLambda: 0.063 0.000000 Updating 5 features Undoing: newLoss 6.962533867076518, oldLoss 6.959848065230724, deltaLossBound 0.0 increaseLambda: 0.055 0.000000 Undoing: newLoss 6.757185576945551, oldLoss 6.757285328833214, deltaLossBound -9.985654089508474E-5 increaseLambda: 0.063 0.000000 increaseLambda: 0.055 0.000000 Newton: returning 0.1316458699115643 Updating 2 features Search: 0.063 0.000000 increaseLambda: 0.063 0.000000 103: time = 0.063000 loss = 6.959848 CHLA_COND: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.111876 N1 = 0.113971 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.063 0.000000 Search: 0.055 0.000000 Loss was 6.947671063989937, now 6.94683743175768, delta -0.000834 parallelUpdate: 0.062 0.000000 increaseLambda: 0.064 0.001000 Undoing: newLoss 6.960388770989221, oldLoss 6.959848065230724, deltaLossBound -3.699003148232838E-4 increaseLambda: 0.056 0.001000 Undoing contribution: was 0.08139055508073662 now 0.08129069853984455 56: time = 0.056000 loss = 6.757185 increaseLambda: 0.064 0.000000 'CHLA__rev lambda = 3.6991 alpha = -0.072772 lossBound = -0.000100 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000100 Search: 0.064 0.000000 Updating 2 features NewtonStep: 0.063 0.001000 increaseLambda: 0.064 0.000000 104: time = 0.064000 loss = 6.959848 CHLA_COND^2: lambda = 2.4863 min = 1.0000 max = 81.0000 alpha = 0.000000 lossBound = -0.000370 W1 = 0.069371 N1 = 0.079044 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.056 0.000000 Updating 2 features NewtonStep: 0.064 0.000000 increaseLambda: 0.064 0.000000 Undoing: newLoss 6.9625338672639625, oldLoss 6.959848065230755, deltaLossBound 0.0 increaseLambda: 0.056 0.000000 57: time = 0.056000 loss = 6.757130 'CHLA__rev lambda = -0.2689 alpha = -0.029787 lossBound = -0.000033 W1 = 0.310101 N1 = 0.279805 deltaLoss = -0.000056 increaseLambda: 0.063 0.000000 increaseLambda: 0.064 0.000000 Search: 0.064 0.000000 increaseLambda: 0.065 0.001000 Updating 2 features Reducing newton stepsize from 0.052165711815767984 to 0.016431308212884417 NewtonStep: 0.057 0.001000 increaseLambda: 0.057 0.000000 Undoing contribution: was 0.019811327145614354 now 0.019737342838728144 58: time = 0.057000 loss = 6.757056 'CHLA__rev lambda = 0.0000 alpha = 0.016431 lossBound = -0.000067 W1 = 0.195541 N1 = 0.172320 deltaLoss = -0.000074 31: time = 0.063000 loss = 6.945652 105: time = 0.065000 loss = 6.959848 CHLA_COND: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.111876 N1 = 0.113971 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.065 0.000000 increaseLambda: 0.065 0.000000 Undoing: newLoss 6.960388771092773, oldLoss 6.959848065230755, deltaLossBound -3.699002977258846E-4 increaseLambda: 0.065 0.000000 Updating 2 features NewtonStep: 0.057 0.000000 ANC: lambda = -2.7057 min = -63.0000 max = 91,632.9000 alpha = -0.740893 lossBound = -0.000074 W1 = 0.024911 N1 = 0.022588 deltaLoss = -0.001185 increaseLambda: 0.057 0.000000 59: time = 0.057000 loss = 6.756468 CHLA: lambda = -4.7972 min = 0.0000 max = 871.2000 alpha = -0.740746 lossBound = -0.000036 W1 = 0.033104 N1 = 0.031710 deltaLoss = -0.000588 Search: 0.065 0.000000 Updating 6 features Newton: returning 0.08387171138474792 Updating 1 features increaseLambda: 0.065 0.000000 Undoing contribution: was 0.016189591982375007 now 0.016189591982366126 106: time = 0.065000 loss = 6.959848 CHLA_COND^2: lambda = 2.4863 min = 1.0000 max = 81.0000 alpha = -0.000000 lossBound = -0.000370 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.065 0.000000 Updating 2 features Loss was 6.756467590137673, now 6.756260425681251, delta -0.000207 increaseLambda: 0.066 0.001000 107: time = 0.066000 loss = 6.959848 'CHLA_COND__rev lambda = 0.1216 alpha = 0.000000 lossBound = -0.000000 W1 = 0.659267 N1 = 0.696078 deltaLoss = -0.000000 Updating 2 features Reducing newton stepsize from 3.4197635332874863 to 0.7792016590545701 parallelUpdate: 0.058 0.001000 NewtonStep: 0.066 0.000000 increaseLambda: 0.066 0.000000 108: time = 0.066000 loss = 6.959848 'CHLA_COND__rev lambda = 0.1216 alpha = 0.000000 lossBound = -0.000000 W1 = 0.659267 N1 = 0.696078 deltaLoss = -0.000000 NewtonStep: 0.065 0.002000 Updating 2 features NewtonStep: 0.066 0.000000 increaseLambda: 0.065 0.000000 Undoing contribution: was 0.0012142723915874992 now 0.0011131064273843232 32: time = 0.065000 loss = 6.945551 increaseLambda: 0.066 0.000000 Undoing: newLoss 6.959848065230725, oldLoss 6.959848065230725, deltaLossBound -1.1188111849889764E-16 Updating 2 features NewtonStep: 0.058 0.000000 increaseLambda: 0.066 0.000000 ANC^2: lambda = -0.5195 min = 0.2500 max = 8,396,588,362.4100 increaseLambda: 0.058 0.000000 alpha = 0.259734 lossBound = -0.000058 W1 = 0.001323 N1 = 0.000695 deltaLoss = -0.000101 Undoing: newLoss 6.770130232399005, oldLoss 6.756260425681251, deltaLossBound -5.37493949151626E-5 Search: 0.066 0.000000 increaseLambda: 0.058 0.000000 increaseLambda: 0.067 0.001000 109: time = 0.067000 loss = 6.959848 'CHLA_COND__rev lambda = 0.1216 alpha = 0.000000 lossBound = -0.000000 W1 = 0.659267 N1 = 0.696078 deltaLoss = 0.000000 Search: 0.059 0.001000 Updating 2 features NewtonStep: 0.067 0.000000 increaseLambda: 0.067 0.000000 Undoing: newLoss 6.9598480652307355, oldLoss 6.959848065230725, deltaLossBound -3.123653143517536E-17 increaseLambda: 0.059 0.000000 61: time = 0.059000 loss = 6.756170 'CHLA__rev lambda = -0.0447 alpha = -0.044724 lossBound = -0.000054 W1 = 0.310489 N1 = 0.280945 deltaLoss = -0.000091 increaseLambda: 0.067 0.000000 Search: 0.067 0.000000 increaseLambda: 0.067 0.000000 110: time = 0.067000 loss = 6.959848 CHLA_COND^2: lambda = 2.4863 min = 1.0000 max = 81.0000 alpha = 0.000000 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = 0.000000 Updating 2 features Updating 2 features NewtonStep: 0.059 0.000000 increaseLambda: 0.059 0.000000 Undoing contribution: was 0.13133743408676235 now 0.1312445341998627 62: time = 0.059000 loss = 6.756077 'CHLA__rev lambda = -1.7907 alpha = 0.044173 lossBound = -0.000062 W1 = 0.179377 N1 = 0.153039 deltaLoss = -0.000093 Updating 2 features NewtonStep: 0.06 0.001000 increaseLambda: 0.06 0.000000 63: time = 0.060000 loss = 6.756027 'CHLA__rev lambda = -0.0730 alpha = -0.028297 lossBound = -0.000029 W1 = 0.311258 N1 = 0.280945 deltaLoss = -0.000050 Updating 2 features Updating 2 features NewtonStep: 0.067 0.000000 NewtonStep: 0.061 0.001000 increaseLambda: 0.069 0.002000 Undoing: newLoss 6.9625338672016595, oldLoss 6.959848065230749, deltaLossBound 0.0 increaseLambda: 0.061 0.000000 Undoing contribution: was 0.1312445341998627 now 0.13120630626972662 64: time = 0.061000 loss = 6.755988 'CHLA__rev lambda = -1.7625 Reducing newton stepsize from 2.615694750605986 to 0.5194677727030468 alpha = 0.028172 lossBound = -0.000025 W1 = 0.179351 N1 = 0.153039 deltaLoss = -0.000038 increaseLambda: 0.069 0.000000 Search: 0.069 0.000000 increaseLambda: 0.069 0.000000 111: time = 0.069000 loss = 6.959848 CHLA_COND: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.111876 N1 = 0.113971 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.069 0.000000 Updating 2 features NewtonStep: 0.061 0.000000 increaseLambda: 0.069 0.000000 Undoing: newLoss 6.960388771060341, oldLoss 6.959848065230749, deltaLossBound -3.699002922783309E-4 NewtonStep: 0.068 0.003000 increaseLambda: 0.069 0.000000 increaseLambda: 0.061 0.000000 Undoing: newLoss 6.755955773706237, oldLoss 6.755988466331754, deltaLossBound -3.2704319465861904E-5 increaseLambda: 0.069 0.001000 Undoing contribution: was 0.0011131064273843232 now 0.0010508982045642195 33: time = 0.069000 loss = 6.945489 increaseLambda: 0.062 0.001000 Search: 0.07 0.001000 increaseLambda: 0.07 0.000000 Undoing contribution: was 0.016189591982342145 now 0.01618959198233948 112: time = 0.070000 loss = 6.959848 CHLA_COND^2: lambda = 2.4863 min = 1.0000 max = 81.0000 Search: 0.062 0.000000 alpha = -0.000000 lossBound = -0.000370 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.07 0.000000 increaseLambda: 0.07 0.000000 Undoing contribution: was 0.01618959198233948 now 0.016189591982327046 113: time = 0.070000 loss = 6.959848 CHLA_COND^2: lambda = 2.4863 min = 1.0000 max = 81.0000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.07 0.000000 increaseLambda: 0.07 0.000000 Undoing contribution: was 0.016189591982327046 now 0.016189591982323493 114: time = 0.070000 loss = 6.959848 CHLA_COND^2: lambda = 2.4863 min = 1.0000 max = 81.0000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.07 0.000000 ANC^2: lambda = -0.3463 min = 0.2500 max = 8,396,588,362.4100 increaseLambda: 0.07 0.000000 Undoing: newLoss 6.962533867194731, oldLoss 6.95984806523073, deltaLossBound 0.0 increaseLambda: 0.062 0.000000 Undoing contribution: was 0.08131223241575866 now 0.08127952809629543 65: time = 0.062000 loss = 6.755956 increaseLambda: 0.071 0.001000 'CHLA__rev lambda = 3.7122 alpha = -0.041846 lossBound = -0.000033 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000033 Search: 0.071 0.000000 increaseLambda: 0.071 0.000000 alpha = 0.173156 lossBound = -0.000048 W1 = 0.001349 N1 = 0.000695 deltaLoss = -0.000062 115: time = 0.071000 loss = 6.959848 CHLA_COND: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.111876 N1 = 0.113971 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.071 0.000000 increaseLambda: 0.071 0.000000 Undoing: newLoss 6.960388771056504, oldLoss 6.95984806523073, deltaLossBound -3.699002929108343E-4 Updating 2 features NewtonStep: 0.063 0.001000 increaseLambda: 0.071 0.000000 increaseLambda: 0.063 0.000000 66: time = 0.063000 loss = 6.755945 'CHLA__rev lambda = -0.0862 alpha = -0.013187 lossBound = -0.000006 W1 = 0.311249 N1 = 0.280945 deltaLoss = -0.000011 Updating 2 features NewtonStep: 0.07 0.001000 Search: 0.071 0.000000 increaseLambda: 0.071 0.000000 Undoing contribution: was 0.016189591982323493 now 0.016189591982321717 116: time = 0.071000 loss = 6.959848 CHLA_COND^2: lambda = 2.4863 min = 1.0000 max = 81.0000 alpha = -0.000000 lossBound = -0.000370 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.072 0.001000 Updating 2 features NewtonStep: 0.064 0.001000 increaseLambda: 0.072 0.000000 Undoing: newLoss 6.959848065230755, oldLoss 6.959848065230728, deltaLossBound -1.8734072071364407E-17 increaseLambda: 0.064 0.000000 Undoing contribution: was 0.13120630626972662 now 0.13117109410047423 67: time = 0.064000 loss = 6.755910 'CHLA__rev lambda = -1.7355 increaseLambda: 0.072 0.000000 alpha = 0.027060 lossBound = -0.000023 W1 = 0.179349 N1 = 0.153039 deltaLoss = -0.000035 increaseLambda: 0.071 0.001000 34: time = 0.071000 loss = 6.944743 ANC: lambda = -3.3309 min = -63.0000 max = 91,632.9000 alpha = -0.625160 lossBound = -0.000042 W1 = 0.024567 N1 = 0.022588 deltaLoss = -0.000746 Search: 0.072 0.000000 Updating 2 features increaseLambda: 0.072 0.000000 117: time = 0.072000 loss = 6.959848 NewtonStep: 0.064 0.000000 'CHLA_COND__rev lambda = 0.1216 alpha = 0.000000 lossBound = -0.000000 W1 = 0.659267 N1 = 0.696078 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.072 0.000000 increaseLambda: 0.064 0.000000 68: time = 0.064000 loss = 6.755882 increaseLambda: 0.072 0.000000 Undoing: newLoss 6.959848065230752, oldLoss 6.959848065230723, deltaLossBound -9.612000337810323E-17 'CHLA__rev lambda = -0.3126 alpha = -0.021163 lossBound = -0.000016 W1 = 0.310094 N1 = 0.279805 deltaLoss = -0.000028 increaseLambda: 0.073 0.001000 Search: 0.073 0.000000 increaseLambda: 0.073 0.000000 118: time = 0.073000 loss = 6.959848 CHLA_COND^2: lambda = 2.4863 min = 1.0000 max = 81.0000 alpha = 0.000000 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.073 0.000000 Updating 2 features increaseLambda: 0.073 0.000000 Undoing: newLoss 6.959848065230751, oldLoss 6.9598480652307355, deltaLossBound -4.51039736716426E-17 NewtonStep: 0.065 0.001000 increaseLambda: 0.073 0.000000 Updating 2 features Reducing newton stepsize from 4.773522850275096 to 0.3463118484686979 NewtonStep: 0.072 0.001000 increaseLambda: 0.065 0.000000 Undoing contribution: was 0.13117109410047423 now 0.1311492378039656 69: time = 0.065000 loss = 6.755860 'CHLA__rev lambda = -1.7142 alpha = 0.021268 lossBound = -0.000015 W1 = 0.179343 N1 = 0.153039 deltaLoss = -0.000022 Search: 0.073 0.000000 increaseLambda: 0.072 0.000000 Undoing: newLoss 6.944689539370174, oldLoss 6.944743290754066, deltaLossBound -8.114239388043183E-5 increaseLambda: 0.073 0.000000 119: time = 0.073000 loss = 6.959848 CHLA_COND^2: lambda = 2.4863 min = 1.0000 max = 81.0000 alpha = 0.000000 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = 0.000000 increaseLambda: 0.072 0.000000 Updating 2 features Newton: returning -7.274771681368952E-7 Updating 2 features Updating 1 features NewtonStep: 0.066 0.001000 Search: 0.073 0.001000 Loss was 6.959848065230744, now 6.959848065230734, delta -0.000000 increaseLambda: 0.066 0.000000 parallelUpdate: 0.074 0.001000 70: time = 0.066000 loss = 6.755842 increaseLambda: 0.073 0.000000 Undoing contribution: was 0.0010508982045642195Converged after 120 iterations 'CHLA__rev lambda = -0.3293 120: time = 0.074000 loss = 6.959848 now 0.0010001825691085525 alpha = -0.016703 lossBound = -0.000010 W1 = 0.310092 N1 = 0.279805 deltaLoss = -0.000018 Updating 2 features NewtonStep: 0.066 0.000000 increaseLambda: 0.067 0.001000 Undoing contribution: was 0.1311492378039656 now 0.13113554265319394 71: time = 0.067000 loss = 6.755828 'CHLA__rev lambda = -1.6974 alpha = 0.016804 lossBound = -0.000009 W1 = 0.179339 N1 = 0.153039 deltaLoss = -0.000014 35: time = 0.073000 loss = 6.944693 Resulting gain: 0.06391088950770918 ANC^2: lambda = -0.2375 min = 0.2500 max = 8,396,588,362.4100 Updating 1 features alpha = 0.108837 lossBound = -0.000081 W1 = 0.001234 N1 = 0.000695 deltaLoss = -0.000051 Daphnia_lumholtzi response curves NewtonStep: 0.067 0.000000 increaseLambda: 0.068 0.001000 Undoing: newLoss 6.755821663422614, oldLoss 6.755828437221386, deltaLossBound -6.774315907245702E-6 increaseLambda: 0.068 0.000000 Search: 0.068 0.000000 increaseLambda: 0.069 0.001000 Undoing contribution: was 0.08127952809629543 now 0.08127275378038987 72: time = 0.069000 loss = 6.755822 'CHLA__rev lambda = 3.6931 Updating 2 features Reducing newton stepsize from 4.3256206712782355 to 0.23747438076747307 NewtonStep: 0.076 0.003000 alpha = -0.019112 lossBound = -0.000007 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000007 Updating 1 features NewtonStep: 0.069 0.000000 increaseLambda: 0.069 0.000000 Undoing contribution: was 0.00888892679777598 now 0.008804778070431568 73: time = 0.069000 loss = 6.755738 CHLA^2: lambda = -1.0474 min = 0.0000 max = 758,989.4400 alpha = 1.282322 lossBound = -0.000003 W1 = 0.003012 N1 = 0.001995 deltaLoss = -0.000084 Updating 2 features NewtonStep: 0.07 0.001000 increaseLambda: 0.07 0.000000 Undoing contribution: was 0.13113554265319394 now 0.1311273215339881 74: time = 0.070000 loss = 6.755729 increaseLambda: 0.077 0.001000 'CHLA__rev lambda = -1.6844 Undoing: newLoss 6.944656476110381, oldLoss 6.94469257511861, deltaLossBound -7.164009933988176E-5 alpha = 0.013009 lossBound = -0.000005 W1 = 0.179336 N1 = 0.153039 deltaLoss = -0.000008 increaseLambda: 0.077 0.000000 Search: 0.077 0.000000 increaseLambda: 0.078 0.001000 Undoing contribution: was 0.0010001825691085525 now 9.640835608787906E-4 Updating 2 features NewtonStep: 0.071 0.001000 36: time = 0.078000 loss = 6.944656 ANC^2: lambda = -0.1583 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.079158 lossBound = -0.000072 W1 = 0.001243 N1 = 0.000695 deltaLoss = -0.000036 increaseLambda: 0.071 0.000000 75: time = 0.071000 loss = 6.755642 CHLA: lambda = -5.5017 min = 0.0000 max = 871.2000 alpha = -0.302123 lossBound = -0.000005 W1 = 0.033029 N1 = 0.031710 deltaLoss = -0.000087 increaseLambda: 0.076 0.045000 Updating 2 features NewtonStep: 0.073 0.002000 increaseLambda: 0.073 0.000000 76: time = 0.073000 loss = 6.755584 'CHLA__rev lambda = -0.3595 alpha = -0.030245 lossBound = -0.000034 W1 = 0.310101 N1 = 0.279805 deltaLoss = -0.000058 Updating 2 features Reducing newton stepsize from 4.017845766753376 to 0.15831625384498205 NewtonStep: 0.081 0.003000 Updating 2 features increaseLambda: 0.081 0.000000 Undoing: newLoss 6.944632799130101, oldLoss 6.944656476110381, deltaLossBound -5.509662697258613E-5 NewtonStep: 0.074 0.001000 increaseLambda: 0.081 0.000000 increaseLambda: 0.074 0.000000 Undoing contribution: was 0.1311273215339881 now 0.13111801355851682 77: time = 0.074000 loss = 6.755575 'CHLA__rev lambda = -1.6705 alpha = 0.013844 lossBound = -0.000006 W1 = 0.179337 N1 = 0.153039 deltaLoss = -0.000009 Search: 0.081 0.000000 increaseLambda: 0.081 0.000000 Undoing contribution: was 9.640835608787906E-4 now 9.404065805992939E-4 37: time = 0.081000 loss = 6.944633 ANC^2: lambda = -0.1055 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.052772 lossBound = -0.000055 W1 = 0.001249 N1 = 0.000695 deltaLoss = -0.000024 Updating 2 features NewtonStep: 0.074 0.000000 increaseLambda: 0.075 0.001000 78: time = 0.075000 loss = 6.755568 'CHLA__rev lambda = -0.3705 alpha = -0.010965 lossBound = -0.000004 W1 = 0.310090 N1 = 0.279805 deltaLoss = -0.000008 Updating 2 features Reducing newton stepsize from 3.8208178315167283 to 0.10554416922998802 NewtonStep: 0.082 0.001000 increaseLambda: 0.082 0.000000 Updating 2 features NewtonStep: 0.075 0.000000 increaseLambda: 0.075 0.000000 Undoing contribution: was 0.13111801355851682 now 0.1311120667709451 79: time = 0.075000 loss = 6.755562 'CHLA__rev lambda = -1.6595 alpha = 0.011053 lossBound = -0.000004 W1 = 0.179335 N1 = 0.153039 deltaLoss = -0.000006 Updating 2 features NewtonStep: 0.076 0.001000 increaseLambda: 0.076 0.000000 80: time = 0.076000 loss = 6.755557 'CHLA__rev lambda = -0.3792 alpha = -0.008692 lossBound = -0.000003 W1 = 0.310089 N1 = 0.279805 deltaLoss = -0.000005 Updating 2 features NewtonStep: 0.076 0.000000 increaseLambda: 0.077 0.001000 Undoing contribution: was 0.1311120667709451 now 0.1311083192493152 81: time = 0.077000 loss = 6.755553 'CHLA__rev lambda = -1.6507 alpha = 0.008766 lossBound = -0.000002 W1 = 0.179334 N1 = 0.153039 deltaLoss = -0.000004 Updating 2 features NewtonStep: 0.077 0.000000 increaseLambda: 0.077 0.000000 Undoing: newLoss 6.755551048955145, oldLoss 6.755553162121216, deltaLossBound -2.113216959430468E-6 increaseLambda: 0.077 0.000000 Search: 0.078 0.001000 increaseLambda: 0.078 0.000000 Undoing contribution: was 0.08127275378038987 now 0.08127064056342756 82: time = 0.078000 loss = 6.755551 'CHLA__rev lambda = 3.6824 alpha = -0.010688 lossBound = -0.000002 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000002 Updating 2 features NewtonStep: 0.078 0.000000 increaseLambda: 0.078 0.000000 Undoing contribution: was 0.008804778070431568 now 0.008776865680390494 83: time = 0.078000 loss = 6.755523 CHLA^2: lambda = -0.3658 min = 0.0000 max = 758,989.4400 alpha = 0.681612 lossBound = -0.000001 W1 = 0.003001 N1 = 0.001995 deltaLoss = -0.000028 Updating 2 features NewtonStep: 0.079 0.001000 increaseLambda: 0.079 0.000000 84: time = 0.079000 loss = 6.755444 CHLA: lambda = -5.7899 min = 0.0000 max = 871.2000 alpha = -0.288227 lossBound = -0.000005 W1 = 0.033028 N1 = 0.031710 deltaLoss = -0.000079 Updating 2 features NewtonStep: 0.08 0.001000 increaseLambda: 0.08 0.000000 85: time = 0.080000 loss = 6.755422 'CHLA__rev lambda = -0.3980 alpha = -0.018770 lossBound = -0.000013 W1 = 0.310093 N1 = 0.279805 deltaLoss = -0.000022 Updating 2 features NewtonStep: 0.081 0.001000 increaseLambda: 0.081 0.000000 Undoing contribution: was 0.1311083192493152 now 0.13110325841897552 86: time = 0.081000 loss = 6.755417 'CHLA__rev lambda = -1.6405 alpha = 0.010195 lossBound = -0.000003 W1 = 0.179335 N1 = 0.153039 deltaLoss = -0.000005 Updating 2 features NewtonStep: 0.081 0.000000 increaseLambda: 0.081 0.000000 87: time = 0.081000 loss = 6.755413 'CHLA__rev lambda = -0.4060 alpha = -0.008047 lossBound = -0.000002 W1 = 0.310089 N1 = 0.279805 deltaLoss = -0.000004 Updating 2 features NewtonStep: 0.082 0.001000 increaseLambda: 0.082 0.000000 Undoing contribution: was 0.13110325841897552 now 0.13110004355498095 88: time = 0.082000 loss = 6.755410 'CHLA__rev lambda = -1.6324 alpha = 0.008118 lossBound = -0.000002 W1 = 0.179334 N1 = 0.153039 deltaLoss = -0.000003 Updating 2 features Reducing newton stepsize from 0.7594310858475425 to 0.3657975893306946 NewtonStep: 0.082 0.000000 increaseLambda: 0.083 0.001000 Undoing contribution: was 0.008776865680390494 now 0.008749505089596604 89: time = 0.083000 loss = 6.755382 CHLA^2: lambda = 0.0000 min = 0.0000 max = 758,989.4400 alpha = 0.365798 lossBound = -0.000002 W1 = 0.002945 N1 = 0.001995 deltaLoss = -0.000027 Updating 6 features Newton: returning 0.2518664129545551 Updating 2 features Loss was 6.75538213967575, now 6.755328035759862, delta -0.000054 parallelUpdate: 0.083 0.000000 Updating 2 features NewtonStep: 0.084 0.001000 increaseLambda: 0.084 0.000000 Undoing contribution: was 0.0025564816374424337 now 0.002550416105689126 91: time = 0.084000 loss = 6.755322 'CHLA__rev lambda = -0.2309 alpha = 0.009879 lossBound = -0.000004 W1 = 0.299861 N1 = 0.269770 deltaLoss = -0.000006 Updating 2 features NewtonStep: 0.084 0.000000 increaseLambda: 0.084 0.000000 Undoing: newLoss 6.755320768059458, oldLoss 6.755321970228109, deltaLossBound -1.202185178310111E-6 increaseLambda: 0.085 0.001000 Search: 0.085 0.000000 increaseLambda: 0.085 0.000000 Undoing contribution: was 0.08127064056342756 now 0.08126943837825126 92: time = 0.085000 loss = 6.755321 'CHLA__rev lambda = 3.6702 alpha = -0.008065 lossBound = -0.000001 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000001 Updating 2 features NewtonStep: 0.085 0.000000 increaseLambda: 0.086 0.001000 Undoing contribution: was 0.002550416105689126 now 0.0025502291756248096 93: time = 0.086000 loss = 6.755321 'CHLA__rev lambda = -0.2292 alpha = 0.001732 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.086 0.000000 increaseLambda: 0.086 0.000000 94: time = 0.086000 loss = 6.755320 'CHLA__rev lambda = -0.4429 alpha = -0.002342 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.087 0.001000 increaseLambda: 0.087 0.000000 Undoing contribution: was 0.0025502291756248096 now 0.0025498844609191406 95: time = 0.087000 loss = 6.755320 'CHLA__rev lambda = -0.2268 alpha = 0.002353 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.087 0.000000 increaseLambda: 0.087 0.000000 96: time = 0.087000 loss = 6.755320 'CHLA__rev lambda = -0.4452 alpha = -0.002339 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 43: time = 0.078000 loss = 7.009686 Updating 2 features NewtonStep: 0.088 0.001000 increaseLambda: 0.088 0.000000 Undoing contribution: was 0.0025498844609191406 now 0.0025495407440694917 97: time = 0.088000 loss = 6.755319 'CHLA__rev lambda = -0.2245 alpha = 0.002349 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Undoing: newLoss 6.94461719420146, oldLoss 6.944632799130101, deltaLossBound -3.983473942629619E-5 Updating 2 features NewtonStep: 0.089 0.001000 increaseLambda: 0.096 0.014000 increaseLambda: 0.089 0.000000 98: time = 0.089000 loss = 6.755319 'CHLA__rev lambda = -0.4476 alpha = -0.002335 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Search: 0.096 0.000000 increaseLambda: 0.096 0.000000 Undoing contribution: was 9.404065805992939E-4 now 9.248016519584606E-4 38: time = 0.096000 loss = 6.944617 ANC^2: lambda = -0.0704 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.035181 lossBound = -0.000040 W1 = 0.001253 N1 = 0.000695 deltaLoss = -0.000016 Updating 1 features NewtonStep: 0.09 0.001000 increaseLambda: 0.09 0.000000 Undoing contribution: was 0.0025495407440694917 now 0.0025491980220764842 99: time = 0.090000 loss = 6.755319 'CHLA__rev lambda = -0.2221 alpha = 0.002346 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 2 features Reducing newton stepsize from 3.693009019261356 to 0.07036277948665867 NewtonStep: 0.097 0.001000 increaseLambda: 0.097 0.000000 Undoing: newLoss 6.944606872894404, oldLoss 6.94461719420146, deltaLossBound -2.7891074429513098E-5 Updating 1 features increaseLambda: 0.097 0.000000 NewtonStep: 0.09 0.000000 increaseLambda: 0.09 0.000000 100: time = 0.090000 loss = 6.755318 'CHLA__rev lambda = -0.4499 Search: 0.097 0.000000 alpha = -0.002332 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 increaseLambda: 0.098 0.001000 Undoing contribution: was 9.248016519584606E-4 now 9.144803449023225E-4 39: time = 0.098000 loss = 6.944607 ANC^2: lambda = -0.0469 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.023454 lossBound = -0.000028 W1 = 0.001256 N1 = 0.000695 deltaLoss = -0.000010 Updating 2 features NewtonStep: 0.091 0.001000 increaseLambda: 0.091 0.000000 Undoing contribution: was 0.0025491980220764842 now 0.002548856292006465 101: time = 0.091000 loss = 6.755318 'CHLA__rev lambda = -0.2198 alpha = 0.002342 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.098 0.000000 increaseLambda: 0.098 0.000000 Undoing contribution: was 0.00690074696358736 now 0.0068207110523226516 40: time = 0.098000 loss = 6.944527 'ANC__rev lambda = 0.4161 alpha = -0.032405 lossBound = -0.000027 W1 = 0.792068 N1 = 0.804802 deltaLoss = -0.000080 Updating 1 features NewtonStep: 0.091 0.000000 increaseLambda: 0.092 0.001000 102: time = 0.092000 loss = 6.755317 'CHLA__rev lambda = -0.4522 alpha = -0.002328 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.099 0.001000 increaseLambda: 0.099 0.000000 41: time = 0.099000 loss = 6.943978 ANC: lambda = -3.8916 min = -63.0000 max = 91,632.9000 alpha = -0.560663 lossBound = -0.000029 W1 = 0.024388 N1 = 0.022588 deltaLoss = -0.000549 Updating 1 features NewtonStep: 0.092 0.000000 increaseLambda: 0.092 0.000000 Undoing contribution: was 0.002548856292006465 now 0.002548515550928445 103: time = 0.092000 loss = 6.755317 'CHLA__rev lambda = -0.2174 alpha = 0.002339 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.099 0.000000 Updating 1 features increaseLambda: 0.1 0.001000 Undoing contribution: was 0.0068207110523226516 now 0.0066551302316919785 42: time = 0.100000 loss = 6.943812 'ANC__rev lambda = 0.3691 alpha = -0.047052 lossBound = -0.000054 W1 = 0.792903 N1 = 0.804802 deltaLoss = -0.000166 NewtonStep: 0.093 0.001000 increaseLambda: 0.093 0.000000 104: time = 0.093000 loss = 6.755317 'CHLA__rev lambda = -0.4546 alpha = -0.002325 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.093 0.000000 Updating 2 features NewtonStep: 0.1 0.000000 increaseLambda: 0.093 0.000000 Undoing contribution: was 0.002548515550928445 now 0.0025481757959283113 105: time = 0.093000 loss = 6.755316 'CHLA__rev lambda = -0.2151 alpha = 0.002336 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 increaseLambda: 0.101 0.001000 Undoing contribution: was 0.0032253276142639375 now 0.0031516921707674594 43: time = 0.101000 loss = 6.943739 'ANC__rev lambda = 0.1074 alpha = -0.031955 lossBound = -0.000024 W1 = 0.799770 N1 = 0.812636 deltaLoss = -0.000074 Updating 1 features NewtonStep: 0.094 0.001000 increaseLambda: 0.094 0.000000 106: time = 0.094000 loss = 6.755316 'CHLA__rev lambda = -0.4569 Updating 2 features alpha = -0.002322 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 NewtonStep: 0.101 0.000000 increaseLambda: 0.101 0.000000 Updating 1 features NewtonStep: 0.095 0.001000 increaseLambda: 0.095 0.000000 Undoing contribution: was 0.0025481757959283113 now 0.0025478370240928382 107: time = 0.095000 loss = 6.755316 'CHLA__rev lambda = -0.2128 alpha = 0.002332 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 44: time = 0.101000 loss = 6.943198 ANC: lambda = -4.4706 min = -63.0000 max = 91,632.9000 alpha = -0.579033 lossBound = -0.000026 W1 = 0.024348 N1 = 0.022588 deltaLoss = -0.000541 Updating 1 features NewtonStep: 0.095 0.000000 increaseLambda: 0.095 0.000000 108: time = 0.095000 loss = 6.755315 'CHLA__rev lambda = -0.4592 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.002318 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.103 0.002000 increaseLambda: 0.103 0.000000 Undoing contribution: was 0.0066551302316919785 now 0.006494947448862058 45: time = 0.103000 loss = 6.943038 Updating 1 features 'ANC__rev lambda = 0.3228 alpha = -0.046334 lossBound = -0.000053 W1 = 0.792854 N1 = 0.804802 deltaLoss = -0.000160 NewtonStep: 0.096 0.001000 increaseLambda: 0.096 0.000000 Undoing contribution: was 0.0025478370240928382 now 0.0025474992325176826 109: time = 0.096000 loss = 6.755315 'CHLA__rev lambda = -0.2104 alpha = 0.002329 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 2 features Reducing newton stepsize from 9.06914987721967 to 0.04690851965777244 NewtonStep: 0.104 0.001000 Updating 1 features NewtonStep: 0.097 0.001000 increaseLambda: 0.104 0.000000 Undoing: newLoss 6.943029291052032, oldLoss 6.943037591645622, deltaLossBound -2.3624764997576282E-5 increaseLambda: 0.097 0.000000 110: time = 0.097000 loss = 6.755315 'CHLA__rev lambda = -0.4615 alpha = -0.002315 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.097 0.000000 increaseLambda: 0.097 0.000000 Undoing contribution: was 0.0025474992325176826 now 0.0025471624183127117 111: time = 0.097000 loss = 6.755314 'CHLA__rev lambda = -0.2081 alpha = 0.002325 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.098 0.001000 increaseLambda: 0.098 0.000000 112: time = 0.098000 loss = 6.755314 'CHLA__rev lambda = -0.4638 alpha = -0.002311 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.098 0.000000 increaseLambda: 0.099 0.001000 Undoing contribution: was 0.0025471624183127117 now 0.002546826578593122 113: time = 0.099000 loss = 6.755314 'CHLA__rev lambda = -0.2058 alpha = 0.002322 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.099 0.000000 increaseLambda: 0.099 0.000000 114: time = 0.099000 loss = 6.755313 'CHLA__rev lambda = -0.4661 alpha = -0.002308 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.1 0.001000 increaseLambda: 0.1 0.000000 Undoing contribution: was 0.002546826578593122 now 0.002546491710482104 115: time = 0.100000 loss = 6.755313 'CHLA__rev lambda = -0.2035 alpha = 0.002319 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 increaseLambda: 0.104 0.000000 Search: 0.107 0.003000 Updating 1 features increaseLambda: 0.107 0.000000 NewtonStep: 0.1 0.000000 Undoing contribution: was 9.144803449023225E-4 now 9.061797513129615E-4 46: time = 0.107000 loss = 6.943029 alpha = -0.000000 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = 0.000000 ANC^2: lambda = -0.0313 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.015636 lossBound = -0.000024 W1 = 0.001164 N1 = 0.000695 deltaLoss = -0.000008 increaseLambda: 0.101 0.001000 116: time = 0.101000 loss = 6.755313 'CHLA__rev lambda = -0.4684 alpha = -0.002305 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.106 0.028000 increaseLambda: 0.106 0.000000 44: time = 0.106000 loss = 7.009686 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.106 0.000000 increaseLambda: 0.107 0.001000 Undoing: newLoss 7.0143093371897995, oldLoss 7.009686217620034, deltaLossBound 0.0 increaseLambda: 0.107 0.000000 Search: 0.107 0.000000 increaseLambda: 0.107 0.000000 45: time = 0.107000 loss = 7.009686 Updating 2 features Updating 1 features NewtonStep: 0.109 0.002000 NewtonStep: 0.102 0.001000 increaseLambda: 0.102 0.000000 Undoing contribution: was 0.002546491710482104 now 0.0025461578111161697 117: time = 0.102000 loss = 6.755312 'CHLA__rev lambda = -0.2012 alpha = 0.002315 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 increaseLambda: 0.109 0.000000 Undoing contribution: was 0.0031516921707674594 now 0.0030802716745339164 47: time = 0.109000 loss = 6.942958 'ANC__rev lambda = 0.0759 alpha = -0.031518 lossBound = -0.000023 W1 = 0.799739 N1 = 0.812636 deltaLoss = -0.000071 Updating 1 features NewtonStep: 0.103 0.001000 increaseLambda: 0.103 0.000000 118: time = 0.103000 loss = 6.755312 'CHLA__rev lambda = -0.4707 alpha = -0.002301 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.11 0.001000 increaseLambda: 0.11 0.000000 48: time = 0.110000 loss = 6.942431 ANC: lambda = -5.0601 min = -63.0000 max = 91,632.9000 alpha = -0.589501 lossBound = -0.000024 W1 = 0.024314 N1 = 0.022588 deltaLoss = -0.000527 Updating 1 features NewtonStep: 0.103 0.000000 increaseLambda: 0.103 0.000000 Undoing contribution: was 0.0025461578111161697 now 0.002545824877634497 119: time = 0.103000 loss = 6.755312 'CHLA__rev lambda = -0.1989 alpha = 0.002312 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 6 features Newton: returning 0.2838941693897053 Updating 1 features Loss was 6.755311762033588, now 6.755308157154353, delta -0.000004 parallelUpdate: 0.104 0.001000 'ANC_COND lambda = 0.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.001000 N1 = 0.007353 deltaLoss = 0.000000 Updating 2 features Reducing newton stepsize from -0.1443144173210531 to -0.0758589392552233 NewtonStep: 0.111 0.001000 increaseLambda: 0.111 0.000000 Undoing contribution: was 0.0030802716745339164 now 0.0029863927195259076 49: time = 0.111000 loss = 6.942337 'ANC__rev lambda = 0.0506 alpha = -0.025286 lossBound = -0.000052 W1 = 0.801284 N1 = 0.812636 deltaLoss = -0.000094 Updating 1 features NewtonStep: 0.104 0.000000 increaseLambda: 0.105 0.001000 Undoing: newLoss 6.768205337914425, oldLoss 6.755308157154353, deltaLossBound -2.5465336984630536E-7 increaseLambda: 0.105 0.000000 Updating 2 features Reducing newton stepsize from -0.11784024688661218 to -0.05057262617014886 NewtonStep: 0.112 0.001000 Search: 0.105 0.000000 increaseLambda: 0.112 0.000000 Undoing contribution: was 0.0029863927195259076increaseLambda: 0.105 0.000000 121: time = 0.105000 loss = 6.755308 'CHLA__rev lambda = -0.0019 alpha = -0.001861 lossBound = -0.000000 W1 = 0.179222 N1 = 0.152846 deltaLoss = -0.000000 now 0.0028533960150276183 50: time = 0.112000 loss = 6.942204 'ANC__rev lambda = 0.0000 alpha = -0.050573 lossBound = -0.000035 W1 = 0.799832 N1 = 0.812636 deltaLoss = -0.000133 Updating 1 features NewtonStep: 0.106 0.001000 increaseLambda: 0.106 0.000000 Undoing contribution: was 0.002545824877634497 now 0.0025456003721340847 122: time = 0.106000 loss = 6.755308 'CHLA__rev lambda = -0.1864 alpha = 0.001898 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.113 0.001000 increaseLambda: 0.113 0.000000 51: time = 0.113000 loss = 6.941248 ANC: lambda = -6.8268 min = -63.0000 max = 91,632.9000 alpha = -1.766706 lossBound = -0.000022 W1 = 0.023682 N1 = 0.022588 deltaLoss = -0.000956 Updating 1 features NewtonStep: 0.106 0.000000 increaseLambda: 0.106 0.000000 123: time = 0.106000 loss = 6.755307 'CHLA__rev lambda = -0.0047 alpha = -0.002860 lossBound = -0.000000 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000000 Updating 2 features Updating 1 features NewtonStep: 0.114 0.001000 NewtonStep: 0.107 0.001000 increaseLambda: 0.114 0.000000 Undoing contribution: was 0.006494947448862058 now 0.005247827258587216 increaseLambda: 0.107 0.000000 Undoing contribution: was 0.0025456003721340847 now 0.00254527247489317 124: time = 0.107000 loss = 6.755307 52: time = 0.114000 loss = 6.940001 'CHLA__rev lambda = -0.1841 alpha = 0.002294 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.108 0.001000 increaseLambda: 0.108 0.000000 125: time = 0.108000 loss = 6.755307 'CHLA__rev lambda = -0.4914 alpha = -0.002292 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 'ANC__rev lambda = 0.0191 alpha = -0.303693 lossBound = -0.000223 W1 = 0.789636 N1 = 0.804802 deltaLoss = -0.001247 Updating 1 features NewtonStep: 0.108 0.000000 increaseLambda: 0.108 0.000000 Undoing contribution: was 0.00254527247489317 now 0.0025449422627928397 126: time = 0.108000 loss = 6.755306 'CHLA__rev lambda = -0.1818 alpha = 0.002302 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.116 0.002000 Updating 1 features NewtonStep: 0.109 0.001000 increaseLambda: 0.116 0.000000 Undoing contribution: was 0.06010005607541677 now 0.06002904957577579 53: time = 0.116000 loss = 6.939930 increaseLambda: 0.109 0.000000 127: time = 0.109000 loss = 6.755306 'CHLA__rev lambda = -0.4937 alpha = -0.002288 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 'ANC__rev lambda = -2.3222 alpha = 0.086936 lossBound = -0.000034 W1 = 0.043087 N1 = 0.028343 deltaLoss = -0.000071 Updating 1 features NewtonStep: 0.11 0.001000 Updating 2 features NewtonStep: 0.117 0.001000 increaseLambda: 0.11 0.000000 Undoing contribution: was 0.0025449422627928397 now 0.002544613005808496 128: time = 0.110000 loss = 6.755306 'CHLA__rev lambda = -0.1795 alpha = 0.002299 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 increaseLambda: 0.117 0.000000 54: time = 0.117000 loss = 6.938639 ANC: lambda = -8.9417 min = -63.0000 max = 91,632.9000 alpha = -2.114925 lossBound = -0.000028 W1 = 0.023683 N1 = 0.022588 deltaLoss = -0.001291 Updating 1 features NewtonStep: 0.11 0.000000 increaseLambda: 0.11 0.000000 129: time = 0.110000 loss = 6.755305 'CHLA__rev lambda = -0.4960 alpha = -0.002285 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 2 features Reducing newton stepsize from -0.2895388354718819 to -0.019062826528202792 NewtonStep: 0.118 0.001000 increaseLambda: 0.118 0.000000 Undoing contribution: was 0.005247827258587216 now 0.005097558570455378 55: time = 0.118000 loss = 6.938489 Updating 1 features 'ANC__rev lambda = 0.0000 alpha = -0.019063 lossBound = -0.000126 W1 = 0.797710 N1 = 0.804802 deltaLoss = -0.000150 NewtonStep: 0.111 0.001000 increaseLambda: 0.111 0.000000 Undoing contribution: was 0.002544613005808496 now 0.0025442847011228364 130: time = 0.111000 loss = 6.755305 'CHLA__rev lambda = -0.1772 alpha = 0.002295 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.112 0.001000 increaseLambda: 0.112 0.000000 131: time = 0.112000 loss = 6.755305 'CHLA__rev lambda = -0.4983 Updating 2 features alpha = -0.002282 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 NewtonStep: 0.119 0.001000 increaseLambda: 0.119 0.000000 56: time = 0.119000 loss = 6.938401 'ANC__rev lambda = -2.4136 alpha = -0.091417 lossBound = -0.000042 W1 = 0.043093 N1 = 0.028343 deltaLoss = -0.000088 Updating 2 features NewtonStep: 0.117 0.010000 increaseLambda: 0.117 0.000000 Undoing: newLoss 7.009690826849001, oldLoss 7.009686217620034, deltaLossBound -4.991891653929707E-5 Updating 1 features NewtonStep: 0.112 0.000000 increaseLambda: 0.112 0.000000 Undoing contribution: was 0.0025442847011228364 now 0.0025439573459292175 132: time = 0.113000 loss = 6.755304 'CHLA__rev lambda = -0.1749 alpha = 0.002292 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 2 features Reducing newton stepsize from 70.7497938586997 to 0.03127234643851497 NewtonStep: 0.12 0.001000 increaseLambda: 0.12 0.000000 Undoing contribution: was 9.061797513129615E-4 now 8.845539952452835E-4 57: time = 0.120000 loss = 6.938379 ANC^2: lambda = 0.0000 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.031272 lossBound = -0.000021 W1 = 0.001003 N1 = 0.000695 deltaLoss = -0.000022 Updating 1 features NewtonStep: 0.113 0.000000 increaseLambda: 0.113 0.000000 133: time = 0.113000 loss = 6.755304 'CHLA__rev lambda = -0.0072 alpha = -0.002452 lossBound = -0.000000 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.12 0.000000 increaseLambda: 0.121 0.001000 58: time = 0.121000 loss = 6.938312 ANC: lambda = -9.4776 min = -63.0000 max = 91,632.9000 alpha = -0.535913 lossBound = -0.000001 W1 = 0.023592 N1 = 0.022588 deltaLoss = -0.000068 Updating 1 features NewtonStep: 0.114 0.001000 increaseLambda: 0.114 0.000000 Undoing contribution: was 0.0025439573459292175 now 0.002543716529668951 134: time = 0.114000 loss = 6.755304 'CHLA__rev lambda = -0.1729 alpha = 0.001966 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 2 features Updating 1 features NewtonStep: 0.114 0.000000 increaseLambda: 0.114 0.000000 135: time = 0.114000 loss = 6.755303 'CHLA__rev lambda = -0.5006 alpha = -0.002303 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.115 0.001000 increaseLambda: 0.115 0.000000 Undoing contribution: was 0.002543716529668951 now 0.002543383179668903 136: time = 0.115000 loss = 6.755303 'CHLA__rev lambda = -0.1706 alpha = 0.002313 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.116 0.001000 increaseLambda: 0.116 0.000000 137: time = 0.116000 loss = 6.755303 'CHLA__rev lambda = -0.5029 alpha = -0.002299 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 increaseLambda: 0.117 0.000000 Updating 1 features NewtonStep: 0.116 0.000000 NewtonStep: 0.121 0.000000 increaseLambda: 0.117 0.001000 Undoing contribution: was 0.002543383179668903 now 0.002543050794000581 138: time = 0.117000 loss = 6.755302 'CHLA__rev lambda = -0.1683 alpha = 0.002310 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 increaseLambda: 0.124 0.003000 59: time = 0.124000 loss = 6.938304 'ANC__rev lambda = -2.4402 alpha = -0.026588 lossBound = -0.000003 W1 = 0.043053 N1 = 0.028343 deltaLoss = -0.000007 Updating 2 features Newton: returning 0.009140579285204639 Updating 2 features Loss was 6.938304445042608, now 6.9383034211247425, delta -0.000001 Updating 1 features parallelUpdate: 0.124 0.000000 NewtonStep: 0.117 0.000000 increaseLambda: 0.117 0.000000 139: time = 0.117000 loss = 6.755302 'CHLA__rev lambda = -0.5052 alpha = -0.002296 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 2 features Updating 1 features NewtonStep: 0.125 0.001000 NewtonStep: 0.118 0.001000 increaseLambda: 0.125 0.000000 61: time = 0.125000 loss = 6.938303 increaseLambda: 0.118 0.000000 Undoing contribution: was 0.002543050794000581 now 0.0025427193697942795 'ANC__rev lambda = -2.4436 140: time = 0.118000 loss = 6.755302 alpha = -0.000573 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = -0.000000 'CHLA__rev lambda = -0.1660 alpha = 0.002307 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Converged after 140 iterations 140: time = 0.118000 loss = 6.755302 Resulting gain: 0.26845725743164994 Daphnia_lumholtzi response curves Updating 2 features NewtonStep: 0.125 0.000000 increaseLambda: 0.126 0.001000 62: time = 0.126000 loss = 6.938303 ANC: lambda = -9.5487 min = -63.0000 max = 91,632.9000 alpha = -0.000301 lossBound = -0.000000 W1 = 0.023588 N1 = 0.022588 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.126 0.000000 increaseLambda: 0.127 0.001000 63: time = 0.127000 loss = 6.938303 'ANC__rev lambda = -2.4436 alpha = -0.000014 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.127 0.000000 increaseLambda: 0.127 0.000000 64: time = 0.127000 loss = 6.938303 ANC: lambda = -9.5487 min = -63.0000 max = 91,632.9000 alpha = -0.000028 lossBound = -0.000000 W1 = 0.023588 N1 = 0.022588 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.128 0.001000 increaseLambda: 0.128 0.000000 65: time = 0.128000 loss = 6.938303 'ANC__rev lambda = -2.4436 alpha = -0.000001 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.129 0.001000 increaseLambda: 0.129 0.000000 66: time = 0.129000 loss = 6.938303 ANC: lambda = -9.5487 min = -63.0000 max = 91,632.9000 alpha = -0.000003 lossBound = -0.000000 W1 = 0.023588 N1 = 0.022588 deltaLoss = -0.000000 Search: 0.127 0.010000 increaseLambda: 0.127 0.000000 46: time = 0.127000 loss = 7.009686 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000000 lossBound = -0.000050 W1 = 0.001000 N1 = 0.000000 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.128 0.001000 increaseLambda: 0.128 0.000000 Undoing: newLoss 7.014309337222183, oldLoss 7.009686217620035, deltaLossBound 0.0 increaseLambda: 0.128 0.000000 Search: 0.128 0.000000 increaseLambda: 0.128 0.000000 47: time = 0.128000 loss = 7.009686 'ANC_COND lambda = 0.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.001000 N1 = 0.007353 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.128 0.000000 increaseLambda: 0.128 0.000000 Undoing: newLoss 7.009690826841329, oldLoss 7.009686217620035, deltaLossBound -4.991894945455456E-5 increaseLambda: 0.128 0.000000 Search: 0.128 0.000000 increaseLambda: 0.129 0.001000 48: time = 0.129000 loss = 7.009686 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000000 lossBound = -0.000050 W1 = 0.001000 N1 = 0.000000 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.129 0.000000 increaseLambda: 0.129 0.000000 Undoing: newLoss 7.014309337265363, oldLoss 7.009686217620035, deltaLossBound 0.0 increaseLambda: 0.129 0.000000 Search: 0.129 0.000000 increaseLambda: 0.129 0.000000 49: time = 0.129000 loss = 7.009686 'ANC_COND lambda = 0.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.001000 N1 = 0.007353 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.129 0.000000 increaseLambda: 0.129 0.000000 Undoing: newLoss 7.009730481934888, oldLoss 7.009686217620035, deltaLossBound -4.99189933413414E-5 increaseLambda: 0.129 0.000000 Search: 0.13 0.001000 increaseLambda: 0.13 0.000000 50: time = 0.130000 loss = 7.009686 ANC_COND^2: lambda = -0.4331 min = 1.0000 max = 4.0000 alpha = -0.000000 lossBound = -0.000050 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.13 0.000000 Updating 2 features increaseLambda: 0.13 0.000000 Undoing: newLoss 7.023774131991878, oldLoss 7.009686217620034, deltaLossBound 0.0 NewtonStep: 0.132 0.003000 increaseLambda: 0.13 0.000000 increaseLambda: 0.132 0.000000 Undoing: newLoss 6.93830341786198, oldLoss 6.938303417861979, deltaLossBound -1.4024512246669227E-16 increaseLambda: 0.132 0.000000 Search: 0.13 0.000000 increaseLambda: 0.13 0.000000 51: time = 0.130000 loss = 7.009686 'ANC_COND lambda = 0.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.001000 N1 = 0.007353 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.13 0.000000 increaseLambda: 0.13 0.000000 Undoing: newLoss 7.009935499569524, oldLoss 7.009686217620034, deltaLossBound -3.683124201341268E-4 Search: 0.132 0.000000 increaseLambda: 0.13 0.000000 increaseLambda: 0.133 0.001000 67: time = 0.133000 loss = 6.938303 'ANC__rev lambda = -2.4436 alpha = -0.000000 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = 0.000000 Search: 0.131 0.001000 increaseLambda: 0.131 0.000000 Undoing contribution: was 0.013412368097792254 now 0.013412368097793143 52: time = 0.131000 loss = 7.009686 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = 0.000000 lossBound = -0.000368 W1 = 0.001000 N1 = 0.000000 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.131 0.000000 increaseLambda: 0.131 0.000000 53: time = 0.131000 loss = 7.009686 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.131 0.000000 increaseLambda: 0.131 0.000000 54: time = 0.131000 loss = 7.009686 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.131 0.000000 increaseLambda: 0.131 0.000000 55: time = 0.131000 loss = 7.009686 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.131 0.000000 increaseLambda: 0.131 0.000000 56: time = 0.131000 loss = 7.009686 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.131 0.000000 increaseLambda: 0.131 0.000000 57: time = 0.131000 loss = 7.009686 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.131 0.000000 increaseLambda: 0.131 0.000000 58: time = 0.131000 loss = 7.009686 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 Updating 2 features NewtonStep: 0.133 0.000000 increaseLambda: 0.133 0.000000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.131 0.000000 increaseLambda: 0.131 0.000000 59: time = 0.131000 loss = 7.009686 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = 0.000000 Updating 2 features Newton: returning -0.0 Updating 2 features Loss was 7.009686217620035, now 7.009686217620035, delta 0.000000 parallelUpdate: 0.132 0.001000 Converged after 60 iterations 60: time = 0.132000 loss = 7.009686 Resulting gain: 0.01407273711840773 Daphnia_lumholtzi response curves Undoing: newLoss 6.93830341786198, oldLoss 6.938303417861979, deltaLossBound -5.2952283102371215E-17 increaseLambda: 0.137 0.004000 Search: 0.137 0.000000 increaseLambda: 0.137 0.000000 68: time = 0.137000 loss = 6.938303 'ANC__rev lambda = -2.4436 alpha = -0.000000 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.138 0.001000 increaseLambda: 0.138 0.000000 Undoing: newLoss 6.93830341786198, oldLoss 6.938303417861978, deltaLossBound -8.341491082525285E-17 increaseLambda: 0.138 0.000000 Search: 0.139 0.001000 increaseLambda: 0.139 0.000000 Undoing contribution: was 0.060124281452222476 now 0.060124281452223365 69: time = 0.139000 loss = 6.938303 'ANC__rev lambda = -2.4436 alpha = 0.000000 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.139 0.000000 increaseLambda: 0.139 0.000000 Undoing: newLoss 6.938303417861981, oldLoss 6.938303417861979, deltaLossBound -3.347359350128209E-17 increaseLambda: 0.139 0.000000 Search: 0.14 0.001000 increaseLambda: 0.14 0.000000 70: time = 0.140000 loss = 6.938303 ANC: lambda = -9.5487 min = -63.0000 max = 91,632.9000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.023588 N1 = 0.022588 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.14 0.000000 increaseLambda: 0.14 0.000000 Undoing: newLoss 6.93830341786198, oldLoss 6.93830341786198, deltaLossBound -4.17638208287901E-17 increaseLambda: 0.141 0.001000 Search: 0.141 0.000000 increaseLambda: 0.141 0.000000 71: time = 0.141000 loss = 6.938303 ANC: lambda = -9.5487 min = -63.0000 max = 91,632.9000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.023588 N1 = 0.022588 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.141 0.000000 increaseLambda: 0.142 0.001000 Undoing: newLoss 7.084174579036466, oldLoss 6.93830341786198, deltaLossBound 0.0 increaseLambda: 0.142 0.000000 Search: 0.142 0.000000 increaseLambda: 0.142 0.000000 72: time = 0.142000 loss = 6.938303 ANC^2: lambda = 0.0000 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.000000 lossBound = 0.000000 W1 = 0.000973 N1 = 0.000695 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.142 0.000000 increaseLambda: 0.142 0.000000 Undoing: newLoss 6.946881426986667, oldLoss 6.93830341786198, deltaLossBound -2.788409012861451E-4 increaseLambda: 0.144 0.002000 Search: 0.144 0.000000 increaseLambda: 0.145 0.001000 73: time = 0.145000 loss = 6.938303 ANC: lambda = -9.5487 min = -63.0000 max = 91,632.9000 alpha = -0.000000 lossBound = -0.000279 W1 = 0.023588 N1 = 0.022588 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.145 0.000000 increaseLambda: 0.146 0.001000 Undoing: newLoss 6.938303417861981, oldLoss 6.938303417861979, deltaLossBound -7.02361609777095E-18 increaseLambda: 0.146 0.000000 Search: 0.146 0.000000 increaseLambda: 0.146 0.000000 74: time = 0.146000 loss = 6.938303 ANC: lambda = -9.5487 min = -63.0000 max = 91,632.9000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.023588 N1 = 0.022588 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.147 0.001000 increaseLambda: 0.147 0.000000 Undoing: newLoss 7.0841745791884545, oldLoss 6.93830341786198, deltaLossBound 0.0 increaseLambda: 0.147 0.000000 Search: 0.147 0.000000 increaseLambda: 0.147 0.000000 75: time = 0.147000 loss = 6.938303 ANC^2: lambda = 0.0000 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.000000 lossBound = 0.000000 W1 = 0.000973 N1 = 0.000695 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.148 0.001000 increaseLambda: 0.148 0.000000 Undoing: newLoss 6.946881426990059, oldLoss 6.93830341786198, deltaLossBound -2.788409017334126E-4 increaseLambda: 0.148 0.000000 Search: 0.148 0.000000 increaseLambda: 0.149 0.001000 76: time = 0.149000 loss = 6.938303 ANC: lambda = -9.5487 min = -63.0000 max = 91,632.9000 alpha = -0.000000 lossBound = -0.000279 W1 = 0.023588 N1 = 0.022588 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.149 0.000000 increaseLambda: 0.149 0.000000 77: time = 0.149000 loss = 6.938303 'ANC__rev lambda = -2.4436 alpha = -0.000000 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.15 0.001000 increaseLambda: 0.15 0.000000 Undoing: newLoss 6.938303417861981, oldLoss 6.938303417861978, deltaLossBound -1.98476992837097E-17 increaseLambda: 0.15 0.000000 Search: 0.15 0.000000 increaseLambda: 0.15 0.000000 78: time = 0.150000 loss = 6.938303 ANC: lambda = -9.5487 min = -63.0000 max = 91,632.9000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.023588 N1 = 0.022588 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.151 0.001000 increaseLambda: 0.151 0.000000 Undoing: newLoss 6.938303417861981, oldLoss 6.938303417861981, deltaLossBound -6.685786565097123E-17 increaseLambda: 0.151 0.000000 Search: 0.152 0.001000 increaseLambda: 0.152 0.000000 79: time = 0.152000 loss = 6.938303 'ANC__rev lambda = -2.4436 alpha = -0.000000 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.152 0.000000 increaseLambda: 0.152 0.000000 Undoing: newLoss 6.938303417861981, oldLoss 6.938303417861979, deltaLossBound -2.162832288828466E-17 increaseLambda: 0.153 0.001000 Search: 0.153 0.000000 increaseLambda: 0.153 0.000000 80: time = 0.153000 loss = 6.938303 ANC: lambda = -9.5487 min = -63.0000 max = 91,632.9000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.023588 N1 = 0.022588 deltaLoss = 0.000000 Converged after 80 iterations 80: time = 0.153000 loss = 6.938303 Resulting gain: 0.08545553687646112 Daphnia_lumholtzi response curves Making features makeFeatures: max memory 1908932608, total allocated 374865920, free 137473544, used 237392376, increment 66711584 Daphnia_lumholtzi COND: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 34 samples Density: max memory 1908932608, total allocated 374865920, free 137473544, used 237392376, increment 0 linearPredictor: max memory 1908932608, total allocated 374865920, free 137473544, used 237392376, increment 0 FeaturedSpace: max memory 1908932608, total allocated 374865920, free 137473544, used 237392376, increment 0 Sequential: max memory 1908932608, total allocated 374865920, free 137473544, used 237392376, increment 0 Initial loss: 7.023758954738443 Updating 2 features NewtonStep: 0.0 0.000000 increaseLambda: 0.0 0.000000 Undoing: newLoss 7.021603109428224, oldLoss 7.023758954738443, deltaLossBound -0.026596946738861364 increaseLambda: 0.0 0.000000 Search: 0.001 0.001000 increaseLambda: 0.001 0.000000 0: time = 0.001000 loss = 7.021302 'COND__rev lambda = -0.0414 alpha = -0.041407 lossBound = -0.026597 W1 = 0.095149 N1 = 0.022116 deltaLoss = -0.002457 Updating 2 features NewtonStep: 0.001 0.000000 increaseLambda: 0.001 0.000000 Undoing: newLoss 7.019913006189287, oldLoss 7.021301900740953, deltaLossBound -0.02521139904423708 Making features increaseLambda: 0.001 0.000000 makeFeatures: max memory 1908932608, total allocated 374865920, free 137473544, used 237392376, increment 0 Daphnia_lumholtzi DOC: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 34 samples Search: 0.004 0.003000 increaseLambda: 0.004 0.000000 1: time = 0.004000 loss = 7.018981 'COND__rev lambda = -0.0819 alpha = -0.040473 lossBound = -0.025211 W1 = 0.093206 N1 = 0.022116 deltaLoss = -0.002321 Density: max memory 1908932608, total allocated 374865920, free 135953480, used 238912440, increment 1520064 linearPredictor: max memory 1908932608, total allocated 374865920, free 135953480, used 238912440, increment 0 Updating 2 features FeaturedSpace: max memory 1908932608, total allocated 374865920, free 135953480, used 238912440, increment 0 NewtonStep: 0.004 0.000000 Sequential: max memory 1908932608, total allocated 374865920, free 135953480, used 238912440, increment 0 Initial loss: 7.023758954738443 increaseLambda: 0.004 0.000000 Undoing: newLoss 7.0176559577163715, oldLoss 7.018980650519244, deltaLossBound -0.023904977725943362 increaseLambda: 0.004 0.000000 Updating 2 features NewtonStep: 0.001 0.001000 Search: 0.005 0.001000 increaseLambda: 0.001 0.000000 Undoing: newLoss 7.021558004043867, oldLoss 7.023758954738443, deltaLossBound -0.013642940624021955 increaseLambda: 0.005 0.000000 2: time = 0.005000 loss = 7.016787 'COND__rev lambda = -0.1214 alpha = -0.039562 lossBound = -0.023905 W1 = 0.091345 N1 = 0.022116 deltaLoss = -0.002194 increaseLambda: 0.001 0.000000 Updating 2 features NewtonStep: 0.005 0.000000 Search: 0.001 0.000000 increaseLambda: 0.005 0.000000 Undoing: newLoss 7.01552311660731, oldLoss 7.016786904971478, deltaLossBound -0.022672720693884825 increaseLambda: 0.001 0.000000 0: time = 0.001000 loss = 7.021559 'DOC__rev lambda = 0.0286 alpha = 0.028628 lossBound = -0.013643 W1 = 0.640642 N1 = 0.731118 deltaLoss = -0.002200 increaseLambda: 0.005 0.000000 Search: 0.006 0.001000 Updating 2 features NewtonStep: 0.002 0.001000 increaseLambda: 0.006 0.000000 3: time = 0.006000 loss = 7.014713 'COND__rev lambda = -0.1601 alpha = -0.038673 lossBound = -0.022673 W1 = 0.089561 N1 = 0.022116 deltaLoss = -0.002074 increaseLambda: 0.002 0.000000 Undoing: newLoss 7.01943832178169, oldLoss 7.021559322242753, deltaLossBound -0.01293146127377059 increaseLambda: 0.002 0.000000 Updating 2 features NewtonStep: 0.006 0.000000 Search: 0.002 0.000000 increaseLambda: 0.006 0.000000 Undoing: newLoss 7.013506937552995, oldLoss 7.014712923523926, deltaLossBound -0.021510003929720987 increaseLambda: 0.002 0.000000 1: time = 0.002000 loss = 7.019475 'DOC__rev lambda = 0.0279 increaseLambda: 0.006 0.000000 alpha = 0.027923 lossBound = -0.012931 W1 = 0.644176 N1 = 0.732514 deltaLoss = -0.002085 Updating 2 features NewtonStep: 0.003 0.001000 increaseLambda: 0.003 0.000000 Undoing: newLoss 7.017429129832884, oldLoss 7.019474643613668, deltaLossBound -0.012262667869715322 increaseLambda: 0.003 0.000000 Search: 0.004 0.001000 increaseLambda: 0.004 0.000000 2: time = 0.004000 loss = 7.017498 'DOC__rev lambda = 0.0272 alpha = 0.027247 lossBound = -0.012263 W1 = 0.647848 N1 = 0.734112 deltaLoss = -0.001977 Search: 0.008 0.002000 increaseLambda: 0.008 0.000000 4: time = 0.008000 loss = 7.012751 'COND__rev lambda = -0.1979 Updating 2 features alpha = -0.037806 lossBound = -0.021510 W1 = 0.087851 N1 = 0.022116 deltaLoss = -0.001961 NewtonStep: 0.005 0.001000 increaseLambda: 0.005 0.000000 Undoing: newLoss 7.016096396166968, oldLoss 7.017497955709154, deltaLossBound -0.011633873730204976 Updating 2 features NewtonStep: 0.009 0.001000 increaseLambda: 0.005 0.000000 increaseLambda: 0.009 0.000000 Undoing: newLoss 7.011600379465355, oldLoss 7.012751483407369, deltaLossBound -0.02041251703644755 increaseLambda: 0.009 0.000000 Search: 0.005 0.000000 increaseLambda: 0.005 0.000000 3: time = 0.005000 loss = 7.015623 'DOC__rev lambda = 0.0538 Search: 0.009 0.000000 increaseLambda: 0.009 0.000000 5: time = 0.009000 loss = 7.010896 'COND__rev lambda = -0.2349 alpha = -0.036960 lossBound = -0.020413 W1 = 0.086211 N1 = 0.022116 deltaLoss = -0.001856 Updating 2 features NewtonStep: 0.01 0.001000 alpha = 0.026554 lossBound = -0.011634 W1 = 0.649761 N1 = 0.734112 deltaLoss = -0.001875 Updating 2 features NewtonStep: 0.006 0.001000 increaseLambda: 0.01 0.000000 Undoing: newLoss 7.009796868982116, oldLoss 7.010895842062928, deltaLossBound -0.01937624059416926 increaseLambda: 0.006 0.000000 Undoing: newLoss 7.013721831648805, oldLoss 7.015623248001975, deltaLossBound -0.011041519389486078 increaseLambda: 0.01 0.000000 increaseLambda: 0.007 0.001000 Search: 0.011 0.001000 Search: 0.007 0.000000 increaseLambda: 0.007 0.000000 4: time = 0.007000 loss = 7.013844 'DOC__rev lambda = 0.0259 alpha = 0.025925 lossBound = -0.011042 W1 = 0.653423 N1 = 0.735834 deltaLoss = -0.001779 Updating 2 features NewtonStep: 0.007 0.000000 increaseLambda: 0.011 0.000000 6: time = 0.012000 loss = 7.009140 'COND__rev lambda = -0.2710 alpha = -0.036134 lossBound = -0.019376 W1 = 0.084638 N1 = 0.022116 deltaLoss = -0.001756 increaseLambda: 0.008 0.001000 Undoing: newLoss 7.0120084535110605, oldLoss 7.013844122572491, deltaLossBound -0.010484155895588505 increaseLambda: 0.008 0.000000 Updating 2 features NewtonStep: 0.012 0.000000 Search: 0.008 0.000000 increaseLambda: 0.012 0.000000 Undoing: newLoss 7.008090266757533, oldLoss 7.009139702434427, deltaLossBound -0.01839742519534103 increaseLambda: 0.008 0.000000 5: time = 0.008000 loss = 7.012155 'DOC__rev lambda = 0.0253 alpha = 0.025309 lossBound = -0.010484 W1 = 0.656623 N1 = 0.737181 deltaLoss = -0.001689 increaseLambda: 0.012 0.000000 Search: 0.012 0.000000 Updating 2 features NewtonStep: 0.008 0.000000 increaseLambda: 0.013 0.001000 7: time = 0.013000 loss = 7.007477 'COND__rev lambda = -0.3063 alpha = -0.035329 lossBound = -0.018397 W1 = 0.083128 N1 = 0.022116 deltaLoss = -0.001663 increaseLambda: 0.009 0.001000 Undoing: newLoss 7.010926296877899, oldLoss 7.012155024574494, deltaLossBound -0.009959039792937505 increaseLambda: 0.009 0.000000 Updating 2 features NewtonStep: 0.013 0.000000 increaseLambda: 0.013 0.000000 Undoing: newLoss 7.006474836323838, oldLoss 7.007477180921919, deltaLossBound -0.017472572039542868 Search: 0.009 0.000000 increaseLambda: 0.013 0.000000 increaseLambda: 0.009 0.000000 6: time = 0.009000 loss = 7.010551 'DOC__rev lambda = 0.0500 alpha = 0.024679 lossBound = -0.009959 W1 = 0.658340 N1 = 0.737181 deltaLoss = -0.001604 Search: 0.013 0.000000 increaseLambda: 0.013 0.000000 8: time = 0.013000 loss = 7.005903 'COND__rev lambda = -0.3409 alpha = -0.034542 lossBound = -0.017473 W1 = 0.081678 N1 = 0.022116 deltaLoss = -0.001574 Updating 2 features NewtonStep: 0.01 0.001000 increaseLambda: 0.01 0.000000 Undoing: newLoss 7.008843485850677, oldLoss 7.010551044409981, deltaLossBound -0.009463458831087618 Updating 2 features NewtonStep: 0.014 0.001000 increaseLambda: 0.01 0.000000 increaseLambda: 0.014 0.000000 Undoing: newLoss 7.004945215323769, oldLoss 7.005902777787722, deltaLossBound -0.016598414974782514 increaseLambda: 0.014 0.000000 Search: 0.01 0.000000 increaseLambda: 0.01 0.000000 7: time = 0.010000 loss = 7.009027 'DOC__rev lambda = 0.0241 alpha = 0.024081 lossBound = -0.009463 W1 = 0.660520 N1 = 0.737674 deltaLoss = -0.001524 Search: 0.014 0.000000 increaseLambda: 0.014 0.000000 9: time = 0.014000 loss = 7.004411 'COND__rev lambda = -0.3747 alpha = -0.033775 lossBound = -0.016598 W1 = 0.080285 N1 = 0.022116 deltaLoss = -0.001491 Updating 2 features NewtonStep: 0.011 0.001000 Updating 2 features increaseLambda: 0.011 0.000000 Undoing: newLoss 7.007902222234136, oldLoss 7.009027258499552, deltaLossBound -0.008995672145074903 NewtonStep: 0.015 0.001000 increaseLambda: 0.011 0.000000 increaseLambda: 0.015 0.000000 Undoing: newLoss 7.0000173294736, oldLoss 7.004411349821937, deltaLossBound -0.01577190387922065 increaseLambda: 0.015 0.000000 Search: 0.011 0.000000 Search: 0.015 0.000000 increaseLambda: 0.011 0.000000 8: time = 0.011000 loss = 7.007579 'DOC__rev lambda = 0.0476 alpha = 0.023490 lossBound = -0.008996 W1 = 0.662126 N1 = 0.737674 deltaLoss = -0.001448 increaseLambda: 0.015 0.000000 10: time = 0.015000 loss = 6.997776 'COND__rev lambda = -0.5398 alpha = -0.165133 lossBound = -0.015772 W1 = 0.073818 N1 = 0.022116 deltaLoss = -0.006635 Updating 0 features NewtonStep: 0.012 0.001000 increaseLambda: 0.012 0.000000 Undoing: newLoss 7.006724538555495, oldLoss 7.007579245536208, deltaLossBound -0.008784605462003298 increaseLambda: 0.012 0.000000 Search: 0.012 0.000000 increaseLambda: 0.012 0.000000 9: time = 0.012000 loss = 7.006776 'DOC__rev lambda = -0.0358 alpha = -0.035761 lossBound = -0.008785 W1 = 0.038555 N1 = 0.008225 deltaLoss = -0.000804 Updating 0 features NewtonStep: 0.013 0.001000 increaseLambda: 0.013 0.000000 Undoing: newLoss 7.001535924949775, oldLoss 7.0067757237176425, deltaLossBound -0.00866559176234638 increaseLambda: 0.013 0.000000 Search: 0.013 0.000000 increaseLambda: 0.013 0.000000 10: time = 0.013000 loss = 7.000159 'DOC__rev lambda = 0.1629 alpha = 0.115314 lossBound = -0.008666 W1 = 0.669410 N1 = 0.737674 deltaLoss = -0.006617 Updating 2 features NewtonStep: 0.018 0.003000 increaseLambda: 0.018 0.000000 Undoing: newLoss 6.994304074843786, oldLoss 6.997775859807475, deltaLossBound -0.012115288964818118 Updating 0 features NewtonStep: 0.014 0.001000 increaseLambda: 0.014 0.000000 Undoing: newLoss 6.9976583434473625, oldLoss 7.000159005206186, deltaLossBound -0.009140787778694367 increaseLambda: 0.014 0.000000 Search: 0.014 0.000000 increaseLambda: 0.014 0.000000 11: time = 0.014000 loss = 6.996232 'DOC__rev lambda = -0.2176 alpha = -0.181885 lossBound = -0.009141 W1 = 0.036273 N1 = 0.008225 deltaLoss = -0.003927 Updating 0 features NewtonStep: 0.015 0.001000 increaseLambda: 0.015 0.000000 Undoing: newLoss 6.989234347852528, oldLoss 6.99623212712429, deltaLossBound -0.0071764521034788495 increaseLambda: 0.015 0.000000 increaseLambda: 0.018 0.000000 Search: 0.016 0.001000 increaseLambda: 0.016 0.000000 12: time = 0.016000 loss = 6.990716 Search: 0.02 0.002000 increaseLambda: 0.02 0.000000 11: time = 0.020000 loss = 6.992734 'COND__rev lambda = -0.6867 'DOC__rev lambda = 0.1089 alpha = 0.108938 lossBound = -0.007176 W1 = 0.707217 N1 = 0.769430 deltaLoss = -0.005517 Updating 0 features NewtonStep: 0.016 0.000000 increaseLambda: 0.016 0.000000 Undoing: newLoss 6.9885673045702195, oldLoss 6.990715596410677, deltaLossBound -0.007608599652889589 increaseLambda: 0.017 0.001000 Search: 0.017 0.000000 increaseLambda: 0.017 0.000000 13: time = 0.017000 loss = 6.987475 'DOC__rev lambda = -0.3857 alpha = -0.168034 lossBound = -0.007609 W1 = 0.034223 N1 = 0.008225 deltaLoss = -0.003241 Updating 0 features NewtonStep: 0.017 0.000000 increaseLambda: 0.018 0.001000 Undoing: newLoss 6.983021701950167, oldLoss 6.987474683767474, deltaLossBound -0.006187717602545739 increaseLambda: 0.018 0.000000 alpha = -0.146935 lossBound = -0.012115 W1 = 0.068519 N1 = 0.022116 deltaLoss = -0.005042 Search: 0.018 0.000000 increaseLambda: 0.018 0.000000 14: time = 0.018000 loss = 6.985016 'DOC__rev lambda = -0.0671 alpha = -0.067148 lossBound = -0.006188 W1 = 0.148423 N1 = 0.097891 deltaLoss = -0.002458 Updating 0 features NewtonStep: 0.019 0.001000 increaseLambda: 0.019 0.000000 Undoing: newLoss 6.980786423011766, oldLoss 6.985016384543259, deltaLossBound -0.006523800029977458 increaseLambda: 0.019 0.000000 Making features Search: 0.019 0.000000 makeFeatures: max memory 1908932608, total allocated 374865920, free 129603752, used 245262168, increment 6349728 Daphnia_lumholtzi LAKE_ORIGIN: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 increaseLambda: 0.019 0.000000 34 samples Updating 2 features NewtonStep: 0.023 0.003000 15: time = 0.019000 loss = 6.980023 'DOC__rev lambda = 0.1502 alpha = 0.100252 lossBound = -0.006524 W1 = 0.675749 N1 = 0.737181 deltaLoss = -0.004993 Density: max memory 1908932608, total allocated 374865920, free 129603752, used 245262168, increment 0 linearPredictor: max memory 1908932608, total allocated 374865920, free 129603752, used 245262168, increment 0 Updating 0 features NewtonStep: 0.02 0.001000 increaseLambda: 0.02 0.000000 Undoing: newLoss 6.977486564245168, oldLoss 6.980022948292252, deltaLossBound -0.006102359474857384 increaseLambda: 0.024 0.001000 Undoing: newLoss 6.989979148321264, oldLoss 6.9927342192077075, deltaLossBound -0.009363241377686312 FeaturedSpace: max memory 1908932608, total allocated 374865920, free 129603752, used 245262168, increment 0 increaseLambda: 0.02 0.000000 Sequential: max memory 1908932608, total allocated 374865920, free 129567976, used 245297944, increment 35776 Initial loss: 7.023758954738443 increaseLambda: 0.024 0.000000 Updating 2 features increaseLambda: 0.0 0.000000 0: time = 0.000000 loss = 7.009281 (LAKE_ORIGIN=0.0) lambda = -0.0407 alpha = -0.040711 lossBound = -0.307792 W1 = 0.451165 N1 = 0.088235 deltaLoss = -0.014478 Updating 2 features Search: 0.021 0.001000 Search: 0.025 0.001000 increaseLambda: 0.001 0.001000 1: time = 0.001000 loss = 6.995490 increaseLambda: 0.025 0.000000 increaseLambda: 0.021 0.000000 16: time = 0.021000 loss = 6.977598 'DOC__rev lambda = -0.1338 alpha = -0.066702 lossBound = -0.006102 W1 = 0.148186 N1 = 0.097891 deltaLoss = -0.002425 Updating 0 features NewtonStep: 0.021 0.000000 increaseLambda: 0.021 0.000000 Undoing: newLoss 6.973855198759233, oldLoss 6.977598434324762, deltaLossBound -0.005602793467855891 (LAKE_ORIGIN=0.0) lambda = -0.0806 alpha = -0.039897 lossBound = -0.293314 W1 = 0.441307 N1 = 0.088235 deltaLoss = -0.013790 Updating 2 features increaseLambda: 0.021 0.000000 increaseLambda: 0.001 0.000000 2: time = 0.001000 loss = 6.982356 (LAKE_ORIGIN=0.0) lambda = -0.1197 alpha = -0.039099 lossBound = -0.279524 W1 = 0.431690 N1 = 0.088235 deltaLoss = -0.013134 Updating 2 features increaseLambda: 0.002 0.001000 3: time = 0.002000 loss = 6.969849 12: time = 0.025000 loss = 6.988875 'COND__rev lambda = -0.8176 alpha = -0.130896 lossBound = -0.009363 W1 = 0.064135 N1 = 0.022116 deltaLoss = -0.003859 Search: 0.022 0.001000 (LAKE_ORIGIN=0.0) lambda = -0.1580 alpha = -0.038317 lossBound = -0.266390 W1 = 0.422315 N1 = 0.088235 deltaLoss = -0.012507 Updating 2 features increaseLambda: 0.022 0.000000 17: time = 0.022000 loss = 6.973306 'DOC__rev lambda = 0.2560 alpha = 0.093066 lossBound = -0.005603 W1 = 0.679614 N1 = 0.737674 deltaLoss = -0.004292 increaseLambda: 0.002 0.000000 4: time = 0.002000 loss = 6.957939 (LAKE_ORIGIN=1.0) lambda = 0.0376 alpha = 0.037551 lossBound = -0.253882 W1 = 0.586818 N1 = 0.911765 deltaLoss = -0.011910 Updating 2 features Updating 2 features increaseLambda: 0.002 0.000000 5: time = 0.002000 loss = 6.946599 (LAKE_ORIGIN=0.0) lambda = -0.1948 alpha = -0.036800 lossBound = -0.241973 W1 = 0.404289 N1 = 0.088235 deltaLoss = -0.011340 Updating 2 features Updating 0 features NewtonStep: 0.022 0.000000 increaseLambda: 0.002 0.000000 6: time = 0.002000 loss = 6.935803 (LAKE_ORIGIN=0.0) lambda = -0.2309 alpha = -0.036064 lossBound = -0.230633 W1 = 0.395634 N1 = 0.088235 deltaLoss = -0.010797 Updating 2 features increaseLambda: 0.023 0.001000 Undoing: newLoss 6.9708211461309535, oldLoss 6.973306258536261, deltaLossBound -0.00594085902833425 increaseLambda: 0.003 0.001000 7: time = 0.003000 loss = 6.925524 (LAKE_ORIGIN=1.0) lambda = 0.0729 alpha = 0.035342 lossBound = -0.219836 W1 = 0.612785 N1 = 0.911765 deltaLoss = -0.010279 Updating 2 features increaseLambda: 0.023 0.000000 increaseLambda: 0.003 0.000000 8: time = 0.003000 loss = 6.915738 (LAKE_ORIGIN=1.0) lambda = 0.1075 alpha = 0.034635 lossBound = -0.209557 W1 = 0.620970 N1 = 0.911765 deltaLoss = -0.009786 Updating 2 features NewtonStep: 0.027 0.002000 Search: 0.023 0.000000 increaseLambda: 0.003 0.000000 9: time = 0.003000 loss = 6.906422 (LAKE_ORIGIN=1.0) lambda = 0.1415 alpha = 0.033943 lossBound = -0.199771 W1 = 0.628926 N1 = 0.911765 deltaLoss = -0.009316 Updating 2 features increaseLambda: 0.023 0.000000 18: time = 0.023000 loss = 6.970946 'DOC__rev lambda = -0.1997 alpha = -0.065849 lossBound = -0.005941 W1 = 0.147714 N1 = 0.097891 deltaLoss = -0.002360 increaseLambda: 0.003 0.000000 10: time = 0.003000 loss = 6.864612 (LAKE_ORIGIN=1.0) lambda = 0.3078 alpha = 0.166320 lossBound = -0.190455 W1 = 0.666841 N1 = 0.911765 deltaLoss = -0.041810 Updating 2 features increaseLambda: 0.003 0.000000 11: time = 0.003000 loss = 6.832244 (LAKE_ORIGIN=1.0) lambda = 0.4575 alpha = 0.149688 lossBound = -0.148645 W1 = 0.699227 N1 = 0.911765 deltaLoss = -0.032368 Updating 2 features increaseLambda: 0.003 0.000000 12: time = 0.003000 loss = 6.807147 (LAKE_ORIGIN=1.0) lambda = 0.5922 Updating 0 features increaseLambda: 0.027 0.000000 Undoing: newLoss 6.986681310327782, oldLoss 6.988875456546434, deltaLossBound -0.007275683537892135 NewtonStep: 0.023 0.000000 increaseLambda: 0.028 0.001000 increaseLambda: 0.024 0.001000 Undoing: newLoss 6.96885791440083, oldLoss 6.97094632834674, deltaLossBound -0.004948156798294225 increaseLambda: 0.024 0.000000 Search: 0.028 0.000000 alpha = 0.134719 lossBound = -0.116277 W1 = 0.726778 N1 = 0.911765 deltaLoss = -0.025096 Updating 2 features Search: 0.024 0.000000 increaseLambda: 0.004 0.001000 13: time = 0.004000 loss = 6.787647 (LAKE_ORIGIN=0.0) lambda = -0.3521 increaseLambda: 0.028 0.000000 13: time = 0.028000 loss = 6.985903 increaseLambda: 0.024 0.000000 'COND__rev lambda = -0.9344 alpha = -0.121247 lossBound = -0.091181 W1 = 0.249818 N1 = 0.088235 deltaLoss = -0.019500 alpha = -0.116735 lossBound = -0.007276 W1 = 0.060478 N1 = 0.022116 deltaLoss = -0.002973 19: time = 0.024000 loss = 6.968986 'DOC__rev lambda = -0.2600 alpha = -0.060310 lossBound = -0.004948 W1 = 0.144559 N1 = 0.097891 deltaLoss = -0.001960 Updating 2 features increaseLambda: 0.005 0.001000 14: time = 0.005000 loss = 6.772458 (LAKE_ORIGIN=1.0) lambda = 0.7013 alpha = 0.109122 lossBound = -0.071681 W1 = 0.770070 N1 = 0.911765 deltaLoss = -0.015190 Updating 1 features NewtonStep: 0.025 0.001000 increaseLambda: 0.025 0.000000 20: time = 0.025000 loss = 6.958380 'DOC__rev lambda = 0.3197 alpha = 0.265902 lossBound = -0.005274 W1 = 0.686966 N1 = 0.734112 deltaLoss = -0.010606 Updating 1 features NewtonStep: 0.025 0.000000 increaseLambda: 0.026 0.001000 21: time = 0.026000 loss = 6.945995 Updating 2 features 'DOC__rev lambda = -0.4369 alpha = -0.436854 lossBound = -0.006483 W1 = 0.133315 N1 = 0.099867 deltaLoss = -0.012385 increaseLambda: 0.006 0.001000 15: time = 0.006000 loss = 6.760593 (LAKE_ORIGIN=1.0) lambda = 0.7995 alpha = 0.098210 lossBound = -0.056491 W1 = 0.786997 N1 = 0.911765 deltaLoss = -0.011865 Updating 2 features Updating 0 features NewtonStep: 0.026 0.000000 increaseLambda: 0.006 0.000000 16: time = 0.006000 loss = 6.751299 (LAKE_ORIGIN=0.0) lambda = -0.4405 alpha = -0.088389 lossBound = -0.044626 W1 = 0.198562 N1 = 0.088235 deltaLoss = -0.009293 increaseLambda: 0.026 0.000000 Updating 2 features increaseLambda: 0.007 0.001000 17: time = 0.007000 loss = 6.744000 (LAKE_ORIGIN=1.0) lambda = 0.8791 alpha = 0.079550 lossBound = -0.035333 W1 = 0.813794 N1 = 0.911765 deltaLoss = -0.007299 Updating 2 features Updating 2 features NewtonStep: 0.031 0.003000 increaseLambda: 0.007 0.000000 18: time = 0.007000 loss = 6.738252 (LAKE_ORIGIN=0.0) lambda = -0.5121 alpha = -0.071595 lossBound = -0.028034 W1 = 0.175599 N1 = 0.088235 deltaLoss = -0.005748 Updating 2 features 22: time = 0.027000 loss = 6.930865 'DOC__rev lambda = 0.4406 alpha = 0.440591 lossBound = -0.004894 W1 = 0.681944 N1 = 0.719565 deltaLoss = -0.015130 increaseLambda: 0.031 0.000000 Undoing: newLoss 6.984150134474682, oldLoss 6.985902733550146, deltaLossBound -0.0056808983353968424 increaseLambda: 0.007 0.000000 19: time = 0.007000 loss = 6.733715 (LAKE_ORIGIN=1.0) lambda = 0.9435 alpha = 0.064436 lossBound = -0.022286 W1 = 0.833535 N1 = 0.911765 deltaLoss = -0.004538 Updating 2 features increaseLambda: 0.007 0.000000 20: time = 0.007000 loss = 6.723461 (LAKE_ORIGIN=0.0) lambda = -0.7054 alpha = -0.193307 lossBound = -0.017748 W1 = 0.141341 N1 = 0.088235 deltaLoss = -0.010254 Updating 2 features Updating 0 features increaseLambda: 0.007 0.000000 21: time = 0.007000 loss = 6.719185 (LAKE_ORIGIN=0.0) lambda = -0.8343 alpha = -0.128871 lossBound = -0.007494 W1 = 0.126412 N1 = 0.088235 deltaLoss = -0.004276 Updating 2 features increaseLambda: 0.031 0.000000 increaseLambda: 0.007 0.000000 22: time = 0.007000 loss = 6.717365 (LAKE_ORIGIN=1.0) lambda = 1.0294 alpha = 0.085914 lossBound = -0.003219 W1 = 0.882775 N1 = 0.911765 deltaLoss = -0.001820 Updating 2 features NewtonStep: 0.027 0.000000 increaseLambda: 0.008 0.001000 23: time = 0.008000 loss = 6.716578 (LAKE_ORIGIN=0.0) lambda = -0.8916 alpha = -0.057276 lossBound = -0.001398 W1 = 0.111426 N1 = 0.088235 deltaLoss = -0.000786 increaseLambda: 0.028 0.001000 23: time = 0.028000 loss = 6.922293 'DOC__rev lambda = -0.4132 alpha = -0.413186 lossBound = -0.003999 W1 = 0.127642 N1 = 0.100463 deltaLoss = -0.008573 Updating 2 features increaseLambda: 0.008 0.000000 24: time = 0.008000 loss = 6.716236 (LAKE_ORIGIN=1.0) lambda = 1.0676 alpha = 0.038184 lossBound = -0.000612 W1 = 0.892299 N1 = 0.911765 deltaLoss = -0.000343 Updating 2 features Updating 0 features NewtonStep: 0.028 0.000000 Search: 0.032 0.001000 increaseLambda: 0.028 0.000000 24: time = 0.028000 loss = 6.911822 'DOC__rev lambda = 0.4296 alpha = 0.429569 lossBound = -0.002746 W1 = 0.689662 N1 = 0.719082 deltaLoss = -0.010470 increaseLambda: 0.032 0.000000 14: time = 0.032000 loss = 6.983599 'COND__rev lambda = -1.0386 alpha = -0.104211 lossBound = -0.005681 W1 = 0.057402 N1 = 0.022116 deltaLoss = -0.002303 increaseLambda: 0.008 0.000000 25: time = 0.008000 loss = 6.716085 (LAKE_ORIGIN=1.0) lambda = 1.0931 alpha = 0.025456 lossBound = -0.000269 W1 = 0.894721 N1 = 0.911765 deltaLoss = -0.000150 Updating 2 features increaseLambda: 0.009 0.001000 26: time = 0.009000 loss = 6.716019 (LAKE_ORIGIN=1.0) lambda = 1.1100 alpha = 0.016971 lossBound = -0.000119 W1 = 0.896309 N1 = 0.911765 deltaLoss = -0.000066 Updating 2 features Updating 0 features NewtonStep: 0.029 0.001000 increaseLambda: 0.009 0.000000 27: time = 0.009000 loss = 6.715990 (LAKE_ORIGIN=0.0) lambda = -0.9029 alpha = -0.011314 lossBound = -0.000053 W1 = 0.102645 N1 = 0.088235 deltaLoss = -0.000029 Updating 2 features increaseLambda: 0.029 0.000000 25: time = 0.029000 loss = 6.906294 'DOC__rev lambda = -0.3863 alpha = -0.386325 lossBound = -0.002278 W1 = 0.127427 N1 = 0.105407 deltaLoss = -0.005528 increaseLambda: 0.009 0.000000 28: time = 0.009000 loss = 6.715977 (LAKE_ORIGIN=0.0) lambda = -0.9104 alpha = -0.007543 lossBound = -0.000023 W1 = 0.101952 N1 = 0.088235 deltaLoss = -0.000013 Updating 2 features increaseLambda: 0.009 0.000000 29: time = 0.009000 loss = 6.715971 (LAKE_ORIGIN=1.0) lambda = 1.1151 alpha = 0.005028 lossBound = -0.000010 W1 = 0.898508 N1 = 0.911765 deltaLoss = -0.000006 Updating 0 features Updating 2 features Updating 0 features NewtonStep: 0.029 0.000000 increaseLambda: 0.03 0.001000 Loss was 6.715971140645007, now 6.715971140645007, delta 0.000000 parallelUpdate: 0.01 0.001000 Updating 2 features 26: time = 0.030000 loss = 6.899665 'DOC__rev lambda = 0.4067 alpha = 0.406686 lossBound = -0.001427 W1 = 0.685997 N1 = 0.708718 deltaLoss = -0.006629 increaseLambda: 0.01 0.000000 31: time = 0.010000 loss = 6.715969 (LAKE_ORIGIN=0.0) lambda = -0.9138 alpha = -0.003352 lossBound = -0.000005 W1 = 0.101187 N1 = 0.088235 deltaLoss = -0.000003 Updating 2 features increaseLambda: 0.01 0.000000 32: time = 0.010000 loss = 6.715967 (LAKE_ORIGIN=0.0) lambda = -0.9160 alpha = -0.002235 lossBound = -0.000002 W1 = 0.100984 N1 = 0.088235 deltaLoss = -0.000001 Updating 2 features Updating 0 features NewtonStep: 0.03 0.000000 increaseLambda: 0.01 0.000000 33: time = 0.010000 loss = 6.715967 (LAKE_ORIGIN=1.0) lambda = 1.1166 alpha = 0.001490 lossBound = -0.000001 W1 = 0.899151 N1 = 0.911765 deltaLoss = -0.000001 Updating 2 features increaseLambda: 0.03 0.000000 27: time = 0.030000 loss = 6.896625 'DOC__rev lambda = -0.3589 alpha = -0.358899 lossBound = -0.001136 W1 = 0.126697 N1 = 0.109381 deltaLoss = -0.003041 increaseLambda: 0.01 0.000000 34: time = 0.010000 loss = 6.715967 (LAKE_ORIGIN=1.0) lambda = 1.1176 alpha = 0.000993 lossBound = -0.000000 W1 = 0.899241 N1 = 0.911765 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.011 0.001000 35: time = 0.011000 loss = 6.715967 (LAKE_ORIGIN=1.0) lambda = 1.1182 alpha = 0.000662 lossBound = -0.000000 W1 = 0.899301 N1 = 0.911765 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.011 0.000000 36: time = 0.011000 loss = 6.715967 (LAKE_ORIGIN=0.0) lambda = -0.9165 alpha = -0.000441 lossBound = -0.000000 W1 = 0.100659 N1 = 0.088235 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.031 0.001000 Updating 2 features increaseLambda: 0.031 0.000000 28: time = 0.031000 loss = 6.892992 DOC: lambda = -1.5000 min = 0.3400 max = 290.5700 alpha = -1.499960 lossBound = -0.000242 W1 = 0.019781 N1 = 0.016866 deltaLoss = -0.003633 increaseLambda: 0.011 0.000000 37: time = 0.011000 loss = 6.715967 (LAKE_ORIGIN=0.0) lambda = -0.9168 alpha = -0.000294 lossBound = -0.000000 W1 = 0.100632 N1 = 0.088235 deltaLoss = -0.000000 Updating 2 features Updating 2 features NewtonStep: 0.031 0.000000 increaseLambda: 0.011 0.000000 38: time = 0.011000 loss = 6.715967 (LAKE_ORIGIN=0.0) lambda = -0.9169 alpha = -0.000196 lossBound = -0.000000 W1 = 0.100615 N1 = 0.088235 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.012 0.001000 39: time = 0.012000 loss = 6.715967 (LAKE_ORIGIN=0.0) lambda = -0.9171 alpha = -0.000131 lossBound = -0.000000 W1 = 0.100603 N1 = 0.088235 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.012 0.000000 40: time = 0.012000 loss = 6.715967 (LAKE_ORIGIN=1.0) lambda = 1.1183 alpha = 0.000087 lossBound = -0.000000 W1 = 0.899405 N1 = 0.911765 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.012 0.000000 41: time = 0.012000 loss = 6.715967 (LAKE_ORIGIN=1.0) lambda = 1.1184 alpha = 0.000058 lossBound = -0.000000 W1 = 0.899410 N1 = 0.911765 deltaLoss = -0.000000 increaseLambda: 0.031 0.000000 Undoing: newLoss 6.894664205441217, oldLoss 6.892991587855862, deltaLossBound 0.0 increaseLambda: 0.032 0.001000 Updating 2 features increaseLambda: 0.012 0.000000 42: time = 0.012000 loss = 6.715967 Search: 0.032 0.000000 increaseLambda: 0.032 0.000000 29: time = 0.032000 loss = 6.892992 DOC^2: lambda = 0.0000 min = 0.1156 max = 84,430.9249 alpha = -0.000000 lossBound = 0.000000 W1 = 0.000970 N1 = 0.000369 deltaLoss = 0.000000 Updating 17 features (LAKE_ORIGIN=0.0) lambda = -0.9171 alpha = -0.000039 lossBound = -0.000000 W1 = 0.100586 N1 = 0.088235 deltaLoss = -0.000000 Updating 2 features Updating 2 features Newton: returning 0.2228995634170652 Updating 2 features increaseLambda: 0.013 0.001000 43: time = 0.013000 loss = 6.715967 (LAKE_ORIGIN=1.0) lambda = 1.1184 alpha = 0.000026 lossBound = -0.000000 W1 = 0.899416 N1 = 0.911765 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.013 0.000000 44: time = 0.013000 loss = 6.715967 (LAKE_ORIGIN=1.0) lambda = 1.1184 alpha = 0.000017 lossBound = -0.000000 W1 = 0.899418 N1 = 0.911765 deltaLoss = -0.000000 Updating 2 features Loss was 6.892991587855862, now 6.889066434282948, delta -0.003925 parallelUpdate: 0.033 0.001000 increaseLambda: 0.013 0.000000 45: time = 0.013000 loss = 6.715967 (LAKE_ORIGIN=1.0) lambda = 1.1184 alpha = 0.000011 lossBound = -0.000000 W1 = 0.899419 N1 = 0.911765 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.014 0.001000 46: time = 0.014000 loss = 6.715967 (LAKE_ORIGIN=1.0) lambda = 1.1184 alpha = 0.000008 lossBound = -0.000000 W1 = 0.899420 N1 = 0.911765 deltaLoss = -0.000000 Updating 2 features Updating 2 features NewtonStep: 0.034 0.001000 NewtonStep: 0.038 0.006000 increaseLambda: 0.034 0.000000 Undoing contribution: was 0.008210581916883881 now 0.008011330103308274 31: time = 0.034000 loss = 6.888867 increaseLambda: 0.038 0.000000 increaseLambda: 0.014 0.000000 47: time = 0.014000 loss = 6.715967 (LAKE_ORIGIN=0.0) lambda = -0.9171 alpha = -0.000005 lossBound = -0.000000 W1 = 0.100580 N1 = 0.088235 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.014 0.000000 48: time = 0.014000 loss = 6.715967 (LAKE_ORIGIN=0.0) lambda = -0.9171 alpha = -0.000003 lossBound = -0.000000 W1 = 0.100580 N1 = 0.088235 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.014 0.000000 49: time = 0.014000 loss = 6.715967 (LAKE_ORIGIN=0.0) lambda = -0.9171 alpha = -0.000002 lossBound = -0.000000 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.015 0.001000 50: time = 0.015000 loss = 6.715967 (LAKE_ORIGIN=0.0) lambda = -0.9171 alpha = -0.000005 lossBound = -0.000000 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.015 0.000000 51: time = 0.015000 loss = 6.715967 (LAKE_ORIGIN=0.0) lambda = -0.9171 alpha = -0.000000 lossBound = -0.000000 W1 = 0.100579 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features increaseLambda: 0.015 0.000000 Undoing contribution: was 0.18184297288581153 now 0.18184297288580975 52: time = 0.015000 loss = 6.715967 (LAKE_ORIGIN=1.0) lambda = 1.1184 alpha = -0.000000 lossBound = 0.000000 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.015 0.000000 Undoing contribution: was 0.18184297288580975 now 0.18184297288580797 53: time = 0.015000 loss = 6.715967 (LAKE_ORIGIN=1.0) lambda = 1.1184 alpha = -0.000000 lossBound = 0.000000 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000000 Updating 2 features Undoing: newLoss 6.982195935872523, oldLoss 6.983599292973512, deltaLossBound -0.004454755332835036 'DOC__rev lambda = -0.3634 alpha = 0.108283 lossBound = -0.000167 W1 = 0.014995 N1 = 0.008225 deltaLoss = -0.000199 increaseLambda: 0.015 0.000000 54: time = 0.015000 loss = 6.715967 (LAKE_ORIGIN=0.0) lambda = -0.9171 alpha = -0.000000 lossBound = 0.000000 W1 = 0.100579 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features increaseLambda: 0.016 0.001000 Undoing contribution: was 0.18184297288580797 now 0.1818429728858053 55: time = 0.016000 loss = 6.715967 (LAKE_ORIGIN=1.0) lambda = 1.1184 alpha = -0.000000 lossBound = 0.000000 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.036 0.002000 increaseLambda: 0.04 0.002000 increaseLambda: 0.036 0.000000 Undoing contribution: was 0.008011330103308274 now 0.007930728383135395 32: time = 0.036000 loss = 6.888787 'DOC__rev lambda = -0.2967 alpha = 0.066672 lossBound = -0.000069 W1 = 0.015490 N1 = 0.008225 deltaLoss = -0.000081 Search: 0.04 0.000000 increaseLambda: 0.04 0.000000 15: time = 0.040000 loss = 6.981805 'COND__rev lambda = -1.1317 alpha = -0.093117 lossBound = -0.004455 W1 = 0.054797 N1 = 0.022116 deltaLoss = -0.001794 Updating 2 features NewtonStep: 0.036 0.000000 increaseLambda: 0.036 0.000000 Undoing contribution: was 0.007930728383135395 now 0.007896926874086758 33: time = 0.036000 loss = 6.888753 'DOC__rev lambda = -0.2544 alpha = 0.042318 lossBound = -0.000030 W1 = 0.015814 N1 = 0.008225 deltaLoss = -0.000034 Updating 2 features Updating 2 features NewtonStep: 0.041 0.001000 increaseLambda: 0.017 0.001000 56: time = 0.017000 loss = 6.715967 (LAKE_ORIGIN=0.0) lambda = -0.9171 alpha = -0.000000 lossBound = -0.000000 W1 = 0.100579 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features increaseLambda: 0.041 0.000000 Undoing: newLoss 6.980679216338615, oldLoss 6.981805242124696, deltaLossBound -0.0035066141684831015 Updating 2 features NewtonStep: 0.037 0.001000 increaseLambda: 0.017 0.000000 57: time = 0.017000 loss = 6.715967 (LAKE_ORIGIN=0.0) lambda = -0.9171 alpha = -0.000000 lossBound = -0.000000 W1 = 0.100579 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features increaseLambda: 0.037 0.000000 34: time = 0.037000 loss = 6.888014 DOC: lambda = -2.7244 min = 0.3400 max = 290.5700 alpha = -0.890093 lossBound = -0.000026 W1 = 0.018559 N1 = 0.016866 deltaLoss = -0.000739 increaseLambda: 0.017 0.000000 Undoing contribution: was 0.1818429728858053 now 0.18184297288580353 58: time = 0.017000 loss = 6.715967 (LAKE_ORIGIN=1.0) lambda = 1.1184 alpha = -0.000000 lossBound = 0.000000 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.017 0.000000 Undoing contribution: was 0.18184297288580353 now 0.18184297288580176 59: time = 0.017000 loss = 6.715967 (LAKE_ORIGIN=1.0) lambda = 1.1184 alpha = -0.000000 lossBound = 0.000000 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000000 Updating 2 features Updating 0 features NewtonStep: 0.037 0.000000 Updating 2 features increaseLambda: 0.037 0.000000 Loss was 6.71596655378532, now 6.71596655378532, delta 0.000000 parallelUpdate: 0.017 0.000000 Converged after 60 iterations 60: time = 0.018000 loss = 6.715967 Resulting gain: 0.3077924009531232 Daphnia_lumholtzi response curves increaseLambda: 0.041 0.000000 Search: 0.042 0.001000 Undoing: newLoss 6.888740637673954, oldLoss 6.888013638969163, deltaLossBound -6.269892357455595E-5 increaseLambda: 0.043 0.001000 16: time = 0.043000 loss = 6.980402 increaseLambda: 0.039 0.002000 'COND__rev lambda = -1.2150 alpha = -0.083276 lossBound = -0.003507 W1 = 0.052576 N1 = 0.022116 deltaLoss = -0.001404 Search: 0.039 0.000000 increaseLambda: 0.039 0.000000 35: time = 0.039000 loss = 6.887883 'DOC__rev lambda = -0.0363 alpha = -0.036288 lossBound = -0.000063 W1 = 0.216977 N1 = 0.194276 deltaLoss = -0.000131 Updating 2 features NewtonStep: 0.04 0.001000 increaseLambda: 0.04 0.000000 Undoing contribution: was 0.009479118286902385 now 0.009436443083901666 36: time = 0.040000 loss = 6.887840 'DOC__rev lambda = -0.2963 alpha = 0.021709 lossBound = -0.000028 W1 = 0.112059 N1 = 0.097891 deltaLoss = -0.000043 Updating 2 features NewtonStep: 0.04 0.000000 increaseLambda: 0.04 0.000000 37: time = 0.040000 loss = 6.887780 'DOC__rev lambda = -0.0570 alpha = -0.020737 lossBound = -0.000036 W1 = 0.216713 N1 = 0.194276 deltaLoss = -0.000060 Updating 2 features NewtonStep: 0.041 0.001000 increaseLambda: 0.041 0.000000 Undoing contribution: was 0.009436443083901666 now 0.009391418186262976 38: time = 0.041000 loss = 6.887735 'DOC__rev lambda = -0.2740 alpha = 0.022293 lossBound = -0.000030 W1 = 0.112016 N1 = 0.097891 deltaLoss = -0.000045 Updating 1 features NewtonStep: 0.042 0.001000 increaseLambda: 0.042 0.000000 39: time = 0.042000 loss = 6.887683 'DOC__rev lambda = -0.0763 alpha = -0.019294 lossBound = -0.000031 W1 = 0.216552 N1 = 0.194276 deltaLoss = -0.000052 Updating 1 features NewtonStep: 0.042 0.000000 increaseLambda: 0.042 0.000000 Undoing contribution: was 0.009391418186262976 now 0.009347025423672592 40: time = 0.042000 loss = 6.887638 'DOC__rev lambda = -0.2518 alpha = 0.022122 lossBound = -0.000029 W1 = 0.112026 N1 = 0.097891 deltaLoss = -0.000044 Updating 2 features NewtonStep: 0.043 0.001000 Updating 2 features NewtonStep: 0.047 0.004000 increaseLambda: 0.047 0.000000 Undoing: newLoss 6.979496462265054, oldLoss 6.980401531068847, deltaLossBound -0.0027696598959917372 increaseLambda: 0.048 0.001000 Search: 0.048 0.000000 increaseLambda: 0.048 0.000000 17: time = 0.048000 loss = 6.979299 'COND__rev lambda = -1.2895 alpha = -0.074532 lossBound = -0.002770 W1 = 0.050672 N1 = 0.022116 deltaLoss = -0.001103 increaseLambda: 0.043 0.000000 41: time = 0.044000 loss = 6.887591 'DOC__rev lambda = -0.0946 alpha = -0.018287 lossBound = -0.000028 W1 = 0.216441 N1 = 0.194276 deltaLoss = -0.000047 Updating 1 features NewtonStep: 0.045 0.001000 increaseLambda: 0.045 0.000000 Undoing contribution: was 0.009347025423672592 now 0.009304550220406868 42: time = 0.045000 loss = 6.887549 'DOC__rev lambda = -0.2302 alpha = 0.021622 lossBound = -0.000028 W1 = 0.112060 N1 = 0.097891 deltaLoss = -0.000042 Updating 1 features NewtonStep: 0.045 0.000000 increaseLambda: 0.045 0.000000 43: time = 0.045000 loss = 6.887506 'DOC__rev lambda = -0.1121 alpha = -0.017494 lossBound = -0.000026 W1 = 0.216354 N1 = 0.194276 deltaLoss = -0.000043 Updating 1 features NewtonStep: 0.046 0.001000 increaseLambda: 0.046 0.000000 Undoing contribution: was 0.009304550220406868 now 0.00926446337957608 Updating 2 features NewtonStep: 0.05 0.002000 increaseLambda: 0.05 0.000000 Undoing: newLoss 6.978570223910206, oldLoss 6.979298762255597, deltaLossBound -0.0021942052381549396 increaseLambda: 0.05 0.000000 Search: 0.05 0.000000 increaseLambda: 0.051 0.001000 18: time = 0.051000 loss = 6.978429 'COND__rev lambda = -1.3563 alpha = -0.066754 lossBound = -0.002194 W1 = 0.049031 N1 = 0.022116 deltaLoss = -0.000869 44: time = 0.046000 loss = 6.887466 'DOC__rev lambda = -0.2092 alpha = 0.020988 lossBound = -0.000026 W1 = 0.112103 N1 = 0.097891 deltaLoss = -0.000040 Updating 1 features NewtonStep: 0.047 0.001000 increaseLambda: 0.047 0.000000 45: time = 0.047000 loss = 6.887426 'DOC__rev lambda = -0.1289 alpha = -0.016811 lossBound = -0.000024 W1 = 0.216280 N1 = 0.194276 deltaLoss = -0.000040 Updating 2 features Updating 1 features NewtonStep: 0.048 0.001000 increaseLambda: 0.048 0.000000 Undoing contribution: was 0.00926446337957608 now 0.009226868843801847 46: time = 0.048000 loss = 6.887389 'DOC__rev lambda = -0.1889 alpha = 0.020309 lossBound = -0.000025 W1 = 0.112150 N1 = 0.097891 deltaLoss = -0.000038 Updating 1 features NewtonStep: 0.048 0.000000 increaseLambda: 0.049 0.001000 47: time = 0.049000 loss = 6.887352 'DOC__rev lambda = -0.1451 alpha = -0.016191 lossBound = -0.000022 W1 = 0.216212 N1 = 0.194276 deltaLoss = -0.000037 Updating 1 features NewtonStep: 0.049 0.000000 NewtonStep: 0.053 0.002000 increaseLambda: 0.049 0.000000 Undoing contribution: was 0.009226868843801847 now 0.009191713155176737 48: time = 0.049000 loss = 6.887317 'DOC__rev lambda = -0.1693 alpha = 0.019623 lossBound = -0.000023 W1 = 0.112198 N1 = 0.097891 deltaLoss = -0.000035 increaseLambda: 0.053 0.000000 Undoing: newLoss 6.977842110537206, oldLoss 6.978429283123276, deltaLossBound -0.0017429986330540779 increaseLambda: 0.054 0.001000 Updating 1 features Search: 0.054 0.000000 NewtonStep: 0.05 0.001000 increaseLambda: 0.054 0.000000 19: time = 0.054000 loss = 6.977742 'COND__rev lambda = -1.4161 increaseLambda: 0.05 0.000000 alpha = -0.059826 lossBound = -0.001743 W1 = 0.047611 N1 = 0.022116 deltaLoss = -0.000688 49: time = 0.050000 loss = 6.887282 'DOC__rev lambda = -0.1607 alpha = -0.015611 lossBound = -0.000021 W1 = 0.216148 N1 = 0.194276 deltaLoss = -0.000034 Updating 0 features NewtonStep: 0.051 0.001000 increaseLambda: 0.051 0.000000 Undoing: newLoss 6.899316122833524, oldLoss 6.887282223771869, deltaLossBound -2.1873389716780764E-5 increaseLambda: 0.051 0.000000 Search: 0.051 0.000000 increaseLambda: 0.051 0.000000 50: time = 0.051000 loss = 6.887135 'DOC__rev lambda = 0.1142 alpha = 0.114221 lossBound = -0.000022 W1 = 0.689635 N1 = 0.703872 deltaLoss = -0.000147 Updating 1 features NewtonStep: 0.052 0.001000 increaseLambda: 0.052 0.000000 51: time = 0.052000 loss = 6.886887 'DOC__rev lambda = -0.2541 alpha = -0.093346 lossBound = -0.000082 W1 = 0.214434 N1 = 0.194276 deltaLoss = -0.000248 Updating 0 features NewtonStep: 0.052 0.000000 increaseLambda: 0.052 0.000000 Undoing contribution: was 0.009191713155176737 now 0.0090081639433338 52: time = 0.052000 loss = 6.886703 'DOC__rev lambda = -0.0678 alpha = 0.101548 lossBound = -0.000068 W1 = 0.113697 N1 = 0.097891 deltaLoss = -0.000184 Updating 1 features NewtonStep: 0.053 0.001000 increaseLambda: 0.053 0.000000 53: time = 0.053000 loss = 6.886542 'DOC__rev lambda = -0.3291 Updating 2 features alpha = -0.075052 lossBound = -0.000054 W1 = 0.214418 N1 = 0.194276 deltaLoss = -0.000161 NewtonStep: 0.057 0.003000 increaseLambda: 0.057 0.000000 20: time = 0.057000 loss = 6.976349 'COND__rev lambda = -1.5701 alpha = -0.153996 lossBound = -0.001388 W1 = 0.044162 N1 = 0.022116 deltaLoss = -0.001392 Updating 0 features Reducing newton stepsize from 0.08424666012044843 to 0.0677509944663276 NewtonStep: 0.054 0.001000 increaseLambda: 0.054 0.000000 Undoing contribution: was 0.0090081639433338 now 0.008884602616253554 54: time = 0.054000 loss = 6.886419 'DOC__rev lambda = 0.0000 alpha = 0.067751 lossBound = -0.000047 W1 = 0.113059 N1 = 0.097891 deltaLoss = -0.000124 Updating 1 features NewtonStep: 0.054 0.000000 Updating 2 features NewtonStep: 0.058 0.001000 increaseLambda: 0.054 0.000000 Undoing: newLoss 6.899745437163345, oldLoss 6.886418836545561, deltaLossBound -2.415742879198176E-5 increaseLambda: 0.058 0.000000 21: time = 0.058000 loss = 6.972577 COND: lambda = -0.8889 min = 4.0000 max = 50,590.0000 alpha = -0.888863 lossBound = -0.001092 W1 = 0.012864 N1 = 0.008479 deltaLoss = -0.003773 increaseLambda: 0.054 0.000000 Search: 0.055 0.001000 increaseLambda: 0.055 0.000000 55: time = 0.055000 loss = 6.886355 'DOC__rev lambda = -0.0679 alpha = -0.067900 lossBound = -0.000024 W1 = 0.211160 N1 = 0.192069 deltaLoss = -0.000064 Updating 0 features NewtonStep: 0.055 0.000000 increaseLambda: 0.055 0.000000 Undoing contribution: was 0.012757221357603536 now 0.012625929715029786 56: time = 0.055000 loss = 6.886224 'DOC__rev lambda = -0.4495 alpha = 0.084690 lossBound = -0.000049 W1 = 0.115797 N1 = 0.099867 deltaLoss = -0.000131 Updating 1 features NewtonStep: 0.056 0.001000 increaseLambda: 0.056 0.000000 Updating 2 features NewtonStep: 0.06 0.002000 increaseLambda: 0.06 0.000000 22: time = 0.060000 loss = 6.971783 'COND__rev lambda = -1.6908 alpha = -0.120734 lossBound = -0.000768 W1 = 0.042145 N1 = 0.022116 deltaLoss = -0.000794 57: time = 0.056000 loss = 6.886163 'DOC__rev lambda = -0.1141 alpha = -0.046207 lossBound = -0.000021 W1 = 0.212137 N1 = 0.192069 deltaLoss = -0.000061 Updating 0 features NewtonStep: 0.057 0.001000 increaseLambda: 0.057 0.000000 Undoing: newLoss 6.898302548347829, oldLoss 6.886162933040438, deltaLossBound -2.2269226617488392E-5 increaseLambda: 0.057 0.000000 Search: 0.057 0.000000 increaseLambda: 0.058 0.001000 58: time = 0.058000 loss = 6.886011 'DOC__rev lambda = 0.1150 alpha = 0.114987 lossBound = -0.000022 W1 = 0.686982 N1 = 0.701251 deltaLoss = -0.000152 Updating 1 features NewtonStep: 0.058 0.000000 increaseLambda: 0.058 0.000000 59: time = 0.058000 loss = 6.885899 'DOC__rev lambda = -0.1768 alpha = -0.062670 lossBound = -0.000038 W1 = 0.212147 N1 = 0.192069 deltaLoss = -0.000112 Updating 20 features Newton: returning 0.08610610975408486 Updating 1 features Loss was 6.885898756539871, now 6.885844406366885, delta -0.000054 Updating 2 features NewtonStep: 0.064 0.004000 increaseLambda: 0.064 0.000000 23: time = 0.064000 loss = 6.969720 COND: lambda = -1.5911 min = 4.0000 max = 50,590.0000 alpha = -0.702277 lossBound = -0.000513 W1 = 0.011962 N1 = 0.008479 deltaLoss = -0.002063 Updating 2 features NewtonStep: 0.064 0.000000 increaseLambda: 0.064 0.000000 24: time = 0.064000 loss = 6.969281 'COND__rev lambda = -1.7832 alpha = -0.092427 lossBound = -0.000414 W1 = 0.040652 N1 = 0.022116 deltaLoss = -0.000439 parallelUpdate: 0.06 0.002000 Updating 2 features NewtonStep: 0.065 0.001000 increaseLambda: 0.065 0.000000 25: time = 0.065000 loss = 6.967722 COND: lambda = -2.3175 min = 4.0000 max = 50,590.0000 alpha = -0.726345 lossBound = -0.000290 W1 = 0.011284 N1 = 0.008479 deltaLoss = -0.001559 Updating 2 features NewtonStep: 0.061 0.001000 increaseLambda: 0.061 0.000000 Undoing contribution: was 0.012628347107336822 now 0.01246384789677166 61: time = 0.061000 loss = 6.885680 'DOC__rev lambda = -0.3557 alpha = 0.094954 lossBound = -0.000061 W1 = 0.115809 N1 = 0.099867 deltaLoss = -0.000164 Updating 2 features NewtonStep: 0.065 0.000000 Updating 1 features increaseLambda: 0.066 0.001000 26: time = 0.066000 loss = 6.967477 'COND__rev lambda = -1.8539 alpha = -0.070684 lossBound = -0.000227 W1 = 0.039619 N1 = 0.022116 deltaLoss = -0.000245 NewtonStep: 0.062 0.001000 increaseLambda: 0.062 0.000000 62: time = 0.062000 loss = 6.885616 'DOC__rev lambda = -0.2393 alpha = -0.047312 lossBound = -0.000022 W1 = 0.212138 N1 = 0.192069 deltaLoss = -0.000064 Updating 1 features NewtonStep: 0.062 0.000000 increaseLambda: 0.063 0.001000 Undoing contribution: was 0.01246384789677166 now 0.012412939350258199 63: time = 0.063000 loss = 6.885565 'DOC__rev lambda = -0.3034 alpha = 0.052231 lossBound = -0.000019 W1 = 0.115767 N1 = 0.099867 deltaLoss = -0.000051 Updating 2 features NewtonStep: 0.067 0.001000 increaseLambda: 0.067 0.000000 27: time = 0.067000 loss = 6.966362 COND: lambda = -3.0341 min = 4.0000 max = 50,590.0000 alpha = -0.716644 lossBound = -0.000159 W1 = 0.010777 N1 = 0.008479 deltaLoss = -0.001114 Updating 1 features NewtonStep: 0.063 0.000000 Updating 2 features NewtonStep: 0.067 0.000000 increaseLambda: 0.063 0.000000 64: time = 0.063000 loss = 6.885521 'DOC__rev lambda = -0.2787 alpha = -0.039433 lossBound = -0.000015 W1 = 0.212134 N1 = 0.192069 deltaLoss = -0.000044 increaseLambda: 0.067 0.000000 28: time = 0.067000 loss = 6.966222 'COND__rev lambda = -1.9082 alpha = -0.054312 lossBound = -0.000128 W1 = 0.038900 N1 = 0.022116 deltaLoss = -0.000140 Updating 1 features Updating 2 features NewtonStep: 0.068 0.001000 NewtonStep: 0.064 0.001000 increaseLambda: 0.068 0.000000 29: time = 0.068000 loss = 6.965480 COND: lambda = -3.6998 min = 4.0000 max = 50,590.0000 increaseLambda: 0.064 0.000000 Undoing contribution: was 0.012412939350258199 now 0.012376073893236004 65: time = 0.064000 loss = 6.885484 'DOC__rev lambda = -0.2591 alpha = 0.044318 lossBound = -0.000014 W1 = 0.115762 N1 = 0.099867 deltaLoss = -0.000037 alpha = -0.665640 lossBound = -0.000085 W1 = 0.010402 N1 = 0.008479 deltaLoss = -0.000742 Updating 2 features Newton: returning 0.11324678580960444 Updating 2 features Updating 1 features NewtonStep: 0.064 0.000000 Loss was 6.965480348326827, now 6.965018165850992, delta -0.000462 parallelUpdate: 0.068 0.000000 increaseLambda: 0.064 0.000000 Undoing: newLoss 6.896066761005713, oldLoss 6.885483860093356, deltaLossBound -1.5275346038291695E-5 increaseLambda: 0.065 0.001000 Updating 2 features NewtonStep: 0.069 0.001000 Search: 0.065 0.000000 increaseLambda: 0.069 0.000000 Undoing: newLoss 6.965843402415112, oldLoss 6.965018165850992, deltaLossBound -1.2711607050685213E-4 increaseLambda: 0.065 0.000000 66: time = 0.065000 loss = 6.885453 'DOC__rev lambda = -0.0869 alpha = -0.086898 lossBound = -0.000015 W1 = 0.016218 N1 = 0.008110 deltaLoss = -0.000030 increaseLambda: 0.069 0.000000 Updating 1 features NewtonStep: 0.065 0.000000 increaseLambda: 0.066 0.001000 67: time = 0.066000 loss = 6.884800 DOC: lambda = -4.9765 min = 0.3400 max = 290.5700 alpha = -2.146651 lossBound = -0.000008 W1 = 0.017957 N1 = 0.016866 deltaLoss = -0.000653 Updating 1 features NewtonStep: 0.066 0.000000 increaseLambda: 0.066 0.000000 68: time = 0.066000 loss = 6.884581 'DOC__rev lambda = -0.4446 alpha = -0.087135 lossBound = -0.000073 W1 = 0.214429 N1 = 0.194276 deltaLoss = -0.000219 Search: 0.07 0.001000 increaseLambda: 0.071 0.001000 31: time = 0.071000 loss = 6.964769 'COND__rev lambda = -0.0440 alpha = -0.043981 lossBound = -0.000127 W1 = 0.628900 N1 = 0.596381 deltaLoss = -0.000249 Updating 1 features NewtonStep: 0.067 0.001000 increaseLambda: 0.067 0.000000 Undoing contribution: was 0.012376073893236004 now 0.012320687443061338 69: time = 0.067000 loss = 6.884526 'DOC__rev lambda = -0.2045 alpha = 0.054647 lossBound = -0.000021 W1 = 0.115769 N1 = 0.099867 deltaLoss = -0.000055 Updating 2 features NewtonStep: 0.071 0.000000 increaseLambda: 0.071 0.000000 Undoing contribution: was 0.04941688373209729 now 0.04936049477814574 32: time = 0.071000 loss = 6.964712 'COND__rev lambda = -2.0871 alpha = 0.037195 lossBound = -0.000048 W1 = 0.035613 N1 = 0.022116 deltaLoss = -0.000056 Updating 1 features Reducing newton stepsize from -0.16540515593719085 to -0.13531057704707178 NewtonStep: 0.067 0.000000 increaseLambda: 0.067 0.000000 Undoing contribution: was 0.005683781170034756 now 0.005427288277154212 70: time = 0.067000 loss = 6.884269 'DOC__rev lambda = 0.0000 alpha = -0.135311 lossBound = -0.000029 W1 = 0.755258 N1 = 0.769430 deltaLoss = -0.000256 Updating 2 features NewtonStep: 0.072 0.001000 increaseLambda: 0.072 0.000000 33: time = 0.072000 loss = 6.964211 COND: lambda = -4.7512 min = 4.0000 max = 50,590.0000 alpha = -0.632419 lossBound = -0.000044 W1 = 0.010130 N1 = 0.008479 deltaLoss = -0.000501 Updating 1 features NewtonStep: 0.068 0.001000 increaseLambda: 0.068 0.000000 Undoing contribution: was 0.012320687443061338 now 0.012260364018774481 71: time = 0.068000 loss = 6.884209 'DOC__rev lambda = -0.1475 alpha = 0.056939 lossBound = -0.000022 W1 = 0.115771 N1 = 0.099867 deltaLoss = -0.000060 Updating 2 features NewtonStep: 0.072 0.000000 increaseLambda: 0.072 0.000000 34: time = 0.072000 loss = 6.964086 'COND__rev lambda = -0.0673 alpha = -0.023367 lossBound = -0.000089 W1 = 0.629563 N1 = 0.596381 deltaLoss = -0.000126 Updating 1 features NewtonStep: 0.068 0.000000 Updating 2 features NewtonStep: 0.073 0.001000 Time since start: 3.078 increaseLambda: 0.074 0.001000 35: time = 0.074000 loss = 6.964030 'COND__rev lambda = -0.0828 alpha = -0.015445 lossBound = -0.000040 W1 = 0.628128 N1 = 0.596381 deltaLoss = -0.000055 increaseLambda: 0.069 0.001000 72: time = 0.070000 loss = 6.884187 'DOC__rev lambda = -0.3063 alpha = -0.027530 lossBound = -0.000007 W1 = 0.212130 N1 = 0.192069 deltaLoss = -0.000022 Updating 1 features NewtonStep: 0.071 0.001000 increaseLambda: 0.071 0.000000 Undoing contribution: was 0.012260364018774481 now 0.01224258806842191 73: time = 0.071000 loss = 6.884169 'DOC__rev lambda = -0.1168 alpha = 0.030697 lossBound = -0.000007 W1 = 0.115755 N1 = 0.099867 deltaLoss = -0.000018 Updating 1 features NewtonStep: 0.071 0.000000 increaseLambda: 0.071 0.000000 74: time = 0.071000 loss = 6.884156 'DOC__rev lambda = -0.1432 alpha = -0.056286 lossBound = -0.000007 W1 = 0.016228 N1 = 0.008110 deltaLoss = -0.000013 Updating 1 features NewtonStep: 0.072 0.001000 increaseLambda: 0.072 0.000000 75: time = 0.072000 loss = 6.883767 DOC: lambda = -6.9156 min = 0.3400 max = 290.5700 alpha = -1.939118 lossBound = -0.000004 W1 = 0.017902 N1 = 0.016866 deltaLoss = -0.000389 Updating 1 features NewtonStep: 0.072 0.000000 increaseLambda: 0.073 0.001000 76: time = 0.073000 loss = 6.883606 'DOC__rev lambda = -0.3810 alpha = -0.074740 lossBound = -0.000054 W1 = 0.212157 N1 = 0.192069 deltaLoss = -0.000161 Updating 2 features NewtonStep: 0.078 0.004000 increaseLambda: 0.078 0.000000 36: time = 0.078000 loss = 6.963624 COND: lambda = -5.3595 min = 4.0000 max = 50,590.0000 alpha = -0.608287 lossBound = -0.000032 W1 = 0.010026 N1 = 0.008479 deltaLoss = -0.000406 Updating 2 features NewtonStep: 0.078 0.000000 increaseLambda: 0.078 0.000000 37: time = 0.078000 loss = 6.963546 'COND__rev lambda = -0.1012 alpha = -0.018390 lossBound = -0.000056 W1 = 0.628656 N1 = 0.596381 deltaLoss = -0.000078 Updating 2 features NewtonStep: 0.079 0.001000 increaseLambda: 0.079 0.000000 Undoing contribution: was 0.04936049477814574 now 0.04932416844719089 38: time = 0.079000 loss = 6.963510 'COND__rev lambda = -2.0575 alpha = 0.029654 lossBound = -0.000031 W1 = 0.035845 N1 = 0.022116 deltaLoss = -0.000036 Updating 2 features NewtonStep: 0.079 0.000000 increaseLambda: 0.079 0.000000 39: time = 0.079000 loss = 6.963468 'COND__rev lambda = -0.1146 alpha = -0.013458 lossBound = -0.000030 W1 = 0.627762 N1 = 0.596381 deltaLoss = -0.000042 Updating 2 features NewtonStep: 0.08 0.001000 increaseLambda: 0.08 0.000000 40: time = 0.080000 loss = 6.963162 COND: lambda = -5.9174 min = 4.0000 max = 50,590.0000 alpha = -0.557926 lossBound = -0.000022 W1 = 0.009925 N1 = 0.008479 deltaLoss = -0.000305 Updating 2 features NewtonStep: 0.08 0.000000 increaseLambda: 0.08 0.000000 41: time = 0.080000 loss = 6.963102 'COND__rev lambda = -0.1309 alpha = -0.016217 lossBound = -0.000043 W1 = 0.628260 N1 = 0.596381 deltaLoss = -0.000061 Updating 2 features NewtonStep: 0.081 0.001000 increaseLambda: 0.081 0.000000 42: time = 0.081000 loss = 6.963075 'COND__rev lambda = -0.1416 alpha = -0.010748 lossBound = -0.000019 W1 = 0.627261 N1 = 0.596381 deltaLoss = -0.000027 Updating 2 features NewtonStep: 0.081 0.000000 increaseLambda: 0.081 0.000000 Undoing contribution: was 0.04932416844719089 now 0.049296948615794915 43: time = 0.081000 loss = 6.963048 'COND__rev lambda = -2.0319 alpha = 0.025563 lossBound = -0.000024 W1 = 0.035972 N1 = 0.022116 deltaLoss = -0.000027 Updating 2 features NewtonStep: 0.082 0.001000 increaseLambda: 0.082 0.000000 44: time = 0.082000 loss = 6.962824 COND: lambda = -6.4171 min = 4.0000 max = 50,590.0000 alpha = -0.499707 lossBound = -0.000015 W1 = 0.009842 N1 = 0.008479 deltaLoss = -0.000223 Updating 2 features NewtonStep: 0.083 0.001000 increaseLambda: 0.083 0.000000 45: time = 0.083000 loss = 6.962775 'COND__rev lambda = -0.1563 alpha = -0.014643 lossBound = -0.000035 W1 = 0.627972 N1 = 0.596381 deltaLoss = -0.000050 Updating 2 features NewtonStep: 0.083 0.000000 increaseLambda: 0.083 0.000000 46: time = 0.083000 loss = 6.962753 'COND__rev lambda = -0.1660 alpha = -0.009710 lossBound = -0.000016 W1 = 0.627069 N1 = 0.596381 deltaLoss = -0.000022 Updating 2 features NewtonStep: 0.084 0.001000 increaseLambda: 0.084 0.000000 Undoing contribution: was 0.049296948615794915 now 0.04928114616902068 47: time = 0.084000 loss = 6.962737 'COND__rev lambda = -2.0125 alpha = 0.019374 lossBound = -0.000014 W1 = 0.036170 N1 = 0.022116 deltaLoss = -0.000016 Updating 2 features NewtonStep: 0.084 0.000000 increaseLambda: 0.084 0.000000 48: time = 0.084000 loss = 6.962573 COND: lambda = -6.8622 min = 4.0000 max = 50,590.0000 alpha = -0.445143 lossBound = -0.000010 W1 = 0.009779 N1 = 0.008479 deltaLoss = -0.000164 Updating 2 features NewtonStep: 0.085 0.001000 increaseLambda: 0.085 0.000000 49: time = 0.085000 loss = 6.962534 'COND__rev lambda = -0.1789 alpha = -0.012899 lossBound = -0.000027 W1 = 0.627652 N1 = 0.596381 deltaLoss = -0.000038 Updating 2 features NewtonStep: 0.085 0.000000 increaseLambda: 0.085 0.000000 50: time = 0.085000 loss = 6.962504 'COND__rev lambda = -0.2045 alpha = -0.025677 lossBound = -0.000012 W1 = 0.625258 N1 = 0.596381 deltaLoss = -0.000031 Updating 2 features NewtonStep: 0.086 0.001000 increaseLambda: 0.086 0.000000 Undoing contribution: was 0.04928114616902068 now 0.049253220164503834 51: time = 0.086000 loss = 6.962476 'COND__rev lambda = -1.9547 alpha = 0.057818 lossBound = -0.000014 W1 = 0.036837 N1 = 0.022116 deltaLoss = -0.000028 Updating 2 features NewtonStep: 0.086 0.000000 increaseLambda: 0.086 0.000000 52: time = 0.086000 loss = 6.962187 COND: lambda = -8.1778 min = 4.0000 max = 50,590.0000 alpha = -1.315526 lossBound = -0.000009 W1 = 0.009516 N1 = 0.008479 deltaLoss = -0.000288 Updating 2 features NewtonStep: 0.087 0.001000 increaseLambda: 0.087 0.000000 53: time = 0.087000 loss = 6.962044 'COND__rev lambda = -0.2605 alpha = -0.055927 lossBound = -0.000057 W1 = 0.625225 N1 = 0.596381 deltaLoss = -0.000143 Updating 2 features NewtonStep: 0.087 0.000000 increaseLambda: 0.087 0.000000 54: time = 0.087000 loss = 6.961950 COND: lambda = -9.0016 min = 4.0000 max = 50,590.0000 alpha = -0.823791 lossBound = -0.000003 W1 = 0.009490 N1 = 0.008479 deltaLoss = -0.000094 Updating 2 features NewtonStep: 0.087 0.000000 increaseLambda: 0.088 0.001000 55: time = 0.088000 loss = 6.961912 'COND__rev lambda = -0.2893 alpha = -0.028811 lossBound = -0.000015 W1 = 0.625256 N1 = 0.596381 deltaLoss = -0.000038 Updating 2 features NewtonStep: 0.088 0.000000 increaseLambda: 0.088 0.000000 Undoing contribution: was 0.049253220164503834 now 0.04925002003936651 56: time = 0.088000 loss = 6.961909 'COND__rev lambda = -1.9354 alpha = 0.019284 lossBound = -0.000002 W1 = 0.036823 N1 = 0.022116 deltaLoss = -0.000003 Updating 2 features NewtonStep: 0.088 0.000000 increaseLambda: 0.088 0.000000 57: time = 0.088000 loss = 6.961889 COND: lambda = -9.3984 min = 4.0000 max = 50,590.0000 alpha = -0.396890 lossBound = -0.000001 W1 = 0.009482 N1 = 0.008479 deltaLoss = -0.000020 Updating 2 features NewtonStep: 0.089 0.001000 increaseLambda: 0.089 0.000000 58: time = 0.089000 loss = 6.961877 'COND__rev lambda = -0.3056 alpha = -0.016345 lossBound = -0.000005 W1 = 0.625263 N1 = 0.596381 deltaLoss = -0.000012 Updating 2 features NewtonStep: 0.089 0.000000 increaseLambda: 0.089 0.000000 59: time = 0.089000 loss = 6.961870 COND: lambda = -9.6286 min = 4.0000 max = 50,590.0000 alpha = -0.230141 lossBound = -0.000000 W1 = 0.009480 N1 = 0.008479 deltaLoss = -0.000006 Updating 3 features Newton: returning 0.04282057266115877 Updating 2 features Loss was 6.961870146303552, now 6.961865204726521, delta -0.000005 parallelUpdate: 0.09 0.001000 Updating 2 features NewtonStep: 0.09 0.000000 increaseLambda: 0.09 0.000000 61: time = 0.090000 loss = 6.961865 'COND__rev lambda = -0.3221 alpha = -0.003415 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000001 Updating 2 features NewtonStep: 0.09 0.000000 increaseLambda: 0.09 0.000000 Undoing contribution: was 0.049250354794352164 now 0.049249762249817836 62: time = 0.090000 loss = 6.961864 'COND__rev lambda = -1.9283 alpha = 0.008262 lossBound = -0.000000 W1 = 0.036822 N1 = 0.022116 deltaLoss = -0.000001 Updating 2 features NewtonStep: 0.091 0.001000 increaseLambda: 0.091 0.000000 63: time = 0.091000 loss = 6.961864 'COND__rev lambda = -0.3232 alpha = -0.001116 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.091 0.000000 increaseLambda: 0.091 0.000000 Undoing contribution: was 0.049249762249817836 now 0.04924975684062474 64: time = 0.091000 loss = 6.961864 'COND__rev lambda = -1.9276 alpha = 0.000787 lossBound = -0.000000 W1 = 0.036822 N1 = 0.022116 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.092 0.001000 increaseLambda: 0.092 0.000000 Undoing contribution: was 0.011336332296115557 now 0.011336297107575475 65: time = 0.092000 loss = 6.961864 COND: lambda = -9.8649 min = 4.0000 max = 50,590.0000 alpha = 0.017566 lossBound = -0.000000 W1 = 0.009479 N1 = 0.008479 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.092 0.000000 Updating 1 features NewtonStep: 0.088 0.015000 increaseLambda: 0.089 0.001000 Undoing contribution: was 0.01224258806842191 now 0.012214160358530932 77: time = 0.089000 loss = 6.883577 'DOC__rev lambda = -0.0779 alpha = 0.038991 lossBound = -0.000011 W1 = 0.115759 N1 = 0.099867 deltaLoss = -0.000028 Updating 1 features NewtonStep: 0.089 0.000000 increaseLambda: 0.09 0.001000 Undoing contribution: was 0.0143015287294968 now 0.014152320778114954 78: time = 0.090000 loss = 6.883428 'DOC__rev lambda = 0.2044 alpha = -0.113564 lossBound = -0.000018 W1 = 0.722925 N1 = 0.737674 deltaLoss = -0.000149 Updating 1 features NewtonStep: 0.091 0.001000 increaseLambda: 0.092 0.001000 Undoing contribution: was 0.012214160358530932 now 0.012159490212465627 79: time = 0.092000 loss = 6.883373 'DOC__rev lambda = -0.0237 alpha = 0.054154 lossBound = -0.000020 W1 = 0.115769 N1 = 0.099867 deltaLoss = -0.000055 Updating 1 features NewtonStep: 0.094 0.002000 increaseLambda: 0.095 0.001000 80: time = 0.095000 loss = 6.883368 'DOC__rev lambda = -0.1813 alpha = -0.038081 lossBound = -0.000003 W1 = 0.016224 N1 = 0.008110 deltaLoss = -0.000006 Updating 2 features NewtonStep: 0.095 0.000000 increaseLambda: 0.095 0.000000 81: time = 0.095000 loss = 6.883142 DOC: lambda = -8.5122 min = 0.3400 max = 290.5700 alpha = -1.596577 lossBound = -0.000002 W1 = 0.017883 N1 = 0.016866 deltaLoss = -0.000225 Updating 1 features NewtonStep: 0.098 0.003000 increaseLambda: 0.098 0.000000 82: time = 0.098000 loss = 6.883036 'DOC__rev lambda = -0.4416 alpha = -0.060561 lossBound = -0.000036 W1 = 0.212146 N1 = 0.192069 deltaLoss = -0.000106 Updating 1 features NewtonStep: 0.1 0.002000 increaseLambda: 0.1 0.000000 Undoing contribution: was 0.014152320778114954 now 0.01406741135120498 83: time = 0.100000 loss = 6.882952 'DOC__rev lambda = 0.1186 alpha = -0.085794 lossBound = -0.000010 W1 = 0.722944 N1 = 0.737674 deltaLoss = -0.000085 Updating 1 features Reducing newton stepsize from 0.06991645055710452 to 0.02369920666472944 NewtonStep: 0.101 0.001000 increaseLambda: 0.101 0.000000 Undoing contribution: was 0.012159490212465627 now 0.012108183107247015 84: time = 0.101000 loss = 6.882900 'DOC__rev lambda = 0.0000 alpha = 0.023699 lossBound = -0.000033 W1 = 0.114029 N1 = 0.099867 deltaLoss = -0.000051 Updating 1 features NewtonStep: 0.102 0.001000 Making features makeFeatures: max memory 1908932608, total allocated 374865920, free 99003456, used 275862464, increment 30564520 Daphnia_lumholtzi NTL: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 34 samples Density: max memory 1908932608, total allocated 374865920, free 99003456, used 275862464, increment 0 linearPredictor: max memory 1908932608, total allocated 374865920, free 99003456, used 275862464, increment 0 FeaturedSpace: max memory 1908932608, total allocated 374865920, free 99003456, used 275862464, increment 0 Sequential: max memory 1908932608, total allocated 374865920, free 99003456, used 275862464, increment 0 Initial loss: 7.023758954738443 Updating 2 features NewtonStep: 0.001 0.001000 increaseLambda: 0.001 0.000000 Undoing: newLoss 7.020524174021147, oldLoss 7.023758954738443, deltaLossBound -0.04196291274003848 increaseLambda: 0.001 0.000000 Search: 0.002 0.001000 increaseLambda: 0.002 0.000000 0: time = 0.002000 loss = 7.015570 'NTL__rev lambda = -0.1155 alpha = -0.115482 lossBound = -0.041963 W1 = 0.093625 N1 = 0.012586 deltaLoss = -0.008189 Updating 2 features NewtonStep: 0.002 0.000000 increaseLambda: 0.002 0.000000 Undoing: newLoss 7.012564259405494, oldLoss 7.015569874953583, deltaLossBound -0.037911849247465296 increaseLambda: 0.003 0.001000 Search: 0.003 0.000000 increaseLambda: 0.003 0.000000 1: time = 0.003000 loss = 7.008217 'NTL__rev lambda = -0.1116 alpha = -0.111633 lossBound = -0.037912 W1 = 0.088361 N1 = 0.012369 deltaLoss = -0.007352 Updating 2 features NewtonStep: 0.004 0.001000 increaseLambda: 0.004 0.000000 Undoing: newLoss 7.006183123912594, oldLoss 7.008217415595599, deltaLossBound -0.03430073480318503 increaseLambda: 0.004 0.000000 increaseLambda: 0.108 0.006000 Undoing contribution: was 0.008832600340763316 now 0.008795494982849969 85: time = 0.108000 loss = 6.882863 'DOC__rev lambda = -0.4688 alpha = 0.044436 lossBound = -0.000014 W1 = 0.116397 N1 = 0.100463 deltaLoss = -0.000037 Search: 0.004 0.000000 increaseLambda: 0.004 0.000000 2: time = 0.004000 loss = 7.001617 'NTL__rev lambda = -0.2189 alpha = -0.107247 lossBound = -0.034301 W1 = 0.084242 N1 = 0.012369 deltaLoss = -0.006601 Updating 2 features NewtonStep: 0.005 0.001000 increaseLambda: 0.005 0.000000 Undoing: newLoss 6.999743785948391, oldLoss 7.001616708570652, deltaLossBound -0.03108473339259163 increaseLambda: 0.005 0.000000 Search: 0.005 0.000000 increaseLambda: 0.005 0.000000 3: time = 0.005000 loss = 6.995679 'NTL__rev lambda = -0.3219 alpha = -0.103067 lossBound = -0.031085 W1 = 0.080477 N1 = 0.012369 deltaLoss = -0.005937 Updating 2 features NewtonStep: 0.006 0.001000 increaseLambda: 0.006 0.000000 Undoing: newLoss 6.993952419305535, oldLoss 6.995679336782175, deltaLossBound -0.0282148724737997 Updating 1 features NewtonStep: 0.11 0.002000 increaseLambda: 0.006 0.000000 increaseLambda: 0.11 0.000000 Undoing contribution: was 0.01406741135120498 now 0.014037003073131656 86: time = 0.110000 loss = 6.882833 'DOC__rev lambda = 0.0679 alpha = -0.050622 lossBound = -0.000004 W1 = 0.722960 N1 = 0.737674 deltaLoss = -0.000030 Search: 0.007 0.001000 increaseLambda: 0.007 0.000000 4: time = 0.007000 loss = 6.990329 'NTL__rev lambda = -0.4210 alpha = -0.099082 lossBound = -0.028215 W1 = 0.077031 N1 = 0.012369 deltaLoss = -0.005351 Updating 1 features NewtonStep: 0.111 0.001000 Updating 2 features increaseLambda: 0.111 0.000000 Undoing contribution: was 0.008795494982849969 now 0.008784637635464373 87: time = 0.111000 loss = 6.882822 'DOC__rev lambda = -0.4449 alpha = 0.023900 lossBound = -0.000004 W1 = 0.116387 N1 = 0.100463 deltaLoss = -0.000011 increaseLambda: 0.114 0.022000 Undoing contribution: was 9.739351656056777E-4 now 9.739237041490051E-4 66: time = 0.115000 loss = 6.961864 'COND__rev lambda = -0.3227 alpha = 0.000496 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 NewtonStep: 0.007 0.000000 increaseLambda: 0.008 0.001000 Undoing: newLoss 6.988734123416457, oldLoss 6.990328605931109, deltaLossBound -0.025648885966977196 increaseLambda: 0.008 0.000000 Updating 1 features NewtonStep: 0.112 0.001000 increaseLambda: 0.112 0.000000 88: time = 0.112000 loss = 6.882818 Search: 0.008 0.000000 'DOC__rev lambda = -0.2139 alpha = -0.032645 lossBound = -0.000002 W1 = 0.016223 N1 = 0.008110 deltaLoss = -0.000004 increaseLambda: 0.008 0.000000 5: time = 0.008000 loss = 6.985498 'NTL__rev lambda = -0.5163 alpha = -0.095281 lossBound = -0.025649 W1 = 0.073868 N1 = 0.012369 deltaLoss = -0.004831 Updating 2 features NewtonStep: 0.009 0.001000 increaseLambda: 0.009 0.000000 Undoing: newLoss 6.9840237652388675, oldLoss 6.985497841038451, deltaLossBound -0.02335022977948691 increaseLambda: 0.009 0.000000 Search: 0.009 0.000000 Updating 1 features NewtonStep: 0.113 0.001000 Updating 2 features increaseLambda: 0.114 0.001000 NewtonStep: 0.118 0.003000 increaseLambda: 0.009 0.000000 6: time = 0.010000 loss = 6.981129 'NTL__rev lambda = -0.6080 alpha = -0.091654 lossBound = -0.023350 W1 = 0.070962 N1 = 0.012369 deltaLoss = -0.004369 increaseLambda: 0.118 0.000000 Undoing contribution: was 0.011336297107575475 now 0.011336291637851246 67: time = 0.118000 loss = 6.961864 COND: lambda = -9.8580 min = 4.0000 max = 50,590.0000 alpha = 0.006919 lossBound = -0.000000 W1 = 0.009479 N1 = 0.008479 deltaLoss = -0.000000 Updating 2 features Updating 2 features NewtonStep: 0.01 0.000000 NewtonStep: 0.118 0.000000 increaseLambda: 0.01 0.000000 Undoing: newLoss 6.979764579515933, oldLoss 6.981128945876881, deltaLossBound -0.021287246782256842 increaseLambda: 0.01 0.000000 Search: 0.011 0.001000 increaseLambda: 0.011 0.000000 7: time = 0.011000 loss = 6.977171 'NTL__rev lambda = -0.6962 alpha = -0.088192 lossBound = -0.021287 W1 = 0.068285 N1 = 0.012369 deltaLoss = -0.003958 Updating 2 features NewtonStep: 0.011 0.000000 increaseLambda: 0.011 0.000000 Undoing: newLoss 6.975906983040952, oldLoss 6.977171183782469, deltaLossBound -0.019432458969391386 increaseLambda: 0.011 0.000000 89: time = 0.114000 loss = 6.882594 DOC: lambda = -10.1568 min = 0.3400 max = 290.5700 alpha = -1.644596 lossBound = -0.000002 W1 = 0.017880 N1 = 0.016866 deltaLoss = -0.000224 Updating 19 features Search: 0.012 0.001000 Reducing stepsize from 0.2962486229049498 to 0.27720607552183824 Newton: returning 0.27720607552183824 Updating 1 features increaseLambda: 0.012 0.000000 8: time = 0.012000 loss = 6.973580 'NTL__rev lambda = -0.7810 alpha = -0.084885 lossBound = -0.019432 W1 = 0.065815 N1 = 0.012369 deltaLoss = -0.003591 Updating 2 features NewtonStep: 0.013 0.001000 increaseLambda: 0.013 0.000000 Undoing: newLoss 6.972407569191855, oldLoss 6.973580144664012, deltaLossBound -0.017761967441184502 Loss was 6.882593971324936, now 6.882312430874118, delta -0.000282 parallelUpdate: 0.117 0.003000 increaseLambda: 0.013 0.000000 increaseLambda: 0.118 0.000000 Undoing contribution: was 9.739237041490051E-4 now 9.739210789991298E-4 68: time = 0.121000 loss = 6.961864 'COND__rev lambda = -0.3225 alpha = 0.000238 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 Search: 0.013 0.000000 Updating 2 features NewtonStep: 0.121 0.000000 increaseLambda: 0.014 0.001000 9: time = 0.014000 loss = 6.970317 'NTL__rev lambda = -0.8628 alpha = -0.081727 lossBound = -0.017762 W1 = 0.063532 N1 = 0.012369 deltaLoss = -0.003263 increaseLambda: 0.122 0.001000 Undoing contribution: was 0.011336291637851246 now 0.011336290381271517 69: time = 0.122000 loss = 6.961864 COND: lambda = -9.8547 min = 4.0000 max = 50,590.0000 alpha = 0.003315 lossBound = -0.000000 W1 = 0.009479 N1 = 0.008479 deltaLoss = -0.000000 Updating 2 features Updating 2 features NewtonStep: 0.014 0.000000 NewtonStep: 0.122 0.000000 increaseLambda: 0.014 0.000000 Undoing: newLoss 6.965087700396021, oldLoss 6.970316868551636, deltaLossBound -0.016254943565414348 increaseLambda: 0.122 0.000000 Undoing contribution: was 9.739210789991298E-4 now 9.73920476315005E-4 70: time = 0.122000 loss = 6.961864 'COND__rev lambda = -0.3224 alpha = 0.000114 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 increaseLambda: 0.014 0.000000 Updating 2 features NewtonStep: 0.122 0.000000 Search: 0.014 0.000000 increaseLambda: 0.123 0.001000 71: time = 0.123000 loss = 6.961864 'COND__rev lambda = -1.9277 alpha = -0.000093 lossBound = -0.000000 W1 = 0.036822 N1 = 0.022116 deltaLoss = -0.000000 increaseLambda: 0.015 0.001000 10: time = 0.015000 loss = 6.957039 'NTL__rev lambda = -1.2563 alpha = -0.393536 lossBound = -0.016255 W1 = 0.053736 N1 = 0.012369 deltaLoss = -0.013278 Updating 2 features NewtonStep: 0.123 0.000000 increaseLambda: 0.123 0.000000 Undoing contribution: was 0.011336290381271517 now 0.01133629013885121 72: time = 0.123000 loss = 6.961864 COND: lambda = -9.8532 min = 4.0000 max = 50,590.0000 alpha = 0.001456 lossBound = -0.000000 W1 = 0.009479 N1 = 0.008479 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.015 0.000000 increaseLambda: 0.015 0.000000 Undoing: newLoss 6.948230024243496, oldLoss 6.957039163352137, deltaLossBound -0.012644420753484143 increaseLambda: 0.015 0.000000 Updating 2 features NewtonStep: 0.123 0.000000 increaseLambda: 0.124 0.001000 Undoing contribution: was 9.73920476315005E-4 now 9.739202938893748E-4 73: time = 0.124000 loss = 6.961864 'COND__rev lambda = -0.3223 alpha = 0.000063 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 Search: 0.016 0.001000 increaseLambda: 0.016 0.000000 11: time = 0.016000 loss = 6.947385 'NTL__rev lambda = 0.1519 alpha = 0.151885 lossBound = -0.012644 W1 = 0.736117 N1 = 0.809197 deltaLoss = -0.009655 Updating 2 features NewtonStep: 0.016 0.000000 increaseLambda: 0.017 0.001000 Undoing: newLoss 6.943488968188148, oldLoss 6.947384608471804, deltaLossBound -0.011340250578911165 Updating 2 features NewtonStep: 0.125 0.001000 increaseLambda: 0.017 0.000000 increaseLambda: 0.125 0.000000 Undoing contribution: was 0.01133629013885121 now 0.011336290051426032 74: time = 0.125000 loss = 6.961864 COND: lambda = -9.8523 min = 4.0000 max = 50,590.0000 alpha = 0.000874 lossBound = -0.000000 W1 = 0.009479 N1 = 0.008479 deltaLoss = -0.000000 Search: 0.017 0.000000 Updating 2 features increaseLambda: 0.017 0.000000 NewtonStep: 0.125 0.000000 12: time = 0.017000 loss = 6.938230 'NTL__rev lambda = -1.5933 alpha = -0.336977 lossBound = -0.011340 W1 = 0.048386 N1 = 0.012369 deltaLoss = -0.009155 increaseLambda: 0.125 0.000000 Undoing contribution: was 9.739202938893748E-4 now 9.739202519780116E-4 75: time = 0.125000 loss = 6.961864 'COND__rev lambda = -0.3223 alpha = 0.000030 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 Updating 1 features Updating 2 features NewtonStep: 0.018 0.001000 NewtonStep: 0.126 0.001000 increaseLambda: 0.018 0.000000 Undoing: newLoss 6.9303528495280515, oldLoss 6.938229837333019, deltaLossBound -0.010455433383072164 increaseLambda: 0.126 0.000000 76: time = 0.126000 loss = 6.961864 'COND__rev lambda = -1.9277 alpha = -0.000023 lossBound = -0.000000 W1 = 0.036822 N1 = 0.022116 deltaLoss = -0.000000 increaseLambda: 0.018 0.000000 Updating 2 features NewtonStep: 0.126 0.000000 Search: 0.018 0.000000 increaseLambda: 0.126 0.000000 Undoing contribution: was 0.011336290051426032 now 0.011336290034404981 77: time = 0.126000 loss = 6.961864 COND: lambda = -9.8519 min = 4.0000 max = 50,590.0000 alpha = 0.000386 lossBound = -0.000000 W1 = 0.009479 N1 = 0.008479 deltaLoss = -0.000000 increaseLambda: 0.018 0.000000 13: time = 0.018000 loss = 6.930237 'NTL__rev lambda = 0.1381 alpha = 0.138120 lossBound = -0.010455 W1 = 0.739264 N1 = 0.807362 deltaLoss = -0.007993 Updating 2 features NewtonStep: 0.127 0.001000 increaseLambda: 0.127 0.000000 Undoing contribution: was 9.739202519780116E-4 now 9.739202394484786E-4 78: time = 0.127000 loss = 6.961864 'COND__rev lambda = -0.3223 alpha = 0.000016 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.127 0.000000 Updating 1 features NewtonStep: 0.123 0.006000 increaseLambda: 0.127 0.000000 Undoing contribution: was 0.011336290034404981 now 0.011336290028400895 79: time = 0.127000 loss = 6.961864 COND: lambda = -9.8517 min = 4.0000 max = 50,590.0000 alpha = 0.000229 lossBound = -0.000000 W1 = 0.009479 N1 = 0.008479 deltaLoss = -0.000000 increaseLambda: 0.123 0.000000 Undoing contribution: was 0.008538064663859132 now 0.008391294325467855 91: time = 0.123000 loss = 6.882166 'DOC__rev lambda = 0.0729 alpha = -0.114522 lossBound = -0.000017 W1 = 0.722435 N1 = 0.737181 deltaLoss = -0.000147 Updating 1 features NewtonStep: 0.019 0.001000 increaseLambda: 0.02 0.001000 Undoing: newLoss 6.9272767266696835, oldLoss 6.93023682938194, deltaLossBound -0.008128548205594553 Updating 1 features increaseLambda: 0.02 0.000000 NewtonStep: 0.124 0.001000 increaseLambda: 0.124 0.000000 Undoing contribution: was 0.008784637635464373 now 0.008618107668389594 92: time = 0.124000 loss = 6.881999 'DOC__rev lambda = -0.3328 alpha = 0.095344 lossBound = -0.000062 W1 = 0.116443 N1 = 0.100463 deltaLoss = -0.000167 Search: 0.02 0.000000 increaseLambda: 0.02 0.000000 14: time = 0.020000 loss = 6.923738 'NTL__rev lambda = -1.8843 alpha = -0.291044 lossBound = -0.008129 W1 = 0.044371 N1 = 0.012369 deltaLoss = -0.006498 Updating 1 features NewtonStep: 0.124 0.000000 Updating 1 features increaseLambda: 0.125 0.001000 NewtonStep: 0.021 0.001000 Undoing contribution: was 0.008391294325467855 now 0.008331585365232194 93: time = 0.125000 loss = 6.881939 'DOC__rev lambda = 0.0012 alpha = -0.071731 lossBound = -0.000007 W1 = 0.722459 N1 = 0.737181 deltaLoss = -0.000060 increaseLambda: 0.021 0.000000 Undoing: newLoss 6.918998049106052, oldLoss 6.923738419993121, deltaLossBound -0.008612934764070806 increaseLambda: 0.021 0.000000 Updating 1 features NewtonStep: 0.125 0.000000 Search: 0.021 0.000000 increaseLambda: 0.125 0.000000 Undoing contribution: was 0.0011099089030541217 now 0.0010839735528870827 94: time = 0.125000 loss = 6.881913 'DOC__rev lambda = -0.4465 increaseLambda: 0.021 0.000000 alpha = 0.030119 lossBound = -0.000009 W1 = 0.214393 N1 = 0.194276 deltaLoss = -0.000026 15: time = 0.021000 loss = 6.917146 'NTL__rev lambda = 0.2638 alpha = 0.125713 lossBound = -0.008613 W1 = 0.744070 N1 = 0.807362 deltaLoss = -0.006593 Updating 1 features NewtonStep: 0.022 0.001000 increaseLambda: 0.022 0.000000 Undoing: newLoss 6.913411505369271, oldLoss 6.9171456070651445, deltaLossBound -0.006489554772699522 increaseLambda: 0.022 0.000000 Search: 0.022 0.000000 increaseLambda: 0.023 0.001000 16: time = 0.023000 loss = 6.912177 'NTL__rev lambda = 0.2617 alpha = 0.109859 lossBound = -0.006490 W1 = 0.752438 N1 = 0.809197 deltaLoss = -0.004969 Updating 1 features NewtonStep: 0.127 0.002000 increaseLambda: 0.127 0.000000 Undoing contribution: was 0.0018331335956257486 now 0.001820827186216891 Updating 0 features NewtonStep: 0.023 0.000000 Updating 2 features 95: time = 0.127000 loss = 6.881901 NewtonStep: 0.131 0.004000 increaseLambda: 0.023 0.000000 Undoing: newLoss 6.9068771991533975, oldLoss 6.912176821181769, deltaLossBound -0.006495814497331002 'DOC__rev lambda = 0.0003 alpha = -0.032080 lossBound = -0.000001 W1 = 0.721124 N1 = 0.735834 deltaLoss = -0.000012 increaseLambda: 0.023 0.000000 Search: 0.024 0.001000 increaseLambda: 0.024 0.000000 17: time = 0.024000 loss = 6.907071 'NTL__rev lambda = -0.2249 alpha = -0.224860 lossBound = -0.006496 W1 = 0.055883 N1 = 0.020921 deltaLoss = -0.005106 Updating 1 features NewtonStep: 0.128 0.001000 Updating 0 features NewtonStep: 0.024 0.000000 increaseLambda: 0.132 0.001000 Undoing contribution: was 9.739202394484786E-4 now 9.739202365690042E-4 80: time = 0.132000 loss = 6.961864 increaseLambda: 0.128 0.000000 Undoing contribution: was 0.0010839735528870827'COND__rev lambda = -0.3223 alpha = 0.000008 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 now 0.0010773222223527364 96: time = 0.128000 loss = 6.881895 'DOC__rev lambda = -0.4313 alpha = 0.015216 lossBound = -0.000002 W1 = 0.214389 N1 = 0.194276 deltaLoss = -0.000007 Updating 1 features NewtonStep: 0.129 0.001000 increaseLambda: 0.129 0.000000 97: time = 0.129000 loss = 6.881892 'DOC__rev lambda = -0.4590 alpha = -0.011333 lossBound = -0.000001 W1 = 0.125818 N1 = 0.109381 deltaLoss = -0.000003 Converged after 80 iterations 80: time = 0.133000 loss = 6.961864 Resulting gain: 0.06189500487270383 increaseLambda: 0.024 0.000000 Undoing: newLoss 6.903747740487184, oldLoss 6.907070860760695, deltaLossBound -0.00555230224826562 increaseLambda: 0.025 0.001000 Daphnia_lumholtzi response curves Search: 0.026 0.001000 increaseLambda: 0.026 0.000000 18: time = 0.026000 loss = 6.902815 'NTL__rev lambda = 0.3635 alpha = 0.101806 lossBound = -0.005552 W1 = 0.755504 N1 = 0.809197 deltaLoss = -0.004256 Updating 1 features NewtonStep: 0.13 0.001000 increaseLambda: 0.13 0.000000 98: time = 0.130000 loss = 6.881761 DOC: lambda = -13.5643 min = 0.3400 max = 290.5700 alpha = -1.347204 lossBound = -0.000001 W1 = 0.017873 N1 = 0.016866 deltaLoss = -0.000131 Updating 0 features NewtonStep: 0.026 0.000000 increaseLambda: 0.027 0.001000 Undoing: newLoss 6.900789037521679, oldLoss 6.902815045210164, deltaLossBound -0.004876375371505232 Updating 1 features NewtonStep: 0.131 0.001000 increaseLambda: 0.027 0.000000 increaseLambda: 0.131 0.000000 Undoing contribution: was 0.014896098326921129 now 0.01477129589728771 99: time = 0.131000 loss = 6.881636 'DOC__rev lambda = 0.2957 alpha = -0.103102 lossBound = -0.000015 W1 = 0.719372 N1 = 0.734112 deltaLoss = -0.000125 Search: 0.027 0.000000 increaseLambda: 0.027 0.000000 19: time = 0.027000 loss = 6.899005 'NTL__rev lambda = -0.4219 alpha = -0.197053 lossBound = -0.004876 W1 = 0.052965 N1 = 0.020921 deltaLoss = -0.003810 Updating 1 features NewtonStep: 0.028 0.001000 increaseLambda: 0.028 0.000000 20: time = 0.028000 loss = 6.890351 'NTL__rev lambda = 0.6144 alpha = 0.250809 lossBound = -0.004733 W1 = 0.766327 N1 = 0.809197 deltaLoss = -0.008654 Updating 1 features NewtonStep: 0.132 0.001000 Updating 1 features NewtonStep: 0.028 0.000000 increaseLambda: 0.132 0.000000 Undoing contribution: was 0.0010773222223527364 now 0.0010698463079993866 100: time = 0.132000 loss = 6.881628 'DOC__rev lambda = -0.4151 alpha = 0.016137 lossBound = -0.000003 W1 = 0.214389 N1 = 0.194276 deltaLoss = -0.000007 increaseLambda: 0.028 0.000000 21: time = 0.028000 loss = 6.884941 'NTL__rev lambda = -0.7451 alpha = -0.323167 lossBound = -0.004301 W1 = 0.049348 N1 = 0.020921 deltaLoss = -0.005410 Updating 2 features Updating 0 features NewtonStep: 0.029 0.001000 NewtonStep: 0.133 0.001000 increaseLambda: 0.029 0.000000 22: time = 0.029000 loss = 6.879346 'NTL__rev lambda = 0.8277 alpha = 0.213334 lossBound = -0.002794 W1 = 0.773143 N1 = 0.809197 deltaLoss = -0.005595 increaseLambda: 0.133 0.000000 101: time = 0.133000 loss = 6.881626 'DOC__rev lambda = -0.4696 Updating 1 features NewtonStep: 0.029 0.000000 alpha = -0.010619 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000002 increaseLambda: 0.03 0.001000 23: time = 0.030000 loss = 6.872054 'NTL__rev lambda = -0.8024 alpha = -0.802430 lossBound = -0.002809 W1 = 0.039631 N1 = 0.021852 deltaLoss = -0.007292 Updating 2 features NewtonStep: 0.03 0.000000 Updating 1 features NewtonStep: 0.134 0.001000 increaseLambda: 0.03 0.000000 24: time = 0.030000 loss = 6.864174 'NTL__rev lambda = 0.4082 alpha = 0.408235 lossBound = -0.002232 W1 = 0.772049 N1 = 0.797542 deltaLoss = -0.007880 increaseLambda: 0.134 0.000000 Undoing contribution: was 0.007896926874086758 now 0.00789531072138176 102: time = 0.134000 loss = 6.881624 'DOC__rev lambda = -0.2197 alpha = 0.020272 lossBound = -0.000001 W1 = 0.016451 N1 = 0.008225 deltaLoss = -0.000002 Updating 2 features NewtonStep: 0.031 0.001000 Updating 1 features NewtonStep: 0.135 0.001000 increaseLambda: 0.031 0.000000 25: time = 0.031000 loss = 6.861979 'NTL__rev lambda = -0.5182 alpha = -0.518250 lossBound = -0.000762 W1 = 0.070001 N1 = 0.056970 deltaLoss = -0.002195 increaseLambda: 0.135 0.000000 103: time = 0.135000 loss = 6.881528 DOC: lambda = -14.7430 min = 0.3400 max = 290.5700 Updating 2 features NewtonStep: 0.031 0.000000 alpha = -1.178730 lossBound = -0.000001 W1 = 0.017871 N1 = 0.016866 deltaLoss = -0.000097 increaseLambda: 0.031 0.000000 26: time = 0.031000 loss = 6.859945 'NTL__rev lambda = 0.5511 alpha = 0.142838 lossBound = -0.000822 W1 = 0.771308 N1 = 0.797542 deltaLoss = -0.002035 Updating 2 features NewtonStep: 0.032 0.001000 increaseLambda: 0.032 0.000000 27: time = 0.032000 loss = 6.858586 NTL^2: lambda = -0.9335 min = 25.0000 max = 681,210,000.0000 alpha = -0.933542 lossBound = -0.000597 W1 = 0.003091 N1 = 0.001050 deltaLoss = -0.001358 Updating 1 features NewtonStep: 0.136 0.001000 Updating 2 features NewtonStep: 0.032 0.000000 increaseLambda: 0.033 0.001000 28: time = 0.033000 loss = 6.854376 NTL: lambda = -1.1318 min = 5.0000 max = 26,100.0000 alpha = -1.131815 lossBound = -0.000358 W1 = 0.031498 N1 = 0.027624 deltaLoss = -0.004211 increaseLambda: 0.137 0.001000 104: time = 0.137000 loss = 6.881491 'DOC__rev lambda = -0.5117 alpha = -0.042020 lossBound = -0.000013 W1 = 0.125829 N1 = 0.109381 deltaLoss = -0.000036 Updating 2 features NewtonStep: 0.033 0.000000 increaseLambda: 0.033 0.000000 29: time = 0.033000 loss = 6.852607 NTL: lambda = -1.8607 min = 5.0000 max = 26,100.0000 Updating 1 features NewtonStep: 0.137 0.000000 alpha = -0.728854 lossBound = -0.000140 W1 = 0.030633 N1 = 0.027624 deltaLoss = -0.001769 Updating 10 features increaseLambda: 0.137 0.000000 Undoing contribution: was 0.01477129589728771 now 0.014727145729132533 105: time = 0.137000 loss = 6.881447 'DOC__rev lambda = 0.2345 alpha = -0.061166 lossBound = -0.000005 W1 = 0.719394 N1 = 0.734112 deltaLoss = -0.000044 Newton: returning 0.01691140448539318 Updating 2 features Updating 1 features NewtonStep: 0.138 0.001000 Loss was 6.852606894744598, now 6.852576659474849, delta -0.000030 parallelUpdate: 0.034 0.001000 increaseLambda: 0.138 0.000000 Undoing contribution: was 0.008618107668389594 now 0.00858974457507293 106: time = 0.138000 loss = 6.881419 'DOC__rev lambda = -0.2940 alpha = 0.038793 lossBound = -0.000011 W1 = 0.116393 N1 = 0.100463 deltaLoss = -0.000028 Updating 2 features NewtonStep: 0.034 0.000000 increaseLambda: 0.034 0.000000 Updating 1 features NewtonStep: 0.138 0.000000 31: time = 0.034000 loss = 6.851628 NTL: lambda = -2.4906 min = 5.0000 max = 26,100.0000 alpha = -0.598485 lossBound = -0.000061 W1 = 0.029923 N1 = 0.027624 deltaLoss = -0.000949 Updating 2 features NewtonStep: 0.035 0.001000 increaseLambda: 0.035 0.000000 Undoing: newLoss 6.8520443857163364, oldLoss 6.851627516036436, deltaLossBound -9.58650713669231E-5 increaseLambda: 0.139 0.001000 Undoing contribution: was 0.014727145729132533 now 0.014716911547568993 107: time = 0.139000 loss = 6.881408 'DOC__rev lambda = 0.2054 alpha = -0.029155 lossBound = -0.000001 W1 = 0.719403 N1 = 0.734112 deltaLoss = -0.000010 increaseLambda: 0.035 0.000000 Search: 0.036 0.001000 increaseLambda: 0.036 0.000000 32: time = 0.036000 loss = 6.851426 'NTL__rev lambda = -0.0457 alpha = -0.045686 lossBound = -0.000096 W1 = 0.206928 N1 = 0.184806 deltaLoss = -0.000202 Updating 2 features Updating 1 features NewtonStep: 0.036 0.000000 NewtonStep: 0.14 0.001000 increaseLambda: 0.036 0.000000 Undoing contribution: was 0.009916788753682449 now 0.009791404615653799 33: time = 0.036000 loss = 6.851300 'NTL__rev lambda = 0.5187 alpha = -0.041699 lossBound = -0.000039 W1 = 0.785234 N1 = 0.797542 deltaLoss = -0.000125 increaseLambda: 0.14 0.000000 Undoing contribution: was 0.0010698463079993866 now 0.001063240688602138 108: time = 0.141000 loss = 6.881402 'DOC__rev lambda = -0.4000 alpha = 0.015160 lossBound = -0.000002 W1 = 0.214389 N1 = 0.194276 deltaLoss = -0.000007 Updating 2 features NewtonStep: 0.037 0.001000 increaseLambda: 0.037 0.000000 34: time = 0.037000 loss = 6.850492 NTL: lambda = -3.0730 min = 5.0000 max = 26,100.0000 alpha = -0.582389 lossBound = -0.000047 W1 = 0.029757 N1 = 0.027624 deltaLoss = -0.000809 Updating 1 features NewtonStep: 0.141 0.000000 increaseLambda: 0.141 0.000000 109: time = 0.141000 loss = 6.881399 'DOC__rev lambda = -0.5230 alpha = -0.011288 lossBound = -0.000001 W1 = 0.125818 N1 = 0.109381 deltaLoss = -0.000003 Updating 2 features NewtonStep: 0.038 0.001000 increaseLambda: 0.038 0.000000 Undoing contribution: was 0.009791404615653799 now 0.009535757009302027 35: time = 0.038000 loss = 6.850236 'NTL__rev lambda = 0.4583 Updating 1 features NewtonStep: 0.142 0.001000 increaseLambda: 0.142 0.000000 Undoing contribution: was 0.001063240688602138 now 0.0010609619014884638 110: time = 0.142000 loss = 6.881397 'DOC__rev lambda = -0.3911 alpha = 0.008900 lossBound = -0.000001 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000002 alpha = -0.060347 lossBound = -0.000077 W1 = 0.786209 N1 = 0.797542 deltaLoss = -0.000256 Updating 2 features NewtonStep: 0.039 0.001000 increaseLambda: 0.039 0.000000 36: time = 0.039000 loss = 6.849602 NTL: lambda = -3.6102 min = 5.0000 max = 26,100.0000 alpha = -0.537212 lossBound = -0.000035 W1 = 0.029584 N1 = 0.027624 deltaLoss = -0.000634 Updating 1 features NewtonStep: 0.143 0.001000 Updating 1 features NewtonStep: 0.039 0.000000 increaseLambda: 0.039 0.000000 Undoing contribution: was 0.009535757009302027 now 0.009201203584772211 37: time = 0.039000 loss = 6.849267 'NTL__rev lambda = 0.3888 alpha = -0.069538 lossBound = -0.000100 W1 = 0.786664 N1 = 0.797542 deltaLoss = -0.000335 increaseLambda: 0.143 0.000000 111: time = 0.144000 loss = 6.881395 'DOC__rev lambda = -0.5329 alpha = -0.009984 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000002 Updating 2 features NewtonStep: 0.04 0.001000 increaseLambda: 0.04 0.000000 Undoing contribution: was 0.033134279253485006 now 0.032983719691549014 38: time = 0.040000 loss = 6.849117 'NTL__rev lambda = 0.7939 alpha = -0.047815 lossBound = -0.000044 W1 = 0.797001 N1 = 0.809197 deltaLoss = -0.000151 Updating 1 features NewtonStep: 0.144 0.000000 increaseLambda: 0.144 0.000000 112: time = 0.144000 loss = 6.881312 DOC: lambda = -15.8500 min = 0.3400 max = 290.5700 alpha = -1.107033 lossBound = -0.000001 W1 = 0.017870 N1 = 0.016866 deltaLoss = -0.000083 Updating 2 features NewtonStep: 0.041 0.001000 increaseLambda: 0.041 0.000000 39: time = 0.041000 loss = 6.848395 NTL: lambda = -4.1921 min = 5.0000 max = 26,100.0000 alpha = -0.581874 lossBound = -0.000038 W1 = 0.029633 N1 = 0.027624 deltaLoss = -0.000722 Updating 1 features NewtonStep: 0.145 0.001000 increaseLambda: 0.145 0.000000 Undoing contribution: was 0.014716911547568993 now 0.014624396583462543 113: time = 0.145000 loss = 6.881219 Updating 2 features 'DOC__rev lambda = 0.1167 alpha = -0.088652 lossBound = -0.000011 W1 = 0.719381 N1 = 0.734112 deltaLoss = -0.000093 NewtonStep: 0.041 0.000000 increaseLambda: 0.041 0.000000 Undoing contribution: was 0.032983719691549014 now 0.032710909925256056 40: time = 0.041000 loss = 6.848122 'NTL__rev lambda = 0.7287 alpha = -0.065156 lossBound = -0.000079 W1 = 0.797824 N1 = 0.809197 deltaLoss = -0.000273 Updating 1 features NewtonStep: 0.145 0.000000 increaseLambda: 0.146 0.001000 Undoing contribution: was 0.0010609619014884638 now 0.00105377278126578 114: time = 0.146000 loss = 6.881212 'DOC__rev lambda = -0.3752 Updating 2 features alpha = 0.015824 lossBound = -0.000002 W1 = 0.214389 N1 = 0.194276 deltaLoss = -0.000007 NewtonStep: 0.042 0.001000 increaseLambda: 0.042 0.000000 Undoing contribution: was 0.032710909925256056 now 0.032594422035227895 41: time = 0.042000 loss = 6.848005 'NTL__rev lambda = 0.6867 alpha = -0.041991 lossBound = -0.000034 W1 = 0.796703 N1 = 0.809197 deltaLoss = -0.000116 Updating 1 features NewtonStep: 0.146 0.000000 Updating 2 features increaseLambda: 0.146 0.000000 115: time = 0.146000 loss = 6.881210 'DOC__rev lambda = -0.5425 alpha = -0.009582 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000002 Updating 1 features NewtonStep: 0.147 0.001000 NewtonStep: 0.043 0.001000 increaseLambda: 0.147 0.000000 increaseLambda: 0.043 0.000000 Undoing: newLoss 6.893866976981849, oldLoss 6.8812102990644135, deltaLossBound -7.371566165839831E-7 42: time = 0.043000 loss = 6.847266 NTL: lambda = -4.7915 min = 5.0000 max = 26,100.0000 alpha = -0.599378 lossBound = -0.000038 W1 = 0.029626 N1 = 0.027624 deltaLoss = -0.000739 increaseLambda: 0.147 0.000000 Updating 2 features NewtonStep: 0.044 0.001000 Search: 0.148 0.001000 increaseLambda: 0.044 0.000000 Undoing contribution: was 0.032594422035227895 now 0.03234732968705712 43: time = 0.044000 loss = 6.847019 'NTL__rev lambda = 0.6247 alpha = -0.062005 lossBound = -0.000071 W1 = 0.797664 N1 = 0.809197 deltaLoss = -0.000247 increaseLambda: 0.148 0.000000 116: time = 0.148000 loss = 6.881205 'DOC__rev lambda = 0.0206 alpha = 0.020629 lossBound = -0.000001 W1 = 0.668440 N1 = 0.683069 deltaLoss = -0.000005 Updating 2 features Reducing newton stepsize from 7.638094381920106 to 0.9493291422150661 NewtonStep: 0.044 0.000000 increaseLambda: 0.044 0.000000 Undoing contribution: was 0.001358346048904077 now 0.0012434819564496517 44: time = 0.044000 loss = 6.846904 NTL^2: lambda = -0.6329 min = 25.0000 max = 681,210,000.0000 alpha = 0.316443 lossBound = -0.000038 W1 = 0.001695 N1 = 0.001050 deltaLoss = -0.000115 Updating 1 features Updating 2 features NewtonStep: 0.149 0.001000 increaseLambda: 0.149 0.000000 Undoing contribution: was 0.014624396583462543 now 0.014611483521569883 117: time = 0.149000 loss = 6.881192 'DOC__rev lambda = 0.0840 alpha = -0.032753 lossBound = -0.000002 W1 = 0.719402 N1 = 0.734112 deltaLoss = -0.000013 Updating 1 features NewtonStep: 0.149 0.000000 increaseLambda: 0.15 0.001000 118: time = 0.150000 loss = 6.881182 'DOC__rev lambda = 0.0467 alpha = 0.026086 lossBound = -0.000002 W1 = 0.668360 N1 = 0.683069 deltaLoss = -0.000011 Updating 1 features NewtonStep: 0.15 0.000000 increaseLambda: 0.15 0.000000 Undoing contribution: was 0.014611483521569883 now 0.014600940585251247 119: time = 0.150000 loss = 6.881171 'DOC__rev lambda = 0.0544 alpha = -0.029569 lossBound = -0.000001 W1 = 0.719403 N1 = 0.734112 deltaLoss = -0.000011 Updating 19 features Reducing stepsize from 2.0209933673367138 to 0.1587572030838301 Reducing stepsize from 0.1587572030838301 to 0.008139270219913206 Reducing stepsize from 0.008139270219913206 to 0.006249987225716254 Newton: returning 0.006249987225716254 Updating 1 features Reducing newton stepsize from 6.6710578741870785 to 0.6328860948100441 NewtonStep: 0.047 0.003000 increaseLambda: 0.047 0.000000 Undoing contribution: was 0.0012434819564496517 now 0.0011698369254188516 45: time = 0.047000 loss = 6.846830 NTL^2: lambda = -0.4219 min = 25.0000 max = 681,210,000.0000 alpha = 0.210962 lossBound = -0.000035 W1 = 0.001707 N1 = 0.001050 deltaLoss = -0.000074 Loss was 6.881170966182143, now 6.8811647938687095, delta -0.000006 parallelUpdate: 0.151 0.001000 Updating 2 features Reducing newton stepsize from 6.038166370699618 to 0.42192406320669607 NewtonStep: 0.048 0.001000 increaseLambda: 0.048 0.000000 Undoing contribution: was 0.0011698369254188516 now 0.0011221357961616245 Updating 2 features NewtonStep: 0.152 0.001000 increaseLambda: 0.152 0.000000 121: time = 0.152000 loss = 6.881154 'DOC__rev lambda = 0.0733 alpha = 0.026246 lossBound = -0.000002 W1 = 0.668360 N1 = 0.683069 deltaLoss = -0.000011 Updating 0 features NewtonStep: 0.152 0.000000 46: time = 0.048000 loss = 6.846783 NTL^2: lambda = -0.2813 min = 25.0000 max = 681,210,000.0000 alpha = 0.140641 lossBound = -0.000032 W1 = 0.001715 N1 = 0.001050 deltaLoss = -0.000048 increaseLambda: 0.153 0.001000 Undoing contribution: was 0.014600940585251247 now 0.014590548467469825 122: time = 0.153000 loss = 6.881143 Updating 2 features 'DOC__rev lambda = 0.0229 alpha = -0.029348 lossBound = -0.000001 W1 = 0.719403 N1 = 0.734112 deltaLoss = -0.000010 NewtonStep: 0.049 0.001000 increaseLambda: 0.049 0.000000 47: time = 0.049000 loss = 6.846128 NTL: lambda = -5.3603 min = 5.0000 max = 26,100.0000 alpha = -0.568794 lossBound = -0.000033 W1 = 0.029558 N1 = 0.027624 deltaLoss = -0.000654 Updating 2 features NewtonStep: 0.05 0.001000 increaseLambda: 0.05 0.000000 Undoing contribution: was 0.03234732968705712 now 0.03206059522575556 48: time = 0.050000 loss = 6.845842 'NTL__rev lambda = 0.5577 alpha = -0.067003 lossBound = -0.000082 W1 = 0.797897 N1 = 0.809197 deltaLoss = -0.000287 Updating 0 features NewtonStep: 0.154 0.001000 increaseLambda: 0.154 0.000000 123: time = 0.154000 loss = 6.881133 'DOC__rev lambda = 0.0989 alpha = 0.025660 lossBound = -0.000001 W1 = 0.668360 N1 = 0.683069 deltaLoss = -0.000010 Updating 2 features Reducing newton stepsize from 7.863166030621587 to 0.28128270880446404 Updating 0 features NewtonStep: 0.051 0.001000 Reducing newton stepsize from -0.02910394463758236 to -0.022915895603918015 NewtonStep: 0.155 0.001000 increaseLambda: 0.051 0.000000 Undoing: newLoss 6.845806162693174, oldLoss 6.845841723398194, deltaLossBound -4.0707691311723295E-5 increaseLambda: 0.051 0.000000 increaseLambda: 0.155 0.000000 Undoing contribution: was 0.014590548467469825 now 0.014580771165081666 124: time = 0.155000 loss = 6.881123 Search: 0.051 0.000000 'DOC__rev lambda = 0.0000 alpha = -0.022916 lossBound = -0.000001 W1 = 0.719554 N1 = 0.734112 deltaLoss = -0.000010 increaseLambda: 0.051 0.000000 Undoing contribution: was 0.0011221357961616245 now 0.001096011137622052 49: time = 0.051000 loss = 6.845816 NTL^2: lambda = -0.2125 min = 25.0000 max = 681,210,000.0000 alpha = 0.068770 lossBound = -0.000041 W1 = 0.001672 N1 = 0.001050 deltaLoss = -0.000026 Updating 2 features Reducing newton stepsize from 7.638126385954663 to 0.21251300240711168 NewtonStep: 0.052 0.001000 Updating 0 features increaseLambda: 0.052 0.000000 Undoing contribution: was 0.001096011137622052 now 0.001016782186341511 50: time = 0.052000 loss = 6.845736 NTL^2: lambda = 0.0000 min = 25.0000 max = 681,210,000.0000 alpha = 0.212513 lossBound = -0.000040 W1 = 0.001683 N1 = 0.001050 deltaLoss = -0.000079 Updating 2 features NewtonStep: 0.052 0.000000 increaseLambda: 0.052 0.000000 Undoing contribution: was 0.03206059522575556 now 0.031867611334164055 51: time = 0.052000 loss = 6.845543 'NTL__rev lambda = 0.4358 alpha = -0.121909 lossBound = -0.000032 W1 = 0.794408 N1 = 0.809197 deltaLoss = -0.000193 Updating 2 features NewtonStep: 0.053 0.001000 increaseLambda: 0.053 0.000000 52: time = 0.053000 loss = 6.843419 NTL: lambda = -7.5265 min = 5.0000 max = 26,100.0000 alpha = -2.166213 lossBound = -0.000056 W1 = 0.028857 N1 = 0.027624 deltaLoss = -0.002124 NewtonStep: 0.156 0.001000 Updating 2 features NewtonStep: 0.054 0.001000 increaseLambda: 0.158 0.002000 Undoing: newLoss 6.893775961171616, oldLoss 6.881123270611923, deltaLossBound -9.065190610870074E-7 increaseLambda: 0.054 0.000000 Undoing contribution: was 0.031867611334164055 now 0.030304191888737238 53: time = 0.054000 loss = 6.841856 'NTL__rev lambda = 0.0638 alpha = -0.372039 lossBound = -0.000246 W1 = 0.793791 N1 = 0.809197 deltaLoss = -0.001563 increaseLambda: 0.158 0.000000 Search: 0.158 0.000000 increaseLambda: 0.158 0.000000 125: time = 0.158000 loss = 6.881117 'DOC__rev lambda = 0.0229 alpha = 0.022887 lossBound = -0.000001 W1 = 0.669063 N1 = 0.683683 deltaLoss = -0.000006 Updating 2 features Reducing newton stepsize from 0.21279384420077405 to 0.11743472500281843 NewtonStep: 0.054 0.000000 increaseLambda: 0.054 0.000000 Undoing contribution: was 0.008190526446012364 now 0.008048232816248885 54: time = 0.054000 loss = 6.841714 'NTL__rev lambda = 0.0000 alpha = 0.117435 lossBound = -0.000060 W1 = 0.024442 N1 = 0.012586 deltaLoss = -0.000142 Updating 0 features NewtonStep: 0.159 0.001000 increaseLambda: 0.159 0.000000 126: time = 0.159000 loss = 6.881113 'DOC__rev lambda = -0.5568 alpha = -0.013713 lossBound = -0.000001 W1 = 0.125818 N1 = 0.109381 deltaLoss = -0.000004 Updating 2 features NewtonStep: 0.055 0.001000 increaseLambda: 0.055 0.000000 55: time = 0.055000 loss = 6.839697 NTL: lambda = -9.7479 min = 5.0000 max = 26,100.0000 alpha = -2.221433 lossBound = -0.000049 W1 = 0.028809 N1 = 0.027624 deltaLoss = -0.002016 Updating 1 features NewtonStep: 0.159 0.000000 increaseLambda: 0.159 0.000000 Undoing contribution: was 0.00858974457507293 now 0.008588246214573256 127: time = 0.160000 loss = 6.881112 'DOC__rev lambda = -0.2842 alpha = 0.008859 lossBound = -0.000001 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 Updating 2 features Reducing newton stepsize from -0.3662868437406745 to -0.06377356211198676 NewtonStep: 0.056 0.001000 increaseLambda: 0.056 0.000000 Undoing contribution: was 0.030304191888737238 now 0.02979683019556157 56: time = 0.056000 loss = 6.839190 'NTL__rev lambda = 0.0000 alpha = -0.063774 lossBound = -0.000238 W1 = 0.801675 N1 = 0.809197 deltaLoss = -0.000507 Updating 1 features NewtonStep: 0.16 0.000000 increaseLambda: 0.16 0.000000 Undoing contribution: was 0.002147963137342767 now 0.002139838184527331 128: time = 0.160000 loss = 6.881104 'DOC__rev lambda = 0.0090 alpha = -0.025819 lossBound = -0.000001 W1 = 0.717806 N1 = 0.732514 deltaLoss = -0.000008 Updating 2 features Reducing newton stepsize from -0.2904410174951719 to -0.268294868775525 NewtonStep: 0.056 0.000000 increaseLambda: 0.057 0.001000 Undoing contribution: was 0.014588397571552454 now 0.013582780863473039 57: time = 0.057000 loss = 6.838184 'NTL__rev lambda = 0.0000 alpha = -0.268295 lossBound = -0.000160 W1 = 0.792835 N1 = 0.807362 deltaLoss = -0.001006 Updating 0 features NewtonStep: 0.161 0.001000 Updating 2 features NewtonStep: 0.057 0.000000 increaseLambda: 0.057 0.000000 58: time = 0.057000 loss = 6.836458 increaseLambda: 0.161 0.000000 NTL: lambda = -11.8915 min = 5.0000 max = 26,100.0000 129: time = 0.161000 loss = 6.881095 alpha = -2.143633 lossBound = -0.000040 W1 = 0.028766 N1 = 0.027624 deltaLoss = -0.001726 'DOC__rev lambda = 0.1227 alpha = 0.023815 lossBound = -0.000001 W1 = 0.668361 N1 = 0.683069 deltaLoss = -0.000009 Updating 2 features NewtonStep: 0.058 0.001000 Updating 1 features Reducing newton stepsize from -0.026894523315756733 to -0.009013662893542086 increaseLambda: 0.058 0.000000 Undoing contribution: was 0.009201203584772211 now 0.007780070429598541 59: time = 0.058000 loss = 6.835037 'NTL__rev lambda = 0.0492 alpha = -0.339639 lossBound = -0.000231 W1 = 0.782223 N1 = 0.797542 deltaLoss = -0.001421 Updating 7 features Reducing stepsize from 0.5075939744732523 to 0.09796647414243154 Newton: returning 0.09796647414243154 Updating 1 features Loss was 6.835037182905767, now 6.833715853333531, delta -0.001321 parallelUpdate: 0.058 0.000000 NewtonStep: 0.162 0.001000 Updating 2 features NewtonStep: 0.059 0.001000 increaseLambda: 0.059 0.000000 61: time = 0.059000 loss = 6.832709 NTL: lambda = -14.6116 min = 5.0000 max = 26,100.0000 alpha = -1.737344 lossBound = -0.000022 W1 = 0.028700 N1 = 0.027624 deltaLoss = -0.001007 increaseLambda: 0.163 0.001000 Undoing contribution: was 0.002139838184527331 now 0.0021349071557491433 130: time = 0.163000 loss = 6.881090 'DOC__rev lambda = 0.0000 alpha = -0.009014 lossBound = -0.000001 W1 = 0.718245 N1 = 0.732514 deltaLoss = -0.000005 Updating 1 features NewtonStep: 0.059 0.000000 increaseLambda: 0.059 0.000000 62: time = 0.059000 loss = 6.832338 'NTL__rev lambda = -0.1683 alpha = -0.118165 lossBound = -0.000118 W1 = 0.203763 N1 = 0.184806 deltaLoss = -0.000371 Updating 1 features NewtonStep: 0.164 0.001000 increaseLambda: 0.164 0.000000 131: time = 0.164000 loss = 6.881032 DOC: lambda = -16.8171 min = 0.3400 max = 290.5700 alpha = -0.931441 lossBound = -0.000000 W1 = 0.017868 N1 = 0.016866 deltaLoss = -0.000058 Updating 1 features NewtonStep: 0.06 0.001000 increaseLambda: 0.06 0.000000 Undoing contribution: was 0.07419863175626515 now 0.07411556864762944 63: time = 0.060000 loss = 6.832255 'NTL__rev lambda = -1.7738 alpha = 0.145513 lossBound = -0.000029 W1 = 0.024776 N1 = 0.012369 deltaLoss = -0.000083 Updating 1 features Reducing newton stepsize from -0.08142946964934603 to -0.03571135959619106 NewtonStep: 0.164 0.000000 increaseLambda: 0.164 0.000000 Undoing contribution: was 0.002266406654015371 now 0.0022114732284620768 132: time = 0.164000 loss = 6.880977 'DOC__rev lambda = 0.0000 alpha = -0.035711 lossBound = -0.000010 W1 = 0.717515 N1 = 0.731118 deltaLoss = -0.000055 Updating 1 features NewtonStep: 0.06 0.000000 increaseLambda: 0.06 0.000000 64: time = 0.060000 loss = 6.832145 'NTL__rev lambda = -0.6257 alpha = -0.097840 lossBound = -0.000037 W1 = 0.071713 N1 = 0.056970 deltaLoss = -0.000110 Updating 1 features NewtonStep: 0.165 0.001000 increaseLambda: 0.165 0.000000 133: time = 0.165000 loss = 6.880971 'DOC__rev lambda = -0.5738 alpha = -0.016952 lossBound = -0.000002 W1 = 0.125819 N1 = 0.109381 deltaLoss = -0.000006 Updating 1 features NewtonStep: 0.061 0.001000 increaseLambda: 0.061 0.000000 Undoing contribution: was 0.07411556864762944 now 0.07404477698624587 65: time = 0.061000 loss = 6.832074 'NTL__rev lambda = -1.6404 alpha = 0.133351 lossBound = -0.000025 W1 = 0.024770 N1 = 0.012369 deltaLoss = -0.000071 Updating 1 features NewtonStep: 0.165 0.000000 increaseLambda: 0.165 0.000000 Undoing contribution: was 0.00789531072138176 now 0.007894088344326184 134: time = 0.165000 loss = 6.880970 'DOC__rev lambda = -0.2019 alpha = 0.017603 lossBound = -0.000001 W1 = 0.016451 N1 = 0.008225 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.061 0.000000 increaseLambda: 0.062 0.001000 66: time = 0.062000 loss = 6.832020 'NTL__rev lambda = -0.6948 alpha = -0.069085 lossBound = -0.000018 W1 = 0.071695 N1 = 0.056970 deltaLoss = -0.000055 Making features Updating 1 features NewtonStep: 0.172 0.007000 increaseLambda: 0.172 0.000000 Undoing contribution: was 0.015588885461303995 now 0.015582743248011347 135: time = 0.172000 loss = 6.880964 'DOC__rev lambda = 0.5279 alpha = -0.021706 lossBound = -0.000001 W1 = 0.704857 N1 = 0.719565 deltaLoss = -0.000006 Updating 1 features NewtonStep: 0.172 0.000000 increaseLambda: 0.172 0.000000 Undoing contribution: was 0.008588246214573256 now 0.008583851564313558 136: time = 0.172000 loss = 6.880959 'DOC__rev lambda = -0.2690 alpha = 0.015183 lossBound = -0.000002 W1 = 0.116385 N1 = 0.100463 deltaLoss = -0.000004 Updating 1 features NewtonStep: 0.173 0.001000 increaseLambda: 0.173 0.000000 137: time = 0.173000 loss = 6.880958 'DOC__rev lambda = -0.5822 alpha = -0.008369 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 1 features Updating 1 features NewtonStep: 0.075 0.013000 increaseLambda: 0.075 0.000000 Undoing contribution: was 0.014328573722516615 now 0.014290139717768937 67: time = 0.075000 loss = 6.831981 'NTL__rev lambda = -0.6770 alpha = 0.081946 lossBound = -0.000013 W1 = 0.035643 N1 = 0.020921 deltaLoss = -0.000038 Updating 1 features NewtonStep: 0.076 0.001000 increaseLambda: 0.076 0.000000 68: time = 0.076000 loss = 6.831947 'NTL__rev lambda = -0.7494 alpha = -0.054645 lossBound = -0.000011 W1 = 0.071688 N1 = 0.056970 deltaLoss = -0.000034 NewtonStep: 0.179 0.006000 increaseLambda: 0.18 0.001000 Undoing contribution: was 0.008583851564313558 now 0.008582447559236026 138: time = 0.180000 loss = 6.880957 'DOC__rev lambda = -0.2604 alpha = 0.008568 lossBound = -0.000001 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.076 0.000000 increaseLambda: 0.076 0.000000 Undoing contribution: was 0.014290139717768937 now 0.014262874088976864 69: time = 0.076000 loss = 6.831920 'NTL__rev lambda = -0.6083 alpha = 0.068664 lossBound = -0.000009 W1 = 0.035639 N1 = 0.020921 deltaLoss = -0.000027 Updating 1 features Updating 1 features NewtonStep: 0.077 0.001000 increaseLambda: 0.077 0.000000 70: time = 0.077000 loss = 6.831896 'NTL__rev lambda = -0.7952 alpha = -0.045801 lossBound = -0.000008 W1 = 0.071684 N1 = 0.056970 deltaLoss = -0.000024 NewtonStep: 0.181 0.001000 Updating 1 features NewtonStep: 0.078 0.001000 increaseLambda: 0.078 0.000000 Undoing contribution: was 5.975563093296661E-4 now 5.686857488593707E-4 71: time = 0.078000 loss = 6.831867 'NTL__rev lambda = -0.1349 alpha = 0.033430 lossBound = -0.000009 W1 = 0.203708 N1 = 0.184806 deltaLoss = -0.000029 Updating 1 features NewtonStep: 0.078 0.000000 increaseLambda: 0.078 0.000000 72: time = 0.078000 loss = 6.831846 'NTL__rev lambda = -0.8379 alpha = -0.042658 lossBound = -0.000007 W1 = 0.071683 N1 = 0.056970 deltaLoss = -0.000021 Updating 1 features NewtonStep: 0.079 0.001000 increaseLambda: 0.079 0.000000 Undoing contribution: was 0.014262874088976864 now 0.014238372684796665 73: time = 0.079000 loss = 6.831822 'NTL__rev lambda = -0.5433 alpha = 0.064978 lossBound = -0.000009 W1 = 0.035637 N1 = 0.020921 deltaLoss = -0.000025 increaseLambda: 0.183 0.002000 139: time = 0.183000 loss = 6.880955 'DOC__rev lambda = -0.5905 alpha = -0.008316 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.184 0.001000 increaseLambda: 0.184 0.000000 Undoing contribution: was 0.008582447559236026 now 0.008581052400047848 140: time = 0.184000 loss = 6.880954 'DOC__rev lambda = -0.2519 alpha = 0.008541 lossBound = -0.000001 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 Updating 2 features NewtonStep: 0.184 0.000000 increaseLambda: 0.184 0.000000 141: time = 0.184000 loss = 6.880952 'DOC__rev lambda = -0.5988 alpha = -0.008289 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.184 0.000000 increaseLambda: 0.185 0.001000 Undoing contribution: was 0.008581052400047848 now 0.008579666054135113 142: time = 0.185000 loss = 6.880951 'DOC__rev lambda = -0.2434 alpha = 0.008513 lossBound = -0.000001 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.185 0.000000 increaseLambda: 0.185 0.000000 143: time = 0.185000 loss = 6.880950 Updating 1 features NewtonStep: 0.081 0.002000 increaseLambda: 0.082 0.001000 74: time = 0.082000 loss = 6.831800 'NTL__rev lambda = -0.8811 alpha = -0.043228 lossBound = -0.000007 W1 = 0.071683 N1 = 0.056970 deltaLoss = -0.000021 Updating 1 features NewtonStep: 0.083 0.001000 increaseLambda: 0.083 0.000000 Undoing contribution: was 0.007293298423840867 now 0.007275783003566695 75: time = 0.083000 loss = 6.831783 'NTL__rev lambda = -0.7632 alpha = 0.054104 lossBound = -0.000006 W1 = 0.036566 N1 = 0.021852 deltaLoss = -0.000018 Updating 1 features NewtonStep: 0.084 0.001000 increaseLambda: 0.084 0.000000 76: time = 0.084000 loss = 6.831767 'NTL__rev lambda = -0.9179 alpha = -0.036768 lossBound = -0.000005 W1 = 0.071681 N1 = 0.056970 deltaLoss = -0.000015 Updating 1 features NewtonStep: 0.084 0.000000 'DOC__rev lambda = -0.6070 alpha = -0.008263 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.189 0.004000 increaseLambda: 0.189 0.000000 Undoing contribution: was 0.008579666054135113 now 0.008578288464160574 144: time = 0.189000 loss = 6.880948 'DOC__rev lambda = -0.2349 alpha = 0.008486 lossBound = -0.000001 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 increaseLambda: 0.085 0.001000 Undoing contribution: was 5.686857488593707E-4 now 5.465985966179805E-4 77: time = 0.085000 loss = 6.831745 'NTL__rev lambda = -0.1057 alpha = 0.029237 lossBound = -0.000007 W1 = 0.203707 N1 = 0.184806 deltaLoss = -0.000022 Updating 1 features NewtonStep: 0.086 0.001000 increaseLambda: 0.086 0.000000 78: time = 0.086000 loss = 6.831729 'NTL__rev lambda = -0.9551 alpha = -0.037165 lossBound = -0.000005 W1 = 0.071681 N1 = 0.056970 deltaLoss = -0.000016 Updating 1 features NewtonStep: 0.086 0.000000 increaseLambda: 0.086 0.000000 Undoing contribution: was 0.007275783003566695 now 0.007259511778422557 79: time = 0.086000 loss = 6.831713 'NTL__rev lambda = -0.7111 alpha = 0.052093 lossBound = -0.000006 W1 = 0.036565 N1 = 0.021852 deltaLoss = -0.000016 Updating 1 features NewtonStep: 0.087 0.001000 increaseLambda: 0.088 0.001000 80: time = 0.088000 loss = 6.831699 'NTL__rev lambda = -0.9904 alpha = -0.035359 lossBound = -0.000005 W1 = 0.071681 N1 = 0.056970 deltaLoss = -0.000014 Updating 2 features NewtonStep: 0.088 0.000000 increaseLambda: 0.088 0.000000 81: time = 0.088000 loss = 6.831463 NTL: lambda = -15.5166 min = 5.0000 max = 26,100.0000 alpha = -0.905022 lossBound = -0.000005 W1 = 0.028641 N1 = 0.027624 deltaLoss = -0.000235 Updating 1 features Updating 1 features NewtonStep: 0.192 0.003000 NewtonStep: 0.088 0.000000 increaseLambda: 0.192 0.000000 145: time = 0.192000 loss = 6.880947 'DOC__rev lambda = -0.6153 increaseLambda: 0.089 0.001000 82: time = 0.089000 loss = 6.831429 'NTL__rev lambda = -1.0451 alpha = -0.054656 lossBound = -0.000012 W1 = 0.071688 N1 = 0.056970 deltaLoss = -0.000034 makeFeatures: max memory 1908932608, total allocated 374865920, free 332645144, used 42220776, increment -233641688 Daphnia_lumholtzi NTL_COND: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 Updating 1 features NewtonStep: 0.089 0.000000 increaseLambda: 0.089 0.000000 Undoing contribution: was 0.007259511778422557 now 0.0072397940285798944 83: time = 0.089000 loss = 6.831409 'NTL__rev lambda = -0.6537 alpha = 0.057443 lossBound = -0.000007 W1 = 0.036567 N1 = 0.021852 deltaLoss = -0.000020 Updating 1 features NewtonStep: 0.089 0.000000 increaseLambda: 0.089 0.000000 84: time = 0.089000 loss = 6.831392 'NTL__rev lambda = -1.0843 alpha = -0.039201 lossBound = -0.000006 W1 = 0.071682 N1 = 0.056970 deltaLoss = -0.000018 34 samples Updating 1 features Density: max memory 1908932608, total allocated 374865920, free 331517624, used 43348296, increment 1127520 linearPredictor: max memory 1908932608, total allocated 374865920, free 331517624, used 43348296, increment 0 NewtonStep: 0.09 0.001000 FeaturedSpace: max memory 1908932608, total allocated 374865920, free 331517624, used 43348296, increment 0 increaseLambda: 0.09 0.000000 Sequential: max memory 1908932608, total allocated 374865920, free 331517624, used 43348296, increment 0 Initial loss: 7.023758954738443 Updating 2 features NewtonStep: 0.0 0.000000 increaseLambda: 0.0 0.000000 Undoing: newLoss 7.01969695260538, oldLoss 7.023758954738443, deltaLossBound -0.14695963704003445 increaseLambda: 0.001 0.001000 Search: 0.001 0.000000 increaseLambda: 0.001 0.000000 0: time = 0.001000 loss = 7.014893 'NTL_COND lambda = -0.0541 alpha = -0.054110 lossBound = -0.146960 W1 = 0.174611 N1 = 0.007353 deltaLoss = -0.008866 Updating 2 features NewtonStep: 0.001 0.000000 increaseLambda: 0.001 0.000000 Undoing: newLoss 7.011380020749581, oldLoss 7.014893028007976, deltaLossBound -0.13809371030956819 increaseLambda: 0.001 0.000000 Search: 0.001 0.000000 increaseLambda: 0.002 0.001000 1: time = 0.002000 loss = 7.006614 'NTL_COND lambda = -0.1071 alpha = -0.053028 lossBound = -0.138094 W1 = 0.167099 N1 = 0.007353 deltaLoss = -0.008279 Updating 2 features NewtonStep: 0.002 0.000000 increaseLambda: 0.002 0.000000 Undoing: newLoss 7.003309842033857, oldLoss 7.006613928666478, deltaLossBound -0.12981461096806107 increaseLambda: 0.002 0.000000 Search: 0.002 0.000000 increaseLambda: 0.002 0.000000 2: time = 0.002000 loss = 6.998880 'NTL_COND lambda = -0.1591 alpha = -0.051967 lossBound = -0.129815 W1 = 0.159991 N1 = 0.007353 deltaLoss = -0.007734 Updating 2 features NewtonStep: 0.002 0.000000 increaseLambda: 0.002 0.000000 Undoing: newLoss 6.995770283220541, oldLoss 6.9988802129859415, deltaLossBound -0.12208089528753797 increaseLambda: 0.003 0.001000 Search: 0.003 0.000000 alpha = -0.008236 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 increaseLambda: 0.003 0.000000 3: time = 0.003000 loss = 6.991653 'NTL_COND lambda = -0.2100 alpha = -0.050928 lossBound = -0.122081 W1 = 0.153265 N1 = 0.007353 deltaLoss = -0.007227 Updating 2 features NewtonStep: 0.003 0.000000 increaseLambda: 0.003 0.000000 Undoing: newLoss 6.988724086086792, oldLoss 6.991653399158089, deltaLossBound -0.11485408145967917 increaseLambda: 0.003 0.000000 Search: 0.004 0.001000 increaseLambda: 0.004 0.000000 4: time = 0.004000 loss = 6.984898 'NTL_COND lambda = -0.2599 alpha = -0.049909 lossBound = -0.114854 W1 = 0.146899 N1 = 0.007353 deltaLoss = -0.006756 Updating 2 features NewtonStep: 0.004 0.000000 increaseLambda: 0.004 0.000000 Undoing: newLoss 6.982136646493401, oldLoss 6.984897774959307, deltaLossBound -0.1080984572608978 increaseLambda: 0.004 0.000000 Search: 0.004 0.000000 increaseLambda: 0.004 0.000000 5: time = 0.004000 loss = 6.978580 'NTL_COND lambda = -0.3089 alpha = -0.048911 lossBound = -0.108098 W1 = 0.140875 N1 = 0.007353 deltaLoss = -0.006318 Updating 2 features NewtonStep: 0.004 0.000000 increaseLambda: 0.005 0.001000 Undoing: newLoss 6.975975841727073, oldLoss 6.9785802129973975, deltaLossBound -0.10178089529898879 increaseLambda: 0.005 0.000000 Updating 1 features NewtonStep: 0.199 0.007000 Search: 0.005 0.000000 increaseLambda: 0.199 0.000000 Undoing contribution: was 0.008578288464160574 now 0.00857691957317068 146: time = 0.199000 loss = 6.880946 'DOC__rev lambda = -0.2264 alpha = 0.008459 lossBound = -0.000001 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 increaseLambda: 0.005 0.000000 6: time = 0.005000 loss = 6.972670 'NTL_COND lambda = -0.3568 alpha = -0.047933 lossBound = -0.101781 W1 = 0.135173 N1 = 0.007353 deltaLoss = -0.005910 Updating 2 features NewtonStep: 0.005 0.000000 increaseLambda: 0.005 0.000000 Undoing: newLoss 6.970211864793929, oldLoss 6.972669994289832, deltaLossBound -0.09587067659142595 Updating 1 features NewtonStep: 0.199 0.000000 increaseLambda: 0.005 0.000000 increaseLambda: 0.199 0.000000 147: time = 0.199000 loss = 6.880944 'DOC__rev lambda = -0.6235 alpha = -0.008210 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Search: 0.006 0.001000 increaseLambda: 0.006 0.000000 7: time = 0.006000 loss = 6.967139 'NTL_COND lambda = -0.4038 alpha = -0.046974 lossBound = -0.095871 W1 = 0.129775 N1 = 0.007353 deltaLoss = -0.005531 Updating 2 features Updating 1 features NewtonStep: 0.2 0.001000 increaseLambda: 0.2 0.000000 Undoing contribution: was 0.0072397940285798944 now 0.0072253511397403335 85: time = 0.096000 loss = 6.831377 'NTL__rev lambda = -0.6047 alpha = 0.048995 lossBound = -0.000005 W1 = 0.036565 N1 = 0.021852 deltaLoss = -0.000014 NewtonStep: 0.006 0.000000 increaseLambda: 0.006 0.000000 Undoing: newLoss 6.964817066311473, oldLoss 6.967138640651169, deltaLossBound -0.09033932295275814 increaseLambda: 0.006 0.000000 Undoing contribution: was 0.00857691957317068 now 0.008575559324604451 148: time = 0.201000 loss = 6.880943 'DOC__rev lambda = -0.2180 alpha = 0.008432 lossBound = -0.000001 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 Search: 0.007 0.001000 increaseLambda: 0.007 0.000000 8: time = 0.007000 loss = 6.961960 'NTL_COND lambda = -0.4498 alpha = -0.046035 lossBound = -0.090339 W1 = 0.124664 N1 = 0.007353 deltaLoss = -0.005179 Updating 2 features NewtonStep: 0.007 0.000000 Updating 1 features increaseLambda: 0.007 0.000000 Undoing: newLoss 6.959765804400904, oldLoss 6.961959756144177, deltaLossBound -0.08516043844576299 NewtonStep: 0.201 0.000000 increaseLambda: 0.007 0.000000 increaseLambda: 0.201 0.000000 149: time = 0.201000 loss = 6.880942 'DOC__rev lambda = -0.2895 alpha = -0.015956 lossBound = -0.000001 W1 = 0.016221 N1 = 0.008110 deltaLoss = -0.000001 Updating 16 features Search: 0.007 0.000000 increaseLambda: 0.007 0.000000 9: time = 0.007000 loss = 6.957109 'NTL_COND lambda = -0.4949 alpha = -0.045114 lossBound = -0.085160 W1 = 0.119824 N1 = 0.007353 deltaLoss = -0.004851 Updating 2 features NewtonStep: 0.007 0.000000 Newton: returning 0.27632201332849554 Updating 1 features increaseLambda: 0.008 0.001000 Undoing: newLoss 6.947142543528283, oldLoss 6.957108877669935, deltaLossBound -0.08030955997153036 increaseLambda: 0.008 0.000000 Search: 0.008 0.000000 Loss was 6.880941819554684, now 6.880920734928921, delta -0.000021 parallelUpdate: 0.202 0.001000 increaseLambda: 0.008 0.000000 10: time = 0.008000 loss = 6.936308 'NTL_COND lambda = -0.7160 alpha = -0.221059 lossBound = -0.080310 W1 = 0.098398 N1 = 0.007353 deltaLoss = -0.020801 Updating 2 features NewtonStep: 0.008 0.000000 increaseLambda: 0.008 0.000000 Undoing: newLoss 6.928797689158127, oldLoss 6.936308000251799, deltaLossBound -0.059508682553383985 Updating 0 features NewtonStep: 0.202 0.000000 increaseLambda: 0.008 0.000000 increaseLambda: 0.202 0.000000 151: time = 0.202000 loss = 6.880910 'DOC__rev lambda = -0.6687 alpha = -0.022909 lossBound = -0.000004 W1 = 0.125820 N1 = 0.109381 deltaLoss = -0.000011 Search: 0.008 0.000000 increaseLambda: 0.009 0.001000 11: time = 0.009000 loss = 6.921322 'NTL_COND lambda = -0.9149 alpha = -0.198954 lossBound = -0.059509 W1 = 0.082103 N1 = 0.007353 deltaLoss = -0.014986 Updating 2 features Updating 0 features NewtonStep: 0.009 0.000000 NewtonStep: 0.203 0.001000 increaseLambda: 0.009 0.000000 Undoing: newLoss 6.91558879913417, oldLoss 6.92132222154302, deltaLossBound -0.04452290384461359 increaseLambda: 0.203 0.000000 Undoing contribution: was 0.015582743248011347 now 0.015571575984679512 152: time = 0.203000 loss = 6.880899 'DOC__rev lambda = 0.4926 alpha = -0.029359 lossBound = -0.000001 W1 = 0.704856 N1 = 0.719565 deltaLoss = -0.000011 increaseLambda: 0.009 0.000000 Search: 0.009 0.000000 increaseLambda: 0.009 0.000000 12: time = 0.009000 loss = 6.910404 'NTL_COND lambda = -1.0940 Updating 0 features alpha = -0.179058 lossBound = -0.044523 W1 = 0.069579 N1 = 0.007353 deltaLoss = -0.010918 Updating 2 features NewtonStep: 0.009 0.000000 increaseLambda: 0.009 0.000000 Undoing: newLoss 6.90597962098476, oldLoss 6.910403832997557, deltaLossBound -0.03360451529914392 increaseLambda: 0.009 0.000000 Search: 0.01 0.001000 increaseLambda: 0.01 0.000000 13: time = 0.010000 loss = 6.902364 'NTL_COND lambda = -1.2551 alpha = -0.161152 lossBound = -0.033605 W1 = 0.059843 N1 = 0.007353 deltaLoss = -0.008040 Updating 2 features NewtonStep: 0.01 0.000000 increaseLambda: 0.01 0.000000 Undoing: newLoss 6.8989193447902535, oldLoss 6.9023636999684825, deltaLossBound -0.025564382270075306 increaseLambda: 0.01 0.000000 Search: 0.01 0.000000 increaseLambda: 0.01 0.000000 14: time = 0.010000 loss = 6.896384 'NTL_COND lambda = -1.4002 alpha = -0.145037 lossBound = -0.025564 W1 = 0.052185 N1 = 0.007353 deltaLoss = -0.005979 Updating 2 features NewtonStep: 0.01 0.000000 increaseLambda: 0.011 0.001000 Undoing: newLoss 6.893683247045257, oldLoss 6.896384383521986, deltaLossBound -0.01958506582357928 increaseLambda: 0.011 0.000000 Search: 0.011 0.000000 increaseLambda: 0.011 0.000000 15: time = 0.011000 loss = 6.891897 'NTL_COND lambda = -1.5307 alpha = -0.130533 lossBound = -0.019585 W1 = 0.046094 N1 = 0.007353 deltaLoss = -0.004487 Updating 2 features NewtonStep: 0.011 0.000000 increaseLambda: 0.011 0.000000 Undoing: newLoss 6.889766457593702, oldLoss 6.89189745381932, deltaLossBound -0.015098136120908882 increaseLambda: 0.011 0.000000 Search: 0.012 0.001000 increaseLambda: 0.012 0.000000 16: time = 0.012000 loss = 6.888503 'NTL_COND lambda = -1.6482 alpha = -0.117480 lossBound = -0.015098 W1 = 0.041195 N1 = 0.007353 deltaLoss = -0.003395 Updating 2 features NewtonStep: 0.012 0.000000 increaseLambda: 0.012 0.000000 Undoing: newLoss 6.886813464069102, oldLoss 6.8885029122761585, deltaLossBound -0.011703594577748137 NewtonStep: 0.206 0.003000 increaseLambda: 0.012 0.000000 increaseLambda: 0.206 0.000000 Undoing contribution: was 0.008575559324604451 now 0.00856464662980154 153: time = 0.206000 loss = 6.880888 'DOC__rev lambda = -0.1730 alpha = 0.023983 lossBound = -0.000004 W1 = 0.116387 N1 = 0.100463 deltaLoss = -0.000011 Search: 0.012 0.000000 increaseLambda: 0.012 0.000000 17: time = 0.012000 loss = 6.885916 'NTL_COND lambda = -1.7539 alpha = -0.105732 lossBound = -0.011704 W1 = 0.037216 N1 = 0.007353 deltaLoss = -0.002587 Updating 2 features NewtonStep: 0.012 0.000000 Updating 0 features increaseLambda: 0.012 0.000000 Undoing: newLoss 6.884571204276995, oldLoss 6.885915961985067, deltaLossBound -0.009116644286659252 increaseLambda: 0.013 0.001000 Search: 0.013 0.000000 increaseLambda: 0.013 0.000000 18: time = 0.013000 loss = 6.883932 'NTL_COND lambda = -1.8491 alpha = -0.095159 lossBound = -0.009117 W1 = 0.033952 N1 = 0.007353 deltaLoss = -0.001984 Updating 2 features NewtonStep: 0.013 0.000000 increaseLambda: 0.013 0.000000 Undoing: newLoss 6.882857639470289, oldLoss 6.883931530372671, deltaLossBound -0.0071322126742625145 increaseLambda: 0.013 0.000000 Search: 0.013 0.000000 increaseLambda: 0.014 0.001000 19: time = 0.014000 loss = 6.882400 'NTL_COND lambda = -1.9347 alpha = -0.085643 lossBound = -0.007132 W1 = 0.031252 N1 = 0.007353 deltaLoss = -0.001531 Updating 2 features NewtonStep: 0.014 0.000000 increaseLambda: 0.014 0.000000 Undoing: newLoss 6.879860881093943, oldLoss 6.882400372348813, deltaLossBound -0.005601054650401515 NewtonStep: 0.206 0.000000 increaseLambda: 0.014 0.000000 increaseLambda: 0.208 0.002000 154: time = 0.208000 loss = 6.880886 'DOC__rev lambda = -0.6772 alpha = -0.008435 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Search: 0.014 0.000000 increaseLambda: 0.014 0.000000 20: time = 0.014000 loss = 6.879072 'NTL_COND lambda = -2.1916 alpha = -0.256929 lossBound = -0.005601 W1 = 0.024344 N1 = 0.007353 deltaLoss = -0.003328 Updating 2 features NewtonStep: 0.014 0.000000 increaseLambda: 0.015 0.001000 Undoing: newLoss 6.877977059694813, oldLoss 6.8790724659285996, deltaLossBound -0.00227314823019247 increaseLambda: 0.015 0.000000 Search: 0.015 0.000000 increaseLambda: 0.015 0.000000 21: time = 0.015000 loss = 6.877752 'NTL_COND lambda = -2.3629 alpha = -0.171286 lossBound = -0.002273 W1 = 0.020590 N1 = 0.007353 deltaLoss = -0.001321 Updating 2 features NewtonStep: 0.015 0.000000 increaseLambda: 0.015 0.000000 Undoing: newLoss 6.877271954138355, oldLoss 6.877751835565913, deltaLossBound -9.525178675051892E-4 increaseLambda: 0.015 0.000000 Search: 0.016 0.001000 increaseLambda: 0.016 0.000000 22: time = 0.016000 loss = 6.877207 'NTL_COND lambda = -2.4771 alpha = -0.114191 lossBound = -0.000953 W1 = 0.018409 N1 = 0.007353 deltaLoss = -0.000545 Updating 2 features NewtonStep: 0.016 0.000000 increaseLambda: 0.016 0.000000 Undoing: newLoss 6.87699491944642, oldLoss 6.877206674382555, deltaLossBound -4.073566841474277E-4 Updating 0 features increaseLambda: 0.016 0.000000 NewtonStep: 0.21 0.002000 increaseLambda: 0.21 0.000000 Undoing contribution: was 0.00856464662980154 now 0.008563240937256952 155: time = 0.210000 loss = 6.880885 'DOC__rev lambda = -0.1645 alpha = 0.008577 lossBound = -0.000001 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 Search: 0.016 0.000000 increaseLambda: 0.016 0.000000 23: time = 0.016000 loss = 6.876976 'NTL_COND lambda = -2.5533 alpha = -0.076127 lossBound = -0.000407 W1 = 0.017083 N1 = 0.007353 deltaLoss = -0.000231 Updating 2 features NewtonStep: 0.017 0.001000 increaseLambda: 0.017 0.000000 Undoing: newLoss 6.876882075305726, oldLoss 6.876975839050042, deltaLossBound -1.765213516351828E-4 increaseLambda: 0.017 0.000000 Search: 0.017 0.000000 increaseLambda: 0.017 0.000000 24: time = 0.017000 loss = 6.876876 'NTL_COND lambda = -2.6040 alpha = -0.050751 lossBound = -0.000177 W1 = 0.016251 N1 = 0.007353 deltaLoss = -0.000099 Updating 2 features NewtonStep: 0.017 0.000000 increaseLambda: 0.017 0.000000 Undoing: newLoss 6.876834881401853, oldLoss 6.876876470371491, deltaLossBound -7.71526730849667E-5 Updating 1 features NewtonStep: 0.107 0.011000 increaseLambda: 0.017 0.000000 increaseLambda: 0.107 0.000000 86: time = 0.107000 loss = 6.831365 'NTL__rev lambda = -1.1176 alpha = -0.033347 lossBound = -0.000004 W1 = 0.071680 N1 = 0.056970 deltaLoss = -0.000013 Search: 0.018 0.001000 increaseLambda: 0.018 0.000000 25: time = 0.018000 loss = 6.876833 'NTL_COND lambda = -2.6378 alpha = -0.033834 lossBound = -0.000077 W1 = 0.015719 N1 = 0.007353 deltaLoss = -0.000043 Updating 2 features NewtonStep: 0.018 0.000000 Updating 1 features increaseLambda: 0.018 0.000000 26: time = 0.018000 loss = 6.876730 NewtonStep: 0.108 0.001000 NTL_COND^2: lambda = -0.1453 min = 1.0000 max = 9.0000 alpha = -0.145327 lossBound = -0.000060 W1 = 0.126363 N1 = 0.121324 deltaLoss = -0.000103 Updating 2 features NewtonStep: 0.018 0.000000 increaseLambda: 0.108 0.000000 Undoing contribution: was 0.0072253511397403335 now 0.007214837087507043 87: time = 0.108000 loss = 6.831354 'NTL__rev lambda = -0.5630 alpha = 0.041680 lossBound = -0.000004 W1 = 0.036563 N1 = 0.021852 deltaLoss = -0.000011 increaseLambda: 0.018 0.000000 Undoing: newLoss 6.876715156550319, oldLoss 6.876730000631665, deltaLossBound -2.6229108357877313E-5 increaseLambda: 0.018 0.000000 Updating 1 features NewtonStep: 0.108 0.000000 Search: 0.018 0.000000 increaseLambda: 0.018 0.000000 increaseLambda: 0.108 0.000000 Updating 0 features NewtonStep: 0.212 0.002000 increaseLambda: 0.213 0.001000 156: time = 0.213000 loss = 6.880884 'DOC__rev lambda = -0.6855 alpha = -0.008324 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.213 0.000000 increaseLambda: 0.213 0.000000 Undoing contribution: was 0.008563240937256952 now 0.008561844044810793 157: time = 0.213000 loss = 6.880882 'DOC__rev lambda = -0.1559 alpha = 0.008549 lossBound = -0.000001 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.213 0.000000 increaseLambda: 0.214 0.001000 158: time = 0.214000 loss = 6.880881 'DOC__rev lambda = -0.6938 alpha = -0.008297 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.214 0.000000 increaseLambda: 0.214 0.000000 Undoing contribution: was 0.008561844044810793 now 0.008560455975081413 159: time = 0.214000 loss = 6.880879 'DOC__rev lambda = -0.1474 alpha = 0.008522 lossBound = -0.000001 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.214 0.000000 increaseLambda: 0.214 0.000000 160: time = 0.214000 loss = 6.880878 'DOC__rev lambda = -0.7021 alpha = -0.008271 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 2 features NewtonStep: 0.215 0.001000 88: time = 0.111000 loss = 6.831345 'NTL__rev lambda = -1.1460 alpha = -0.028400 lossBound = -0.000003 W1 = 0.071679 N1 = 0.056970 deltaLoss = -0.000009 Updating 1 features NewtonStep: 0.111 0.000000 Undoing contribution: was 0.1469257248790754 now 0.1469112292188326 27: time = 0.021000 loss = 6.876716 'NTL_COND lambda = -2.6176 alpha = 0.020254 lossBound = -0.000026 W1 = 0.014130 N1 = 0.007353 deltaLoss = -0.000014 Updating 2 features NewtonStep: 0.022 0.001000 increaseLambda: 0.022 0.000000 Undoing contribution: was 1.0322922770278353E-4 now 7.569146537012017E-5 28: time = 0.022000 loss = 6.876688 NTL_COND^2: lambda = -0.1288 min = 1.0000 max = 9.0000 alpha = 0.016540 lossBound = -0.000018 W1 = 0.127279 N1 = 0.121324 deltaLoss = -0.000028 Updating 2 features NewtonStep: 0.022 0.000000 increaseLambda: 0.022 0.000000 Undoing contribution: was 7.569146537012017E-5 now 6.354590976354046E-5 29: time = 0.022000 loss = 6.876676 NTL_COND^2: lambda = -0.1178 min = 1.0000 max = 9.0000 alpha = 0.010955 lossBound = -0.000008 W1 = 0.127723 N1 = 0.121324 deltaLoss = -0.000012 Updating 2 features Newton: returning -0.006717369788949975 Updating 2 features Loss was 6.876675821653483, now 6.8766734423668305, delta -0.000002 parallelUpdate: 0.022 0.000000 Updating 2 features NewtonStep: 0.022 0.000000 increaseLambda: 0.022 0.000000 Undoing contribution: was 6.354693847023362E-5 now 6.084515204542561E-5 31: time = 0.022000 loss = 6.876671 NTL_COND^2: lambda = -0.1119 min = 1.0000 max = 9.0000 alpha = 0.005145 lossBound = -0.000002 W1 = 0.128189 N1 = 0.121324 deltaLoss = -0.000003 Updating 2 features NewtonStep: 0.022 0.000000 increaseLambda: 0.022 0.000000 Undoing contribution: was 6.084515204542561E-5 now 5.9647238832356554E-5 32: time = 0.022000 loss = 6.876670 NTL_COND^2: lambda = -0.1085 min = 1.0000 max = 9.0000 alpha = 0.003423 lossBound = -0.000001 W1 = 0.128329 N1 = 0.121324 deltaLoss = -0.000001 Updating 2 features NewtonStep: 0.022 0.000000 increaseLambda: 0.023 0.001000 Undoing: newLoss 6.876669163455102, oldLoss 6.876669542667193, deltaLossBound -6.845821213648739E-7 increaseLambda: 0.023 0.000000 Search: 0.023 0.000000 increaseLambda: 0.023 0.000000 33: time = 0.023000 loss = 6.876669 'NTL_COND lambda = -2.6032 alpha = -0.003235 lossBound = -0.000001 W1 = 0.014800 N1 = 0.007353 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.023 0.000000 increaseLambda: 0.023 0.000000 Undoing contribution: was 5.9647238832356554E-5 now 5.894445399047931E-5 34: time = 0.023000 loss = 6.876668 NTL_COND^2: lambda = -0.1059 min = 1.0000 max = 9.0000 alpha = 0.002622 lossBound = -0.000000 W1 = 0.128395 N1 = 0.121324 deltaLoss = -0.000001 Updating 2 features NewtonStep: 0.023 0.000000 increaseLambda: 0.023 0.000000 Undoing: newLoss 6.8766681482027145, oldLoss 6.876668459240286, deltaLossBound -5.613535932045584E-7 increaseLambda: 0.023 0.000000 Search: 0.024 0.001000 increaseLambda: 0.215 0.000000 Undoing contribution: was 0.008560455975081413 now 0.008559076670677387 161: time = 0.218000 loss = 6.880877 'DOC__rev lambda = -0.1389 increaseLambda: 0.024 0.000000 35: time = 0.024000 loss = 6.876668 'NTL_COND lambda = -2.6062 alpha = -0.002930 lossBound = -0.000001 W1 = 0.014791 N1 = 0.007353 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.024 0.000000 increaseLambda: 0.114 0.003000 Undoing contribution: was 0.007214837087507043 now 0.007207170944013698 89: time = 0.114000 loss = 6.831337 alpha = 0.008495 lossBound = -0.000001 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.218 0.000000 increaseLambda: 0.218 0.000000 162: time = 0.218000 loss = 6.880875 'DOC__rev lambda = -0.7103 alpha = -0.008244 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.219 0.001000 increaseLambda: 0.219 0.000000 Undoing contribution: was 0.008559076670677387 now 0.008557706074597202 163: time = 0.219000 loss = 6.880874 'DOC__rev lambda = -0.1304 alpha = 0.008468 lossBound = -0.000001 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.219 0.000000 increaseLambda: 0.219 0.000000 164: time = 0.219000 loss = 6.880873 'DOC__rev lambda = -0.7185 alpha = -0.008218 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 'NTL__rev lambda = -0.5275 alpha = 0.035501 lossBound = -0.000003 W1 = 0.036562 N1 = 0.021852 deltaLoss = -0.000008 Updating 6 features Newton: returning 0.11000222874253002 Updating 1 features Loss was 6.831337337884225, now 6.831302317111103, delta -0.000035 parallelUpdate: 0.116 0.002000 increaseLambda: 0.024 0.000000 Undoing contribution: was 5.894445399047931E-5 now 5.8512371196046677E-5 Updating 0 features NewtonStep: 0.117 0.001000 Updating 1 features NewtonStep: 0.221 0.002000 increaseLambda: 0.117 0.000000 91: time = 0.117000 loss = 6.831296 'NTL__rev lambda = -1.6488 alpha = -0.038718 lossBound = -0.000002 W1 = 0.024740 N1 = 0.012369 deltaLoss = -0.000007 increaseLambda: 0.221 0.000000 Undoing contribution: was 0.008557706074597202 now 0.00855634413022037 165: time = 0.221000 loss = 6.880871 'DOC__rev lambda = -0.1220 alpha = 0.008440 lossBound = -0.000001 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 36: time = 0.027000 loss = 6.876668 NTL_COND^2: lambda = -0.1038 min = 1.0000 max = 9.0000 alpha = 0.002056 lossBound = -0.000000 W1 = 0.128441 N1 = 0.121324 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.027 0.000000 increaseLambda: 0.027 0.000000 Undoing: newLoss 6.8766674777065875, oldLoss 6.876667715057736, deltaLossBound -4.282226474950214E-7 increaseLambda: 0.027 0.000000 Search: 0.028 0.001000 increaseLambda: 0.028 0.000000 37: time = 0.028000 loss = 6.876667 'NTL_COND lambda = -2.6087 alpha = -0.002560 lossBound = -0.000000 W1 = 0.014780 N1 = 0.007353 deltaLoss = -0.000000 Updating 2 features Updating 1 features NewtonStep: 0.028 0.000000 increaseLambda: 0.028 0.000000 Undoing: newLoss 6.876667371515245, oldLoss 6.87666747699858, deltaLossBound -1.901634920993718E-7 NewtonStep: 0.222 0.001000 increaseLambda: 0.222 0.000000 166: time = 0.222000 loss = 6.880870 'DOC__rev lambda = -0.7267 Updating 1 features increaseLambda: 0.028 0.000000 NewtonStep: 0.118 0.001000 increaseLambda: 0.118 0.000000 Undoing contribution: was 0.007207170944013698 now 0.007204198118287665 92: time = 0.118000 loss = 6.831293 'NTL__rev lambda = -0.4738 alpha = 0.022003 lossBound = -0.000001 W1 = 0.036560 N1 = 0.021852 deltaLoss = -0.000003 Search: 0.028 0.000000 increaseLambda: 0.029 0.001000 38: time = 0.029000 loss = 6.876667 'NTL_COND lambda = -2.6104 alpha = -0.001706 lossBound = -0.000000 W1 = 0.014755 N1 = 0.007353 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.029 0.000000 increaseLambda: 0.029 0.000000 Updating 1 features NewtonStep: 0.119 0.001000 increaseLambda: 0.119 0.000000 93: time = 0.119000 loss = 6.831288 'NTL__rev lambda = -1.2337 alpha = -0.019621 lossBound = -0.000001 W1 = 0.071677 N1 = 0.056970 deltaLoss = -0.000004 Updating 1 features NewtonStep: 0.119 0.000000 alpha = -0.008192 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Undoing contribution: was 5.8512371196046677E-5 now 5.8174169031994784E-5 39: time = 0.029000 loss = 6.876667 NTL_COND^2: lambda = -0.1020 min = 1.0000 max = 9.0000 alpha = 0.001819 lossBound = -0.000000 W1 = 0.128461 N1 = 0.121324 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.029 0.000000 increaseLambda: 0.03 0.001000 Undoing: newLoss 6.876666931585129, oldLoss 6.876667033103362, deltaLossBound -1.8300990861696496E-7 increaseLambda: 0.03 0.000000 Updating 1 features NewtonStep: 0.224 0.002000 increaseLambda: 0.224 0.000000 Undoing contribution: was 0.00855634413022037 now 0.00855499078131454 167: time = 0.224000 loss = 6.880869 'DOC__rev lambda = -0.1136 alpha = 0.008413 lossBound = -0.000001 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 Search: 0.03 0.000000 increaseLambda: 0.03 0.000000 40: time = 0.030000 loss = 6.876667 'NTL_COND lambda = -2.6121 alpha = -0.001674 lossBound = -0.000000 W1 = 0.014754 N1 = 0.007353 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.03 0.000000 increaseLambda: 0.03 0.000000 Undoing contribution: was 5.8174169031994784E-5 now 5.797723568947254E-5 41: time = 0.030000 loss = 6.876667 NTL_COND^2: lambda = -0.1006 min = 1.0000 max = 9.0000 alpha = 0.001388 lossBound = -0.000000 W1 = 0.128496 N1 = 0.121324 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.03 0.000000 increaseLambda: 0.03 0.000000 Undoing: newLoss 6.876666650173446, oldLoss 6.876666734453778, deltaLossBound -1.5191419365683033E-7 increaseLambda: 0.031 0.001000 Updating 1 features NewtonStep: 0.225 0.001000 Search: 0.031 0.000000 increaseLambda: 0.225 0.000000 168: time = 0.225000 loss = 6.880867 increaseLambda: 0.031 0.000000 42: time = 0.031000 loss = 6.876667 'DOC__rev lambda = -0.7349 'NTL_COND lambda = -2.6136 alpha = -0.008165 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 alpha = -0.001525 lossBound = -0.000000 W1 = 0.014750 N1 = 0.007353 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.031 0.000000 increaseLambda: 0.031 0.000000 Undoing contribution: was 5.797723568947254E-5 now 5.785686050320925E-5 43: time = 0.031000 loss = 6.876667 NTL_COND^2: lambda = -0.0995 min = 1.0000 max = 9.0000 alpha = 0.001085 lossBound = -0.000000 W1 = 0.128521 N1 = 0.121324 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.031 0.000000 increaseLambda: 0.031 0.000000 Updating 1 features NewtonStep: 0.225 0.000000 Undoing: newLoss 6.876666464909712, oldLoss 6.876666529648485, deltaLossBound -1.1667090612687474E-7 increaseLambda: 0.031 0.000000 Search: 0.032 0.001000 increaseLambda: 0.032 0.000000 44: time = 0.032000 loss = 6.876666 'NTL_COND lambda = -2.6150 alpha = -0.001337 lossBound = -0.000000 W1 = 0.014745 N1 = 0.007353 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.032 0.000000 increaseLambda: 0.226 0.001000 Undoing contribution: was 0.00855499078131454 now 0.008553645972028387 169: time = 0.226000 loss = 6.880866 'DOC__rev lambda = -0.1052 alpha = 0.008387 lossBound = -0.000001 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 increaseLambda: 0.032 0.000000 Undoing: newLoss 6.876666436036937, oldLoss 6.8766664648088796, deltaLossBound -5.1831303505257506E-8 increaseLambda: 0.032 0.000000 Updating 1 features Search: 0.032 0.000000 NewtonStep: 0.226 0.000000 increaseLambda: 0.032 0.000000 45: time = 0.032000 loss = 6.876666 'NTL_COND lambda = -2.6159 alpha = -0.000891 lossBound = -0.000000 W1 = 0.014732 N1 = 0.007353 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.032 0.000000 increaseLambda: 0.033 0.001000 Undoing contribution: was 5.785686050320925E-5 now 5.7763254098803775E-5 46: time = 0.033000 loss = 6.876666 NTL_COND^2: lambda = -0.0985 min = 1.0000 max = 9.0000 alpha = 0.000957 lossBound = -0.000000 W1 = 0.128531 N1 = 0.121324 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.033 0.000000 increaseLambda: 0.033 0.000000 Undoing: newLoss 6.8766663145824705, oldLoss 6.876666342400667, deltaLossBound -5.0112501542598384E-8 increaseLambda: 0.033 0.000000 Search: 0.033 0.000000 increaseLambda: 0.033 0.000000 47: time = 0.033000 loss = 6.876666 'NTL_COND lambda = -2.6167 alpha = -0.000876 lossBound = -0.000000 W1 = 0.014731 N1 = 0.007353 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.033 0.000000 increaseLambda: 0.033 0.000000 Undoing contribution: was 5.7763254098803775E-5 now 5.7708833862486476E-5 48: time = 0.033000 loss = 6.876666 NTL_COND^2: lambda = -0.0978 min = 1.0000 max = 9.0000 alpha = 0.000730 lossBound = -0.000000 W1 = 0.128550 N1 = 0.121324 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.033 0.000000 increaseLambda: 0.033 0.000000 Undoing: newLoss 6.876666236987741, oldLoss 6.876666260133836, deltaLossBound -4.169312926396079E-8 increaseLambda: 0.034 0.001000 Making features Search: 0.034 0.000000 increaseLambda: 0.034 0.000000 49: time = 0.034000 loss = 6.876666 'NTL_COND lambda = -2.6175 alpha = -0.000799 lossBound = -0.000000 W1 = 0.014729 N1 = 0.007353 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.034 0.000000 increaseLambda: 0.226 0.000000 170: time = 0.228000 loss = 6.880864 increaseLambda: 0.034 0.000000 makeFeatures: max memory 1908932608, total allocated 374865920, free 321988448, used 52877472, increment 9529176 Daphnia_lumholtzi PTL: Undoing contribution: was 5.7708833862486476E-5 now 5.764904746087928E-5 50: time = 0.034000 loss = 6.876666 Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 'DOC__rev lambda = -0.7430 alpha = -0.008139 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 NTL_COND^2: lambda = -0.0961 min = 1.0000 max = 9.0000 alpha = 0.001710 lossBound = -0.000000 W1 = 0.128609 N1 = 0.121324 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.034 0.000000 increaseLambda: 0.035 0.001000 Undoing: newLoss 6.876666106975488, oldLoss 6.876666177179792, deltaLossBound -7.020445657838782E-8 increaseLambda: 0.035 0.000000 Search: 0.035 0.000000 increaseLambda: 0.035 0.000000 51: time = 0.035000 loss = 6.876666 'NTL_COND lambda = -2.6206 alpha = -0.003111 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.035 0.000000 increaseLambda: 0.035 0.000000 Undoing contribution: was 5.764904746087928E-5 now 5.762956143741781E-5 52: time = 0.035000 loss = 6.876666 NTL_COND^2: lambda = -0.0951 min = 1.0000 max = 9.0000 alpha = 0.000976 lossBound = -0.000000 W1 = 0.128609 N1 = 0.121324 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.035 0.000000 increaseLambda: 0.035 0.000000 53: time = 0.035000 loss = 6.876666 'NTL_COND lambda = -2.6215 alpha = -0.000863 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.035 0.000000 34 samples increaseLambda: 0.035 0.000000 Undoing contribution: was 5.762956143741781E-5 now 5.762806494471028E-5 54: time = 0.035000 loss = 6.876666 NTL_COND^2: lambda = -0.0949 min = 1.0000 max = 9.0000 alpha = 0.000271 lossBound = -0.000000 W1 = 0.128609 N1 = 0.121324 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.036 0.001000 increaseLambda: 0.036 0.000000 Undoing: newLoss 6.876666080171418, oldLoss 6.876666080587613, deltaLossBound -4.1619552697076287E-10 increaseLambda: 0.036 0.000000 Search: 0.036 0.000000 increaseLambda: 0.036 0.000000 55: time = 0.036000 loss = 6.876666 Density: max memory 1908932608, total allocated 374865920, free 321414008, used 53451912, increment 574440 linearPredictor: max memory 1908932608, total allocated 374865920, free 321414008, used 53451912, increment 0 FeaturedSpace: max memory 1908932608, total allocated 374865920, free 321414008, used 53451912, increment 0 Sequential: max memory 1908932608, total allocated 374865920, free 321414008, used 53451912, increment 0 Initial loss: 7.023758954738443 'NTL_COND lambda = -2.6217 alpha = -0.000240 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.001 0.001000 increaseLambda: 0.001 0.000000 Undoing: newLoss 7.01626248818841, oldLoss 7.023758954738443, deltaLossBound -0.10951676123786223 Updating 1 features NewtonStep: 0.231 0.003000 increaseLambda: 0.001 0.000000 increaseLambda: 0.231 0.000000 Undoing contribution: was 0.008553645972028387 now 0.0085523096468854 171: time = 0.231000 loss = 6.880863 'DOC__rev lambda = -0.0968 alpha = 0.008360 lossBound = -0.000000 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 Updating 2 features NewtonStep: 0.037 0.001000 Search: 0.001 0.000000 increaseLambda: 0.037 0.000000 Undoing contribution: was 5.762806494471028E-5 now 5.7627949590761664E-5 56: time = 0.037000 loss = 6.876666 NTL_COND^2: lambda = -0.0948 min = 1.0000 max = 9.0000 alpha = 0.000075 lossBound = -0.000000 W1 = 0.128609 N1 = 0.121324 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.002 0.001000 0: time = 0.002000 loss = 7.014098 'PTL__rev lambda = -0.0478 NewtonStep: 0.038 0.001000 alpha = -0.047823 lossBound = -0.109517 W1 = 0.333727 N1 = 0.113003 deltaLoss = -0.009661 increaseLambda: 0.038 0.000000 57: time = 0.038000 loss = 6.876666 'NTL_COND lambda = -2.6218 alpha = -0.000066 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.038 0.000000 increaseLambda: 0.038 0.000000 Undoing contribution: was 5.7627949590761664E-5 now 5.762794071874743E-5 58: time = 0.038000 loss = 6.876666 NTL_COND^2: lambda = -0.0948 min = 1.0000 max = 9.0000 Updating 2 features alpha = 0.000021 lossBound = -0.000000 W1 = 0.128609 N1 = 0.121324 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.002 0.000000 NewtonStep: 0.038 0.000000 Updating 1 features increaseLambda: 0.002 0.000000 Undoing: newLoss 7.008242056819317, oldLoss 7.014097758342697, deltaLossBound -0.10371362868258294 NewtonStep: 0.232 0.001000 increaseLambda: 0.128 0.009000 increaseLambda: 0.232 0.000000 increaseLambda: 0.038 0.000000 Undoing: newLoss 6.8766660800127495, oldLoss 6.876666080015208, deltaLossBound -2.458596608525965E-12 increaseLambda: 0.038 0.000000 Search: 0.039 0.001000 increaseLambda: 0.039 0.000000 59: time = 0.039000 loss = 6.876666 'NTL_COND lambda = -2.6218 alpha = -0.000018 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 2 features Newton: returning 2.7920513461287367E-4 Updating 2 features Loss was 6.8766660800127495, now 6.876666080011987, delta -0.000000 parallelUpdate: 0.039 0.000000 Converged after 60 iterations 60: time = 0.039000 loss = 6.876666 Resulting gain: 0.1470928747264555 Daphnia_lumholtzi response curves 172: time = 0.232000 loss = 6.880862 'DOC__rev lambda = -0.7511 alpha = -0.008113 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Undoing contribution: was 0.007204198118287665 now 0.0072004826238084695 94: time = 0.130000 loss = 6.831285 'NTL__rev lambda = -0.4492 alpha = 0.024603 lossBound = -0.000001 W1 = 0.036560 N1 = 0.021852 deltaLoss = -0.000004 Updating 1 features NewtonStep: 0.234 0.002000 Updating 1 features increaseLambda: 0.002 0.000000 NewtonStep: 0.13 0.000000 increaseLambda: 0.13 0.000000 95: time = 0.130000 loss = 6.831281 'NTL__rev lambda = -1.6762 alpha = -0.027362 lossBound = -0.000001 W1 = 0.024739 N1 = 0.012369 deltaLoss = -0.000003 Search: 0.004 0.002000 increaseLambda: 0.004 0.000000 1: time = 0.004000 loss = 7.004963 'PTL__rev lambda = -0.0945 alpha = -0.046674 lossBound = -0.103714 W1 = 0.327514 N1 = 0.113003 deltaLoss = -0.009134 Updating 1 features Updating 2 features NewtonStep: 0.131 0.001000 NewtonStep: 0.005 0.001000 increaseLambda: 0.234 0.000000 Undoing contribution: was 0.0085523096468854 now 0.008550981750790096 173: time = 0.235000 loss = 6.880860 increaseLambda: 0.005 0.000000 Undoing: newLoss 6.999422980028941, oldLoss 7.004963448665503, deltaLossBound -0.09821916176618212 increaseLambda: 0.005 0.000000 Search: 0.005 0.000000 increaseLambda: 0.005 0.000000 2: time = 0.005000 loss = 6.996327 'DOC__rev lambda = -0.0885 'PTL__rev lambda = -0.1400 alpha = -0.045551 lossBound = -0.098219 W1 = 0.321500 N1 = 0.113003 deltaLoss = -0.008636 Updating 2 features NewtonStep: 0.006 0.001000 increaseLambda: 0.006 0.000000 Undoing: newLoss 6.991083526289176, oldLoss 6.996327389334252, deltaLossBound -0.09301775524474223 increaseLambda: 0.006 0.000000 Search: 0.006 0.000000 increaseLambda: 0.006 0.000000 3: time = 0.006000 loss = 6.988162 'PTL__rev lambda = -0.1845 alpha = -0.044453 lossBound = -0.093018 W1 = 0.315681 N1 = 0.113003 deltaLoss = -0.008165 Updating 2 features NewtonStep: 0.006 0.000000 increaseLambda: 0.007 0.001000 Undoing: newLoss 6.9831977415330275, oldLoss 6.988162383346527, deltaLossBound -0.08809443087210347 increaseLambda: 0.007 0.000000 Search: 0.007 0.000000 alpha = 0.008333 lossBound = -0.000000 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 increaseLambda: 0.007 0.000000 4: time = 0.007000 loss = 6.980443 'PTL__rev lambda = -0.2279 alpha = -0.043381 lossBound = -0.088094 W1 = 0.310052 N1 = 0.113003 deltaLoss = -0.007720 Updating 2 features NewtonStep: 0.007 0.000000 Updating 1 features increaseLambda: 0.007 0.000000 Undoing: newLoss 6.975740965636653, oldLoss 6.980442622077577, deltaLossBound -0.08343483733146076 NewtonStep: 0.237 0.002000 increaseLambda: 0.007 0.000000 increaseLambda: 0.237 0.000000 174: time = 0.237000 loss = 6.880859 'DOC__rev lambda = -0.7592 alpha = -0.008087 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Search: 0.008 0.001000 Updating 1 features increaseLambda: 0.008 0.000000 5: time = 0.008000 loss = 6.973144 'PTL__rev lambda = -0.2702 alpha = -0.042334 lossBound = -0.083435 W1 = 0.304608 N1 = 0.113003 deltaLoss = -0.007299 Updating 2 features NewtonStep: 0.008 0.000000 increaseLambda: 0.008 0.000000 Undoing: newLoss 6.968689787937526, oldLoss 6.973143632779055, deltaLossBound -0.07902524575588246 increaseLambda: 0.008 0.000000 Search: 0.008 0.000000 increaseLambda: 0.009 0.001000 6: time = 0.009000 loss = 6.966242 'PTL__rev lambda = -0.3115 alpha = -0.041311 lossBound = -0.079025 W1 = 0.299343 N1 = 0.113003 deltaLoss = -0.006901 Updating 2 features NewtonStep: 0.009 0.000000 increaseLambda: 0.009 0.000000 Undoing: newLoss 6.9620220011304665, oldLoss 6.9662422251903555, deltaLossBound -0.07485254155638416 increaseLambda: 0.009 0.000000 Search: 0.009 0.000000 increaseLambda: 0.009 0.000000 7: time = 0.009000 loss = 6.959716 'PTL__rev lambda = -0.3518 alpha = -0.040312 lossBound = -0.074853 W1 = 0.294253 N1 = 0.113003 deltaLoss = -0.006526 Updating 2 features NewtonStep: 0.01 0.001000 increaseLambda: 0.136 0.005000 Undoing contribution: was 0.0072004826238084695 now 0.007197381565286499 96: time = 0.136000 loss = 6.831278 NewtonStep: 0.238 0.001000 increaseLambda: 0.01 0.000000 Undoing: newLoss 6.955716554145791, oldLoss 6.959716437797236, deltaLossBound -0.07090421319984853 increaseLambda: 0.24 0.002000 Undoing contribution: was 0.008550981750790096 now 0.008549662229012031 175: time = 0.240000 loss = 6.880858 'DOC__rev lambda = -0.0802 alpha = 0.008306 lossBound = -0.000000 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 increaseLambda: 0.01 0.000000 Search: 0.01 0.000000 increaseLambda: 0.01 0.000000 8: time = 0.010000 loss = 6.953545 'PTL__rev lambda = -0.3912 alpha = -0.039336 lossBound = -0.070904 W1 = 0.289332 N1 = 0.113003 deltaLoss = -0.006171 Updating 2 features NewtonStep: 0.01 0.000000 increaseLambda: 0.011 0.001000 Undoing: newLoss 6.9497535045279895, oldLoss 6.953545484192657, deltaLossBound -0.06716833850678461 increaseLambda: 0.011 0.000000 Search: 0.011 0.000000 increaseLambda: 0.011 0.000000 9: time = 0.011000 loss = 6.947710 'PTL__rev lambda = -0.4296 alpha = -0.038384 lossBound = -0.067168 W1 = 0.284575 N1 = 0.113003 deltaLoss = -0.005836 Updating 2 features NewtonStep: 0.011 0.000000 increaseLambda: 0.011 0.000000 Undoing: newLoss 6.9304484995474755, oldLoss 6.947709699922932, deltaLossBound -0.06363356897144029 'NTL__rev lambda = -0.4267 alpha = 0.022474 lossBound = -0.000001 W1 = 0.036560 N1 = 0.021852 deltaLoss = -0.000003 increaseLambda: 0.012 0.001000 Updating 1 features NewtonStep: 0.138 0.002000 Search: 0.012 0.000000 increaseLambda: 0.012 0.000000 increaseLambda: 0.138 0.000000 Updating 1 features NewtonStep: 0.242 0.002000 increaseLambda: 0.242 0.000000 176: time = 0.242000 loss = 6.880856 'DOC__rev lambda = -0.7673 alpha = -0.008061 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.242 0.000000 increaseLambda: 0.243 0.001000 Undoing contribution: was 0.008549662229012031 now 0.008548351027199128 177: time = 0.243000 loss = 6.880855 'DOC__rev lambda = -0.0719 alpha = 0.008280 lossBound = -0.000000 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.243 0.000000 increaseLambda: 0.243 0.000000 178: time = 0.243000 loss = 6.880854 'DOC__rev lambda = -0.7753 alpha = -0.008036 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.244 0.001000 97: time = 0.138000 loss = 6.831274 'NTL__rev lambda = -1.2515 alpha = -0.017730 lossBound = -0.000001 W1 = 0.071677 N1 = 0.056970 deltaLoss = -0.000004 increaseLambda: 0.244 0.000000 Undoing contribution: was 0.008548351027199128 now 0.008547048091359907 179: time = 0.244000 loss = 6.880853 'DOC__rev lambda = -0.0637 alpha = 0.008253 lossBound = -0.000000 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 Updating 16 features Updating 1 features NewtonStep: 0.14 0.002000 increaseLambda: 0.14 0.000000 Undoing contribution: was 0.007197381565286499Reducing stepsize from 18.596752587123795 to 0.09396241460459251 Newton: returning 0.09396241460459251 Updating 1 features 10: time = 0.015000 loss = 6.921811 'PTL__rev lambda = -0.6168 alpha = -0.187268 lossBound = -0.063634 W1 = 0.262034 N1 = 0.113003 deltaLoss = -0.025899 Updating 2 features NewtonStep: 0.015 0.000000 increaseLambda: 0.015 0.000000 Undoing: newLoss 6.908716394940416, oldLoss 6.921810722226261, deltaLossBound -0.047930670974489456 increaseLambda: 0.015 0.000000 Loss was 6.880852568082665, now 6.880844422529246, delta -0.000008 parallelUpdate: 0.245 0.001000 Search: 0.015 0.000000 increaseLambda: 0.015 0.000000 11: time = 0.015000 loss = 6.902455 'PTL__rev lambda = -0.7814 alpha = -0.164559 lossBound = -0.047931 W1 = 0.243192 N1 = 0.113003 deltaLoss = -0.019356 Updating 2 features Updating 1 features NewtonStep: 0.015 0.000000 NewtonStep: 0.245 0.000000 increaseLambda: 0.016 0.001000 Undoing: newLoss 6.892471683350454, oldLoss 6.902454600867567, deltaLossBound -0.03618805244811549 increaseLambda: 0.246 0.001000 181: time = 0.246000 loss = 6.880843 'DOC__rev lambda = -0.7980 alpha = -0.008384 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 increaseLambda: 0.016 0.000000 Search: 0.016 0.000000 increaseLambda: 0.016 0.000000 12: time = 0.016000 loss = 6.887947 'PTL__rev lambda = -0.9260 alpha = -0.144592 lossBound = -0.036188 W1 = 0.227423 N1 = 0.113003 deltaLoss = -0.014508 Updating 2 features now 0.007194350101487402 98: time = 0.142000 loss = 6.831271 'NTL__rev lambda = -0.4045 NewtonStep: 0.016 0.000000 alpha = 0.022208 lossBound = -0.000001 W1 = 0.036560 N1 = 0.021852 deltaLoss = -0.000003 increaseLambda: 0.016 0.000000 Undoing: newLoss 6.880305805960959, oldLoss 6.887946997147427, deltaLossBound -0.027392249295440103 Updating 1 features NewtonStep: 0.247 0.001000 increaseLambda: 0.017 0.001000 increaseLambda: 0.247 0.000000 Undoing contribution: was 0.00105377278126578 now 0.0010523358035680582 182: time = 0.247000 loss = 6.880842 'DOC__rev lambda = -0.3676 alpha = 0.007068 lossBound = -0.000000 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000001 Search: 0.017 0.000000 increaseLambda: 0.017 0.000000 13: time = 0.017000 loss = 6.877039 'PTL__rev lambda = -1.0530 alpha = -0.127060 lossBound = -0.027392 W1 = 0.214191 N1 = 0.113003 deltaLoss = -0.010908 Updating 2 features NewtonStep: 0.017 0.000000 Updating 1 features NewtonStep: 0.143 0.001000 increaseLambda: 0.017 0.000000 Undoing: newLoss 6.871171889830066, oldLoss 6.87703932885412, deltaLossBound -0.020788082729744514 increaseLambda: 0.017 0.000000 Updating 1 features NewtonStep: 0.247 0.000000 increaseLambda: 0.144 0.001000 99: time = 0.144000 loss = 6.831268 'NTL__rev lambda = -1.7037 alpha = -0.027533 lossBound = -0.000001 W1 = 0.024739 N1 = 0.012369 deltaLoss = -0.000003 increaseLambda: 0.248 0.001000 Undoing contribution: was 0.015571575984679512Search: 0.018 0.001000 increaseLambda: 0.018 0.000000 14: time = 0.018000 loss = 6.868812 'PTL__rev lambda = -1.1647 alpha = -0.111674 lossBound = -0.020788 W1 = 0.203050 N1 = 0.113003 deltaLoss = -0.008227 Updating 1 features Updating 2 features NewtonStep: 0.144 0.000000 NewtonStep: 0.018 0.000000 now 0.015567764958198452 183: time = 0.248000 loss = 6.880838 'DOC__rev lambda = 0.4722 alpha = -0.017072 lossBound = -0.000000 W1 = 0.704858 N1 = 0.719565 deltaLoss = -0.000004 increaseLambda: 0.018 0.000000 Undoing: newLoss 6.864295198828222, oldLoss 6.868812156350877, deltaLossBound -0.01581589016426209 increaseLambda: 0.018 0.000000 Updating 0 features Search: 0.018 0.000000 NewtonStep: 0.248 0.000000 increaseLambda: 0.018 0.000000 15: time = 0.018000 loss = 6.862587 'PTL__rev lambda = -1.2629 alpha = -0.098176 lossBound = -0.015816 W1 = 0.193637 N1 = 0.113003 deltaLoss = -0.006225 increaseLambda: 0.249 0.001000 Undoing contribution: was 0.0010523358035680582 now 0.0010502094101600386 Updating 2 features 184: time = 0.249000 loss = 6.880836 'DOC__rev lambda = -0.3590 alpha = 0.008598 lossBound = -0.000001 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000002 NewtonStep: 0.019 0.001000 increaseLambda: 0.019 0.000000 Undoing: newLoss 6.859103015020973, oldLoss 6.862587482438001, deltaLossBound -0.012061656945141715 increaseLambda: 0.019 0.000000 Updating 1 features NewtonStep: 0.249 0.000000 Search: 0.019 0.000000 increaseLambda: 0.249 0.000000 185: time = 0.249000 loss = 6.880834 'DOC__rev lambda = -0.8069 alpha = -0.008873 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000002 increaseLambda: 0.019 0.000000 16: time = 0.019000 loss = 6.857864 'PTL__rev lambda = -1.3492 alpha = -0.086334 lossBound = -0.012062 W1 = 0.185653 N1 = 0.113003 deltaLoss = -0.004723 Updating 2 features NewtonStep: 0.019 0.000000 Updating 1 features NewtonStep: 0.25 0.001000 increaseLambda: 0.02 0.001000 Undoing: newLoss 6.855171570750593, oldLoss 6.857864023513917, deltaLossBound -0.009218961427366348 increaseLambda: 0.25 0.000000 Undoing contribution: was 0.008547048091359907 now 0.00854574980658955 186: time = 0.250000 loss = 6.880833 'DOC__rev lambda = -0.0409 alpha = 0.008238 lossBound = -0.000000 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 increaseLambda: 0.02 0.000000 Search: 0.02 0.000000 increaseLambda: 0.02 0.000000 17: time = 0.020000 loss = 6.854270 'PTL__rev lambda = -1.4252 alpha = -0.075943 lossBound = -0.009219 W1 = 0.178857 N1 = 0.113003 deltaLoss = -0.003594 Updating 2 features NewtonStep: 0.02 0.000000 Updating 1 features increaseLambda: 0.02 0.000000 NewtonStep: 0.25 0.000000 Undoing: newLoss 6.848776857610474, oldLoss 6.854269901525651, deltaLossBound -0.009897600064723 increaseLambda: 0.251 0.001000 187: time = 0.251000 loss = 6.880831 'DOC__rev lambda = -0.8149 increaseLambda: 0.147 0.003000 Undoing contribution: was 0.007194350101487402 now 0.0071912031980704404 100: time = 0.147000 loss = 6.831265 'NTL__rev lambda = -0.3819 increaseLambda: 0.021 0.001000 alpha = 0.022640 lossBound = -0.000001 W1 = 0.036560 N1 = 0.021852 deltaLoss = -0.000003 Updating 2 features NewtonStep: 0.147 0.000000 increaseLambda: 0.147 0.000000 101: time = 0.147000 loss = 6.831262 'NTL__rev lambda = -1.7299 alpha = -0.026214 lossBound = -0.000001 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.147 0.000000 increaseLambda: 0.148 0.001000 Undoing contribution: was 0.0071912031980704404 now 0.007188356623669357 102: time = 0.148000 loss = 6.831259 'NTL__rev lambda = -0.3603 alpha = 0.021535 lossBound = -0.000001 W1 = 0.036560 N1 = 0.021852 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.148 0.000000 increaseLambda: 0.148 0.000000 103: time = 0.148000 loss = 6.831256 'NTL__rev lambda = -1.2685 alpha = -0.017007 lossBound = -0.000001 W1 = 0.071677 N1 = 0.056970 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.148 0.000000 increaseLambda: 0.149 0.001000 Undoing contribution: was 0.007188356623669357 now 0.007185566285208623 104: time = 0.149000 loss = 6.831253 'NTL__rev lambda = -0.3390 alpha = 0.021310 lossBound = -0.000001 W1 = 0.036560 N1 = 0.021852 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.149 0.000000 increaseLambda: 0.149 0.000000 105: time = 0.149000 loss = 6.831250 'NTL__rev lambda = -1.7563 alpha = -0.026392 lossBound = -0.000001 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.149 0.000000 increaseLambda: 0.149 0.000000 Undoing contribution: was 0.007185566285208623 now 0.007182677358379309 106: time = 0.149000 loss = 6.831247 'NTL__rev lambda = -0.3173 alpha = 0.021695 lossBound = -0.000001 W1 = 0.036560 N1 = 0.021852 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.15 0.001000 increaseLambda: 0.15 0.000000 107: time = 0.150000 loss = 6.831244 'NTL__rev lambda = -1.7815 alpha = -0.025124 lossBound = -0.000001 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.15 0.000000 increaseLambda: 0.15 0.000000 Undoing contribution: was 0.007182677358379309 now 0.00718006473760714 108: time = 0.150000 loss = 6.831242 'NTL__rev lambda = -0.2967 alpha = 0.020634 lossBound = -0.000001 W1 = 0.036559 N1 = 0.021852 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.151 0.001000 increaseLambda: 0.151 0.000000 109: time = 0.151000 loss = 6.831239 'NTL__rev lambda = -1.2848 alpha = -0.016315 lossBound = -0.000001 W1 = 0.071677 N1 = 0.056970 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.151 0.000000 increaseLambda: 0.151 0.000000 Undoing contribution: was 0.00718006473760714 now 0.007177495873624274 110: time = 0.151000 loss = 6.831236 'NTL__rev lambda = -0.2762 alpha = 0.020450 lossBound = -0.000001 W1 = 0.036559 N1 = 0.021852 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.152 0.001000 increaseLambda: 0.152 0.000000 111: time = 0.152000 loss = 6.831233 'NTL__rev lambda = -1.8068 alpha = -0.025297 lossBound = -0.000001 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000003 alpha = -0.007998 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.152 0.000000 increaseLambda: 0.152 0.000000 Undoing contribution: was 0.007177495873624274 now 0.007174844050561803 112: time = 0.152000 loss = 6.831230 'NTL__rev lambda = -0.2554 alpha = 0.020789 lossBound = -0.000001 W1 = 0.036559 N1 = 0.021852 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.256 0.005000 increaseLambda: 0.257 0.001000 Undoing contribution: was 0.0010502094101600386Updating 1 features NewtonStep: 0.153 0.001000 now 0.0010487573292618487 188: time = 0.257000 loss = 6.880830 'DOC__rev lambda = -0.3519 alpha = 0.007105 lossBound = -0.000000 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000001 Search: 0.027 0.006000 increaseLambda: 0.027 0.000000 18: time = 0.027000 loss = 6.850392 'PTL__rev lambda = 0.0697 alpha = 0.069654 lossBound = -0.009898 W1 = 0.760307 N1 = 0.829013 deltaLoss = -0.003878 Updating 2 features Updating 1 features NewtonStep: 0.027 0.000000 NewtonStep: 0.257 0.000000 increaseLambda: 0.027 0.000000 Undoing: newLoss 6.847367542754625, oldLoss 6.850391584221132, deltaLossBound -0.00803104100911492 increaseLambda: 0.257 0.000000 189: time = 0.257000 loss = 6.880829 'DOC__rev lambda = -0.8228 alpha = -0.007964 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 increaseLambda: 0.027 0.000000 Search: 0.028 0.001000 Updating 1 features NewtonStep: 0.258 0.001000 increaseLambda: 0.028 0.000000 19: time = 0.028000 loss = 6.847250 'PTL__rev lambda = 0.1326 alpha = 0.062950 lossBound = -0.008031 W1 = 0.765704 N1 = 0.829013 deltaLoss = -0.003141 Updating 2 features increaseLambda: 0.258 0.000000 Undoing contribution: was 0.00854574980658955 now 0.00854441829876644 190: time = 0.258000 loss = 6.880827 'DOC__rev lambda = -0.0326 alpha = 0.008344 lossBound = -0.000000 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 NewtonStep: 0.028 0.000000 increaseLambda: 0.028 0.000000 Undoing: newLoss 6.839721783963076, oldLoss 6.8472500979435855, deltaLossBound -0.008711829181989638 increaseLambda: 0.028 0.000000 Updating 1 features increaseLambda: 0.154 0.001000 113: time = 0.154000 loss = 6.831228 NewtonStep: 0.258 0.000000 'NTL__rev lambda = -1.8308 alpha = -0.024077 lossBound = -0.000001 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000003 Search: 0.029 0.001000 increaseLambda: 0.259 0.001000 191: time = 0.259000 loss = 6.880826 'DOC__rev lambda = -0.8309 alpha = -0.008098 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 increaseLambda: 0.029 0.000000 20: time = 0.029000 loss = 6.837760 'PTL__rev lambda = -1.6715 alpha = -0.246377 lossBound = -0.008712 W1 = 0.163094 N1 = 0.113003 deltaLoss = -0.009490 Updating 2 features NewtonStep: 0.029 0.000000 Updating 1 features increaseLambda: 0.029 0.000000 Updating 1 features NewtonStep: 0.259 0.000000 21: time = 0.029000 loss = 6.823171 'PTL__rev lambda = 0.3407 alpha = 0.340655 lossBound = -0.009207 W1 = 0.779232 N1 = 0.824897 deltaLoss = -0.014589 increaseLambda: 0.259 0.000000 Undoing contribution: was 0.00854441829876644 now 0.008543095329039782 192: time = 0.259000 loss = 6.880825 'DOC__rev lambda = -0.0242 alpha = 0.008317 lossBound = -0.000000 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 NewtonStep: 0.155 0.001000 increaseLambda: 0.155 0.000000 Undoing contribution: was 0.007174844050561803 now 0.007172446382281884 114: time = 0.155000 loss = 6.831226 'NTL__rev lambda = -0.2357 alpha = 0.019770 lossBound = -0.000001 W1 = 0.036559 N1 = 0.021852 deltaLoss = -0.000002 Updating 1 features NewtonStep: 0.259 0.000000 increaseLambda: 0.26 0.001000 193: time = 0.260000 loss = 6.880823 Updating 2 features 'DOC__rev lambda = -0.8390 alpha = -0.008072 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.156 0.001000 NewtonStep: 0.03 0.001000 Updating 1 features NewtonStep: 0.26 0.000000 increaseLambda: 0.03 0.000000 Undoing: newLoss 6.817825022697688, oldLoss 6.823171114088452, deltaLossBound -0.00602743725689122 increaseLambda: 0.26 0.000000 Undoing contribution: was 0.008543095329039782 now 0.00854178070140281 194: time = 0.260000 loss = 6.880822 'DOC__rev lambda = -0.0160 increaseLambda: 0.03 0.000000 alpha = 0.008291 lossBound = -0.000000 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 increaseLambda: 0.156 0.000000 115: time = 0.156000 loss = 6.831223 'NTL__rev lambda = -1.3004 alpha = -0.015653 lossBound = -0.000001 W1 = 0.071677 N1 = 0.056970 deltaLoss = -0.000003 Search: 0.03 0.000000 Updating 1 features NewtonStep: 0.261 0.001000 increaseLambda: 0.031 0.001000 22: time = 0.031000 loss = 6.816598 'PTL__rev lambda = -1.8779 alpha = -0.206401 lossBound = -0.006027 W1 = 0.158472 N1 = 0.113003 deltaLoss = -0.006573 Updating 1 features increaseLambda: 0.261 0.000000 195: time = 0.261000 loss = 6.880821 Updating 1 features 'DOC__rev lambda = -0.8470 alpha = -0.008046 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 NewtonStep: 0.031 0.000000 increaseLambda: 0.031 0.000000 23: time = 0.031000 loss = 6.808874 'PTL__rev lambda = 0.3026 alpha = 0.302636 lossBound = -0.003917 W1 = 0.791807 N1 = 0.823183 deltaLoss = -0.007724 Updating 0 features Updating 1 features NewtonStep: 0.031 0.000000 NewtonStep: 0.261 0.000000 increaseLambda: 0.031 0.000000 24: time = 0.031000 loss = 6.802206 'PTL__rev lambda = -0.3087 alpha = -0.308746 lossBound = -0.004197 W1 = 0.154864 N1 = 0.122951 deltaLoss = -0.006668 increaseLambda: 0.261 0.000000 Undoing contribution: was 0.00854178070140281 now 0.00854047436172016 196: time = 0.261000 loss = 6.880819 'DOC__rev lambda = -0.0077 alpha = 0.008264 lossBound = -0.000000 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.031 0.000000 increaseLambda: 0.031 0.000000 25: time = 0.031000 loss = 6.797772 'PTL__rev lambda = 0.2764 alpha = 0.276376 lossBound = -0.001870 W1 = 0.787412 N1 = 0.811181 deltaLoss = -0.004433 Updating 0 features NewtonStep: 0.032 0.001000 NewtonStep: 0.157 0.001000 Updating 1 features NewtonStep: 0.262 0.001000 increaseLambda: 0.158 0.001000 Undoing contribution: was 0.007172446382281884 now 0.007170081099537996 116: time = 0.158000 loss = 6.831220 increaseLambda: 0.262 0.000000 197: time = 0.262000 loss = 6.880818 increaseLambda: 0.032 0.000000 Undoing: newLoss 6.796613265621756, oldLoss 6.797772294851709, deltaLossBound -0.0012234645056487855 'DOC__rev lambda = -0.8551 alpha = -0.008020 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 increaseLambda: 0.033 0.001000 Search: 0.033 0.000000 Updating 1 features increaseLambda: 0.033 0.000000 26: time = 0.033000 loss = 6.796440 'PTL__rev lambda = -0.4008 alpha = -0.092053 lossBound = -0.001223 W1 = 0.156345 N1 = 0.122951 deltaLoss = -0.001332 Reducing newton stepsize from 0.008237682540264768 to 0.007691453886309924 NewtonStep: 0.263 0.001000 Updating 0 features NewtonStep: 0.033 0.000000 increaseLambda: 0.263 0.000000 Undoing contribution: was 0.00854047436172016 now 0.008539181736038112 increaseLambda: 0.033 0.000000 198: time = 0.263000 loss = 6.880817 'NTL__rev lambda = -0.2160 'DOC__rev lambda = 0.0000 alpha = 0.007691 lossBound = -0.000000 W1 = 0.116363 N1 = 0.100463 deltaLoss = -0.000001 Undoing: newLoss 6.795992742406845, oldLoss 6.796440361214707, deltaLossBound -4.657903006317905E-4 increaseLambda: 0.034 0.001000 Updating 1 features Search: 0.034 0.000000 NewtonStep: 0.264 0.001000 increaseLambda: 0.034 0.000000 27: time = 0.034000 loss = 6.795934 'PTL__rev lambda = -0.4579 alpha = -0.057149 lossBound = -0.000466 W1 = 0.152119 N1 = 0.122951 deltaLoss = -0.000506 increaseLambda: 0.264 0.000000 199: time = 0.264000 loss = 6.880816 'DOC__rev lambda = -0.8625 Updating 0 features alpha = -0.007466 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 NewtonStep: 0.034 0.000000 increaseLambda: 0.034 0.000000 28: time = 0.034000 loss = 6.795353 'PTL__rev lambda = 0.3372 alpha = 0.060797 lossBound = -0.000391 W1 = 0.786783 N1 = 0.811181 deltaLoss = -0.000581 Updating 0 features Updating 1 features NewtonStep: 0.034 0.000000 NewtonStep: 0.264 0.000000 increaseLambda: 0.034 0.000000 Undoing: newLoss 6.795121725490271, oldLoss 6.7953532089090505, deltaLossBound -3.583595335268741E-4 increaseLambda: 0.265 0.001000 Undoing contribution: was 0.0010487573292618487 now 0.0010474375473345484 200: time = 0.265000 loss = 6.880814 'DOC__rev lambda = -0.3451 alpha = 0.006774 lossBound = -0.000000 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000001 increaseLambda: 0.035 0.001000 Search: 0.035 0.000000 Updating 2 features NewtonStep: 0.265 0.000000 increaseLambda: 0.035 0.000000 29: time = 0.035000 loss = 6.794952 'PTL__rev lambda = -0.0371 alpha = -0.037098 lossBound = -0.000358 W1 = 0.368273 N1 = 0.330426 deltaLoss = -0.000401 Updating 7 features increaseLambda: 0.265 0.000000 201: time = 0.265000 loss = 6.880813 'DOC__rev lambda = -0.8701 alpha = -0.007592 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Newton: returning 0.07238745224785983 Updating 0 features Loss was 6.794952484676351, now 6.794084884491256, delta -0.000868 parallelUpdate: 0.036 0.001000 alpha = 0.019627 lossBound = -0.000001 W1 = 0.036559 N1 = 0.021852 deltaLoss = -0.000002 Updating 0 features NewtonStep: 0.036 0.000000 increaseLambda: 0.036 0.000000 31: time = 0.036000 loss = 6.793443 'PTL__rev lambda = 0.2383 alpha = 0.238314 lossBound = -0.000275 W1 = 0.795677 N1 = 0.808500 deltaLoss = -0.000641 Updating 0 features Updating 1 features NewtonStep: 0.037 0.001000 Updating 1 features NewtonStep: 0.163 0.005000 NewtonStep: 0.267 0.002000 increaseLambda: 0.037 0.000000 32: time = 0.037000 loss = 6.792900 'PTL__rev lambda = -0.2200 alpha = -0.220028 lossBound = -0.000454 W1 = 0.353976 N1 = 0.334334 deltaLoss = -0.000544 increaseLambda: 0.267 0.000000 Undoing contribution: was 0.0010474375473345484 now 0.0010464040556822903 202: time = 0.267000 loss = 6.880812 'DOC__rev lambda = -0.3391 alpha = 0.005995 lossBound = -0.000000 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.037 0.000000 increaseLambda: 0.037 0.000000 Undoing contribution: was 0.18625504640130408 now 0.18557390431558118 33: time = 0.037000 loss = 6.792218 'PTL__rev lambda = -1.9468 alpha = 0.067126 lossBound = -0.000673 W1 = 0.126842 N1 = 0.113003 deltaLoss = -0.000681 Updating 1 features Updating 0 features NewtonStep: 0.268 0.001000 NewtonStep: 0.038 0.001000 increaseLambda: 0.268 0.000000 203: time = 0.268000 loss = 6.880811 'DOC__rev lambda = -0.8768 alpha = -0.006721 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 increaseLambda: 0.163 0.000000 117: time = 0.164000 loss = 6.831218 'NTL__rev lambda = -1.8551 increaseLambda: 0.038 0.000000 Undoing: newLoss 6.7919298135307145, oldLoss 6.792218440924988, deltaLossBound -2.887889457978399E-4 Updating 1 features NewtonStep: 0.268 0.000000 increaseLambda: 0.038 0.000000 increaseLambda: 0.268 0.000000 204: time = 0.268000 loss = 6.880768 DOC: lambda = -17.9310 min = 0.3400 max = 290.5700 alpha = -0.821628 lossBound = -0.000000 W1 = 0.017868 N1 = 0.016866 deltaLoss = -0.000044 alpha = -0.024245 lossBound = -0.000001 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000003 Search: 0.038 0.000000 increaseLambda: 0.038 0.000000 Undoing contribution: was 0.18557390431558118 now 0.18526273334911092 34: time = 0.038000 loss = 6.791907 'PTL__rev lambda = -1.8994 alpha = 0.047306 lossBound = -0.000289 W1 = 0.129836 N1 = 0.113003 deltaLoss = -0.000311 Updating 1 features NewtonStep: 0.268 0.000000 Updating 0 features NewtonStep: 0.039 0.001000 increaseLambda: 0.269 0.001000 Undoing contribution: was 0.015567764958198452 now 0.01552022024380895 205: time = 0.269000 loss = 6.880720 'DOC__rev lambda = 0.4113 alpha = -0.060815 lossBound = -0.000006 W1 = 0.704846 N1 = 0.719565 deltaLoss = -0.000048 increaseLambda: 0.039 0.000000 Undoing: newLoss 6.791795560905164, oldLoss 6.791907269958518, deltaLossBound -1.1276055573983636E-4 increaseLambda: 0.039 0.000000 Updating 1 features NewtonStep: 0.269 0.000000 Search: 0.039 0.000000 increaseLambda: 0.269 0.000000 Undoing contribution: was 0.0010464040556822903 now 0.0010433154721982115 206: time = 0.269000 loss = 6.880717 'DOC__rev lambda = -0.3288 increaseLambda: 0.039 0.000000 alpha = 0.010371 lossBound = -0.000001 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.165 0.001000 increaseLambda: 0.165 0.000000 Undoing contribution: was 0.007170081099537996 now 0.00716764711351371 118: time = 0.165000 loss = 6.831215 'NTL__rev lambda = -0.1961 alpha = 0.019919 lossBound = -0.000001 W1 = 0.036559 N1 = 0.021852 deltaLoss = -0.000002 Updating 1 features NewtonStep: 0.269 0.000000 Undoing contribution: was 0.18526273334911092 now 0.18514110411950202 35: time = 0.040000 loss = 6.791786 'PTL__rev lambda = -1.8700 alpha = 0.029464 lossBound = -0.000113 W1 = 0.131734 N1 = 0.113003 deltaLoss = -0.000122 increaseLambda: 0.27 0.001000 207: time = 0.270000 loss = 6.880716 'DOC__rev lambda = -0.8832 alpha = -0.006397 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.04 0.000000 increaseLambda: 0.04 0.000000 Undoing: newLoss 6.792166865158928, oldLoss 6.791785640728909, deltaLossBound -5.936011059948877E-5 Updating 1 features increaseLambda: 0.04 0.000000 Updating 1 features NewtonStep: 0.27 0.000000 NewtonStep: 0.166 0.001000 increaseLambda: 0.27 0.000000 208: time = 0.270000 loss = 6.880679 DOC: lambda = -18.6921 min = 0.3400 max = 290.5700 alpha = -0.761088 lossBound = -0.000000 W1 = 0.017867 N1 = 0.016866 deltaLoss = -0.000037 Search: 0.04 0.000000 increaseLambda: 0.04 0.000000 36: time = 0.040000 loss = 6.791663 'PTL__rev lambda = 0.0353 alpha = 0.035324 lossBound = -0.000059 W1 = 0.783363 N1 = 0.802858 deltaLoss = -0.000123 Updating 1 features Updating 1 features NewtonStep: 0.271 0.001000 increaseLambda: 0.167 0.001000 119: time = 0.167000 loss = 6.831213 'NTL__rev lambda = -1.8782 alpha = -0.023073 lossBound = -0.000001 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000002 Updating 6 features increaseLambda: 0.271 0.000000 Undoing contribution: was 0.01552022024380895 now 0.015479039602802395 209: time = 0.271000 loss = 6.880638 'DOC__rev lambda = 0.3548 NewtonStep: 0.041 0.001000 alpha = -0.056570 lossBound = -0.000005 W1 = 0.704848 N1 = 0.719565 deltaLoss = -0.000041 Reducing stepsize from 0.8758284559595375 to 0.5918087659777703 Newton: returning 0.5918087659777703 Updating 1 features Updating 14 features increaseLambda: 0.041 0.000000 Undoing: newLoss 6.7916403795393485, oldLoss 6.7916627832152034, deltaLossBound -2.2766325087671265E-5 increaseLambda: 0.041 0.000000 Newton: returning 0.6287440907069408 Updating 1 features Search: 0.041 0.000000 increaseLambda: 0.041 0.000000 Undoing contribution: was 0.18514110411950202 now 0.18511651665899354 37: time = 0.041000 loss = 6.791638 'PTL__rev lambda = -1.8568 alpha = 0.013200 lossBound = -0.000023 W1 = 0.133480 N1 = 0.113003 deltaLoss = -0.000025 Updating 0 features NewtonStep: 0.041 0.000000 Loss was 6.880638043269108, now 6.880586658984034, delta -0.000051 parallelUpdate: 0.272 0.001000 increaseLambda: 0.042 0.001000 Undoing: newLoss 6.792423520480377, oldLoss 6.791638195754695, deltaLossBound -1.3547204963237691E-5 increaseLambda: 0.042 0.000000 Updating 1 features NewtonStep: 0.272 0.000000 Search: 0.042 0.000000 increaseLambda: 0.272 0.000000 Undoing contribution: was 0.005695855185206846 now 0.005639530438239029 211: time = 0.272000 loss = 6.880530 'DOC__rev lambda = -0.4279 alpha = 0.054019 lossBound = -0.000021 W1 = 0.121651 N1 = 0.105407 deltaLoss = -0.000056 increaseLambda: 0.042 0.000000 38: time = 0.042000 loss = 6.791610 'PTL__rev lambda = 0.0169 alpha = 0.016930 lossBound = -0.000014 W1 = 0.785806 N1 = 0.803974 deltaLoss = -0.000028 Loss was 6.83121295836872, now 6.831181945788796, delta -0.000031 Updating 0 features parallelUpdate: 0.168 0.001000 NewtonStep: 0.042 0.000000 Updating 1 features NewtonStep: 0.272 0.000000 increaseLambda: 0.042 0.000000 39: time = 0.043000 loss = 6.791584 'PTL__rev lambda = -0.2297 alpha = -0.009674 lossBound = -0.000023 W1 = 0.365698 N1 = 0.334334 deltaLoss = -0.000026 increaseLambda: 0.273 0.001000 Updating 1 features Undoing: newLoss 6.893110383513585, oldLoss 6.880530334237066, deltaLossBound -3.9787626776831015E-7 NewtonStep: 0.043 0.000000 increaseLambda: 0.043 0.000000 Undoing: newLoss 6.791572598458215, oldLoss 6.791583994991227, deltaLossBound -1.1602957828028794E-5 increaseLambda: 0.273 0.000000 increaseLambda: 0.043 0.000000 Updating 2 features NewtonStep: 0.169 0.001000 Search: 0.273 0.000000 Search: 0.043 0.000000 increaseLambda: 0.273 0.000000 212: time = 0.273000 loss = 6.880528 'DOC__rev lambda = 0.0151 alpha = 0.015128 lossBound = -0.000000 W1 = 0.665941 N1 = 0.680587 deltaLoss = -0.000003 increaseLambda: 0.043 0.000000 Undoing contribution: was 0.18511651665899354 now 0.18510398296831354 40: time = 0.043000 loss = 6.791571 'PTL__rev lambda = -1.8474 alpha = 0.009417 lossBound = -0.000012 W1 = 0.133889 N1 = 0.113003 deltaLoss = -0.000013 Updating 1 features NewtonStep: 0.043 0.000000 increaseLambda: 0.169 0.000000 Undoing contribution: was 0.014238372684796665 now 0.014233222837671923 121: time = 0.169000 loss = 6.831177 'NTL__rev lambda = -0.4764 alpha = 0.029401 lossBound = -0.000002 W1 = 0.035629 N1 = 0.020921 deltaLoss = -0.000005 increaseLambda: 0.044 0.001000 Updating 1 features NewtonStep: 0.274 0.001000 increaseLambda: 0.274 0.000000 213: time = 0.274000 loss = 6.880526 41: time = 0.044000 loss = 6.791552 'PTL__rev lambda = -0.2380 'DOC__rev lambda = -0.9611 alpha = -0.008282 lossBound = -0.000017 W1 = 0.365388 N1 = 0.334334 deltaLoss = -0.000019 alpha = -0.010014 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000002 Updating 0 features NewtonStep: 0.044 0.000000 Updating 1 features increaseLambda: 0.044 0.000000 42: time = 0.044000 loss = 6.791534 NewtonStep: 0.17 0.001000 'PTL__rev lambda = 0.0468 alpha = 0.011453 lossBound = -0.000011 W1 = 0.784536 N1 = 0.802858 deltaLoss = -0.000019 Updating 1 features NewtonStep: 0.274 0.000000 Updating 0 features increaseLambda: 0.17 0.000000 122: time = 0.170000 loss = 6.831175 NewtonStep: 0.044 0.000000 'NTL__rev lambda = -2.0390 increaseLambda: 0.274 0.000000 Undoing contribution: was 0.007894088344326184 now 0.007893550333778072 214: time = 0.274000 loss = 6.880525 'DOC__rev lambda = -0.1846 alpha = 0.011652 lossBound = -0.000000 W1 = 0.016450 N1 = 0.008225 deltaLoss = -0.000001 increaseLambda: 0.044 0.000000 43: time = 0.044000 loss = 6.791518 'PTL__rev lambda = -0.2454 alpha = -0.007416 lossBound = -0.000013 W1 = 0.365194 N1 = 0.334334 deltaLoss = -0.000015 alpha = -0.020167 lossBound = -0.000001 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000002 Updating 0 features NewtonStep: 0.045 0.001000 Updating 1 features NewtonStep: 0.275 0.001000 increaseLambda: 0.045 0.000000 Undoing: newLoss 6.7915053164210795, oldLoss 6.791518446060787, deltaLossBound -1.3371866047035442E-5 increaseLambda: 0.275 0.000000 Undoing contribution: was 0.015479039602802395 now 0.015477242950389773 215: time = 0.275000 loss = 6.880523 'DOC__rev lambda = 0.2564 alpha = -0.011719 lossBound = -0.000000 W1 = 0.704858 N1 = 0.719565 deltaLoss = -0.000002 increaseLambda: 0.045 0.000000 Updating 1 features NewtonStep: 0.171 0.001000 Updating 1 features NewtonStep: 0.275 0.000000 increaseLambda: 0.171 0.000000 Undoing contribution: was 0.014233222837671923Search: 0.045 0.000000 increaseLambda: 0.275 0.000000 Undoing contribution: was 0.0010433154721982115 now 0.0010418190890492647 216: time = 0.275000 loss = 6.880522 'DOC__rev lambda = -0.2927 alpha = 0.007217 lossBound = -0.000001 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000001 now 0.014231557830562848 123: time = 0.171000 loss = 6.831173 'NTL__rev lambda = -0.4597 alpha = 0.016663 lossBound = -0.000001 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000002 increaseLambda: 0.045 0.000000 Undoing contribution: was 0.18510398296831354 now 0.18508954129279498 44: time = 0.046000 loss = 6.791504 'PTL__rev lambda = -1.8373 alpha = 0.010110 lossBound = -0.000013 W1 = 0.133815 N1 = 0.113003 deltaLoss = -0.000014 Updating 0 features Updating 1 features NewtonStep: 0.046 0.000000 NewtonStep: 0.276 0.001000 increaseLambda: 0.046 0.000000 45: time = 0.046000 loss = 6.791491 'PTL__rev lambda = -0.2523 alpha = -0.006911 lossBound = -0.000012 W1 = 0.365083 N1 = 0.334334 deltaLoss = -0.000013 Updating 1 features NewtonStep: 0.172 0.001000 Updating 0 features NewtonStep: 0.046 0.000000 increaseLambda: 0.172 0.000000 124: time = 0.172000 loss = 6.831172 'NTL__rev lambda = -2.0581 alpha = -0.019154 lossBound = -0.000001 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000002 increaseLambda: 0.046 0.000000 Undoing: newLoss 6.791480537294613, oldLoss 6.791490671553837, deltaLossBound -1.0332015525628467E-5 increaseLambda: 0.046 0.000000 Updating 1 features NewtonStep: 0.172 0.000000 Search: 0.047 0.001000 increaseLambda: 0.173 0.001000 Undoing contribution: was 0.014231557830562848 now 0.014230035244876873 125: time = 0.173000 loss = 6.831170 'NTL__rev lambda = -0.4438 increaseLambda: 0.276 0.000000 217: time = 0.277000 loss = 6.880521 'DOC__rev lambda = -0.9663 alpha = -0.005208 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 alpha = 0.015935 lossBound = -0.000001 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000002 increaseLambda: 0.047 0.000000 Undoing contribution: was 0.18508954129279498 now 0.18507838305085833 46: time = 0.047000 loss = 6.791480 'PTL__rev lambda = -1.8284 alpha = 0.008885 lossBound = -0.000010 W1 = 0.133948 N1 = 0.113003 deltaLoss = -0.000011 Updating 0 features NewtonStep: 0.047 0.000000 increaseLambda: 0.047 0.000000 47: time = 0.047000 loss = 6.791468 'PTL__rev lambda = -0.2586 alpha = -0.006338 lossBound = -0.000010 W1 = 0.364956 N1 = 0.334334 deltaLoss = -0.000011 Updating 1 features NewtonStep: 0.277 0.000000 Updating 0 features NewtonStep: 0.047 0.000000 increaseLambda: 0.277 0.000000 218: time = 0.277000 loss = 6.880519 'DOC__rev lambda = 0.0260 Updating 1 features increaseLambda: 0.047 0.000000 48: time = 0.047000 loss = 6.791449 'PTL__rev lambda = 0.0584 alpha = 0.010828 lossBound = -0.000000 W1 = 0.665881 N1 = 0.680587 deltaLoss = -0.000002 NewtonStep: 0.173 0.000000 increaseLambda: 0.174 0.001000 126: time = 0.174000 loss = 6.831169 'NTL__rev lambda = -2.0765 alpha = -0.018318 lossBound = -0.000001 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.278 0.001000 Updating 1 features increaseLambda: 0.278 0.000000 Undoing contribution: was 0.015477242950389773 now 0.01547398961506508 219: time = 0.278000 loss = 6.880516 NewtonStep: 0.174 0.000000 'DOC__rev lambda = 0.2407 alpha = -0.015774 lossBound = -0.000000 W1 = 0.704858 N1 = 0.719565 deltaLoss = -0.000003 increaseLambda: 0.174 0.000000 Undoing contribution: was 0.014230035244876873 now 0.014228643301989698 127: time = 0.174000 loss = 6.831167 'NTL__rev lambda = -0.4286 alpha = 0.015238 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.278 0.000000 Updating 1 features NewtonStep: 0.174 0.000000 alpha = 0.011596 lossBound = -0.000011 W1 = 0.784523 N1 = 0.802858 deltaLoss = -0.000019 increaseLambda: 0.278 0.000000 increaseLambda: 0.175 0.001000 128: time = 0.175000 loss = 6.831166 'NTL__rev lambda = -2.0940 alpha = -0.017518 lossBound = -0.000000 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.049 0.002000 increaseLambda: 0.049 0.000000 49: time = 0.049000 loss = 6.791439 'PTL__rev lambda = -0.2648 alpha = -0.006138 lossBound = -0.000009 W1 = 0.364910 N1 = 0.334334 deltaLoss = -0.000011 Updating 1 features NewtonStep: 0.175 0.000000 Updating 0 features NewtonStep: 0.049 0.000000 increaseLambda: 0.175 0.000000 Undoing contribution: was 0.014228643301989698 now 0.014227370979491673 129: time = 0.175000 loss = 6.831165 'NTL__rev lambda = -0.4140 alpha = 0.014570 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 increaseLambda: 0.049 0.000000 Undoing contribution: was 0.18507838305085833 now 0.18506155622256226 50: time = 0.049000 loss = 6.791422 'PTL__rev lambda = -1.8057 alpha = 0.022670 lossBound = -0.000010 W1 = 0.134919 N1 = 0.113003 deltaLoss = -0.000017 Updating 0 features NewtonStep: 0.049 0.000000 Updating 1 features increaseLambda: 0.049 0.000000 51: time = 0.049000 loss = 6.791385 'PTL__rev lambda = -0.2903 NewtonStep: 0.175 0.000000 220: time = 0.279000 loss = 6.880513 'DOC__rev lambda = 0.0403 alpha = 0.014296 lossBound = -0.000000 W1 = 0.665881 N1 = 0.680587 deltaLoss = -0.000003 increaseLambda: 0.175 0.000000 Undoing: newLoss 6.847651307499457, oldLoss 6.831164715141049, deltaLossBound -4.799428059487561E-7 increaseLambda: 0.176 0.001000 Updating 2 features NewtonStep: 0.28 0.001000 increaseLambda: 0.28 0.000000 Undoing contribution: was 0.01547398961506508 now 0.01547077213868198 221: time = 0.280000 loss = 6.880510 'DOC__rev lambda = 0.2250 alpha = -0.025527 lossBound = -0.000018 W1 = 0.363542 N1 = 0.334334 deltaLoss = -0.000037 alpha = -0.015685 lossBound = -0.000000 W1 = 0.704858 N1 = 0.719565 deltaLoss = -0.000003 Search: 0.176 0.000000 Updating 0 features NewtonStep: 0.05 0.001000 Updating 0 features increaseLambda: 0.176 0.000000 130: time = 0.176000 loss = 6.831163 'NTL__rev lambda = -0.0153 NewtonStep: 0.28 0.000000 alpha = -0.015282 lossBound = -0.000000 W1 = 0.070592 N1 = 0.055977 deltaLoss = -0.000001 increaseLambda: 0.05 0.000000 52: time = 0.050000 loss = 6.791330 'PTL__rev lambda = 0.1025 alpha = 0.044142 lossBound = -0.000018 W1 = 0.785807 N1 = 0.802858 deltaLoss = -0.000055 increaseLambda: 0.28 0.000000 222: time = 0.280000 loss = 6.880506 'DOC__rev lambda = 0.0545 alpha = 0.014227 lossBound = -0.000000 W1 = 0.665881 N1 = 0.680587 deltaLoss = -0.000003 Updating 0 features NewtonStep: 0.05 0.000000 increaseLambda: 0.051 0.001000 53: time = 0.051000 loss = 6.791304 'PTL__rev lambda = -0.3120 alpha = -0.021734 lossBound = -0.000013 W1 = 0.363541 N1 = 0.334334 deltaLoss = -0.000026 Updating 1 features Updating 1 features Updating 0 features NewtonStep: 0.177 0.001000 NewtonStep: 0.281 0.001000 NewtonStep: 0.051 0.000000 increaseLambda: 0.051 0.000000 Undoing contribution: was 0.18506155622256226 now 0.18503148625420962 54: time = 0.051000 loss = 6.791274 'PTL__rev lambda = -1.7754 alpha = 0.030352 lossBound = -0.000017 W1 = 0.134925 N1 = 0.113003 deltaLoss = -0.000030 Updating 0 features NewtonStep: 0.051 0.000000 increaseLambda: 0.051 0.000000 55: time = 0.051000 loss = 6.791256 'PTL__rev lambda = -0.3299 alpha = -0.017811 lossBound = -0.000009 W1 = 0.363541 N1 = 0.334334 deltaLoss = -0.000018 Updating 0 features NewtonStep: 0.051 0.000000 increaseLambda: 0.051 0.000000 Undoing: newLoss 6.800617375403526, oldLoss 6.791255843457159, deltaLossBound -6.10638494961152E-6 increaseLambda: 0.052 0.001000 Search: 0.052 0.000000 increaseLambda: 0.052 0.000000 increaseLambda: 0.177 0.000000 Undoing contribution: was 0.014227370979491673 now 0.014225148235398001 increaseLambda: 0.281 0.000000 Undoing contribution: was 0.01547077213868198 now 0.015467585141206278 223: time = 0.282000 loss = 6.880503 131: time = 0.178000 loss = 6.831161 'NTL__rev lambda = -0.3947 alpha = 0.019275 lossBound = -0.000001 W1 = 0.035628 N1 = 0.020921 deltaLoss = -0.000002 56: time = 0.052000 loss = 6.791239 'PTL__rev lambda = 0.0339 alpha = 0.033925 lossBound = -0.000006 W1 = 0.784157 N1 = 0.800813 deltaLoss = -0.000017 'DOC__rev lambda = 0.2094 alpha = -0.015608 lossBound = -0.000000 W1 = 0.704858 N1 = 0.719565 deltaLoss = -0.000003 Updating 0 features NewtonStep: 0.052 0.000000 Updating 1 features increaseLambda: 0.052 0.000000 57: time = 0.052000 loss = 6.791223 'PTL__rev lambda = -0.3466 alpha = -0.016730 lossBound = -0.000008 W1 = 0.363540 N1 = 0.334334 deltaLoss = -0.000016 Updating 0 features NewtonStep: 0.282 0.000000 Updating 0 features NewtonStep: 0.178 0.000000 NewtonStep: 0.053 0.001000 increaseLambda: 0.283 0.001000 224: time = 0.283000 loss = 6.880500 'DOC__rev lambda = 0.0686 alpha = 0.014158 lossBound = -0.000000 W1 = 0.665881 N1 = 0.680587 deltaLoss = -0.000003 increaseLambda: 0.053 0.000000 Undoing contribution: was 0.18503148625420962 now 0.18501653645775995 58: time = 0.053000 loss = 6.791208 'PTL__rev lambda = -1.7540 alpha = 0.021329 lossBound = -0.000009 W1 = 0.134918 N1 = 0.113003 deltaLoss = -0.000015 Updating 0 features NewtonStep: 0.053 0.000000 Updating 1 features increaseLambda: 0.053 0.000000 59: time = 0.053000 loss = 6.791200 NewtonStep: 0.283 0.000000 'PTL__rev lambda = -0.3591 alpha = -0.012550 lossBound = -0.000004 W1 = 0.363540 N1 = 0.334334 deltaLoss = -0.000009 increaseLambda: 0.179 0.001000 Updating 12 features 132: time = 0.179000 loss = 6.831160 increaseLambda: 0.283 0.000000 Undoing contribution: was 0.015467585141206278 now 0.015464428359439623 225: time = 0.283000 loss = 6.880497 'DOC__rev lambda = 0.1938 'NTL__rev lambda = -2.1120 alpha = -0.018052 lossBound = -0.000001 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000001 alpha = -0.015532 lossBound = -0.000000 W1 = 0.704858 N1 = 0.719565 deltaLoss = -0.000003 Newton: returning 0.04699619189219129 Updating 1 features Updating 1 features Updating 0 features NewtonStep: 0.179 0.000000 NewtonStep: 0.283 0.000000 increaseLambda: 0.18 0.001000 Undoing contribution: was 0.014225148235398001 now 0.014223801728030174 133: time = 0.180000 loss = 6.831158 increaseLambda: 0.284 0.001000 'NTL__rev lambda = -0.3797 alpha = 0.014988 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 Loss was 6.791199642831958, now 6.791192234452289, delta -0.000007 parallelUpdate: 0.054 0.001000 Updating 1 features NewtonStep: 0.054 0.000000 Updating 1 features increaseLambda: 0.054 0.000000 Undoing contribution: was 0.18501653645775995 now 0.18500696462369326 61: time = 0.054000 loss = 6.791183 'PTL__rev lambda = -1.7312 NewtonStep: 0.18 0.000000 226: time = 0.284000 loss = 6.880494 'DOC__rev lambda = 0.0827 alpha = 0.014090 lossBound = -0.000000 W1 = 0.665881 N1 = 0.680587 deltaLoss = -0.000003 increaseLambda: 0.18 0.000000 134: time = 0.180000 loss = 6.831157 'NTL__rev lambda = -2.1293 alpha = -0.017232 lossBound = -0.000000 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000001 alpha = 0.017034 lossBound = -0.000005 W1 = 0.134915 N1 = 0.113003 deltaLoss = -0.000010 Updating 1 features NewtonStep: 0.284 0.000000 Updating 0 features NewtonStep: 0.054 0.000000 increaseLambda: 0.284 0.000000 Undoing contribution: was 0.015464428359439623 now 0.015461301531989328 227: time = 0.284000 loss = 6.880491 'DOC__rev lambda = 0.1784 alpha = -0.015456 lossBound = -0.000000 W1 = 0.704858 N1 = 0.719565 deltaLoss = -0.000003 increaseLambda: 0.054 0.000000 Undoing contribution: was 0.007046530539079833 now 0.0070370396304030875 62: time = 0.055000 loss = 6.791173 'PTL__rev lambda = 0.1225 alpha = -0.020131 lossBound = -0.000003 W1 = 0.812918 N1 = 0.829013 deltaLoss = -0.000009 Updating 0 features NewtonStep: 0.055 0.000000 increaseLambda: 0.055 0.000000 63: time = 0.055000 loss = 6.791167 'PTL__rev lambda = 0.0507 alpha = 0.015204 lossBound = -0.000002 W1 = 0.783704 N1 = 0.800813 deltaLoss = -0.000006 Updating 0 features Updating 0 features NewtonStep: 0.055 0.000000 NewtonStep: 0.285 0.001000 increaseLambda: 0.055 0.000000 Undoing contribution: was 0.0070370396304030875 now 0.007030774381767637 64: time = 0.055000 loss = 6.791160 'PTL__rev lambda = 0.1062 alpha = -0.016332 lossBound = -0.000002 W1 = 0.812920 N1 = 0.829013 deltaLoss = -0.000006 Updating 1 features increaseLambda: 0.285 0.000000 228: time = 0.285000 loss = 6.880487 Updating 0 features NewtonStep: 0.181 0.001000 'DOC__rev lambda = 0.1611 NewtonStep: 0.055 0.000000 alpha = 0.014149 lossBound = -0.000000 W1 = 0.668362 N1 = 0.683069 deltaLoss = -0.000003 increaseLambda: 0.055 0.000000 65: time = 0.056000 loss = 6.791154 'PTL__rev lambda = 0.0657 alpha = 0.014997 lossBound = -0.000002 W1 = 0.783704 N1 = 0.800813 deltaLoss = -0.000006 Updating 0 features increaseLambda: 0.182 0.001000 Undoing contribution: was 0.014223801728030174 now 0.014222570978385753 135: time = 0.182000 loss = 6.831156 NewtonStep: 0.056 0.000000 'NTL__rev lambda = -0.3654 alpha = 0.014331 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 increaseLambda: 0.056 0.000000 Undoing contribution: was 0.007030774381767637 now 0.007024651308933096 66: time = 0.056000 loss = 6.791148 'PTL__rev lambda = 0.0900 alpha = -0.016141 lossBound = -0.000002 W1 = 0.812920 N1 = 0.829013 deltaLoss = -0.000006 Updating 1 features NewtonStep: 0.286 0.001000 Updating 0 features NewtonStep: 0.056 0.000000 increaseLambda: 0.286 0.000000 Undoing contribution: was 0.015461301531989328 now 0.015458179658448316 increaseLambda: 0.056 0.000000 229: time = 0.286000 loss = 6.880484 'DOC__rev lambda = 0.1629 alpha = -0.015442 lossBound = -0.000000 W1 = 0.704858 N1 = 0.719565 deltaLoss = -0.000003 67: time = 0.056000 loss = 6.791142 Updating 1 features 'PTL__rev lambda = 0.0805 alpha = 0.014823 lossBound = -0.000002 W1 = 0.783704 N1 = 0.800813 deltaLoss = -0.000006 NewtonStep: 0.182 0.000000 Updating 0 features increaseLambda: 0.182 0.000000 136: time = 0.182000 loss = 6.831155 'NTL__rev lambda = -2.1457 alpha = -0.016477 lossBound = -0.000000 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.056 0.000000 NewtonStep: 0.286 0.000000 increaseLambda: 0.057 0.001000 Undoing contribution: was 0.007024651308933096 now 0.007018667340475461 68: time = 0.057000 loss = 6.791136 'PTL__rev lambda = 0.0741 increaseLambda: 0.287 0.001000 alpha = -0.015952 lossBound = -0.000002 W1 = 0.812920 N1 = 0.829013 deltaLoss = -0.000006 Updating 1 features NewtonStep: 0.183 0.001000 Updating 0 features NewtonStep: 0.057 0.000000 increaseLambda: 0.183 0.000000 Undoing contribution: was 0.014222570978385753 now 0.014221446225266667 137: time = 0.183000 loss = 6.831154 'NTL__rev lambda = -0.3517 alpha = 0.013701 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 230: time = 0.287000 loss = 6.880481 'DOC__rev lambda = 0.1752 alpha = 0.014088 lossBound = -0.000000 W1 = 0.668362 N1 = 0.683069 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.183 0.000000 increaseLambda: 0.057 0.000000 69: time = 0.057000 loss = 6.791130 'PTL__rev lambda = 0.0952 alpha = 0.014651 lossBound = -0.000002 W1 = 0.783704 N1 = 0.800813 deltaLoss = -0.000006 increaseLambda: 0.183 0.000000 138: time = 0.183000 loss = 6.831152 Updating 0 features Updating 0 features NewtonStep: 0.057 0.000000 NewtonStep: 0.287 0.000000 increaseLambda: 0.057 0.000000 Undoing contribution: was 0.007018667340475461 now 0.007012819300078634 70: time = 0.057000 loss = 6.791124 'PTL__rev lambda = 0.0583 alpha = -0.015765 lossBound = -0.000002 W1 = 0.812920 N1 = 0.829013 deltaLoss = -0.000006 increaseLambda: 0.288 0.001000 231: time = 0.288000 loss = 6.880480 'DOC__rev lambda = -0.9737 alpha = -0.007376 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 0 features 'NTL__rev lambda = -0.0259 alpha = -0.010635 lossBound = -0.000000 W1 = 0.070684 N1 = 0.055977 deltaLoss = -0.000001 NewtonStep: 0.058 0.001000 Updating 1 features NewtonStep: 0.288 0.000000 increaseLambda: 0.058 0.000000 71: time = 0.058000 loss = 6.791118 'PTL__rev lambda = 0.1097 alpha = 0.014481 lossBound = -0.000002 W1 = 0.783704 N1 = 0.800813 deltaLoss = -0.000006 increaseLambda: 0.288 0.000000 Undoing contribution: was 0.015458179658448316 now 0.015456977989748658 232: time = 0.288000 loss = 6.880479 'DOC__rev lambda = 0.1534 alpha = -0.009578 lossBound = -0.000000 W1 = 0.704858 N1 = 0.719565 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.058 0.000000 increaseLambda: 0.058 0.000000 Undoing contribution: was 0.007012819300078634 now 0.007007104084259809 72: time = 0.058000 loss = 6.791113 'PTL__rev lambda = 0.0428 alpha = -0.015581 lossBound = -0.000002 W1 = 0.812920 N1 = 0.829013 deltaLoss = -0.000006 Updating 0 features Updating 0 features NewtonStep: 0.288 0.000000 NewtonStep: 0.058 0.000000 increaseLambda: 0.289 0.001000 Undoing contribution: was 0.0010418190890492647increaseLambda: 0.059 0.001000 73: time = 0.059000 loss = 6.791107 'PTL__rev lambda = 0.1240 now 0.0010401828723449165 Updating 1 features alpha = 0.014313 lossBound = -0.000002 W1 = 0.783704 N1 = 0.800813 deltaLoss = -0.000006 233: time = 0.289000 loss = 6.880477 'DOC__rev lambda = -0.2851 NewtonStep: 0.185 0.002000 Updating 0 features alpha = 0.007550 lossBound = -0.000001 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000002 increaseLambda: 0.185 0.000000 Undoing contribution: was 0.014221446225266667 now 0.014220370600348644 139: time = 0.185000 loss = 6.831151 'NTL__rev lambda = -0.3383 alpha = 0.013393 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.289 0.000000 Updating 1 features NewtonStep: 0.185 0.000000 increaseLambda: 0.289 0.000000 234: time = 0.289000 loss = 6.880453 DOC: lambda = -20.3294 min = 0.3400 max = 290.5700 alpha = -0.626447 lossBound = -0.000000 W1 = 0.017867 N1 = 0.016866 deltaLoss = -0.000024 increaseLambda: 0.185 0.000000 140: time = 0.185000 loss = 6.831150 'NTL__rev lambda = -2.1624 alpha = -0.016633 lossBound = -0.000000 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.29 0.001000 Updating 2 features NewtonStep: 0.186 0.001000 increaseLambda: 0.29 0.000000 Undoing contribution: was 0.015456977989748658 now 0.015425012261260477 235: time = 0.290000 loss = 6.880421 'DOC__rev lambda = 0.1036 alpha = -0.049735 lossBound = -0.000004 W1 = 0.704850 N1 = 0.719565 deltaLoss = -0.000032 increaseLambda: 0.186 0.000000 Undoing contribution: was 0.014220370600348644 now 0.014219223365009028 141: time = 0.186000 loss = 6.831149 'NTL__rev lambda = -0.3245 alpha = 0.013837 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.29 0.000000 Updating 1 features NewtonStep: 0.186 0.000000 increaseLambda: 0.29 0.000000 236: time = 0.290000 loss = 6.880417 NewtonStep: 0.059 0.000000 'DOC__rev lambda = 0.0973 alpha = 0.014548 lossBound = -0.000000 W1 = 0.665881 N1 = 0.680587 deltaLoss = -0.000003 increaseLambda: 0.06 0.001000 Undoing contribution: was 0.007007104084259809 now 0.0070015186607005914 74: time = 0.060000 loss = 6.791101 'PTL__rev lambda = 0.0274 alpha = -0.015399 lossBound = -0.000002 W1 = 0.812920 N1 = 0.829013 deltaLoss = -0.000006 Updating 0 features NewtonStep: 0.06 0.000000 increaseLambda: 0.187 0.001000 increaseLambda: 0.061 0.001000 75: time = 0.061000 loss = 6.791096 Updating 1 features 'PTL__rev lambda = 0.1381 alpha = 0.014147 lossBound = -0.000002 W1 = 0.783704 N1 = 0.800813 deltaLoss = -0.000006 NewtonStep: 0.291 0.001000 Updating 0 features NewtonStep: 0.061 0.000000 increaseLambda: 0.291 0.000000 Undoing contribution: was 0.015425012261260477 now 0.01542180076203659 237: time = 0.291000 loss = 6.880414 'DOC__rev lambda = 0.0879 alpha = -0.015668 lossBound = -0.000000 W1 = 0.704858 N1 = 0.719565 deltaLoss = -0.000003 increaseLambda: 0.061 0.000000 Undoing contribution: was 0.0070015186607005914 now 0.0069960600666038614 76: time = 0.061000 loss = 6.791090 'PTL__rev lambda = 0.0121 alpha = -0.015219 lossBound = -0.000002 W1 = 0.812921 N1 = 0.829013 deltaLoss = -0.000005 Updating 0 features NewtonStep: 0.061 0.000000 Updating 1 features NewtonStep: 0.291 0.000000 increaseLambda: 0.061 0.000000 77: time = 0.061000 loss = 6.791085 'PTL__rev lambda = 0.1521 alpha = 0.013983 lossBound = -0.000002 W1 = 0.783704 N1 = 0.800813 deltaLoss = -0.000005 increaseLambda: 0.291 0.000000 238: time = 0.291000 loss = 6.880411 Updating 0 features 'DOC__rev lambda = 0.1115 alpha = 0.014213 lossBound = -0.000000 W1 = 0.665881 N1 = 0.680587 deltaLoss = -0.000003 Reducing newton stepsize from -0.015040950273738486 to -0.01213362987727573 NewtonStep: 0.061 0.000000 increaseLambda: 0.061 0.000000 Undoing contribution: was 0.0069960600666038614 now 0.006990918808272796 78: time = 0.061000 loss = 6.791080 'PTL__rev lambda = 0.0000 alpha = -0.012134 lossBound = -0.000002 W1 = 0.813059 N1 = 0.829013 deltaLoss = -0.000005 142: time = 0.187000 loss = 6.831148 'NTL__rev lambda = -2.1783 Updating 0 features alpha = -0.015910 lossBound = -0.000000 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000001 NewtonStep: 0.062 0.001000 Updating 1 features NewtonStep: 0.292 0.001000 increaseLambda: 0.062 0.000000 79: time = 0.062000 loss = 6.791076 'PTL__rev lambda = 0.1186 alpha = 0.011243 lossBound = -0.000001 W1 = 0.785831 N1 = 0.802858 deltaLoss = -0.000003 increaseLambda: 0.292 0.000000 Undoing contribution: was 0.01542180076203659 now 0.015418619219832678 239: time = 0.292000 loss = 6.880408 'DOC__rev lambda = 0.0724 alpha = -0.015593 lossBound = -0.000000 W1 = 0.704858 N1 = 0.719565 deltaLoss = -0.000003 Updating 1 features Updating 15 features NewtonStep: 0.062 0.000000 increaseLambda: 0.062 0.000000 80: time = 0.062000 loss = 6.791073 'PTL__rev lambda = -0.3836 alpha = -0.007559 lossBound = -0.000002 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.062 0.000000 increaseLambda: 0.062 0.000000 Undoing contribution: was 0.18500696462369326 now 0.18500582541883748 81: time = 0.062000 loss = 6.791072 'PTL__rev lambda = -1.7253 alpha = 0.005855 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 1 features Reducing stepsize from 8.62953533788767 to 0.25620555945215145 Newton: returning 0.25620555945215145 NewtonStep: 0.188 0.001000 Updating 1 features Updating 0 features NewtonStep: 0.063 0.001000 increaseLambda: 0.189 0.001000 Undoing contribution: was 0.014219223365009028 now 0.014218175059158013 143: time = 0.189000 loss = 6.831147 'NTL__rev lambda = -0.3112 increaseLambda: 0.063 0.000000 82: time = 0.063000 loss = 6.791071 'PTL__rev lambda = -0.3870 alpha = -0.003459 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.063 0.000000 Loss was 6.880407824305743, now 6.880352969020268, delta -0.000055 parallelUpdate: 0.293 0.001000 increaseLambda: 0.063 0.000000 83: time = 0.063000 loss = 6.791069 'PTL__rev lambda = 0.1604 alpha = 0.008270 lossBound = -0.000001 W1 = 0.783706 N1 = 0.800813 deltaLoss = -0.000002 Updating 0 features NewtonStep: 0.063 0.000000 increaseLambda: 0.063 0.000000 Updating 2 features alpha = 0.013228 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 Undoing contribution: was 0.014644907699956631 now 0.014641940187816614 NewtonStep: 0.293 0.000000 84: time = 0.063000 loss = 6.791066 'PTL__rev lambda = 0.3554 alpha = -0.011087 lossBound = -0.000001 W1 = 0.808670 N1 = 0.824897 deltaLoss = -0.000003 increaseLambda: 0.294 0.001000 241: time = 0.294000 loss = 6.880350 'DOC__rev lambda = 0.1970 alpha = 0.014246 lossBound = -0.000000 W1 = 0.668362 N1 = 0.683069 deltaLoss = -0.000003 Updating 0 features NewtonStep: 0.064 0.001000 increaseLambda: 0.064 0.000000 85: time = 0.064000 loss = 6.791063 'PTL__rev lambda = 0.1707 alpha = 0.010320 lossBound = -0.000001 W1 = 0.783706 N1 = 0.800813 deltaLoss = -0.000003 Updating 1 features Updating 1 features Updating 0 features NewtonStep: 0.19 0.001000 NewtonStep: 0.294 0.000000 NewtonStep: 0.064 0.000000 increaseLambda: 0.064 0.000000 increaseLambda: 0.19 0.000000 increaseLambda: 0.294 0.000000 242: time = 0.294000 loss = 6.880349 'DOC__rev lambda = -1.0043 alpha = -0.007465 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Undoing contribution: was 0.014641940187816614 now 0.014639026366310757 86: time = 0.064000 loss = 6.791060 'PTL__rev lambda = 0.3444 alpha = -0.010984 lossBound = -0.000001 W1 = 0.808670 N1 = 0.824897 deltaLoss = -0.000003 144: time = 0.190000 loss = 6.831146 Updating 0 features 'NTL__rev lambda = -0.0361 NewtonStep: 0.064 0.000000 alpha = -0.010139 lossBound = -0.000000 W1 = 0.070684 N1 = 0.055977 deltaLoss = -0.000001 increaseLambda: 0.064 0.000000 87: time = 0.064000 loss = 6.791057 'PTL__rev lambda = 0.1809 alpha = 0.010234 lossBound = -0.000001 W1 = 0.783706 N1 = 0.800813 deltaLoss = -0.000003 Updating 0 features NewtonStep: 0.065 0.001000 Updating 1 features NewtonStep: 0.191 0.001000 increaseLambda: 0.065 0.000000 Undoing contribution: was 0.014639026366310757 now 0.014636160104687155 88: time = 0.065000 loss = 6.791055 'PTL__rev lambda = 0.3335 alpha = -0.010892 lossBound = -0.000001 W1 = 0.808670 N1 = 0.824897 deltaLoss = -0.000003 increaseLambda: 0.191 0.000000 Undoing contribution: was 0.014218175059158013 now 0.014217197420672291 145: time = 0.191000 loss = 6.831145 'NTL__rev lambda = -0.2985 alpha = 0.012769 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.065 0.000000 increaseLambda: 0.065 0.000000 89: time = 0.065000 loss = 6.791052 'PTL__rev lambda = 0.1911 alpha = 0.010149 lossBound = -0.000001 W1 = 0.783706 N1 = 0.800813 deltaLoss = -0.000003 Updating 11 features Updating 1 features NewtonStep: 0.191 0.000000 Newton: returning 0.026497683971403282 increaseLambda: 0.191 0.000000 146: time = 0.191000 loss = 6.831144 'NTL__rev lambda = -2.1943 alpha = -0.016050 lossBound = -0.000000 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000001 Updating 1 features Updating 0 features NewtonStep: 0.295 0.001000 increaseLambda: 0.295 0.000000 Undoing contribution: was 0.010788212783007555 now 0.010787083885695924 243: time = 0.295000 loss = 6.880348 'DOC__rev lambda = 0.5266 alpha = -0.009270 lossBound = -0.000000 W1 = 0.704376 N1 = 0.719082 deltaLoss = -0.000001 Loss was 6.79105168532241, now 6.791051286424919, delta -0.000000 parallelUpdate: 0.066 0.001000 Updating 0 features NewtonStep: 0.066 0.000000 Updating 0 features Updating 1 features NewtonStep: 0.192 0.001000 increaseLambda: 0.066 0.000000 Undoing contribution: was 0.014636160104687155 now 0.014630852802985038 increaseLambda: 0.192 0.000000 Undoing contribution: was 0.014217197420672291 now 0.014216129595979623 147: time = 0.192000 loss = 6.831142 'NTL__rev lambda = -0.2851 91: time = 0.066000 loss = 6.791046 NewtonStep: 0.296 0.001000 increaseLambda: 0.296 0.000000 244: time = 0.296000 loss = 6.880344 'DOC__rev lambda = 0.1539 alpha = 0.013851 lossBound = -0.000000 W1 = 0.665881 N1 = 0.680587 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.297 0.001000 increaseLambda: 0.297 0.000000 Undoing contribution: was 0.010787083885695924 now 0.010784055760029264 245: time = 0.297000 loss = 6.880341 'DOC__rev lambda = 0.5114 alpha = -0.015196 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 Updating 0 features NewtonStep: 0.297 0.000000 increaseLambda: 0.297 0.000000 246: time = 0.297000 loss = 6.880338 'DOC__rev lambda = 0.2109 alpha = 0.013926 lossBound = -0.000000 W1 = 0.668362 N1 = 0.683069 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.298 0.001000 increaseLambda: 0.298 0.000000 Undoing contribution: was 0.010784055760029264 now 0.010781032854409222 247: time = 0.298000 loss = 6.880335 'DOC__rev lambda = 0.4962 alpha = -0.015182 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 Updating 0 features NewtonStep: 0.298 0.000000 increaseLambda: 0.298 0.000000 248: time = 0.298000 loss = 6.880332 'DOC__rev lambda = 0.2248 alpha = 0.013868 lossBound = -0.000000 W1 = 0.668362 N1 = 0.683069 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.298 0.000000 increaseLambda: 0.299 0.001000 Undoing contribution: was 0.010781032854409222 now 0.010778034548562953 249: time = 0.299000 loss = 6.880329 'DOC__rev lambda = 0.4811 alpha = -0.015118 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 Updating 0 features alpha = 0.013351 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 NewtonStep: 0.299 0.000000 'PTL__rev lambda = 0.3178 alpha = -0.014839 lossBound = -0.000002 W1 = 0.808669 N1 = 0.824897 deltaLoss = -0.000005 Updating 0 features increaseLambda: 0.299 0.000000 250: time = 0.299000 loss = 6.880326 NewtonStep: 0.069 0.003000 'DOC__rev lambda = 0.2386 alpha = 0.013811 lossBound = -0.000000 W1 = 0.668362 N1 = 0.683069 deltaLoss = -0.000003 increaseLambda: 0.069 0.000000 92: time = 0.069000 loss = 6.791043 'PTL__rev lambda = 0.1291 alpha = 0.010138 lossBound = -0.000001 W1 = 0.785831 N1 = 0.802858 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.195 0.003000 Updating 1 features NewtonStep: 0.299 0.000000 increaseLambda: 0.195 0.000000 148: time = 0.195000 loss = 6.831141 'NTL__rev lambda = -2.2097 alpha = -0.015352 lossBound = -0.000000 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000001 increaseLambda: 0.3 0.001000 Undoing contribution: was 0.010778034548562953 now 0.01077506066075583 251: time = 0.300000 loss = 6.880323 'DOC__rev lambda = 0.4660 alpha = -0.015055 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.196 0.001000 Updating 0 features NewtonStep: 0.3 0.000000 increaseLambda: 0.196 0.000000 Undoing contribution: was 0.014216129595979623 now 0.014215153961206652 149: time = 0.196000 loss = 6.831140 'NTL__rev lambda = -0.2724 alpha = 0.012762 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 Updating 6 features increaseLambda: 0.3 0.000000 252: time = 0.300000 loss = 6.880320 'DOC__rev lambda = 0.2523 alpha = 0.013753 lossBound = -0.000000 W1 = 0.668362 N1 = 0.683069 deltaLoss = -0.000003 Newton: returning 0.09891323874626108 Updating 1 features Updating 0 features NewtonStep: 0.07 0.001000 Updating 1 features increaseLambda: 0.07 0.000000 Undoing contribution: was 0.014630852802985038 now 0.014628077913397595 NewtonStep: 0.3 0.000000 93: time = 0.070000 loss = 6.791040 'PTL__rev lambda = 0.3071 alpha = -0.010714 lossBound = -0.000001 W1 = 0.808670 N1 = 0.824897 deltaLoss = -0.000003 Updating 0 features increaseLambda: 0.3 0.000000 Undoing contribution: was 0.01077506066075583 now 0.010772111010617468 NewtonStep: 0.071 0.001000 253: time = 0.301000 loss = 6.880317 'DOC__rev lambda = 0.4511 alpha = -0.014991 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 increaseLambda: 0.071 0.000000 94: time = 0.071000 loss = 6.791038 'PTL__rev lambda = 0.1392 alpha = 0.010042 lossBound = -0.000001 W1 = 0.785831 N1 = 0.802858 deltaLoss = -0.000003 Loss was 6.83114043850051, now 6.831138277090689, delta -0.000002 parallelUpdate: 0.197 0.001000 Updating 0 features NewtonStep: 0.071 0.000000 increaseLambda: 0.071 0.000000 Undoing contribution: was 0.014628077913397595 now 0.01462534161094453 95: time = 0.071000 loss = 6.791035 'PTL__rev lambda = 0.2965 alpha = -0.010638 lossBound = -0.000001 W1 = 0.808670 N1 = 0.824897 deltaLoss = -0.000003 Updating 0 features NewtonStep: 0.301 0.000000 Updating 0 features NewtonStep: 0.071 0.000000 increaseLambda: 0.301 0.000000 254: time = 0.301000 loss = 6.880314 'DOC__rev lambda = 0.2660 alpha = 0.013696 lossBound = -0.000000 W1 = 0.668362 N1 = 0.683069 deltaLoss = -0.000003 increaseLambda: 0.071 0.000000 96: time = 0.071000 loss = 6.791032 'PTL__rev lambda = 0.1492 alpha = 0.009971 lossBound = -0.000001 W1 = 0.785831 N1 = 0.802858 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.197 0.000000 Updating 0 features NewtonStep: 0.071 0.000000 increaseLambda: 0.197 0.000000 Undoing contribution: was 0.014215153961206652 now 0.01421324594417517 151: time = 0.197000 loss = 6.831136 Updating 1 features increaseLambda: 0.071 0.000000 Undoing contribution: was 0.01462534161094453 now 0.014622643417850687 97: time = 0.071000 loss = 6.791029 'PTL__rev lambda = 0.2859 'NTL__rev lambda = -0.2300 alpha = 0.017877 lossBound = -0.000001 W1 = 0.035628 N1 = 0.020921 deltaLoss = -0.000002 alpha = -0.010562 lossBound = -0.000001 W1 = 0.808670 N1 = 0.824897 deltaLoss = -0.000003 NewtonStep: 0.301 0.000000 Updating 0 features NewtonStep: 0.072 0.001000 Updating 1 features increaseLambda: 0.072 0.000000 98: time = 0.072000 loss = 6.791027 NewtonStep: 0.198 0.001000 'PTL__rev lambda = 0.1591 alpha = 0.009900 lossBound = -0.000001 W1 = 0.785831 N1 = 0.802858 deltaLoss = -0.000003 Updating 0 features increaseLambda: 0.302 0.001000 Undoing contribution: was 0.010772111010617468 now 0.0107691854188655 255: time = 0.302000 loss = 6.880312 'DOC__rev lambda = 0.4361 increaseLambda: 0.198 0.000000 152: time = 0.198000 loss = 6.831135 'NTL__rev lambda = -0.0488 alpha = -0.009196 lossBound = -0.000000 W1 = 0.070683 N1 = 0.055977 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.198 0.000000 increaseLambda: 0.198 0.000000 Undoing contribution: was 0.01421324594417517 now 0.014212446360724164 153: time = 0.198000 loss = 6.831135 'NTL__rev lambda = -0.2185 alpha = 0.011549 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 alpha = -0.014928 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 NewtonStep: 0.072 0.000000 increaseLambda: 0.073 0.001000 Undoing contribution: was 0.014622643417850687 now 0.014619982800796015 99: time = 0.073000 loss = 6.791024 'PTL__rev lambda = 0.2754 alpha = -0.010487 lossBound = -0.000001 W1 = 0.808670 N1 = 0.824897 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.073 0.000000 increaseLambda: 0.073 0.000000 100: time = 0.073000 loss = 6.791021 'PTL__rev lambda = 0.1689 Updating 0 features alpha = 0.009830 lossBound = -0.000001 W1 = 0.785831 N1 = 0.802858 deltaLoss = -0.000003 NewtonStep: 0.303 0.001000 Updating 1 features Updating 1 features NewtonStep: 0.073 0.000000 increaseLambda: 0.303 0.000000 256: time = 0.303000 loss = 6.880309 NewtonStep: 0.199 0.001000 'DOC__rev lambda = 0.2797 alpha = 0.013639 lossBound = -0.000000 W1 = 0.668362 N1 = 0.683069 deltaLoss = -0.000003 increaseLambda: 0.073 0.000000 101: time = 0.074000 loss = 6.791020 'PTL__rev lambda = -0.3934 alpha = -0.005607 lossBound = -0.000001 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000002 increaseLambda: 0.2 0.001000 154: time = 0.200000 loss = 6.831134 'NTL__rev lambda = -2.2574 alpha = -0.014920 lossBound = -0.000000 W1 = 0.024737 N1 = 0.012369 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.074 0.000000 Updating 1 features NewtonStep: 0.304 0.001000 increaseLambda: 0.074 0.000000 Undoing contribution: was 0.18500582541883748 now 0.18500522990315893 102: time = 0.074000 loss = 6.791019 'PTL__rev lambda = -1.7203 alpha = 0.004230 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 0.304 0.000000 Undoing contribution: was 0.0107691854188655 now 0.01076628370730025 257: time = 0.304000 loss = 6.880306 'DOC__rev lambda = 0.4213 alpha = -0.014866 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 Updating 0 features NewtonStep: 0.074 0.000000 Updating 1 features increaseLambda: 0.074 0.000000 Undoing contribution: was 0.014619982800796015 now 0.014618900218387408 NewtonStep: 0.2 0.000000 103: time = 0.074000 loss = 6.791018 'PTL__rev lambda = 0.2687 alpha = -0.006683 lossBound = -0.000000 W1 = 0.808671 N1 = 0.824897 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.304 0.000000 Updating 0 features increaseLambda: 0.2 0.000000 Undoing contribution: was 0.014212446360724164 now 0.014211524248877729 155: time = 0.200000 loss = 6.831133 'NTL__rev lambda = -0.2060 alpha = 0.012409 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 NewtonStep: 0.074 0.000000 increaseLambda: 0.304 0.000000 258: time = 0.304000 loss = 6.880303 'DOC__rev lambda = 0.2933 alpha = 0.013582 lossBound = -0.000000 W1 = 0.668362 N1 = 0.683069 deltaLoss = -0.000003 increaseLambda: 0.074 0.000000 104: time = 0.075000 loss = 6.791015 'PTL__rev lambda = 0.1788 alpha = 0.009907 lossBound = -0.000001 W1 = 0.785831 N1 = 0.802858 deltaLoss = -0.000003 Updating 0 features NewtonStep: 0.075 0.000000 Updating 1 features increaseLambda: 0.075 0.000000 Undoing contribution: was 0.014618900218387408 now 0.014616228658493212 105: time = 0.075000 loss = 6.791013 NewtonStep: 0.305 0.001000 'PTL__rev lambda = 0.2582 alpha = -0.010511 lossBound = -0.000001 W1 = 0.808670 N1 = 0.824897 deltaLoss = -0.000003 increaseLambda: 0.305 0.000000 Undoing contribution: was 0.01076628370730025 now 0.010763405698806504 259: time = 0.305000 loss = 6.880300 'DOC__rev lambda = 0.4065 alpha = -0.014803 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 Updating 0 features NewtonStep: 0.075 0.000000 Updating 1 features NewtonStep: 0.201 0.001000 increaseLambda: 0.075 0.000000 106: time = 0.075000 loss = 6.791010 'PTL__rev lambda = 0.1886 alpha = 0.009853 lossBound = -0.000001 W1 = 0.785831 N1 = 0.802858 deltaLoss = -0.000003 Updating 0 features Updating 1 features NewtonStep: 0.075 0.000000 NewtonStep: 0.305 0.000000 increaseLambda: 0.075 0.000000 Undoing contribution: was 0.014616228658493212 now 0.014613594344820234 107: time = 0.075000 loss = 6.791007 increaseLambda: 0.305 0.000000 260: time = 0.305000 loss = 6.880297 'DOC__rev lambda = 0.3068 alpha = 0.013525 lossBound = -0.000000 W1 = 0.668362 N1 = 0.683069 deltaLoss = -0.000003 'PTL__rev lambda = 0.2478 alpha = -0.010436 lossBound = -0.000001 W1 = 0.808670 N1 = 0.824897 deltaLoss = -0.000003 Updating 2 features NewtonStep: 0.306 0.001000 Updating 0 features NewtonStep: 0.076 0.001000 increaseLambda: 0.306 0.000000 Undoing contribution: was 0.010763405698806504 now 0.01076055121734819 261: time = 0.306000 loss = 6.880294 'DOC__rev lambda = 0.3917 alpha = -0.014741 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 increaseLambda: 0.076 0.000000 108: time = 0.076000 loss = 6.791005 'PTL__rev lambda = 0.1984 alpha = 0.009783 lossBound = -0.000001 W1 = 0.785831 N1 = 0.802858 deltaLoss = -0.000003 Updating 0 features NewtonStep: 0.076 0.000000 Updating 0 features increaseLambda: 0.076 0.000000 Undoing contribution: was 0.014613594344820234 now 0.014610996717122402 109: time = 0.076000 loss = 6.791002 'PTL__rev lambda = 0.2374 alpha = -0.010361 lossBound = -0.000001 W1 = 0.808670 N1 = 0.824897 deltaLoss = -0.000003 NewtonStep: 0.306 0.000000 Updating 0 features NewtonStep: 0.076 0.000000 increaseLambda: 0.077 0.001000 110: time = 0.077000 loss = 6.790999 'PTL__rev lambda = 0.2081 alpha = 0.009713 lossBound = -0.000001 W1 = 0.785831 N1 = 0.802858 deltaLoss = -0.000003 Updating 0 features increaseLambda: 0.307 0.001000 262: time = 0.307000 loss = 6.880291 'DOC__rev lambda = 0.3203 alpha = 0.013469 lossBound = -0.000000 W1 = 0.668362 N1 = 0.683069 deltaLoss = -0.000003 NewtonStep: 0.077 0.000000 increaseLambda: 0.077 0.000000 Undoing contribution: was 0.014610996717122402 now 0.014608435262003281 111: time = 0.077000 loss = 6.790997 'PTL__rev lambda = 0.2271 alpha = -0.010287 lossBound = -0.000001 W1 = 0.808670 N1 = 0.824897 deltaLoss = -0.000003 increaseLambda: 0.203 0.002000 156: time = 0.203000 loss = 6.831132 'NTL__rev lambda = -2.2717 alpha = -0.014271 lossBound = -0.000000 W1 = 0.024737 N1 = 0.012369 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.077 0.000000 Updating 1 features NewtonStep: 0.307 0.000000 increaseLambda: 0.077 0.000000 112: time = 0.077000 loss = 6.790994 'PTL__rev lambda = 0.2178 alpha = 0.009645 lossBound = -0.000001 W1 = 0.785831 N1 = 0.802858 deltaLoss = -0.000003 increaseLambda: 0.307 0.000000 Undoing contribution: was 0.01076055121734819 now 0.010757720087954158 263: time = 0.307000 loss = 6.880288 Updating 0 features 'DOC__rev lambda = 0.3770 alpha = -0.014679 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 NewtonStep: 0.077 0.000000 increaseLambda: 0.078 0.001000 Undoing contribution: was 0.014608435262003281 now 0.014605909473295318 113: time = 0.078000 loss = 6.790992 'PTL__rev lambda = 0.2169 alpha = -0.010214 lossBound = -0.000001 W1 = 0.808670 N1 = 0.824897 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.204 0.001000 Updating 0 features NewtonStep: 0.078 0.000000 Updating 1 features NewtonStep: 0.308 0.001000 increaseLambda: 0.204 0.000000 Undoing contribution: was 0.014211524248877729 now 0.014210681928260917 157: time = 0.204000 loss = 6.831131 'NTL__rev lambda = -0.1942 increaseLambda: 0.078 0.000000 alpha = 0.011860 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 increaseLambda: 0.308 0.000000 264: time = 0.308000 loss = 6.880286 'DOC__rev lambda = 0.3337 alpha = 0.013413 lossBound = -0.000000 W1 = 0.668362 N1 = 0.683069 deltaLoss = -0.000003 114: time = 0.078000 loss = 6.790989 'PTL__rev lambda = 0.2274 alpha = 0.009576 lossBound = -0.000001 W1 = 0.785831 N1 = 0.802858 deltaLoss = -0.000003 Updating 1 features Updating 1 features NewtonStep: 0.308 0.000000 Updating 0 features NewtonStep: 0.078 0.000000 increaseLambda: 0.308 0.000000 Undoing contribution: was 0.010757720087954158 now 0.010754912136725291 increaseLambda: 0.078 0.000000 NewtonStep: 0.204 0.000000 Undoing contribution: was 0.014605909473295318 now 0.014603418851963921 115: time = 0.078000 loss = 6.790987 265: time = 0.308000 loss = 6.880283 'PTL__rev lambda = 0.2068 'DOC__rev lambda = 0.3624 alpha = -0.010142 lossBound = -0.000001 W1 = 0.808670 N1 = 0.824897 deltaLoss = -0.000002 alpha = -0.014617 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 Updating 0 features NewtonStep: 0.079 0.001000 increaseLambda: 0.079 0.000000 116: time = 0.079000 loss = 6.790984 'PTL__rev lambda = 0.2369 increaseLambda: 0.205 0.001000 alpha = 0.009509 lossBound = -0.000001 W1 = 0.785831 N1 = 0.802858 deltaLoss = -0.000002 Updating 0 features NewtonStep: 0.079 0.000000 increaseLambda: 0.079 0.000000 117: time = 0.079000 loss = 6.790983 'PTL__rev lambda = -0.3989 alpha = -0.005494 lossBound = -0.000001 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000002 Updating 0 features NewtonStep: 0.079 0.000000 increaseLambda: 0.079 0.000000 118: time = 0.079000 loss = 6.790982 'PTL__rev lambda = 0.2423 alpha = 0.005481 lossBound = -0.000000 W1 = 0.785832 N1 = 0.802858 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.08 0.001000 increaseLambda: 0.08 0.000000 Undoing contribution: was 0.014603418851963921 now 0.014600839281009746 119: time = 0.080000 loss = 6.790979 'PTL__rev lambda = 0.1965 alpha = -0.010328 lossBound = -0.000001 W1 = 0.808670 N1 = 0.824897 deltaLoss = -0.000003 Updating 11 features Updating 1 features 158: time = 0.206000 loss = 6.831130 'NTL__rev lambda = -0.0576 NewtonStep: 0.31 0.002000 alpha = -0.008780 lossBound = -0.000000 W1 = 0.070683 N1 = 0.055977 deltaLoss = -0.000001 Reducing stepsize from 6.059997420433583 to 1.4335953666829624 Newton: returning 1.4335953666829624 Updating 1 features increaseLambda: 0.31 0.000000 266: time = 0.310000 loss = 6.880280 'DOC__rev lambda = 0.3470 alpha = 0.013357 lossBound = -0.000000 W1 = 0.668362 N1 = 0.683069 deltaLoss = -0.000003 Updating 1 features Loss was 6.790979163186714, now 6.790894506824871, delta -0.000085 NewtonStep: 0.206 0.000000 parallelUpdate: 0.08 0.000000 Updating 0 features NewtonStep: 0.31 0.000000 Updating 1 features increaseLambda: 0.206 0.000000 Undoing contribution: was 0.014210681928260917 now 0.014209948466243573 159: time = 0.206000 loss = 6.831129 NewtonStep: 0.08 0.000000 'NTL__rev lambda = -0.1831 alpha = 0.011062 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 increaseLambda: 0.31 0.000000 Undoing contribution: was 0.010754912136725291 now 0.010752127190841608 267: time = 0.310000 loss = 6.880277 'DOC__rev lambda = 0.3479 alpha = -0.014556 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 increaseLambda: 0.08 0.000000 121: time = 0.081000 loss = 6.790879 'PTL__rev lambda = 0.4433 alpha = 0.023482 lossBound = -0.000005 W1 = 0.785825 N1 = 0.802858 deltaLoss = -0.000015 Updating 0 features NewtonStep: 0.081 0.000000 Updating 0 features increaseLambda: 0.081 0.000000 Undoing contribution: was 0.007753905471864709 now 0.007752339051219959 122: time = 0.081000 loss = 6.790878 NewtonStep: 0.311 0.001000 'PTL__rev lambda = 0.3176 alpha = -0.008001 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000002 Updating 1 features NewtonStep: 0.207 0.001000 increaseLambda: 0.311 0.000000 268: time = 0.311000 loss = 6.880274 'DOC__rev lambda = 0.3603 alpha = 0.013301 lossBound = -0.000000 W1 = 0.668362 N1 = 0.683069 deltaLoss = -0.000003 increaseLambda: 0.207 0.000000 160: time = 0.207000 loss = 6.831128 'NTL__rev lambda = -2.2860 alpha = -0.014369 lossBound = -0.000000 W1 = 0.024737 N1 = 0.012369 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.311 0.000000 Updating 2 features NewtonStep: 0.207 0.000000 increaseLambda: 0.311 0.000000 Undoing contribution: was 0.010752127190841608 now 0.010749365078532068 269: time = 0.311000 loss = 6.880272 'DOC__rev lambda = 0.3334 alpha = -0.014494 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 Updating 14 features increaseLambda: 0.208 0.001000 Undoing contribution: was 0.014209948466243573 now 0.01420909355082778 161: time = 0.208000 loss = 6.831128 'NTL__rev lambda = -0.1712 alpha = 0.011949 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 Newton: returning 0.9162303364758405 Updating 1 features Updating 1 features NewtonStep: 0.208 0.000000 increaseLambda: 0.208 0.000000 162: time = 0.208000 loss = 6.831127 'NTL__rev lambda = -2.2998 alpha = -0.013743 lossBound = -0.000000 W1 = 0.024737 N1 = 0.012369 deltaLoss = -0.000001 Loss was 6.880271683775835, now 6.8802105734154475, delta -0.000061 parallelUpdate: 0.312 0.001000 Updating 1 features NewtonStep: 0.208 0.000000 Updating 0 features increaseLambda: 0.208 0.000000 Undoing contribution: was 0.01420909355082778 now 0.014208312692859272 163: time = 0.208000 loss = 6.831126 'NTL__rev lambda = -0.1598 alpha = 0.011420 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.312 0.000000 NewtonStep: 0.083 0.002000 increaseLambda: 0.083 0.000000 123: time = 0.083000 loss = 6.790876 increaseLambda: 0.313 0.001000 Updating 1 features 271: time = 0.313000 loss = 6.880183 'DOC__rev lambda = -0.5465 alpha = -0.030921 lossBound = -0.000009 W1 = 0.212131 N1 = 0.192069 deltaLoss = -0.000027 NewtonStep: 0.209 0.001000 increaseLambda: 0.209 0.000000 164: time = 0.209000 loss = 6.831125 'NTL__rev lambda = -0.0660 alpha = -0.008414 lossBound = -0.000000 W1 = 0.070683 N1 = 0.055977 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.313 0.000000 Updating 1 features increaseLambda: 0.313 0.000000 Undoing contribution: was 0.010749365078532068 now 0.010735367480718782 272: time = 0.313000 loss = 6.880169 'DOC__rev lambda = 0.1150 NewtonStep: 0.209 0.000000 'PTL__rev lambda = 0.4509 alpha = 0.007663 lossBound = -0.000001 W1 = 0.785832 N1 = 0.802858 deltaLoss = -0.000002 Updating 0 features alpha = -0.032839 lossBound = -0.000002 W1 = 0.704372 N1 = 0.719082 deltaLoss = -0.000014 NewtonStep: 0.083 0.000000 increaseLambda: 0.084 0.001000 Undoing contribution: was 0.007752339051219959 now 0.007750743053782639 124: time = 0.084000 loss = 6.790874 'PTL__rev lambda = 0.3096 alpha = -0.008076 lossBound = -0.000001 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000002 Updating 0 features Updating 0 features NewtonStep: 0.084 0.000000 increaseLambda: 0.209 0.000000 Undoing contribution: was 0.014208312692859272 now 0.014207638947161818 165: time = 0.210000 loss = 6.831125 'NTL__rev lambda = -0.1491 alpha = 0.010603 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 NewtonStep: 0.314 0.001000 increaseLambda: 0.084 0.000000 125: time = 0.084000 loss = 6.790873 'PTL__rev lambda = 0.4586 alpha = 0.007618 lossBound = -0.000001 W1 = 0.785832 N1 = 0.802858 deltaLoss = -0.000002 increaseLambda: 0.314 0.000000 Undoing contribution: was 0.005639530438239029 now 0.005630424723489704 273: time = 0.314000 loss = 6.880160 'DOC__rev lambda = -0.3798 alpha = 0.021564 lossBound = -0.000003 W1 = 0.121634 N1 = 0.105407 deltaLoss = -0.000009 Updating 0 features NewtonStep: 0.084 0.000000 increaseLambda: 0.084 0.000000 Undoing contribution: was 0.007750743053782639 now 0.007749165796345093 126: time = 0.084000 loss = 6.790871 Updating 1 features NewtonStep: 0.21 0.000000 Updating 0 features 'PTL__rev lambda = 0.3015 alpha = -0.008027 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000002 NewtonStep: 0.314 0.000000 Updating 0 features NewtonStep: 0.084 0.000000 increaseLambda: 0.315 0.001000 Undoing contribution: was 0.010735367480718782 now 0.010731868781072339 274: time = 0.315000 loss = 6.880156 'DOC__rev lambda = 0.0987 alpha = -0.016331 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 increaseLambda: 0.085 0.001000 127: time = 0.085000 loss = 6.790870 'PTL__rev lambda = 0.4661 alpha = 0.007572 lossBound = -0.000001 W1 = 0.785832 N1 = 0.802858 deltaLoss = -0.000002 Updating 0 features NewtonStep: 0.085 0.000000 increaseLambda: 0.085 0.000000 Undoing contribution: was 0.007749165796345093 now 0.007747607057169138 128: time = 0.085000 loss = 6.790868 'PTL__rev lambda = 0.2936 alpha = -0.007979 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000002 increaseLambda: 0.211 0.001000 166: time = 0.211000 loss = 6.831124 'NTL__rev lambda = -2.3136 alpha = -0.013834 lossBound = -0.000000 W1 = 0.024737 N1 = 0.012369 deltaLoss = -0.000001 Updating 0 features Updating 0 features NewtonStep: 0.085 0.000000 NewtonStep: 0.315 0.000000 increaseLambda: 0.085 0.000000 129: time = 0.085000 loss = 6.790867 'PTL__rev lambda = 0.4737 alpha = 0.007527 lossBound = -0.000001 W1 = 0.785832 N1 = 0.802858 deltaLoss = -0.000002 increaseLambda: 0.315 0.000000 Undoing contribution: was 0.0010401828723449165 now 0.001038190176830542 275: time = 0.315000 loss = 6.880154 'DOC__rev lambda = -0.2554 alpha = 0.008335 lossBound = -0.000001 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000002 Updating 1 features Updating 0 features NewtonStep: 0.211 0.000000 NewtonStep: 0.085 0.000000 increaseLambda: 0.211 0.000000 Undoing contribution: was 0.014207638947161818increaseLambda: 0.086 0.001000 Undoing contribution: was 0.007747607057169138 now 0.007746066617827719 130: time = 0.086000 loss = 6.790865 'PTL__rev lambda = 0.2856 alpha = -0.007932 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000002 Updating 0 features NewtonStep: 0.316 0.001000 Updating 0 features NewtonStep: 0.086 0.000000 increaseLambda: 0.316 0.000000 Undoing contribution: was 0.010731868781072339 now 0.010730768942333145 276: time = 0.316000 loss = 6.880153 'DOC__rev lambda = 0.0895 now 0.014206846798187846 alpha = -0.009135 lossBound = -0.000000 W1 = 0.704376 N1 = 0.719082 deltaLoss = -0.000001 increaseLambda: 0.086 0.000000 131: time = 0.086000 loss = 6.790863 'PTL__rev lambda = 0.4811 alpha = 0.007482 lossBound = -0.000001 W1 = 0.785832 N1 = 0.802858 deltaLoss = -0.000002 167: time = 0.212000 loss = 6.831123 'NTL__rev lambda = -0.1376 alpha = 0.011503 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.086 0.000000 Updating 0 features increaseLambda: 0.086 0.000000 Undoing contribution: was 0.007746066617827719 now 0.007744544262480158 132: time = 0.086000 loss = 6.790862 'PTL__rev lambda = 0.2777 alpha = -0.007884 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000002 NewtonStep: 0.316 0.000000 Updating 0 features NewtonStep: 0.086 0.000000 Updating 1 features increaseLambda: 0.086 0.000000 133: time = 0.086000 loss = 6.790860 'PTL__rev lambda = 0.4886 alpha = 0.007438 lossBound = -0.000000 W1 = 0.785832 N1 = 0.802858 deltaLoss = -0.000002 NewtonStep: 0.212 0.000000 increaseLambda: 0.316 0.000000 277: time = 0.316000 loss = 6.880151 'DOC__rev lambda = 0.0432 alpha = 0.012847 lossBound = -0.000000 W1 = 0.668977 N1 = 0.683683 deltaLoss = -0.000003 Updating 0 features NewtonStep: 0.087 0.001000 increaseLambda: 0.087 0.000000 Undoing contribution: was 0.007744544262480158increaseLambda: 0.213 0.001000 168: time = 0.213000 loss = 6.831122 'NTL__rev lambda = -2.3268 alpha = -0.013231 lossBound = -0.000000 W1 = 0.024737 N1 = 0.012369 deltaLoss = -0.000001 now 0.007743039777860606 134: time = 0.087000 loss = 6.790859 'PTL__rev lambda = 0.2699 alpha = -0.007837 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000002 Updating 0 features Updating 0 features NewtonStep: 0.087 0.000000 NewtonStep: 0.317 0.001000 increaseLambda: 0.087 0.000000 135: time = 0.087000 loss = 6.790857 'PTL__rev lambda = 0.4960 alpha = 0.007393 lossBound = -0.000000 W1 = 0.785832 N1 = 0.802858 deltaLoss = -0.000002 increaseLambda: 0.317 0.000000 Undoing contribution: was 0.010730768942333145 now 0.010728192390515022 278: time = 0.317000 loss = 6.880148 Updating 1 features 'DOC__rev lambda = 0.0755 alpha = -0.013992 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 NewtonStep: 0.213 0.000000 Updating 0 features NewtonStep: 0.087 0.000000 increaseLambda: 0.213 0.000000 Undoing contribution: was 0.014206846798187846 now 0.014206123342001333 169: time = 0.213000 loss = 6.831121 increaseLambda: 0.087 0.000000 Undoing contribution: was 0.007743039777860606'NTL__rev lambda = -0.1267 alpha = 0.010993 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 now 0.0077415529532105405 136: time = 0.087000 loss = 6.790856 Updating 0 features NewtonStep: 0.317 0.000000 Updating 1 features 'PTL__rev lambda = 0.2621 alpha = -0.007790 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 NewtonStep: 0.214 0.001000 increaseLambda: 0.318 0.001000 279: time = 0.318000 loss = 6.880146 'DOC__rev lambda = 0.0560 alpha = 0.012808 lossBound = -0.000000 W1 = 0.668977 N1 = 0.683683 deltaLoss = -0.000003 Updating 0 features NewtonStep: 0.088 0.001000 increaseLambda: 0.088 0.000000 137: time = 0.088000 loss = 6.790854 'PTL__rev lambda = 0.5033 alpha = 0.007349 lossBound = -0.000000 W1 = 0.785832 N1 = 0.802858 deltaLoss = -0.000001 increaseLambda: 0.214 0.000000 170: time = 0.214000 loss = 6.831121 'NTL__rev lambda = -2.3395 alpha = -0.012646 lossBound = -0.000000 W1 = 0.024737 N1 = 0.012369 deltaLoss = -0.000001 Updating 0 features Updating 1 features NewtonStep: 0.318 0.000000 increaseLambda: 0.318 0.000000 Undoing contribution: was 0.010728192390515022 now 0.010725636444922958 280: time = 0.318000 loss = 6.880143 'DOC__rev lambda = 0.0616 Updating 1 features alpha = -0.013935 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 NewtonStep: 0.214 0.000000 increaseLambda: 0.214 0.000000 Undoing contribution: was 0.014206123342001333 now 0.014205462687464922 171: time = 0.214000 loss = 6.831120 'NTL__rev lambda = -0.1161 alpha = 0.010506 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 Updating 2 features NewtonStep: 0.319 0.001000 increaseLambda: 0.319 0.000000 281: time = 0.319000 loss = 6.880141 'DOC__rev lambda = 0.0688 alpha = 0.012756 lossBound = -0.000000 W1 = 0.668977 N1 = 0.683683 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.215 0.001000 increaseLambda: 0.215 0.000000 172: time = 0.215000 loss = 6.831119 'NTL__rev lambda = -0.0745 alpha = -0.008484 lossBound = -0.000000 W1 = 0.070683 N1 = 0.055977 deltaLoss = -0.000001 NewtonStep: 0.088 0.000000 Updating 1 features increaseLambda: 0.089 0.001000 Undoing contribution: was 0.0077415529532105405 now 0.007740083580284097 138: time = 0.089000 loss = 6.790853 'PTL__rev lambda = 0.2544 alpha = -0.007744 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.089 0.000000 increaseLambda: 0.089 0.000000 139: time = 0.089000 loss = 6.790851 'PTL__rev lambda = 0.5106 alpha = 0.007306 lossBound = -0.000000 W1 = 0.785832 N1 = 0.802858 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.089 0.000000 Updating 1 features NewtonStep: 0.216 0.001000 increaseLambda: 0.09 0.001000 Undoing contribution: was 0.007740083580284097 now 0.007738631453286782 140: time = 0.090000 loss = 6.790850 'PTL__rev lambda = 0.2467 alpha = -0.007697 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 increaseLambda: 0.216 0.000000 Undoing contribution: was 0.014205462687464922 now 0.014204777382058721 173: time = 0.216000 loss = 6.831119 'NTL__rev lambda = -0.1054 alpha = 0.010698 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.216 0.000000 increaseLambda: 0.216 0.000000 174: time = 0.216000 loss = 6.831118 'NTL__rev lambda = -2.3523 alpha = -0.012797 lossBound = -0.000000 W1 = 0.024737 N1 = 0.012369 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.217 0.001000 increaseLambda: 0.217 0.000000 Undoing contribution: was 0.014204777382058721 now 0.014204100596424076 175: time = 0.217000 loss = 6.831117 'NTL__rev lambda = -0.0948 alpha = 0.010634 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.217 0.000000 increaseLambda: 0.217 0.000000 Undoing contribution: was 0.01892846399689718 now 0.01891534348643242 176: time = 0.217000 loss = 6.831104 NTL: lambda = -15.9458 min = 5.0000 max = 26,100.0000 alpha = 0.228896 lossBound = -0.000000 W1 = 0.028625 N1 = 0.027624 deltaLoss = -0.000013 Updating 1 features NewtonStep: 0.218 0.001000 increaseLambda: 0.218 0.000000 Undoing contribution: was 5.517059088093546E-4 now 5.468440252336193E-4 177: time = 0.218000 loss = 6.831099 'NTL__rev lambda = -0.1028 alpha = 0.013734 lossBound = -0.000002 W1 = 0.203704 N1 = 0.184806 deltaLoss = -0.000005 Updating 1 features NewtonStep: 0.218 0.000000 increaseLambda: 0.218 0.000000 178: time = 0.218000 loss = 6.831098 'NTL__rev lambda = -2.3704 alpha = -0.018062 lossBound = -0.000001 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.219 0.001000 increaseLambda: 0.219 0.000000 Undoing contribution: was 0.014204100596424076 now 0.014203534850550816 179: time = 0.219000 loss = 6.831097 'NTL__rev lambda = -0.0851 alpha = 0.009723 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 Updating 6 features Reducing stepsize from 1.7219049643528184 to 0.45440548195812375 Newton: returning 0.45440548195812375 Updating 1 features Loss was 6.8310972233439635, now 6.831084005171001, delta -0.000013 parallelUpdate: 0.219 0.000000 Updating 2 features NewtonStep: 0.219 0.000000 increaseLambda: 0.22 0.001000 181: time = 0.220000 loss = 6.831083 'NTL__rev lambda = -0.1000 alpha = -0.007990 lossBound = -0.000000 W1 = 0.070683 N1 = 0.055977 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.22 0.000000 increaseLambda: 0.22 0.000000 Undoing contribution: was 5.468440252336193E-4 now 5.455647107108575E-4 182: time = 0.220000 loss = 6.831082 'NTL__rev lambda = -0.0897 alpha = 0.007042 lossBound = -0.000000 W1 = 0.203703 N1 = 0.184806 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.22 0.000000 increaseLambda: 0.221 0.001000 183: time = 0.221000 loss = 6.831081 'NTL__rev lambda = -0.1089 alpha = -0.008911 lossBound = -0.000000 W1 = 0.070683 N1 = 0.055977 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.221 0.000000 increaseLambda: 0.221 0.000000 Undoing contribution: was 5.455647107108575E-4 now 5.449483014956314E-4 184: time = 0.221000 loss = 6.831081 'NTL__rev lambda = -0.0848 alpha = 0.004889 lossBound = -0.000000 W1 = 0.203703 N1 = 0.184806 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.221 0.000000 increaseLambda: 0.222 0.001000 185: time = 0.222000 loss = 6.831080 'NTL__rev lambda = -0.1151 alpha = -0.006195 lossBound = -0.000000 W1 = 0.070683 N1 = 0.055977 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.222 0.000000 NewtonStep: 0.326 0.007000 increaseLambda: 0.222 0.000000 Undoing contribution: was 5.449483014956314E-4 now 5.44650599133314E-4 186: time = 0.222000 loss = 6.831080 'NTL__rev lambda = -0.0814 alpha = 0.003397 lossBound = -0.000000 W1 = 0.203703 N1 = 0.184806 deltaLoss = -0.000000 increaseLambda: 0.326 0.000000 Undoing contribution: was 0.010725636444922958 now 0.010723100936569462 282: time = 0.326000 loss = 6.880138 'DOC__rev lambda = 0.0477 alpha = -0.013878 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.222 0.000000 Updating 1 features NewtonStep: 0.326 0.000000 increaseLambda: 0.222 0.000000 187: time = 0.222000 loss = 6.831080 'NTL__rev lambda = -0.1194 alpha = -0.004304 lossBound = -0.000000 W1 = 0.070683 N1 = 0.055977 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.223 0.001000 increaseLambda: 0.223 0.000000 Undoing contribution: was 0.07412253943980177 now 0.07412240200108447 188: time = 0.223000 loss = 6.831079 'NTL__rev lambda = -2.4377 alpha = 0.005649 lossBound = -0.000000 W1 = 0.024737 N1 = 0.012369 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.223 0.000000 increaseLambda: 0.223 0.000000 189: time = 0.224000 loss = 6.831079 'NTL__rev lambda = -0.1223 alpha = -0.002983 lossBound = -0.000000 W1 = 0.070683 N1 = 0.055977 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.224 0.000000 increaseLambda: 0.224 0.000000 Undoing contribution: was 5.44650599133314E-4 now 5.444720779861157E-4 190: time = 0.224000 loss = 6.831079 'NTL__rev lambda = -0.0788 alpha = 0.002631 lossBound = -0.000000 W1 = 0.203703 N1 = 0.184806 deltaLoss = -0.000000 increaseLambda: 0.328 0.002000 283: time = 0.328000 loss = 6.880135 'DOC__rev lambda = 0.0815 alpha = 0.012704 lossBound = -0.000000 W1 = 0.668977 N1 = 0.683683 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.224 0.000000 increaseLambda: 0.224 0.000000 191: time = 0.224000 loss = 6.831079 'NTL__rev lambda = -0.1257 alpha = -0.003329 lossBound = -0.000000 W1 = 0.070683 N1 = 0.055977 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.225 0.001000 increaseLambda: 0.225 0.000000 Undoing contribution: was 0.07412240200108447 now 0.07412230151326196 192: time = 0.225000 loss = 6.831079 'NTL__rev lambda = -2.4329 alpha = 0.004828 lossBound = -0.000000 W1 = 0.024737 N1 = 0.012369 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.226 0.001000 increaseLambda: 0.226 0.000000 193: time = 0.226000 loss = 6.831079 'NTL__rev lambda = -0.1282 alpha = -0.002550 lossBound = -0.000000 W1 = 0.070683 N1 = 0.055977 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.226 0.000000 increaseLambda: 0.226 0.000000 Undoing contribution: was 5.444720779861157E-4 now 5.443629668979511E-4 194: time = 0.226000 loss = 6.831079 'NTL__rev lambda = -0.0767 alpha = 0.002057 lossBound = -0.000000 W1 = 0.203703 N1 = 0.184806 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.227 0.001000 Updating 1 features NewtonStep: 0.331 0.003000 increaseLambda: 0.227 0.000000 195: time = 0.227000 loss = 6.831079 'NTL__rev lambda = -0.1308 alpha = -0.002603 lossBound = -0.000000 W1 = 0.070683 N1 = 0.055977 deltaLoss = -0.000000 increaseLambda: 0.331 0.000000 Undoing contribution: was 0.010723100936569462 now 0.01072058571586486 284: time = 0.331000 loss = 6.880133 'DOC__rev lambda = 0.0339 alpha = -0.013821 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.227 0.000000 Updating 1 features increaseLambda: 0.227 0.000000 Undoing contribution: was 0.07412230151326196 now 0.07412222999240695 196: time = 0.227000 loss = 6.831079 NewtonStep: 0.331 0.000000 'NTL__rev lambda = -2.4288 alpha = 0.004072 lossBound = -0.000000 W1 = 0.024737 N1 = 0.012369 deltaLoss = -0.000000 increaseLambda: 0.331 0.000000 285: time = 0.331000 loss = 6.880130 'DOC__rev lambda = 0.0941 alpha = 0.012652 lossBound = -0.000000 W1 = 0.668977 N1 = 0.683683 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.228 0.001000 Updating 1 features NewtonStep: 0.332 0.001000 increaseLambda: 0.228 0.000000 197: time = 0.228000 loss = 6.831079 'NTL__rev lambda = -0.1330 alpha = -0.002151 lossBound = -0.000000 W1 = 0.070683 N1 = 0.055977 deltaLoss = -0.000000 increaseLambda: 0.332 0.000000 Undoing contribution: was 0.01072058571586486 now 0.010718090634138743 286: time = 0.332000 loss = 6.880128 'DOC__rev lambda = 0.0201 alpha = -0.013764 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000002 Updating 1 features NewtonStep: 0.228 0.000000 increaseLambda: 0.228 0.000000 Undoing contribution: was 5.443629668979511E-4 now 5.442951040848043E-4 198: time = 0.228000 loss = 6.831078 'NTL__rev lambda = -0.0751 alpha = 0.001622 lossBound = -0.000000 W1 = 0.203703 N1 = 0.184806 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.229 0.001000 increaseLambda: 0.229 0.000000 199: time = 0.229000 loss = 6.831078 'NTL__rev lambda = -0.1350 alpha = -0.002052 lossBound = -0.000000 W1 = 0.070683 N1 = 0.055977 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.229 0.000000 increaseLambda: 0.229 0.000000 Undoing contribution: was 0.07412222999240695 now 0.07412218003832785 200: time = 0.229000 loss = 6.831078 'NTL__rev lambda = -2.4254 alpha = 0.003402 lossBound = -0.000000 W1 = 0.024737 N1 = 0.012369 deltaLoss = -0.000000 Converged after 200 iterations 200: time = 0.229000 loss = 6.831078 Resulting gain: 0.19268057423151497 Daphnia_lumholtzi response curves Updating 1 features NewtonStep: 0.334 0.002000 increaseLambda: 0.334 0.000000 287: time = 0.334000 loss = 6.880125 'DOC__rev lambda = 0.1067 alpha = 0.012600 lossBound = -0.000000 W1 = 0.668977 N1 = 0.683683 deltaLoss = -0.000002 Updating 1 features NewtonStep: 0.335 0.001000 increaseLambda: 0.335 0.000000 Undoing contribution: was 0.010718090634138743 now 0.01071561554362309 288: time = 0.335000 loss = 6.880123 'DOC__rev lambda = 0.0064 alpha = -0.013707 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000002 Updating 1 features NewtonStep: 0.336 0.001000 increaseLambda: 0.336 0.000000 289: time = 0.336000 loss = 6.880120 'DOC__rev lambda = 0.1193 alpha = 0.012549 lossBound = -0.000000 W1 = 0.668977 N1 = 0.683683 deltaLoss = -0.000002 Updating 0 features Reducing newton stepsize from -0.013650561230368818 to -0.006440510907726892 NewtonStep: 0.337 0.001000 increaseLambda: 0.337 0.000000 Undoing contribution: was 0.01071561554362309 now 0.010713843410525047 290: time = 0.337000 loss = 6.880119 'DOC__rev lambda = 0.0000 alpha = -0.006441 lossBound = -0.000000 W1 = 0.704566 N1 = 0.719082 deltaLoss = -0.000002 Updating 1 features NewtonStep: 0.337 0.000000 increaseLambda: 0.337 0.000000 291: time = 0.337000 loss = 6.880096 DOC: lambda = -21.7428 min = 0.3400 max = 290.5700 alpha = -0.609536 lossBound = -0.000000 W1 = 0.017867 N1 = 0.016866 deltaLoss = -0.000023 Updating 1 features NewtonStep: 0.339 0.002000 increaseLambda: 0.339 0.000000 292: time = 0.339000 loss = 6.880085 'DOC__rev lambda = -0.5661 alpha = -0.019565 lossBound = -0.000004 W1 = 0.212127 N1 = 0.192069 deltaLoss = -0.000011 Updating 1 features NewtonStep: 0.34 0.001000 increaseLambda: 0.34 0.000000 Undoing contribution: was 0.006830077477354869 now 0.006825954326574958 293: time = 0.340000 loss = 6.880081 'DOC__rev lambda = 0.4900 alpha = -0.017287 lossBound = -0.000001 W1 = 0.694011 N1 = 0.708718 deltaLoss = -0.000004 Updating 1 features NewtonStep: 0.341 0.001000 increaseLambda: 0.341 0.000000 Undoing contribution: was 0.001038190176830542 now 0.0010356768504382026 294: time = 0.341000 loss = 6.880078 'DOC__rev lambda = -0.2460 alpha = 0.009365 lossBound = -0.000001 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.341 0.000000 increaseLambda: 0.341 0.000000 Undoing contribution: was 0.006825954326574958 now 0.00682454837443447 295: time = 0.341000 loss = 6.880077 'DOC__rev lambda = 0.4800 alpha = -0.010070 lossBound = -0.000000 W1 = 0.694011 N1 = 0.708718 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.342 0.001000 increaseLambda: 0.342 0.000000 Undoing contribution: was 0.0010356768504382026 now 0.0010348857517041262 296: time = 0.342000 loss = 6.880076 'DOC__rev lambda = -0.2407 alpha = 0.005250 lossBound = -0.000000 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.343 0.001000 increaseLambda: 0.343 0.000000 297: time = 0.343000 loss = 6.880062 DOC: lambda = -22.2166 min = 0.3400 max = 290.5700 alpha = -0.473762 lossBound = -0.000000 W1 = 0.017866 N1 = 0.016866 deltaLoss = -0.000014 Updating 1 features NewtonStep: 0.343 0.000000 increaseLambda: 0.344 0.001000 Undoing contribution: was 0.00682454837443447 now 0.00680696610223186 298: time = 0.344000 loss = 6.880045 'DOC__rev lambda = 0.4442 alpha = -0.035765 lossBound = -0.000002 W1 = 0.694007 N1 = 0.708718 deltaLoss = -0.000018 Updating 1 features NewtonStep: 0.344 0.000000 increaseLambda: 0.344 0.000000 Undoing contribution: was 0.0010348857517041262 now 0.0010344322732466745 299: time = 0.344000 loss = 6.880044 'DOC__rev lambda = -0.2368 alpha = 0.003974 lossBound = -0.000000 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000000 Updating 13 features Newton: returning 0.03546804625201053 Updating 1 features Loss was 6.880044133301045, now 6.880042147588855, delta -0.000002 parallelUpdate: 0.345 0.001000 Updating 2 features NewtonStep: 0.345 0.000000 increaseLambda: 0.345 0.000000 301: time = 0.345000 loss = 6.880041 'DOC__rev lambda = -1.0414 alpha = -0.008072 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.346 0.001000 Updating 1 features increaseLambda: 0.346 0.000000 Undoing contribution: was 0.00680696610223186 now 0.006805621419705644 302: time = 0.346000 loss = 6.880039 NewtonStep: 0.116 0.026000 Making features increaseLambda: 0.116 0.000000 141: time = 0.116000 loss = 6.790849 'PTL__rev lambda = 0.5179 alpha = 0.007262 lossBound = -0.000000 W1 = 0.785832 N1 = 0.802858 deltaLoss = -0.000001 makeFeatures: max memory 1908932608, total allocated 374865920, free 256196480, used 118669440, increment 65217528 Daphnia_lumholtzi PTL_COND: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 'DOC__rev lambda = 0.4321 alpha = -0.009850 lossBound = -0.000000 W1 = 0.694011 N1 = 0.708718 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.347 0.001000 increaseLambda: 0.347 0.000000 Undoing contribution: was 0.005630424723489704 now 0.005629644001764213 303: time = 0.347000 loss = 6.880039 'DOC__rev lambda = -0.3723 alpha = 0.006292 lossBound = -0.000000 W1 = 0.121631 N1 = 0.105407 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.347 0.000000 increaseLambda: 0.348 0.001000 304: time = 0.348000 loss = 6.880026 DOC: lambda = -22.7203 min = 0.3400 max = 290.5700 alpha = -0.451645 lossBound = -0.000000 W1 = 0.017866 N1 = 0.016866 deltaLoss = -0.000012 Updating 1 features NewtonStep: 0.348 0.000000 34 samples Density: max memory 1908932608, total allocated 374865920, free 256053392, used 118812528, increment 143088 linearPredictor: max memory 1908932608, total allocated 374865920, free 256053392, used 118812528, increment 0 increaseLambda: 0.348 0.000000 Undoing contribution: was 0.006805621419705644 now 0.006790329552078368 305: time = 0.348000 loss = 6.880011 FeaturedSpace: max memory 1908932608, total allocated 374865920, free 256053360, used 118812560, increment 32 Sequential: max memory 1908932608, total allocated 374865920, free 256053360, used 118812560, increment 0 Initial loss: 7.023758954738443 Updating 2 features NewtonStep: 0.001 0.001000 'DOC__rev lambda = 0.3988 alpha = -0.033346 lossBound = -0.000002 W1 = 0.694008 N1 = 0.708718 deltaLoss = -0.000015 increaseLambda: 0.001 0.000000 Undoing: newLoss 7.022988139701012, oldLoss 7.023758954738443, deltaLossBound -0.011153862482567271 increaseLambda: 0.001 0.000000 Search: 0.001 0.000000 Updating 1 features increaseLambda: 0.001 0.000000 0: time = 0.001000 loss = 7.023302 PTL_COND^2: lambda = -0.0071 min = 1.0000 max = 9.0000 alpha = -0.007112 lossBound = -0.011154 W1 = 0.272181 N1 = 0.194853 deltaLoss = -0.000456 NewtonStep: 0.349 0.001000 increaseLambda: 0.349 0.000000 Undoing contribution: was 0.0010344322732466745 now 0.0010339856649443343 306: time = 0.349000 loss = 6.880011 'DOC__rev lambda = -0.2315 alpha = 0.003944 lossBound = -0.000000 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.349 0.000000 increaseLambda: 0.35 0.001000 307: time = 0.350000 loss = 6.879999 DOC: lambda = -23.1510 min = 0.3400 max = 290.5700 alpha = -0.430731 lossBound = -0.000000 W1 = 0.017866 N1 = 0.016866 deltaLoss = -0.000011 Updating 2 features NewtonStep: 0.002 0.001000 increaseLambda: 0.002 0.000000 Undoing: newLoss 7.0227749311950785, oldLoss 7.023302479153861, deltaLossBound -0.010803498393119549 Updating 1 features increaseLambda: 0.002 0.000000 Search: 0.002 0.000000 NewtonStep: 0.35 0.000000 increaseLambda: 0.002 0.000000 1: time = 0.002000 loss = 7.022861 PTL_COND^2: lambda = -0.0141 min = 1.0000 max = 9.0000 alpha = -0.007003 lossBound = -0.010803 W1 = 0.271118 N1 = 0.194853 deltaLoss = -0.000442 Updating 2 features NewtonStep: 0.002 0.000000 increaseLambda: 0.002 0.000000 Undoing: newLoss 7.022348930347752, oldLoss 7.02286052415569, deltaLossBound -0.010464458575518355 increaseLambda: 0.002 0.000000 increaseLambda: 0.35 0.000000 308: time = 0.351000 loss = 6.879994 'DOC__rev lambda = -0.5816 alpha = -0.013749 lossBound = -0.000002 W1 = 0.212126 N1 = 0.192069 deltaLoss = -0.000005 Search: 0.003 0.001000 increaseLambda: 0.003 0.000000 2: time = 0.003000 loss = 7.022433 PTL_COND^2: lambda = -0.0210 min = 1.0000 max = 9.0000 alpha = -0.006896 lossBound = -0.010464 W1 = 0.270074 N1 = 0.194853 deltaLoss = -0.000428 Updating 2 features NewtonStep: 0.003 0.000000 increaseLambda: 0.003 0.000000 Undoing: newLoss 7.021936480836417, oldLoss 7.022432612781103, deltaLossBound -0.010136363458020976 increaseLambda: 0.003 0.000000 Search: 0.003 0.000000 increaseLambda: 0.003 0.000000 3: time = 0.003000 loss = 7.022018 PTL_COND^2: lambda = -0.0278 min = 1.0000 max = 9.0000 alpha = -0.006790 lossBound = -0.010136 W1 = 0.269050 N1 = 0.194853 deltaLoss = -0.000414 Updating 2 features NewtonStep: 0.003 0.000000 Updating 1 features increaseLambda: 0.003 0.000000 Undoing: newLoss 7.021537137694572, oldLoss 7.022018284361438, deltaLossBound -0.009818846750512124 NewtonStep: 0.351 0.000000 increaseLambda: 0.004 0.001000 increaseLambda: 0.352 0.001000 Undoing contribution: was 0.006790329552078368 now 0.006786561238571799 309: time = 0.352000 loss = 6.879990 'DOC__rev lambda = 0.3822 alpha = -0.016532 lossBound = -0.000000 W1 = 0.694011 N1 = 0.708718 deltaLoss = -0.000004 Search: 0.004 0.000000 increaseLambda: 0.004 0.000000 4: time = 0.004000 loss = 7.021617 PTL_COND^2: lambda = -0.0345 min = 1.0000 max = 9.0000 alpha = -0.006686 lossBound = -0.009819 W1 = 0.268044 N1 = 0.194853 deltaLoss = -0.000401 Updating 2 features NewtonStep: 0.004 0.000000 increaseLambda: 0.004 0.000000 Undoing: newLoss 7.021150471140273, oldLoss 7.021617093940709, deltaLossBound -0.009511554957976103 increaseLambda: 0.004 0.000000 Search: 0.004 0.000000 increaseLambda: 0.004 0.000000 5: time = 0.004000 loss = 7.021229 PTL_COND^2: lambda = -0.0411 min = 1.0000 max = 9.0000 alpha = -0.006583 lossBound = -0.009512 W1 = 0.267056 N1 = 0.194853 deltaLoss = -0.000388 Updating 2 features NewtonStep: 0.004 0.000000 increaseLambda: 0.005 0.001000 Undoing: newLoss 7.020776066035535, oldLoss 7.021228611715713, deltaLossBound -0.009214146912559472 increaseLambda: 0.005 0.000000 Search: 0.005 0.000000 increaseLambda: 0.005 0.000000 6: time = 0.005000 loss = 7.020852 PTL_COND^2: lambda = -0.0476 min = 1.0000 max = 9.0000 alpha = -0.006483 lossBound = -0.009214 W1 = 0.266086 N1 = 0.194853 deltaLoss = -0.000376 Updating 2 features NewtonStep: 0.005 0.000000 increaseLambda: 0.005 0.000000 Undoing: newLoss 7.020413521365736, oldLoss 7.020852422497101, deltaLossBound -0.008926293323466224 Updating 1 features increaseLambda: 0.005 0.000000 NewtonStep: 0.353 0.001000 Search: 0.005 0.000000 increaseLambda: 0.005 0.000000 7: time = 0.005000 loss = 7.020488 PTL_COND^2: lambda = -0.0539 min = 1.0000 max = 9.0000 alpha = -0.006383 lossBound = -0.008926 W1 = 0.265134 N1 = 0.194853 deltaLoss = -0.000364 Updating 2 features NewtonStep: 0.005 0.000000 increaseLambda: 0.006 0.001000 Undoing: newLoss 7.020062449738355, oldLoss 7.020488125190296, deltaLossBound -0.008647676344021485 increaseLambda: 0.006 0.000000 Updating 0 features NewtonStep: 0.124 0.008000 Search: 0.006 0.000000 increaseLambda: 0.124 0.000000 Undoing contribution: was 0.007738631453286782 now 0.007737196368893241 142: time = 0.124000 loss = 6.790847 'PTL__rev lambda = 0.2390 alpha = -0.007651 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 increaseLambda: 0.006 0.000000 8: time = 0.006000 loss = 7.020135 PTL_COND^2: lambda = -0.0602 min = 1.0000 max = 9.0000 alpha = -0.006286 lossBound = -0.008648 W1 = 0.264199 N1 = 0.194853 deltaLoss = -0.000353 Updating 2 features NewtonStep: 0.006 0.000000 Updating 0 features NewtonStep: 0.124 0.000000 increaseLambda: 0.006 0.000000 Undoing: newLoss 7.0197224769001085, oldLoss 7.020135332295726, deltaLossBound -0.008377989155204438 increaseLambda: 0.124 0.000000 143: time = 0.124000 loss = 6.790846 increaseLambda: 0.006 0.000000 increaseLambda: 0.354 0.001000 Undoing contribution: was 0.0010339856649443343 now 0.0010316617892107112 310: time = 0.354000 loss = 6.879988 'DOC__rev lambda = -0.2225 alpha = 0.009004 lossBound = -0.000001 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000002 Search: 0.006 0.000000 increaseLambda: 0.006 0.000000 9: time = 0.006000 loss = 7.019794 PTL_COND^2: lambda = -0.0664 min = 1.0000 max = 9.0000 alpha = -0.006190 lossBound = -0.008378 W1 = 0.263281 N1 = 0.194853 deltaLoss = -0.000342 Updating 2 features NewtonStep: 0.006 0.000000 Updating 1 features NewtonStep: 0.354 0.000000 increaseLambda: 0.006 0.000000 Undoing: newLoss 7.017871897157375, oldLoss 7.019793669427603, deltaLossBound -0.008116935565006773 increaseLambda: 0.007 0.001000 increaseLambda: 0.355 0.001000 Undoing contribution: was 0.006786561238571799 now 0.006785259205063233 311: time = 0.355000 loss = 6.879987 'DOC__rev lambda = 0.3725 alpha = -0.009695 lossBound = -0.000000 W1 = 0.694011 N1 = 0.708718 deltaLoss = -0.000001 Search: 0.007 0.000000 increaseLambda: 0.007 0.000000 10: time = 0.007000 loss = 7.018194 PTL_COND^2: lambda = -0.0969 min = 1.0000 max = 9.0000 alpha = -0.030476 lossBound = -0.008117 W1 = 0.258795 N1 = 0.194853 deltaLoss = -0.001600 Updating 2 features NewtonStep: 0.007 0.000000 Updating 1 features NewtonStep: 0.355 0.000000 increaseLambda: 0.007 0.000000 Undoing: newLoss 7.016552234473266, oldLoss 7.018193946162693, deltaLossBound -0.006896355730505926 increaseLambda: 0.007 0.000000 increaseLambda: 0.355 0.000000 Undoing contribution: was 0.0010316617892107112 now 0.001030928253247185 312: time = 0.355000 loss = 6.879986 'DOC__rev lambda = -0.2175 alpha = 0.005055 lossBound = -0.000000 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000001 Search: 0.007 0.000000 increaseLambda: 0.007 0.000000 11: time = 0.007000 loss = 7.016837 PTL_COND^2: lambda = -0.1250 min = 1.0000 max = 9.0000 alpha = -0.028150 lossBound = -0.006896 W1 = 0.254706 N1 = 0.194853 deltaLoss = -0.001357 Updating 2 features Updating 1 features NewtonStep: 0.355 0.000000 increaseLambda: 0.355 0.000000 313: time = 0.355000 loss = 6.879977 DOC: lambda = -23.5322 min = 0.3400 max = 290.5700 alpha = -0.381205 lossBound = -0.000000 W1 = 0.017866 N1 = 0.016866 deltaLoss = -0.000009 'PTL__rev lambda = 0.5251 alpha = 0.007219 lossBound = -0.000000 W1 = 0.785832 N1 = 0.802858 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.126 0.002000 Updating 1 features NewtonStep: 0.356 0.001000 NewtonStep: 0.007 0.000000 increaseLambda: 0.008 0.001000 Undoing: newLoss 7.015433917896195, oldLoss 7.016836944680633, deltaLossBound -0.005863351201012669 increaseLambda: 0.008 0.000000 increaseLambda: 0.356 0.000000 Undoing contribution: was 0.006785259205063233 now 0.006773243393261686 314: time = 0.356000 loss = 6.879965 'DOC__rev lambda = 0.3430 alpha = -0.029547 lossBound = -0.000002 W1 = 0.694009 N1 = 0.708718 deltaLoss = -0.000012 Search: 0.008 0.000000 increaseLambda: 0.008 0.000000 12: time = 0.008000 loss = 7.015685 PTL_COND^2: lambda = -0.1510 min = 1.0000 max = 9.0000 alpha = -0.026007 lossBound = -0.005863 W1 = 0.250974 N1 = 0.194853 deltaLoss = -0.001152 Updating 2 features NewtonStep: 0.008 0.000000 Updating 1 features increaseLambda: 0.008 0.000000 Undoing: newLoss 7.014485456607702, oldLoss 7.015684929250256, deltaLossBound -0.004988279985805199 NewtonStep: 0.356 0.000000 increaseLambda: 0.009 0.001000 Search: 0.009 0.000000 increaseLambda: 0.357 0.001000 Undoing contribution: was 0.001030928253247185 now 0.0010305527470468286 315: time = 0.357000 loss = 6.879965 'DOC__rev lambda = -0.2138 increaseLambda: 0.009 0.000000 alpha = 0.003616 lossBound = -0.000000 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.357 0.000000 increaseLambda: 0.357 0.000000 316: time = 0.357000 loss = 6.879956 DOC: lambda = -23.9139 min = 0.3400 max = 290.5700 alpha = -0.381619 lossBound = -0.000000 W1 = 0.017866 N1 = 0.016866 deltaLoss = -0.000009 Updating 1 features NewtonStep: 0.358 0.001000 increaseLambda: 0.358 0.000000 317: time = 0.358000 loss = 6.879952 'DOC__rev lambda = -1.0555 alpha = -0.014093 lossBound = -0.000001 W1 = 0.125818 N1 = 0.109381 deltaLoss = -0.000004 13: time = 0.009000 loss = 7.014706 PTL_COND^2: lambda = -0.1751 min = 1.0000 max = 9.0000 alpha = -0.024032 lossBound = -0.004988 W1 = 0.247565 N1 = 0.194853 deltaLoss = -0.000979 Updating 2 features NewtonStep: 0.01 0.001000 Updating 1 features NewtonStep: 0.358 0.000000 increaseLambda: 0.01 0.000000 Undoing: newLoss 7.013680434515799, oldLoss 7.014706212946639, deltaLossBound -0.004246346788905772 increaseLambda: 0.01 0.000000 Search: 0.01 0.000000 increaseLambda: 0.01 0.000000 14: time = 0.010000 loss = 7.013874 PTL_COND^2: lambda = -0.1973 min = 1.0000 max = 9.0000 alpha = -0.022210 lossBound = -0.004246 W1 = 0.244448 N1 = 0.194853 deltaLoss = -0.000832 Updating 2 features NewtonStep: 0.01 0.000000 increaseLambda: 0.358 0.000000 Undoing contribution: was 0.006773243393261686 now 0.0067692612380863 318: time = 0.359000 loss = 6.879948 'DOC__rev lambda = 0.3260 alpha = -0.016997 lossBound = -0.000001 W1 = 0.694011 N1 = 0.708718 deltaLoss = -0.000004 increaseLambda: 0.011 0.001000 Undoing: newLoss 7.012996664526419, oldLoss 7.01387415238844, deltaLossBound -0.0036167790113802397 increaseLambda: 0.011 0.000000 Search: 0.011 0.000000 increaseLambda: 0.011 0.000000 15: time = 0.011000 loss = 7.013166 PTL_COND^2: lambda = -0.2178 min = 1.0000 max = 9.0000 alpha = -0.020530 lossBound = -0.003617 W1 = 0.241596 N1 = 0.194853 deltaLoss = -0.000708 Updating 2 features NewtonStep: 0.011 0.000000 Updating 1 features increaseLambda: 0.011 0.000000 Undoing: newLoss 7.012415488658885, oldLoss 7.013166316282407, deltaLossBound -0.003082148720960955 increaseLambda: 0.011 0.000000 NewtonStep: 0.359 0.000000 Search: 0.011 0.000000 increaseLambda: 0.011 0.000000 16: time = 0.012000 loss = 7.012564 PTL_COND^2: lambda = -0.2368 min = 1.0000 max = 9.0000 alpha = -0.018979 lossBound = -0.003082 W1 = 0.238983 N1 = 0.194853 deltaLoss = -0.000603 Updating 2 features NewtonStep: 0.012 0.000000 increaseLambda: 0.36 0.001000 Undoing contribution: was 0.005629644001764213 now 0.005627636726933418 319: time = 0.360000 loss = 6.879946 increaseLambda: 0.012 0.000000 Undoing: newLoss 7.011921198096411, oldLoss 7.012563796525603, deltaLossBound -0.0026278137060187583 'DOC__rev lambda = -0.3622 alpha = 0.010098 lossBound = -0.000001 W1 = 0.121632 N1 = 0.105407 deltaLoss = -0.000002 increaseLambda: 0.012 0.000000 Search: 0.012 0.000000 increaseLambda: 0.012 0.000000 17: time = 0.012000 loss = 7.012051 Updating 1 features NewtonStep: 0.36 0.000000 increaseLambda: 0.36 0.000000 Undoing contribution: was 0.0067692612380863 now 0.006768473881931803 320: time = 0.360000 loss = 6.879945 'DOC__rev lambda = 0.3185 alpha = -0.007537 lossBound = -0.000000 W1 = 0.694012 N1 = 0.708718 deltaLoss = -0.000001 Updating 2 features NewtonStep: 0.361 0.001000 increaseLambda: 0.361 0.000000 Undoing contribution: was 0.0010305527470468286 now 0.001030023075223094 321: time = 0.361000 loss = 6.879945 'DOC__rev lambda = -0.2095 alpha = 0.004295 lossBound = -0.000000 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.361 0.000000 PTL_COND^2: lambda = -0.2543 min = 1.0000 max = 9.0000 alpha = -0.017548 lossBound = -0.002628 W1 = 0.236589 N1 = 0.194853 deltaLoss = -0.000513 Updating 2 features NewtonStep: 0.013 0.001000 increaseLambda: 0.013 0.000000 Undoing: newLoss 7.011500551947855, oldLoss 7.0120506364244575, deltaLossBound -0.002241455839179561 increaseLambda: 0.361 0.000000 322: time = 0.361000 loss = 6.879938 DOC: lambda = -24.2580 min = 0.3400 max = 290.5700 alpha = -0.344127 lossBound = -0.000000 W1 = 0.017866 N1 = 0.016866 deltaLoss = -0.000007 increaseLambda: 0.013 0.000000 Search: 0.013 0.000000 increaseLambda: 0.014 0.001000 18: time = 0.014000 loss = 7.011613 PTL_COND^2: lambda = -0.2706 min = 1.0000 max = 9.0000 alpha = -0.016227 lossBound = -0.002241 W1 = 0.234392 N1 = 0.194853 deltaLoss = -0.000437 Updating 2 features NewtonStep: 0.014 0.000000 Updating 1 features NewtonStep: 0.362 0.001000 increaseLambda: 0.014 0.000000 Undoing: newLoss 7.011142377341153, oldLoss 7.011613355295957, deltaLossBound -0.0019126990970219867 increaseLambda: 0.014 0.000000 increaseLambda: 0.362 0.000000 Undoing contribution: was 0.006768473881931803 now 0.006758926538439126 323: time = 0.362000 loss = 6.879928 'DOC__rev lambda = 0.2921 alpha = -0.026326 lossBound = -0.000001 W1 = 0.694009 N1 = 0.708718 deltaLoss = -0.000010 Search: 0.014 0.000000 increaseLambda: 0.014 0.000000 19: time = 0.014000 loss = 7.011241 PTL_COND^2: lambda = -0.2856 min = 1.0000 max = 9.0000 alpha = -0.015007 lossBound = -0.001913 W1 = 0.232376 N1 = 0.194853 deltaLoss = -0.000373 Updating 2 features NewtonStep: 0.014 0.000000 increaseLambda: 0.014 0.000000 Undoing: newLoss 7.0100591721251515, oldLoss 7.011240552529878, deltaLossBound -0.0016327929054908061 increaseLambda: 0.014 0.000000 Updating 1 features NewtonStep: 0.362 0.000000 increaseLambda: 0.362 0.000000 324: time = 0.362000 loss = 6.879927 'DOC__rev lambda = 0.5428 alpha = 0.006873 lossBound = -0.000000 W1 = 0.668363 N1 = 0.683069 deltaLoss = -0.000001 Search: 0.014 0.000000 increaseLambda: 0.015 0.001000 20: time = 0.015000 loss = 7.010280 PTL_COND^2: lambda = -0.3318 min = 1.0000 max = 9.0000 alpha = -0.046267 lossBound = -0.001633 W1 = 0.226254 N1 = 0.194853 deltaLoss = -0.000961 Updating 2 features NewtonStep: 0.015 0.000000 increaseLambda: 0.015 0.000000 Undoing: newLoss 7.009612779916306, oldLoss 7.010279932648756, deltaLossBound -9.133900202188223E-4 increaseLambda: 0.015 0.000000 Updating 1 features NewtonStep: 0.363 0.001000 increaseLambda: 0.363 0.000000 Undoing contribution: was 0.006758926538439126Search: 0.015 0.000000 increaseLambda: 0.015 0.000000 21: time = 0.015000 loss = 7.009743 PTL_COND^2: lambda = -0.3666 min = 1.0000 max = 9.0000 alpha = -0.034719 lossBound = -0.000913 W1 = 0.221751 N1 = 0.194853 deltaLoss = -0.000537 Updating 2 features NewtonStep: 0.015 0.000000 increaseLambda: 0.015 0.000000 Undoing: newLoss 7.009365926040156, oldLoss 7.009743365068097, deltaLossBound -5.129949843168495E-4 increaseLambda: 0.015 0.000000 Search: 0.016 0.001000 now 0.006758205556114617 325: time = 0.364000 loss = 6.879927 increaseLambda: 0.016 0.000000 22: time = 0.016000 loss = 7.009442 'DOC__rev lambda = 0.2849 alpha = -0.007210 lossBound = -0.000000 W1 = 0.694012 N1 = 0.708718 deltaLoss = -0.000001 PTL_COND^2: lambda = -0.3926 min = 1.0000 max = 9.0000 alpha = -0.026083 lossBound = -0.000513 W1 = 0.218419 N1 = 0.194853 deltaLoss = -0.000301 Updating 2 features NewtonStep: 0.016 0.000000 increaseLambda: 0.016 0.000000 Undoing: newLoss 7.009228538862878, oldLoss 7.009442352854088, deltaLossBound -2.8898836523363295E-4 increaseLambda: 0.016 0.000000 Updating 1 features Search: 0.016 0.000000 NewtonStep: 0.364 0.000000 increaseLambda: 0.016 0.000000 23: time = 0.016000 loss = 7.009273 PTL_COND^2: lambda = -0.4123 min = 1.0000 max = 9.0000 alpha = -0.019614 lossBound = -0.000289 W1 = 0.215943 N1 = 0.194853 deltaLoss = -0.000169 Updating 2 features NewtonStep: 0.016 0.000000 increaseLambda: 0.364 0.000000 326: time = 0.364000 loss = 6.879926 'DOC__rev lambda = 0.5496 increaseLambda: 0.134 0.008000 alpha = 0.006779 lossBound = -0.000000 W1 = 0.668363 N1 = 0.683069 deltaLoss = -0.000001 increaseLambda: 0.016 0.000000 Undoing: newLoss 7.0091516910719704, oldLoss 7.009272929359218, deltaLossBound -1.6316909918050843E-4 increaseLambda: 0.016 0.000000 Search: 0.017 0.001000 Updating 1 features NewtonStep: 0.365 0.001000 increaseLambda: 0.017 0.000000 24: time = 0.017000 loss = 7.009177 PTL_COND^2: lambda = -0.4270 min = 1.0000 max = 9.0000 alpha = -0.014759 lossBound = -0.000163 W1 = 0.214096 N1 = 0.194853 deltaLoss = -0.000096 Updating 2 features NewtonStep: 0.017 0.000000 increaseLambda: 0.365 0.000000 Undoing contribution: was 0.006758205556114617 now 0.006757487683582531 327: time = 0.365000 loss = 6.879925 'DOC__rev lambda = 0.2777 alpha = -0.007194 lossBound = -0.000000 W1 = 0.694012 N1 = 0.708718 deltaLoss = -0.000001 increaseLambda: 0.017 0.000000 Undoing: newLoss 7.00910853859924, oldLoss 7.009177332232476, deltaLossBound -9.228759437570879E-5 increaseLambda: 0.017 0.000000 Updating 1 features Search: 0.017 0.000000 NewtonStep: 0.365 0.000000 increaseLambda: 0.017 0.000000 25: time = 0.017000 loss = 7.009123 PTL_COND^2: lambda = -0.4381 min = 1.0000 max = 9.0000 alpha = -0.011111 lossBound = -0.000092 W1 = 0.212715 N1 = 0.194853 deltaLoss = -0.000054 Updating 2 features NewtonStep: 0.017 0.000000 increaseLambda: 0.365 0.000000 328: time = 0.365000 loss = 6.879925 'DOC__rev lambda = 0.5564 alpha = 0.006764 lossBound = -0.000000 W1 = 0.668363 N1 = 0.683069 deltaLoss = -0.000001 increaseLambda: 0.017 0.000000 Undoing: newLoss 7.009084234471555, oldLoss 7.009123289974826, deltaLossBound -5.2265271632318E-5 increaseLambda: 0.017 0.000000 Search: 0.018 0.001000 increaseLambda: 0.018 0.000000 26: time = 0.018000 loss = 7.009093 PTL_COND^2: lambda = -0.4465 min = 1.0000 max = 9.0000 alpha = -0.008368 lossBound = -0.000052 W1 = 0.211680 N1 = 0.194853 deltaLoss = -0.000031 Updating 2 features NewtonStep: 0.018 0.000000 increaseLambda: 0.018 0.000000 Undoing: newLoss 7.009070514608471, oldLoss 7.009092695749986, deltaLossBound -2.9628456736403386E-5 increaseLambda: 0.018 0.000000 Search: 0.018 0.000000 increaseLambda: 0.018 0.000000 27: time = 0.018000 loss = 7.009075 PTL_COND^2: lambda = -0.4528 min = 1.0000 max = 9.0000 alpha = -0.006304 lossBound = -0.000030 W1 = 0.210903 N1 = 0.194853 deltaLoss = -0.000017 Updating 2 features NewtonStep: 0.018 0.000000 increaseLambda: 0.018 0.000000 Undoing: newLoss 7.009062756091602, oldLoss 7.009075357254319, deltaLossBound -1.6808392343785626E-5 increaseLambda: 0.018 0.000000 Search: 0.019 0.001000 increaseLambda: 0.019 0.000000 28: time = 0.019000 loss = 7.009066 PTL_COND^2: lambda = -0.4576 min = 1.0000 max = 9.0000 alpha = -0.004751 lossBound = -0.000017 W1 = 0.210319 N1 = 0.194853 deltaLoss = -0.000010 Updating 2 features NewtonStep: 0.019 0.000000 increaseLambda: 0.019 0.000000 Undoing: newLoss 7.009058362850616, oldLoss 7.009065523145269, deltaLossBound -9.540819970848673E-6 increaseLambda: 0.019 0.000000 Search: 0.019 0.000000 increaseLambda: 0.019 0.000000 29: time = 0.019000 loss = 7.009060 PTL_COND^2: lambda = -0.4611 min = 1.0000 max = 9.0000 alpha = -0.003580 lossBound = -0.000010 W1 = 0.209880 N1 = 0.194853 deltaLoss = -0.000006 Updating 1 features Newton: returning 0.02371486007531371 Updating 2 features Loss was 7.009059941992256, now 7.009052604230492, delta -0.000007 parallelUpdate: 0.02 0.001000 Updating 2 features NewtonStep: 0.02 0.000000 increaseLambda: 0.02 0.000000 Undoing: newLoss 7.009052604197214, oldLoss 7.009052604230492, deltaLossBound -4.4184859055603226E-11 increaseLambda: 0.02 0.000000 Search: 0.02 0.000000 increaseLambda: 0.02 0.000000 31: time = 0.020000 loss = 7.009053 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000008 lossBound = -0.000000 W1 = 0.208544 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.02 0.000000 increaseLambda: 0.02 0.000000 Undoing: newLoss 7.009052604185733, oldLoss 7.009052604204655, deltaLossBound -2.512314575210721E-11 increaseLambda: 0.02 0.000000 Search: 0.02 0.000000 increaseLambda: 0.021 0.001000 32: time = 0.021000 loss = 7.009053 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000006 lossBound = -0.000000 W1 = 0.208543 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.021 0.000000 increaseLambda: 0.021 0.000000 Undoing: newLoss 7.0090526041792, oldLoss 7.00905260418996, deltaLossBound -1.4284950240616916E-11 increaseLambda: 0.021 0.000000 Search: 0.021 0.000000 increaseLambda: 0.021 0.000000 33: time = 0.021000 loss = 7.009053 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000004 lossBound = -0.000000 W1 = 0.208543 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.021 0.000000 increaseLambda: 0.021 0.000000 Undoing: newLoss 7.009052604175502, oldLoss 7.009052604181606, deltaLossBound -8.122378571954173E-12 increaseLambda: 0.021 0.000000 Search: 0.021 0.000000 increaseLambda: 0.022 0.001000 34: time = 0.022000 loss = 7.009053 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000003 lossBound = -0.000000 W1 = 0.208542 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.022 0.000000 increaseLambda: 0.022 0.000000 Undoing: newLoss 7.009052604173384, oldLoss 7.009052604176864, deltaLossBound -4.618339094747578E-12 increaseLambda: 0.022 0.000000 Search: 0.022 0.000000 increaseLambda: 0.022 0.000000 35: time = 0.022000 loss = 7.009053 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000002 lossBound = -0.000000 W1 = 0.208542 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.022 0.000000 increaseLambda: 0.022 0.000000 Undoing: newLoss 7.009052604172187, oldLoss 7.0090526041741565, deltaLossBound -2.6259816954293992E-12 increaseLambda: 0.022 0.000000 Search: 0.022 0.000000 increaseLambda: 0.023 0.001000 36: time = 0.023000 loss = 7.009053 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000002 lossBound = -0.000000 W1 = 0.208542 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.023 0.000000 increaseLambda: 0.023 0.000000 Undoing: newLoss 7.009052604171495, oldLoss 7.0090526041726235, deltaLossBound -1.4930143715710896E-12 increaseLambda: 0.023 0.000000 Search: 0.023 0.000000 increaseLambda: 0.023 0.000000 37: time = 0.023000 loss = 7.009053 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000001 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.023 0.000000 increaseLambda: 0.023 0.000000 Undoing: newLoss 7.0090526041711145, oldLoss 7.009052604171751, deltaLossBound -8.489267602863769E-13 increaseLambda: 0.023 0.000000 Undoing contribution: was 0.007737196368893241 now 0.007735778126161098 144: time = 0.142000 loss = 6.790844 'PTL__rev lambda = 0.2314 Search: 0.024 0.001000 alpha = -0.007606 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 increaseLambda: 0.024 0.000000 38: time = 0.024000 loss = 7.009053 Updating 0 features PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000001 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.024 0.000000 NewtonStep: 0.142 0.000000 increaseLambda: 0.024 0.000000 Undoing: newLoss 7.0090526041708845, oldLoss 7.009052604171258, deltaLossBound -4.827517574850361E-13 increaseLambda: 0.142 0.000000 145: time = 0.142000 loss = 6.790843 'PTL__rev lambda = 0.0250 alpha = 0.007205 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 increaseLambda: 0.024 0.000000 Updating 0 features NewtonStep: 0.142 0.000000 Search: 0.024 0.000000 increaseLambda: 0.142 0.000000 Undoing contribution: was 0.007735778126161098 now 0.007734372500296505 146: time = 0.142000 loss = 6.790841 'PTL__rev lambda = 0.2238 alpha = -0.007571 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 increaseLambda: 0.024 0.000000 39: time = 0.024000 loss = 7.009053 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000001 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.024 0.000000 Updating 0 features NewtonStep: 0.143 0.001000 increaseLambda: 0.025 0.001000 Undoing: newLoss 7.0090526041707655, oldLoss 7.009052604170976, deltaLossBound -2.7453760938102785E-13 increaseLambda: 0.025 0.000000 increaseLambda: 0.143 0.000000 147: time = 0.143000 loss = 6.790840 'PTL__rev lambda = 0.0321 alpha = 0.007166 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.143 0.000000 Search: 0.025 0.000000 increaseLambda: 0.025 0.000000 40: time = 0.025000 loss = 7.009053 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000001 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.025 0.000000 increaseLambda: 0.025 0.000000 Undoing: newLoss 7.009052604170695, oldLoss 7.009052604170818, deltaLossBound -1.5608680419461245E-13 increaseLambda: 0.025 0.000000 Search: 0.025 0.000000 increaseLambda: 0.025 0.000000 41: time = 0.025000 loss = 7.009053 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.025 0.000000 increaseLambda: 0.026 0.001000 Undoing: newLoss 7.00905260417065, oldLoss 7.009052604170723, deltaLossBound -8.868595400020241E-14 increaseLambda: 0.026 0.000000 Search: 0.026 0.000000 Updating 1 features increaseLambda: 0.026 0.000000 42: time = 0.026000 loss = 7.009053 NewtonStep: 0.374 0.009000 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.026 0.000000 increaseLambda: 0.374 0.000000 increaseLambda: 0.026 0.000000 Undoing: newLoss 7.009052604170632, oldLoss 7.009052604170671, deltaLossBound -5.0522777661800626E-14 increaseLambda: 0.144 0.001000 Undoing contribution: was 0.007734372500296505 now 0.007732981759655633 148: time = 0.144000 loss = 6.790839 increaseLambda: 0.026 0.000000 Undoing contribution: was 0.006757487683582531 now 0.0067567729370672245 329: time = 0.374000 loss = 6.879924 'DOC__rev lambda = 0.2706 alpha = -0.007178 lossBound = -0.000000 W1 = 0.694012 N1 = 0.708718 deltaLoss = -0.000001 Updating 13 features Search: 0.026 0.000000 increaseLambda: 0.026 0.000000 43: time = 0.027000 loss = 7.009053 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.027 0.000000 increaseLambda: 0.027 0.000000 Undoing: newLoss 7.009052604170624, oldLoss 7.00905260417064, deltaLossBound -2.860112077432678E-14 increaseLambda: 0.027 0.000000 Reducing stepsize from 3.2081359197773125 to 1.5580280675910831 Newton: returning 1.5580280675910831 Updating 1 features Search: 0.027 0.000000 increaseLambda: 0.027 0.000000 44: time = 0.027000 loss = 7.009053 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.027 0.000000 increaseLambda: 0.027 0.000000 Undoing: newLoss 7.009052604170608, oldLoss 7.009052604170623, deltaLossBound -1.6382458453334483E-14 increaseLambda: 0.027 0.000000 Loss was 6.879923838044058, now 6.879799481309736, delta -0.000124 parallelUpdate: 0.375 0.001000 Search: 0.027 0.000000 increaseLambda: 0.027 0.000000 45: time = 0.027000 loss = 7.009053 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.028 0.001000 Updating 1 features increaseLambda: 0.028 0.000000 Undoing: newLoss 7.009052604170611, oldLoss 7.009052604170613, deltaLossBound -4.252851515437833E-15 NewtonStep: 0.376 0.001000 increaseLambda: 0.028 0.000000 increaseLambda: 0.376 0.000000 Undoing contribution: was 0.001030023075223094 now 0.0010284038052250062 331: time = 0.376000 loss = 6.879798 'DOC__rev lambda = -0.1596 alpha = 0.007512 lossBound = -0.000001 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000002 Search: 0.028 0.000000 increaseLambda: 0.028 0.000000 46: time = 0.028000 loss = 7.009053 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.028 0.000000 increaseLambda: 0.028 0.000000 Undoing: newLoss 7.009052604170608, oldLoss 7.009052604170602, deltaLossBound -2.3280122662093097E-15 increaseLambda: 0.028 0.000000 Search: 0.028 0.000000 increaseLambda: 0.028 0.000000 47: time = 0.028000 loss = 7.009053 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.029 0.001000 Updating 0 features increaseLambda: 0.029 0.000000 NewtonStep: 0.377 0.001000 increaseLambda: 0.377 0.000000 Undoing: newLoss 6.892318139761185, oldLoss 6.879797862039738, deltaLossBound -1.2364976985654384E-7 increaseLambda: 0.377 0.000000 'PTL__rev lambda = 0.2163 alpha = -0.007530 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.147 0.003000 Search: 0.377 0.000000 increaseLambda: 0.147 0.000000 149: time = 0.147000 loss = 6.790837 'PTL__rev lambda = 0.0393 alpha = 0.007127 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 Updating 10 features increaseLambda: 0.377 0.000000 332: time = 0.377000 loss = 6.879797 'DOC__rev lambda = 0.0084 alpha = 0.008420 lossBound = -0.000000 W1 = 0.663712 N1 = 0.678384 deltaLoss = -0.000001 Newton: returning 0.021383026825798377 Updating 0 features Updating 0 features NewtonStep: 0.378 0.001000 increaseLambda: 0.378 0.000000 333: time = 0.378000 loss = 6.879796 Loss was 6.7908372799189936, now 6.790836806150436, delta -0.000000 'DOC__rev lambda = -1.0991 parallelUpdate: 0.148 0.001000 alpha = -0.007524 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Undoing: newLoss 7.009052604170605, oldLoss 7.009052604170598, deltaLossBound -1.3026613363688499E-15 increaseLambda: 0.03 0.001000 Updating 0 features NewtonStep: 0.378 0.000000 Search: 0.03 0.000000 increaseLambda: 0.03 0.000000 48: time = 0.030000 loss = 7.009053 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 increaseLambda: 0.378 0.000000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = 0.000000 Undoing contribution: was 0.007893550333778072 now 0.007893412669078876 334: time = 0.378000 loss = 6.879796 Updating 2 features NewtonStep: 0.03 0.000000 'DOC__rev lambda = -0.1726 alpha = 0.005879 lossBound = -0.000000 W1 = 0.016450 N1 = 0.008225 deltaLoss = -0.000000 increaseLambda: 0.03 0.000000 49: time = 0.030000 loss = 7.009053 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.031 0.001000 increaseLambda: 0.031 0.000000 50: time = 0.031000 loss = 7.009053 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.031 0.000000 Updating 0 features NewtonStep: 0.379 0.001000 increaseLambda: 0.031 0.000000 Undoing contribution: was 0.014706350567841753 now 0.014706350567840865 51: time = 0.031000 loss = 7.009053 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = 0.000000 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.031 0.000000 increaseLambda: 0.379 0.000000 335: time = 0.379000 loss = 6.879796 'DOC__rev lambda = -0.2992 alpha = -0.004372 lossBound = -0.000000 W1 = 0.016220 N1 = 0.008110 deltaLoss = -0.000000 increaseLambda: 0.031 0.000000 Undoing: newLoss 7.0090526041706, oldLoss 7.0090526041706, deltaLossBound -1.3891616312553613E-16 increaseLambda: 0.031 0.000000 Updating 0 features NewtonStep: 0.379 0.000000 Search: 0.031 0.000000 increaseLambda: 0.379 0.000000 336: time = 0.379000 loss = 6.879795 'DOC__rev lambda = 0.0126 alpha = 0.004211 lossBound = -0.000000 W1 = 0.663678 N1 = 0.678384 deltaLoss = -0.000000 increaseLambda: 0.031 0.000000 Undoing contribution: was 0.014706350567840865 now 0.0147063505678382 52: time = 0.031000 loss = 7.009053 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = 0.000000 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.031 0.000000 increaseLambda: 0.032 0.001000 Undoing: newLoss 7.0120914902325495, oldLoss 7.009052604170598, deltaLossBound 0.0 increaseLambda: 0.032 0.000000 Updating 0 features NewtonStep: 0.38 0.001000 Search: 0.032 0.000000 increaseLambda: 0.032 0.000000 53: time = 0.032000 loss = 7.009053 PTL_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.231618 N1 = 0.220588 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.032 0.000000 increaseLambda: 0.38 0.000000 337: time = 0.380000 loss = 6.879795 'DOC__rev lambda = -1.1020 alpha = -0.002851 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000000 increaseLambda: 0.032 0.000000 Undoing: newLoss 7.011014720036236, oldLoss 7.009052604170598, deltaLossBound -0.0017193600917894333 increaseLambda: 0.032 0.000000 Updating 1 features Search: 0.032 0.000000 NewtonStep: 0.38 0.000000 increaseLambda: 0.032 0.000000 54: time = 0.032000 loss = 7.009053 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = -0.001719 W1 = 0.208541 N1 = 0.194853 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.032 0.000000 increaseLambda: 0.38 0.000000 Undoing contribution: was 0.007893412669078876 now 0.007893279534185544 338: time = 0.380000 loss = 6.879795 'DOC__rev lambda = -0.1668 alpha = 0.005781 lossBound = -0.000000 W1 = 0.016450 N1 = 0.008225 deltaLoss = -0.000000 increaseLambda: 0.032 0.000000 Undoing contribution: was 0.014706350567834647 now 0.01470635056783376 55: time = 0.032000 loss = 7.009053 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = 0.000000 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.033 0.001000 increaseLambda: 0.033 0.000000 Undoing: newLoss 7.0090526041706, oldLoss 7.0090526041706, deltaLossBound -1.3891616312553613E-16 Updating 0 features increaseLambda: 0.033 0.000000 NewtonStep: 0.381 0.001000 increaseLambda: 0.381 0.000000 339: time = 0.381000 loss = 6.879795 'DOC__rev lambda = -0.3036 alpha = -0.004376 lossBound = -0.000000 W1 = 0.016220 N1 = 0.008110 deltaLoss = -0.000000 Search: 0.033 0.000000 increaseLambda: 0.033 0.000000 Undoing contribution: was 0.01470635056783376 now 0.014706350567831095 56: time = 0.033000 loss = 7.009053 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = 0.000000 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 1 features Updating 2 features NewtonStep: 0.033 0.000000 NewtonStep: 0.381 0.000000 increaseLambda: 0.033 0.000000 Undoing: newLoss 7.0120914902325495, oldLoss 7.009052604170598, deltaLossBound 0.0 increaseLambda: 0.381 0.000000 Undoing contribution: was 0.007893279534185544 now 0.007893204110570635 340: time = 0.381000 loss = 6.879795 'DOC__rev lambda = -0.1625 alpha = 0.004349 lossBound = -0.000000 W1 = 0.016450 N1 = 0.008225 deltaLoss = -0.000000 increaseLambda: 0.033 0.000000 Search: 0.033 0.000000 increaseLambda: 0.033 0.000000 57: time = 0.033000 loss = 7.009053 PTL_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.231618 N1 = 0.220588 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.034 0.001000 Updating 1 features NewtonStep: 0.382 0.001000 increaseLambda: 0.034 0.000000 Undoing: newLoss 7.011014720036236, oldLoss 7.009052604170598, deltaLossBound -0.0017193600917894333 increaseLambda: 0.382 0.000000 increaseLambda: 0.034 0.000000 Search: 0.034 0.000000 increaseLambda: 0.034 0.000000 58: time = 0.034000 loss = 7.009053 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = -0.001719 W1 = 0.208541 N1 = 0.194853 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.034 0.000000 Updating 0 features NewtonStep: 0.152 0.004000 increaseLambda: 0.034 0.000000 Undoing contribution: was 0.014706350567827542 now 0.014706350567826654 59: time = 0.034000 loss = 7.009053 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = 0.000000 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 1 features Newton: returning -8.312572162198142E-14 increaseLambda: 0.152 0.000000 341: time = 0.382000 loss = 6.879795 'DOC__rev lambda = -0.3080 alpha = -0.004371 lossBound = -0.000000 W1 = 0.016220 N1 = 0.008110 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.383 0.001000 increaseLambda: 0.383 0.000000 Undoing contribution: was 0.007893204110570635 now 0.00789312869670526 342: time = 0.383000 loss = 6.879795 'DOC__rev lambda = -0.1581 alpha = 0.004349 lossBound = -0.000000 W1 = 0.016450 N1 = 0.008225 deltaLoss = -0.000000 Undoing contribution: was 0.007732981759655633 now 0.007729531199777807 151: time = 0.153000 loss = 6.790833 Updating 2 features Updating 0 features NewtonStep: 0.383 0.000000 'PTL__rev lambda = 0.2021 alpha = -0.011877 lossBound = -0.000001 W1 = 0.806898 N1 = 0.823183 deltaLoss = -0.000003 Loss was 7.0090526041706, now 7.0090526041706, delta 0.000000 parallelUpdate: 0.035 0.001000 Converged after 60 iterations 60: time = 0.035000 loss = 7.009053 Resulting gain: 0.014706350567842641 increaseLambda: 0.383 0.000000 343: time = 0.383000 loss = 6.879795 'DOC__rev lambda = -0.3124 alpha = -0.004371 lossBound = -0.000000 W1 = 0.016220 N1 = 0.008110 deltaLoss = -0.000000 Daphnia_lumholtzi response curves Updating 0 features NewtonStep: 0.154 0.001000 Updating 0 features NewtonStep: 0.384 0.001000 increaseLambda: 0.154 0.000000 152: time = 0.154000 loss = 6.790832 'PTL__rev lambda = 0.0468 alpha = 0.007083 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 increaseLambda: 0.384 0.000000 Undoing contribution: was 0.00789312869670526 now 0.00789305329296512 344: time = 0.384000 loss = 6.879795 'DOC__rev lambda = -0.1538 alpha = 0.004348 lossBound = -0.000000 W1 = 0.016450 N1 = 0.008225 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.154 0.000000 increaseLambda: 0.154 0.000000 Undoing contribution: was 0.007729531199777807 now 0.0077281796629353645 153: time = 0.154000 loss = 6.790831 'PTL__rev lambda = 0.1947 alpha = -0.007422 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 Updating 0 features Updating 0 features NewtonStep: 0.384 0.000000 NewtonStep: 0.154 0.000000 increaseLambda: 0.384 0.000000 345: time = 0.384000 loss = 6.879795 increaseLambda: 0.154 0.000000 'DOC__rev lambda = -0.3167 alpha = -0.004370 lossBound = -0.000000 W1 = 0.016220 N1 = 0.008110 deltaLoss = -0.000000 154: time = 0.154000 loss = 6.790829 'PTL__rev lambda = 0.0538 alpha = 0.007025 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.385 0.001000 Updating 0 features NewtonStep: 0.155 0.001000 increaseLambda: 0.385 0.000000 Undoing contribution: was 0.00789305329296512 now 0.007892977899347548 346: time = 0.385000 loss = 6.879794 'DOC__rev lambda = -0.1494 alpha = 0.004348 lossBound = -0.000000 W1 = 0.016450 N1 = 0.008225 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.385 0.000000 increaseLambda: 0.385 0.000000 347: time = 0.385000 loss = 6.879794 'DOC__rev lambda = -0.3211 alpha = -0.004370 lossBound = -0.000000 W1 = 0.016220 N1 = 0.008110 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.386 0.001000 increaseLambda: 0.386 0.000000 Undoing contribution: was 0.007892977899347548 now 0.007892902515854323 348: time = 0.386000 loss = 6.879794 'DOC__rev lambda = -0.1451 alpha = 0.004348 lossBound = -0.000000 W1 = 0.016450 N1 = 0.008225 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.387 0.001000 increaseLambda: 0.387 0.000000 349: time = 0.387000 loss = 6.879794 'DOC__rev lambda = -0.3255 alpha = -0.004370 lossBound = -0.000000 W1 = 0.016220 N1 = 0.008110 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.388 0.001000 increaseLambda: 0.388 0.000000 Undoing contribution: was 0.007892902515854323 now 0.00789282714248189 350: time = 0.388000 loss = 6.879794 'DOC__rev lambda = -0.1407 alpha = 0.004347 lossBound = -0.000000 W1 = 0.016450 N1 = 0.008225 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.388 0.000000 increaseLambda: 0.388 0.000000 351: time = 0.388000 loss = 6.879794 'DOC__rev lambda = -0.3298 alpha = -0.004370 lossBound = -0.000000 W1 = 0.016220 N1 = 0.008110 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.389 0.001000 increaseLambda: 0.389 0.000000 Undoing contribution: was 0.00789282714248189 now 0.007892751779228475 352: time = 0.389000 loss = 6.879794 'DOC__rev lambda = -0.1364 alpha = 0.004347 lossBound = -0.000000 W1 = 0.016450 N1 = 0.008225 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.389 0.000000 increaseLambda: 0.389 0.000000 353: time = 0.389000 loss = 6.879794 'DOC__rev lambda = -0.3342 increaseLambda: 0.155 0.000000 Undoing contribution: was 0.0077281796629353645 now 0.007726842410391999 155: time = 0.159000 loss = 6.790828 'PTL__rev lambda = 0.1873 alpha = -0.007382 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.16 0.001000 increaseLambda: 0.16 0.000000 156: time = 0.160000 loss = 6.790827 'PTL__rev lambda = 0.0608 alpha = 0.006988 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.16 0.000000 increaseLambda: 0.16 0.000000 Undoing contribution: was 0.007726842410391999 now 0.007725519315621366 157: time = 0.160000 loss = 6.790825 'PTL__rev lambda = 0.1800 alpha = -0.007342 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 alpha = -0.004369 lossBound = -0.000000 W1 = 0.016220 N1 = 0.008110 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.39 0.001000 Updating 0 features NewtonStep: 0.16 0.000000 increaseLambda: 0.39 0.000000 Undoing contribution: was 0.007892751779228475 now 0.007892676426094076 354: time = 0.391000 loss = 6.879794 'DOC__rev lambda = -0.1320 alpha = 0.004347 lossBound = -0.000000 W1 = 0.016450 N1 = 0.008225 deltaLoss = -0.000000 increaseLambda: 0.161 0.001000 158: time = 0.161000 loss = 6.790824 'PTL__rev lambda = 0.0678 alpha = 0.006950 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.161 0.000000 increaseLambda: 0.161 0.000000 Undoing contribution: was 0.007725519315621366 now 0.007724210228008833 159: time = 0.161000 loss = 6.790823 'PTL__rev lambda = 0.1726 alpha = -0.007303 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.161 0.000000 increaseLambda: 0.161 0.000000 160: time = 0.161000 loss = 6.790821 'PTL__rev lambda = 0.0747 alpha = 0.006913 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.161 0.000000 increaseLambda: 0.161 0.000000 Undoing contribution: was 0.007724210228008833 now 0.007722914998549147 161: time = 0.161000 loss = 6.790820 'PTL__rev lambda = 0.1654 alpha = -0.007263 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.162 0.001000 increaseLambda: 0.162 0.000000 162: time = 0.162000 loss = 6.790819 'PTL__rev lambda = 0.0816 alpha = 0.006876 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.162 0.000000 increaseLambda: 0.162 0.000000 Undoing contribution: was 0.007722914998549147 now 0.007721633479826007 163: time = 0.162000 loss = 6.790817 'PTL__rev lambda = 0.1582 alpha = -0.007224 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.392 0.001000 increaseLambda: 0.392 0.000000 355: time = 0.392000 loss = 6.879794 'DOC__rev lambda = -0.3386 alpha = -0.004369 lossBound = -0.000000 W1 = 0.016220 N1 = 0.008110 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.162 0.000000 Updating 0 features NewtonStep: 0.393 0.001000 increaseLambda: 0.163 0.001000 164: time = 0.163000 loss = 6.790816 'PTL__rev lambda = 0.0884 alpha = 0.006839 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 increaseLambda: 0.393 0.000000 Undoing contribution: was 0.007892676426094076 now 0.007892601083077806 356: time = 0.393000 loss = 6.879794 'DOC__rev lambda = -0.1277 alpha = 0.004347 lossBound = -0.000000 W1 = 0.016450 N1 = 0.008225 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.163 0.000000 increaseLambda: 0.163 0.000000 Undoing contribution: was 0.007721633479826007 now 0.0077203655260067346 165: time = 0.163000 loss = 6.790815 'PTL__rev lambda = 0.1510 alpha = -0.007185 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.393 0.000000 Updating 0 features NewtonStep: 0.163 0.000000 increaseLambda: 0.393 0.000000 357: time = 0.393000 loss = 6.879794 'DOC__rev lambda = -0.3429 alpha = -0.004369 lossBound = -0.000000 W1 = 0.016220 N1 = 0.008110 deltaLoss = -0.000000 increaseLambda: 0.163 0.000000 166: time = 0.163000 loss = 6.790814 'PTL__rev lambda = 0.0952 alpha = 0.006802 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.163 0.000000 Updating 0 features increaseLambda: 0.163 0.000000 Undoing contribution: was 0.0077203655260067346 now 0.0077191109928129616 167: time = 0.163000 loss = 6.790812 'PTL__rev lambda = 0.1438 alpha = -0.007147 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.164 0.001000 increaseLambda: 0.164 0.000000 168: time = 0.164000 loss = 6.790811 'PTL__rev lambda = 0.1020 alpha = 0.006766 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.164 0.000000 increaseLambda: 0.164 0.000000 Undoing contribution: was 0.0077191109928129616 now 0.00771786973750287 169: time = 0.164000 loss = 6.790810 'PTL__rev lambda = 0.1367 alpha = -0.007108 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.164 0.000000 increaseLambda: 0.164 0.000000 170: time = 0.164000 loss = 6.790809 'PTL__rev lambda = 0.1087 alpha = 0.006729 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.164 0.000000 increaseLambda: 0.164 0.000000 Undoing contribution: was 0.00771786973750287 now 0.00771664161888096 171: time = 0.164000 loss = 6.790807 'PTL__rev lambda = 0.1297 alpha = -0.007070 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.165 0.001000 increaseLambda: 0.165 0.000000 172: time = 0.165000 loss = 6.790806 'PTL__rev lambda = 0.1154 alpha = 0.006693 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.165 0.000000 increaseLambda: 0.165 0.000000 Undoing contribution: was 0.00771664161888096 now 0.007715426497247425 173: time = 0.165000 loss = 6.790805 'PTL__rev lambda = 0.1226 alpha = -0.007032 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 NewtonStep: 0.393 0.000000 Updating 0 features NewtonStep: 0.165 0.000000 increaseLambda: 0.395 0.002000 Undoing contribution: was 0.007892601083077806 now 0.007892525750177888 358: time = 0.395000 loss = 6.879794 'DOC__rev lambda = -0.1234 alpha = 0.004346 lossBound = -0.000000 W1 = 0.016450 N1 = 0.008225 deltaLoss = -0.000000 increaseLambda: 0.165 0.000000 174: time = 0.165000 loss = 6.790804 'PTL__rev lambda = 0.1221 alpha = 0.006657 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.166 0.001000 Updating 0 features increaseLambda: 0.166 0.000000 Undoing contribution: was 0.007715426497247425 now 0.0077142242343963725 175: time = 0.166000 loss = 6.790803 'PTL__rev lambda = 0.1156 alpha = -0.006994 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 NewtonStep: 0.396 0.001000 Updating 0 features NewtonStep: 0.166 0.000000 increaseLambda: 0.396 0.000000 359: time = 0.396000 loss = 6.879793 'DOC__rev lambda = -0.3473 alpha = -0.004368 lossBound = -0.000000 W1 = 0.016220 N1 = 0.008110 deltaLoss = -0.000000 increaseLambda: 0.166 0.000000 Updating 13 features Newton: returning 0.022845045287847934 176: time = 0.166000 loss = 6.790801 Updating 1 features 'PTL__rev lambda = 0.1287 alpha = 0.006622 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.166 0.000000 increaseLambda: 0.167 0.001000 Undoing contribution: was 0.0077142242343963725 now 0.007713034693604282 177: time = 0.167000 loss = 6.790800 'PTL__rev lambda = 0.1087 alpha = -0.006956 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 Loss was 6.879793487726143, now 6.879792920519721, delta -0.000001 parallelUpdate: 0.397 0.001000 Converged after 360 iterations 360: time = 0.397000 loss = 6.879793 Resulting gain: 0.1439660342187219 Updating 0 features NewtonStep: 0.167 0.000000 increaseLambda: 0.167 0.000000 178: time = 0.167000 loss = 6.790799 'PTL__rev lambda = 0.1353 alpha = 0.006586 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.167 0.000000 Daphnia_lumholtzi response curves increaseLambda: 0.167 0.000000 Undoing contribution: was 0.007713034693604282 now 0.007711857739599804 179: time = 0.167000 loss = 6.790798 'PTL__rev lambda = 0.1018 alpha = -0.006919 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 Updating 10 features Reducing stepsize from 6.444031464818424 to 0.8881830311034525 Newton: returning 0.8881830311034525 Updating 1 features Loss was 6.790797805017979, now 6.790767510176106, delta -0.000030 parallelUpdate: 0.168 0.001000 Updating 1 features NewtonStep: 0.168 0.000000 increaseLambda: 0.169 0.001000 181: time = 0.169000 loss = 6.790763 'PTL__rev lambda = 0.2329 alpha = 0.012372 lossBound = -0.000001 W1 = 0.786989 N1 = 0.803974 deltaLoss = -0.000004 Updating 0 features NewtonStep: 0.169 0.000000 increaseLambda: 0.17 0.001000 182: time = 0.170000 loss = 6.790762 'PTL__rev lambda = -0.4218 alpha = -0.005228 lossBound = -0.000001 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000002 Updating 0 features NewtonStep: 0.17 0.000000 increaseLambda: 0.17 0.000000 183: time = 0.170000 loss = 6.790761 'PTL__rev lambda = 0.2381 alpha = 0.005215 lossBound = -0.000000 W1 = 0.786991 N1 = 0.803974 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.17 0.000000 increaseLambda: 0.171 0.001000 184: time = 0.171000 loss = 6.790761 'PTL__rev lambda = -0.4243 alpha = -0.002520 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.171 0.000000 increaseLambda: 0.171 0.000000 Undoing contribution: was 0.18500522990315893 now 0.18500484045762622 185: time = 0.171000 loss = 6.790760 'PTL__rev lambda = -1.7095 alpha = 0.003419 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.171 0.000000 increaseLambda: 0.171 0.000000 186: time = 0.171000 loss = 6.790760 'PTL__rev lambda = -0.4263 alpha = -0.002022 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.172 0.001000 increaseLambda: 0.172 0.000000 187: time = 0.172000 loss = 6.790760 'PTL__rev lambda = 0.2411 alpha = 0.002949 lossBound = -0.000000 W1 = 0.786991 N1 = 0.803974 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.172 0.000000 increaseLambda: 0.172 0.000000 188: time = 0.172000 loss = 6.790760 'PTL__rev lambda = -0.4277 alpha = -0.001423 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.172 0.000000 increaseLambda: 0.173 0.001000 Undoing contribution: was 0.18500484045762622 now 0.18500466003407545 189: time = 0.173000 loss = 6.790760 'PTL__rev lambda = -1.7071 alpha = 0.002326 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.173 0.000000 increaseLambda: 0.173 0.000000 190: time = 0.173000 loss = 6.790759 'PTL__rev lambda = -0.4291 alpha = -0.001376 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.173 0.000000 increaseLambda: 0.174 0.001000 Undoing contribution: was 0.18500466003407545 now 0.18500459749024578 191: time = 0.174000 loss = 6.790759 'PTL__rev lambda = -1.7058 alpha = 0.001369 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.174 0.000000 increaseLambda: 0.174 0.000000 192: time = 0.174000 loss = 6.790759 'PTL__rev lambda = -0.4299 alpha = -0.000810 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.174 0.000000 increaseLambda: 0.174 0.000000 193: time = 0.174000 loss = 6.790759 'PTL__rev lambda = 0.2430 alpha = 0.001895 lossBound = -0.000000 W1 = 0.786991 N1 = 0.803974 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.174 0.000000 increaseLambda: 0.174 0.000000 194: time = 0.174000 loss = 6.790759 'PTL__rev lambda = -0.4308 alpha = -0.000914 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.174 0.000000 increaseLambda: 0.175 0.001000 Undoing contribution: was 0.18500459749024578 now 0.18500456355640693 195: time = 0.175000 loss = 6.790759 'PTL__rev lambda = -1.7048 alpha = 0.001008 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.175 0.000000 increaseLambda: 0.175 0.000000 196: time = 0.176000 loss = 6.790759 'PTL__rev lambda = -0.4314 alpha = -0.000597 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.176 0.000000 increaseLambda: 0.177 0.001000 197: time = 0.177000 loss = 6.790759 'PTL__rev lambda = 0.2440 alpha = 0.001039 lossBound = -0.000000 W1 = 0.786991 N1 = 0.803974 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.177 0.000000 increaseLambda: 0.177 0.000000 198: time = 0.177000 loss = 6.790759 'PTL__rev lambda = -0.4319 alpha = -0.000501 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.177 0.000000 increaseLambda: 0.177 0.000000 Undoing contribution: was 0.18500456355640693 now 0.18500454697893953 199: time = 0.177000 loss = 6.790759 'PTL__rev lambda = -1.7040 alpha = 0.000705 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.177 0.000000 increaseLambda: 0.177 0.000000 200: time = 0.177000 loss = 6.790759 'PTL__rev lambda = -0.4323 alpha = -0.000417 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 Converged after 200 iterations 200: time = 0.178000 loss = 6.790759 Resulting gain: 0.23299992848571804 Daphnia_lumholtzi response curves Making features makeFeatures: max memory 1908932608, total allocated 374865920, free 229037496, used 145828424, increment 27015864 Daphnia_lumholtzi SALINITY_COND: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 34 samples Density: max memory 1908932608, total allocated 374865920, free 229037496, used 145828424, increment 0 linearPredictor: max memory 1908932608, total allocated 374865920, free 229037496, used 145828424, increment 0 FeaturedSpace: max memory 1908932608, total allocated 374865920, free 229037496, used 145828424, increment 0 Sequential: max memory 1908932608, total allocated 374865920, free 229037496, used 145828424, increment 0 Initial loss: 7.023758954738443 Updating 2 features NewtonStep: 0.0 0.000000 increaseLambda: 0.001 0.001000 Undoing: newLoss 7.023421535505603, oldLoss 7.023758954738443, deltaLossBound -0.004018562517094905 increaseLambda: 0.001 0.000000 Search: 0.001 0.000000 increaseLambda: 0.001 0.000000 0: time = 0.001000 loss = 7.023590 'SALINITY_COND lambda = -0.0082 alpha = -0.008194 lossBound = -0.004019 W1 = 0.064508 N1 = 0.029412 deltaLoss = -0.000169 Updating 2 features NewtonStep: 0.001 0.000000 increaseLambda: 0.001 0.000000 Undoing: newLoss 7.0234534284974375, oldLoss 7.023589848305489, deltaLossBound -0.003849456084142602 increaseLambda: 0.001 0.000000 Search: 0.002 0.001000 increaseLambda: 0.002 0.000000 1: time = 0.002000 loss = 7.023428 'SALINITY_COND lambda = -0.0162 alpha = -0.008030 lossBound = -0.003849 W1 = 0.064025 N1 = 0.029412 deltaLoss = -0.000162 Updating 2 features NewtonStep: 0.002 0.000000 increaseLambda: 0.002 0.000000 Undoing: newLoss 7.023297106988316, oldLoss 7.023428055037098, deltaLossBound -0.0036876628157508527 increaseLambda: 0.002 0.000000 Search: 0.003 0.001000 increaseLambda: 0.003 0.000000 2: time = 0.003000 loss = 7.023273 'SALINITY_COND lambda = -0.0241 alpha = -0.007869 lossBound = -0.003688 W1 = 0.063555 N1 = 0.029412 deltaLoss = -0.000155 Updating 2 features NewtonStep: 0.003 0.000000 increaseLambda: 0.003 0.000000 Undoing: newLoss 7.023147548275213, oldLoss 7.023273246670084, deltaLossBound -0.003532854448736922 increaseLambda: 0.003 0.000000 Search: 0.004 0.001000 increaseLambda: 0.004 0.000000 3: time = 0.004000 loss = 7.023125 'SALINITY_COND lambda = -0.0318 alpha = -0.007712 lossBound = -0.003533 W1 = 0.063098 N1 = 0.029412 deltaLoss = -0.000148 Updating 2 features NewtonStep: 0.004 0.000000 increaseLambda: 0.004 0.000000 Undoing: newLoss 7.023004448779589, oldLoss 7.0231251104065, deltaLossBound -0.0033847181851505512 increaseLambda: 0.004 0.000000 Search: 0.005 0.001000 increaseLambda: 0.005 0.000000 4: time = 0.005000 loss = 7.022983 'SALINITY_COND lambda = -0.0394 alpha = -0.007558 lossBound = -0.003385 W1 = 0.062653 N1 = 0.029412 deltaLoss = -0.000142 Updating 2 features NewtonStep: 0.005 0.000000 increaseLambda: 0.005 0.000000 Undoing: newLoss 7.022867519216888, oldLoss 7.022983348140724, deltaLossBound -0.0032429559193743653 increaseLambda: 0.005 0.000000 Search: 0.006 0.001000 increaseLambda: 0.007 0.001000 5: time = 0.007000 loss = 7.022848 'SALINITY_COND lambda = -0.0468 alpha = -0.007407 lossBound = -0.003243 W1 = 0.062219 N1 = 0.029412 deltaLoss = -0.000136 Updating 2 features NewtonStep: 0.007 0.000000 increaseLambda: 0.007 0.000000 Undoing: newLoss 7.022736483883322, oldLoss 7.022847675727864, deltaLossBound -0.003107283506515601 increaseLambda: 0.007 0.000000 Search: 0.007 0.000000 increaseLambda: 0.008 0.001000 6: time = 0.008000 loss = 7.022718 'SALINITY_COND lambda = -0.0540 alpha = -0.007258 lossBound = -0.003107 W1 = 0.061797 N1 = 0.029412 deltaLoss = -0.000130 Updating 2 features NewtonStep: 0.008 0.000000 increaseLambda: 0.008 0.000000 Undoing: newLoss 7.0226110799806465, oldLoss 7.022717822291071, deltaLossBound -0.0029774300697222155 increaseLambda: 0.008 0.000000 Search: 0.008 0.000000 increaseLambda: 0.008 0.000000 7: time = 0.008000 loss = 7.022594 'SALINITY_COND lambda = -0.0611 alpha = -0.007113 lossBound = -0.002977 W1 = 0.061386 N1 = 0.029412 deltaLoss = -0.000124 Updating 2 features NewtonStep: 0.008 0.000000 increaseLambda: 0.009 0.001000 Undoing: newLoss 7.02249105697676, oldLoss 7.022593529565554, deltaLossBound -0.002853137344205724 increaseLambda: 0.009 0.000000 Search: 0.009 0.000000 increaseLambda: 0.009 0.000000 8: time = 0.009000 loss = 7.022475 'SALINITY_COND lambda = -0.0681 alpha = -0.006971 lossBound = -0.002853 W1 = 0.060985 N1 = 0.029412 deltaLoss = -0.000119 Updating 2 features NewtonStep: 0.009 0.000000 increaseLambda: 0.009 0.000000 Undoing: newLoss 7.02237617600009, oldLoss 7.02247455127723, deltaLossBound -0.002734159055883232 increaseLambda: 0.01 0.001000 Search: 0.01 0.000000 increaseLambda: 0.01 0.000000 9: time = 0.010000 loss = 7.022361 'SALINITY_COND lambda = -0.0749 alpha = -0.006832 lossBound = -0.002734 W1 = 0.060595 N1 = 0.029412 deltaLoss = -0.000114 Updating 2 features NewtonStep: 0.01 0.000000 increaseLambda: 0.01 0.000000 Undoing: newLoss 7.021907322183263, oldLoss 7.022360652554038, deltaLossBound -0.002620260332689317 increaseLambda: 0.01 0.000000 Search: 0.01 0.000000 increaseLambda: 0.01 0.000000 10: time = 0.010000 loss = 7.021841 'SALINITY_COND lambda = -0.1084 alpha = -0.033475 lossBound = -0.002620 W1 = 0.058718 N1 = 0.029412 deltaLoss = -0.000520 Updating 2 features NewtonStep: 0.011 0.001000 increaseLambda: 0.011 0.000000 Undoing: newLoss 7.021474118249533, oldLoss 7.021840652518072, deltaLossBound -0.0021002602967236626 increaseLambda: 0.011 0.000000 Search: 0.011 0.000000 increaseLambda: 0.011 0.000000 11: time = 0.011000 loss = 7.021426 'SALINITY_COND lambda = -0.1385 alpha = -0.030127 lossBound = -0.002100 W1 = 0.057074 N1 = 0.029412 deltaLoss = -0.000415 Updating 2 features NewtonStep: 0.011 0.000000 increaseLambda: 0.011 0.000000 Undoing: newLoss 7.021129203134986, oldLoss 7.021425659885697, deltaLossBound -0.0016852676643492326 increaseLambda: 0.011 0.000000 Search: 0.012 0.001000 increaseLambda: 0.012 0.000000 12: time = 0.012000 loss = 7.021094 'SALINITY_COND lambda = -0.1657 alpha = -0.027114 lossBound = -0.001685 W1 = 0.055633 N1 = 0.029412 deltaLoss = -0.000332 Updating 2 features NewtonStep: 0.012 0.000000 increaseLambda: 0.012 0.000000 Undoing: newLoss 7.020854126236843, oldLoss 7.021093969443834, deltaLossBound -0.0013535772224848816 increaseLambda: 0.012 0.000000 Search: 0.012 0.000000 increaseLambda: 0.012 0.000000 13: time = 0.012000 loss = 7.020829 'SALINITY_COND lambda = -0.1901 alpha = -0.024403 lossBound = -0.001354 W1 = 0.054364 N1 = 0.029412 deltaLoss = -0.000265 Updating 2 features NewtonStep: 0.012 0.000000 increaseLambda: 0.012 0.000000 Undoing: newLoss 7.020634416093636, oldLoss 7.020828500375986, deltaLossBound -0.0010881081546376572 increaseLambda: 0.013 0.001000 Search: 0.013 0.000000 increaseLambda: 0.013 0.000000 14: time = 0.013000 loss = 7.020616 'SALINITY_COND lambda = -0.2120 alpha = -0.021963 lossBound = -0.001088 W1 = 0.053246 N1 = 0.029412 deltaLoss = -0.000213 Updating 2 features NewtonStep: 0.013 0.000000 increaseLambda: 0.013 0.000000 Undoing: newLoss 7.020458689173756, oldLoss 7.020615773175761, deltaLossBound -8.753809544130393E-4 increaseLambda: 0.013 0.000000 Search: 0.013 0.000000 increaseLambda: 0.013 0.000000 15: time = 0.013000 loss = 7.020445 'SALINITY_COND lambda = -0.2318 alpha = -0.019766 lossBound = -0.000875 W1 = 0.052259 N1 = 0.029412 deltaLoss = -0.000171 Updating 2 features NewtonStep: 0.014 0.001000 increaseLambda: 0.014 0.000000 Undoing: newLoss 7.020317967050091, oldLoss 7.020445123213487, deltaLossBound -7.047309921394533E-4 increaseLambda: 0.017 0.003000 Search: 0.017 0.000000 increaseLambda: 0.017 0.000000 16: time = 0.017000 loss = 7.020308 'SALINITY_COND lambda = -0.2496 alpha = -0.017790 lossBound = -0.000705 W1 = 0.051384 N1 = 0.029412 deltaLoss = -0.000137 Updating 2 features NewtonStep: 0.017 0.000000 increaseLambda: 0.017 0.000000 Undoing: newLoss 7.020205150923634, oldLoss 7.020308093432896, deltaLossBound -5.677012115495985E-4 increaseLambda: 0.017 0.000000 Search: 0.018 0.001000 increaseLambda: 0.018 0.000000 17: time = 0.018000 loss = 7.020198 'SALINITY_COND lambda = -0.2656 alpha = -0.016011 lossBound = -0.000568 W1 = 0.050610 N1 = 0.029412 deltaLoss = -0.000110 Updating 2 features NewtonStep: 0.018 0.000000 increaseLambda: 0.018 0.000000 Undoing: newLoss 7.02011461556264, oldLoss 7.020197963379891, deltaLossBound -4.575711585433056E-4 increaseLambda: 0.018 0.000000 Search: 0.018 0.000000 increaseLambda: 0.019 0.001000 18: time = 0.019000 loss = 7.020109 'SALINITY_COND lambda = -0.2800 alpha = -0.014410 lossBound = -0.000458 W1 = 0.049922 N1 = 0.029412 deltaLoss = -0.000089 Updating 2 features NewtonStep: 0.019 0.000000 increaseLambda: 0.019 0.000000 Undoing: newLoss 7.020041894306173, oldLoss 7.0201093825244865, deltaLossBound -3.689903031392431E-4 increaseLambda: 0.019 0.000000 Search: 0.019 0.000000 increaseLambda: 0.019 0.000000 19: time = 0.019000 loss = 7.020038 'SALINITY_COND lambda = -0.2930 alpha = -0.012969 lossBound = -0.000369 W1 = 0.049310 N1 = 0.029412 deltaLoss = -0.000071 Updating 2 features NewtonStep: 0.019 0.000000 increaseLambda: 0.019 0.000000 Undoing: newLoss 7.019877964702344, oldLoss 7.020038083750042, deltaLossBound -2.97691528693218E-4 increaseLambda: 0.02 0.001000 Search: 0.02 0.000000 increaseLambda: 0.02 0.000000 20: time = 0.020000 loss = 7.019871 'SALINITY_COND lambda = -0.3319 alpha = -0.038906 lossBound = -0.000298 W1 = 0.047518 N1 = 0.029412 deltaLoss = -0.000167 Updating 2 features NewtonStep: 0.02 0.000000 increaseLambda: 0.02 0.000000 Undoing: newLoss 7.0198000591971, oldLoss 7.01987112874087, deltaLossBound -1.3073651952141287E-4 increaseLambda: 0.02 0.000000 Search: 0.02 0.000000 increaseLambda: 0.021 0.001000 21: time = 0.021000 loss = 7.019798 'SALINITY_COND lambda = -0.3578 alpha = -0.025937 lossBound = -0.000131 W1 = 0.046358 N1 = 0.029412 deltaLoss = -0.000073 Updating 2 features NewtonStep: 0.021 0.000000 increaseLambda: 0.021 0.000000 Undoing: newLoss 7.019766475712224, oldLoss 7.019798038027254, deltaLossBound -5.764580590578985E-5 increaseLambda: 0.021 0.000000 Search: 0.021 0.000000 increaseLambda: 0.021 0.000000 22: time = 0.021000 loss = 7.019766 'SALINITY_COND lambda = -0.3751 alpha = -0.017292 lossBound = -0.000058 W1 = 0.045599 N1 = 0.029412 deltaLoss = -0.000032 Updating 2 features NewtonStep: 0.021 0.000000 increaseLambda: 0.022 0.001000 Undoing: newLoss 7.0197518563892265, oldLoss 7.0197658776831355, deltaLossBound -2.5485461786427244E-5 increaseLambda: 0.022 0.000000 Search: 0.023 0.001000 increaseLambda: 0.023 0.000000 23: time = 0.023000 loss = 7.019752 'SALINITY_COND lambda = -0.3866 alpha = -0.011528 lossBound = -0.000025 W1 = 0.045100 N1 = 0.029412 deltaLoss = -0.000014 Updating 2 features NewtonStep: 0.023 0.000000 increaseLambda: 0.023 0.000000 Undoing: newLoss 7.019745449421318, oldLoss 7.019751679358795, deltaLossBound -1.1287137446655093E-5 increaseLambda: 0.023 0.000000 Search: 0.024 0.001000 increaseLambda: 0.024 0.000000 24: time = 0.024000 loss = 7.019745 'SALINITY_COND lambda = -0.3943 alpha = -0.007685 lossBound = -0.000011 W1 = 0.044770 N1 = 0.029412 deltaLoss = -0.000006 Updating 2 features NewtonStep: 0.024 0.000000 increaseLambda: 0.024 0.000000 Undoing: newLoss 7.019742628627783, oldLoss 7.019745396999894, deltaLossBound -5.004778546910854E-6 increaseLambda: 0.024 0.000000 Search: 0.024 0.000000 increaseLambda: 0.024 0.000000 25: time = 0.024000 loss = 7.019743 'SALINITY_COND lambda = -0.3994 alpha = -0.005123 lossBound = -0.000005 W1 = 0.044552 N1 = 0.029412 deltaLoss = -0.000003 Updating 2 features NewtonStep: 0.024 0.000000 increaseLambda: 0.025 0.001000 Undoing: newLoss 7.019741382853336, oldLoss 7.019742613101804, deltaLossBound -2.220880455706297E-6 increaseLambda: 0.025 0.000000 Search: 0.025 0.000000 increaseLambda: 0.025 0.000000 26: time = 0.025000 loss = 7.019741 'SALINITY_COND lambda = -0.4029 alpha = -0.003416 lossBound = -0.000002 W1 = 0.044407 N1 = 0.029412 deltaLoss = -0.000001 Updating 2 features NewtonStep: 0.025 0.000000 increaseLambda: 0.025 0.000000 Undoing: newLoss 7.019740831517285, oldLoss 7.019741378254289, deltaLossBound -9.860329396550797E-7 increaseLambda: 0.025 0.000000 Search: 0.026 0.001000 increaseLambda: 0.026 0.000000 27: time = 0.026000 loss = 7.019741 'SALINITY_COND lambda = -0.4051 alpha = -0.002277 lossBound = -0.000001 W1 = 0.044310 N1 = 0.029412 deltaLoss = -0.000001 Updating 2 features NewtonStep: 0.026 0.000000 increaseLambda: 0.026 0.000000 Undoing: newLoss 7.019740587172281, oldLoss 7.01974083015485, deltaLossBound -4.3793350009919735E-7 increaseLambda: 0.027 0.001000 Search: 0.027 0.000000 increaseLambda: 0.027 0.000000 28: time = 0.027000 loss = 7.019741 'SALINITY_COND lambda = -0.4067 alpha = -0.001518 lossBound = -0.000000 W1 = 0.044246 N1 = 0.029412 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.027 0.000000 increaseLambda: 0.027 0.000000 Undoing: newLoss 7.019740478779801, oldLoss 7.019740586768643, deltaLossBound -1.945472959693256E-7 increaseLambda: 0.027 0.000000 Search: 0.028 0.001000 increaseLambda: 0.028 0.000000 29: time = 0.028000 loss = 7.019740 'SALINITY_COND lambda = -0.4077 alpha = -0.001012 lossBound = -0.000000 W1 = 0.044203 N1 = 0.029412 deltaLoss = -0.000000 Updating 1 features Newton: returning 0.004960478732766421 Updating 2 features Loss was 7.019740478660215, now 7.019740392221421, delta -0.000000 parallelUpdate: 0.028 0.000000 Updating 2 features NewtonStep: 0.028 0.000000 increaseLambda: 0.028 0.000000 Undoing: newLoss 7.019740392221381, oldLoss 7.019740392221421, deltaLossBound -7.341059338801309E-14 increaseLambda: 0.028 0.000000 Search: 0.029 0.001000 increaseLambda: 0.029 0.000000 31: time = 0.029000 loss = 7.019740 'SALINITY_COND lambda = -0.4097 alpha = -0.000001 lossBound = -0.000000 W1 = 0.044118 N1 = 0.029412 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.029 0.000000 increaseLambda: 0.029 0.000000 Undoing: newLoss 7.019740392221363, oldLoss 7.019740392221382, deltaLossBound -3.262257073521003E-14 increaseLambda: 0.029 0.000000 Search: 0.029 0.000000 increaseLambda: 0.029 0.000000 32: time = 0.029000 loss = 7.019740 'SALINITY_COND lambda = -0.4097 alpha = -0.000000 lossBound = -0.000000 W1 = 0.044118 N1 = 0.029412 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.029 0.000000 increaseLambda: 0.029 0.000000 Undoing: newLoss 7.019740392221355, oldLoss 7.0197403922213635, deltaLossBound -1.454617558387964E-14 increaseLambda: 0.03 0.001000 Search: 0.03 0.000000 increaseLambda: 0.03 0.000000 33: time = 0.030000 loss = 7.019740 'SALINITY_COND lambda = -0.4097 alpha = -0.000000 lossBound = -0.000000 W1 = 0.044118 N1 = 0.029412 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.03 0.000000 increaseLambda: 0.03 0.000000 Undoing: newLoss 7.019740392221349, oldLoss 7.019740392221355, deltaLossBound -6.44900273904751E-15 increaseLambda: 0.03 0.000000 Search: 0.03 0.000000 increaseLambda: 0.03 0.000000 34: time = 0.030000 loss = 7.019740 'SALINITY_COND lambda = -0.4097 alpha = -0.000000 lossBound = -0.000000 W1 = 0.044118 N1 = 0.029412 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.033 0.003000 increaseLambda: 0.033 0.000000 Undoing: newLoss 7.01974039222135, oldLoss 7.019740392221351, deltaLossBound -2.8390119321746907E-15 increaseLambda: 0.033 0.000000 Search: 0.033 0.000000 increaseLambda: 0.034 0.001000 35: time = 0.034000 loss = 7.019740 'SALINITY_COND lambda = -0.4097 alpha = -0.000000 lossBound = -0.000000 W1 = 0.044118 N1 = 0.029412 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.034 0.000000 increaseLambda: 0.034 0.000000 36: time = 0.034000 loss = 7.019740 'SALINITY_COND lambda = -0.4097 alpha = -0.000000 lossBound = -0.000000 W1 = 0.044118 N1 = 0.029412 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.034 0.000000 increaseLambda: 0.034 0.000000 Undoing: newLoss 7.0197403922213475, oldLoss 7.0197403922213475, deltaLossBound -4.60735184874746E-16 increaseLambda: 0.034 0.000000 Search: 0.035 0.001000 increaseLambda: 0.035 0.000000 37: time = 0.035000 loss = 7.019740 'SALINITY_COND lambda = -0.4097 alpha = -0.000000 lossBound = -0.000000 W1 = 0.044118 N1 = 0.029412 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.035 0.000000 increaseLambda: 0.035 0.000000 Undoing: newLoss 7.019740392221348, oldLoss 7.0197403922213475, deltaLossBound -3.1860537594670715E-16 increaseLambda: 0.035 0.000000 Search: 0.036 0.001000 increaseLambda: 0.036 0.000000 38: time = 0.036000 loss = 7.019740 'SALINITY_COND lambda = -0.4097 alpha = -0.000000 lossBound = -0.000000 W1 = 0.044118 N1 = 0.029412 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.036 0.000000 increaseLambda: 0.036 0.000000 Undoing: newLoss 7.019740392221349, oldLoss 7.019740392221349, deltaLossBound -1.5411960765251354E-16 increaseLambda: 0.037 0.001000 Search: 0.037 0.000000 increaseLambda: 0.037 0.000000 39: time = 0.037000 loss = 7.019740 'SALINITY_COND lambda = -0.4097 alpha = -0.000000 lossBound = -0.000000 W1 = 0.044118 N1 = 0.029412 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.037 0.000000 increaseLambda: 0.037 0.000000 Undoing: newLoss 7.019740392221348, oldLoss 7.0197403922213475, deltaLossBound -6.129747948358176E-17 increaseLambda: 0.037 0.000000 Search: 0.037 0.000000 increaseLambda: 0.038 0.001000 40: time = 0.038000 loss = 7.019740 'SALINITY_COND lambda = -0.4097 alpha = -0.000000 lossBound = -0.000000 W1 = 0.044118 N1 = 0.029412 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.038 0.000000 increaseLambda: 0.038 0.000000 Undoing: newLoss 7.020334876471868, oldLoss 7.019740392221348, deltaLossBound 0.0 increaseLambda: 0.038 0.000000 Search: 0.038 0.000000 increaseLambda: 0.038 0.000000 41: time = 0.038000 loss = 7.019740 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.038 0.000000 increaseLambda: 0.038 0.000000 Undoing: newLoss 7.020334876471868, oldLoss 7.019740392221348, deltaLossBound 0.0 increaseLambda: 0.038 0.000000 Search: 0.039 0.001000 increaseLambda: 0.039 0.000000 42: time = 0.039000 loss = 7.019740 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.039 0.000000 increaseLambda: 0.039 0.000000 Undoing: newLoss 7.020334876471868, oldLoss 7.019740392221348, deltaLossBound 0.0 increaseLambda: 0.039 0.000000 Search: 0.039 0.000000 increaseLambda: 0.039 0.000000 43: time = 0.039000 loss = 7.019740 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.039 0.000000 increaseLambda: 0.039 0.000000 Undoing: newLoss 7.020334876471868, oldLoss 7.019740392221348, deltaLossBound 0.0 increaseLambda: 0.039 0.000000 Search: 0.04 0.001000 increaseLambda: 0.04 0.000000 44: time = 0.040000 loss = 7.019740 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.04 0.000000 increaseLambda: 0.04 0.000000 Undoing: newLoss 7.020334876471868, oldLoss 7.019740392221348, deltaLossBound 0.0 increaseLambda: 0.04 0.000000 Search: 0.04 0.000000 increaseLambda: 0.04 0.000000 45: time = 0.040000 loss = 7.019740 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.04 0.000000 increaseLambda: 0.04 0.000000 Undoing: newLoss 7.020334876471868, oldLoss 7.019740392221348, deltaLossBound 0.0 increaseLambda: 0.041 0.001000 Search: 0.041 0.000000 increaseLambda: 0.041 0.000000 46: time = 0.041000 loss = 7.019740 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.041 0.000000 increaseLambda: 0.041 0.000000 Undoing: newLoss 7.020334876471868, oldLoss 7.019740392221348, deltaLossBound 0.0 increaseLambda: 0.041 0.000000 Search: 0.041 0.000000 increaseLambda: 0.041 0.000000 47: time = 0.041000 loss = 7.019740 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.041 0.000000 increaseLambda: 0.041 0.000000 Undoing: newLoss 7.020334876471868, oldLoss 7.019740392221348, deltaLossBound 0.0 increaseLambda: 0.042 0.001000 Search: 0.042 0.000000 increaseLambda: 0.042 0.000000 48: time = 0.042000 loss = 7.019740 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.042 0.000000 increaseLambda: 0.042 0.000000 Undoing: newLoss 7.020334876471868, oldLoss 7.019740392221348, deltaLossBound 0.0 increaseLambda: 0.042 0.000000 Search: 0.042 0.000000 increaseLambda: 0.042 0.000000 49: time = 0.042000 loss = 7.019740 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.042 0.000000 increaseLambda: 0.042 0.000000 Undoing: newLoss 7.02209898157821, oldLoss 7.019740392221348, deltaLossBound 0.0 increaseLambda: 0.042 0.000000 Search: 0.043 0.001000 increaseLambda: 0.043 0.000000 50: time = 0.043000 loss = 7.019740 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.043 0.000000 increaseLambda: 0.043 0.000000 Undoing: newLoss 7.02209898157821, oldLoss 7.019740392221348, deltaLossBound 0.0 increaseLambda: 0.043 0.000000 Search: 0.043 0.000000 increaseLambda: 0.043 0.000000 51: time = 0.043000 loss = 7.019740 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.043 0.000000 increaseLambda: 0.043 0.000000 Undoing: newLoss 7.02209898157821, oldLoss 7.019740392221348, deltaLossBound 0.0 increaseLambda: 0.043 0.000000 Search: 0.043 0.000000 increaseLambda: 0.043 0.000000 52: time = 0.043000 loss = 7.019740 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.043 0.000000 increaseLambda: 0.044 0.001000 Undoing: newLoss 7.02209898157821, oldLoss 7.019740392221348, deltaLossBound 0.0 increaseLambda: 0.044 0.000000 Search: 0.044 0.000000 increaseLambda: 0.044 0.000000 53: time = 0.044000 loss = 7.019740 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.044 0.000000 increaseLambda: 0.044 0.000000 Undoing: newLoss 7.02209898157821, oldLoss 7.019740392221348, deltaLossBound 0.0 increaseLambda: 0.044 0.000000 Search: 0.044 0.000000 increaseLambda: 0.044 0.000000 54: time = 0.044000 loss = 7.019740 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.044 0.000000 increaseLambda: 0.044 0.000000 Undoing: newLoss 7.02209898157821, oldLoss 7.019740392221348, deltaLossBound 0.0 increaseLambda: 0.044 0.000000 Search: 0.045 0.001000 increaseLambda: 0.045 0.000000 55: time = 0.045000 loss = 7.019740 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.045 0.000000 increaseLambda: 0.045 0.000000 Undoing: newLoss 7.02209898157821, oldLoss 7.019740392221348, deltaLossBound 0.0 increaseLambda: 0.045 0.000000 Search: 0.045 0.000000 increaseLambda: 0.045 0.000000 56: time = 0.045000 loss = 7.019740 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.045 0.000000 increaseLambda: 0.045 0.000000 Undoing: newLoss 7.02209898157821, oldLoss 7.019740392221348, deltaLossBound 0.0 increaseLambda: 0.045 0.000000 Search: 0.045 0.000000 increaseLambda: 0.045 0.000000 57: time = 0.045000 loss = 7.019740 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.046 0.001000 increaseLambda: 0.046 0.000000 Undoing: newLoss 7.02209898157821, oldLoss 7.019740392221348, deltaLossBound 0.0 increaseLambda: 0.046 0.000000 Making features Search: 0.046 0.000000 increaseLambda: 0.046 0.000000 58: time = 0.046000 loss = 7.019740 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.046 0.000000 increaseLambda: 0.046 0.000000 Undoing: newLoss 7.02209898157821, oldLoss 7.019740392221348, deltaLossBound 0.0 makeFeatures: max memory 1908932608, total allocated 374865920, free 221785800, used 153080120, increment 7251696 Daphnia_lumholtzi TURB: increaseLambda: 0.046 0.000000 Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 Search: 0.047 0.001000 increaseLambda: 0.047 0.000000 59: time = 0.047000 loss = 7.019740 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 1 features Newton: returning 7.99502549835536E-6 Updating 2 features Loss was 7.019740392221348, now 7.0197403922213475, delta -0.000000 parallelUpdate: 0.047 0.000000 Converged after 60 iterations 60: time = 0.047000 loss = 7.019740 Resulting gain: 0.004018562517095425 Daphnia_lumholtzi response curves 34 samples Density: max memory 1908932608, total allocated 374865920, free 221211360, used 153654560, increment 574440 linearPredictor: max memory 1908932608, total allocated 374865920, free 220251344, used 154614576, increment 960016 FeaturedSpace: max memory 1908932608, total allocated 374865920, free 220251344, used 154614576, increment 0 Sequential: max memory 1908932608, total allocated 374865920, free 218479272, used 156386648, increment 1772072 Initial loss: 7.023758954738443 Updating 2 features NewtonStep: 0.0 0.000000 increaseLambda: 0.0 0.000000 Undoing: newLoss 7.016594645783605, oldLoss 7.023758954738443, deltaLossBound -0.09942474539954763 increaseLambda: 0.0 0.000000 Search: 0.0 0.000000 increaseLambda: 0.001 0.001000 0: time = 0.001000 loss = 7.015088 'TURB__rev lambda = -0.0445 alpha = -0.044503 lossBound = -0.099425 W1 = 0.339936 N1 = 0.126894 deltaLoss = -0.008671 Updating 2 features NewtonStep: 0.001 0.000000 increaseLambda: 0.001 0.000000 Undoing: newLoss 7.009479221176019, oldLoss 7.015088265154528, deltaLossBound -0.09440414463333158 increaseLambda: 0.001 0.000000 Search: 0.001 0.000000 increaseLambda: 0.002 0.001000 1: time = 0.002000 loss = 7.006867 'TURB__rev lambda = -0.0880 alpha = -0.043472 lossBound = -0.094404 W1 = 0.334301 N1 = 0.126894 deltaLoss = -0.008221 Updating 2 features NewtonStep: 0.002 0.000000 increaseLambda: 0.002 0.000000 Undoing: newLoss 7.001548244211251, oldLoss 7.006867078398874, deltaLossBound -0.08963514035108595 increaseLambda: 0.002 0.000000 Search: 0.002 0.000000 increaseLambda: 0.002 0.000000 2: time = 0.002000 loss = 6.999072 'TURB__rev lambda = -0.1304 alpha = -0.042463 lossBound = -0.089635 W1 = 0.328833 N1 = 0.126894 deltaLoss = -0.007795 Updating 2 features NewtonStep: 0.003 0.001000 increaseLambda: 0.003 0.000000 Undoing: newLoss 6.9940274378485805, oldLoss 6.999072399286395, deltaLossBound -0.08510599969293438 increaseLambda: 0.003 0.000000 Search: 0.003 0.000000 increaseLambda: 0.003 0.000000 3: time = 0.003000 loss = 6.991682 'TURB__rev lambda = -0.1719 alpha = -0.041476 lossBound = -0.085106 W1 = 0.323528 N1 = 0.126894 deltaLoss = -0.007390 Updating 2 features NewtonStep: 0.004 0.001000 increaseLambda: 0.004 0.000000 Undoing: newLoss 6.986895904879434, oldLoss 6.991682301333819, deltaLossBound -0.08080539430521488 increaseLambda: 0.004 0.000000 Search: 0.004 0.000000 increaseLambda: 0.004 0.000000 4: time = 0.004000 loss = 6.984676 'TURB__rev lambda = -0.2124 alpha = -0.040511 lossBound = -0.080805 W1 = 0.318383 N1 = 0.126894 deltaLoss = -0.007006 Updating 2 features NewtonStep: 0.005 0.001000 increaseLambda: 0.005 0.000000 Undoing: newLoss 6.980133710861936, oldLoss 6.984675894237922, deltaLossBound -0.07672240673917571 increaseLambda: 0.005 0.000000 Search: 0.005 0.000000 increaseLambda: 0.005 0.000000 5: time = 0.005000 loss = 6.978033 'TURB__rev lambda = -0.2520 alpha = -0.039566 lossBound = -0.076722 W1 = 0.313394 N1 = 0.126894 deltaLoss = -0.006643 Updating 2 features NewtonStep: 0.006 0.001000 increaseLambda: 0.006 0.000000 Undoing: newLoss 6.973721855947869, oldLoss 6.978033289859758, deltaLossBound -0.07284653334779698 increaseLambda: 0.006 0.000000 Search: 0.006 0.000000 increaseLambda: 0.006 0.000000 6: time = 0.006000 loss = 6.971736 'TURB__rev lambda = -0.2906 alpha = -0.038643 lossBound = -0.072847 W1 = 0.308557 N1 = 0.126894 deltaLoss = -0.006298 Updating 2 features NewtonStep: 0.006 0.000000 increaseLambda: 0.007 0.001000 Undoing: newLoss 6.967642245152586, oldLoss 6.971735567153611, deltaLossBound -0.06916768416607572 increaseLambda: 0.007 0.000000 Search: 0.007 0.000000 increaseLambda: 0.007 0.000000 7: time = 0.007000 loss = 6.965765 'TURB__rev lambda = -0.3284 alpha = -0.037740 lossBound = -0.069168 W1 = 0.303869 N1 = 0.126894 deltaLoss = -0.005971 Updating 2 features NewtonStep: 0.007 0.000000 increaseLambda: 0.025 0.018000 Undoing: newLoss 6.961178848719899, oldLoss 6.965764736424963, deltaLossBound -0.0657168691192794 increaseLambda: 0.025 0.000000 Search: 0.026 0.001000 increaseLambda: 0.026 0.000000 8: time = 0.026000 loss = 6.959915 'TURB__rev lambda = -0.0419 alpha = -0.041876 lossBound = -0.065717 W1 = 0.238934 N1 = 0.083694 deltaLoss = -0.005850 Updating 2 features NewtonStep: 0.026 0.000000 increaseLambda: 0.026 0.000000 Undoing: newLoss 6.956426281166458, oldLoss 6.959914744696403, deltaLossBound -0.062268177892088855 increaseLambda: 0.026 0.000000 Search: 0.027 0.001000 increaseLambda: 0.027 0.000000 9: time = 0.027000 loss = 6.954384 'TURB__rev lambda = -0.0828 alpha = -0.040889 lossBound = -0.062268 W1 = 0.234577 N1 = 0.083694 deltaLoss = -0.005531 Updating 2 features NewtonStep: 0.027 0.000000 Making features makeFeatures: max memory 1908932608, total allocated 374865920, free 213591152, used 161274768, increment 4888120 Daphnia_lumholtzi TURB_COND: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 34 samples Density: max memory 1908932608, total allocated 374865920, free 212721496, used 162144424, increment 869656 linearPredictor: max memory 1908932608, total allocated 374865920, free 212721496, used 162144424, increment 0 FeaturedSpace: max memory 1908932608, total allocated 374865920, free 212721496, used 162144424, increment 0 Sequential: max memory 1908932608, total allocated 374865920, free 212721496, used 162144424, increment 0 Initial loss: 7.023758954738443 Updating 2 features NewtonStep: 0.0 0.000000 increaseLambda: 0.0 0.000000 Undoing: newLoss 7.0202887388215975, oldLoss 7.023758954738443, deltaLossBound -0.07583574097669937 increaseLambda: 0.0 0.000000 Search: 0.0 0.000000 increaseLambda: 0.0 0.000000 0: time = 0.000000 loss = 7.020466 'TURB_COND__rev lambda = 0.0198 alpha = 0.019778 lossBound = -0.075836 W1 = 0.689910 N1 = 0.882353 deltaLoss = -0.003293 increaseLambda: 0.029 0.002000 Undoing: newLoss 6.9384848337019775, oldLoss 6.954384145373192, deltaLossBound -0.05900664730887774 Updating 2 features NewtonStep: 0.001 0.001000 increaseLambda: 0.03 0.001000 increaseLambda: 0.001 0.000000 Undoing: newLoss 7.017964078209994, oldLoss 7.020465547357611, deltaLossBound -0.0725423335958681 increaseLambda: 0.001 0.000000 Making features Search: 0.001 0.000000 makeFeatures: max memory 1908932608, total allocated 374865920, free 212721472, used 162144448, increment 24 Daphnia_lumholtzi URBAN: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 34 samples increaseLambda: 0.001 0.000000 1: time = 0.001000 loss = 7.017319 'TURB_COND__rev lambda = 0.0392 alpha = 0.019382 lossBound = -0.072542 W1 = 0.694042 N1 = 0.882353 deltaLoss = -0.003146 Density: max memory 1908932608, total allocated 374865920, free 212721472, used 162144448, increment 0 linearPredictor: max memory 1908932608, total allocated 374865920, free 212721472, used 162144448, increment 0 Updating 2 features NewtonStep: 0.001 0.000000 FeaturedSpace: max memory 1908932608, total allocated 374865920, free 212721472, used 162144448, increment 0 increaseLambda: 0.001 0.000000 Undoing: newLoss 7.014924112107721, oldLoss 7.017319200443984, deltaLossBound -0.06939598668224295 increaseLambda: 0.001 0.000000 Sequential: max memory 1908932608, total allocated 374865920, free 212721472, used 162144448, increment 0 Initial loss: 7.023758954738443 Updating 2 features Search: 0.002 0.001000 increaseLambda: 0.0 0.000000 0: time = 0.000000 loss = 7.018485 (URBAN=0.0) lambda = -0.0209 alpha = -0.020911 lossBound = -0.134556 W1 = 0.653338 N1 = 0.382353 deltaLoss = -0.005274 increaseLambda: 0.002 0.000000 Updating 2 features increaseLambda: 0.0 0.000000 1: time = 0.000000 loss = 7.013413 (URBAN=0.0) lambda = -0.0414 alpha = -0.020493 lossBound = -0.129282 W1 = 0.648682 N1 = 0.382353 deltaLoss = -0.005072 Updating 2 features increaseLambda: 0.0 0.000000 2: time = 0.000000 loss = 7.008535 (URBAN=0.0) lambda = -0.0615 alpha = -0.020083 lossBound = -0.124210 W1 = 0.644092 N1 = 0.382353 deltaLoss = -0.004878 Updating 2 features increaseLambda: 0.001 0.001000 3: time = 0.001000 loss = 7.003844 (URBAN=1.0) lambda = 0.0197 alpha = 0.019681 lossBound = -0.119332 W1 = 0.360433 N1 = 0.617647 deltaLoss = -0.004691 Updating 2 features increaseLambda: 0.001 0.000000 4: time = 0.001000 loss = 6.999334 (URBAN=0.0) lambda = -0.0808 2: time = 0.002000 loss = 7.014313 'TURB_COND__rev lambda = 0.0582 alpha = 0.018995 lossBound = -0.069396 W1 = 0.698060 N1 = 0.882353 deltaLoss = -0.003006 Updating 2 features NewtonStep: 0.003 0.001000 increaseLambda: 0.003 0.000000 Undoing: newLoss 7.01201967463754, oldLoss 7.014313179480228, deltaLossBound -0.06638996571848033 alpha = -0.019288 lossBound = -0.114641 W1 = 0.635109 N1 = 0.382353 deltaLoss = -0.004510 Updating 2 features increaseLambda: 0.003 0.000000 Search: 0.004 0.001000 increaseLambda: 0.004 0.000000 3: time = 0.004000 loss = 7.011441 'TURB_COND__rev lambda = 0.0768 alpha = 0.018615 lossBound = -0.066390 W1 = 0.701969 N1 = 0.882353 deltaLoss = -0.002872 Updating 2 features NewtonStep: 0.004 0.000000 increaseLambda: 0.004 0.000000 Undoing: newLoss 7.009244579984526, oldLoss 7.011441061416424, deltaLossBound -0.06351784765468271 increaseLambda: 0.004 0.000000 Search: 0.005 0.001000 increaseLambda: 0.005 0.000000 4: time = 0.005000 loss = 7.008697 increaseLambda: 0.003 0.002000 5: time = 0.003000 loss = 6.994998 'TURB_COND__rev lambda = 0.0950 (URBAN=0.0) lambda = -0.0997 alpha = -0.018902 lossBound = -0.110131 W1 = 0.630718 N1 = 0.382353 deltaLoss = -0.004336 Updating 2 features increaseLambda: 0.003 0.000000 6: time = 0.003000 loss = 6.990829 (URBAN=0.0) lambda = -0.1182 alpha = -0.018524 lossBound = -0.105795 W1 = 0.626393 N1 = 0.382353 deltaLoss = -0.004169 Updating 2 features increaseLambda: 0.004 0.001000 7: time = 0.004000 loss = 6.986821 (URBAN=0.0) lambda = -0.1364 alpha = 0.018242 lossBound = -0.063518 W1 = 0.705771 N1 = 0.882353 deltaLoss = -0.002744 Updating 2 features NewtonStep: 0.006 0.001000 increaseLambda: 0.006 0.000000 Undoing: newLoss 7.006592926590338, oldLoss 7.008696720741047, deltaLossBound -0.060773506979303976 increaseLambda: 0.006 0.000000 alpha = -0.018153 lossBound = -0.101626 W1 = 0.622135 N1 = 0.382353 deltaLoss = -0.004008 Updating 2 features increaseLambda: 0.005 0.001000 8: time = 0.005000 loss = 6.982969 (URBAN=0.0) lambda = -0.1541 alpha = -0.017790 lossBound = -0.097618 W1 = 0.617944 N1 = 0.382353 deltaLoss = -0.003852 Search: 0.007 0.001000 Updating 2 features increaseLambda: 0.007 0.000000 5: time = 0.007000 loss = 7.006074 increaseLambda: 0.005 0.000000 'TURB_COND__rev lambda = 0.1129 alpha = 0.017878 lossBound = -0.060774 W1 = 0.709470 N1 = 0.882353 deltaLoss = -0.002622 Updating 2 features NewtonStep: 0.007 0.000000 increaseLambda: 0.008 0.001000 Undoing: newLoss 7.004059084607745, oldLoss 7.006074316081947, deltaLossBound -0.058151102320201827 9: time = 0.005000 loss = 6.979266 (URBAN=1.0) lambda = 0.0371 alpha = 0.017435 lossBound = -0.093766 W1 = 0.386181 N1 = 0.617647 deltaLoss = -0.003703 increaseLambda: 0.008 0.000000 Updating 2 features Search: 0.008 0.000000 increaseLambda: 0.006 0.001000 10: time = 0.006000 loss = 6.962169 (URBAN=1.0) lambda = 0.1225 alpha = 0.085429 lossBound = -0.090063 W1 = 0.406617 N1 = 0.617647 deltaLoss = -0.017097 Updating 2 features increaseLambda: 0.008 0.000000 6: time = 0.008000 loss = 7.003568 'TURB_COND__rev lambda = 0.1304 alpha = 0.017520 lossBound = -0.058151 W1 = 0.713068 N1 = 0.882353 deltaLoss = -0.002506 Updating 2 features increaseLambda: 0.006 0.000000 11: time = 0.006000 loss = 6.948287 (URBAN=1.0) lambda = 0.1994 NewtonStep: 0.008 0.000000 alpha = 0.076886 lossBound = -0.072966 W1 = 0.425293 N1 = 0.617647 deltaLoss = -0.013883 Updating 2 features increaseLambda: 0.008 0.000000 Undoing: newLoss 7.001637683815207, oldLoss 7.003568277330126, deltaLossBound -0.055645063568381045 increaseLambda: 0.006 0.000000 12: time = 0.006000 loss = 6.937027 (URBAN=1.0) lambda = 0.2686 alpha = 0.069198 lossBound = -0.059084 W1 = 0.442288 N1 = 0.617647 deltaLoss = -0.011260 Updating 2 features increaseLambda: 0.007 0.001000 13: time = 0.007000 loss = 6.927902 (URBAN=0.0) lambda = -0.2164 increaseLambda: 0.009 0.001000 Search: 0.009 0.000000 alpha = -0.062278 lossBound = -0.047824 W1 = 0.542300 N1 = 0.382353 deltaLoss = -0.009124 Updating 2 features increaseLambda: 0.009 0.000000 7: time = 0.009000 loss = 7.001173 'TURB_COND__rev lambda = 0.1476 alpha = 0.017170 lossBound = -0.055645 W1 = 0.716568 N1 = 0.882353 deltaLoss = -0.002395 Updating 2 features increaseLambda: 0.007 0.000000 14: time = 0.007000 loss = 6.920513 (URBAN=0.0) lambda = -0.2725 alpha = -0.056050 lossBound = -0.038699 W1 = 0.528358 N1 = 0.382353 deltaLoss = -0.007389 Updating 2 features Search: 0.038 0.008000 increaseLambda: 0.007 0.000000 15: time = 0.007000 loss = 6.914532 (URBAN=0.0) lambda = -0.3229 alpha = -0.050445 lossBound = -0.031310 W1 = 0.515772 N1 = 0.382353 deltaLoss = -0.005981 Updating 2 features NewtonStep: 0.009 0.000000 increaseLambda: 0.007 0.000000 16: time = 0.007000 loss = 6.909692 (URBAN=0.0) lambda = -0.3683 alpha = -0.045401 lossBound = -0.025329 W1 = 0.504427 N1 = 0.382353 deltaLoss = -0.004840 Updating 2 features increaseLambda: 0.007 0.000000 17: time = 0.008000 loss = 6.905777 (URBAN=1.0) lambda = 0.3095 alpha = 0.040860 lossBound = -0.020489 W1 = 0.505788 N1 = 0.617647 deltaLoss = -0.003915 Updating 2 features increaseLambda: 0.01 0.001000 Undoing: newLoss 6.999323601987811, oldLoss 7.001173293276668, deltaLossBound -0.053250079514923054 increaseLambda: 0.008 0.000000 18: time = 0.008000 loss = 6.902610 (URBAN=0.0) lambda = -0.4051 alpha = -0.036774 lossBound = -0.016574 W1 = 0.485023 N1 = 0.382353 deltaLoss = -0.003167 Updating 2 features increaseLambda: 0.01 0.000000 Search: 0.01 0.000000 increaseLambda: 0.01 0.000000 8: time = 0.010000 loss = 6.998884 'TURB_COND__rev lambda = 0.1644 alpha = 0.016826 lossBound = -0.053250 W1 = 0.719973 N1 = 0.882353 deltaLoss = -0.002289 Updating 2 features NewtonStep: 0.01 0.000000 increaseLambda: 0.01 0.000000 Undoing: newLoss 6.997111953717888, oldLoss 6.998884299752117, deltaLossBound -0.05096108599037253 increaseLambda: 0.011 0.001000 Search: 0.011 0.000000 increaseLambda: 0.008 0.000000 19: time = 0.009000 loss = 6.900049 (URBAN=0.0) lambda = -0.4382 alpha = -0.033097 lossBound = -0.013407 W1 = 0.476761 N1 = 0.382353 deltaLoss = -0.002561 increaseLambda: 0.011 0.000000 9: time = 0.011000 loss = 6.996696 'TURB_COND__rev lambda = 0.1809 alpha = 0.016490 lossBound = -0.050961 W1 = 0.723285 N1 = 0.882353 deltaLoss = -0.002188 Updating 2 features Updating 2 features NewtonStep: 0.011 0.000000 increaseLambda: 0.009 0.000000 20: time = 0.009000 loss = 6.894002 (URBAN=1.0) lambda = 0.4088 alpha = 0.099291 lossBound = -0.010846 W1 = 0.547931 N1 = 0.617647 deltaLoss = -0.006047 Updating 2 features increaseLambda: 0.011 0.000000 Undoing: newLoss 6.988543585914346, oldLoss 6.996696468256551, deltaLossBound -0.048773254494803533 increaseLambda: 0.009 0.000000 21: time = 0.009000 loss = 6.891329 (URBAN=1.0) lambda = 0.4750 alpha = 0.066194 lossBound = -0.004799 W1 = 0.564269 N1 = 0.617647 deltaLoss = -0.002673 Updating 2 features increaseLambda: 0.011 0.000000 increaseLambda: 0.009 0.000000 22: time = 0.010000 loss = 6.890146 (URBAN=0.0) lambda = -0.4823 alpha = -0.044129 lossBound = -0.002126 W1 = 0.424913 N1 = 0.382353 deltaLoss = -0.001183 Updating 2 features increaseLambda: 0.01 0.000000 23: time = 0.010000 loss = 6.889621 (URBAN=0.0) lambda = -0.5117 alpha = -0.029420 lossBound = -0.000942 W1 = 0.417740 N1 = 0.382353 deltaLoss = -0.000524 Updating 2 features increaseLambda: 0.01 0.000000 24: time = 0.010000 loss = 6.889389 Search: 0.012 0.001000 (URBAN=1.0) lambda = 0.4946 increaseLambda: 0.012 0.000000 10: time = 0.012000 loss = 6.986755 'TURB_COND__rev lambda = 0.2617 alpha = 0.080800 lossBound = -0.048773 W1 = 0.739162 N1 = 0.882353 deltaLoss = -0.009941 Updating 2 features alpha = 0.019613 lossBound = -0.000418 W1 = 0.587022 N1 = 0.617647 deltaLoss = -0.000233 Updating 2 features NewtonStep: 0.012 0.000000 increaseLambda: 0.01 0.000000 25: time = 0.010000 loss = 6.889286 (URBAN=1.0) lambda = 0.5077 alpha = 0.013075 lossBound = -0.000186 W1 = 0.590189 N1 = 0.617647 deltaLoss = -0.000103 increaseLambda: 0.012 0.000000 Undoing: newLoss 6.980218657064803, oldLoss 6.986755151405956, deltaLossBound -0.03883193764421324 Updating 2 features increaseLambda: 0.012 0.000000 increaseLambda: 0.01 0.000000 26: time = 0.011000 loss = 6.889240 (URBAN=0.0) lambda = -0.5205 alpha = -0.008717 lossBound = -0.000082 W1 = 0.407705 N1 = 0.382353 deltaLoss = -0.000046 Updating 2 features increaseLambda: 0.011 0.000000 27: time = 0.011000 loss = 6.889219 (URBAN=1.0) lambda = 0.5135 alpha = 0.005811 lossBound = -0.000037 W1 = 0.593698 N1 = 0.617647 deltaLoss = -0.000020 Updating 2 features Search: 0.013 0.001000 increaseLambda: 0.011 0.000000 28: time = 0.011000 loss = 6.889210 (URBAN=0.0) lambda = -0.5243 increaseLambda: 0.013 0.000000 11: time = 0.013000 loss = 6.978885 'TURB_COND__rev lambda = 0.3344 alpha = 0.072720 lossBound = -0.038832 W1 = 0.752937 N1 = 0.882353 deltaLoss = -0.007870 Updating 2 features NewtonStep: 0.013 0.000000 increaseLambda: 0.042 0.004000 10: time = 0.042000 loss = 6.929884 'TURB__rev lambda = -0.2824 alpha = -0.199622 lossBound = -0.059007 W1 = 0.214094 N1 = 0.083694 deltaLoss = -0.024500 increaseLambda: 0.013 0.000000 Undoing: newLoss 6.970385943265625, oldLoss 6.978885471106916, deltaLossBound -0.032621690261662936 increaseLambda: 0.013 0.000000 Updating 2 features NewtonStep: 0.042 0.000000 Search: 0.013 0.000000 increaseLambda: 0.013 0.000000 12: time = 0.013000 loss = 6.971957 TURB_COND: lambda = -0.0827 min = 1.0000 max = 3.0000 alpha = -0.082699 lossBound = -0.032622 W1 = 0.162089 N1 = 0.073529 deltaLoss = -0.006929 alpha = -0.003874 lossBound = -0.000016 W1 = 0.405368 N1 = 0.382353 deltaLoss = -0.000009 Updating 2 features increaseLambda: 0.011 0.000000 29: time = 0.012000 loss = 6.889206 (URBAN=1.0) lambda = 0.5161 alpha = 0.002583 lossBound = -0.000007 W1 = 0.595254 N1 = 0.617647 deltaLoss = -0.000004 Updating 0 features Updating 2 features Loss was 6.889206310540831, now 6.889206310540831, delta 0.000000 parallelUpdate: 0.012 0.000000 Updating 2 features increaseLambda: 0.012 0.000000 31: time = 0.012000 loss = 6.889205 (URBAN=1.0) lambda = 0.5178 alpha = 0.001722 lossBound = -0.000003 W1 = 0.595669 N1 = 0.617647 deltaLoss = -0.000002 Updating 2 features increaseLambda: 0.012 0.000000 32: time = 0.012000 loss = 6.889204 (URBAN=0.0) lambda = -0.5255 alpha = -0.001148 lossBound = -0.000001 W1 = 0.404054 N1 = 0.382353 deltaLoss = -0.000001 Updating 2 features increaseLambda: 0.012 0.000000 33: time = 0.012000 loss = 6.889203 (URBAN=0.0) lambda = -0.5262 alpha = -0.000765 lossBound = -0.000001 W1 = 0.403870 N1 = 0.382353 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.012 0.000000 34: time = 0.012000 loss = 6.889203 (URBAN=1.0) lambda = 0.5183 alpha = 0.000510 lossBound = -0.000000 W1 = 0.596253 N1 = 0.617647 deltaLoss = -0.000000 Updating 2 features Updating 2 features NewtonStep: 0.014 0.001000 increaseLambda: 0.012 0.000000 35: time = 0.012000 loss = 6.889203 (URBAN=1.0) lambda = 0.5186 increaseLambda: 0.014 0.000000 Undoing: newLoss 6.965836307794907, oldLoss 6.971956693568103, deltaLossBound -0.02758248437279094 increaseLambda: 0.042 0.000000 Undoing: newLoss 6.916982479426445, oldLoss 6.929883893971192, deltaLossBound -0.04466264312053794 alpha = 0.000340 lossBound = -0.000000 W1 = 0.596335 N1 = 0.617647 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.014 0.000000 increaseLambda: 0.013 0.001000 36: time = 0.013000 loss = 6.889203 (URBAN=0.0) lambda = -0.5265 alpha = -0.000227 lossBound = -0.000000 W1 = 0.403611 N1 = 0.382353 deltaLoss = -0.000000 Updating 2 features Search: 0.015 0.001000 increaseLambda: 0.013 0.000000 37: time = 0.013000 loss = 6.889203 increaseLambda: 0.015 0.000000 13: time = 0.015000 loss = 6.966135 TURB_COND: lambda = -0.1594 min = 1.0000 max = 3.0000 alpha = -0.076685 lossBound = -0.027582 W1 = 0.154690 N1 = 0.073529 deltaLoss = -0.005822 Updating 2 features NewtonStep: 0.015 0.000000 (URBAN=0.0) lambda = -0.5266 alpha = -0.000151 lossBound = -0.000000 W1 = 0.403574 N1 = 0.382353 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.015 0.000000 Undoing: newLoss 6.9608806667984275, oldLoss 6.966134725746489, deltaLossBound -0.023367655280594937 increaseLambda: 0.015 0.000000 increaseLambda: 0.044 0.002000 Search: 0.015 0.000000 increaseLambda: 0.015 0.000000 14: time = 0.015000 loss = 6.961231 TURB_COND: lambda = -0.2305 min = 1.0000 max = 3.0000 alpha = -0.071133 lossBound = -0.023368 W1 = 0.148104 N1 = 0.073529 deltaLoss = -0.004903 Updating 2 features NewtonStep: 0.015 0.000000 Search: 0.044 0.000000 increaseLambda: 0.015 0.000000 Undoing: newLoss 6.956714620979839, oldLoss 6.961231335391604, deltaLossBound -0.019833284682658877 increaseLambda: 0.015 0.000000 increaseLambda: 0.044 0.000000 11: time = 0.045000 loss = 6.911923 'TURB__rev lambda = -0.4827 alpha = -0.154342 lossBound = -0.044663 W1 = 0.255702 N1 = 0.126894 deltaLoss = -0.017961 Search: 0.016 0.001000 increaseLambda: 0.016 0.000000 15: time = 0.016000 loss = 6.957093 TURB_COND: lambda = -0.2965 min = 1.0000 max = 3.0000 increaseLambda: 0.013 0.000000 38: time = 0.014000 loss = 6.889203 (URBAN=1.0) lambda = 0.5187 alpha = 0.000101 lossBound = -0.000000 W1 = 0.596450 N1 = 0.617647 deltaLoss = -0.000000 Updating 2 features alpha = -0.066006 lossBound = -0.019833 W1 = 0.142225 N1 = 0.073529 deltaLoss = -0.004139 Updating 2 features NewtonStep: 0.016 0.000000 increaseLambda: 0.014 0.000000 39: time = 0.014000 loss = 6.889203 (URBAN=1.0) lambda = 0.5188 alpha = 0.000067 lossBound = -0.000000 W1 = 0.596466 N1 = 0.617647 deltaLoss = -0.000000 increaseLambda: 0.016 0.000000 Undoing: newLoss 6.9532048915767, oldLoss 6.95709252124838, deltaLossBound -0.01686231812457707 Updating 2 features increaseLambda: 0.016 0.000000 increaseLambda: 0.014 0.000000 40: time = 0.014000 loss = 6.889203 (URBAN=0.0) lambda = -0.5267 alpha = -0.000045 lossBound = -0.000000 W1 = 0.403523 N1 = 0.382353 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.014 0.000000 Search: 0.016 0.000000 Updating 2 features 41: time = 0.014000 loss = 6.889203 (URBAN=0.0) lambda = -0.5267 alpha = -0.000030 lossBound = -0.000000 W1 = 0.403516 N1 = 0.382353 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.016 0.000000 16: time = 0.016000 loss = 6.953592 TURB_COND: lambda = -0.3578 min = 1.0000 max = 3.0000 alpha = -0.061268 lossBound = -0.016862 W1 = 0.136964 N1 = 0.073529 deltaLoss = -0.003501 Updating 2 features NewtonStep: 0.016 0.000000 increaseLambda: 0.014 0.000000 42: time = 0.014000 loss = 6.889203 (URBAN=1.0) lambda = 0.5188 alpha = 0.000020 lossBound = -0.000000 W1 = 0.596489 N1 = 0.617647 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.017 0.001000 Undoing: newLoss 6.950242100762472, oldLoss 6.953591874071526, deltaLossBound -0.014359231849497792 increaseLambda: 0.017 0.000000 increaseLambda: 0.015 0.001000 43: time = 0.015000 loss = 6.889203 (URBAN=0.0) lambda = -0.5267 alpha = -0.000013 lossBound = -0.000000 W1 = 0.403508 N1 = 0.382353 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.015 0.000000 44: time = 0.015000 loss = 6.889203 (URBAN=1.0) lambda = 0.5188 Search: 0.017 0.000000 alpha = 0.000009 lossBound = -0.000000 W1 = 0.596494 N1 = 0.617647 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.017 0.000000 17: time = 0.017000 loss = 6.950625 TURB_COND: lambda = -0.4147 min = 1.0000 max = 3.0000 alpha = -0.056887 lossBound = -0.014359 W1 = 0.132244 N1 = 0.073529 deltaLoss = -0.002967 Updating 2 features NewtonStep: 0.017 0.000000 increaseLambda: 0.015 0.000000 45: time = 0.015000 loss = 6.889203 (URBAN=1.0) lambda = 0.5188 alpha = 0.000006 lossBound = -0.000000 W1 = 0.596495 N1 = 0.617647 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.017 0.000000 Undoing: newLoss 6.947736233660444, oldLoss 6.950625296815094, deltaLossBound -0.012245811711757556 increaseLambda: 0.015 0.000000 46: time = 0.015000 loss = 6.889203 (URBAN=0.0) lambda = -0.5267 alpha = -0.000004 lossBound = -0.000000 W1 = 0.403504 N1 = 0.382353 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.046 0.001000 increaseLambda: 0.017 0.000000 increaseLambda: 0.015 0.000000 47: time = 0.015000 loss = 6.889203 (URBAN=1.0) lambda = 0.5188 alpha = 0.000003 lossBound = -0.000000 W1 = 0.596497 N1 = 0.617647 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.015 0.000000 48: time = 0.015000 loss = 6.889203 (URBAN=1.0) lambda = 0.5188 alpha = 0.000002 lossBound = -0.000000 W1 = 0.596497 N1 = 0.617647 deltaLoss = -0.000000 Search: 0.017 0.000000 Updating 2 features increaseLambda: 0.018 0.001000 18: time = 0.018000 loss = 6.948107 TURB_COND: lambda = -0.4675 min = 1.0000 max = 3.0000 alpha = -0.052835 lossBound = -0.012246 W1 = 0.127999 N1 = 0.073529 deltaLoss = -0.002519 Updating 2 features NewtonStep: 0.018 0.000000 increaseLambda: 0.016 0.001000 49: time = 0.016000 loss = 6.889203 (URBAN=1.0) lambda = 0.5188 alpha = 0.000001 lossBound = -0.000000 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.047 0.001000 Undoing: newLoss 6.9024430418555, oldLoss 6.911923245634507, deltaLossBound -0.03450120596850771 increaseLambda: 0.016 0.000000 50: time = 0.016000 loss = 6.889203 (URBAN=0.0) lambda = -0.5267 alpha = -0.000002 lossBound = -0.000000 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.047 0.000000 increaseLambda: 0.016 0.000000 51: time = 0.016000 loss = 6.889203 (URBAN=1.0) lambda = 0.5188 alpha = 0.000000 lossBound = -0.000000 W1 = 0.596498 N1 = 0.617647 deltaLoss = 0.000000 Updating 2 features increaseLambda: 0.016 0.000000 Undoing contribution: was 0.07092544541507362 now 0.07092544541505408 52: time = 0.016000 loss = 6.889203 (URBAN=0.0) lambda = -0.5267 increaseLambda: 0.018 0.000000 alpha = 0.000000 lossBound = -0.000000 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.016 0.000000 53: time = 0.016000 loss = 6.889203 Search: 0.047 0.000000 (URBAN=1.0) lambda = 0.5188 Undoing: newLoss 6.945613002894495, oldLoss 6.948106795462626, deltaLossBound -0.010457805348496673 alpha = 0.000000 lossBound = -0.000000 W1 = 0.596498 N1 = 0.617647 deltaLoss = 0.000000 Updating 2 features increaseLambda: 0.019 0.001000 increaseLambda: 0.017 0.001000 54: time = 0.017000 loss = 6.889203 (URBAN=1.0) lambda = 0.5188 alpha = 0.000000 lossBound = -0.000000 W1 = 0.596498 N1 = 0.617647 deltaLoss = 0.000000 Updating 2 features Search: 0.019 0.000000 increaseLambda: 0.017 0.000000 55: time = 0.017000 loss = 6.889203 (URBAN=1.0) lambda = 0.5188 alpha = 0.000000 lossBound = -0.000000 W1 = 0.596498 N1 = 0.617647 deltaLoss = 0.000000 Updating 2 features increaseLambda: 0.019 0.000000 19: time = 0.019000 loss = 6.945965 TURB_COND: lambda = -0.5166 min = 1.0000 max = 3.0000 alpha = -0.049084 lossBound = -0.010458 W1 = 0.124172 N1 = 0.073529 deltaLoss = -0.002142 Updating 2 features NewtonStep: 0.019 0.000000 increaseLambda: 0.017 0.000000 56: time = 0.017000 loss = 6.889203 (URBAN=1.0) lambda = 0.5188 alpha = 0.000000 lossBound = -0.000000 W1 = 0.596498 N1 = 0.617647 deltaLoss = 0.000000 Updating 2 features increaseLambda: 0.019 0.000000 Undoing: newLoss 6.939625561043295, oldLoss 6.945965113765177, deltaLossBound -0.008942260051875244 increaseLambda: 0.017 0.000000 Undoing contribution: was 0.07092544541505408 now 0.07092544541503365 57: time = 0.017000 loss = 6.889203 (URBAN=0.0) lambda = -0.5267 alpha = 0.000000 lossBound = -0.000000 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.048 0.001000 12: time = 0.048000 loss = 6.897861 'TURB__rev lambda = -0.4393 increaseLambda: 0.017 0.000000 58: time = 0.017000 loss = 6.889203 increaseLambda: 0.019 0.000000 alpha = -0.156863 lossBound = -0.034501 W1 = 0.184040 N1 = 0.083694 deltaLoss = -0.014063 (URBAN=1.0) lambda = 0.5188 alpha = 0.000000 lossBound = -0.000000 W1 = 0.596498 N1 = 0.617647 deltaLoss = 0.000000 Updating 2 features increaseLambda: 0.018 0.001000 59: time = 0.018000 loss = 6.889203 (URBAN=1.0) lambda = 0.5188 Search: 0.02 0.001000 increaseLambda: 0.02 0.000000 20: time = 0.020000 loss = 6.940483 TURB_COND: lambda = -0.6686 min = 1.0000 max = 3.0000 alpha = -0.152035 lossBound = -0.008942 W1 = 0.113007 N1 = 0.073529 deltaLoss = -0.005483 Updating 2 features NewtonStep: 0.02 0.000000 Updating 2 features increaseLambda: 0.02 0.000000 Undoing: newLoss 6.93676031637145, oldLoss 6.940482515075019, deltaLossBound -0.005086867642871791 NewtonStep: 0.049 0.001000 increaseLambda: 0.02 0.000000 increaseLambda: 0.049 0.000000 Undoing: newLoss 6.890558735975519, oldLoss 6.8978607400035, deltaLossBound -0.026184528263285017 Search: 0.02 0.000000 increaseLambda: 0.049 0.000000 increaseLambda: 0.02 0.000000 21: time = 0.020000 loss = 6.937389 TURB_COND: lambda = -0.7850 min = 1.0000 max = 3.0000 alpha = -0.116407 lossBound = -0.005087 W1 = 0.105128 N1 = 0.073529 deltaLoss = -0.003094 Updating 2 features NewtonStep: 0.02 0.000000 increaseLambda: 0.02 0.000000 Undoing: newLoss 6.9351891934031995, oldLoss 6.937388665681013, deltaLossBound -0.002930638014846656 Search: 0.049 0.000000 increaseLambda: 0.02 0.000000 alpha = 0.000000 lossBound = -0.000000 W1 = 0.596498 N1 = 0.617647 deltaLoss = 0.000000 Updating 0 features Updating 2 features Search: 0.021 0.001000 Loss was 6.88920309832011, now 6.88920309832011, delta 0.000000 parallelUpdate: 0.019 0.001000 Converged after 60 iterations 60: time = 0.019000 loss = 6.889203 Resulting gain: 0.13455585641833334 increaseLambda: 0.021 0.000000 22: time = 0.021000 loss = 6.935617 TURB_COND: lambda = -0.8744 min = 1.0000 max = 3.0000 alpha = -0.089369 lossBound = -0.002931 W1 = 0.099451 N1 = 0.073529 deltaLoss = -0.001771 Updating 2 features NewtonStep: 0.021 0.000000 increaseLambda: 0.021 0.000000 Undoing: newLoss 6.934311984066439, oldLoss 6.935617337229308, deltaLossBound -0.001704725023710892 Daphnia_lumholtzi response curves increaseLambda: 0.021 0.000000 Search: 0.021 0.000000 increaseLambda: 0.021 0.000000 23: time = 0.021000 loss = 6.934592 TURB_COND: lambda = -0.9432 min = 1.0000 max = 3.0000 alpha = -0.068755 lossBound = -0.001705 W1 = 0.095292 N1 = 0.073529 deltaLoss = -0.001025 Updating 2 features NewtonStep: 0.021 0.000000 increaseLambda: 0.021 0.000000 Undoing: newLoss 6.933814882838855, oldLoss 6.934591946102838, deltaLossBound -9.989132413295084E-4 increaseLambda: 0.05 0.001000 13: time = 0.050000 loss = 6.887277 'TURB__rev lambda = -0.5776 alpha = -0.138310 lossBound = -0.026185 W1 = 0.172101 N1 = 0.083694 deltaLoss = -0.010584 increaseLambda: 0.022 0.001000 Search: 0.022 0.000000 increaseLambda: 0.022 0.000000 24: time = 0.022000 loss = 6.933993 TURB_COND: lambda = -0.9961 min = 1.0000 max = 3.0000 alpha = -0.052981 lossBound = -0.000999 W1 = 0.092207 N1 = 0.073529 deltaLoss = -0.000599 Updating 2 features NewtonStep: 0.022 0.000000 increaseLambda: 0.022 0.000000 Undoing: newLoss 6.933529767956442, oldLoss 6.9339933472655515, deltaLossBound -5.886124867282372E-4 increaseLambda: 0.022 0.000000 Updating 2 features Search: 0.022 0.000000 NewtonStep: 0.051 0.001000 increaseLambda: 0.022 0.000000 25: time = 0.022000 loss = 6.933642 TURB_COND: lambda = -1.0370 min = 1.0000 max = 3.0000 alpha = -0.040877 lossBound = -0.000589 W1 = 0.089896 N1 = 0.073529 deltaLoss = -0.000352 increaseLambda: 0.051 0.000000 Undoing: newLoss 6.881273901138521, oldLoss 6.887276745025022, deltaLossBound -0.019990811755389443 Updating 2 features NewtonStep: 0.022 0.000000 increaseLambda: 0.023 0.001000 Undoing: newLoss 6.933364647169015, oldLoss 6.933641642425229, deltaLossBound -3.483291898781842E-4 increaseLambda: 0.023 0.000000 Search: 0.023 0.000000 increaseLambda: 0.023 0.000000 26: time = 0.023000 loss = 6.933434 TURB_COND: lambda = -1.0686 min = 1.0000 max = 3.0000 alpha = -0.031569 lossBound = -0.000348 W1 = 0.088152 N1 = 0.073529 deltaLoss = -0.000208 Updating 2 features NewtonStep: 0.023 0.000000 increaseLambda: 0.023 0.000000 Undoing: newLoss 6.933268277630105, oldLoss 6.933433976958421, deltaLossBound -2.068123370136402E-4 increaseLambda: 0.023 0.000000 Search: 0.023 0.000000 increaseLambda: 0.023 0.000000 27: time = 0.023000 loss = 6.933311 TURB_COND: lambda = -1.0930 min = 1.0000 max = 3.0000 alpha = -0.024398 lossBound = -0.000207 W1 = 0.086827 N1 = 0.073529 deltaLoss = -0.000123 Updating 2 features NewtonStep: 0.024 0.001000 increaseLambda: 0.024 0.000000 Undoing: newLoss 6.933159668214218, oldLoss 6.933310894351106, deltaLossBound -2.681742613848911E-4 increaseLambda: 0.024 0.000000 increaseLambda: 0.053 0.002000 Search: 0.024 0.000000 increaseLambda: 0.024 0.000000 Undoing contribution: was 0.04487348363152677 now 0.04472512225281822 28: time = 0.024000 loss = 6.933163 'TURB_COND__rev lambda = 0.3124 alpha = -0.022054 lossBound = -0.000268 W1 = 0.859714 N1 = 0.882353 deltaLoss = -0.000148 Updating 2 features NewtonStep: 0.024 0.000000 Search: 0.053 0.000000 increaseLambda: 0.024 0.000000 Undoing: newLoss 6.932976674509768, oldLoss 6.933162532972397, deltaLossBound -2.316208443005136E-4 increaseLambda: 0.053 0.000000 14: time = 0.053000 loss = 6.879373 'TURB__rev lambda = -0.5887 alpha = -0.105991 lossBound = -0.019991 W1 = 0.217344 N1 = 0.126894 deltaLoss = -0.007904 increaseLambda: 0.024 0.000000 Search: 0.025 0.001000 Updating 2 features increaseLambda: 0.025 0.000000 29: time = 0.025000 loss = 6.933025 TURB_COND: lambda = -1.1188 min = 1.0000 max = 3.0000 alpha = -0.025805 lossBound = -0.000232 W1 = 0.087090 N1 = 0.073529 deltaLoss = -0.000138 Updating 2 features Newton: returning 0.02206215092640536 Updating 2 features Loss was 6.933024584556162, now 6.932992371234848, delta -0.000032 parallelUpdate: 0.025 0.000000 Updating 2 features NewtonStep: 0.025 0.000000 increaseLambda: 0.025 0.000000 Undoing: newLoss 6.932755621817616, oldLoss 6.932992371234848, deltaLossBound -4.1821967319204557E-4 increaseLambda: 0.026 0.001000 Search: 0.026 0.000000 increaseLambda: 0.026 0.000000 Undoing contribution: was 0.04474105306012005 now 0.04450992867573783 31: time = 0.026000 loss = 6.932761 'TURB_COND__rev lambda = 0.2917 alpha = -0.027595 lossBound = -0.000418 W1 = 0.861046 N1 = 0.882353 deltaLoss = -0.000231 Updating 2 features NewtonStep: 0.026 0.000000 increaseLambda: 0.026 0.000000 Undoing: newLoss 6.932656007677479, oldLoss 6.932761246850466, deltaLossBound -1.870952888138723E-4 increaseLambda: 0.026 0.000000 Search: 0.026 0.000000 increaseLambda: 0.027 0.001000 Undoing contribution: was 0.04450992867573783 now 0.04440634986720943 32: time = 0.027000 loss = 6.932658 'TURB_COND__rev lambda = 0.2733 alpha = -0.018397 lossBound = -0.000187 W1 = 0.858830 N1 = 0.882353 deltaLoss = -0.000104 Updating 2 features NewtonStep: 0.027 0.000000 increaseLambda: 0.027 0.000000 Undoing: newLoss 6.932457729378584, oldLoss 6.932657668041937, deltaLossBound -2.480728734726913E-4 increaseLambda: 0.027 0.000000 Search: 0.027 0.000000 increaseLambda: 0.027 0.000000 33: time = 0.027000 loss = 6.932510 TURB_COND: lambda = -1.1702 min = 1.0000 max = 3.0000 alpha = -0.026696 lossBound = -0.000248 W1 = 0.087262 N1 = 0.073529 deltaLoss = -0.000148 Updating 2 features NewtonStep: 0.027 0.000000 NewtonStep: 0.056 0.003000 increaseLambda: 0.027 0.000000 Undoing: newLoss 6.932410702754932, oldLoss 6.932509786144756, deltaLossBound -1.7621756200895196E-4 increaseLambda: 0.056 0.000000 Undoing: newLoss 6.874922594880361, oldLoss 6.8793727154704145, deltaLossBound -0.015551403055292951 increaseLambda: 0.027 0.000000 increaseLambda: 0.057 0.001000 Search: 0.028 0.001000 increaseLambda: 0.028 0.000000 Undoing contribution: was 0.04440634986720943 now 0.04430878293750867 34: time = 0.028000 loss = 6.932412 'TURB_COND__rev lambda = 0.2554 alpha = -0.017850 lossBound = -0.000176 W1 = 0.858697 N1 = 0.882353 deltaLoss = -0.000098 Updating 2 features NewtonStep: 0.028 0.000000 increaseLambda: 0.028 0.000000 Undoing: newLoss 6.93221768363629, oldLoss 6.932412219215055, deltaLossBound -2.4067890595761018E-4 increaseLambda: 0.028 0.000000 Search: 0.028 0.000000 increaseLambda: 0.028 0.000000 35: time = 0.028000 loss = 6.932269 TURB_COND: lambda = -1.1965 min = 1.0000 max = 3.0000 alpha = -0.026299 lossBound = -0.000241 W1 = 0.087192 N1 = 0.073529 deltaLoss = -0.000144 Updating 2 features NewtonStep: 0.029 0.001000 Search: 0.057 0.000000 increaseLambda: 0.029 0.000000 Undoing: newLoss 6.932174649711659, oldLoss 6.9322687132887655, deltaLossBound -1.6734252345380549E-4 increaseLambda: 0.058 0.001000 increaseLambda: 0.029 0.000000 Search: 0.029 0.000000 increaseLambda: 0.029 0.000000 Undoing contribution: was 0.04430878293750867 now 0.04421612175884443 36: time = 0.029000 loss = 6.932176 'TURB_COND__rev lambda = 0.2380 alpha = -0.017392 lossBound = -0.000167 W1 = 0.858586 N1 = 0.882353 deltaLoss = -0.000093 Updating 2 features NewtonStep: 0.029 0.000000 increaseLambda: 0.029 0.000000 Undoing: newLoss 6.931987468440824, oldLoss 6.932176052110101, deltaLossBound -2.3265139908139473E-4 increaseLambda: 0.029 0.000000 Search: 0.03 0.001000 increaseLambda: 0.03 0.000000 37: time = 0.030000 loss = 6.932037 TURB_COND: lambda = -1.2223 min = 1.0000 max = 3.0000 alpha = -0.025862 lossBound = -0.000233 W1 = 0.087114 N1 = 0.073529 deltaLoss = -0.000139 Updating 2 features NewtonStep: 0.03 0.000000 increaseLambda: 0.03 0.000000 Undoing: newLoss 6.931947595092736, oldLoss 6.932037304526662, deltaLossBound -1.5964091356725067E-4 increaseLambda: 0.03 0.000000 15: time = 0.058000 loss = 6.873175 'TURB__rev lambda = -0.6862 alpha = -0.108678 lossBound = -0.015551 W1 = 0.154292 N1 = 0.083694 deltaLoss = -0.006198 Search: 0.03 0.000000 increaseLambda: 0.031 0.001000 Undoing contribution: was 0.04421612175884443 now 0.04412771824210987 38: time = 0.031000 loss = 6.931949 'TURB_COND__rev lambda = 0.2210 alpha = -0.016985 lossBound = -0.000160 W1 = 0.858487 N1 = 0.882353 deltaLoss = -0.000088 Updating 2 features NewtonStep: 0.031 0.000000 Updating 2 features increaseLambda: 0.031 0.000000 NewtonStep: 0.06 0.002000 Undoing: newLoss 6.931766438559482, oldLoss 6.931948901009927, deltaLossBound -2.2446683144234042E-4 increaseLambda: 0.06 0.000000 Undoing: newLoss 6.869502403396749, oldLoss 6.873174509461452, deltaLossBound -0.01193079516115421 increaseLambda: 0.031 0.000000 increaseLambda: 0.06 0.000000 Search: 0.031 0.000000 increaseLambda: 0.031 0.000000 39: time = 0.031000 loss = 6.931815 TURB_COND: lambda = -1.2477 min = 1.0000 max = 3.0000 alpha = -0.025407 lossBound = -0.000224 W1 = 0.087033 N1 = 0.073529 deltaLoss = -0.000134 Updating 2 features Search: 0.06 0.000000 NewtonStep: 0.031 0.000000 increaseLambda: 0.06 0.000000 16: time = 0.060000 loss = 6.868499 'TURB__rev lambda = -0.6716 alpha = -0.082942 lossBound = -0.011931 W1 = 0.200552 N1 = 0.126894 deltaLoss = -0.004675 increaseLambda: 0.031 0.000000 Undoing: newLoss 6.9317292307906015, oldLoss 6.931815008974809, deltaLossBound -1.5268447803041402E-4 increaseLambda: 0.032 0.001000 Search: 0.032 0.000000 increaseLambda: 0.032 0.000000 Undoing contribution: was 0.04412771824210987 now 0.04404316087040089 40: time = 0.032000 loss = 6.931730 'TURB_COND__rev lambda = 0.2044 alpha = -0.016608 lossBound = -0.000153 W1 = 0.858396 N1 = 0.882353 deltaLoss = -0.000085 Updating 2 features NewtonStep: 0.032 0.000000 increaseLambda: 0.032 0.000000 Undoing: newLoss 6.931554086716143, oldLoss 6.9317304516031, deltaLossBound -2.1636477203073972E-4 increaseLambda: 0.032 0.000000 Search: 0.032 0.000000 increaseLambda: 0.033 0.001000 41: time = 0.033000 loss = 6.931505 TURB_COND: lambda = -1.2976 min = 1.0000 max = 3.0000 alpha = -0.049899 lossBound = -0.000216 W1 = 0.085640 N1 = 0.073529 deltaLoss = -0.000225 Updating 2 features NewtonStep: 0.033 0.000000 increaseLambda: 0.033 0.000000 Undoing: newLoss 6.931362576277935, oldLoss 6.931505280633037, deltaLossBound -2.531726911546904E-4 increaseLambda: 0.033 0.000000 Search: 0.033 0.000000 increaseLambda: 0.033 0.000000 Undoing contribution: was 0.04404316087040089 now 0.04390308183537256 42: time = 0.033000 loss = 6.931365 'TURB_COND__rev lambda = 0.1830 alpha = -0.021423 lossBound = -0.000253 W1 = 0.859562 N1 = 0.882353 deltaLoss = -0.000140 Updating 2 features NewtonStep: 0.063 0.003000 Updating 2 features NewtonStep: 0.034 0.001000 increaseLambda: 0.034 0.000000 Undoing: newLoss 6.931244805346856, oldLoss 6.931365201598009, deltaLossBound -1.4658686745595807E-4 increaseLambda: 0.034 0.000000 Search: 0.034 0.000000 increaseLambda: 0.034 0.000000 43: time = 0.034000 loss = 6.931213 TURB_COND: lambda = -1.3388 min = 1.0000 max = 3.0000 alpha = -0.041147 lossBound = -0.000147 W1 = 0.085080 N1 = 0.073529 deltaLoss = -0.000153 Updating 2 features NewtonStep: 0.034 0.000000 increaseLambda: 0.034 0.000000 Undoing: newLoss 6.931051101196721, oldLoss 6.9312125759698695, deltaLossBound -2.86202734335264E-4 increaseLambda: 0.035 0.001000 Search: 0.035 0.000000 increaseLambda: 0.035 0.000000 Undoing contribution: was 0.04390308183537256 now 0.043744768942798606 44: time = 0.035000 loss = 6.931054 'TURB_COND__rev lambda = 0.1602 alpha = -0.022789 lossBound = -0.000286 W1 = 0.859892 N1 = 0.882353 deltaLoss = -0.000158 Updating 2 features NewtonStep: 0.035 0.000000 increaseLambda: 0.035 0.000000 Undoing: newLoss 6.930982484035672, oldLoss 6.9310542630772956, deltaLossBound -1.2788984176101523E-4 increaseLambda: 0.036 0.001000 Search: 0.036 0.000000 increaseLambda: 0.036 0.000000 Undoing contribution: was 0.043744768942798606 now 0.04367392379452545 45: time = 0.036000 loss = 6.930983 'TURB_COND__rev lambda = 0.1450 alpha = -0.015193 lossBound = -0.000128 W1 = 0.858051 N1 = 0.882353 deltaLoss = -0.000071 Updating 2 features NewtonStep: 0.036 0.000000 increaseLambda: 0.036 0.000000 Undoing: newLoss 6.930827255443341, oldLoss 6.930983417929022, deltaLossBound -1.8969591144125258E-4 increaseLambda: 0.036 0.000000 Search: 0.036 0.000000 increaseLambda: 0.037 0.001000 46: time = 0.037000 loss = 6.930786 TURB_COND: lambda = -1.3855 min = 1.0000 max = 3.0000 alpha = -0.046753 lossBound = -0.000190 W1 = 0.085456 N1 = 0.073529 deltaLoss = -0.000198 Updating 2 features NewtonStep: 0.037 0.000000 increaseLambda: 0.037 0.000000 Undoing: newLoss 6.930664108554141, oldLoss 6.930785557484511, deltaLossBound -2.1571028509929186E-4 increaseLambda: 0.037 0.000000 Search: 0.037 0.000000 increaseLambda: 0.037 0.000000 Undoing contribution: was 0.04367392379452545 now 0.04355453452284591 47: time = 0.037000 loss = 6.930666 'TURB_COND__rev lambda = 0.1253 alpha = -0.019763 lossBound = -0.000216 W1 = 0.859161 N1 = 0.882353 deltaLoss = -0.000119 Updating 2 features NewtonStep: 0.037 0.000000 increaseLambda: 0.037 0.000000 Undoing: newLoss 6.930559740473752, oldLoss 6.930666168212832, deltaLossBound -1.283670469324022E-4 increaseLambda: 0.038 0.001000 Search: 0.038 0.000000 increaseLambda: 0.038 0.000000 48: time = 0.038000 loss = 6.930532 increaseLambda: 0.067 0.004000 Undoing: newLoss 6.865765680243144, oldLoss 6.868499169057883, deltaLossBound -0.009320638398301849 increaseLambda: 0.067 0.000000 Search: 0.067 0.000000 increaseLambda: 0.067 0.000000 17: time = 0.067000 loss = 6.864826 'TURB__rev lambda = -0.7717 alpha = -0.085436 lossBound = -0.009321 W1 = 0.141402 N1 = 0.083694 deltaLoss = -0.003673 Updating 2 features NewtonStep: 0.068 0.001000 increaseLambda: 0.068 0.000000 Undoing: newLoss 6.8625596816463, oldLoss 6.864826465889115, deltaLossBound -0.007201635672615043 increaseLambda: 0.068 0.000000 Search: 0.068 0.000000 increaseLambda: 0.068 0.000000 18: time = 0.068000 loss = 6.862025 'TURB__rev lambda = -0.7367 alpha = -0.065094 lossBound = -0.007202 W1 = 0.188216 N1 = 0.126894 deltaLoss = -0.002802 Updating 2 features NewtonStep: 0.069 0.001000 increaseLambda: 0.069 0.000000 Undoing: newLoss 6.860337422593815, oldLoss 6.86202459439773, deltaLossBound -0.005628545704186805 increaseLambda: 0.069 0.000000 Search: 0.069 0.000000 increaseLambda: 0.069 0.000000 19: time = 0.069000 loss = 6.859827 'TURB__rev lambda = -0.8389 alpha = -0.067200 lossBound = -0.005629 W1 = 0.131925 N1 = 0.083694 deltaLoss = -0.002198 Updating 2 features NewtonStep: 0.07 0.001000 increaseLambda: 0.07 0.000000 20: time = 0.070000 loss = 6.852774 'TURB__rev lambda = -0.3067 alpha = -0.306679 lossBound = -0.004391 W1 = 0.161241 N1 = 0.128983 deltaLoss = -0.007053 Updating 2 features NewtonStep: 0.07 0.000000 increaseLambda: 0.07 0.000000 21: time = 0.070000 loss = 6.844634 'TURB__rev lambda = 0.4008 alpha = 0.400795 lossBound = -0.003527 W1 = 0.864299 N1 = 0.890890 deltaLoss = -0.008140 Updating 1 features NewtonStep: 0.07 0.000000 increaseLambda: 0.071 0.001000 22: time = 0.071000 loss = 6.842143 'TURB__rev lambda = -0.4182 alpha = -0.418185 lossBound = -0.001406 W1 = 0.050093 N1 = 0.035411 deltaLoss = -0.002491 Updating 2 features NewtonStep: 0.071 0.000000 increaseLambda: 0.071 0.000000 23: time = 0.071000 loss = 6.836398 TURB: lambda = -0.8636 min = 0.1470 max = 574.0000 alpha = -0.863593 lossBound = -0.001321 W1 = 0.025807 N1 = 0.019461 deltaLoss = -0.005746 Updating 2 features NewtonStep: 0.071 0.000000 increaseLambda: 0.071 0.000000 24: time = 0.071000 loss = 6.833379 TURB: lambda = -1.5305 min = 0.1470 max = 574.0000 alpha = -0.666930 lossBound = -0.000611 W1 = 0.024233 N1 = 0.019461 deltaLoss = -0.003019 Updating 2 features NewtonStep: 0.072 0.001000 increaseLambda: 0.072 0.000000 25: time = 0.072000 loss = 6.832826 'TURB__rev lambda = -0.2346 alpha = -0.234602 lossBound = -0.000445 W1 = 0.183572 N1 = 0.167078 deltaLoss = -0.000553 Updating 1 features NewtonStep: 0.072 0.000000 increaseLambda: 0.072 0.000000 26: time = 0.072000 loss = 6.829915 TURB: lambda = -2.2588 min = 0.1470 max = 574.0000 alpha = -0.728319 lossBound = -0.000485 W1 = 0.023783 N1 = 0.019461 deltaLoss = -0.002910 Updating 2 features NewtonStep: 0.073 0.001000 increaseLambda: 0.073 0.000000 Undoing contribution: was 0.07259590585087494 now 0.07227884725758926 27: time = 0.073000 loss = 6.829598 'TURB__rev lambda = -0.7869 alpha = 0.051934 lossBound = -0.000309 W1 = 0.096632 N1 = 0.083694 deltaLoss = -0.000317 TURB_COND: lambda = -1.4241 min = 1.0000 max = 3.0000 alpha = -0.038527 lossBound = -0.000128 W1 = 0.084926 N1 = 0.073529 deltaLoss = -0.000134 Updating 2 features NewtonStep: 0.044 0.006000 Updating 2 features NewtonStep: 0.073 0.000000 increaseLambda: 0.044 0.000000 Undoing: newLoss 6.930393917802426, oldLoss 6.930532220513846, deltaLossBound -2.454201810313545E-4 increaseLambda: 0.044 0.000000 Search: 0.045 0.001000 increaseLambda: 0.045 0.000000 Undoing contribution: was 0.04355453452284591 now 0.04341873623741682 49: time = 0.045000 loss = 6.930396 'TURB_COND__rev lambda = 0.1042 alpha = -0.021090 lossBound = -0.000245 W1 = 0.859482 N1 = 0.882353 deltaLoss = -0.000136 Updating 2 features NewtonStep: 0.045 0.000000 increaseLambda: 0.045 0.000000 Undoing: newLoss 6.930286826064527, oldLoss 6.930396422228417, deltaLossBound -1.0962189560529355E-4 increaseLambda: 0.045 0.000000 Search: 0.045 0.000000 increaseLambda: 0.046 0.001000 Undoing contribution: was 0.04341873623741682 now 0.04330911434180612 50: time = 0.046000 loss = 6.930287 'TURB_COND__rev lambda = 0.0620 alpha = -0.042180 lossBound = -0.000110 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000110 Updating 2 features NewtonStep: 0.046 0.000000 increaseLambda: 0.046 0.000000 51: time = 0.046000 loss = 6.929787 TURB_COND: lambda = -1.5588 min = 1.0000 max = 3.0000 alpha = -0.134704 lossBound = -0.000328 W1 = 0.082731 N1 = 0.073529 deltaLoss = -0.000499 Updating 2 features Reducing newton stepsize from -0.08501240801410864 to -0.0619871041475725 NewtonStep: 0.046 0.000000 increaseLambda: 0.046 0.000000 Undoing contribution: was 0.04330911434180612 now 0.04291975613602622 52: time = 0.046000 loss = 6.929398 'TURB_COND__rev lambda = 0.0000 alpha = -0.061987 lossBound = -0.000389 W1 = 0.856845 N1 = 0.882353 deltaLoss = -0.000389 Updating 2 features NewtonStep: 0.046 0.000000 increaseLambda: 0.046 0.000000 53: time = 0.046000 loss = 6.929169 TURB_COND: lambda = -1.6520 min = 1.0000 max = 3.0000 alpha = -0.093242 lossBound = -0.000148 W1 = 0.082576 N1 = 0.073529 deltaLoss = -0.000229 Updating 2 features NewtonStep: 0.046 0.000000 increaseLambda: 0.046 0.000000 54: time = 0.046000 loss = 6.929169 TURB_COND: lambda = -1.6547 min = 1.0000 max = 3.0000 alpha = -0.002723 lossBound = -0.000000 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.046 0.000000 increaseLambda: 0.046 0.000000 55: time = 0.046000 loss = 6.929169 TURB_COND: lambda = -1.6547 min = 1.0000 max = 3.0000 alpha = -0.000002 lossBound = -0.000000 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.046 0.000000 increaseLambda: 0.047 0.001000 56: time = 0.047000 loss = 6.929169 TURB_COND: lambda = -1.6547 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.047 0.000000 increaseLambda: 0.047 0.000000 Undoing: newLoss 6.932272208326413, oldLoss 6.929168949592833, deltaLossBound 0.0 increaseLambda: 0.047 0.000000 Search: 0.047 0.000000 increaseLambda: 0.047 0.000000 57: time = 0.047000 loss = 6.929169 TURB_COND^2: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.069016 N1 = 0.062500 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.047 0.000000 increaseLambda: 0.047 0.000000 Undoing: newLoss 6.931237440516041, oldLoss 6.929168949592833, deltaLossBound -0.0015421058053235687 increaseLambda: 0.047 0.000000 Search: 0.047 0.000000 increaseLambda: 0.076 0.003000 28: time = 0.076000 loss = 6.827899 TURB: lambda = -2.8857 min = 0.1470 max = 574.0000 alpha = -0.626897 lossBound = -0.000234 W1 = 0.022694 N1 = 0.019461 deltaLoss = -0.001699 increaseLambda: 0.047 0.000000 58: time = 0.048000 loss = 6.929169 TURB_COND: lambda = -1.6547 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = -0.001542 W1 = 0.082443 N1 = 0.073529 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.048 0.000000 increaseLambda: 0.048 0.000000 Undoing: newLoss 6.932272208326411, oldLoss 6.9291689495928335, deltaLossBound 0.0 increaseLambda: 0.048 0.000000 Search: 0.048 0.000000 increaseLambda: 0.048 0.000000 59: time = 0.048000 loss = 6.929169 Updating 1 features NewtonStep: 0.077 0.001000 increaseLambda: 0.077 0.000000 29: time = 0.077000 loss = 6.826930 TURB: lambda = -3.4023 min = 0.1470 max = 574.0000 alpha = -0.516548 lossBound = -0.000116 W1 = 0.021995 N1 = 0.019461 deltaLoss = -0.000969 Updating 7 features Newton: returning 0.005918959033703178 Updating 1 features Loss was 6.82692985708316, now 6.826924912942995, delta -0.000005 parallelUpdate: 0.078 0.001000 Updating 1 features NewtonStep: 0.078 0.000000 increaseLambda: 0.078 0.000000 Undoing contribution: was 0.008140646793138426 now 0.007806449795377599 31: time = 0.078000 loss = 6.826591 'TURB__rev lambda = 0.3301 alpha = -0.073096 lossBound = -0.000143 W1 = 0.879816 N1 = 0.890890 deltaLoss = -0.000334 TURB_COND^2: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.069016 N1 = 0.062500 deltaLoss = 0.000000 Updating 1 features NewtonStep: 0.078 0.000000 Updating 1 features Newton: returning -2.3350943215053527E-14 Updating 2 features increaseLambda: 0.078 0.000000 Undoing contribution: was 0.07228066869436069 now 0.07219018107039978 32: time = 0.079000 loss = 6.826500 'TURB__rev lambda = -0.7643 alpha = 0.027281 lossBound = -0.000089 W1 = 0.098845 N1 = 0.083694 deltaLoss = -0.000090 Updating 1 features NewtonStep: 0.079 0.000000 increaseLambda: 0.079 0.000000 33: time = 0.079000 loss = 6.825762 TURB: lambda = -3.8932 min = 0.1470 max = 574.0000 alpha = -0.470783 lossBound = -0.000082 W1 = 0.021738 N1 = 0.019461 deltaLoss = -0.000738 Updating 1 features NewtonStep: 0.079 0.000000 increaseLambda: 0.079 0.000000 Undoing contribution: was 0.007806449795377599 now 0.007344961443226392 34: time = 0.079000 loss = 6.825301 'TURB__rev lambda = 0.2433 alpha = -0.086737 lossBound = -0.000195 W1 = 0.880406 N1 = 0.890890 deltaLoss = -0.000461 Loss was 6.9291689495928335, now 6.929168949592833, delta -0.000000 parallelUpdate: 0.051 0.003000 Updating 2 features NewtonStep: 0.051 0.000000 increaseLambda: 0.051 0.000000 Undoing: newLoss 6.932272208326404, oldLoss 6.929168949592833, deltaLossBound 0.0 increaseLambda: 0.051 0.000000 Updating 1 features NewtonStep: 0.08 0.001000 Search: 0.051 0.000000 increaseLambda: 0.051 0.000000 61: time = 0.051000 loss = 6.929169 TURB_COND^2: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.069016 N1 = 0.062500 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.051 0.000000 increaseLambda: 0.08 0.000000 Undoing contribution: was 0.007344961443226392 now 0.007152870057378866 35: time = 0.080000 loss = 6.825109 'TURB__rev lambda = 0.1886 increaseLambda: 0.051 0.000000 alpha = -0.054708 lossBound = -0.000084 W1 = 0.878978 N1 = 0.890890 deltaLoss = -0.000192 Updating 1 features NewtonStep: 0.08 0.000000 increaseLambda: 0.08 0.000000 36: time = 0.080000 loss = 6.824226 TURB: lambda = -4.4119 min = 0.1470 max = 574.0000 alpha = -0.518718 lossBound = -0.000096 W1 = 0.021848 N1 = 0.019461 deltaLoss = -0.000882 Updating 1 features Reducing newton stepsize from -0.2225708570352074 to -0.1886269991841231 NewtonStep: 0.081 0.001000 increaseLambda: 0.081 0.000000 Undoing contribution: was 0.007152870057378866 now 0.006853913157613309 37: time = 0.081000 loss = 6.823927 'TURB__rev lambda = 0.1258 alpha = -0.062876 lossBound = -0.000146 W1 = 0.880139 N1 = 0.890890 deltaLoss = -0.000299 Updating 1 features Reducing newton stepsize from -0.15370214450252623 to -0.12575133278941542 NewtonStep: 0.081 0.000000 increaseLambda: 0.081 0.000000 Undoing contribution: was 0.006853913157613309 now 0.006710918605823632 38: time = 0.081000 loss = 6.823784 'TURB__rev lambda = 0.0838 alpha = -0.041917 lossBound = -0.000073 W1 = 0.879049 N1 = 0.890890 deltaLoss = -0.000143 Undoing: newLoss 6.93123744051604, oldLoss 6.929168949592833, deltaLossBound -0.0015421058053232638 increaseLambda: 0.053 0.002000 Search: 0.053 0.000000 Updating 1 features NewtonStep: 0.082 0.001000 increaseLambda: 0.053 0.000000 62: time = 0.053000 loss = 6.929169 TURB_COND: lambda = -1.6547 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = -0.001542 W1 = 0.082443 N1 = 0.073529 deltaLoss = 0.000000 Updating 2 features increaseLambda: 0.082 0.000000 NewtonStep: 0.053 0.000000 increaseLambda: 0.053 0.000000 Undoing: newLoss 6.932272208326404, oldLoss 6.9291689495928335, deltaLossBound 0.0 increaseLambda: 0.053 0.000000 Search: 0.053 0.000000 increaseLambda: 0.053 0.000000 63: time = 0.053000 loss = 6.929169 TURB_COND^2: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.069016 N1 = 0.062500 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.053 0.000000 increaseLambda: 0.053 0.000000 Undoing: newLoss 6.931237440516041, oldLoss 6.9291689495928335, deltaLossBound -0.0015421058053233217 increaseLambda: 0.054 0.001000 Search: 0.054 0.000000 increaseLambda: 0.054 0.000000 64: time = 0.054000 loss = 6.929169 TURB_COND: lambda = -1.6547 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = -0.001542 W1 = 0.082443 N1 = 0.073529 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.054 0.000000 39: time = 0.082000 loss = 6.822942 TURB: lambda = -4.9298 min = 0.1470 max = 574.0000 increaseLambda: 0.054 0.000000 Undoing contribution: was 0.047730932403978465 now 0.04773093240397758 65: time = 0.054000 loss = 6.929169 TURB_COND: lambda = -1.6547 min = 1.0000 max = 3.0000 alpha = 0.000000 lossBound = -0.000000 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.054 0.000000 alpha = -0.517843 lossBound = -0.000088 W1 = 0.021785 N1 = 0.019461 deltaLoss = -0.000842 increaseLambda: 0.054 0.000000 Undoing: newLoss 6.932272208326413, oldLoss 6.929168949592833, deltaLossBound 0.0 increaseLambda: 0.054 0.000000 Search: 0.054 0.000000 increaseLambda: 0.054 0.000000 66: time = 0.054000 loss = 6.929169 TURB_COND^2: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.069016 N1 = 0.062500 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.054 0.000000 increaseLambda: 0.055 0.001000 Undoing: newLoss 6.931237440516041, oldLoss 6.929168949592833, deltaLossBound -0.0015421058053235687 Updating 1 features Reducing newton stepsize from -0.22455982092011256 to -0.08383422185961029 NewtonStep: 0.084 0.002000 increaseLambda: 0.055 0.000000 increaseLambda: 0.084 0.000000 Undoing: newLoss 6.822796202211043, oldLoss 6.822942066702557, deltaLossBound -1.466884318987768E-4 Search: 0.055 0.000000 increaseLambda: 0.084 0.000000 increaseLambda: 0.055 0.000000 67: time = 0.055000 loss = 6.929169 TURB_COND: lambda = -1.6547 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = -0.001542 W1 = 0.082443 N1 = 0.073529 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.055 0.000000 increaseLambda: 0.055 0.000000 Undoing: newLoss 6.932272208326404, oldLoss 6.9291689495928335, deltaLossBound 0.0 Search: 0.084 0.000000 increaseLambda: 0.055 0.000000 Search: 0.055 0.000000 increaseLambda: 0.055 0.000000 68: time = 0.055000 loss = 6.929169 TURB_COND^2: lambda = 0.0000 min = 1.0000 max = 9.0000 increaseLambda: 0.084 0.000000 Undoing contribution: was 0.006710918605823632 now 0.006617554098338427 40: time = 0.085000 loss = 6.822849 'TURB__rev lambda = 0.0664 alpha = -0.017448 lossBound = -0.000147 W1 = 0.881317 N1 = 0.890890 deltaLoss = -0.000093 alpha = -0.000000 lossBound = 0.000000 W1 = 0.069016 N1 = 0.062500 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.056 0.001000 increaseLambda: 0.056 0.000000 Undoing: newLoss 6.931237440516041, oldLoss 6.9291689495928335, deltaLossBound -0.001542105805323204 increaseLambda: 0.056 0.000000 Updating 2 features Reducing newton stepsize from -0.20522442842520572 to -0.066385738627434 NewtonStep: 0.085 0.000000 increaseLambda: 0.085 0.000000 Undoing: newLoss 6.822741256843568, oldLoss 6.8228487021950714, deltaLossBound -1.2442483494564706E-4 Search: 0.056 0.000000 increaseLambda: 0.085 0.000000 increaseLambda: 0.056 0.000000 Undoing contribution: was 0.04773093240397669 now 0.047730932403973136 69: time = 0.056000 loss = 6.929169 TURB_COND: lambda = -1.6547 min = 1.0000 max = 3.0000 alpha = 0.000000 lossBound = -0.001542 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.056 0.000000 increaseLambda: 0.056 0.000000 Undoing: newLoss 6.932272208326412, oldLoss 6.92916894959283, deltaLossBound 0.0 increaseLambda: 0.056 0.000000 Search: 0.057 0.001000 increaseLambda: 0.057 0.000000 70: time = 0.057000 loss = 6.929169 TURB_COND^2: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.069016 N1 = 0.062500 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.057 0.000000 increaseLambda: 0.057 0.000000 Undoing: newLoss 6.931237440516039, oldLoss 6.92916894959283, deltaLossBound -0.0015421058053234284 increaseLambda: 0.057 0.000000 Search: 0.057 0.000000 increaseLambda: 0.057 0.000000 71: time = 0.057000 loss = 6.929169 TURB_COND: lambda = -1.6547 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = -0.001542 W1 = 0.082443 N1 = 0.073529 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.057 0.000000 increaseLambda: 0.057 0.000000 Undoing: newLoss 6.932272208326414, oldLoss 6.929168949592833, deltaLossBound 0.0 Search: 0.085 0.000000 increaseLambda: 0.086 0.001000 Undoing contribution: was 0.006617554098338427 now 0.006538340825018149 41: time = 0.087000 loss = 6.822769 'TURB__rev lambda = 0.0503 alpha = -0.016062 lossBound = -0.000124 W1 = 0.880914 N1 = 0.890890 deltaLoss = -0.000079 increaseLambda: 0.058 0.001000 Updating 1 features Search: 0.058 0.000000 increaseLambda: 0.058 0.000000 72: time = 0.058000 loss = 6.929169 TURB_COND^2: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.069016 N1 = 0.062500 deltaLoss = 0.000000 Reducing newton stepsize from -0.18757280739086232 to -0.05032422339276538 NewtonStep: 0.087 0.000000 increaseLambda: 0.087 0.000000 Undoing: newLoss 6.822693703831836, oldLoss 6.822769488921751, deltaLossBound -1.0543370306078672E-4 increaseLambda: 0.087 0.000000 Search: 0.087 0.000000 increaseLambda: 0.088 0.001000 Undoing contribution: was 0.006538340825018149 now 0.006471203027449643 42: time = 0.088000 loss = 6.822702 'TURB__rev lambda = 0.0355 alpha = -0.014778 lossBound = -0.000105 W1 = 0.880540 N1 = 0.890890 deltaLoss = -0.000067 Updating 1 features Reducing newton stepsize from -0.1714556123151596 to -0.03554631920655323 NewtonStep: 0.088 0.000000 increaseLambda: 0.088 0.000000 Undoing: newLoss 6.822652526354536, oldLoss 6.822702351124183, deltaLossBound -8.777773278045061E-5 increaseLambda: 0.088 0.000000 Search: 0.088 0.000000 increaseLambda: 0.088 0.000000 Undoing contribution: was 0.006471203027449643 now 0.006421378257802654 43: time = 0.088000 loss = 6.822653 'TURB__rev lambda = 0.0237 alpha = -0.011849 lossBound = -0.000088 W1 = 0.880238 N1 = 0.890890 deltaLoss = -0.000050 Updating 1 features Reducing newton stepsize from -0.15861830915408168 to -0.023697546137702155 NewtonStep: 0.089 0.001000 increaseLambda: 0.089 0.000000 Undoing: newLoss 6.82262130193907, oldLoss 6.822652526354536, deltaLossBound -6.628994212542626E-5 increaseLambda: 0.089 0.000000 Search: 0.089 0.000000 increaseLambda: 0.089 0.000000 Undoing contribution: was 0.006421378257802654 now 0.006390153842336996 44: time = 0.089000 loss = 6.822621 'TURB__rev lambda = 0.0158 alpha = -0.007899 lossBound = -0.000066 W1 = 0.880036 N1 = 0.890890 deltaLoss = -0.000031 Updating 1 features NewtonStep: 0.09 0.001000 increaseLambda: 0.09 0.000000 45: time = 0.090000 loss = 6.821956 TURB: lambda = -5.4042 min = 0.1470 max = 574.0000 alpha = -0.474419 lossBound = -0.000066 W1 = 0.021600 N1 = 0.019461 deltaLoss = -0.000665 Updating 1 features Reducing newton stepsize from -0.25673505024433935 to -0.015798364091801437 NewtonStep: 0.09 0.000000 increaseLambda: 0.09 0.000000 Undoing: newLoss 6.821923381935778, oldLoss 6.821955969836623, deltaLossBound -8.577896331489783E-5 increaseLambda: 0.09 0.000000 Search: 0.091 0.001000 increaseLambda: 0.091 0.000000 Undoing contribution: was 0.006390153842336996 now 0.006357565941492513 46: time = 0.091000 loss = 6.821923 'TURB__rev lambda = 0.0105 alpha = -0.005266 lossBound = -0.000086 W1 = 0.882308 N1 = 0.890890 deltaLoss = -0.000033 Updating 1 features Reducing newton stepsize from -0.25080186485357475 to -0.010532242727867624 NewtonStep: 0.091 0.000000 increaseLambda: 0.091 0.000000 Undoing: newLoss 6.821902032753146, oldLoss 6.821923381935778, deltaLossBound -5.8724344906341784E-5 increaseLambda: 0.091 0.000000 Search: 0.092 0.001000 increaseLambda: 0.092 0.000000 Undoing contribution: was 0.006357565941492513 now 0.0063362167588601 47: time = 0.092000 loss = 6.821902 'TURB__rev lambda = 0.0070 alpha = -0.003511 lossBound = -0.000059 W1 = 0.882222 N1 = 0.890890 deltaLoss = -0.000021 Updating 1 features Reducing newton stepsize from -0.24685486663146647 to -0.00702149515191175 NewtonStep: 0.092 0.000000 increaseLambda: 0.092 0.000000 Undoing: newLoss 6.82188796742299, oldLoss 6.821902032753146, deltaLossBound -3.983111164243403E-5 increaseLambda: 0.092 0.000000 Search: 0.092 0.000000 increaseLambda: 0.093 0.001000 Undoing contribution: was 0.0063362167588601 now 0.006322151428704412 48: time = 0.093000 loss = 6.821888 'TURB__rev lambda = 0.0047 alpha = -0.002340 lossBound = -0.000040 W1 = 0.882165 N1 = 0.890890 deltaLoss = -0.000014 Updating 1 features NewtonStep: 0.093 0.000000 increaseLambda: 0.093 0.000000 49: time = 0.093000 loss = 6.821521 TURB: lambda = -5.7711 min = 0.1470 max = 574.0000 alpha = -0.366904 lossBound = -0.000034 W1 = 0.021269 N1 = 0.019461 deltaLoss = -0.000367 Updating 1 features NewtonStep: 0.093 0.000000 increaseLambda: 0.093 0.000000 Undoing: newLoss 6.833865471057801, oldLoss 6.821521350846889, deltaLossBound -6.012716709516712E-5 increaseLambda: 0.094 0.001000 Search: 0.094 0.000000 increaseLambda: 0.094 0.000000 50: time = 0.094000 loss = 6.821404 'TURB__rev lambda = -0.0556 alpha = -0.055573 lossBound = -0.000060 W1 = 0.191451 N1 = 0.168101 deltaLoss = -0.000117 Updating 1 features NewtonStep: 0.094 0.000000 increaseLambda: 0.094 0.000000 Undoing contribution: was 0.07219018107039978 now 0.0719761189877224 51: time = 0.094000 loss = 6.821190 'TURB__rev lambda = -0.6695 alpha = 0.094804 lossBound = -0.000119 W1 = 0.101604 N1 = 0.083694 deltaLoss = -0.000214 Updating 1 features NewtonStep: 0.095 0.001000 increaseLambda: 0.095 0.000000 52: time = 0.095000 loss = 6.821022 'TURB__rev lambda = -0.2999 alpha = -0.063945 lossBound = -0.000087 W1 = 0.190550 N1 = 0.167078 deltaLoss = -0.000168 Updating 1 features NewtonStep: 0.095 0.000000 increaseLambda: 0.095 0.000000 Undoing contribution: was 0.0719761189877224 now 0.0718527545910901 53: time = 0.095000 loss = 6.820899 'TURB__rev lambda = -0.5982 alpha = 0.071291 lossBound = -0.000069 W1 = 0.101556 N1 = 0.083694 deltaLoss = -0.000123 Updating 1 features NewtonStep: 0.096 0.001000 increaseLambda: 0.096 0.000000 54: time = 0.096000 loss = 6.820796 'TURB__rev lambda = -0.3502 alpha = -0.050224 lossBound = -0.000054 W1 = 0.190529 N1 = 0.167078 deltaLoss = -0.000103 Updating 1 features NewtonStep: 0.096 0.000000 increaseLambda: 0.096 0.000000 Undoing contribution: was 0.0718527545910901 now 0.07177489100796854 55: time = 0.096000 loss = 6.820718 'TURB__rev lambda = -0.5419 alpha = 0.056281 lossBound = -0.000044 W1 = 0.101532 N1 = 0.083694 deltaLoss = -0.000078 Updating 1 features NewtonStep: 0.097 0.001000 increaseLambda: 0.097 0.000000 56: time = 0.097000 loss = 6.820653 'TURB__rev lambda = -0.3899 alpha = -0.039743 lossBound = -0.000034 W1 = 0.190516 N1 = 0.167078 deltaLoss = -0.000065 Updating 1 features NewtonStep: 0.097 0.000000 increaseLambda: 0.097 0.000000 57: time = 0.097000 loss = 6.820032 TURB: lambda = -6.8390 min = 0.1470 max = 574.0000 alpha = -1.067891 lossBound = -0.000029 W1 = 0.020551 N1 = 0.019461 deltaLoss = -0.000621 Updating 1 features Reducing newton stepsize from -0.5115382435979992 to -0.004680996767941167 NewtonStep: 0.097 0.000000 increaseLambda: 0.098 0.001000 Undoing contribution: was 0.006322151428704412 now 0.006271253925983497 58: time = 0.098000 loss = 6.819981 'TURB__rev lambda = 0.0000 alpha = -0.004681 lossBound = -0.000050 W1 = 0.887007 N1 = 0.890890 deltaLoss = -0.000051 Updating 1 features NewtonStep: 0.098 0.000000 increaseLambda: 0.098 0.000000 59: time = 0.098000 loss = 6.819905 'TURB__rev lambda = -0.4331 alpha = -0.043203 lossBound = -0.000040 W1 = 0.190520 N1 = 0.167078 deltaLoss = -0.000076 Updating 7 features Newton: returning 0.17278541597133024 Updating 1 features Loss was 6.819904621694829, now 6.819768770955505, delta -0.000136 parallelUpdate: 0.099 0.001000 Updating 2 features NewtonStep: 0.099 0.000000 increaseLambda: 0.099 0.000000 Undoing contribution: was 0.07177489100796854 now 0.07173155330384719 61: time = 0.099000 loss = 6.819725 'TURB__rev lambda = -0.4579 alpha = 0.041752 lossBound = -0.000024 W1 = 0.101514 N1 = 0.083694 deltaLoss = -0.000043 Updating 1 features NewtonStep: 0.099 0.000000 increaseLambda: 0.099 0.000000 62: time = 0.099000 loss = 6.819666 'TURB__rev lambda = -0.5054 alpha = -0.038020 lossBound = -0.000031 W1 = 0.190514 N1 = 0.167078 deltaLoss = -0.000059 Updating 1 features NewtonStep: 0.1 0.001000 increaseLambda: 0.1 0.000000 Undoing contribution: was 0.07173155330384719 now 0.07168559563132539 63: time = 0.100000 loss = 6.819620 'TURB__rev lambda = -0.4149 alpha = 0.042970 lossBound = -0.000026 W1 = 0.101515 N1 = 0.083694 deltaLoss = -0.000046 Updating 1 features NewtonStep: 0.1 0.000000 increaseLambda: 0.1 0.000000 64: time = 0.100000 loss = 6.819582 'TURB__rev lambda = -0.5359 alpha = -0.030441 lossBound = -0.000020 W1 = 0.190507 N1 = 0.167078 deltaLoss = -0.000038 Updating 1 features NewtonStep: 0.101 0.001000 increaseLambda: 0.101 0.000000 Undoing contribution: was 0.07168559563132539 now 0.0716562311200193 65: time = 0.101000 loss = 6.819553 'TURB__rev lambda = -0.3807 alpha = 0.034219 lossBound = -0.000017 W1 = 0.101507 N1 = 0.083694 deltaLoss = -0.000029 Updating 1 features NewtonStep: 0.101 0.000000 increaseLambda: 0.101 0.000000 66: time = 0.101000 loss = 6.819529 'TURB__rev lambda = -0.5601 alpha = -0.024281 lossBound = -0.000013 W1 = 0.190502 N1 = 0.167078 deltaLoss = -0.000024 Updating 1 features NewtonStep: 0.102 0.001000 increaseLambda: 0.102 0.000000 Undoing contribution: was 0.0716562311200193 now 0.07163739632282808 67: time = 0.102000 loss = 6.819510 'TURB__rev lambda = -0.3533 alpha = 0.027325 lossBound = -0.000011 W1 = 0.101501 N1 = 0.083694 deltaLoss = -0.000019 Updating 0 features NewtonStep: 0.102 0.000000 increaseLambda: 0.102 0.000000 Undoing: newLoss 6.831894531085877, oldLoss 6.819510011955165, deltaLossBound -8.145176137375746E-6 increaseLambda: 0.102 0.000000 Search: 0.102 0.000000 increaseLambda: 0.103 0.001000 68: time = 0.103000 loss = 6.819495 'TURB__rev lambda = -0.0207 alpha = -0.020658 lossBound = -0.000008 W1 = 0.187442 N1 = 0.164242 deltaLoss = -0.000015 Updating 1 features NewtonStep: 0.103 0.000000 increaseLambda: 0.103 0.000000 Undoing contribution: was 0.07163739632282808 now 0.07162367002182558 69: time = 0.103000 loss = 6.819481 'TURB__rev lambda = -0.3301 alpha = 0.023283 lossBound = -0.000008 W1 = 0.101499 N1 = 0.083694 deltaLoss = -0.000014 Updating 0 features NewtonStep: 0.103 0.000000 increaseLambda: 0.103 0.000000 70: time = 0.104000 loss = 6.819468 'TURB__rev lambda = -0.4514 alpha = -0.030339 lossBound = -0.000007 W1 = 0.050123 N1 = 0.035411 deltaLoss = -0.000012 Updating 1 features NewtonStep: 0.104 0.000000 increaseLambda: 0.104 0.000000 Undoing contribution: was 0.07162367002182558 now 0.07161387163140744 71: time = 0.104000 loss = 6.819459 'TURB__rev lambda = -0.3104 alpha = 0.019666 lossBound = -0.000006 W1 = 0.101497 N1 = 0.083694 deltaLoss = -0.000010 Updating 0 features NewtonStep: 0.104 0.000000 increaseLambda: 0.104 0.000000 72: time = 0.104000 loss = 6.819447 'TURB__rev lambda = -0.0377 alpha = -0.017042 lossBound = -0.000006 W1 = 0.187532 N1 = 0.164242 deltaLoss = -0.000012 Updating 1 features NewtonStep: 0.105 0.001000 increaseLambda: 0.105 0.000000 Undoing contribution: was 0.07161387163140744 now 0.07160446315869541 73: time = 0.105000 loss = 6.819437 'TURB__rev lambda = -0.2911 alpha = 0.019259 lossBound = -0.000005 W1 = 0.101497 N1 = 0.083694 deltaLoss = -0.000009 Updating 0 features NewtonStep: 0.105 0.000000 increaseLambda: 0.105 0.000000 74: time = 0.105000 loss = 6.819428 'TURB__rev lambda = -0.4784 alpha = -0.026971 lossBound = -0.000005 W1 = 0.050122 N1 = 0.035411 deltaLoss = -0.000010 Updating 1 features NewtonStep: 0.106 0.001000 increaseLambda: 0.106 0.000000 Undoing contribution: was 0.07160446315869541 now 0.07159671720325834 75: time = 0.106000 loss = 6.819420 'TURB__rev lambda = -0.2737 alpha = 0.017479 lossBound = -0.000004 W1 = 0.101496 N1 = 0.083694 deltaLoss = -0.000008 Updating 0 features NewtonStep: 0.106 0.000000 increaseLambda: 0.106 0.000000 76: time = 0.106000 loss = 6.819411 'TURB__rev lambda = -0.0528 alpha = -0.015141 lossBound = -0.000005 W1 = 0.187531 N1 = 0.164242 deltaLoss = -0.000009 Updating 1 features NewtonStep: 0.107 0.001000 increaseLambda: 0.107 0.000000 Undoing contribution: was 0.07159671720325834 now 0.07158927739642286 77: time = 0.107000 loss = 6.819403 'TURB__rev lambda = -0.2565 alpha = 0.017121 lossBound = -0.000004 W1 = 0.101496 N1 = 0.083694 deltaLoss = -0.000007 Updating 0 features NewtonStep: 0.107 0.000000 increaseLambda: 0.107 0.000000 78: time = 0.107000 loss = 6.819395 'TURB__rev lambda = -0.5024 alpha = -0.023979 lossBound = -0.000004 W1 = 0.050121 N1 = 0.035411 deltaLoss = -0.000008 Updating 1 features NewtonStep: 0.108 0.001000 increaseLambda: 0.108 0.000000 Undoing contribution: was 0.07158927739642286 now 0.07158316314808678 79: time = 0.108000 loss = 6.819389 'TURB__rev lambda = -0.2410 alpha = 0.015524 lossBound = -0.000003 W1 = 0.101495 N1 = 0.083694 deltaLoss = -0.000006 Updating 1 features NewtonStep: 0.109 0.001000 increaseLambda: 0.109 0.000000 80: time = 0.109000 loss = 6.819382 'TURB__rev lambda = -0.0663 alpha = -0.013460 lossBound = -0.000004 W1 = 0.187531 N1 = 0.164242 deltaLoss = -0.000007 Updating 2 features NewtonStep: 0.109 0.000000 increaseLambda: 0.109 0.000000 Undoing contribution: was 0.07158316314808678 now 0.0715772732327802 81: time = 0.109000 loss = 6.819376 'TURB__rev lambda = -0.2258 alpha = 0.015230 lossBound = -0.000003 W1 = 0.101495 N1 = 0.083694 deltaLoss = -0.000006 Updating 0 features NewtonStep: 0.11 0.001000 increaseLambda: 0.11 0.000000 82: time = 0.110000 loss = 6.819370 'TURB__rev lambda = -0.5237 alpha = -0.021307 lossBound = -0.000003 W1 = 0.050120 N1 = 0.035411 deltaLoss = -0.000006 Updating 1 features NewtonStep: 0.111 0.001000 increaseLambda: 0.111 0.000000 Undoing contribution: was 0.0715772732327802 now 0.07157245210469144 83: time = 0.111000 loss = 6.819365 'TURB__rev lambda = -0.2120 alpha = 0.013781 lossBound = -0.000003 W1 = 0.101494 N1 = 0.083694 deltaLoss = -0.000005 Updating 0 features NewtonStep: 0.111 0.000000 increaseLambda: 0.111 0.000000 84: time = 0.111000 loss = 6.819359 'TURB__rev lambda = -0.0783 alpha = -0.011972 lossBound = -0.000003 W1 = 0.187530 N1 = 0.164242 deltaLoss = -0.000006 Updating 1 features NewtonStep: 0.112 0.001000 increaseLambda: 0.112 0.000000 Undoing contribution: was 0.07157245210469144 now 0.07156778537134502 85: time = 0.112000 loss = 6.819355 'TURB__rev lambda = -0.1984 alpha = 0.013554 lossBound = -0.000003 W1 = 0.101494 N1 = 0.083694 deltaLoss = -0.000005 Updating 0 features NewtonStep: 0.112 0.000000 increaseLambda: 0.112 0.000000 86: time = 0.112000 loss = 6.819350 'TURB__rev lambda = -0.5426 alpha = -0.018924 lossBound = -0.000003 W1 = 0.050119 N1 = 0.035411 deltaLoss = -0.000005 Updating 1 features NewtonStep: 0.112 0.000000 increaseLambda: 0.113 0.001000 Undoing contribution: was 0.07156778537134502 now 0.07156398670985654 87: time = 0.113000 loss = 6.819346 'TURB__rev lambda = -0.1862 alpha = 0.012230 lossBound = -0.000002 W1 = 0.101494 N1 = 0.083694 deltaLoss = -0.000004 Updating 0 features NewtonStep: 0.113 0.000000 increaseLambda: 0.113 0.000000 88: time = 0.113000 loss = 6.819341 'TURB__rev lambda = -0.3203 alpha = -0.011452 lossBound = -0.000002 W1 = 0.150231 N1 = 0.128983 deltaLoss = -0.000005 Updating 1 features NewtonStep: 0.113 0.000000 increaseLambda: 0.113 0.000000 Undoing contribution: was 0.07156398670985654 now 0.07155989258335561 89: time = 0.113000 loss = 6.819337 'TURB__rev lambda = -0.1735 alpha = 0.012696 lossBound = -0.000002 W1 = 0.101494 N1 = 0.083694 deltaLoss = -0.000004 Updating 8 features Newton: returning 0.2184666163917629 Updating 0 features Loss was 6.819337391918346, now 6.819318670280271, delta -0.000019 parallelUpdate: 0.114 0.001000 Updating 0 features NewtonStep: 0.114 0.000000 increaseLambda: 0.115 0.001000 91: time = 0.115000 loss = 6.819305 'TURB__rev lambda = -0.6010 alpha = -0.031746 lossBound = -0.000008 W1 = 0.050124 N1 = 0.035411 deltaLoss = -0.000014 Updating 2 features NewtonStep: 0.086 0.028000 increaseLambda: 0.086 0.000000 Undoing: newLoss 6.93123744051604, oldLoss 6.929168949592833, deltaLossBound -0.0015421058053234256 increaseLambda: 0.086 0.000000 Updating 1 features NewtonStep: 0.115 0.000000 Search: 0.086 0.000000 increaseLambda: 0.115 0.000000 Undoing contribution: was 0.07155989258335561 now 0.07155792526842332 92: time = 0.115000 loss = 6.819303 'TURB__rev lambda = -0.0842 alpha = 0.008796 lossBound = -0.000001 W1 = 0.101493 N1 = 0.083694 deltaLoss = -0.000002 increaseLambda: 0.086 0.000000 73: time = 0.086000 loss = 6.929169 TURB_COND: lambda = -1.6547 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = -0.001542 W1 = 0.082443 N1 = 0.073529 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.086 0.000000 Updating 1 features NewtonStep: 0.116 0.001000 increaseLambda: 0.087 0.001000 Undoing: newLoss 6.929168949592834, oldLoss 6.9291689495928335, deltaLossBound -1.528205459788582E-17 increaseLambda: 0.116 0.000000 93: time = 0.116000 loss = 6.819301 'TURB__rev lambda = -0.3302 alpha = -0.007370 lossBound = -0.000001 W1 = 0.150230 N1 = 0.128983 deltaLoss = -0.000002 increaseLambda: 0.087 0.000000 Updating 1 features NewtonStep: 0.116 0.000000 Search: 0.087 0.000000 increaseLambda: 0.116 0.000000 Undoing contribution: was 0.07155792526842332 now 0.07155622543254682 94: time = 0.116000 loss = 6.819300 'TURB__rev lambda = -0.0761 alpha = 0.008173 lossBound = -0.000001 W1 = 0.101493 N1 = 0.083694 deltaLoss = -0.000002 increaseLambda: 0.087 0.000000 74: time = 0.087000 loss = 6.929169 TURB_COND: lambda = -1.6547 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.082443 N1 = 0.073529 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.088 0.001000 increaseLambda: 0.088 0.000000 Undoing contribution: was 0.047730932403969584 now 0.047730932403968696 75: time = 0.088000 loss = 6.929169 TURB_COND: lambda = -1.6547 min = 1.0000 max = 3.0000 alpha = 0.000000 lossBound = -0.000000 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.088 0.000000 increaseLambda: 0.088 0.000000 Updating 1 features NewtonStep: 0.117 0.001000 increaseLambda: 0.117 0.000000 95: time = 0.117000 loss = 6.819298 'TURB__rev lambda = -0.6130 alpha = -0.011963 lossBound = -0.000001 W1 = 0.050118 N1 = 0.035411 deltaLoss = -0.000002 Updating 1 features NewtonStep: 0.117 0.000000 increaseLambda: 0.118 0.001000 Undoing contribution: was 0.07155622543254682 now 0.0715547120233231 96: time = 0.118000 loss = 6.819296 'TURB__rev lambda = -0.0683 alpha = 0.007713 lossBound = -0.000001 W1 = 0.101493 N1 = 0.083694 deltaLoss = -0.000002 Updating 1 features NewtonStep: 0.118 0.000000 increaseLambda: 0.118 0.000000 97: time = 0.118000 loss = 6.819294 'TURB__rev lambda = -0.3374 alpha = -0.007216 lossBound = -0.000001 W1 = 0.150230 N1 = 0.128983 deltaLoss = -0.000002 Updating 1 features NewtonStep: 0.118 0.000000 increaseLambda: 0.119 0.001000 Undoing contribution: was 0.0715547120233231 now 0.07155308085893643 98: time = 0.119000 loss = 6.819293 'TURB__rev lambda = -0.0603 alpha = 0.008008 lossBound = -0.000001 W1 = 0.101493 N1 = 0.083694 deltaLoss = -0.000002 Updating 1 features NewtonStep: 0.119 0.000000 increaseLambda: 0.119 0.000000 99: time = 0.119000 loss = 6.819291 'TURB__rev lambda = -0.3440 alpha = -0.006587 lossBound = -0.000001 W1 = 0.150230 N1 = 0.128983 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.12 0.001000 increaseLambda: 0.12 0.000000 Undoing contribution: was 0.07155308085893643 now 0.07155172236771735 100: time = 0.120000 loss = 6.819290 'TURB__rev lambda = -0.0530 alpha = 0.007305 lossBound = -0.000001 W1 = 0.101493 N1 = 0.083694 deltaLoss = -0.000001 Updating 2 features NewtonStep: 0.12 0.000000 increaseLambda: 0.12 0.000000 101: time = 0.120000 loss = 6.819288 'TURB__rev lambda = -0.6240 alpha = -0.011069 lossBound = -0.000001 W1 = 0.050117 N1 = 0.035411 deltaLoss = -0.000002 Updating 1 features NewtonStep: 0.121 0.001000 Undoing: newLoss 6.932272208326413, oldLoss 6.929168949592833, deltaLossBound 0.0 increaseLambda: 0.121 0.000000 Undoing contribution: was 0.07155172236771735 now 0.07155042721251116 102: time = 0.121000 loss = 6.819287 increaseLambda: 0.092 0.004000 'TURB__rev lambda = -0.0459 alpha = 0.007135 lossBound = -0.000001 W1 = 0.101492 N1 = 0.083694 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.121 0.000000 increaseLambda: 0.121 0.000000 103: time = 0.121000 loss = 6.819285 'TURB__rev lambda = -0.3505 alpha = -0.006466 lossBound = -0.000001 W1 = 0.150230 N1 = 0.128983 deltaLoss = -0.000001 Search: 0.093 0.001000 increaseLambda: 0.093 0.000000 76: time = 0.093000 loss = 6.929169 TURB_COND^2: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.069016 N1 = 0.062500 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.093 0.000000 Updating 1 features NewtonStep: 0.122 0.001000 increaseLambda: 0.093 0.000000 Undoing: newLoss 6.931237440516041, oldLoss 6.929168949592833, deltaLossBound -0.0015421058053235687 increaseLambda: 0.122 0.000000 Undoing contribution: was 0.07155042721251116 now 0.0715491169989353 104: time = 0.122000 loss = 6.819284 'TURB__rev lambda = -0.0387 alpha = 0.007175 lossBound = -0.000001 W1 = 0.101493 N1 = 0.083694 deltaLoss = -0.000001 increaseLambda: 0.093 0.000000 Search: 0.093 0.000000 Updating 1 features NewtonStep: 0.122 0.000000 increaseLambda: 0.093 0.000000 77: time = 0.093000 loss = 6.929169 TURB_COND: lambda = -1.6547 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = -0.001542 W1 = 0.082443 N1 = 0.073529 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.093 0.000000 increaseLambda: 0.122 0.000000 105: time = 0.122000 loss = 6.819283 'TURB__rev lambda = -0.6336 alpha = -0.009572 lossBound = -0.000001 W1 = 0.050117 N1 = 0.035411 deltaLoss = -0.000001 increaseLambda: 0.094 0.001000 Undoing: newLoss 6.932272208326404, oldLoss 6.9291689495928335, deltaLossBound 0.0 increaseLambda: 0.094 0.000000 Updating 1 features NewtonStep: 0.123 0.001000 increaseLambda: 0.123 0.000000 Undoing contribution: was 0.0715491169989353 now 0.07154814996009697 106: time = 0.123000 loss = 6.819282 'TURB__rev lambda = -0.0326 alpha = 0.006164 lossBound = -0.000001 W1 = 0.101492 N1 = 0.083694 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.124 0.001000 Search: 0.095 0.001000 increaseLambda: 0.095 0.000000 78: time = 0.095000 loss = 6.929169 TURB_COND^2: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.069016 N1 = 0.062500 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.095 0.000000 increaseLambda: 0.124 0.000000 107: time = 0.124000 loss = 6.819281 'TURB__rev lambda = -0.3568 alpha = -0.006295 lossBound = -0.000001 W1 = 0.150229 N1 = 0.128983 deltaLoss = -0.000001 increaseLambda: 0.095 0.000000 Undoing: newLoss 6.931237440516041, oldLoss 6.9291689495928335, deltaLossBound -0.001542105805323204 increaseLambda: 0.095 0.000000 Updating 1 features NewtonStep: 0.124 0.000000 Search: 0.095 0.000000 increaseLambda: 0.124 0.000000 Undoing contribution: was 0.07154814996009697 now 0.0715469072940851 108: time = 0.124000 loss = 6.819279 'TURB__rev lambda = -0.0256 alpha = 0.006989 lossBound = -0.000001 W1 = 0.101492 N1 = 0.083694 deltaLoss = -0.000001 increaseLambda: 0.095 0.000000 Undoing contribution: was 0.04773093240396781 now 0.047730932403964255 79: time = 0.095000 loss = 6.929169 TURB_COND: lambda = -1.6547 min = 1.0000 max = 3.0000 alpha = 0.000000 lossBound = -0.001542 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.095 0.000000 increaseLambda: 0.096 0.001000 Undoing: newLoss 6.932272208326412, oldLoss 6.92916894959283, deltaLossBound 0.0 increaseLambda: 0.096 0.000000 Updating 1 features NewtonStep: 0.125 0.001000 Search: 0.096 0.000000 increaseLambda: 0.096 0.000000 80: time = 0.096000 loss = 6.929169 TURB_COND^2: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.069016 N1 = 0.062500 deltaLoss = 0.000000 Converged after 80 iterations 80: time = 0.096000 loss = 6.929169 Resulting gain: 0.094590005145613 increaseLambda: 0.125 0.000000 109: time = 0.125000 loss = 6.819278 'TURB__rev lambda = -0.3625 alpha = -0.005748 lossBound = -0.000001 W1 = 0.150229 N1 = 0.128983 deltaLoss = -0.000001 Daphnia_lumholtzi response curves Updating 1 features NewtonStep: 0.125 0.000000 increaseLambda: 0.125 0.000000 Undoing contribution: was 0.0715469072940851 now 0.0715458719269544 110: time = 0.125000 loss = 6.819277 'TURB__rev lambda = -0.0192 alpha = 0.006377 lossBound = -0.000001 W1 = 0.101492 N1 = 0.083694 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.126 0.001000 increaseLambda: 0.126 0.000000 111: time = 0.126000 loss = 6.819276 'TURB__rev lambda = -0.6426 alpha = -0.008959 lossBound = -0.000001 W1 = 0.050117 N1 = 0.035411 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.126 0.000000 increaseLambda: 0.126 0.000000 Undoing contribution: was 0.0715458719269544 now 0.07154502482220183 112: time = 0.126000 loss = 6.819275 'TURB__rev lambda = -0.0134 alpha = 0.005769 lossBound = -0.000000 W1 = 0.101492 N1 = 0.083694 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.127 0.001000 increaseLambda: 0.127 0.000000 113: time = 0.127000 loss = 6.819274 'TURB__rev lambda = -0.3681 alpha = -0.005614 lossBound = -0.000001 W1 = 0.150229 N1 = 0.128983 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.127 0.000000 increaseLambda: 0.127 0.000000 Undoing contribution: was 0.07154502482220183 now 0.07154403607755035 114: time = 0.127000 loss = 6.819273 'TURB__rev lambda = -0.0072 alpha = 0.006233 lossBound = -0.000001 W1 = 0.101492 N1 = 0.083694 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.128 0.001000 increaseLambda: 0.128 0.000000 115: time = 0.128000 loss = 6.819272 'TURB__rev lambda = -0.3733 alpha = -0.005126 lossBound = -0.000000 W1 = 0.150229 N1 = 0.128983 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.128 0.000000 increaseLambda: 0.128 0.000000 Undoing contribution: was 0.07154403607755035 now 0.0715432120414914 116: time = 0.128000 loss = 6.819271 'TURB__rev lambda = -0.0015 alpha = 0.005689 lossBound = -0.000000 W1 = 0.101492 N1 = 0.083694 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.129 0.001000 increaseLambda: 0.129 0.000000 117: time = 0.129000 loss = 6.819271 'TURB__rev lambda = -0.6509 alpha = -0.008328 lossBound = -0.000001 W1 = 0.050117 N1 = 0.035411 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.129 0.000000 increaseLambda: 0.129 0.000000 Undoing contribution: was 0.01858589708724756 now 0.018577780684749023 118: time = 0.129000 loss = 6.819262 TURB: lambda = -7.4197 min = 0.1470 max = 574.0000 alpha = 0.142845 lossBound = -0.000000 W1 = 0.020462 N1 = 0.019461 deltaLoss = -0.000008 Updating 1 features NewtonStep: 0.13 0.001000 increaseLambda: 0.13 0.000000 Undoing contribution: was 1.2076692527890095E-4 now 1.1771250418773667E-4 119: time = 0.130000 loss = 6.819259 'TURB__rev lambda = -0.0586 alpha = 0.008656 lossBound = -0.000002 W1 = 0.191562 N1 = 0.168101 deltaLoss = -0.000003 Updating 8 features Reducing stepsize from 0.5531568755924688 to 0.008750735851930804 Newton: returning 0.008750735851930804 Zeroing out 'TURB__rev Updating 1 features Loss was 6.819259337275457, now 6.819258981972356, delta -0.000000 parallelUpdate: 0.131 0.001000 Updating 2 features NewtonStep: 0.131 0.000000 increaseLambda: 0.131 0.000000 121: time = 0.131000 loss = 6.819258 'TURB__rev lambda = -0.3781 alpha = -0.004396 lossBound = -0.000000 W1 = 0.150229 N1 = 0.128983 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.131 0.000000 increaseLambda: 0.131 0.000000 Undoing contribution: was 1.1771250418773667E-4 now 1.170513206344956E-4 122: time = 0.132000 loss = 6.819258 'TURB__rev lambda = -0.0545 alpha = 0.004023 lossBound = -0.000000 W1 = 0.191561 N1 = 0.168101 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.132 0.000000 increaseLambda: 0.132 0.000000 123: time = 0.132000 loss = 6.819257 'TURB__rev lambda = -0.3824 alpha = -0.004302 lossBound = -0.000000 W1 = 0.150229 N1 = 0.128983 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.132 0.000000 increaseLambda: 0.132 0.000000 Undoing contribution: was 1.170513206344956E-4 now 1.1643830336466073E-4 124: time = 0.132000 loss = 6.819256 'TURB__rev lambda = -0.0507 alpha = 0.003874 lossBound = -0.000000 W1 = 0.191561 N1 = 0.168101 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.133 0.001000 increaseLambda: 0.133 0.000000 125: time = 0.133000 loss = 6.819256 'TURB__rev lambda = -0.3866 alpha = -0.004143 lossBound = -0.000000 W1 = 0.150229 N1 = 0.128983 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.133 0.000000 increaseLambda: 0.133 0.000000 Undoing contribution: was 1.1643830336466073E-4 now 1.1586992971695827E-4 126: time = 0.133000 loss = 6.819255 'TURB__rev lambda = -0.0469 alpha = 0.003730 lossBound = -0.000000 W1 = 0.191561 N1 = 0.168101 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.134 0.001000 increaseLambda: 0.134 0.000000 127: time = 0.134000 loss = 6.819255 'TURB__rev lambda = -0.3905 alpha = -0.003990 lossBound = -0.000000 W1 = 0.150229 N1 = 0.128983 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.134 0.000000 increaseLambda: 0.134 0.000000 Undoing contribution: was 1.1586992971695827E-4 now 1.1534296816078956E-4 128: time = 0.134000 loss = 6.819254 'TURB__rev lambda = -0.0433 alpha = 0.003592 lossBound = -0.000000 W1 = 0.191561 N1 = 0.168101 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.135 0.001000 increaseLambda: 0.135 0.000000 129: time = 0.135000 loss = 6.819254 'TURB__rev lambda = -0.3944 alpha = -0.003842 lossBound = -0.000000 W1 = 0.150229 N1 = 0.128983 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.136 0.001000 increaseLambda: 0.136 0.000000 Undoing contribution: was 1.1534296816078956E-4 now 1.1485441897390621E-4 130: time = 0.136000 loss = 6.819253 'TURB__rev lambda = -0.0399 alpha = 0.003459 lossBound = -0.000000 W1 = 0.191561 N1 = 0.168101 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.136 0.000000 increaseLambda: 0.136 0.000000 131: time = 0.136000 loss = 6.819253 'TURB__rev lambda = -0.3981 alpha = -0.003699 lossBound = -0.000000 W1 = 0.150229 N1 = 0.128983 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.137 0.001000 increaseLambda: 0.137 0.000000 Undoing contribution: was 1.1485441897390621E-4 now 1.1440149782887295E-4 132: time = 0.137000 loss = 6.819252 'TURB__rev lambda = -0.0366 alpha = 0.003330 lossBound = -0.000000 W1 = 0.191561 N1 = 0.168101 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.138 0.001000 increaseLambda: 0.138 0.000000 133: time = 0.138000 loss = 6.819252 'TURB__rev lambda = -0.4016 alpha = -0.003562 lossBound = -0.000000 W1 = 0.150229 N1 = 0.128983 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.138 0.000000 increaseLambda: 0.138 0.000000 Undoing contribution: was 1.1440149782887295E-4 now 1.1398162053949142E-4 134: time = 0.138000 loss = 6.819251 'TURB__rev lambda = -0.0333 alpha = 0.003207 lossBound = -0.000000 W1 = 0.191561 N1 = 0.168101 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.139 0.001000 increaseLambda: 0.139 0.000000 135: time = 0.139000 loss = 6.819251 'TURB__rev lambda = -0.4051 alpha = -0.003429 lossBound = -0.000000 W1 = 0.150229 N1 = 0.128983 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.139 0.000000 increaseLambda: 0.139 0.000000 Undoing contribution: was 1.1398162053949142E-4 now 1.1359238884550456E-4 136: time = 0.139000 loss = 6.819251 'TURB__rev lambda = -0.0303 alpha = 0.003088 lossBound = -0.000000 W1 = 0.191561 N1 = 0.168101 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.139 0.000000 increaseLambda: 0.14 0.001000 137: time = 0.140000 loss = 6.819250 'TURB__rev lambda = -0.4084 alpha = -0.003302 lossBound = -0.000000 W1 = 0.150229 N1 = 0.128983 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.14 0.000000 increaseLambda: 0.14 0.000000 Undoing contribution: was 1.1359238884550456E-4 now 1.1323157720627171E-4 138: time = 0.141000 loss = 6.819250 'TURB__rev lambda = -0.0273 alpha = 0.002973 lossBound = -0.000000 W1 = 0.191561 N1 = 0.168101 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.141 0.000000 increaseLambda: 0.141 0.000000 139: time = 0.141000 loss = 6.819250 'TURB__rev lambda = -0.4116 alpha = -0.003179 lossBound = -0.000000 W1 = 0.150229 N1 = 0.128983 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.141 0.000000 increaseLambda: 0.141 0.000000 Undoing contribution: was 1.1323157720627171E-4 now 1.1289712049239205E-4 140: time = 0.142000 loss = 6.819249 'TURB__rev lambda = -0.0244 alpha = 0.002862 lossBound = -0.000000 W1 = 0.191561 N1 = 0.168101 deltaLoss = -0.000000 Converged after 140 iterations 140: time = 0.142000 loss = 6.819249 Resulting gain: 0.20450977979646812 Daphnia_lumholtzi response curves Jackknife: leave ANC out Jackknife: leave ANC_COND out Jackknife: leave CHLA out Jackknife: leave CHLA_COND out Jackknife: leave COND out Jackknife: leave DOC out Jackknife: leave LAKE_ORIGIN out Jackknife: leave NTL out Jackknife: leave NTL_COND out Jackknife: leave PTL out Jackknife: leave PTL_COND out Jackknife: leave SALINITY_COND out Jackknife: leave TURB out Jackknife: leave TURB_COND out Jackknife: leave URBAN out Jackknife: only ANC Jackknife: only ANC_COND Jackknife: only CHLA Jackknife: only CHLA_COND Jackknife: only COND Jackknife: only DOC Jackknife: only LAKE_ORIGIN Jackknife: only NTL Jackknife: only NTL_COND Jackknife: only PTL Jackknife: only PTL_COND Jackknife: only SALINITY_COND Jackknife: only TURB Jackknife: only TURB_COND Jackknife: only URBAN Making features Making features Making features Making features makeFeatures: max memory 1908932608, total allocated 374865920, free 139214824, used 235651096, increment 73506648 Daphnia_lumholtzi ANC_COND: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 makeFeatures: max memory 1908932608, total allocated 374865920, free 138640384, used 236225536, increment 574440 Daphnia_lumholtzi CHLA: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 makeFeatures: max memory 1908932608, total allocated 374865920, free 138640384, used 236225536, increment 0 Daphnia_lumholtzi ANC: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 makeFeatures: max memory 1908932608, total allocated 374865920, free 134134600, used 240731320, increment 4505784 Daphnia_lumholtzi CHLA_COND: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 34 samples 34 samples 34 samples Density: max memory 1908932608, total allocated 374865920, free 130121712, used 244744208, increment 4012888 linearPredictor: max memory 1908932608, total allocated 374865920, free 130121712, used 244744208, increment 0 FeaturedSpace: max memory 1908932608, total allocated 374865920, free 129252088, used 245613832, increment 869624 Sequential: max memory 1908932608, total allocated 374865920, free 129252088, used 245613832, increment 0 Initial loss: 7.023758954738443 Initial test loss: 7.023758954738443 Density: max memory 1908932608, total allocated 374865920, free 129252088, used 245613832, increment 0 linearPredictor: max memory 1908932608, total allocated 374865920, free 129252088, used 245613832, increment 0 Density: max memory 1908932608, total allocated 374865920, free 129252088, used 245613832, increment 0 linearPredictor: max memory 1908932608, total allocated 374865920, free 129252088, used 245613832, increment 0 FeaturedSpace: max memory 1908932608, total allocated 374865920, free 129252088, used 245613832, increment 0 Sequential: max memory 1908932608, total allocated 374865920, free 129252088, used 245613832, increment 0 Initial loss: 7.023758954738443 Initial test loss: 7.023758954738443 FeaturedSpace: max memory 1908932608, total allocated 374865920, free 128288016, used 246577904, increment 964072 Sequential: max memory 1908932608, total allocated 374865920, free 128288016, used 246577904, increment 0 Initial loss: 7.023758954738443 Initial test loss: 7.023758954738443 Updating 28 features increaseLambda: 0.002 0.002000 0: time = 0.002000 loss = 7.009281 testLoss 7.008778 (LAKE_ORIGIN=0.0) lambda = -0.0407 alpha = -0.040711 lossBound = -0.307792 W1 = 0.451165 N1 = 0.088235 deltaLoss = -0.014478 Updating 28 features 34 samples Updating 28 features increaseLambda: 0.002 0.002000 0: time = 0.002000 loss = 7.009281 testLoss 7.008778 (LAKE_ORIGIN=0.0) lambda = -0.0407 alpha = -0.040711 lossBound = -0.307792 W1 = 0.451165 N1 = 0.088235 deltaLoss = -0.014478 increaseLambda: 0.002 0.002000 0: time = 0.002000 loss = 7.009281 testLoss 7.008778 (LAKE_ORIGIN=0.0) lambda = -0.0407 alpha = -0.040711 lossBound = -0.307792 W1 = 0.451165 N1 = 0.088235 deltaLoss = -0.014478 Density: max memory 1908932608, total allocated 374865920, free 123239384, used 251626536, increment 5048632 linearPredictor: max memory 1908932608, total allocated 374865920, free 123239384, used 251626536, increment 0 Updating 28 features Updating 28 features increaseLambda: 0.005 0.003000 1: time = 0.005000 loss = 6.995490 testLoss 6.994495 (LAKE_ORIGIN=0.0) lambda = -0.0806 FeaturedSpace: max memory 1908932608, total allocated 374865920, free 122369648, used 252496272, increment 869736 Sequential: max memory 1908932608, total allocated 374865920, free 122369648, used 252496272, increment 0 Initial loss: 7.023758954738443 Updating 28 features Initial test loss: 7.023758954738443 alpha = -0.039897 lossBound = -0.293314 W1 = 0.441307 N1 = 0.088235 deltaLoss = -0.013790 increaseLambda: 0.004 0.002000 increaseLambda: 0.004 0.002000 1: time = 0.004000 loss = 6.995490 testLoss 6.994495 (LAKE_ORIGIN=0.0) lambda = -0.0806 alpha = -0.039897 lossBound = -0.293314 W1 = 0.441307 N1 = 0.088235 deltaLoss = -0.013790 1: time = 0.004000 loss = 6.995490 testLoss 6.994495 (LAKE_ORIGIN=0.0) lambda = -0.0806 alpha = -0.039897 lossBound = -0.293314 W1 = 0.441307 N1 = 0.088235 deltaLoss = -0.013790 Updating 28 features Updating 28 features Updating 28 features Updating 28 features increaseLambda: 0.007 0.002000 2: time = 0.007000 loss = 6.982356 testLoss 6.980879 (LAKE_ORIGIN=0.0) lambda = -0.1197 alpha = -0.039099 lossBound = -0.279524 W1 = 0.431690 N1 = 0.088235 deltaLoss = -0.013134 increaseLambda: 0.006 0.002000 2: time = 0.006000 loss = 6.982356 testLoss 6.980879 (LAKE_ORIGIN=0.0) lambda = -0.1197 alpha = -0.039099 lossBound = -0.279524 W1 = 0.431690 N1 = 0.088235 deltaLoss = -0.013134 increaseLambda: 0.002 0.002000 0: time = 0.002000 loss = 7.009281 testLoss 7.008778 (LAKE_ORIGIN=0.0) lambda = -0.0407 alpha = -0.040711 lossBound = -0.307792 W1 = 0.451165 N1 = 0.088235 deltaLoss = -0.014478 increaseLambda: 0.006 0.002000 2: time = 0.006000 loss = 6.982356 testLoss 6.980879 (LAKE_ORIGIN=0.0) lambda = -0.1197 alpha = -0.039099 lossBound = -0.279524 W1 = 0.431690 N1 = 0.088235 deltaLoss = -0.013134 Updating 28 features Updating 28 features Updating 28 features Updating 28 features increaseLambda: 0.009 0.002000 3: time = 0.009000 loss = 6.969849 testLoss 6.967898 (LAKE_ORIGIN=0.0) lambda = -0.1580 alpha = -0.038317 lossBound = -0.266390 W1 = 0.422315 N1 = 0.088235 deltaLoss = -0.012507 increaseLambda: 0.008 0.002000 3: time = 0.008000 loss = 6.969849 testLoss 6.967898 (LAKE_ORIGIN=0.0) lambda = -0.1580 alpha = -0.038317 lossBound = -0.266390 W1 = 0.422315 N1 = 0.088235 deltaLoss = -0.012507 increaseLambda: 0.004 0.002000 1: time = 0.004000 loss = 6.995490 testLoss 6.994495 (LAKE_ORIGIN=0.0) lambda = -0.0806 increaseLambda: 0.009 0.003000 3: time = 0.009000 loss = 6.969849 testLoss 6.967898 (LAKE_ORIGIN=0.0) lambda = -0.1580 alpha = -0.038317 lossBound = -0.266390 W1 = 0.422315 N1 = 0.088235 deltaLoss = -0.012507 alpha = -0.039897 lossBound = -0.293314 W1 = 0.441307 N1 = 0.088235 deltaLoss = -0.013790 Updating 28 features Updating 28 features increaseLambda: 0.01 0.002000 4: time = 0.010000 loss = 6.957939 testLoss 6.955525 (LAKE_ORIGIN=1.0) lambda = 0.0376 alpha = 0.037551 lossBound = -0.253882 W1 = 0.586818 N1 = 0.911765 deltaLoss = -0.011910 Updating 28 features increaseLambda: 0.011 0.002000 Updating 28 features 4: time = 0.011000 loss = 6.957939 testLoss 6.955525 (LAKE_ORIGIN=1.0) lambda = 0.0376 alpha = 0.037551 lossBound = -0.253882 W1 = 0.586818 N1 = 0.911765 deltaLoss = -0.011910 increaseLambda: 0.007 0.003000 2: time = 0.007000 loss = 6.982356 testLoss 6.980879 (LAKE_ORIGIN=0.0) lambda = -0.1197 alpha = -0.039099 lossBound = -0.279524 W1 = 0.431690 N1 = 0.088235 deltaLoss = -0.013134 increaseLambda: 0.011 0.002000 4: time = 0.011000 loss = 6.957939 testLoss 6.955525 (LAKE_ORIGIN=1.0) lambda = 0.0376 alpha = 0.037551 lossBound = -0.253882 W1 = 0.586818 N1 = 0.911765 deltaLoss = -0.011910 Updating 28 features Updating 28 features increaseLambda: 0.012 0.002000 5: time = 0.012000 loss = 6.946599 testLoss 6.943731 (LAKE_ORIGIN=0.0) lambda = -0.1948 alpha = -0.036800 lossBound = -0.241973 W1 = 0.404289 N1 = 0.088235 deltaLoss = -0.011340 Updating 28 features increaseLambda: 0.014 0.003000 5: time = 0.014000 loss = 6.946599 testLoss 6.943731 (LAKE_ORIGIN=0.0) lambda = -0.1948 alpha = -0.036800 lossBound = -0.241973 W1 = 0.404289 N1 = 0.088235 deltaLoss = -0.011340 increaseLambda: 0.009 0.002000 3: time = 0.009000 loss = 6.969849 testLoss 6.967898 (LAKE_ORIGIN=0.0) lambda = -0.1580 alpha = -0.038317 lossBound = -0.266390 W1 = 0.422315 N1 = 0.088235 deltaLoss = -0.012507 Updating 28 features increaseLambda: 0.014 0.002000 6: time = 0.014000 loss = 6.935803 testLoss 6.932489 (LAKE_ORIGIN=0.0) lambda = -0.2309 alpha = -0.036064 lossBound = -0.230633 W1 = 0.395634 N1 = 0.088235 deltaLoss = -0.010797 Updating 28 features Updating 28 features increaseLambda: 0.016 0.002000 6: time = 0.016000 loss = 6.935803 testLoss 6.932489 (LAKE_ORIGIN=0.0) lambda = -0.2309 alpha = -0.036064 lossBound = -0.230633 W1 = 0.395634 N1 = 0.088235 deltaLoss = -0.010797 Updating 28 features increaseLambda: 0.011 0.002000 4: time = 0.011000 loss = 6.957939 testLoss 6.955525 (LAKE_ORIGIN=1.0) lambda = 0.0376 alpha = 0.037551 lossBound = -0.253882 W1 = 0.586818 N1 = 0.911765 deltaLoss = -0.011910 Updating 28 features increaseLambda: 0.016 0.005000 5: time = 0.016000 loss = 6.946599 testLoss 6.943731 (LAKE_ORIGIN=0.0) lambda = -0.1948 alpha = -0.036800 lossBound = -0.241973 W1 = 0.404289 N1 = 0.088235 deltaLoss = -0.011340 increaseLambda: 0.016 0.002000 7: time = 0.016000 loss = 6.925524 testLoss 6.921774 (LAKE_ORIGIN=1.0) lambda = 0.0729 alpha = 0.035342 lossBound = -0.219836 W1 = 0.612785 N1 = 0.911765 deltaLoss = -0.010279 Updating 28 features Updating 28 features Updating 28 features increaseLambda: 0.018 0.002000 7: time = 0.018000 loss = 6.925524 testLoss 6.921774 (LAKE_ORIGIN=1.0) lambda = 0.0729 alpha = 0.035342 lossBound = -0.219836 W1 = 0.612785 N1 = 0.911765 deltaLoss = -0.010279 Updating 28 features increaseLambda: 0.014 0.003000 5: time = 0.014000 loss = 6.946599 testLoss 6.943731 (LAKE_ORIGIN=0.0) lambda = -0.1948 alpha = -0.036800 lossBound = -0.241973 W1 = 0.404289 N1 = 0.088235 deltaLoss = -0.011340 increaseLambda: 0.018 0.002000 8: time = 0.018000 loss = 6.915738 testLoss 6.911561 (LAKE_ORIGIN=1.0) lambda = 0.1075 alpha = 0.034635 lossBound = -0.209557 W1 = 0.620970 N1 = 0.911765 deltaLoss = -0.009786 increaseLambda: 0.019 0.003000 6: time = 0.019000 loss = 6.935803 testLoss 6.932489 (LAKE_ORIGIN=0.0) lambda = -0.2309 alpha = -0.036064 lossBound = -0.230633 W1 = 0.395634 N1 = 0.088235 deltaLoss = -0.010797 Updating 28 features increaseLambda: 0.02 0.002000 8: time = 0.020000 loss = 6.915738 testLoss 6.911561 (LAKE_ORIGIN=1.0) lambda = 0.1075 alpha = 0.034635 lossBound = -0.209557 W1 = 0.620970 N1 = 0.911765 deltaLoss = -0.009786 Updating 28 features Updating 6 features increaseLambda: 0.02 0.002000 increaseLambda: 0.016 0.002000 9: time = 0.020000 loss = 6.906422 testLoss 6.901826 6: time = 0.016000 loss = 6.935803 testLoss 6.932489 (LAKE_ORIGIN=0.0) lambda = -0.2309 alpha = -0.036064 lossBound = -0.230633 W1 = 0.395634 N1 = 0.088235 deltaLoss = -0.010797 (LAKE_ORIGIN=1.0) lambda = 0.1415 alpha = 0.033943 lossBound = -0.199771 W1 = 0.628926 N1 = 0.911765 deltaLoss = -0.009316 Updating 28 features increaseLambda: 0.021 0.002000 7: time = 0.021000 loss = 6.925524 testLoss 6.921774 (LAKE_ORIGIN=1.0) lambda = 0.0729 alpha = 0.035342 lossBound = -0.219836 W1 = 0.612785 N1 = 0.911765 deltaLoss = -0.010279 Updating 6 features Updating 6 features increaseLambda: 0.023 0.003000 9: time = 0.023000 loss = 6.906422 testLoss 6.901826 (LAKE_ORIGIN=1.0) lambda = 0.1415 alpha = 0.033943 lossBound = -0.199771 W1 = 0.628926 N1 = 0.911765 deltaLoss = -0.009316 Updating 28 features increaseLambda: 0.022 0.002000 10: time = 0.022000 loss = 6.864612 testLoss 6.857963 (LAKE_ORIGIN=1.0) lambda = 0.3078 alpha = 0.166320 lossBound = -0.190455 W1 = 0.666841 N1 = 0.911765 deltaLoss = -0.041810 increaseLambda: 0.018 0.002000 Updating 28 features 7: time = 0.018000 loss = 6.925524 testLoss 6.921774 (LAKE_ORIGIN=1.0) lambda = 0.0729 alpha = 0.035342 lossBound = -0.219836 W1 = 0.612785 N1 = 0.911765 deltaLoss = -0.010279 Updating 6 features Updating 6 features increaseLambda: 0.024 0.002000 increaseLambda: 0.025 0.002000 11: time = 0.024000 loss = 6.832244 testLoss 6.823747 (LAKE_ORIGIN=1.0) lambda = 0.4575 alpha = 0.149688 lossBound = -0.148645 W1 = 0.699227 N1 = 0.911765 deltaLoss = -0.032368 10: time = 0.025000 loss = 6.864612 testLoss 6.857963 (LAKE_ORIGIN=1.0) lambda = 0.3078 alpha = 0.166320 lossBound = -0.190455 W1 = 0.666841 N1 = 0.911765 deltaLoss = -0.041810 increaseLambda: 0.024 0.003000 8: time = 0.024000 loss = 6.915738 testLoss 6.911561 (LAKE_ORIGIN=1.0) lambda = 0.1075 alpha = 0.034635 lossBound = -0.209557 W1 = 0.620970 N1 = 0.911765 deltaLoss = -0.009786 Updating 5 features NewtonStep: 0.025 0.001000 Updating 6 features increaseLambda: 0.025 0.000000 Undoing: newLoss 6.813793068979806, oldLoss 6.83224367002155, deltaLossBound -0.13896137713437098 increaseLambda: 0.027 0.002000 increaseLambda: 0.026 0.001000 11: time = 0.027000 loss = 6.832244 testLoss 6.823747 (LAKE_ORIGIN=1.0) lambda = 0.4575 alpha = 0.149688 lossBound = -0.148645 W1 = 0.699227 N1 = 0.911765 deltaLoss = -0.032368 Search: 0.026 0.000000 Updating 6 features increaseLambda: 0.026 0.000000 increaseLambda: 0.026 0.002000 12: time = 0.026000 loss = 6.794368 testLoss 6.828849 'NTL_COND lambda = -0.2657 alpha = -0.265681 lossBound = -0.138961 W1 = 0.140208 N1 = 0.007353 deltaLoss = -0.037876 9: time = 0.026000 loss = 6.906422 testLoss 6.901826 (LAKE_ORIGIN=1.0) lambda = 0.1415 alpha = 0.033943 lossBound = -0.199771 W1 = 0.628926 N1 = 0.911765 deltaLoss = -0.009316 Updating 28 features increaseLambda: 0.023 0.005000 8: time = 0.023000 loss = 6.915738 testLoss 6.911561 (LAKE_ORIGIN=1.0) lambda = 0.1075 alpha = 0.034635 lossBound = -0.209557 W1 = 0.620970 N1 = 0.911765 deltaLoss = -0.009786 Updating 5 features NewtonStep: 0.028 0.001000 Updating 5 features increaseLambda: 0.029 0.001000 Undoing: newLoss 6.813793068979806, oldLoss 6.83224367002155, deltaLossBound -0.13896137713437098 Updating 6 features increaseLambda: 0.028 0.002000 increaseLambda: 0.029 0.000000 13: time = 0.028000 loss = 6.772307 testLoss 6.804730 (URBAN=1.0) lambda = 0.0973 alpha = 0.097293 lossBound = -0.116668 W1 = 0.381133 N1 = 0.617647 deltaLoss = -0.022061 increaseLambda: 0.028 0.002000 10: time = 0.028000 loss = 6.864612 testLoss 6.857963 (LAKE_ORIGIN=1.0) lambda = 0.3078 alpha = 0.166320 lossBound = -0.190455 W1 = 0.666841 N1 = 0.911765 deltaLoss = -0.041810 Search: 0.029 0.000000 increaseLambda: 0.03 0.001000 12: time = 0.030000 loss = 6.794368 testLoss 6.828849 Updating 6 features 'NTL_COND lambda = -0.2657 alpha = -0.265681 lossBound = -0.138961 W1 = 0.140208 N1 = 0.007353 deltaLoss = -0.037876 Updating 5 features increaseLambda: 0.026 0.003000 9: time = 0.026000 loss = 6.906422 testLoss 6.901826 (LAKE_ORIGIN=1.0) lambda = 0.1415 Updating 6 features increaseLambda: 0.03 0.002000 14: time = 0.030000 loss = 6.748002 testLoss 6.778784 (LAKE_ORIGIN=1.0) lambda = 0.5904 alpha = 0.132936 lossBound = -0.112740 W1 = 0.729954 N1 = 0.911765 deltaLoss = -0.024305 increaseLambda: 0.03 0.002000 11: time = 0.030000 loss = 6.832244 testLoss 6.823747 (LAKE_ORIGIN=1.0) lambda = 0.4575 alpha = 0.149688 lossBound = -0.148645 W1 = 0.699227 N1 = 0.911765 deltaLoss = -0.032368 Updating 5 features increaseLambda: 0.032 0.002000 13: time = 0.032000 loss = 6.772307 testLoss 6.804730 (URBAN=1.0) lambda = 0.0973 alpha = 0.097293 lossBound = -0.116668 W1 = 0.381133 N1 = 0.617647 deltaLoss = -0.022061 Updating 5 features NewtonStep: 0.032 0.002000 Updating 5 features NewtonStep: 0.032 0.002000 increaseLambda: 0.032 0.000000 Undoing: newLoss 6.813793068979806, oldLoss 6.83224367002155, deltaLossBound -0.13896137713437098 increaseLambda: 0.032 0.000000 Undoing: newLoss 6.7359022539473274, oldLoss 6.748002064681441, deltaLossBound -0.0983203958890434 increaseLambda: 0.032 0.000000 increaseLambda: 0.032 0.000000 Search: 0.032 0.000000 Updating 5 features Search: 0.033 0.001000 increaseLambda: 0.033 0.001000 12: time = 0.033000 loss = 6.794368 testLoss 6.828849 'NTL_COND lambda = -0.2657 alpha = -0.265681 lossBound = -0.138961 W1 = 0.140208 N1 = 0.007353 deltaLoss = -0.037876 increaseLambda: 0.033 0.000000 increaseLambda: 0.034 0.002000 15: time = 0.033000 loss = 6.722046 testLoss 6.791148 'NTL_COND lambda = -0.5026 14: time = 0.034000 loss = 6.748002 testLoss 6.778784 alpha = -0.236886 lossBound = -0.098320 W1 = 0.111776 N1 = 0.007353 deltaLoss = -0.025956 (LAKE_ORIGIN=1.0) lambda = 0.5904 alpha = 0.132936 lossBound = -0.112740 W1 = 0.729954 N1 = 0.911765 deltaLoss = -0.024305 alpha = 0.033943 lossBound = -0.199771 W1 = 0.628926 N1 = 0.911765 deltaLoss = -0.009316 Updating 5 features Updating 5 features increaseLambda: 0.054 0.021000 13: time = 0.054000 loss = 6.772307 testLoss 6.804730 (URBAN=1.0) lambda = 0.0973 alpha = 0.097293 lossBound = -0.116668 W1 = 0.381133 N1 = 0.617647 deltaLoss = -0.022061 Updating 6 features Updating 5 features increaseLambda: 0.051 0.025000 10: time = 0.051000 loss = 6.864612 testLoss 6.857963 (LAKE_ORIGIN=1.0) lambda = 0.3078 alpha = 0.166320 lossBound = -0.190455 W1 = 0.666841 N1 = 0.911765 deltaLoss = -0.041810 increaseLambda: 0.055 0.001000 14: time = 0.055000 loss = 6.748002 testLoss 6.778784 (LAKE_ORIGIN=1.0) lambda = 0.5904 alpha = 0.132936 lossBound = -0.112740 W1 = 0.729954 N1 = 0.911765 deltaLoss = -0.024305 NewtonStep: 0.056 0.023000 Updating 5 features NewtonStep: 0.058 0.024000 increaseLambda: 0.057 0.001000 Undoing: newLoss 6.686584101219891, oldLoss 6.722045903289251, deltaLossBound -0.10480656696397078 increaseLambda: 0.058 0.000000 Undoing: newLoss 6.7359022539473274, oldLoss 6.748002064681441, deltaLossBound -0.0983203958890434 increaseLambda: 0.057 0.000000 Updating 5 features NewtonStep: 0.057 0.002000 increaseLambda: 0.058 0.000000 Search: 0.057 0.000000 Search: 0.058 0.000000 increaseLambda: 0.058 0.001000 16: time = 0.058000 loss = 6.678973 testLoss 6.745369 'PTL__rev lambda = -0.2291 alpha = -0.229123 lossBound = -0.104807 W1 = 0.318438 N1 = 0.122951 deltaLoss = -0.043073 increaseLambda: 0.058 0.001000 Undoing: newLoss 6.7359022539473274, oldLoss 6.748002064681441, deltaLossBound -0.0983203958890434 increaseLambda: 0.059 0.001000 15: time = 0.059000 loss = 6.722046 testLoss 6.791148 'NTL_COND lambda = -0.5026 alpha = -0.236886 lossBound = -0.098320 W1 = 0.111776 N1 = 0.007353 deltaLoss = -0.025956 increaseLambda: 0.058 0.000000 Search: 0.058 0.000000 increaseLambda: 0.059 0.001000 15: time = 0.059000 loss = 6.722046 testLoss 6.791148 'NTL_COND lambda = -0.5026 alpha = -0.236886 lossBound = -0.098320 W1 = 0.111776 N1 = 0.007353 deltaLoss = -0.025956 Updating 5 features increaseLambda: 0.059 0.001000 17: time = 0.059000 loss = 6.662156 testLoss 6.726760 (URBAN=0.0) lambda = -0.0847 alpha = -0.084716 lossBound = -0.088570 W1 = 0.591833 N1 = 0.382353 deltaLoss = -0.016817 Updating 5 features NewtonStep: 0.061 0.002000 increaseLambda: 0.061 0.000000 Undoing: newLoss 6.686584101219891, oldLoss 6.722045903289251, deltaLossBound -0.10480656696397078 increaseLambda: 0.061 0.000000 Search: 0.062 0.001000 Updating 5 features NewtonStep: 0.061 0.002000 Updating 5 features increaseLambda: 0.062 0.000000 increaseLambda: 0.061 0.000000 Undoing: newLoss 6.686584101219891, oldLoss 6.722045903289251, deltaLossBound -0.10480656696397078 increaseLambda: 0.061 0.002000 Updating 6 features 18: time = 0.061000 loss = 6.644944 testLoss 6.708128 (LAKE_ORIGIN=0.0) lambda = -0.3459 alpha = -0.115047 lossBound = -0.080855 W1 = 0.239507 N1 = 0.088235 deltaLoss = -0.017213 increaseLambda: 0.061 0.000000 increaseLambda: 0.057 0.006000 11: time = 0.057000 loss = 6.832244 testLoss 6.823747 (LAKE_ORIGIN=1.0) lambda = 0.4575 alpha = 0.149688 lossBound = -0.148645 W1 = 0.699227 N1 = 0.911765 deltaLoss = -0.032368 Search: 0.062 0.001000 increaseLambda: 0.062 0.000000 16: time = 0.062000 loss = 6.678973 testLoss 6.745369 'PTL__rev lambda = -0.2291 alpha = -0.229123 lossBound = -0.104807 W1 = 0.318438 N1 = 0.122951 deltaLoss = -0.043073 Updating 6 features NewtonStep: 0.062 0.001000 increaseLambda: 0.063 0.001000 Undoing: newLoss 6.635331140188844, oldLoss 6.644943505609924, deltaLossBound -0.07731299527436453 increaseLambda: 0.063 0.000000 Updating 5 features NewtonStep: 0.059 0.002000 Updating 5 features Search: 0.063 0.000000 increaseLambda: 0.059 0.000000 Undoing: newLoss 6.813793068979806, oldLoss 6.83224367002155, deltaLossBound -0.13896137713437098 increaseLambda: 0.064 0.002000 increaseLambda: 0.064 0.001000 17: time = 0.064000 loss = 6.662156 testLoss 6.726760 (URBAN=0.0) lambda = -0.0847 19: time = 0.064000 loss = 6.624990 testLoss 6.723466 alpha = -0.084716 lossBound = -0.088570 W1 = 0.591833 N1 = 0.382353 deltaLoss = -0.016817 'NTL_COND lambda = -0.7207 alpha = -0.218167 lossBound = -0.077313 W1 = 0.096112 N1 = 0.007353 deltaLoss = -0.019953 increaseLambda: 0.06 0.001000 Search: 0.06 0.000000 increaseLambda: 0.06 0.000000 12: time = 0.060000 loss = 6.794368 testLoss 6.828849 'NTL_COND lambda = -0.2657 alpha = -0.265681 lossBound = -0.138961 W1 = 0.140208 N1 = 0.007353 deltaLoss = -0.037876 Updating 6 features NewtonStep: 0.065 0.001000 Updating 5 features increaseLambda: 0.065 0.001000 increaseLambda: 0.065 0.000000 Undoing: newLoss 6.5576140751070895, oldLoss 6.624990469684082, deltaLossBound -0.08155820284030152 18: time = 0.065000 loss = 6.644944 testLoss 6.708128 (LAKE_ORIGIN=0.0) lambda = -0.3459 alpha = -0.115047 lossBound = -0.080855 W1 = 0.239507 N1 = 0.088235 deltaLoss = -0.017213 increaseLambda: 0.066 0.001000 Search: 0.066 0.000000 Updating 5 features increaseLambda: 0.066 0.000000 20: time = 0.066000 loss = 6.533519 testLoss 6.623942 'PTL__rev lambda = -0.9110 alpha = -0.681886 lossBound = -0.081558 W1 = 0.240182 N1 = 0.122951 deltaLoss = -0.091471 increaseLambda: 0.062 0.002000 13: time = 0.062000 loss = 6.772307 testLoss 6.804730 (URBAN=1.0) lambda = 0.0973 alpha = 0.097293 lossBound = -0.116668 W1 = 0.381133 N1 = 0.617647 deltaLoss = -0.022061 16: time = 0.062000 loss = 6.678973 testLoss 6.745369 'PTL__rev lambda = -0.2291 alpha = -0.229123 lossBound = -0.104807 W1 = 0.318438 N1 = 0.122951 deltaLoss = -0.043073 Updating 6 features NewtonStep: 0.067 0.002000 increaseLambda: 0.067 0.000000 Undoing: newLoss 6.635331140188844, oldLoss 6.644943505609924, deltaLossBound -0.07731299527436453 increaseLambda: 0.067 0.000000 Search: 0.068 0.001000 increaseLambda: 0.068 0.000000 19: time = 0.068000 loss = 6.624990 testLoss 6.723466 'NTL_COND lambda = -0.7207 alpha = -0.218167 lossBound = -0.077313 W1 = 0.096112 N1 = 0.007353 deltaLoss = -0.019953 Updating 5 features increaseLambda: 0.069 0.007000 17: time = 0.070000 loss = 6.662156 testLoss 6.726760 (URBAN=0.0) lambda = -0.0847 alpha = -0.084716 lossBound = -0.088570 W1 = 0.591833 N1 = 0.382353 deltaLoss = -0.016817 Updating 5 features increaseLambda: 0.066 0.004000 14: time = 0.066000 loss = 6.748002 testLoss 6.778784 (LAKE_ORIGIN=1.0) lambda = 0.5904 alpha = 0.132936 lossBound = -0.112740 W1 = 0.729954 N1 = 0.911765 deltaLoss = -0.024305 Updating 5 features Updating 6 features NewtonStep: 0.07 0.004000 increaseLambda: 0.072 0.002000 18: time = 0.072000 loss = 6.644944 testLoss 6.708128 (LAKE_ORIGIN=0.0) lambda = -0.3459 alpha = -0.115047 lossBound = -0.080855 W1 = 0.239507 N1 = 0.088235 deltaLoss = -0.017213 increaseLambda: 0.071 0.001000 Undoing: newLoss 6.4786460012199445, oldLoss 6.533519416108319, deltaLossBound -0.09218013076048523 increaseLambda: 0.071 0.000000 Search: 0.071 0.000000 Updating 5 features NewtonStep: 0.068 0.002000 increaseLambda: 0.072 0.001000 21: time = 0.072000 loss = 6.479378 testLoss 6.655030 'TURB_COND__rev lambda = 0.3601 alpha = 0.360132 lossBound = -0.092180 W1 = 0.740496 N1 = 0.882353 deltaLoss = -0.054142 increaseLambda: 0.068 0.000000 Undoing: newLoss 6.7359022539473274, oldLoss 6.748002064681441, deltaLossBound -0.0983203958890434 increaseLambda: 0.068 0.000000 Updating 6 features NewtonStep: 0.073 0.001000 Search: 0.068 0.000000 increaseLambda: 0.074 0.001000 Undoing: newLoss 6.635331140188844, oldLoss 6.644943505609924, deltaLossBound -0.07731299527436453 increaseLambda: 0.069 0.001000 15: time = 0.069000 loss = 6.722046 testLoss 6.791148 'NTL_COND lambda = -0.5026 alpha = -0.236886 lossBound = -0.098320 W1 = 0.111776 N1 = 0.007353 deltaLoss = -0.025956 increaseLambda: 0.074 0.000000 Updating 6 features Search: 0.074 0.000000 increaseLambda: 0.073 0.001000 22: time = 0.073000 loss = 6.444332 testLoss 6.614952 (URBAN=1.0) lambda = 0.3353 alpha = 0.237968 lossBound = -0.062896 W1 = 0.478753 N1 = 0.617647 deltaLoss = -0.035045 increaseLambda: 0.074 0.000000 19: time = 0.074000 loss = 6.624990 testLoss 6.723466 'NTL_COND lambda = -0.7207 alpha = -0.218167 lossBound = -0.077313 W1 = 0.096112 N1 = 0.007353 deltaLoss = -0.019953 Updating 5 features NewtonStep: 0.07 0.001000 Updating 7 features NewtonStep: 0.075 0.002000 increaseLambda: 0.071 0.001000 Undoing: newLoss 6.686584101219891, oldLoss 6.722045903289251, deltaLossBound -0.10480656696397078 increaseLambda: 0.075 0.000000 Undoing: newLoss 6.422885319365949, oldLoss 6.444332375690884, deltaLossBound -0.0571253068058324 increaseLambda: 0.071 0.000000 Updating 6 features NewtonStep: 0.076 0.002000 Search: 0.071 0.000000 increaseLambda: 0.075 0.000000 increaseLambda: 0.077 0.001000 Undoing: newLoss 6.5576140751070895, oldLoss 6.624990469684082, deltaLossBound -0.08155820284030152 Search: 0.076 0.001000 increaseLambda: 0.072 0.001000 16: time = 0.072000 loss = 6.678973 testLoss 6.745369 'PTL__rev lambda = -0.2291 alpha = -0.229123 lossBound = -0.104807 W1 = 0.318438 N1 = 0.122951 deltaLoss = -0.043073 increaseLambda: 0.077 0.000000 Search: 0.077 0.000000 increaseLambda: 0.078 0.001000 20: time = 0.078000 loss = 6.533519 testLoss 6.623942 increaseLambda: 0.077 0.001000 23: time = 0.077000 loss = 6.406858 testLoss 6.683197 'NTL_COND lambda = -1.3743 alpha = -0.653539 lossBound = -0.057125 W1 = 0.052272 N1 = 0.007353 deltaLoss = -0.037475 Updating 5 features increaseLambda: 0.074 0.002000 17: time = 0.074000 loss = 6.662156 testLoss 6.726760 (URBAN=0.0) lambda = -0.0847 alpha = -0.084716 lossBound = -0.088570 W1 = 0.591833 N1 = 0.382353 deltaLoss = -0.016817 Updating 8 features 'PTL__rev lambda = -0.9110 alpha = -0.681886 lossBound = -0.081558 W1 = 0.240182 N1 = 0.122951 deltaLoss = -0.091471 Updating 5 features Updating 6 features NewtonStep: 0.081 0.003000 increaseLambda: 0.076 0.002000 18: time = 0.076000 loss = 6.644944 testLoss 6.708128 (LAKE_ORIGIN=0.0) lambda = -0.3459 alpha = -0.115047 lossBound = -0.080855 W1 = 0.239507 N1 = 0.088235 deltaLoss = -0.017213 increaseLambda: 0.08 0.003000 24: time = 0.080000 loss = 6.378444 testLoss 6.651018 (LAKE_ORIGIN=1.0) lambda = 0.8954 alpha = 0.305010 lossBound = -0.048209 W1 = 0.829316 N1 = 0.911765 deltaLoss = -0.028414 Updating 6 features NewtonStep: 0.081 0.013000 increaseLambda: 0.081 0.000000 Undoing: newLoss 6.5576140751070895, oldLoss 6.624990469684082, deltaLossBound -0.08155820284030152 increaseLambda: 0.081 0.000000 Search: 0.082 0.001000 Updating 8 features NewtonStep: 0.082 0.002000 Updating 6 features NewtonStep: 0.078 0.002000 increaseLambda: 0.082 0.000000 20: time = 0.082000 loss = 6.533519 testLoss 6.623942 'PTL__rev lambda = -0.9110 alpha = -0.681886 lossBound = -0.081558 W1 = 0.240182 N1 = 0.122951 deltaLoss = -0.091471 increaseLambda: 0.082 0.000000 Undoing: newLoss 6.347162214246821, oldLoss 6.378443513797845, deltaLossBound -0.03684505988185305 increaseLambda: 0.078 0.000000 Undoing: newLoss 6.635331140188844, oldLoss 6.644943505609924, deltaLossBound -0.07731299527436453 increaseLambda: 0.082 0.000000 increaseLambda: 0.078 0.000000 Search: 0.083 0.001000 Search: 0.079 0.001000 increaseLambda: 0.083 0.000000 25: time = 0.083000 loss = 6.337475 testLoss 6.604457 'PTL__rev lambda = -1.3845 alpha = -0.473485 lossBound = -0.036845 W1 = 0.207948 N1 = 0.122951 deltaLoss = -0.040969 increaseLambda: 0.079 0.000000 19: time = 0.079000 loss = 6.624990 testLoss 6.723466 'NTL_COND lambda = -0.7207 alpha = -0.218167 lossBound = -0.077313 W1 = 0.096112 N1 = 0.007353 deltaLoss = -0.019953 Updating 6 features NewtonStep: 0.083 0.001000 increaseLambda: 0.084 0.001000 Undoing: newLoss 6.4786460012199445, oldLoss 6.533519416108319, deltaLossBound -0.09218013076048523 increaseLambda: 0.084 0.000000 increaseLambda: 0.081 0.000000 Undoing: newLoss 6.4786460012199445, oldLoss 6.533519416108319, deltaLossBound -0.09218013076048523 increaseLambda: 0.086 0.005000 Updating 6 features NewtonStep: 0.081 0.002000 Search: 0.086 0.000000 increaseLambda: 0.081 0.000000 Undoing: newLoss 6.5576140751070895, oldLoss 6.624990469684082, deltaLossBound -0.08155820284030152 increaseLambda: 0.086 0.000000 21: time = 0.086000 loss = 6.479378 testLoss 6.655030 'TURB_COND__rev lambda = 0.3601 alpha = 0.360132 lossBound = -0.092180 W1 = 0.740496 N1 = 0.882353 deltaLoss = -0.054142 increaseLambda: 0.081 0.000000 Search: 0.082 0.001000 Updating 8 features NewtonStep: 0.086 0.003000 increaseLambda: 0.082 0.000000 20: time = 0.082000 loss = 6.533519 testLoss 6.623942 'PTL__rev lambda = -0.9110 alpha = -0.681886 lossBound = -0.081558 W1 = 0.240182 N1 = 0.122951 deltaLoss = -0.091471 increaseLambda: 0.087 0.001000 Undoing: newLoss 6.309904722953464, oldLoss 6.337474821950149, deltaLossBound -0.03775113332102834 increaseLambda: 0.087 0.000000 Updating 6 features Search: 0.087 0.000000 increaseLambda: 0.088 0.002000 increaseLambda: 0.087 0.000000 22: time = 0.088000 loss = 6.444332 testLoss 6.614952 (URBAN=1.0) lambda = 0.3353 alpha = 0.237968 lossBound = -0.062896 W1 = 0.478753 N1 = 0.617647 deltaLoss = -0.035045 26: time = 0.087000 loss = 6.313646 testLoss 6.634260 TURB_COND: lambda = -0.2943 min = 1.0000 max = 3.0000 alpha = -0.294254 lossBound = -0.037751 W1 = 0.149179 N1 = 0.073529 deltaLoss = -0.023829 Updating 6 features NewtonStep: 0.084 0.002000 increaseLambda: 0.084 0.000000 Undoing: newLoss 6.4786460012199445, oldLoss 6.533519416108319, deltaLossBound -0.09218013076048523 increaseLambda: 0.085 0.001000 Search: 0.089 0.005000 Updating 8 features NewtonStep: 0.089 0.002000 Search: 0.085 0.000000 increaseLambda: 0.089 0.000000 21: time = 0.089000 loss = 6.479378 testLoss 6.655030 'TURB_COND__rev lambda = 0.3601 increaseLambda: 0.089 0.000000 Undoing: newLoss 6.335510130761723, oldLoss 6.313645606947027, deltaLossBound -0.029459038445327962 increaseLambda: 0.085 0.000000 21: time = 0.085000 loss = 6.479378 testLoss 6.655030 'TURB_COND__rev lambda = 0.3601 alpha = 0.360132 lossBound = -0.092180 W1 = 0.740496 N1 = 0.882353 deltaLoss = -0.054142 increaseLambda: 0.089 0.000000 Search: 0.09 0.001000 increaseLambda: 0.09 0.000000 27: time = 0.090000 loss = 6.299176 testLoss 6.639898 'CHLA__rev lambda = 0.5244 alpha = 0.524400 lossBound = -0.029459 W1 = 0.013777 N1 = 0.058824 deltaLoss = -0.014469 Updating 7 features NewtonStep: 0.091 0.003000 increaseLambda: 0.092 0.001000 Undoing: newLoss 6.422885319365949, oldLoss 6.444332375690884, deltaLossBound -0.0571253068058324 increaseLambda: 0.092 0.000000 Updating 6 features Search: 0.092 0.000000 increaseLambda: 0.087 0.002000 22: time = 0.087000 loss = 6.444332 testLoss 6.614952 (URBAN=1.0) lambda = 0.3353 alpha = 0.237968 lossBound = -0.062896 W1 = 0.478753 N1 = 0.617647 deltaLoss = -0.035045 increaseLambda: 0.092 0.000000 Updating 6 features 23: time = 0.092000 loss = 6.406858 testLoss 6.683197 'NTL_COND lambda = -1.3743 alpha = -0.653539 lossBound = -0.057125 W1 = 0.052272 N1 = 0.007353 deltaLoss = -0.037475 increaseLambda: 0.092 0.002000 28: time = 0.092000 loss = 6.287136 testLoss 6.624902 (URBAN=1.0) lambda = 0.4750 alpha = 0.139776 lossBound = -0.021586 W1 = 0.527807 N1 = 0.617647 deltaLoss = -0.012040 Updating 7 features NewtonStep: 0.089 0.002000 Updating 5 features NewtonStep: 0.094 0.002000 increaseLambda: 0.09 0.001000 Undoing: newLoss 6.422885319365949, oldLoss 6.444332375690884, deltaLossBound -0.0571253068058324 increaseLambda: 0.09 0.000000 increaseLambda: 0.094 0.000000 29: time = 0.094000 loss = 6.260802 testLoss 6.598169 'TURB__rev lambda = -0.4103 alpha = -0.410344 lossBound = -0.019867 W1 = 0.231223 N1 = 0.164242 deltaLoss = -0.026334 Updating 6 features Search: 0.09 0.000000 Newton: returning 0.5288208478553043 Updating 6 features increaseLambda: 0.09 0.000000 23: time = 0.090000 loss = 6.406858 testLoss 6.683197 'NTL_COND lambda = -1.3743 alpha = -0.653539 lossBound = -0.057125 W1 = 0.052272 N1 = 0.007353 deltaLoss = -0.037475 Loss was 6.260801991724416, now 6.206262762045602, delta -0.054539 parallelUpdate: 0.095 0.001000 Updating 8 features increaseLambda: 0.096 0.004000 24: time = 0.096000 loss = 6.378444 testLoss 6.651018 (LAKE_ORIGIN=1.0) lambda = 0.8954 alpha = 0.305010 lossBound = -0.048209 W1 = 0.829316 N1 = 0.911765 deltaLoss = -0.028414 Updating 7 features NewtonStep: 0.096 0.001000 Updating 8 features increaseLambda: 0.096 0.000000 Undoing: newLoss 6.187721189060896, oldLoss 6.206262762045602, deltaLossBound -0.022548792765345653 increaseLambda: 0.092 0.002000 24: time = 0.092000 loss = 6.378444 testLoss 6.651018 (LAKE_ORIGIN=1.0) lambda = 0.8954 increaseLambda: 0.097 0.001000 alpha = 0.360132 lossBound = -0.092180 W1 = 0.740496 N1 = 0.882353 deltaLoss = -0.054142 Search: 0.097 0.000000 increaseLambda: 0.097 0.000000 31: time = 0.097000 loss = 6.193646 testLoss 6.756207 'NTL_COND__rev lambda = 0.1448 alpha = 0.144761 lossBound = -0.022549 W1 = 0.566467 N1 = 0.676471 deltaLoss = -0.012617 alpha = 0.305010 lossBound = -0.048209 W1 = 0.829316 N1 = 0.911765 deltaLoss = -0.028414 Updating 9 features NewtonStep: 0.099 0.002000 Updating 6 features Updating 8 features NewtonStep: 0.095 0.003000 increaseLambda: 0.099 0.000000 32: time = 0.099000 loss = 6.186120 testLoss 6.760242 CHLA_COND: lambda = 0.4995 min = 1.0000 max = 9.0000 alpha = 0.499475 lossBound = -0.003319 W1 = 0.097979 N1 = 0.113971 deltaLoss = -0.007526 increaseLambda: 0.095 0.000000 Undoing: newLoss 6.347162214246821, oldLoss 6.378443513797845, deltaLossBound -0.03684505988185305 increaseLambda: 0.096 0.001000 Search: 0.096 0.000000 increaseLambda: 0.097 0.001000 25: time = 0.097000 loss = 6.337475 testLoss 6.604457 'PTL__rev lambda = -1.3845 alpha = -0.473485 lossBound = -0.036845 W1 = 0.207948 N1 = 0.122951 deltaLoss = -0.040969 increaseLambda: 0.101 0.012000 22: time = 0.101000 loss = 6.444332 testLoss 6.614952 (URBAN=1.0) lambda = 0.3353 alpha = 0.237968 lossBound = -0.062896 W1 = 0.478753 N1 = 0.617647 deltaLoss = -0.035045 Updating 7 features NewtonStep: 0.101 0.002000 increaseLambda: 0.102 0.001000 Undoing: newLoss 6.175412578667665, oldLoss 6.186119584964667, deltaLossBound -0.011982375377181368 increaseLambda: 0.102 0.000000 Search: 0.102 0.000000 Updating 8 features NewtonStep: 0.098 0.001000 increaseLambda: 0.102 0.000000 33: time = 0.102000 loss = 6.179423 testLoss 6.780381 'PTL_COND__rev lambda = 0.1059 alpha = 0.105904 lossBound = -0.011982 W1 = 0.585445 N1 = 0.676471 deltaLoss = -0.006696 Updating 7 features NewtonStep: 0.103 0.002000 increaseLambda: 0.099 0.001000 Undoing: newLoss 6.309904722953464, oldLoss 6.337474821950149, deltaLossBound -0.03775113332102834 increaseLambda: 0.103 0.000000 Undoing: newLoss 6.422885319365949, oldLoss 6.444332375690884, deltaLossBound -0.0571253068058324 increaseLambda: 0.099 0.000000 Search: 0.099 0.000000 increaseLambda: 0.103 0.000000 Search: 0.103 0.000000 increaseLambda: 0.1 0.001000 26: time = 0.100000 loss = 6.313646 testLoss 6.634260 TURB_COND: lambda = -0.2943 min = 1.0000 max = 3.0000 alpha = -0.294254 lossBound = -0.037751 W1 = 0.149179 N1 = 0.073529 deltaLoss = -0.023829 increaseLambda: 0.104 0.001000 23: time = 0.104000 loss = 6.406858 testLoss 6.683197 'NTL_COND lambda = -1.3743 alpha = -0.653539 lossBound = -0.057125 W1 = 0.052272 N1 = 0.007353 deltaLoss = -0.037475 Updating 8 features NewtonStep: 0.104 0.002000 increaseLambda: 0.104 0.000000 34: time = 0.104000 loss = 6.164990 testLoss 6.846829 NTL_COND^2: lambda = -0.3999 min = 1.0000 max = 9.0000 alpha = -0.399861 lossBound = -0.007869 W1 = 0.155351 N1 = 0.121324 deltaLoss = -0.014434 Updating 8 features Updating 7 features NewtonStep: 0.101 0.001000 increaseLambda: 0.105 0.001000 24: time = 0.105000 loss = 6.378444 testLoss 6.651018 (LAKE_ORIGIN=1.0) lambda = 0.8954 alpha = 0.305010 lossBound = -0.048209 W1 = 0.829316 N1 = 0.911765 deltaLoss = -0.028414 Updating 9 features increaseLambda: 0.102 0.001000 Undoing: newLoss 6.335510130761723, oldLoss 6.313645606947027, deltaLossBound -0.029459038445327962 NewtonStep: 0.106 0.002000 increaseLambda: 0.102 0.000000 increaseLambda: 0.106 0.000000 Search: 0.102 0.000000 35: time = 0.106000 loss = 6.163038 testLoss 6.879902 PTL_COND: lambda = -0.1399 min = 1.0000 max = 3.0000 alpha = -0.139933 lossBound = -0.001331 W1 = 0.240699 N1 = 0.220588 deltaLoss = -0.001952 increaseLambda: 0.103 0.001000 27: time = 0.103000 loss = 6.299176 testLoss 6.639898 'CHLA__rev lambda = 0.5244 alpha = 0.524400 lossBound = -0.029459 W1 = 0.013777 N1 = 0.058824 deltaLoss = -0.014469 Updating 9 features Updating 6 features increaseLambda: 0.108 0.002000 36: time = 0.108000 loss = 6.160197 testLoss 6.875748 (LAKE_ORIGIN=1.0) lambda = 1.0017 alpha = 0.106250 lossBound = -0.005003 W1 = 0.878501 N1 = 0.911765 deltaLoss = -0.002842 increaseLambda: 0.105 0.002000 28: time = 0.105000 loss = 6.287136 testLoss 6.624902 (URBAN=1.0) lambda = 0.4750 alpha = 0.139776 lossBound = -0.021586 W1 = 0.527807 N1 = 0.617647 deltaLoss = -0.012040 Updating 8 features NewtonStep: 0.11 0.005000 increaseLambda: 0.111 0.001000 Undoing: newLoss 6.347162214246821, oldLoss 6.378443513797845, deltaLossBound -0.03684505988185305 increaseLambda: 0.111 0.000000 Search: 0.111 0.000000 Updating 8 features NewtonStep: 0.112 0.016000 increaseLambda: 0.111 0.000000 25: time = 0.111000 loss = 6.337475 testLoss 6.604457 'PTL__rev lambda = -1.3845 alpha = -0.473485 lossBound = -0.036845 W1 = 0.207948 N1 = 0.122951 deltaLoss = -0.040969 increaseLambda: 0.113 0.001000 Undoing: newLoss 6.347162214246821, oldLoss 6.378443513797845, deltaLossBound -0.03684505988185305 increaseLambda: 0.113 0.000000 Search: 0.113 0.000000 increaseLambda: 0.114 0.001000 25: time = 0.114000 loss = 6.337475 testLoss 6.604457 'PTL__rev lambda = -1.3845 alpha = -0.473485 lossBound = -0.036845 W1 = 0.207948 N1 = 0.122951 deltaLoss = -0.040969 Updating 8 features NewtonStep: 0.113 0.002000 increaseLambda: 0.113 0.000000 Undoing: newLoss 6.309904722953464, oldLoss 6.337474821950149, deltaLossBound -0.03775113332102834 Updating 9 features NewtonStep: 0.113 0.005000 increaseLambda: 0.114 0.001000 Search: 0.114 0.000000 increaseLambda: 0.114 0.001000 37: time = 0.114000 loss = 6.146873 testLoss 6.893455 'COND__rev lambda = -0.4521 alpha = -0.452084 lossBound = -0.005118 W1 = 0.635300 N1 = 0.596381 deltaLoss = -0.013323 increaseLambda: 0.114 0.000000 26: time = 0.114000 loss = 6.313646 testLoss 6.634260 TURB_COND: lambda = -0.2943 min = 1.0000 max = 3.0000 alpha = -0.294254 lossBound = -0.037751 W1 = 0.149179 N1 = 0.073529 deltaLoss = -0.023829 Updating 8 features NewtonStep: 0.115 0.001000 increaseLambda: 0.116 0.001000 Undoing: newLoss 6.309904722953464, oldLoss 6.337474821950149, deltaLossBound -0.03775113332102834 increaseLambda: 0.116 0.000000 Search: 0.116 0.000000 Updating 9 features increaseLambda: 0.116 0.000000 26: time = 0.116000 loss = 6.313646 testLoss 6.634260 TURB_COND: lambda = -0.2943 min = 1.0000 max = 3.0000 alpha = -0.294254 lossBound = -0.037751 W1 = 0.149179 N1 = 0.073529 deltaLoss = -0.023829 Updating 8 features NewtonStep: 0.116 0.002000 increaseLambda: 0.116 0.002000 38: time = 0.116000 loss = 6.143703 testLoss 6.888761 (URBAN=0.0) lambda = -0.1568 alpha = -0.072046 lossBound = -0.005690 W1 = 0.438610 N1 = 0.382353 deltaLoss = -0.003170 increaseLambda: 0.116 0.000000 Undoing: newLoss 6.335510130761723, oldLoss 6.313645606947027, deltaLossBound -0.029459038445327955 increaseLambda: 0.116 0.000000 Search: 0.116 0.000000 increaseLambda: 0.117 0.001000 27: time = 0.117000 loss = 6.299176 testLoss 6.639898 'CHLA_COND lambda = 0.5244 alpha = 0.524400 lossBound = -0.029459 W1 = 0.013777 N1 = 0.058824 deltaLoss = -0.014469 Updating 9 features NewtonStep: 0.117 0.001000 Updating 8 features NewtonStep: 0.118 0.002000 increaseLambda: 0.117 0.000000 Undoing: newLoss 6.13964994571947, oldLoss 6.143703236236414, deltaLossBound -0.005552476384735723 increaseLambda: 0.118 0.000000 Undoing: newLoss 6.335510130761723, oldLoss 6.313645606947027, deltaLossBound -0.029459038445327962 increaseLambda: 0.118 0.001000 Search: 0.118 0.000000 Updating 6 features increaseLambda: 0.118 0.000000 39: time = 0.118000 loss = 6.140321 testLoss 6.907499 TURB_COND: lambda = -0.5712 min = 1.0000 max = 3.0000 alpha = -0.121364 lossBound = -0.005552 W1 = 0.106214 N1 = 0.073529 deltaLoss = -0.003382 increaseLambda: 0.119 0.002000 28: time = 0.119000 loss = 6.287136 testLoss 6.624902 (URBAN=1.0) lambda = 0.4750 alpha = 0.139776 lossBound = -0.021586 W1 = 0.527807 N1 = 0.617647 deltaLoss = -0.012040 increaseLambda: 0.12 0.002000 Search: 0.121 0.001000 Updating 5 features NewtonStep: 0.12 0.001000 increaseLambda: 0.121 0.000000 27: time = 0.121000 loss = 6.299176 testLoss 6.639898 'CHLA__rev lambda = 0.5244 increaseLambda: 0.121 0.001000 alpha = 0.524400 lossBound = -0.029459 W1 = 0.013777 N1 = 0.058824 deltaLoss = -0.014469 29: time = 0.121000 loss = 6.260802 testLoss 6.598169 'TURB__rev lambda = -0.4103 alpha = -0.410344 lossBound = -0.019867 W1 = 0.231223 N1 = 0.164242 deltaLoss = -0.026334 Updating 6 features Newton: returning 0.5288208478553043 Updating 6 features Loss was 6.260801991724416, now 6.206262762045602, delta -0.054539 parallelUpdate: 0.121 0.000000 Updating 5 features NewtonStep: 0.118 0.013000 increaseLambda: 0.118 0.000000 Updating 6 features 29: time = 0.118000 loss = 6.260802 testLoss 6.598169 'TURB__rev lambda = -0.4103 alpha = -0.410344 lossBound = -0.019867 W1 = 0.231223 N1 = 0.164242 deltaLoss = -0.026334 Updating 6 features Newton: returning 0.5288208478553043 Updating 6 features increaseLambda: 0.124 0.003000 Updating 7 features 28: time = 0.124000 loss = 6.287136 testLoss 6.624902 NewtonStep: 0.123 0.002000 (URBAN=1.0) lambda = 0.4750 alpha = 0.139776 lossBound = -0.021586 W1 = 0.527807 N1 = 0.617647 deltaLoss = -0.012040 Loss was 6.260801991724416, now 6.206262762045602, delta -0.054539 parallelUpdate: 0.119 0.001000 increaseLambda: 0.123 0.000000 Undoing: newLoss 6.187721189060896, oldLoss 6.206262762045602, deltaLossBound -0.022548792765345653 increaseLambda: 0.123 0.000000 Search: 0.124 0.001000 increaseLambda: 0.124 0.000000 31: time = 0.124000 loss = 6.193646 testLoss 6.756207 'NTL_COND__rev lambda = 0.1448 alpha = 0.144761 lossBound = -0.022549 W1 = 0.566467 N1 = 0.676471 deltaLoss = -0.012617 Updating 5 features NewtonStep: 0.125 0.001000 increaseLambda: 0.126 0.001000 29: time = 0.126000 loss = 6.260802 testLoss 6.598169 'TURB__rev lambda = -0.4103 alpha = -0.410344 lossBound = -0.019867 W1 = 0.231223 N1 = 0.164242 deltaLoss = -0.026334 Updating 6 features Newton: returning 0.5288208478553043 Updating 6 features Updating 9 features NewtonStep: 0.125 0.001000 Loss was 6.260801991724416, now 6.206262762045602, delta -0.054539 parallelUpdate: 0.126 0.000000 increaseLambda: 0.126 0.001000 32: time = 0.126000 loss = 6.186120 testLoss 6.760242 CHLA_COND: lambda = 0.4995 min = 1.0000 max = 9.0000 alpha = 0.499475 lossBound = -0.003319 W1 = 0.097979 N1 = 0.113971 deltaLoss = -0.007526 Updating 7 features Updating 7 features NewtonStep: 0.123 0.004000 Updating 7 features NewtonStep: 0.127 0.001000 increaseLambda: 0.124 0.001000 Undoing: newLoss 6.187721189060896, oldLoss 6.206262762045602, deltaLossBound -0.022548792765345653 increaseLambda: 0.128 0.001000 Undoing: newLoss 6.175412578667665, oldLoss 6.186119584964667, deltaLossBound -0.011982375377181368 Updating 10 features NewtonStep: 0.128 0.010000 increaseLambda: 0.124 0.000000 increaseLambda: 0.128 0.000000 increaseLambda: 0.128 0.000000 Search: 0.124 0.000000 40: time = 0.128000 loss = 6.125036 testLoss 6.901886 NewtonStep: 0.128 0.002000 'DOC__rev lambda = 0.4594 alpha = 0.459420 lossBound = -0.004225 W1 = 0.596167 N1 = 0.632645 deltaLoss = -0.015285 increaseLambda: 0.124 0.000000 increaseLambda: 0.13 0.002000 Undoing: newLoss 6.187721189060896, oldLoss 6.206262762045602, deltaLossBound -0.022548792765345653 31: time = 0.124000 loss = 6.193646 testLoss 6.756207 'NTL_COND__rev lambda = 0.1448 alpha = 0.144761 lossBound = -0.022549 W1 = 0.566467 N1 = 0.676471 deltaLoss = -0.012617 increaseLambda: 0.13 0.000000 Search: 0.13 0.000000 increaseLambda: 0.13 0.000000 31: time = 0.130000 loss = 6.193646 testLoss 6.756207 'NTL_COND__rev lambda = 0.1448 alpha = 0.144761 lossBound = -0.022549 W1 = 0.566467 N1 = 0.676471 deltaLoss = -0.012617 Updating 10 features NewtonStep: 0.13 0.002000 increaseLambda: 0.13 0.000000 41: time = 0.130000 loss = 6.119847 testLoss 6.865094 'CHLA__rev lambda = -0.2624 alpha = -0.262432 lossBound = -0.003517 W1 = 0.185749 N1 = 0.153039 deltaLoss = -0.005189 Updating 7 features NewtonStep: 0.126 0.002000 Search: 0.128 0.000000 increaseLambda: 0.131 0.003000 33: time = 0.131000 loss = 6.179423 testLoss 6.780381 'PTL_COND__rev lambda = 0.1059 alpha = 0.105904 lossBound = -0.011982 W1 = 0.585445 N1 = 0.676471 deltaLoss = -0.006696 increaseLambda: 0.127 0.001000 32: time = 0.127000 loss = 6.178069 testLoss 6.813421 NTL_COND: lambda = -0.3452 min = 1.0000 max = 3.0000 alpha = -0.345182 lossBound = -0.010080 W1 = 0.204269 N1 = 0.161765 deltaLoss = -0.015576 Updating 7 features NewtonStep: 0.132 0.001000 increaseLambda: 0.133 0.001000 34: time = 0.133000 loss = 6.164990 testLoss 6.846829 NTL_COND^2: lambda = -0.3999 min = 1.0000 max = 9.0000 alpha = -0.399861 lossBound = -0.007869 W1 = 0.155351 N1 = 0.121324 deltaLoss = -0.014434 Updating 9 features NewtonStep: 0.133 0.003000 Updating 9 features NewtonStep: 0.129 0.002000 increaseLambda: 0.133 0.000000 Undoing: newLoss 6.116967585235984, oldLoss 6.119846837232936, deltaLossBound -0.003830677990409989 increaseLambda: 0.129 0.000000 increaseLambda: 0.133 0.000000 33: time = 0.129000 loss = 6.171019 testLoss 6.870526 NTL_COND^2: lambda = -0.3172 min = 1.0000 max = 9.0000 alpha = -0.317173 lossBound = -0.003416 W1 = 0.143928 N1 = 0.121324 deltaLoss = -0.007050 Search: 0.134 0.001000 increaseLambda: 0.134 0.000000 Updating 9 features NewtonStep: 0.134 0.001000 42: time = 0.134000 loss = 6.117521 testLoss 6.881294 TURB_COND: lambda = -0.6729 min = 1.0000 max = 3.0000 alpha = -0.101648 lossBound = -0.003831 W1 = 0.102081 N1 = 0.073529 deltaLoss = -0.002326 increaseLambda: 0.134 0.000000 35: time = 0.134000 loss = 6.163038 testLoss 6.879902 PTL_COND: lambda = -0.1399 min = 1.0000 max = 3.0000 alpha = -0.139933 lossBound = -0.001331 W1 = 0.240699 N1 = 0.220588 deltaLoss = -0.001952 Updating 8 features NewtonStep: 0.132 0.003000 Updating 11 features NewtonStep: 0.136 0.002000 increaseLambda: 0.132 0.000000 34: time = 0.132000 loss = 6.160256 testLoss 6.865202 'ANC__rev lambda = -0.5790 alpha = -0.579013 lossBound = -0.006519 W1 = 0.053777 N1 = 0.028343 deltaLoss = -0.010763 increaseLambda: 0.136 0.000000 Undoing: newLoss 6.116145278115208, oldLoss 6.117520529735502, deltaLossBound -0.002725355001012916 increaseLambda: 0.136 0.000000 Search: 0.137 0.001000 Updating 8 features NewtonStep: 0.138 0.008000 increaseLambda: 0.137 0.000000 43: time = 0.137000 loss = 6.115753 testLoss 6.878963 ANC_COND: lambda = -0.5638 min = 1.0000 max = 2.0000 alpha = -0.563759 lossBound = -0.002725 W1 = 0.003082 N1 = 0.000000 deltaLoss = -0.001767 Updating 7 features NewtonStep: 0.134 0.002000 increaseLambda: 0.134 0.000000 Undoing: newLoss 6.1555071572268965, oldLoss 6.160255648750213, deltaLossBound -0.0066321841250503236 Updating 9 features NewtonStep: 0.138 0.001000 increaseLambda: 0.134 0.000000 Search: 0.135 0.001000 increaseLambda: 0.139 0.001000 Undoing: newLoss 6.114003081598889, oldLoss 6.115753460619561, deltaLossBound -0.0022778624483385875 increaseLambda: 0.135 0.000000 increaseLambda: 0.139 0.000000 35: time = 0.135000 loss = 6.156212 testLoss 6.885225 TURB_COND: lambda = -0.5819 min = 1.0000 max = 3.0000 alpha = -0.132043 lossBound = -0.006632 W1 = 0.108461 N1 = 0.073529 deltaLoss = -0.004043 Search: 0.139 0.000000 increaseLambda: 0.14 0.001000 44: time = 0.140000 loss = 6.114377 testLoss 6.892010 TURB_COND: lambda = -0.7520 min = 1.0000 max = 3.0000 alpha = -0.079131 lossBound = -0.002278 W1 = 0.097432 N1 = 0.073529 deltaLoss = -0.001376 Updating 8 features Updating 9 features NewtonStep: 0.141 0.001000 increaseLambda: 0.137 0.002000 36: time = 0.137000 loss = 6.153304 testLoss 6.880857 (URBAN=1.0) lambda = 0.5441 alpha = 0.069021 lossBound = -0.005220 W1 = 0.562879 N1 = 0.617647 deltaLoss = -0.002908 increaseLambda: 0.142 0.001000 45: time = 0.142000 loss = 6.111948 testLoss 6.919842 NTL_COND^2: lambda = -0.5495 min = 1.0000 max = 9.0000 alpha = -0.149607 lossBound = -0.001556 W1 = 0.141695 N1 = 0.121324 deltaLoss = -0.002429 Updating 8 features NewtonStep: 0.144 0.002000 increaseLambda: 0.144 0.000000 Updating 9 features increaseLambda: 0.138 0.000000 increaseLambda: 0.141 0.004000 37: time = 0.141000 loss = 6.150726 testLoss 6.877027 (LAKE_ORIGIN=1.0) lambda = 0.9969 alpha = 0.101444 lossBound = -0.004543 W1 = 0.879523 N1 = 0.911765 deltaLoss = -0.002578 Updating 9 features NewtonStep: 0.145 0.011000 increaseLambda: 0.146 0.001000 36: time = 0.146000 loss = 6.153403 testLoss 6.875639 'ANC__rev lambda = -0.5719 alpha = -0.571889 lossBound = -0.005686 W1 = 0.052313 N1 = 0.028343 deltaLoss = -0.009635 Updating 9 features NewtonStep: 0.143 0.002000 increaseLambda: 0.143 0.000000 Updating 9 features 38: time = 0.143000 loss = 6.140279 testLoss 6.896111 'COND__rev lambda = -0.4302 alpha = -0.430244 lossBound = -0.003828 W1 = 0.631404 N1 = 0.596381 deltaLoss = -0.010447 increaseLambda: 0.148 0.002000 37: time = 0.148000 loss = 6.150848 testLoss 6.871716 (URBAN=1.0) lambda = 0.5398 alpha = 0.064713 lossBound = -0.004586 W1 = 0.564998 N1 = 0.617647 deltaLoss = -0.002554 Updating 7 features NewtonStep: 0.145 0.002000 Updating 10 features NewtonStep: 0.149 0.001000 increaseLambda: 0.145 0.000000 Undoing: newLoss 6.136901370816544, oldLoss 6.140279118408521, deltaLossBound -0.0045942955400442515 increaseLambda: 0.149 0.000000 Undoing: newLoss 6.147157001472047, oldLoss 6.150848495762584, deltaLossBound -0.005062422595326405 increaseLambda: 0.146 0.001000 increaseLambda: 0.15 0.001000 Search: 0.146 0.000000 Search: 0.15 0.000000 increaseLambda: 0.146 0.000000 increaseLambda: 0.15 0.000000 39: time = 0.146000 loss = 6.137489 testLoss 6.913531 TURB_COND: lambda = -0.6928 min = 1.0000 max = 3.0000 alpha = -0.110886 lossBound = -0.004594 W1 = 0.103945 N1 = 0.073529 deltaLoss = -0.002791 38: time = 0.150000 loss = 6.147771 testLoss 6.889807 TURB_COND: lambda = -0.5660 min = 1.0000 max = 3.0000 alpha = -0.116140 lossBound = -0.005062 W1 = 0.105042 N1 = 0.073529 deltaLoss = -0.003077 46: time = 0.144000 loss = 6.109007 testLoss 6.906310 'PTL__rev lambda = -0.2682 alpha = -0.268206 lossBound = -0.001300 W1 = 0.364930 N1 = 0.338531 deltaLoss = -0.002940 32: time = 0.146000 loss = 6.186120 testLoss 6.760242 CHLA_COND: lambda = 0.4995 min = 1.0000 max = 9.0000 alpha = 0.499475 lossBound = -0.003319 W1 = 0.097979 N1 = 0.113971 deltaLoss = -0.007526 Updating 10 features increaseLambda: 0.152 0.002000 39: time = 0.152000 loss = 6.145367 testLoss 6.886190 (LAKE_ORIGIN=1.0) lambda = 0.9936 alpha = 0.098141 lossBound = -0.004241 W1 = 0.880221 N1 = 0.911765 deltaLoss = -0.002405 Updating 6 features Updating 7 features NewtonStep: 0.153 0.009000 NewtonStep: 0.154 0.008000 increaseLambda: 0.153 0.000000 Undoing contribution: was 0.19854824991982842 now 0.19549213442620403 increaseLambda: 0.154 0.000000 Undoing: newLoss 6.175412578667665, oldLoss 6.186119584964667, deltaLossBound -0.011982375377181368 47: time = 0.153000 loss = 6.105951 testLoss 6.904987 'PTL__rev lambda = -1.9699 alpha = 0.146785 lossBound = -0.002816 W1 = 0.128926 N1 = 0.122951 deltaLoss = -0.003056 increaseLambda: 0.154 0.000000 Updating 10 features Search: 0.155 0.001000 NewtonStep: 0.154 0.002000 increaseLambda: 0.155 0.000000 33: time = 0.155000 loss = 6.179423 testLoss 6.780381 increaseLambda: 0.154 0.000000 'PTL_COND__rev lambda = 0.1059 alpha = 0.105904 lossBound = -0.011982 W1 = 0.585445 N1 = 0.676471 deltaLoss = -0.006696 40: time = 0.154000 loss = 6.135549 testLoss 6.905427 'COND__rev lambda = -0.4233 alpha = -0.423288 lossBound = -0.003583 W1 = 0.630572 N1 = 0.596381 deltaLoss = -0.009817 Updating 5 features NewtonStep: 0.155 0.002000 increaseLambda: 0.155 0.000000 48: time = 0.155000 loss = 6.098289 testLoss 6.905522 'DOC__rev lambda = 0.4048 alpha = 0.404761 lossBound = -0.001667 W1 = 0.616161 N1 = 0.640866 deltaLoss = -0.007662 Updating 7 features NewtonStep: 0.157 0.002000 increaseLambda: 0.157 0.000000 34: time = 0.157000 loss = 6.164990 testLoss 6.846829 NTL_COND^2: lambda = -0.3999 min = 1.0000 max = 9.0000 alpha = -0.399861 lossBound = -0.007869 W1 = 0.155351 N1 = 0.121324 deltaLoss = -0.014434 Updating 7 features NewtonStep: 0.157 0.002000 Updating 10 features NewtonStep: 0.157 0.003000 increaseLambda: 0.157 0.000000 Undoing: newLoss 6.097013011204497, oldLoss 6.098289237456948, deltaLossBound -0.0016332376028216917 increaseLambda: 0.158 0.001000 41: time = 0.158000 loss = 6.119567 testLoss 6.899310 'DOC__rev lambda = 0.4686 alpha = 0.468633 lossBound = -0.004408 W1 = 0.595468 N1 = 0.632645 deltaLoss = -0.015982 increaseLambda: 0.158 0.001000 Search: 0.158 0.000000 Updating 9 features NewtonStep: 0.159 0.002000 increaseLambda: 0.158 0.000000 49: time = 0.158000 loss = 6.097305 testLoss 6.916811 TURB_COND: lambda = -0.8193 min = 1.0000 max = 3.0000 alpha = -0.067338 lossBound = -0.001633 W1 = 0.095086 N1 = 0.073529 deltaLoss = -0.000985 increaseLambda: 0.159 0.000000 35: time = 0.159000 loss = 6.163038 testLoss 6.879902 PTL_COND: lambda = -0.1399 min = 1.0000 max = 3.0000 alpha = -0.139933 lossBound = -0.001331 W1 = 0.240699 N1 = 0.220588 deltaLoss = -0.001952 Updating 7 features NewtonStep: 0.16 0.002000 Updating 9 features NewtonStep: 0.161 0.002000 increaseLambda: 0.16 0.000000 Undoing: newLoss 6.116612784872489, oldLoss 6.119567494075479, deltaLossBound -0.00394179491676699 increaseLambda: 0.162 0.001000 36: time = 0.162000 loss = 6.153403 testLoss 6.875639 'ANC__rev lambda = -0.5719 alpha = -0.571889 lossBound = -0.005686 W1 = 0.052313 N1 = 0.028343 deltaLoss = -0.009635 increaseLambda: 0.161 0.001000 Search: 0.161 0.000000 increaseLambda: 0.162 0.001000 42: time = 0.162000 loss = 6.117173 testLoss 6.915698 TURB_COND: lambda = -0.6691 min = 1.0000 max = 3.0000 alpha = -0.103050 lossBound = -0.003942 W1 = 0.102368 N1 = 0.073529 deltaLoss = -0.002394 Updating 9 features NewtonStep: 0.163 0.001000 increaseLambda: 0.164 0.001000 Undoing: newLoss 6.149628237440093, oldLoss 6.153402975159923, deltaLossBound -0.005180341056317504 increaseLambda: 0.164 0.000000 Search: 0.164 0.000000 Updating 6 features NewtonStep: 0.163 0.005000 increaseLambda: 0.165 0.001000 37: time = 0.165000 loss = 6.150253 testLoss 6.893890 increaseLambda: 0.164 0.001000 Undoing: newLoss 6.117861958627574, oldLoss 6.097304636411747, deltaLossBound -0.001599328595051506 TURB_COND: lambda = -0.5673 min = 1.0000 max = 3.0000 alpha = -0.117421 lossBound = -0.005180 W1 = 0.105321 N1 = 0.073529 deltaLoss = -0.003150 increaseLambda: 0.164 0.000000 Search: 0.164 0.000000 increaseLambda: 0.165 0.001000 50: time = 0.165000 loss = 6.094043 testLoss 6.945816 'COND__rev lambda = -0.4701 alpha = -0.470080 lossBound = -0.001599 W1 = 0.612266 N1 = 0.597545 deltaLoss = -0.003262 Updating 8 features NewtonStep: 0.161 0.015000 increaseLambda: 0.161 0.000000 40: time = 0.161000 loss = 6.121263 testLoss 6.907123 Updating 10 features Updating 9 features NewtonStep: 0.166 0.004000 increaseLambda: 0.167 0.002000 38: time = 0.167000 loss = 6.147771 testLoss 6.890059 (URBAN=1.0) lambda = 0.5388 alpha = 0.063796 lossBound = -0.004456 W1 = 0.565448 N1 = 0.617647 deltaLoss = -0.002482 increaseLambda: 0.166 0.000000 Undoing: newLoss 6.115411278501059, oldLoss 6.117173403807077, deltaLossBound -0.002298340481804283 Updating 6 features NewtonStep: 0.166 0.001000 'DOC__rev lambda = 0.4663 alpha = 0.466329 lossBound = -0.004566 W1 = 0.594913 N1 = 0.632645 deltaLoss = -0.016225 increaseLambda: 0.166 0.000000 Search: 0.166 0.000000 increaseLambda: 0.166 0.000000 51: time = 0.167000 loss = 6.091499 testLoss 6.995020 TURB_COND: lambda = -1.1033 min = 1.0000 max = 3.0000 alpha = -0.283917 lossBound = -0.001701 W1 = 0.083825 N1 = 0.073529 deltaLoss = -0.002544 increaseLambda: 0.167 0.001000 43: time = 0.167000 loss = 6.115785 testLoss 6.928795 TURB_COND: lambda = -0.7485 min = 1.0000 max = 3.0000 alpha = -0.079474 lossBound = -0.002298 W1 = 0.097493 N1 = 0.073529 deltaLoss = -0.001388 Updating 10 features increaseLambda: 0.169 0.002000 39: time = 0.169000 loss = 6.145365 testLoss 6.886442 (LAKE_ORIGIN=1.0) lambda = 0.9936 alpha = 0.098153 lossBound = -0.004242 W1 = 0.880219 N1 = 0.911765 deltaLoss = -0.002405 Updating 5 features NewtonStep: 0.168 0.001000 Updating 10 features NewtonStep: 0.168 0.001000 increaseLambda: 0.169 0.001000 Undoing: newLoss 6.126454321101341, oldLoss 6.091498766152295, deltaLossBound -0.0012918233300433725 increaseLambda: 0.169 0.001000 Undoing: newLoss 6.114891029984533, oldLoss 6.115785180660734, deltaLossBound -0.0014834471570273535 Updating 9 features increaseLambda: 0.169 0.000000 NewtonStep: 0.165 0.004000 increaseLambda: 0.169 0.000000 Search: 0.169 0.000000 Search: 0.169 0.000000 increaseLambda: 0.165 0.000000 Undoing: newLoss 6.119083029332235, oldLoss 6.1212633125556675, deltaLossBound -0.002881858722635406 increaseLambda: 0.169 0.000000 increaseLambda: 0.169 0.000000 increaseLambda: 0.165 0.000000 52: time = 0.169000 loss = 6.086449 testLoss 6.987197 'TURB__rev lambda = -0.4889 44: time = 0.169000 loss = 6.114853 testLoss 6.927416 alpha = -0.488890 lossBound = -0.001292 W1 = 0.769400 N1 = 0.748154 deltaLoss = -0.005050 ANC_COND: lambda = -0.4477 min = 1.0000 max = 2.0000 alpha = -0.447658 lossBound = -0.001483 W1 = 0.002445 N1 = 0.000000 deltaLoss = -0.000932 Search: 0.166 0.001000 Updating 10 features NewtonStep: 0.171 0.002000 increaseLambda: 0.166 0.000000 41: time = 0.166000 loss = 6.119520 testLoss 6.921537 TURB_COND: lambda = -0.7814 min = 1.0000 max = 3.0000 alpha = -0.088649 lossBound = -0.002882 W1 = 0.099343 N1 = 0.073529 deltaLoss = -0.001743 increaseLambda: 0.171 0.000000 40: time = 0.171000 loss = 6.135551 testLoss 6.905677 'COND__rev lambda = -0.4232 alpha = -0.423242 lossBound = -0.003582 W1 = 0.630570 N1 = 0.596381 deltaLoss = -0.009815 Updating 3 features Updating 8 features NewtonStep: 0.171 0.002000 increaseLambda: 0.171 0.000000 Undoing contribution: was 0.19549213442620403 now 0.19113108756085126 increaseLambda: 0.171 0.002000 53: time = 0.171000 loss = 6.082088 testLoss 6.987558 45: time = 0.171000 loss = 6.113984 testLoss 6.925745 'PTL__rev lambda = -1.5701 (URBAN=1.0) lambda = 0.5776 alpha = 0.399791 lossBound = -0.002410 W1 = 0.147642 N1 = 0.122951 deltaLoss = -0.004361 alpha = 0.037862 lossBound = -0.001563 W1 = 0.578147 N1 = 0.617647 deltaLoss = -0.000870 Updating 6 features NewtonStep: 0.168 0.002000 Updating 9 features NewtonStep: 0.173 0.002000 increaseLambda: 0.168 0.000000 42: time = 0.168000 loss = 6.116482 testLoss 6.899847 'CHLA__rev lambda = -0.2258 alpha = -0.225776 lossBound = -0.001796 W1 = 0.299093 N1 = 0.269770 deltaLoss = -0.003038 increaseLambda: 0.173 0.000000 41: time = 0.173000 loss = 6.119558 testLoss 6.899552 'DOC__rev lambda = 0.4687 alpha = 0.468716 lossBound = -0.004412 W1 = 0.595454 N1 = 0.632645 deltaLoss = -0.015992 Updating 6 features NewtonStep: 0.173 0.002000 Updating 9 features NewtonStep: 0.173 0.002000 increaseLambda: 0.173 0.000000 54: time = 0.173000 loss = 6.079524 testLoss 6.958720 increaseLambda: 0.173 0.000000 46: time = 0.173000 loss = 6.110652 testLoss 6.911645 'PTL__rev lambda = -0.2692 alpha = -0.269152 lossBound = -0.001486 W1 = 0.361875 N1 = 0.334334 deltaLoss = -0.003332 'CHLA__rev lambda = -0.4806 alpha = -0.218184 lossBound = -0.001661 W1 = 0.180367 N1 = 0.153039 deltaLoss = -0.002564 Updating 6 features NewtonStep: 0.17 0.002000 Updating 8 features NewtonStep: 0.175 0.002000 Updating 4 features increaseLambda: 0.175 0.000000 increaseLambda: 0.175 0.002000 47: time = 0.175000 loss = 6.106911 testLoss 6.944997 NTL_COND^2: lambda = -0.5832 min = 1.0000 max = 9.0000 alpha = -0.183380 lossBound = -0.002407 W1 = 0.145074 N1 = 0.121324 deltaLoss = -0.003741 55: time = 0.175000 loss = 6.078305 testLoss 6.955517 (LAKE_ORIGIN=0.0) lambda = -0.5066 alpha = -0.160703 lossBound = -0.001219 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.001219 increaseLambda: 0.171 0.001000 Undoing: newLoss 6.11520622635881, oldLoss 6.11648178712688, deltaLossBound -0.0020618902423822933 Updating 8 features NewtonStep: 0.177 0.004000 increaseLambda: 0.172 0.001000 increaseLambda: 0.177 0.000000 Undoing: newLoss 6.116619167211514, oldLoss 6.119558012480801, deltaLossBound -0.003919583322762692 Search: 0.172 0.000000 Updating 6 features NewtonStep: 0.176 0.001000 increaseLambda: 0.178 0.001000 increaseLambda: 0.173 0.001000 increaseLambda: 0.177 0.001000 Search: 0.178 0.000000 43: time = 0.173000 loss = 6.115369 testLoss 6.903242 'CHLA__rev lambda = 0.9193 alpha = 0.117558 lossBound = -0.002062 W1 = 0.030555 N1 = 0.058824 deltaLoss = -0.001113 56: time = 0.177000 loss = 6.075256 testLoss 7.027804 NTL_COND^2: lambda = -0.9219 min = 1.0000 max = 9.0000 alpha = -0.372450 lossBound = -0.001050 W1 = 0.129382 N1 = 0.121324 deltaLoss = -0.003049 increaseLambda: 0.178 0.000000 42: time = 0.178000 loss = 6.117178 testLoss 6.915903 TURB_COND: lambda = -0.6701 min = 1.0000 max = 3.0000 alpha = -0.102772 lossBound = -0.003920 W1 = 0.102309 N1 = 0.073529 deltaLoss = -0.002380 Updating 7 features NewtonStep: 0.175 0.002000 increaseLambda: 0.175 0.000000 Undoing: newLoss 6.113990648261693, oldLoss 6.115368863560056, deltaLossBound -0.0017852781298188115 Updating 8 features NewtonStep: 0.18 0.002000 increaseLambda: 0.175 0.000000 Search: 0.176 0.001000 increaseLambda: 0.181 0.001000 43: time = 0.181000 loss = 6.112432 testLoss 6.880134 'CHLA__rev lambda = -0.2576 alpha = -0.257623 lossBound = -0.003201 W1 = 0.184640 N1 = 0.153039 deltaLoss = -0.004746 increaseLambda: 0.176 0.000000 44: time = 0.176000 loss = 6.114293 testLoss 6.914982 TURB_COND: lambda = -0.8518 min = 1.0000 max = 3.0000 alpha = -0.070315 lossBound = -0.001785 W1 = 0.095642 N1 = 0.073529 deltaLoss = -0.001076 Updating 8 features NewtonStep: 0.183 0.002000 Updating 7 features NewtonStep: 0.178 0.002000 increaseLambda: 0.183 0.000000 Undoing: newLoss 6.1104073953167966, oldLoss 6.11243179840343, deltaLossBound -0.0026470432785309964 increaseLambda: 0.178 0.000000 45: time = 0.178000 loss = 6.106852 testLoss 6.915671 'DOC__rev lambda = 0.4015 increaseLambda: 0.183 0.000000 alpha = 0.401469 lossBound = -0.001613 W1 = 0.616490 N1 = 0.640866 deltaLoss = -0.007441 Search: 0.183 0.000000 increaseLambda: 0.184 0.001000 44: time = 0.184000 loss = 6.110830 testLoss 6.894041 TURB_COND: lambda = -0.7551 min = 1.0000 max = 3.0000 alpha = -0.085089 lossBound = -0.002647 W1 = 0.098651 N1 = 0.073529 deltaLoss = -0.001602 Updating 7 features NewtonStep: 0.18 0.002000 increaseLambda: 0.18 0.000000 Undoing: newLoss 6.105971470256498, oldLoss 6.106851726633929, deltaLossBound -0.0014504336510905262 Updating 8 features NewtonStep: 0.186 0.002000 increaseLambda: 0.181 0.001000 Search: 0.181 0.000000 increaseLambda: 0.186 0.000000 45: time = 0.186000 loss = 6.107939 testLoss 6.924032 NTL_COND^2: lambda = -0.5624 min = 1.0000 max = 9.0000 alpha = -0.162566 lossBound = -0.001852 W1 = 0.142948 N1 = 0.121324 deltaLoss = -0.002891 increaseLambda: 0.181 0.000000 46: time = 0.181000 loss = 6.105942 testLoss 6.914317 ANC_COND: lambda = -0.4437 min = 1.0000 max = 2.0000 alpha = -0.443724 lossBound = -0.001450 W1 = 0.002425 N1 = 0.000000 deltaLoss = -0.000910 Updating 8 features NewtonStep: 0.188 0.002000 Updating 5 features NewtonStep: 0.183 0.002000 increaseLambda: 0.188 0.000000 Undoing: newLoss 6.106953775650813, oldLoss 6.10793907051802, deltaLossBound -0.0012573227608807284 increaseLambda: 0.183 0.000000 increaseLambda: 0.188 0.000000 47: time = 0.183000 loss = 6.102683 testLoss 6.934261 'COND__rev lambda = -0.3381 alpha = -0.338130 lossBound = -0.001219 W1 = 0.622819 N1 = 0.598874 deltaLoss = -0.003259 Search: 0.188 0.000000 increaseLambda: 0.189 0.001000 46: time = 0.189000 loss = 6.107183 testLoss 6.934081 TURB_COND: lambda = -0.8144 min = 1.0000 max = 3.0000 alpha = -0.059283 lossBound = -0.001257 W1 = 0.093476 N1 = 0.073529 deltaLoss = -0.000756 Updating 7 features NewtonStep: 0.188 0.013000 increaseLambda: 0.188 0.000000 Undoing: newLoss 6.105666888644867, oldLoss 6.10691077348531, deltaLossBound -0.0016015011514464725 increaseLambda: 0.189 0.001000 Search: 0.189 0.000000 increaseLambda: 0.189 0.000000 Updating 6 features NewtonStep: 0.185 0.002000 48: time = 0.189000 loss = 6.105946 testLoss 6.956189 TURB_COND: lambda = -0.8152 min = 1.0000 max = 3.0000 alpha = -0.066699 lossBound = -0.001602 W1 = 0.094933 N1 = 0.073529 deltaLoss = -0.000964 increaseLambda: 0.185 0.000000 Undoing: newLoss 6.1013616631339405, oldLoss 6.102682789676865, deltaLossBound -0.0016823999923713127 Updating 8 features Updating 7 features Reducing newton stepsize from -0.1687352948699295 to -0.144760702687369 NewtonStep: 0.19 0.013000 increaseLambda: 0.19 0.000000 Undoing: newLoss 6.07222247245383, oldLoss 6.0752555106539035, deltaLossBound -0.0030330382000742307 Updating 6 features NewtonStep: 0.191 0.002000 increaseLambda: 0.191 0.001000 increaseLambda: 0.191 0.000000 49: time = 0.191000 loss = 6.099274 testLoss 6.957346 'DOC__rev lambda = 0.3983 Search: 0.191 0.000000 NewtonStep: 0.192 0.003000 increaseLambda: 0.191 0.000000 Undoing contribution: was 0.01261721607958144 now 0.009584177879507827 increaseLambda: 0.192 0.000000 57: time = 0.191000 loss = 6.072222 testLoss 6.992346 'NTL_COND__rev lambda = 0.0000 alpha = -0.144761 lossBound = -0.003033 W1 = 0.640269 N1 = 0.676471 deltaLoss = -0.003033 47: time = 0.192000 loss = 6.101155 testLoss 6.935872 'DOC__rev lambda = 0.3898 alpha = 0.389758 lossBound = -0.001221 W1 = 0.620967 N1 = 0.642831 deltaLoss = -0.006028 Updating 7 features NewtonStep: 0.193 0.002000 increaseLambda: 0.193 0.000000 58: time = 0.193000 loss = 6.068534 testLoss 6.999813 CHLA_COND: lambda = 0.9814 min = 1.0000 max = 9.0000 alpha = 0.481931 lossBound = -0.001828 W1 = 0.107406 N1 = 0.113971 deltaLoss = -0.003688 alpha = 0.398277 lossBound = -0.001384 W1 = 0.624015 N1 = 0.646953 deltaLoss = -0.006673 Updating 5 features NewtonStep: 0.196 0.004000 Updating 7 features NewtonStep: 0.195 0.002000 increaseLambda: 0.196 0.000000 48: time = 0.196000 loss = 6.097056 testLoss 6.920601 'PTL__rev lambda = -0.2829 alpha = -0.282900 lossBound = -0.001777 W1 = 0.367749 N1 = 0.338531 deltaLoss = -0.004099 increaseLambda: 0.195 0.000000 Undoing: newLoss 6.066498698614783, oldLoss 6.068534366122717, deltaLossBound -0.002068380538300294 increaseLambda: 0.196 0.001000 Search: 0.196 0.000000 Updating 6 features NewtonStep: 0.196 0.005000 increaseLambda: 0.196 0.000000 Undoing contribution: was 0.016368338793189427 now 0.014299958254890374 59: time = 0.196000 loss = 6.066466 testLoss 6.985526 'CHLA__rev lambda = 0.4831 alpha = -0.318643 lossBound = -0.002068 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.002068 increaseLambda: 0.196 0.000000 Undoing: newLoss 6.097608792906772, oldLoss 6.099273752214926, deltaLossBound -0.001687562046052471 Updating 18 features increaseLambda: 0.197 0.001000 Newton: returning 0.17245487969285725 Updating 7 features Search: 0.197 0.000000 Updating 4 features NewtonStep: 0.198 0.002000 increaseLambda: 0.197 0.000000 Undoing contribution: was 0.016368338793189427 now 0.014680776747137511 50: time = 0.197000 loss = 6.097586 testLoss 6.944571 'CHLA_COND lambda = 0.5125 alpha = -0.289170 lossBound = -0.001688 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.001688 increaseLambda: 0.198 0.000000 Undoing contribution: was 0.19854824991982842 now 0.19578223029158245 Loss was 6.066465985584418, now 6.062744091181373, delta -0.003722 parallelUpdate: 0.197 0.001000 49: time = 0.198000 loss = 6.094290 testLoss 6.919474 'PTL__rev lambda = -1.9779 alpha = 0.138760 lossBound = -0.002567 W1 = 0.129615 N1 = 0.122951 deltaLoss = -0.002766 Updating 7 features Updating 8 features NewtonStep: 0.199 0.002000 NewtonStep: 0.199 0.002000 increaseLambda: 0.199 0.000000 Updating 4 features increaseLambda: 0.199 0.000000 NewtonStep: 0.2 0.002000 51: time = 0.199000 loss = 6.095768 testLoss 6.986995 TURB_COND: lambda = -1.0580 min = 1.0000 max = 3.0000 alpha = -0.242745 lossBound = -0.001226 W1 = 0.083459 N1 = 0.073529 deltaLoss = -0.001819 Updating 6 features NewtonStep: 0.201 0.002000 increaseLambda: 0.201 0.000000 Undoing: newLoss 6.130120619699265, oldLoss 6.0957675998795, deltaLossBound -0.0013369038270895444 increaseLambda: 0.202 0.001000 Search: 0.202 0.000000 increaseLambda: 0.202 0.000000 52: time = 0.202000 loss = 6.090656 testLoss 6.979062 'TURB__rev lambda = -0.4974 Undoing contribution: was 0.19151188523658697 now 0.1883915307468756 alpha = -0.497446 lossBound = -0.001337 W1 = 0.768882 N1 = 0.748154 deltaLoss = -0.005112 61: time = 0.203000 loss = 6.059624 testLoss 7.083747 'PTL__rev lambda = -1.2705 alpha = 0.331576 lossBound = -0.001722 W1 = 0.146944 N1 = 0.122951 deltaLoss = -0.003120 Updating 5 features Updating 7 features NewtonStep: 0.204 0.002000 NewtonStep: 0.204 0.001000 increaseLambda: 0.204 0.000000 Undoing contribution: was 0.19854824991982842 now 0.1953389797378254 increaseLambda: 0.204 0.000000 Undoing: newLoss 6.05836297470433, oldLoss 6.059623736691662, deltaLossBound -0.0013819768946994782 53: time = 0.204000 loss = 6.087447 testLoss 6.979821 'PTL__rev lambda = -1.7806 alpha = 0.336008 lossBound = -0.001780 W1 = 0.146997 N1 = 0.122951 deltaLoss = -0.003209 increaseLambda: 0.205 0.001000 Search: 0.205 0.000000 increaseLambda: 0.205 0.000000 Undoing contribution: was 0.13756256104066625 now 0.1361805841459657 62: time = 0.205000 loss = 6.058242 testLoss 7.006331 'NTL_COND lambda = -1.7563 alpha = 0.470027 lossBound = -0.001382 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.001382 Updating 6 features NewtonStep: 0.206 0.002000 increaseLambda: 0.206 0.000000 Undoing: newLoss 6.092866822781648, oldLoss 6.087446522512012, deltaLossBound -0.0013994557190621128 increaseLambda: 0.207 0.001000 Updating 9 features Search: 0.207 0.000000 increaseLambda: 0.207 0.002000 63: time = 0.207000 loss = 6.057263 testLoss 7.003449 (URBAN=0.0) lambda = -0.2467 alpha = -0.089960 lossBound = -0.000979 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000979 increaseLambda: 0.209 0.009000 50: time = 0.209000 loss = 6.092460 testLoss 6.962009 TURB_COND: lambda = -1.0578 min = 1.0000 max = 3.0000 alpha = -0.243418 lossBound = -0.001234 W1 = 0.083466 N1 = 0.073529 deltaLoss = -0.001830 Updating 8 features NewtonStep: 0.209 0.002000 increaseLambda: 0.209 0.000000 Undoing: newLoss 6.0565500786147455, oldLoss 6.057262508221828, deltaLossBound -8.03012862651098E-4 Updating 5 features increaseLambda: 0.21 0.001000 NewtonStep: 0.211 0.002000 Search: 0.21 0.000000 increaseLambda: 0.212 0.001000 Undoing: newLoss 6.114059618449403, oldLoss 6.092459500597492, deltaLossBound -0.0011119127916002463 increaseLambda: 0.211 0.001000 64: time = 0.211000 loss = 6.056459 testLoss 7.001598 ANC_COND: lambda = -1.7094 min = 1.0000 max = 2.0000 alpha = -1.048424 lossBound = -0.000803 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000803 increaseLambda: 0.212 0.000000 Search: 0.212 0.000000 increaseLambda: 0.212 0.000000 51: time = 0.213000 loss = 6.090011 testLoss 6.986453 'COND__rev lambda = -0.3919 alpha = -0.391892 lossBound = -0.001112 W1 = 0.616930 N1 = 0.598874 deltaLoss = -0.002449 Updating 7 features NewtonStep: 0.212 0.001000 increaseLambda: 0.213 0.001000 Undoing: newLoss 6.068746269116068, oldLoss 6.056459495359176, deltaLossBound -4.3723348233775153E-4 increaseLambda: 0.213 0.000000 Search: 0.213 0.000000 Updating 5 features NewtonStep: 0.214 0.001000 increaseLambda: 0.214 0.001000 65: time = 0.214000 loss = 6.055220 testLoss 7.001776 'NTL__rev lambda = 0.2484 increaseLambda: 0.207 0.000000 54: time = 0.214000 loss = 6.084326 testLoss 6.996343 'NTL__rev lambda = -0.6606 alpha = -0.660607 lossBound = -0.001399 W1 = 0.024582 N1 = 0.011802 deltaLoss = -0.003121 increaseLambda: 0.21 0.025000 Search: 0.21 0.000000 alpha = 0.248409 lossBound = -0.000437 W1 = 0.356311 N1 = 0.374358 deltaLoss = -0.001239 increaseLambda: 0.215 0.001000 Undoing contribution: was 0.19578223029158245 now 0.19315459339926452 52: time = 0.216000 loss = 6.087383 testLoss 6.987400 'PTL__rev lambda = -1.6752 alpha = 0.302689 lossBound = -0.001439 W1 = 0.146670 N1 = 0.122951 deltaLoss = -0.002628 Updating 3 features NewtonStep: 0.216 0.002000 Updating 4 features NewtonStep: 0.216 0.002000 increaseLambda: 0.216 0.000000 Undoing: newLoss 6.108656795242103, oldLoss 6.084325882467073, deltaLossBound -8.495302705866597E-4 increaseLambda: 0.216 0.000000 Undoing: newLoss 6.066288334751437, oldLoss 6.055220369175971, deltaLossBound -0.0016667214032834048 increaseLambda: 0.216 0.000000 increaseLambda: 0.217 0.001000 Updating 6 features Search: 0.217 0.001000 NewtonStep: 0.218 0.002000 Search: 0.217 0.000000 increaseLambda: 0.217 0.000000 55: time = 0.217000 loss = 6.081828 testLoss 7.017379 increaseLambda: 0.218 0.000000 53: time = 0.218000 loss = 6.084321 testLoss 6.955825 'CHLA__rev lambda = -0.4944 increaseLambda: 0.217 0.000000 'COND__rev lambda = -0.3633 alpha = -0.363298 lossBound = -0.000850 W1 = 0.698164 N1 = 0.677996 deltaLoss = -0.002498 66: time = 0.217000 loss = 6.051708 testLoss 6.988568 'PTL__rev lambda = -0.2393 alpha = -0.239347 lossBound = -0.001667 W1 = 0.360996 N1 = 0.330426 deltaLoss = -0.003512 increaseLambda: 0.213 0.003000 48: time = 0.213000 loss = 6.100922 testLoss 6.957403 TURB_COND: lambda = -0.9884 min = 1.0000 max = 3.0000 alpha = -0.136632 lossBound = -0.001682 W1 = 0.091440 N1 = 0.073529 deltaLoss = -0.001761 Updating 6 features NewtonStep: 0.219 0.002000 Updating 3 features NewtonStep: 0.219 0.002000 increaseLambda: 0.219 0.000000 Undoing: newLoss 6.063552031900501, oldLoss 6.051708483278999, deltaLossBound -4.260757700638414E-4 increaseLambda: 0.219 0.000000 Undoing: newLoss 6.092821533039566, oldLoss 6.081827583564747, deltaLossBound -0.0010118478825951772 increaseLambda: 0.22 0.001000 alpha = -0.236773 lossBound = -0.001992 W1 = 0.180562 N1 = 0.153039 deltaLoss = -0.003062 increaseLambda: 0.22 0.001000 Search: 0.22 0.000000 Search: 0.22 0.000000 increaseLambda: 0.22 0.000000 67: time = 0.220000 loss = 6.050747 testLoss 6.998703 increaseLambda: 0.22 0.000000 'NTL__rev lambda = -0.3732 alpha = -0.373213 lossBound = -0.000426 W1 = 0.024191 N1 = 0.011802 deltaLoss = -0.000962 56: time = 0.220000 loss = 6.078855 testLoss 7.016554 'NTL__rev lambda = 0.3800 alpha = 0.379967 lossBound = -0.001012 W1 = 0.352402 N1 = 0.368874 deltaLoss = -0.002972 Updating 5 features NewtonStep: 0.222 0.004000 Updating 4 features NewtonStep: 0.222 0.002000 increaseLambda: 0.223 0.001000 Undoing: newLoss 6.117892559585179, oldLoss 6.084320889542548, deltaLossBound -0.0010834854246670267 Updating 4 features Reducing newton stepsize from -0.15338166754324187 to -0.144760702687369 NewtonStep: 0.222 0.002000 increaseLambda: 0.222 0.000000 Undoing contribution: was 0.029874520955462048 now 0.028593029248618274 increaseLambda: 0.223 0.000000 increaseLambda: 0.222 0.000000 Undoing: newLoss 6.076297994254924, oldLoss 6.078855275164518, deltaLossBound -0.002557280909594125 68: time = 0.222000 loss = 6.049465 testLoss 6.997606 'TURB__rev lambda = -0.4739 alpha = 0.190825 lossBound = -0.000645 W1 = 0.188007 N1 = 0.164242 deltaLoss = -0.001281 Search: 0.223 0.000000 increaseLambda: 0.224 0.001000 increaseLambda: 0.223 0.001000 54: time = 0.224000 loss = 6.080132 testLoss 6.949100 'TURB__rev lambda = -0.4473 alpha = -0.447305 lossBound = -0.001083 W1 = 0.769310 N1 = 0.748154 deltaLoss = -0.004188 Search: 0.223 0.000000 increaseLambda: 0.223 0.000000 Undoing contribution: was 0.01261721607958144 now 0.01005993516998771 57: time = 0.223000 loss = 6.076298 testLoss 6.981572 'NTL_COND__rev lambda = 0.0000 alpha = -0.144761 lossBound = -0.002557 W1 = 0.636911 N1 = 0.676471 deltaLoss = -0.002557 Updating 5 features NewtonStep: 0.224 0.002000 increaseLambda: 0.224 0.000000 69: time = 0.224000 loss = 6.048253 testLoss 6.992837 COND^2: lambda = -3.3200 min = 16.0000 max = 2,559,348,100.0000 alpha = -3.319953 lossBound = -0.000522 W1 = 0.000834 N1 = 0.000135 deltaLoss = -0.001212 Updating 4 features NewtonStep: 0.226 0.002000 Updating 4 features NewtonStep: 0.225 0.002000 increaseLambda: 0.226 0.000000 Undoing: newLoss 6.089160000961193, oldLoss 6.080132482836087, deltaLossBound -0.0017111412579286548 increaseLambda: 0.225 0.000000 58: time = 0.225000 loss = 6.074677 testLoss 7.021660 TURB_COND: lambda = -1.2868 min = 1.0000 max = 3.0000 alpha = -0.228839 lossBound = -0.001105 W1 = 0.083364 N1 = 0.073529 deltaLoss = -0.001621 Updating 4 features NewtonStep: 0.226 0.002000 increaseLambda: 0.227 0.001000 Undoing: newLoss 6.060591311313316, oldLoss 6.048253103477916, deltaLossBound -4.6185269926931694E-4 Updating 5 features NewtonStep: 0.227 0.002000 increaseLambda: 0.227 0.000000 increaseLambda: 0.227 0.000000 Undoing: newLoss 6.081922508454807, oldLoss 6.0746770856603565, deltaLossBound -0.0015880132435864532 Search: 0.227 0.000000 increaseLambda: 0.228 0.001000 increaseLambda: 0.228 0.001000 70: time = 0.228000 loss = 6.047505 testLoss 6.981177 'CHLA__rev lambda = -0.1321 alpha = -0.132087 lossBound = -0.000462 W1 = 0.297223 N1 = 0.269770 deltaLoss = -0.000748 Search: 0.228 0.000000 increaseLambda: 0.228 0.000000 59: time = 0.228000 loss = 6.072636 testLoss 7.029113 CHLA_COND^2: lambda = 0.2292 min = 1.0000 max = 81.0000 alpha = 0.229155 lossBound = -0.001588 W1 = 0.065283 N1 = 0.079044 deltaLoss = -0.002041 Updating 21 features Newton: returning 0.1439872532387398 Updating 6 features Updating 4 features NewtonStep: 0.229 0.001000 Loss was 6.072636378683793, now 6.06995421380373, delta -0.002682 parallelUpdate: 0.229 0.001000 increaseLambda: 0.229 0.000000 Undoing: newLoss 6.06011386489923, oldLoss 6.047505314185166, deltaLossBound -4.2493898326338665E-4 Updating 6 features increaseLambda: 0.23 0.001000 NewtonStep: 0.226 0.013000 Search: 0.23 0.000000 increaseLambda: 0.226 0.000000 49: time = 0.226000 loss = 6.097654 testLoss 6.951372 'TURB__rev lambda = -0.4872 alpha = -0.487213 lossBound = -0.000946 W1 = 0.765050 N1 = 0.748154 deltaLoss = -0.003268 increaseLambda: 0.23 0.000000 71: time = 0.230000 loss = 6.046249 testLoss 6.981330 'NTL__rev lambda = 0.2452 alpha = 0.245223 lossBound = -0.000425 W1 = 0.353745 N1 = 0.372266 deltaLoss = -0.001257 Updating 7 features NewtonStep: 0.231 0.002000 increaseLambda: 0.231 0.000000 Undoing: newLoss 6.066909523829296, oldLoss 6.06995421380373, deltaLossBound -0.0031127150242442475 increaseLambda: 0.231 0.000000 Search: 0.231 0.000000 increaseLambda: 0.232 0.001000 Undoing contribution: was 0.014684381325671396 now 0.011571666301428245 61: time = 0.232000 loss = 6.066841 testLoss 7.098123 Updating 4 features NewtonStep: 0.232 0.002000 'CHLA_COND lambda = 0.1242 alpha = -0.386670 lossBound = -0.003113 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.003113 increaseLambda: 0.233 0.001000 Undoing: newLoss 6.0601271604472124, oldLoss 6.046248602344714, deltaLossBound -5.086090753274296E-4 increaseLambda: 0.233 0.000000 Search: 0.233 0.000000 increaseLambda: 0.233 0.000000 Updating 6 features NewtonStep: 0.234 0.002000 72: time = 0.234000 loss = 6.045175 testLoss 6.974966 'PTL__rev lambda = -0.1322 alpha = -0.132222 lossBound = -0.000509 W1 = 0.364375 N1 = 0.334334 deltaLoss = -0.001074 increaseLambda: 0.234 0.000000 Undoing: newLoss 6.064965498503573, oldLoss 6.066841498779487, deltaLossBound -0.0018852328449267116 increaseLambda: 0.234 0.000000 Search: 0.234 0.000000 increaseLambda: 0.235 0.001000 Undoing contribution: was 0.061368850408856 now 0.05948361756392897 62: time = 0.235000 loss = 6.064956 testLoss 7.054168 'TURB_COND__rev lambda = 0.4002 alpha = -0.177759 lossBound = -0.001885 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.001885 Updating 5 features NewtonStep: 0.235 0.001000 increaseLambda: 0.235 0.000000 Undoing: newLoss 6.144947976599739, oldLoss 6.04517459395022, deltaLossBound -1.7055811522139245E-4 increaseLambda: 0.236 0.001000 Search: 0.236 0.000000 increaseLambda: 0.236 0.000000 Updating 8 features NewtonStep: 0.236 0.001000 Updating 5 features NewtonStep: 0.232 0.006000 increaseLambda: 0.237 0.001000 increaseLambda: 0.233 0.001000 63: time = 0.237000 loss = 6.062527 testLoss 7.068070 50: time = 0.233000 loss = 6.094173 testLoss 7.006406 CHLA_COND^2: lambda = 0.6563 min = 1.0000 max = 81.0000 TURB_COND: lambda = -1.3094 min = 1.0000 max = 3.0000 73: time = 0.236000 loss = 6.043400 testLoss 6.973495 PTL: lambda = 1.0976 min = 1.0000 max = 4,865.0000 alpha = 1.097605 lossBound = -0.000171 W1 = 0.018712 N1 = 0.021255 deltaLoss = -0.001775 increaseLambda: 0.238 0.012000 Search: 0.238 0.000000 increaseLambda: 0.239 0.001000 55: time = 0.239000 loss = 6.075276 testLoss 6.946995 'NTL__rev lambda = 0.4954 alpha = 0.495431 lossBound = -0.001711 W1 = 0.353278 N1 = 0.367373 deltaLoss = -0.004857 Updating 5 features NewtonStep: 0.238 0.002000 increaseLambda: 0.239 0.001000 Undoing contribution: was 0.1883915307468756 now 0.18776011799268183 74: time = 0.239000 loss = 6.042768 testLoss 6.974525 'PTL__rev lambda = -1.1298 alpha = 0.140714 lossBound = -0.000351 W1 = 0.145662 N1 = 0.122951 deltaLoss = -0.000631 Updating 4 features Reducing newton stepsize from -0.15840788849260395 to -0.144760702687369 NewtonStep: 0.24 0.001000 increaseLambda: 0.241 0.001000 Undoing contribution: was 0.01261721607958144 now 0.009903641163581334 56: time = 0.241000 loss = 6.072562 testLoss 6.911857 'NTL_COND__rev lambda = 0.0000 alpha = -0.144761 lossBound = -0.002714 W1 = 0.638014 N1 = 0.676471 deltaLoss = -0.002714 Updating 4 features NewtonStep: 0.24 0.001000 increaseLambda: 0.24 0.000000 75: time = 0.240000 loss = 6.041908 testLoss 6.984751 'NTL__rev lambda = -0.7461 alpha = -0.372872 lossBound = -0.000366 W1 = 0.024004 N1 = 0.011802 deltaLoss = -0.000861 alpha = -0.321042 lossBound = -0.002402 W1 = 0.084345 N1 = 0.073529 deltaLoss = -0.003481 alpha = 0.394175 lossBound = -0.001767 W1 = 0.072101 N1 = 0.079044 deltaLoss = -0.002429 Updating 5 features NewtonStep: 0.242 0.002000 increaseLambda: 0.242 0.000000 76: time = 0.242000 loss = 6.038154 testLoss 6.982826 DOC: lambda = -2.8496 min = 0.3400 max = 290.5700 alpha = -2.849579 lossBound = -0.000176 W1 = 0.018461 N1 = 0.016866 deltaLoss = -0.003754 Updating 8 features Reducing newton stepsize from -0.3096839540293345 to -0.12416687705919788 NewtonStep: 0.243 0.006000 increaseLambda: 0.243 0.000000 Undoing contribution: was 0.011571666301428245 now 0.009980709333937902 64: time = 0.243000 loss = 6.060936 testLoss 7.061718 'CHLA_COND lambda = 0.0000 alpha = -0.124167 lossBound = -0.001591 W1 = 0.048199 N1 = 0.058824 deltaLoss = -0.001591 Updating 8 features NewtonStep: 0.245 0.003000 increaseLambda: 0.245 0.000000 Updating 9 features NewtonStep: 0.245 0.002000 77: time = 0.245000 loss = 6.037912 testLoss 6.999707 TURB_COND: lambda = -1.3367 min = 1.0000 max = 3.0000 alpha = -0.093942 lossBound = -0.000162 W1 = 0.082588 N1 = 0.073529 deltaLoss = -0.000241 increaseLambda: 0.246 0.001000 65: time = 0.246000 loss = 6.059641 testLoss 7.057936 ANC^2: lambda = -1.9831 min = 0.2500 max = 8,396,588,362.4100 alpha = -1.983064 lossBound = -0.000657 W1 = 0.001523 N1 = 0.000695 deltaLoss = -0.001295 Updating 6 features NewtonStep: 0.247 0.002000 increaseLambda: 0.248 0.001000 Undoing: newLoss 6.037235719703206, oldLoss 6.037912480346637, deltaLossBound -6.778373633843163E-4 Updating 9 features increaseLambda: 0.248 0.000000 increaseLambda: 0.248 0.002000 66: time = 0.248000 loss = 6.059153 testLoss 7.056102 (URBAN=1.0) lambda = 0.6412 alpha = 0.063594 lossBound = -0.000489 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000489 Search: 0.248 0.000000 increaseLambda: 0.248 0.000000 Undoing contribution: was 0.06142099060267914 now 0.06074315323929558 Updating 5 features 78: time = 0.248000 loss = 6.037235 testLoss 6.974019 'TURB_COND__rev lambda = 0.4777 NewtonStep: 0.245 0.012000 increaseLambda: 0.245 0.000000 Undoing contribution: was 0.19854824991982842 now 0.1950601739287333 51: time = 0.245000 loss = 6.090685 testLoss 7.007083 'PTL__rev lambda = -1.7640 alpha = 0.352653 lossBound = -0.001926 W1 = 0.147142 N1 = 0.122951 deltaLoss = -0.003488 Updating 8 features NewtonStep: 0.25 0.002000 increaseLambda: 0.25 0.000000 67: time = 0.250000 loss = 6.057708 testLoss 7.108266 NTL_COND^2: lambda = -0.9322 min = 1.0000 max = 9.0000 alpha = -0.265027 lossBound = -0.000485 W1 = 0.128961 N1 = 0.121324 deltaLoss = -0.001444 alpha = -0.105679 lossBound = -0.000678 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000678 Updating 5 features NewtonStep: 0.251 0.001000 Updating 7 features NewtonStep: 0.252 0.004000 increaseLambda: 0.252 0.001000 Undoing: newLoss 6.0565312663406035, oldLoss 6.057708330622837, deltaLossBound -0.0012776443890727862 increaseLambda: 0.252 0.000000 Undoing: newLoss 6.043700006410118, oldLoss 6.037234642983253, deltaLossBound -7.338240705433282E-4 increaseLambda: 0.252 0.000000 increaseLambda: 0.252 0.000000 Search: 0.252 0.000000 Search: 0.252 0.000000 increaseLambda: 0.253 0.001000 Undoing contribution: was 0.13744578437319332 now 0.13616813998412147 increaseLambda: 0.253 0.001000 68: time = 0.253000 loss = 6.056431 testLoss 7.034094 'NTL_COND lambda = -1.7550 alpha = 0.450614 lossBound = -0.001278 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.001278 79: time = 0.253000 loss = 6.036276 testLoss 6.979445 CHLA_COND^2: lambda = 0.1541 min = 1.0000 max = 81.0000 alpha = 0.154131 lossBound = -0.000734 W1 = 0.066381 N1 = 0.079044 deltaLoss = -0.000959 Updating 7 features Updating 6 features NewtonStep: 0.254 0.001000 NewtonStep: 0.254 0.001000 increaseLambda: 0.254 0.000000 increaseLambda: 0.254 0.000000 Undoing: newLoss 6.035441282219277, oldLoss 6.036275567720724, deltaLossBound -8.405142296719383E-4 69: time = 0.254000 loss = 6.055060 testLoss 7.026344 'PTL__rev lambda = -0.4674 alpha = -0.159453 lossBound = -0.000627 W1 = 0.363609 N1 = 0.334334 deltaLoss = -0.001370 increaseLambda: 0.255 0.001000 Search: 0.255 0.000000 increaseLambda: 0.255 0.000000 Undoing contribution: was 0.014299958254890374 now 0.013459444025218911 80: time = 0.255000 loss = 6.035435 testLoss 6.970677 'CHLA__rev lambda = 0.2692 alpha = -0.206754 lossBound = -0.000841 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000841 Updating 7 features NewtonStep: 0.256 0.002000 increaseLambda: 0.256 0.000000 Undoing contribution: was 0.19567689588165818 now 0.1940132335930718 70: time = 0.256000 loss = 6.053397 testLoss 7.027483 'PTL__rev lambda = -1.6004 alpha = 0.237258 lossBound = -0.000903 W1 = 0.146157 N1 = 0.122951 deltaLoss = -0.001664 Updating 8 features NewtonStep: 0.257 0.002000 increaseLambda: 0.257 0.000000 81: time = 0.257000 loss = 6.033876 testLoss 6.981855 CHLA_COND^2: lambda = 0.4616 min = 1.0000 max = 81.0000 alpha = 0.307422 lossBound = -0.001084 W1 = 0.071012 N1 = 0.079044 deltaLoss = -0.001559 Updating 8 features NewtonStep: 0.259 0.002000 increaseLambda: 0.259 0.000000 Undoing: newLoss 6.03206685788999, oldLoss 6.03387628289644, deltaLossBound -0.0018168946429506817 increaseLambda: 0.259 0.000000 Search: 0.26 0.001000 increaseLambda: 0.26 0.000000 Undoing contribution: was 0.013459444025218911 now 0.01164254938226826 82: time = 0.260000 loss = 6.032059 testLoss 6.969716 'CHLA__rev lambda = 0.0000 alpha = -0.269190 lossBound = -0.001817 W1 = 0.039535 N1 = 0.058824 deltaLoss = -0.001817 Updating 5 features increaseLambda: 0.257 0.012000 52: time = 0.257000 loss = 6.089268 testLoss 7.003378 (URBAN=0.0) lambda = -0.1929 alpha = -0.108165 lossBound = -0.001417 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.001417 Updating 8 features NewtonStep: 0.262 0.002000 Updating 5 features increaseLambda: 0.262 0.000000 83: time = 0.262000 loss = 6.030904 testLoss 6.979277 CHLA_COND^2: lambda = 0.7202 min = 1.0000 max = 81.0000 alpha = 0.258668 lossBound = -0.000800 W1 = 0.070546 N1 = 0.079044 deltaLoss = -0.001155 increaseLambda: 0.263 0.022000 57: time = 0.263000 loss = 6.071263 testLoss 6.908368 (URBAN=0.0) lambda = -0.1883 alpha = -0.103565 lossBound = -0.001299 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.001299 Updating 6 features NewtonStep: 0.259 0.002000 Updating 7 features increaseLambda: 0.259 0.000000 Undoing: newLoss 6.088076470398756, oldLoss 6.089268135883403, deltaLossBound -0.001191957841422014 increaseLambda: 0.264 0.002000 Undoing contribution: was 0.17102952909480074 now 0.1705367760411889 increaseLambda: 0.26 0.001000 84: time = 0.264000 loss = 6.030411 testLoss 6.980091 (LAKE_ORIGIN=1.0) lambda = 0.8958 alpha = -0.105854 lossBound = -0.000493 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000493 Updating 4 features NewtonStep: 0.265 0.002000 Search: 0.26 0.000000 increaseLambda: 0.265 0.000000 58: time = 0.265000 loss = 6.067008 testLoss 6.916332 CHLA_COND: lambda = 1.0274 min = 1.0000 max = 9.0000 alpha = 0.527947 lossBound = -0.002107 W1 = 0.108037 N1 = 0.113971 deltaLoss = -0.004255 increaseLambda: 0.26 0.000000 Undoing contribution: was 0.01261721607958144 now 0.011425258238159763 53: time = 0.260000 loss = 6.088076 testLoss 6.979350 'NTL_COND__rev lambda = 0.0428 alpha = -0.101950 lossBound = -0.001192 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.001192 Updating 7 features NewtonStep: 0.265 0.001000 increaseLambda: 0.265 0.000000 85: time = 0.265000 loss = 6.029753 testLoss 7.007275 TURB_COND: lambda = -1.4895 min = 1.0000 max = 3.0000 alpha = -0.152763 lossBound = -0.000436 W1 = 0.082822 N1 = 0.073529 deltaLoss = -0.000659 Updating 6 features NewtonStep: 0.267 0.002000 Updating 6 features NewtonStep: 0.262 0.002000 increaseLambda: 0.267 0.000000 Undoing: newLoss 6.064785454555968, oldLoss 6.067008091946171, deltaLossBound -0.0022610560581662895 increaseLambda: 0.262 0.000000 Undoing: newLoss 6.087315066961793, oldLoss 6.088076178041981, deltaLossBound -7.702703159660406E-4 increaseLambda: 0.268 0.001000 increaseLambda: 0.263 0.001000 Search: 0.268 0.000000 Updating 6 features Search: 0.263 0.000000 NewtonStep: 0.267 0.002000 increaseLambda: 0.268 0.000000 Undoing contribution: was 0.016368338793189427 now 0.014107282735023471 59: time = 0.268000 loss = 6.064747 testLoss 6.901324 'CHLA__rev lambda = 0.4693 alpha = -0.332423 lossBound = -0.002261 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.002261 Updating 19 features increaseLambda: 0.263 0.000000 increaseLambda: 0.267 0.000000 Undoing: newLoss 6.0292745509213255, oldLoss 6.029752580029731, deltaLossBound -4.785529068455207E-4 54: time = 0.263000 loss = 6.087306 testLoss 6.986673 'CHLA__rev lambda = 1.1303 alpha = 0.211063 lossBound = -0.000770 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000770 increaseLambda: 0.268 0.001000 Search: 0.268 0.000000 increaseLambda: 0.268 0.000000 Undoing contribution: was 0.06074315323929558 now 0.06026460033244885 86: time = 0.268000 loss = 6.029274 testLoss 6.985825 'TURB_COND__rev lambda = 0.3891 alpha = -0.088616 lossBound = -0.000479 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000479 Newton: returning 0.24285374717785999 Updating 7 features Updating 5 features NewtonStep: 0.265 0.002000 increaseLambda: 0.266 0.001000 Undoing: newLoss 6.096131227185126, oldLoss 6.087305907726015, deltaLossBound -0.0013305584304312392 Loss was 6.064747035888005, now 6.057809327611833, delta -0.006938 parallelUpdate: 0.271 0.003000 increaseLambda: 0.266 0.000000 Search: 0.266 0.000000 increaseLambda: 0.267 0.001000 55: time = 0.267000 loss = 6.085433 testLoss 6.952866 'CHLA__rev lambda = -0.2652 alpha = -0.265184 lossBound = -0.001331 W1 = 0.173620 N1 = 0.153039 deltaLoss = -0.001873 Updating 8 features NewtonStep: 0.271 0.015000 increaseLambda: 0.271 0.000000 Undoing: newLoss 6.067326071786185, oldLoss 6.053396782950068, deltaLossBound -5.03320680631286E-4 Updating 5 features NewtonStep: 0.273 0.002000 increaseLambda: 0.272 0.001000 increaseLambda: 0.273 0.000000 Undoing contribution: was 0.19392152035069918 now 0.19163081646195154 61: time = 0.273000 loss = 6.055519 testLoss 7.017800 'PTL__rev lambda = -1.4651 Search: 0.272 0.000000 alpha = 0.280686 lossBound = -0.001256 W1 = 0.146492 N1 = 0.122951 deltaLoss = -0.002291 increaseLambda: 0.272 0.000000 Updating 4 features NewtonStep: 0.268 0.001000 71: time = 0.272000 loss = 6.052331 testLoss 7.021076 'PTL__rev lambda = -0.1318 alpha = -0.131835 lossBound = -0.000503 W1 = 0.360459 N1 = 0.330426 deltaLoss = -0.001066 Time since start: 4.079 increaseLambda: 0.269 0.001000 56: time = 0.269000 loss = 6.080708 testLoss 7.041563 NTL_COND^2: lambda = -0.7790 min = 1.0000 max = 9.0000 alpha = -0.461862 lossBound = -0.001597 W1 = 0.129734 N1 = 0.121324 deltaLoss = -0.004725 Updating 3 features NewtonStep: 0.275 0.002000 Updating 8 features NewtonStep: 0.274 0.002000 increaseLambda: 0.275 0.000000 Undoing: newLoss 6.064052072239658, oldLoss 6.055518623723086, deltaLossBound -8.786725833406961E-4 increaseLambda: 0.274 0.000000 72: time = 0.274000 loss = 6.051316 testLoss 7.063839 NTL_COND^2: lambda = -1.1487 min = 1.0000 max = 9.0000 alpha = -0.216428 lossBound = -0.000362 W1 = 0.128897 N1 = 0.121324 deltaLoss = -0.001014 increaseLambda: 0.275 0.000000 Updating 5 features Reducing newton stepsize from -0.1559808432652851 to -0.04281056355914725 NewtonStep: 0.27 0.001000 Search: 0.276 0.001000 increaseLambda: 0.271 0.001000 Undoing contribution: was 0.011425258238159763 now 0.01015286363827439 increaseLambda: 0.276 0.000000 57: time = 0.271000 loss = 6.079436 testLoss 7.030702 'NTL_COND__rev lambda = 0.0000 alpha = -0.042811 lossBound = -0.001272 W1 = 0.660697 N1 = 0.676471 deltaLoss = -0.001272 62: time = 0.276000 loss = 6.053516 testLoss 7.031531 'NTL__rev lambda = -0.5292 alpha = -0.529161 lossBound = -0.000879 W1 = 0.024523 N1 = 0.011802 deltaLoss = -0.002003 Updating 9 features NewtonStep: 0.276 0.002000 increaseLambda: 0.277 0.001000 Undoing: newLoss 6.051251650672495, oldLoss 6.05131624559774, deltaLossBound -3.1356563213414E-4 Updating 6 features NewtonStep: 0.273 0.002000 increaseLambda: 0.277 0.000000 Search: 0.277 0.000000 increaseLambda: 0.273 0.000000 Undoing: newLoss 6.078509093292508, oldLoss 6.07943563214413, deltaLossBound -9.807395418157745E-4 increaseLambda: 0.277 0.000000 increaseLambda: 0.273 0.000000 73: time = 0.277000 loss = 6.051003 testLoss 7.062825 ANC_COND^2: lambda = -0.7003 min = 1.0000 max = 4.0000 alpha = -0.700323 lossBound = -0.000314 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000314 Search: 0.274 0.001000 increaseLambda: 0.274 0.000000 Undoing contribution: was 0.13717453182281109 now 0.13619379228099554 Updating 6 features 58: time = 0.274000 loss = 6.078455 testLoss 6.966429 Updating 7 features NewtonStep: 0.279 0.003000 increaseLambda: 0.279 0.000000 Undoing: newLoss 6.052777668352513, oldLoss 6.053515715343117, deltaLossBound -7.42989832654516E-4 increaseLambda: 0.28 0.001000 Updating 9 features NewtonStep: 0.279 0.002000 Search: 0.28 0.000000 increaseLambda: 0.279 0.000000 increaseLambda: 0.28 0.000000 Undoing contribution: was 0.014107282735023471 now 0.013364292902367833 74: time = 0.279000 loss = 6.050690 testLoss 7.082061 TURB_COND: lambda = -1.5370 min = 1.0000 max = 3.0000 alpha = -0.107258 lossBound = -0.000207 W1 = 0.082627 N1 = 0.073529 deltaLoss = -0.000313 63: time = 0.280000 loss = 6.052773 testLoss 7.023320 'CHLA__rev lambda = 0.2612 alpha = -0.194756 lossBound = -0.000743 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000743 'NTL_COND lambda = -1.7098 alpha = 0.391258 lossBound = -0.000981 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000981 Updating 6 features NewtonStep: 0.282 0.002000 Updating 5 features NewtonStep: 0.277 0.003000 increaseLambda: 0.282 0.000000 64: time = 0.282000 loss = 6.051477 testLoss 7.028101 CHLA_COND: lambda = 1.5395 min = 1.0000 max = 9.0000 alpha = 0.262553 lossBound = -0.000637 W1 = 0.105076 N1 = 0.113971 deltaLoss = -0.001296 increaseLambda: 0.277 0.000000 Undoing: newLoss 6.07760675716884, oldLoss 6.0784548926023145, deltaLossBound -8.498592405484892E-4 increaseLambda: 0.278 0.001000 Search: 0.278 0.000000 increaseLambda: 0.278 0.000000 Undoing contribution: was 0.06124773751140816 now 0.06039787827085957 59: time = 0.278000 loss = 6.077605 testLoss 6.937532 'TURB_COND__rev lambda = 0.4321 alpha = -0.118512 lossBound = -0.000850 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000850 Updating 17 features Newton: returning 0.1447432323266047 Updating 4 features Updating 6 features NewtonStep: 0.284 0.002000 increaseLambda: 0.284 0.000000 Undoing: newLoss 6.0502722874629775, oldLoss 6.0514771855147025, deltaLossBound -0.00121730306545028 Loss was 6.077605033361766, now 6.075051911036483, delta -0.002553 parallelUpdate: 0.28 0.002000 increaseLambda: 0.285 0.001000 Updating 6 features NewtonStep: 0.284 0.005000 Search: 0.285 0.000000 increaseLambda: 0.284 0.000000 Undoing: newLoss 6.05016809318895, oldLoss 6.050689766554436, deltaLossBound -5.223008754952512E-4 increaseLambda: 0.285 0.000000 Undoing contribution: was 0.013364292902367833 now 0.012146989836919073 65: time = 0.285000 loss = 6.050260 testLoss 7.017404 'CHLA__rev lambda = 0.0139 alpha = -0.247233 lossBound = -0.001217 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.001217 increaseLambda: 0.284 0.000000 Search: 0.285 0.001000 increaseLambda: 0.285 0.000000 Undoing contribution: was 0.05948361756392897 now 0.05896131668843276 75: time = 0.285000 loss = 6.050167 testLoss 7.059619 'TURB_COND__rev lambda = 0.3076 alpha = -0.092622 lossBound = -0.000522 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000522 Updating 7 features NewtonStep: 0.281 0.001000 increaseLambda: 0.282 0.001000 Undoing contribution: was 0.19539161710915 now 0.19276216464792176 61: time = 0.282000 loss = 6.072422 testLoss 7.012285 'PTL__rev lambda = -1.5162 alpha = 0.302717 lossBound = -0.001441 W1 = 0.146667 N1 = 0.122951 deltaLoss = -0.002629 Updating 5 features NewtonStep: 0.287 0.002000 increaseLambda: 0.287 0.000000 Undoing: newLoss 6.04974148792841, oldLoss 6.050259882449254, deltaLossBound -5.320145958200885E-4 Updating 6 features NewtonStep: 0.286 0.001000 increaseLambda: 0.288 0.001000 increaseLambda: 0.287 0.001000 76: time = 0.287000 loss = 6.049692 testLoss 7.083170 TURB_COND: lambda = -1.6688 min = 1.0000 max = 3.0000 alpha = -0.131824 lossBound = -0.000311 W1 = 0.082717 N1 = 0.073529 deltaLoss = -0.000476 Search: 0.288 0.000000 increaseLambda: 0.288 0.000000 Undoing contribution: was 0.13786638672868978 now 0.13733437213286948 66: time = 0.288000 loss = 6.049728 testLoss 6.971023 'NTL_COND lambda = -1.9941 alpha = 0.283430 lossBound = -0.000532 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000532 Updating 5 features NewtonStep: 0.283 0.001000 increaseLambda: 0.284 0.001000 Undoing: newLoss 6.085553932130777, oldLoss 6.072422458575255, deltaLossBound -9.113972211735955E-4 increaseLambda: 0.284 0.000000 Updating 5 features NewtonStep: 0.288 0.001000 Search: 0.284 0.000000 increaseLambda: 0.289 0.001000 Undoing: newLoss 6.049295560495231, oldLoss 6.049691685077711, deltaLossBound -3.9648003921337457E-4 increaseLambda: 0.285 0.001000 62: time = 0.285000 loss = 6.070471 testLoss 7.003259 'PTL__rev lambda = -0.1768 alpha = -0.176829 lossBound = -0.000911 W1 = 0.364946 N1 = 0.334334 deltaLoss = -0.001951 increaseLambda: 0.289 0.000000 Updating 5 features NewtonStep: 0.29 0.002000 Search: 0.289 0.000000 increaseLambda: 0.29 0.000000 67: time = 0.290000 loss = 6.048904 testLoss 6.975009 CHLA_COND: lambda = 1.7473 min = 1.0000 max = 9.0000 alpha = 0.207789 lossBound = -0.000393 W1 = 0.104668 N1 = 0.113971 deltaLoss = -0.000824 increaseLambda: 0.289 0.000000 Undoing contribution: was 0.05896131668843276 now 0.058564836649218764 77: time = 0.289000 loss = 6.049295 testLoss 7.063702 'TURB_COND__rev lambda = 0.2270 alpha = -0.080583 lossBound = -0.000396 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000396 NewtonStep: 0.278 0.010000 Updating 6 features increaseLambda: 0.29 0.012000 NewtonStep: 0.286 0.001000 87: time = 0.290000 loss = 6.028807 testLoss 6.973960 'CHLA__rev lambda = -0.6581 alpha = -0.094644 lossBound = -0.000313 W1 = 0.179543 N1 = 0.153039 deltaLoss = -0.000467 increaseLambda: 0.287 0.001000 Undoing: newLoss 6.083045459691547, oldLoss 6.070471353137343, deltaLossBound -6.719735336607174E-4 Updating 6 features NewtonStep: 0.291 0.002000 Updating 5 features NewtonStep: 0.292 0.002000 increaseLambda: 0.287 0.000000 increaseLambda: 0.291 0.000000 78: time = 0.291000 loss = 6.048918 testLoss 7.084960 TURB_COND: lambda = -1.7875 min = 1.0000 max = 3.0000 alpha = -0.118698 lossBound = -0.000243 W1 = 0.082658 N1 = 0.073529 deltaLoss = -0.000377 Search: 0.287 0.000000 increaseLambda: 0.292 0.000000 Undoing contribution: was 0.029940502911707998 now 0.028975452525483145 68: time = 0.292000 loss = 6.047939 testLoss 6.974204 'TURB__rev lambda = -0.5148 alpha = 0.165275 lossBound = -0.000482 W1 = 0.187883 N1 = 0.164242 deltaLoss = -0.000965 increaseLambda: 0.288 0.001000 63: time = 0.288000 loss = 6.069799 testLoss 7.021827 'PTL_COND__rev lambda = 0.0759 alpha = 0.075928 lossBound = -0.000672 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000672 Updating 5 features NewtonStep: 0.292 0.002000 Updating 5 features NewtonStep: 0.293 0.002000 increaseLambda: 0.293 0.001000 Undoing contribution: was 0.028593029248618274 now 0.02782385337391945 Updating 5 features NewtonStep: 0.294 0.002000 increaseLambda: 0.295 0.001000 Updating 7 features 69: time = 0.295000 loss = 6.046230 testLoss 7.029412 NTL_COND^2: lambda = -0.9804 min = 1.0000 max = 9.0000 NewtonStep: 0.29 0.002000 alpha = -0.281387 lossBound = -0.000595 W1 = 0.129063 N1 = 0.121324 deltaLoss = -0.001709 increaseLambda: 0.294 0.001000 increaseLambda: 0.29 0.000000 Undoing: newLoss 6.048602120653504, oldLoss 6.048918426194175, deltaLossBound -3.1652932563018456E-4 Undoing: newLoss 6.069131030346896, oldLoss 6.069799379603681, deltaLossBound -6.693983344619424E-4 88: time = 0.293000 loss = 6.028038 testLoss 6.973333 'TURB__rev lambda = -0.3278 alpha = 0.146142 lossBound = -0.000388 W1 = 0.187810 N1 = 0.164242 deltaLoss = -0.000769 increaseLambda: 0.29 0.000000 increaseLambda: 0.295 0.001000 Search: 0.291 0.001000 Search: 0.295 0.000000 increaseLambda: 0.295 0.000000 increaseLambda: 0.291 0.000000 Undoing contribution: was 0.06050395545847687 now 0.059834557124015204 64: time = 0.291000 loss = 6.069130 testLoss 6.996306 'TURB_COND__rev lambda = 0.3375 alpha = -0.105011 lossBound = -0.000669 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000669 Undoing contribution: was 0.058564836649218764 now 0.05824830732358945 79: time = 0.295000 loss = 6.048602 testLoss 7.067620 'TURB_COND__rev lambda = 0.1551 alpha = -0.071928 lossBound = -0.000317 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000317 Updating 3 features NewtonStep: 0.297 0.002000 increaseLambda: 0.297 0.000000 Undoing: newLoss 6.058831503074331, oldLoss 6.046229897554074, deltaLossBound -0.0011591325264221695 increaseLambda: 0.297 0.000000 Updating 5 features NewtonStep: 0.296 0.003000 Search: 0.298 0.001000 increaseLambda: 0.297 0.001000 89: time = 0.297000 loss = 6.027712 testLoss 6.993056 TURB_COND: lambda = -1.5995 min = 1.0000 max = 3.0000 alpha = -0.109997 lossBound = -0.000213 W1 = 0.082632 N1 = 0.073529 deltaLoss = -0.000325 Updating 7 features NewtonStep: 0.297 0.002000 increaseLambda: 0.298 0.000000 Updating 27 features Updating 7 features 70: time = 0.298000 loss = 6.043738 testLoss 7.018945 'PTL__rev lambda = -0.1993 alpha = -0.199325 lossBound = -0.001159 W1 = 0.365225 N1 = 0.334334 deltaLoss = -0.002492 increaseLambda: 0.297 0.000000 Undoing: newLoss 6.048794424761512, oldLoss 6.048601896868545, deltaLossBound -1.9878774548995684E-4 increaseLambda: 0.293 0.002000 Newton: returning 0.33398965896780153 65: time = 0.293000 loss = 6.068616 testLoss 6.994495 Updating 5 features (LAKE_ORIGIN=1.0) lambda = 1.1020 alpha = 0.105098 lossBound = -0.000514 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000514 increaseLambda: 0.297 0.000000 Search: 0.298 0.001000 increaseLambda: 0.298 0.000000 80: time = 0.298000 loss = 6.048199 testLoss 7.064906 COND^2: lambda = -2.1572 min = 16.0000 max = 2,559,348,100.0000 alpha = -2.157156 lossBound = -0.000199 W1 = 0.000876 N1 = 0.000135 deltaLoss = -0.000403 Updating 6 features NewtonStep: 0.3 0.002000 increaseLambda: 0.3 0.000000 Undoing contribution: was 0.19163081646195154 now 0.19082447277978895 Updating 7 features NewtonStep: 0.295 0.002000 71: time = 0.300000 loss = 6.042932 testLoss 7.020039 'PTL__rev lambda = -1.3042 alpha = 0.160920 lossBound = -0.000442 W1 = 0.145741 N1 = 0.122951 deltaLoss = -0.000806 increaseLambda: 0.295 0.000000 66: time = 0.295000 loss = 6.067717 testLoss 6.990029 COND^2: lambda = -3.3278 min = 16.0000 max = 2,559,348,100.0000 alpha = -3.327825 lossBound = -0.000443 W1 = 0.000772 N1 = 0.000135 deltaLoss = -0.000899 Updating 5 features NewtonStep: 0.302 0.002000 Updating 7 features NewtonStep: 0.301 0.003000 Updating 6 features NewtonStep: 0.297 0.002000 increaseLambda: 0.303 0.001000 Undoing: newLoss 6.054930202074858, oldLoss 6.0429315729487785, deltaLossBound -6.025069336683363E-4 increaseLambda: 0.302 0.001000 Undoing: newLoss 6.33027354057416, oldLoss 6.04819899768315, deltaLossBound -2.4218553288342105E-4 increaseLambda: 0.298 0.001000 Undoing contribution: was 0.029848856214107832 now 0.028858519508064517 increaseLambda: 0.303 0.000000 Loss was 6.027712383740289, now 6.024962411956553, delta -0.002750 parallelUpdate: 0.302 0.005000 increaseLambda: 0.302 0.000000 Search: 0.303 0.000000 Search: 0.302 0.000000 increaseLambda: 0.303 0.000000 increaseLambda: 0.302 0.000000 72: time = 0.303000 loss = 6.041954 testLoss 7.006606 'CHLA__rev lambda = -0.1508 alpha = -0.150775 lossBound = -0.000603 W1 = 0.296876 N1 = 0.269770 deltaLoss = -0.000977 81: time = 0.302000 loss = 6.045489 testLoss 7.062559 PTL: lambda = 1.3135 min = 1.0000 max = 4,865.0000 alpha = 1.313475 lossBound = -0.000242 W1 = 0.018275 N1 = 0.021255 deltaLoss = -0.002710 67: time = 0.298000 loss = 6.066727 testLoss 6.989201 'TURB__rev lambda = -0.4920 alpha = 0.166776 lossBound = -0.000499 W1 = 0.187897 N1 = 0.164242 deltaLoss = -0.000990 Updating 6 features NewtonStep: 0.305 0.002000 Updating 7 features NewtonStep: 0.304 0.002000 increaseLambda: 0.306 0.001000 73: time = 0.306000 loss = 6.041420 testLoss 7.003608 ANC^2: lambda = -1.9640 min = 0.2500 max = 8,396,588,362.4100 Updating 6 features increaseLambda: 0.305 0.001000 NewtonStep: 0.301 0.003000 82: time = 0.305000 loss = 6.044963 testLoss 7.087519 TURB_COND: lambda = -1.9273 min = 1.0000 max = 3.0000 alpha = -0.139831 lossBound = -0.000337 W1 = 0.082738 N1 = 0.073529 deltaLoss = -0.000526 increaseLambda: 0.301 0.000000 68: time = 0.301000 loss = 6.065246 testLoss 6.981147 'PTL__rev lambda = -0.3411 alpha = -0.164283 lossBound = -0.000689 W1 = 0.363623 N1 = 0.334334 deltaLoss = -0.001481 Updating 7 features NewtonStep: 0.306 0.001000 increaseLambda: 0.307 0.001000 Undoing: newLoss 6.0447248637134114, oldLoss 6.044962926932795, deltaLossBound -2.3818822276314936E-4 increaseLambda: 0.307 0.000000 Updating 5 features NewtonStep: 0.303 0.002000 Search: 0.307 0.000000 increaseLambda: 0.303 0.000000 Undoing contribution: was 0.19276216464792176 now 0.19189977221482094 69: time = 0.303000 loss = 6.064384 testLoss 6.982239 'PTL__rev lambda = -1.3507 alpha = 0.165495 lossBound = -0.000480 W1 = 0.145775 N1 = 0.122951 deltaLoss = -0.000862 increaseLambda: 0.307 0.000000 Undoing contribution: was 0.05824830732358945 now 0.05801011910082634 83: time = 0.307000 loss = 6.044725 testLoss 7.072532 'TURB_COND__rev lambda = 0.0928 alpha = -0.062324 lossBound = -0.000238 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000238 Updating 6 features alpha = -1.964015 lossBound = -0.000360 W1 = 0.001298 N1 = 0.000695 deltaLoss = -0.000534 NewtonStep: 0.309 0.002000 Updating 5 features NewtonStep: 0.305 0.002000 increaseLambda: 0.309 0.000000 Undoing contribution: was 0.1940132335930718 now 0.19352897509375902 84: time = 0.309000 loss = 6.044240 testLoss 7.073507 increaseLambda: 0.305 0.000000 Undoing: newLoss 6.07418865097837, oldLoss 6.0643835992791635, deltaLossBound -6.81378374625191E-4 'PTL__rev lambda = -1.4768 alpha = 0.123572 lossBound = -0.000265 W1 = 0.145588 N1 = 0.122951 deltaLoss = -0.000484 increaseLambda: 0.306 0.001000 Search: 0.306 0.000000 increaseLambda: 0.306 0.000000 70: time = 0.306000 loss = 6.062847 testLoss 6.994627 'NTL__rev lambda = -0.4683 alpha = -0.468313 lossBound = -0.000681 W1 = 0.024343 N1 = 0.011802 deltaLoss = -0.001536 Updating 6 features NewtonStep: 0.312 0.006000 Updating 6 features NewtonStep: 0.311 0.002000 increaseLambda: 0.312 0.000000 Undoing contribution: was 0.028975452525483145 now 0.02842637138832624 74: time = 0.312000 loss = 6.040871 testLoss 7.003179 'TURB__rev lambda = -0.3914 alpha = 0.123328 lossBound = -0.000275 W1 = 0.187726 N1 = 0.164242 deltaLoss = -0.000549 increaseLambda: 0.311 0.000000 85: time = 0.311000 loss = 6.043827 testLoss 7.069599 'PTL__rev lambda = -0.2181 alpha = -0.086234 lossBound = -0.000198 W1 = 0.359610 N1 = 0.330426 deltaLoss = -0.000414 Updating 5 features NewtonStep: 0.308 0.002000 increaseLambda: 0.308 0.000000 Undoing: newLoss 6.062543487643302, oldLoss 6.062847330270288, deltaLossBound -3.0512877789319387E-4 increaseLambda: 0.309 0.001000 Updating 4 features NewtonStep: 0.314 0.002000 Updating 6 features increaseLambda: 0.314 0.000000 75: time = 0.314000 loss = 6.039899 testLoss 7.001029 'TURB__rev lambda = -0.7636 alpha = -0.207662 lossBound = -0.000270 W1 = 0.769972 N1 = 0.748154 deltaLoss = -0.000972 increaseLambda: 0.313 0.002000 86: time = 0.313000 loss = 6.043655 testLoss 7.068674 (LAKE_ORIGIN=1.0) lambda = 1.0547 alpha = 0.061090 lossBound = -0.000172 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000172 Updating 4 features NewtonStep: 0.314 0.012000 increaseLambda: 0.315 0.001000 Undoing: newLoss 6.023993451442638, oldLoss 6.024962411956553, deltaLossBound -9.712387175885248E-4 Updating 6 features NewtonStep: 0.316 0.002000 Updating 7 features NewtonStep: 0.315 0.002000 increaseLambda: 0.316 0.000000 76: time = 0.316000 loss = 6.039319 testLoss 7.026347 TURB_COND: lambda = -1.3854 min = 1.0000 max = 3.0000 alpha = -0.142091 lossBound = -0.000393 W1 = 0.082786 N1 = 0.073529 deltaLoss = -0.000580 increaseLambda: 0.315 0.000000 Undoing contribution: was 0.009799437247577059 now 0.009426716024334559 87: time = 0.315000 loss = 6.043282 testLoss 7.066342 'ANC__rev lambda = -0.4457 alpha = 0.208497 lossBound = -0.000176 W1 = 0.043244 N1 = 0.028343 deltaLoss = -0.000373 increaseLambda: 0.317 0.002000 Search: 0.317 0.000000 Updating 6 features NewtonStep: 0.317 0.002000 Updating 6 features NewtonStep: 0.318 0.002000 increaseLambda: 0.317 0.000000 Undoing contribution: was 0.06026460033244885 now 0.059293361614861095 increaseLambda: 0.317 0.000000 91: time = 0.317000 loss = 6.023991 testLoss 6.981165 'TURB_COND__rev lambda = 0.2084 alpha = -0.126818 lossBound = -0.000971 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000971 88: time = 0.317000 loss = 6.043072 testLoss 7.082628 TURB_COND: lambda = -2.0178 min = 1.0000 max = 3.0000 alpha = -0.090505 lossBound = -0.000133 W1 = 0.082562 N1 = 0.073529 deltaLoss = -0.000210 increaseLambda: 0.318 0.000000 Undoing: newLoss 6.038592801556121, oldLoss 6.039318917111325, deltaLossBound -7.273621650644613E-4 increaseLambda: 0.319 0.001000 Search: 0.319 0.000000 increaseLambda: 0.319 0.000000 Undoing contribution: was 0.06155664724201306 now 0.060829285076948535 77: time = 0.319000 loss = 6.038592 testLoss 6.999700 'TURB_COND__rev lambda = 0.4873 alpha = -0.109522 lossBound = -0.000727 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000727 Updating 5 features NewtonStep: 0.319 0.002000 increaseLambda: 0.319 0.000000 Undoing: newLoss 6.042855841059994, oldLoss 6.043072261791554, deltaLossBound -2.1652360197406796E-4 increaseLambda: 0.32 0.001000 Search: 0.316 0.007000 Search: 0.32 0.000000 increaseLambda: 0.316 0.000000 increaseLambda: 0.32 0.000000 Undoing contribution: was 0.05801011910082634 now 0.05779359549885301 89: time = 0.320000 loss = 6.042856 testLoss 7.068353 'TURB_COND__rev lambda = 0.0334 alpha = -0.059401 lossBound = -0.000217 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000217 Updating 25 features Updating 5 features NewtonStep: 0.32 0.003000 Reducing stepsize from 0.25521019569327696 to 0.06454288369920755 Newton: returning 0.06454288369920755 Updating 4 features increaseLambda: 0.321 0.001000 Undoing: newLoss 6.033806518837083, oldLoss 6.023991173238965, deltaLossBound -7.701133297697044E-4 increaseLambda: 0.321 0.000000 Loss was 6.042855738189581, now 6.042302197329934, delta -0.000554 parallelUpdate: 0.321 0.001000 Search: 0.321 0.000000 increaseLambda: 0.322 0.001000 92: time = 0.322000 loss = 6.022972 testLoss 6.967952 'CHLA__rev lambda = -0.1013 alpha = -0.101251 lossBound = -0.000770 W1 = 0.183978 N1 = 0.152846 deltaLoss = -0.001020 Updating 3 features NewtonStep: 0.323 0.002000 Updating 5 features increaseLambda: 0.323 0.000000 91: time = 0.323000 loss = 6.042083 testLoss 7.090398 TURB_COND: lambda = -2.1581 min = 1.0000 max = 3.0000 alpha = -0.093045 lossBound = -0.000137 W1 = 0.082566 N1 = 0.073529 deltaLoss = -0.000220 increaseLambda: 0.323 0.001000 Undoing contribution: was 0.06914661598625393 now 0.0688734256417387 93: time = 0.323000 loss = 6.022698 testLoss 6.968688 (URBAN=1.0) lambda = 0.4273 alpha = -0.047721 lossBound = -0.000273 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000273 Updating 3 features NewtonStep: 0.325 0.002000 Updating 5 features NewtonStep: 0.325 0.002000 increaseLambda: 0.326 0.001000 Undoing: newLoss 6.04198863237958, oldLoss 6.0420826971353305, deltaLossBound -9.440384034240228E-5 increaseLambda: 0.326 0.001000 increaseLambda: 0.326 0.000000 94: time = 0.326000 loss = 6.022303 testLoss 6.990602 TURB_COND: lambda = -1.8876 min = 1.0000 max = 3.0000 alpha = -0.122401 lossBound = -0.000251 W1 = 0.082665 N1 = 0.073529 deltaLoss = -0.000395 Search: 0.326 0.000000 increaseLambda: 0.327 0.001000 Undoing contribution: was 0.13616813998412147 now 0.13607373614377827 92: time = 0.327000 loss = 6.041988 testLoss 7.071490 'NTL_COND lambda = -1.6164 alpha = 0.116301 lossBound = -0.000094 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000094 Updating 2 features NewtonStep: 0.328 0.002000 Updating 4 features increaseLambda: 0.329 0.001000 Undoing: newLoss 6.049258486594221, oldLoss 6.022303424741591, deltaLossBound -2.596974193185507E-4 NewtonStep: 0.329 0.002000 increaseLambda: 0.329 0.000000 increaseLambda: 0.329 0.000000 93: time = 0.329000 loss = 6.041772 testLoss 7.077221 'NTL__rev lambda = -0.9619 alpha = -0.200037 lossBound = -0.000090 W1 = 0.023709 N1 = 0.011802 deltaLoss = -0.000216 Search: 0.329 0.000000 increaseLambda: 0.33 0.001000 95: time = 0.330000 loss = 6.021363 testLoss 6.988443 'TURB__rev lambda = -0.2183 alpha = -0.218304 lossBound = -0.000260 W1 = 0.770780 N1 = 0.749584 deltaLoss = -0.000941 Updating 4 features NewtonStep: 0.331 0.002000 increaseLambda: 0.331 0.000000 Undoing contribution: was 0.19352897509375902 now 0.1931420305487446 94: time = 0.331000 loss = 6.041385 testLoss 7.078133 'PTL__rev lambda = -1.3473 alpha = 0.109977 lossBound = -0.000212 W1 = 0.145543 N1 = 0.122951 deltaLoss = -0.000387 Updating 3 features NewtonStep: 0.332 0.002000 increaseLambda: 0.332 0.000000 Undoing: newLoss 6.020990519201718, oldLoss 6.021362805685477, deltaLossBound -3.7230540849853564E-4 increaseLambda: 0.333 0.001000 Search: 0.333 0.000000 increaseLambda: 0.333 0.000000 96: time = 0.333000 loss = 6.020991 testLoss 7.002403 'PTL_COND__rev lambda = 0.1868 alpha = 0.056563 lossBound = -0.000372 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000372 Updating 3 features NewtonStep: 0.333 0.002000 increaseLambda: 0.334 0.001000 Undoing: newLoss 6.06705518393861, oldLoss 6.0413850445335, deltaLossBound -1.360274186644609E-4 increaseLambda: 0.334 0.000000 Search: 0.334 0.000000 increaseLambda: 0.335 0.001000 95: time = 0.335000 loss = 6.040900 testLoss 7.076767 'TURB__rev lambda = -0.1578 alpha = -0.157775 lossBound = -0.000136 W1 = 0.770993 N1 = 0.749584 deltaLoss = -0.000485 Updating 5 features NewtonStep: 0.336 0.003000 increaseLambda: 0.336 0.000000 Undoing contribution: was 0.18776011799268183 now 0.18760215402989427 97: time = 0.336000 loss = 6.020833 testLoss 7.003062 'PTL__rev lambda = -0.9136 alpha = 0.069099 lossBound = -0.000087 W1 = 0.145439 N1 = 0.122951 deltaLoss = -0.000158 Updating 3 features NewtonStep: 0.337 0.002000 increaseLambda: 0.337 0.000000 Undoing contribution: was 0.029851180195217538 now 0.02953325528579481 96: time = 0.337000 loss = 6.040582 testLoss 7.076538 'TURB__rev lambda = -0.5688 alpha = 0.091778 lossBound = -0.000164 W1 = 0.187644 N1 = 0.164242 deltaLoss = -0.000318 Updating 4 features NewtonStep: 0.338 0.002000 increaseLambda: 0.339 0.001000 98: time = 0.339000 loss = 6.020647 testLoss 6.995630 'CHLA__rev lambda = -0.1614 alpha = -0.060158 lossBound = -0.000125 W1 = 0.179217 N1 = 0.152846 deltaLoss = -0.000186 Updating 4 features NewtonStep: 0.339 0.002000 increaseLambda: 0.34 0.001000 97: time = 0.340000 loss = 6.040399 testLoss 7.081893 'NTL__rev lambda = -1.1481 alpha = -0.186237 lossBound = -0.000074 W1 = 0.023691 N1 = 0.011802 deltaLoss = -0.000182 Updating 5 features NewtonStep: 0.341 0.002000 increaseLambda: 0.341 0.000000 Undoing: newLoss 6.020560714654896, oldLoss 6.020646675216552, deltaLossBound -8.597628153554919E-5 Updating 5 features NewtonStep: 0.342 0.002000 increaseLambda: 0.342 0.001000 increaseLambda: 0.342 0.000000 Search: 0.342 0.000000 98: time = 0.342000 loss = 6.037620 testLoss 7.107406 NTL: lambda = -4.7978 min = 5.0000 max = 26,100.0000 alpha = -4.797818 lossBound = -0.000082 W1 = 0.027938 N1 = 0.027624 deltaLoss = -0.002779 increaseLambda: 0.342 0.000000 Undoing contribution: was 0.059293361614861095 now 0.059207385333325147 99: time = 0.342000 loss = 6.020561 testLoss 6.986709 'TURB_COND__rev lambda = 0.1710 alpha = -0.037333 lossBound = -0.000086 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000086 Updating 3 features NewtonStep: 0.344 0.002000 increaseLambda: 0.344 0.000000 99: time = 0.344000 loss = 6.035718 testLoss 7.098080 'PTL__rev lambda = -0.4154 alpha = -0.183240 lossBound = -0.000914 W1 = 0.359701 N1 = 0.330426 deltaLoss = -0.001902 Updating 7 features NewtonStep: 0.345 0.003000 increaseLambda: 0.346 0.001000 100: time = 0.346000 loss = 6.020262 testLoss 7.005873 TURB_COND: lambda = -1.9944 min = 1.0000 max = 3.0000 alpha = -0.106782 lossBound = -0.000191 W1 = 0.082613 N1 = 0.073529 deltaLoss = -0.000299 Updating 5 features NewtonStep: 0.347 0.003000 increaseLambda: 0.347 0.000000 Undoing: newLoss 6.035357556309945, oldLoss 6.035718141224024, deltaLossBound -3.666066558619871E-4 Updating 6 features NewtonStep: 0.348 0.029000 increaseLambda: 0.347 0.000000 increaseLambda: 0.349 0.001000 Search: 0.348 0.001000 78: time = 0.349000 loss = 6.037914 testLoss 7.027115 TURB_COND: lambda = -1.5395 min = 1.0000 max = 3.0000 alpha = -0.154131 lossBound = -0.000453 W1 = 0.082836 N1 = 0.073529 deltaLoss = -0.000678 Updating 7 features increaseLambda: 0.348 0.000000 NewtonStep: 0.348 0.002000 increaseLambda: 0.348 0.000000 Undoing: newLoss 6.020009544581702, oldLoss 6.020262110395771, deltaLossBound -2.5270689807522584E-4 increaseLambda: 0.349 0.001000 Search: 0.349 0.000000 increaseLambda: 0.349 0.000000 Undoing contribution: was 0.059207385333325147 now 0.05895467843525026 101: time = 0.349000 loss = 6.020009 testLoss 6.990424 'TURB_COND__rev lambda = 0.1068 71: time = 0.316000 loss = 6.062542 testLoss 6.999355 'CHLA__rev lambda = 1.3493 alpha = 0.131252 lossBound = -0.000305 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000305 Updating 5 features NewtonStep: 0.351 0.002000 increaseLambda: 0.351 0.000000 Undoing: newLoss 6.03735748903574, oldLoss 6.037913892867105, deltaLossBound -5.571209265828976E-4 increaseLambda: 0.351 0.000000 Search: 0.352 0.001000 alpha = -0.064210 lossBound = -0.000253 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000253 increaseLambda: 0.352 0.000000 Undoing contribution: was 0.060829285076948535 now 0.060272164150365425 Undoing contribution: was 0.13607373614377827 now 0.1357071294879153 100: time = 0.351000 loss = 6.035352 testLoss 7.059949 'NTL_COND lambda = -1.3830 alpha = 0.233457 lossBound = -0.000367 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000367 79: time = 0.352000 loss = 6.037357 testLoss 7.003910 'TURB_COND__rev lambda = 0.3916 alpha = -0.095695 lossBound = -0.000557 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000557 Updating 5 features NewtonStep: 0.348 0.032000 increaseLambda: 0.348 0.000000 Undoing: newLoss 6.062264292725814, oldLoss 6.0625422014923975, deltaLossBound -2.966776706958941E-4 increaseLambda: 0.349 0.001000 Search: 0.349 0.000000 Updating 5 features increaseLambda: 0.349 0.000000 72: time = 0.349000 loss = 6.062246 testLoss 6.998375 ANC_COND: lambda = -1.1913 min = 1.0000 max = 2.0000 alpha = -0.683357 lossBound = -0.000297 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000297 Updating 7 features increaseLambda: 0.353 0.002000 Undoing contribution: was 0.09325901059468311 now 0.0929407502037023 101: time = 0.353000 loss = 6.035033 testLoss 7.060678 (LAKE_ORIGIN=0.0) lambda = -0.2611 alpha = 0.084834 lossBound = -0.000318 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000318 NewtonStep: 0.353 0.004000 increaseLambda: 0.355 0.002000 102: time = 0.355000 loss = 6.019772 testLoss 7.007701 TURB_COND: lambda = -2.0905 min = 1.0000 max = 3.0000 alpha = -0.096094 lossBound = -0.000150 W1 = 0.082577 N1 = 0.073529 deltaLoss = -0.000237 Updating 4 features Updating 6 features NewtonStep: 0.351 0.002000 NewtonStep: 0.355 0.002000 increaseLambda: 0.352 0.001000 Undoing: newLoss 6.075563793755794, oldLoss 6.0622455238217015, deltaLossBound -3.056044735076191E-4 increaseLambda: 0.356 0.001000 Undoing: newLoss 6.034710684554838, oldLoss 6.03503327417718, deltaLossBound -3.226039868034691E-4 increaseLambda: 0.352 0.000000 increaseLambda: 0.356 0.000000 Search: 0.356 0.000000 Search: 0.352 0.000000 increaseLambda: 0.357 0.001000 increaseLambda: 0.353 0.001000 102: time = 0.357000 loss = 6.034711 testLoss 7.073699 'PTL_COND__rev lambda = 0.1748 alpha = 0.052662 lossBound = -0.000323 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000323 73: time = 0.353000 loss = 6.061316 testLoss 6.998538 Updating 6 features NewtonStep: 0.357 0.002000 increaseLambda: 0.358 0.001000 Undoing: newLoss 6.019569889750462, oldLoss 6.019772038554802, deltaLossBound -2.0223829347809272E-4 increaseLambda: 0.358 0.000000 Search: 0.358 0.000000 increaseLambda: 0.358 0.000000 Undoing contribution: was 0.05895467843525026 now 0.058752440141773055 Updating 6 features 103: time = 0.358000 loss = 6.019570 testLoss 6.993916 NewtonStep: 0.359 0.002000 'TURB_COND__rev lambda = 0.0494 alpha = -0.057395 lossBound = -0.000202 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000202 increaseLambda: 0.359 0.000000 Undoing contribution: was 0.0030247049547209976 now 0.0024231346886967437 103: time = 0.359000 loss = 6.034109 testLoss 7.072347 'NTL__rev lambda = 0.3054 alpha = -0.132828 lossBound = -0.000180 W1 = 0.346803 N1 = 0.368874 deltaLoss = -0.000602 Updating 6 features NewtonStep: 0.361 0.002000 increaseLambda: 0.361 0.000000 Undoing contribution: was 0.1931420305487446 now 0.19293607684266226 104: time = 0.362000 loss = 6.033903 testLoss 7.073079 'PTL__rev lambda = -1.2679 alpha = 0.079400 lossBound = -0.000113 W1 = 0.145460 N1 = 0.122951 deltaLoss = -0.000206 Updating 7 features NewtonStep: 0.364 0.002000 increaseLambda: 0.364 0.000000 Updating 5 features NewtonStep: 0.364 0.006000 105: time = 0.364000 loss = 6.033313 testLoss 7.072747 PTL: lambda = 2.3314 min = 1.0000 max = 4,865.0000 alpha = 0.933136 lossBound = -0.000082 W1 = 0.020015 N1 = 0.021255 deltaLoss = -0.000590 increaseLambda: 0.364 0.000000 104: time = 0.364000 loss = 6.019381 testLoss 7.009488 TURB_COND: lambda = -2.1770 min = 1.0000 max = 3.0000 alpha = -0.086474 lossBound = -0.000119 W1 = 0.082549 N1 = 0.073529 deltaLoss = -0.000189 'NTL__rev lambda = 0.2093 alpha = 0.209332 lossBound = -0.000306 W1 = 0.342916 N1 = 0.362145 deltaLoss = -0.000929 Updating 6 features NewtonStep: 0.366 0.002000 increaseLambda: 0.367 0.001000 Undoing: newLoss 6.033133864022023, oldLoss 6.033313009408033, deltaLossBound -1.7914998262087917E-4 Updating 7 features Reducing newton stepsize from -0.05230082107802521 to -0.049445140699864686 NewtonStep: 0.367 0.003000 increaseLambda: 0.367 0.000000 increaseLambda: 0.367 0.000000 Undoing contribution: was 0.058752440141773055 now 0.05859058768815484 Search: 0.367 0.000000 105: time = 0.367000 loss = 6.019219 testLoss 6.997624 'TURB_COND__rev lambda = 0.0000 alpha = -0.049445 lossBound = -0.000162 W1 = 0.854546 N1 = 0.882353 deltaLoss = -0.000162 increaseLambda: 0.367 0.000000 106: time = 0.367000 loss = 6.033134 testLoss 7.082518 'PTL_COND__rev lambda = 0.2141 alpha = 0.039266 lossBound = -0.000179 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000179 Updating 6 features NewtonStep: 0.37 0.003000 increaseLambda: 0.37 0.000000 107: time = 0.370000 loss = 6.032902 testLoss 7.081737 'TURB__rev lambda = -0.2562 alpha = -0.098409 lossBound = -0.000066 W1 = 0.771695 N1 = 0.749584 deltaLoss = -0.000232 Updating 6 features NewtonStep: 0.37 0.003000 increaseLambda: 0.371 0.001000 Undoing contribution: was 0.001343901800675734 now 0.001055744051589652 106: time = 0.371000 loss = 6.018931 testLoss 6.999692 COND^2: lambda = -2.2299 min = 16.0000 max = 2,559,348,100.0000 alpha = 2.198878 lossBound = -0.000098 W1 = 0.001374 N1 = 0.000135 deltaLoss = -0.000288 Updating 5 features NewtonStep: 0.372 0.002000 increaseLambda: 0.372 0.000000 108: time = 0.372000 loss = 6.032671 testLoss 7.073376 COND: lambda = -2.3693 min = 4.0000 max = 50,590.0000 alpha = -2.369280 lossBound = -0.000073 W1 = 0.008814 N1 = 0.008479 deltaLoss = -0.000231 Updating 5 features NewtonStep: 0.373 0.002000 increaseLambda: 0.374 0.001000 Undoing: newLoss 6.018848871113819, oldLoss 6.018930708341902, deltaLossBound -8.946632582631744E-5 increaseLambda: 0.374 0.000000 Search: 0.374 0.000000 increaseLambda: 0.374 0.000000 Undoing contribution: was 0.0027052881483265634 now 0.0026158218224997154 107: time = 0.374000 loss = 6.018841 testLoss 7.000058 Updating 5 features ANC_COND: lambda = -1.6368 min = 1.0000 max = 2.0000 alpha = 0.455233 lossBound = -0.000089 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000089 NewtonStep: 0.375 0.003000 increaseLambda: 0.375 0.000000 109: time = 0.375000 loss = 6.032368 testLoss 7.079331 'COND__rev lambda = -0.5156 alpha = -0.096593 lossBound = -0.000097 W1 = 0.703421 N1 = 0.677996 deltaLoss = -0.000303 Updating 6 features NewtonStep: 0.377 0.003000 Updating 5 features NewtonStep: 0.377 0.002000 increaseLambda: 0.377 0.000000 increaseLambda: 0.377 0.000000 Undoing contribution: was 0.02953325528579481 now 0.029372005498862038 110: time = 0.377000 loss = 6.032207 testLoss 7.079233 'TURB__rev lambda = -0.5039 108: time = 0.377000 loss = 6.018713 testLoss 7.013048 TURB_COND: lambda = -2.2489 min = 1.0000 max = 3.0000 alpha = -0.071977 lossBound = -0.000080 W1 = 0.082515 N1 = 0.073529 deltaLoss = -0.000129 alpha = 0.064901 lossBound = -0.000083 W1 = 0.187586 N1 = 0.164242 deltaLoss = -0.000161 Updating 5 features NewtonStep: 0.38 0.003000 increaseLambda: 0.38 0.000000 109: time = 0.380000 loss = 6.018525 testLoss 7.012365 'TURB__rev lambda = -0.3071 alpha = -0.088821 lossBound = -0.000053 W1 = 0.771716 N1 = 0.749584 deltaLoss = -0.000188 Updating 4 features NewtonStep: 0.38 0.003000 increaseLambda: 0.381 0.001000 111: time = 0.381000 loss = 6.032109 testLoss 7.080583 CHLA_COND: lambda = 0.6386 min = 1.0000 max = 9.0000 alpha = 0.062565 lossBound = -0.000055 W1 = 0.104101 N1 = 0.113971 deltaLoss = -0.000098 Updating 6 features NewtonStep: 0.383 0.002000 increaseLambda: 0.384 0.001000 112: time = 0.384000 loss = 6.031687 testLoss 7.080376 PTL: lambda = 3.1075 min = 1.0000 max = 4,865.0000 alpha = 0.776115 lossBound = -0.000049 W1 = 0.019683 N1 = 0.021255 deltaLoss = -0.000422 Updating 5 features NewtonStep: 0.385 0.005000 increaseLambda: 0.386 0.001000 Undoing contribution: was 0.02782385337391945 now 0.02764307056453651 110: time = 0.386000 loss = 6.018344 testLoss 7.012252 Updating 6 features 'TURB__rev lambda = -0.1583 alpha = 0.069493 lossBound = -0.000092 W1 = 0.187592 N1 = 0.164242 deltaLoss = -0.000181 NewtonStep: 0.386 0.002000 increaseLambda: 0.386 0.000000 Undoing: newLoss 6.0315708500658385, oldLoss 6.031687089929948, deltaLossBound -1.1624184003930743E-4 increaseLambda: 0.387 0.001000 Search: 0.387 0.000000 increaseLambda: 0.387 0.000000 113: time = 0.387000 loss = 6.031571 testLoss 7.088277 'PTL_COND__rev lambda = 0.2457 alpha = 0.031640 lossBound = -0.000116 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000116 Updating 4 features NewtonStep: 0.383 0.030000 Updating 6 features NewtonStep: 0.388 0.002000 increaseLambda: 0.384 0.001000 Undoing: newLoss 6.0750728994527945, oldLoss 6.061316426099398, deltaLossBound -5.771413797147754E-4 increaseLambda: 0.389 0.001000 Undoing contribution: was 0.01368327424627533 now 0.013562115530657755 increaseLambda: 0.385 0.001000 111: time = 0.389000 loss = 6.018223 testLoss 7.008589 'COND__rev lambda = -0.5045 alpha = 0.051590 lossBound = -0.000046 W1 = 0.625234 N1 = 0.596381 deltaLoss = -0.000121 Search: 0.385 0.000000 increaseLambda: 0.385 0.000000 Updating 6 features 74: time = 0.385000 loss = 6.060093 testLoss 6.991596 'PTL__rev lambda = -0.1411 alpha = -0.141144 lossBound = -0.000577 W1 = 0.360539 N1 = 0.330426 deltaLoss = -0.001224 increaseLambda: 0.39 0.003000 114: time = 0.390000 loss = 6.031537 testLoss 7.087904 (LAKE_ORIGIN=0.0) lambda = -0.2885 alpha = -0.027409 lossBound = -0.000034 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000034 Updating 7 features NewtonStep: 0.391 0.002000 increaseLambda: 0.391 0.000000 112: time = 0.391000 loss = 6.017631 testLoss 7.037785 NTL: lambda = -5.0517 min = 5.0000 max = 26,100.0000 alpha = -5.051652 lossBound = -0.000040 W1 = 0.027607 N1 = 0.027624 deltaLoss = -0.000592 Updating 7 features NewtonStep: 0.392 0.002000 increaseLambda: 0.392 0.000000 Undoing contribution: was 0.009990120783038665 now 0.009916132280019236 115: time = 0.392000 loss = 6.031463 testLoss 7.085028 'COND__rev lambda = -0.4473 alpha = 0.040837 lossBound = -0.000028 W1 = 0.625246 N1 = 0.596381 deltaLoss = -0.000074 Updating 5 features NewtonStep: 0.394 0.003000 Updating 7 features NewtonStep: 0.394 0.002000 increaseLambda: 0.394 0.000000 Undoing contribution: was 0.0013740415305460872 now 0.0 113: time = 0.394000 loss = 6.014324 testLoss 7.032704 'NTL__rev lambda = 0.0203 alpha = -0.311035 lossBound = -0.000976 W1 = 0.352208 N1 = 0.374358 deltaLoss = -0.003307 increaseLambda: 0.395 0.001000 116: time = 0.395000 loss = 6.031411 testLoss 7.093279 TURB_COND: lambda = -2.2036 min = 1.0000 max = 3.0000 alpha = -0.045555 lossBound = -0.000033 W1 = 0.082473 N1 = 0.073529 deltaLoss = -0.000051 Updating 7 features NewtonStep: 0.397 0.002000 Updating 6 features NewtonStep: 0.397 0.003000 increaseLambda: 0.397 0.000000 117: time = 0.397000 loss = 6.031358 testLoss 7.092764 ANC^2: lambda = -2.4788 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.367741 lossBound = -0.000020 W1 = 0.001723 N1 = 0.000695 deltaLoss = -0.000053 increaseLambda: 0.398 0.001000 Undoing contribution: was 0.00200427638268692 now 0.0018626471537164899 114: time = 0.398000 loss = 6.014182 testLoss 7.019789 PTL_COND: lambda = -0.1211 min = 1.0000 max = 3.0000 alpha = 0.051034 lossBound = -0.000088 W1 = 0.235056 N1 = 0.220588 deltaLoss = -0.000142 Updating 6 features NewtonStep: 0.399 0.002000 increaseLambda: 0.4 0.001000 Undoing contribution: was 0.0024231346886967437 now 0.0023660269510717264 Updating 5 features 118: time = 0.400000 loss = 6.031301 testLoss 7.092477 'NTL__rev lambda = 0.2646 alpha = -0.040761 lossBound = -0.000017 W1 = 0.346798 N1 = 0.368874 deltaLoss = -0.000057 NewtonStep: 0.4 0.002000 increaseLambda: 0.401 0.001000 Undoing: newLoss 6.014002489747313, oldLoss 6.014182306181225, deltaLossBound -1.8114682715007855E-4 increaseLambda: 0.401 0.000000 Search: 0.401 0.000000 increaseLambda: 0.402 0.001000 Undoing contribution: was 0.1361805841459657 now 0.1359994373188166 115: time = 0.402000 loss = 6.014001 testLoss 6.993356 'NTL_COND lambda = -1.4789 alpha = 0.162281 lossBound = -0.000181 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000181 Updating 7 features NewtonStep: 0.403 0.051000 Updating 4 features NewtonStep: 0.398 0.013000 increaseLambda: 0.403 0.000000 Undoing: newLoss 6.04345623475171, oldLoss 6.037356771940522, deltaLossBound -3.7528791749138124E-4 increaseLambda: 0.398 0.000000 Undoing: newLoss 6.0597901558721725, oldLoss 6.060092580900034, deltaLossBound -3.0243771121583624E-4 increaseLambda: 0.404 0.001000 increaseLambda: 0.399 0.001000 Search: 0.404 0.000000 Search: 0.399 0.000000 increaseLambda: 0.404 0.000000 80: time = 0.404000 loss = 6.036861 testLoss 7.007952 CHLA_COND^2: lambda = 0.1095 min = 1.0000 max = 81.0000 alpha = 0.109527 lossBound = -0.000375 W1 = 0.067134 N1 = 0.079044 deltaLoss = -0.000496 increaseLambda: 0.399 0.000000 75: time = 0.399000 loss = 6.059790 testLoss 7.004215 'PTL_COND__rev lambda = 0.1269 alpha = 0.050993 lossBound = -0.000302 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000302 Updating 5 features NewtonStep: 0.404 0.002000 increaseLambda: 0.404 0.000000 Undoing: newLoss 6.013852947318813, oldLoss 6.014001159354076, deltaLossBound -1.4821521214981761E-4 increaseLambda: 0.404 0.000000 Search: 0.404 0.000000 increaseLambda: 0.405 0.001000 116: time = 0.405000 loss = 6.013853 testLoss 7.002260 'PTL_COND__rev lambda = 0.2226 alpha = 0.035721 lossBound = -0.000148 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000148 Updating 7 features NewtonStep: 0.406 0.002000 Updating 4 features NewtonStep: 0.402 0.003000 increaseLambda: 0.407 0.001000 81: time = 0.407000 loss = 6.036354 testLoss 7.032116 TURB_COND: lambda = -1.6749 min = 1.0000 max = 3.0000 alpha = -0.135360 lossBound = -0.000334 W1 = 0.082736 N1 = 0.073529 deltaLoss = -0.000507 increaseLambda: 0.402 0.000000 Undoing: newLoss 6.059548134602405, oldLoss 6.0597901431888195, deltaLossBound -2.4452611230311614E-4 increaseLambda: 0.402 0.000000 Search: 0.403 0.001000 Updating 4 features NewtonStep: 0.407 0.002000 increaseLambda: 0.403 0.000000 Undoing contribution: was 0.1364470143582421 now 0.1362024882459387 76: time = 0.403000 loss = 6.059546 testLoss 6.973340 'NTL_COND lambda = -1.5690 alpha = 0.189351 lossBound = -0.000245 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000245 increaseLambda: 0.407 0.000000 117: time = 0.407000 loss = 6.013669 testLoss 7.001588 'TURB__rev lambda = -0.3946 alpha = -0.087521 lossBound = -0.000052 W1 = 0.771718 N1 = 0.749584 deltaLoss = -0.000184 Updating 8 features NewtonStep: 0.409 0.002000 increaseLambda: 0.41 0.001000 Undoing: newLoss 6.035905004504955, oldLoss 6.036354078189194, deltaLossBound -4.495340752266237E-4 Updating 3 features increaseLambda: 0.41 0.000000 NewtonStep: 0.409 0.002000 Search: 0.41 0.000000 Updating 4 features NewtonStep: 0.405 0.002000 increaseLambda: 0.406 0.001000 increaseLambda: 0.411 0.001000 Undoing contribution: was 0.060272164150365425 now 0.059822630075139015 77: time = 0.406000 loss = 6.059151 testLoss 6.994747 TURB_COND: lambda = -1.5760 min = 1.0000 max = 3.0000 alpha = -0.119614 lossBound = -0.000262 W1 = 0.082675 N1 = 0.073529 deltaLoss = -0.000395 82: time = 0.411000 loss = 6.035905 testLoss 7.011347 'TURB_COND__rev lambda = 0.3058 alpha = -0.085859 lossBound = -0.000450 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000450 increaseLambda: 0.41 0.001000 Undoing contribution: was 0.18760215402989427 now 0.1874738906981573 118: time = 0.410000 loss = 6.013541 testLoss 7.002192 'PTL__rev lambda = -0.8516 alpha = 0.062037 lossBound = -0.000071 W1 = 0.145426 N1 = 0.122951 deltaLoss = -0.000128 Updating 5 features NewtonStep: 0.408 0.002000 increaseLambda: 0.409 0.001000 Undoing: newLoss 6.058606996710166, oldLoss 6.0591510373300865, deltaLossBound -5.4472510422685E-4 increaseLambda: 0.409 0.000000 Search: 0.409 0.000000 increaseLambda: 0.409 0.000000 Undoing contribution: was 0.059834557124015204 now 0.05928983201978911 Updating 10 features NewtonStep: 0.413 0.013000 78: time = 0.409000 loss = 6.058606 testLoss 6.971811 'TURB_COND__rev lambda = 0.2429 alpha = -0.094612 lossBound = -0.000545 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000545 increaseLambda: 0.414 0.001000 Undoing contribution: was 0.004589025505068563 now 0.004530518401333446 119: time = 0.414000 loss = 6.031242 testLoss 7.090435 CHLA_COND^2: lambda = 0.6360 min = 1.0000 max = 81.0000 alpha = -0.047865 lossBound = -0.000044 W1 = 0.069420 N1 = 0.079044 deltaLoss = -0.000059 Updating 27 features Newton: returning 0.4196907407790818 Updating 10 features Updating 8 features Updating 4 features NewtonStep: 0.416 0.005000 increaseLambda: 0.417 0.001000 Updating 4 features NewtonStep: 0.412 0.003000 NewtonStep: 0.416 0.006000 increaseLambda: 0.412 0.000000 increaseLambda: 0.416 0.000000 Undoing contribution: was 0.01569851182240851 now 0.015427666835432573 79: time = 0.412000 loss = 6.058105 testLoss 6.995914 TURB_COND: lambda = -1.7110 min = 1.0000 max = 3.0000 alpha = -0.134992 lossBound = -0.000329 W1 = 0.082732 N1 = 0.073529 deltaLoss = -0.000502 83: time = 0.417000 loss = 6.035478 testLoss 7.033794 TURB_COND: lambda = -1.8004 min = 1.0000 max = 3.0000 alpha = -0.125496 lossBound = -0.000277 W1 = 0.082687 N1 = 0.073529 deltaLoss = -0.000426 119: time = 0.416000 loss = 6.013270 testLoss 6.999315 'DOC__rev lambda = 0.4413 alpha = -0.123797 lossBound = -0.000042 W1 = 0.617868 N1 = 0.632645 deltaLoss = -0.000271 Updating 29 features Reducing stepsize from 0.20094722987724806 to 0.08918394033242771 Newton: returning 0.08918394033242771 Updating 6 features Updating 5 features NewtonStep: 0.415 0.003000 Updating 7 features NewtonStep: 0.42 0.003000 increaseLambda: 0.415 0.000000 Undoing: newLoss 6.0576875477287855, oldLoss 6.058104508189705, deltaLossBound -4.173555200015478E-4 increaseLambda: 0.421 0.001000 Undoing: newLoss 6.0351218796758666, oldLoss 6.035478233627964, deltaLossBound -3.5663985298036013E-4 increaseLambda: 0.416 0.001000 increaseLambda: 0.421 0.000000 Search: 0.416 0.000000 Loss was 6.013270206680806, now 6.012890532747973, delta -0.000380 Search: 0.421 0.000000 parallelUpdate: 0.42 0.004000 increaseLambda: 0.416 0.000000 Undoing contribution: was 0.05928983201978911 now 0.05887247649978667 increaseLambda: 0.421 0.000000 Undoing contribution: was 0.059822630075139015 now 0.05946599022216039 80: time = 0.416000 loss = 6.057687 testLoss 6.975925 'TURB_COND__rev lambda = 0.1602 alpha = -0.082698 lossBound = -0.000417 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000417 84: time = 0.421000 loss = 6.035122 testLoss 7.015359 'TURB_COND__rev lambda = 0.2294 alpha = -0.076389 lossBound = -0.000357 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000357 Updating 6 features Updating 5 features NewtonStep: 0.419 0.003000 increaseLambda: 0.423 0.003000 Undoing contribution: was 0.09447826586211594 now 0.09439234611871328 121: time = 0.423000 loss = 6.012805 testLoss 7.009360 (LAKE_ORIGIN=0.0) lambda = -0.4628 alpha = 0.043839 lossBound = -0.000086 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000086 increaseLambda: 0.419 0.000000 81: time = 0.419000 loss = 6.057290 testLoss 6.997685 Updating 7 features TURB_COND: lambda = -1.8325 min = 1.0000 max = 3.0000 alpha = -0.121567 lossBound = -0.000257 W1 = 0.082670 N1 = 0.073529 deltaLoss = -0.000397 increaseLambda: 0.425 0.004000 85: time = 0.425000 loss = 6.034900 testLoss 7.014282 (LAKE_ORIGIN=0.0) lambda = -0.4153 alpha = -0.069325 lossBound = -0.000221 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000221 Loss was 6.031242155641648, now 6.030143121520274, delta -0.001099 parallelUpdate: 0.426 0.012000 Updating 6 features NewtonStep: 0.427 0.002000 increaseLambda: 0.428 0.001000 Undoing: newLoss 6.273183389180631, oldLoss 6.034900160530336, deltaLossBound -2.2688145991273123E-4 increaseLambda: 0.428 0.000000 Search: 0.428 0.000000 Updating 4 features NewtonStep: 0.423 0.004000 increaseLambda: 0.429 0.001000 Updating 5 features NewtonStep: 0.428 0.005000 86: time = 0.429000 loss = 6.032399 testLoss 7.012133 PTL: lambda = 1.2702 min = 1.0000 max = 4,865.0000 alpha = 1.270222 lossBound = -0.000227 W1 = 0.018383 N1 = 0.021255 deltaLoss = -0.002501 increaseLambda: 0.424 0.001000 Undoing: newLoss 6.056957044731, oldLoss 6.057289918366172, deltaLossBound -3.331221591628356E-4 increaseLambda: 0.428 0.000000 122: time = 0.428000 loss = 6.012681 testLoss 7.024766 NTL_COND^2: lambda = -1.2155 min = 1.0000 max = 9.0000 alpha = -0.076776 lossBound = -0.000045 W1 = 0.128647 N1 = 0.121324 deltaLoss = -0.000123 increaseLambda: 0.424 0.000000 Search: 0.424 0.000000 increaseLambda: 0.425 0.001000 Undoing contribution: was 0.05887247649978667 now 0.058539354340622636 82: time = 0.425000 loss = 6.056957 testLoss 6.979884 'TURB_COND__rev lambda = 0.0863 alpha = -0.073805 lossBound = -0.000333 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000333 Updating 6 features NewtonStep: 0.431 0.002000 increaseLambda: 0.431 0.000000 Undoing contribution: was 0.19082447277978895 now 0.1900822818858485 87: time = 0.432000 loss = 6.031657 testLoss 7.013199 'PTL__rev lambda = -1.1510 Updating 8 features NewtonStep: 0.431 0.003000 increaseLambda: 0.431 0.000000 Undoing contribution: was 0.0018626471537164899 now 0.0018141907919667186 123: time = 0.431000 loss = 6.012633 testLoss 7.017318 PTL_COND: lambda = -0.0877 min = 1.0000 max = 3.0000 alpha = 0.029565 lossBound = -0.000030 W1 = 0.235020 N1 = 0.220588 deltaLoss = -0.000048 Updating 4 features NewtonStep: 0.427 0.002000 increaseLambda: 0.428 0.001000 83: time = 0.428000 loss = 6.056642 testLoss 6.999514 TURB_COND: lambda = -1.9420 min = 1.0000 max = 3.0000 alpha = -0.109427 lossBound = -0.000202 W1 = 0.082622 N1 = 0.073529 deltaLoss = -0.000315 alpha = 0.153143 lossBound = -0.000412 W1 = 0.145714 N1 = 0.122951 deltaLoss = -0.000742 Updating 9 features Updating 4 features NewtonStep: 0.434 0.003000 NewtonStep: 0.43 0.002000 increaseLambda: 0.431 0.001000 increaseLambda: 0.435 0.001000 Undoing: newLoss 6.056375762600929, oldLoss 6.0566417783021, deltaLossBound -2.6617259991923675E-4 Updating 7 features NewtonStep: 0.436 0.004000 increaseLambda: 0.431 0.000000 increaseLambda: 0.436 0.000000 88: time = 0.436000 loss = 6.031259 testLoss 7.035053 TURB_COND: lambda = -1.9224 min = 1.0000 max = 3.0000 alpha = -0.122086 lossBound = -0.000257 W1 = 0.082670 N1 = 0.073529 deltaLoss = -0.000398 Search: 0.431 0.000000 increaseLambda: 0.431 0.000000 Undoing contribution: was 0.058539354340622636 now 0.058273181740702625 84: time = 0.431000 loss = 6.056376 testLoss 6.983649 'TURB_COND__rev lambda = 0.0204 alpha = -0.065911 lossBound = -0.000266 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000266 Undoing: newLoss 6.0125724599974175, oldLoss 6.012632955467472, deltaLossBound -6.049601814715039E-5 Updating 7 features NewtonStep: 0.438 0.002000 increaseLambda: 0.438 0.003000 increaseLambda: 0.439 0.001000 Undoing: newLoss 6.030963622778037, oldLoss 6.031258631679999, deltaLossBound -2.9520286139033975E-4 Search: 0.438 0.000000 Updating 4 features NewtonStep: 0.434 0.003000 increaseLambda: 0.439 0.000000 increaseLambda: 0.438 0.000000 124: time = 0.438000 loss = 6.012572 testLoss 7.023044 'PTL_COND__rev lambda = 0.2542 alpha = 0.022834 lossBound = -0.000060 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000060 increaseLambda: 0.434 0.000000 Undoing contribution: was 0.028858519508064517 now 0.028521297156496216 Search: 0.439 0.000000 85: time = 0.434000 loss = 6.056038 testLoss 6.983405 'TURB__rev lambda = -0.3963 alpha = 0.095689 lossBound = -0.000170 W1 = 0.187649 N1 = 0.164242 deltaLoss = -0.000337 increaseLambda: 0.44 0.001000 Undoing contribution: was 0.05946599022216039 now 0.059170787360769216 89: time = 0.440000 loss = 6.030963 testLoss 7.018323 'TURB_COND__rev lambda = 0.1599 alpha = -0.069442 lossBound = -0.000295 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000295 Updating 25 features Reducing stepsize from 0.6902767160862343 to 0.40936192609359356 Reducing stepsize from 0.40936192609359356 to 0.030563273086186938 Newton: returning 0.030563273086186938 Updating 7 features Loss was 6.030963428818608, now 6.030395576934334, delta -0.000568 parallelUpdate: 0.441 0.001000 Updating 3 features NewtonStep: 0.437 0.003000 increaseLambda: 0.437 0.000000 Undoing: newLoss 6.06876551595052, oldLoss 6.056038383350612, deltaLossBound -3.7217378170348813E-4 increaseLambda: 0.438 0.001000 Search: 0.438 0.000000 increaseLambda: 0.438 0.000000 86: time = 0.438000 loss = 6.055426 testLoss 6.973634 'CHLA__rev lambda = -0.1175 alpha = -0.117540 lossBound = -0.000372 W1 = 0.307857 N1 = 0.279805 deltaLoss = -0.000612 Updating 6 features NewtonStep: 0.444 0.003000 increaseLambda: 0.444 0.000000 Undoing: newLoss 6.030214076591308, oldLoss 6.030395576934334, deltaLossBound -2.7512355112468577E-4 increaseLambda: 0.444 0.000000 Search: 0.445 0.001000 increaseLambda: 0.445 0.000000 91: time = 0.445000 loss = 6.029815 testLoss 7.019132 COND^2: lambda = -2.4985 min = 16.0000 max = 2,559,348,100.0000 alpha = -2.498481 lossBound = -0.000275 W1 = 0.000853 N1 = 0.000135 deltaLoss = -0.000580 Updating 8 features NewtonStep: 0.444 0.006000 increaseLambda: 0.445 0.001000 Undoing contribution: was 0.0018141907919667186 now 0.0017639936920961882 125: time = 0.445000 loss = 6.012522 testLoss 7.015475 PTL_COND: lambda = -0.0577 min = 1.0000 max = 3.0000 alpha = 0.030038 lossBound = -0.000032 W1 = 0.235021 N1 = 0.220588 deltaLoss = -0.000050 Updating 4 features NewtonStep: 0.441 0.003000 increaseLambda: 0.441 0.000000 Undoing contribution: was 0.19189977221482094 now 0.19141397797975893 87: time = 0.441000 loss = 6.054940 testLoss 6.974601 'PTL__rev lambda = -1.2276 alpha = 0.123065 lossBound = -0.000269 W1 = 0.145591 N1 = 0.122951 deltaLoss = -0.000486 Updating 6 features NewtonStep: 0.447 0.002000 increaseLambda: 0.448 0.001000 92: time = 0.448000 loss = 6.029300 testLoss 7.027532 'NTL__rev lambda = -0.8452 alpha = -0.299857 lossBound = -0.000214 W1 = 0.023845 N1 = 0.011802 deltaLoss = -0.000515 Updating 2 features NewtonStep: 0.444 0.003000 Updating 9 features NewtonStep: 0.448 0.003000 increaseLambda: 0.444 0.000000 88: time = 0.444000 loss = 6.054324 testLoss 6.969766 'PTL__rev lambda = -0.4466 alpha = -0.105444 lossBound = -0.000292 W1 = 0.363580 N1 = 0.334334 deltaLoss = -0.000617 increaseLambda: 0.449 0.001000 Undoing: newLoss 6.012479836794988, oldLoss 6.012522262349454, deltaLossBound -4.242582673185866E-5 increaseLambda: 0.449 0.000000 Updating 6 features NewtonStep: 0.45 0.002000 Search: 0.449 0.000000 increaseLambda: 0.451 0.001000 increaseLambda: 0.45 0.001000 93: time = 0.451000 loss = 6.028994 testLoss 7.046973 TURB_COND: lambda = -2.0572 min = 1.0000 max = 3.0000 126: time = 0.450000 loss = 6.012480 testLoss 7.020279 'PTL_COND__rev lambda = 0.2733 alpha = 0.019126 lossBound = -0.000042 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000042 Updating 3 features NewtonStep: 0.447 0.003000 alpha = -0.108343 lossBound = -0.000194 W1 = 0.082616 N1 = 0.073529 deltaLoss = -0.000306 increaseLambda: 0.447 0.000000 Undoing contribution: was 0.19141397797975893 now 0.19106569379753116 89: time = 0.447000 loss = 6.053976 testLoss 6.970638 'PTL__rev lambda = -1.1244 alpha = 0.103290 lossBound = -0.000194 W1 = 0.145527 N1 = 0.122951 deltaLoss = -0.000348 Updating 24 features Reducing stepsize from 0.5003413368143315 to 0.04965314686878557 Newton: returning 0.04965314686878557 Updating 4 features Loss was 6.053975522067482, now 6.053457683322928, delta -0.000518 parallelUpdate: 0.448 0.001000 Updating 7 features NewtonStep: 0.453 0.003000 increaseLambda: 0.453 0.000000 127: time = 0.453000 loss = 6.012398 testLoss 7.019581 COND^2: lambda = -2.7076 min = 16.0000 max = 2,559,348,100.0000 alpha = -0.574957 lossBound = -0.000027 W1 = 0.001164 N1 = 0.000135 deltaLoss = -0.000082 Updating 7 features NewtonStep: 0.454 0.003000 increaseLambda: 0.455 0.001000 Undoing: newLoss 6.028773774482851, oldLoss 6.028993783340517, deltaLossBound -2.2011524373613837E-4 increaseLambda: 0.455 0.000000 Search: 0.455 0.000000 increaseLambda: 0.456 0.001000 Undoing contribution: was 0.059170787360769216 now 0.05895067211703322 94: time = 0.456000 loss = 6.028774 testLoss 7.032578 Updating 4 features NewtonStep: 0.451 0.003000 increaseLambda: 0.451 0.000000 91: time = 0.451000 loss = 6.053032 testLoss 6.980669 'NTL__rev lambda = -0.7638 alpha = -0.272188 lossBound = -0.000179 W1 = 0.023807 N1 = 0.011802 deltaLoss = -0.000426 Updating 6 features NewtonStep: 0.455 0.002000 increaseLambda: 0.456 0.001000 Undoing contribution: was 0.0017639936920961882 now 0.0017161464295077475 128: time = 0.456000 loss = 6.012350 testLoss 7.012202 PTL_COND: lambda = -0.0284 min = 1.0000 max = 3.0000 alpha = 0.029290 lossBound = -0.000030 W1 = 0.235020 N1 = 0.220588 deltaLoss = -0.000048 'TURB_COND__rev lambda = 0.0881 alpha = -0.059896 lossBound = -0.000220 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000220 Updating 5 features NewtonStep: 0.454 0.003000 increaseLambda: 0.454 0.000000 Undoing: newLoss 6.052882493854508, oldLoss 6.053031896555829, deltaLossBound -1.4969578475747865E-4 increaseLambda: 0.454 0.000000 Updating 5 features NewtonStep: 0.46 0.004000 Search: 0.455 0.001000 increaseLambda: 0.46 0.000000 95: time = 0.460000 loss = 6.028268 testLoss 7.063883 NTL_COND^2: lambda = -1.1504 min = 1.0000 max = 9.0000 alpha = -0.157265 lossBound = -0.000175 W1 = 0.128744 N1 = 0.121324 deltaLoss = -0.000506 increaseLambda: 0.455 0.000000 92: time = 0.455000 loss = 6.052882 testLoss 6.984023 'CHLA__rev lambda = 1.4515 alpha = 0.091377 lossBound = -0.000150 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000150 Updating 9 features NewtonStep: 0.461 0.005000 increaseLambda: 0.461 0.000000 Undoing: newLoss 6.012316599918259, oldLoss 6.012350244600644, deltaLossBound -3.364485457556384E-5 Updating 7 features NewtonStep: 0.462 0.002000 Updating 5 features NewtonStep: 0.458 0.003000 increaseLambda: 0.462 0.001000 increaseLambda: 0.463 0.001000 Undoing: newLoss 6.0277366021207435, oldLoss 6.028267834361681, deltaLossBound -5.456368126195172E-4 Search: 0.462 0.000000 increaseLambda: 0.458 0.000000 93: time = 0.458000 loss = 6.049479 testLoss 6.982535 DOC: lambda = -2.9847 min = 0.3400 max = 290.5700 alpha = -2.984719 lossBound = -0.000144 W1 = 0.018328 N1 = 0.016866 deltaLoss = -0.003403 increaseLambda: 0.463 0.000000 increaseLambda: 0.462 0.000000 129: time = 0.462000 loss = 6.012317 testLoss 7.016485 'PTL_COND__rev lambda = 0.2903 alpha = 0.017033 lossBound = -0.000034 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000034 Search: 0.463 0.000000 increaseLambda: 0.464 0.001000 Undoing contribution: was 0.13733857959491716 now 0.13679294278229784 96: time = 0.464000 loss = 6.027722 testLoss 7.016877 'NTL_COND lambda = -1.7036 alpha = 0.287204 lossBound = -0.000546 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000546 Updating 4 features NewtonStep: 0.46 0.002000 increaseLambda: 0.461 0.001000 Undoing: newLoss 6.154537664928821, oldLoss 6.0494790941939005, deltaLossBound -1.8190519669860781E-4 increaseLambda: 0.461 0.000000 Updating 7 features Search: 0.461 0.000000 increaseLambda: 0.467 0.003000 Undoing contribution: was 0.07162883778237727 now 0.0714762547726977 increaseLambda: 0.462 0.001000 97: time = 0.467000 loss = 6.027570 testLoss 7.017479 (URBAN=1.0) lambda = 0.5032 alpha = -0.035649 lossBound = -0.000153 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000153 94: time = 0.462000 loss = 6.047584 testLoss 6.980954 PTL: lambda = 1.1343 min = 1.0000 max = 4,865.0000 alpha = 1.134346 lossBound = -0.000182 W1 = 0.018691 N1 = 0.021255 deltaLoss = -0.001895 Updating 7 features NewtonStep: 0.466 0.004000 increaseLambda: 0.466 0.000000 130: time = 0.466000 loss = 6.012283 testLoss 7.018071 CHLA_COND^2: lambda = 1.0213 min = 1.0000 max = 81.0000 alpha = 0.039105 lossBound = -0.000024 W1 = 0.069401 N1 = 0.079044 deltaLoss = -0.000034 Updating 7 features NewtonStep: 0.469 0.002000 Updating 4 features NewtonStep: 0.464 0.002000 increaseLambda: 0.469 0.000000 98: time = 0.469000 loss = 6.026671 testLoss 7.016972 PTL: lambda = 2.7253 min = 1.0000 max = 4,865.0000 alpha = 1.416283 lossBound = -0.000111 W1 = 0.020506 N1 = 0.021255 deltaLoss = -0.000899 increaseLambda: 0.465 0.001000 95: time = 0.465000 loss = 6.047279 testLoss 7.000417 TURB_COND: lambda = -2.0818 min = 1.0000 max = 3.0000 alpha = -0.108457 lossBound = -0.000193 W1 = 0.082614 N1 = 0.073529 deltaLoss = -0.000305 Updating 5 features NewtonStep: 0.469 0.003000 increaseLambda: 0.47 0.001000 Undoing: newLoss 6.026012767223775, oldLoss 6.012282880616011, deltaLossBound -2.328936405060364E-5 increaseLambda: 0.47 0.000000 Search: 0.47 0.000000 increaseLambda: 0.471 0.001000 131: time = 0.471000 loss = 6.012245 testLoss 7.015736 'CHLA__rev lambda = -0.0295 alpha = -0.029484 lossBound = -0.000023 W1 = 0.309515 N1 = 0.279805 deltaLoss = -0.000038 Updating 5 features NewtonStep: 0.472 0.003000 Updating 6 features increaseLambda: 0.472 0.000000 NewtonStep: 0.467 0.002000 99: time = 0.472000 loss = 6.026339 testLoss 7.037257 TURB_COND: lambda = -2.1703 min = 1.0000 max = 3.0000 alpha = -0.113112 lossBound = -0.000209 W1 = 0.082628 N1 = 0.073529 deltaLoss = -0.000332 increaseLambda: 0.468 0.001000 96: time = 0.468000 loss = 6.047107 testLoss 6.993153 'CHLA__rev lambda = -0.3644 alpha = -0.058886 lossBound = -0.000113 W1 = 0.179409 N1 = 0.153039 deltaLoss = -0.000172 Updating 4 features NewtonStep: 0.474 0.003000 Updating 8 features NewtonStep: 0.475 0.003000 increaseLambda: 0.474 0.000000 Updating 4 features 132: time = 0.474000 loss = 6.012051 testLoss 7.015659 PTL: lambda = 1.9216 min = 1.0000 max = 4,865.0000 NewtonStep: 0.47 0.002000 alpha = 0.424710 lossBound = -0.000029 W1 = 0.019487 N1 = 0.021255 deltaLoss = -0.000194 increaseLambda: 0.475 0.000000 Undoing: newLoss 6.02616889500058, oldLoss 6.026339366282744, deltaLossBound -1.7053448846379997E-4 increaseLambda: 0.47 0.000000 Undoing contribution: was 0.01095259339692622 now 0.010695441144155432 increaseLambda: 0.475 0.000000 97: time = 0.470000 loss = 6.046850 testLoss 6.991283 'ANC__rev lambda = -0.4953 alpha = 0.171660 lossBound = -0.000121 W1 = 0.043181 N1 = 0.028343 deltaLoss = -0.000257 Search: 0.476 0.001000 increaseLambda: 0.476 0.000000 Undoing contribution: was 0.05895067211703322 now 0.05878013762857106 100: time = 0.476000 loss = 6.026169 testLoss 7.024620 'TURB_COND__rev lambda = 0.0354 alpha = -0.052675 lossBound = -0.000171 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000171 Updating 6 features NewtonStep: 0.473 0.003000 Updating 5 features NewtonStep: 0.477 0.003000 increaseLambda: 0.473 0.000000 Updating 6 features 98: time = 0.473000 loss = 6.046584 testLoss 6.990420 increaseLambda: 0.477 0.000000 NewtonStep: 0.478 0.002000 Undoing: newLoss 6.012004409859514, oldLoss 6.012050851581707, deltaLossBound -4.644204767422606E-5 increaseLambda: 0.478 0.001000 increaseLambda: 0.479 0.001000 Undoing contribution: was 0.010252800454358285 now 0.009755583203936885 101: time = 0.479000 loss = 6.025672 testLoss 7.016901 'COND__rev lambda = -0.4239 alpha = 0.105223 lossBound = -0.000186 W1 = 0.625134 N1 = 0.596381 deltaLoss = -0.000497 Search: 0.478 0.000000 Updating 9 features 'TURB__rev lambda = -0.6666 alpha = -0.105352 lossBound = -0.000075 W1 = 0.770317 N1 = 0.748154 deltaLoss = -0.000266 increaseLambda: 0.48 0.002000 133: time = 0.480000 loss = 6.012004 testLoss 7.020683 'PTL_COND__rev lambda = 0.3103 alpha = 0.020010 lossBound = -0.000046 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000046 Updating 6 features NewtonStep: 0.481 0.002000 Updating 4 features NewtonStep: 0.477 0.004000 increaseLambda: 0.482 0.001000 102: time = 0.482000 loss = 6.021161 testLoss 7.041568 NTL: lambda = -4.9482 min = 5.0000 max = 26,100.0000 alpha = -4.948187 lossBound = -0.000121 W1 = 0.028171 N1 = 0.027624 deltaLoss = -0.004511 Reducing newton stepsize from 2.8859481918141108 to 2.354818416319778 increaseLambda: 0.477 0.000000 Undoing: newLoss 6.046372038134398, oldLoss 6.0465839758673345, deltaLossBound -2.1194410601775484E-4 NewtonStep: 0.481 0.055000 increaseLambda: 0.477 0.000000 Search: 0.478 0.001000 increaseLambda: 0.478 0.000000 99: time = 0.478000 loss = 6.046372 testLoss 7.001029 'PTL_COND__rev lambda = 0.1759 Updating 6 features NewtonStep: 0.482 0.002000 alpha = 0.042703 lossBound = -0.000212 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000212 increaseLambda: 0.482 0.000000 134: time = 0.482000 loss = 6.011909 testLoss 7.019903 COND^2: lambda = -3.3470 min = 16.0000 max = 2,559,348,100.0000 alpha = -0.639343 lossBound = -0.000029 W1 = 0.001166 N1 = 0.000135 deltaLoss = -0.000095 increaseLambda: 0.483 0.002000 Undoing contribution: was 4.184244854361204E-4 now 0.0 121: time = 0.483000 loss = 6.029654 testLoss 7.108530 COND^2: lambda = 0.0000 min = 16.0000 max = 2,559,348,100.0000 alpha = 2.354818 lossBound = -0.000118 W1 = 0.001226 N1 = 0.000135 deltaLoss = -0.000489 Updating 6 features NewtonStep: 0.485 0.003000 increaseLambda: 0.485 0.000000 Undoing: newLoss 6.033981882468175, oldLoss 6.021160563779179, deltaLossBound -8.681567023417253E-4 increaseLambda: 0.485 0.000000 Search: 0.485 0.000000 Updating 6 features NewtonStep: 0.485 0.003000 increaseLambda: 0.486 0.001000 103: time = 0.486000 loss = 6.019345 testLoss 7.032745 'PTL__rev lambda = -0.1730 alpha = -0.172988 lossBound = -0.000868 W1 = 0.360456 N1 = 0.330426 deltaLoss = -0.001815 increaseLambda: 0.485 0.000000 Undoing: newLoss 6.026131132942823, oldLoss 6.0119091679500505, deltaLossBound -2.101118835122571E-5 Updating 7 features NewtonStep: 0.481 0.003000 increaseLambda: 0.486 0.001000 increaseLambda: 0.482 0.001000 Undoing contribution: was 0.028521297156496216 now 0.028291301837726556 100: time = 0.482000 loss = 6.046142 testLoss 7.000875 'TURB__rev lambda = -0.3063 alpha = 0.078521 lossBound = -0.000117 W1 = 0.187610 N1 = 0.164242 deltaLoss = -0.000230 Search: 0.486 0.000000 increaseLambda: 0.486 0.000000 135: time = 0.486000 loss = 6.011843 testLoss 7.020133 'NTL__rev lambda = 0.0547 alpha = 0.054655 lossBound = -0.000021 W1 = 0.343824 N1 = 0.365210 deltaLoss = -0.000066 Updating 7 features NewtonStep: 0.488 0.002000 increaseLambda: 0.489 0.001000 Undoing: newLoss 6.018975117081398, oldLoss 6.019345257732508, deltaLossBound -3.7652194671778977E-4 increaseLambda: 0.489 0.000000 Updating 6 features NewtonStep: 0.484 0.002000 Search: 0.489 0.000000 Updating 5 features increaseLambda: 0.485 0.001000 Reducing newton stepsize from 0.03542461196798544 to 0.02836444760111203 increaseLambda: 0.49 0.001000 Undoing contribution: was 0.13679294278229784NewtonStep: 0.489 0.003000 Undoing contribution: was 0.015850194100147746 now 0.01547412968834459 101: time = 0.485000 loss = 6.045766 testLoss 6.977242 NTL_COND: lambda = -0.2873 min = 1.0000 max = 3.0000 alpha = 0.110289 lossBound = -0.000171 W1 = 0.171581 N1 = 0.161765 deltaLoss = -0.000376 increaseLambda: 0.489 0.000000 Undoing contribution: was 0.0017161464295077475 now 0.0016484916493385124 136: time = 0.489000 loss = 6.011775 testLoss 7.012966 PTL_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = 0.028364 lossBound = -0.000045 W1 = 0.234225 N1 = 0.220588 deltaLoss = -0.000068 now 0.13641642083558073 104: time = 0.491000 loss = 6.018969 testLoss 6.994076 'NTL_COND lambda = -1.4669 alpha = 0.236713 lossBound = -0.000377 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000377 Updating 8 features NewtonStep: 0.487 0.002000 increaseLambda: 0.488 0.001000 Undoing: newLoss 6.045646516653798, oldLoss 6.045765972030743, deltaLossBound -1.1964009812023878E-4 Updating 9 features NewtonStep: 0.492 0.003000 increaseLambda: 0.488 0.000000 Updating 7 features NewtonStep: 0.493 0.002000 increaseLambda: 0.492 0.000000 Search: 0.488 0.000000 Undoing contribution: was 0.04062326577084368 now 0.04061486073949099 137: time = 0.492000 loss = 6.011767 testLoss 7.009514 TURB_COND: lambda = -2.2880 min = 1.0000 max = 3.0000 alpha = 0.018894 lossBound = -0.000005 W1 = 0.082448 N1 = 0.073529 deltaLoss = -0.000008 increaseLambda: 0.493 0.000000 Undoing: newLoss 6.01878243956668, oldLoss 6.018968735785791, deltaLossBound -1.8630117947012934E-4 increaseLambda: 0.489 0.001000 102: time = 0.489000 loss = 6.045646 testLoss 6.980250 'CHLA__rev lambda = 1.5331 alpha = 0.081568 lossBound = -0.000120 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000120 increaseLambda: 0.494 0.001000 Search: 0.494 0.000000 increaseLambda: 0.494 0.000000 105: time = 0.494000 loss = 6.018782 testLoss 7.004036 'PTL_COND__rev lambda = 0.1724 alpha = 0.040041 lossBound = -0.000186 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000186 Updating 6 features NewtonStep: 0.5 0.008000 Updating 8 features increaseLambda: 0.5 0.000000 Undoing: newLoss 6.012574976317279, oldLoss 6.011767078421725, deltaLossBound -1.57786886085784E-5 increaseLambda: 0.496 0.007000 Undoing contribution: was 0.018234020410885066 now 0.018136099901225222 103: time = 0.496000 loss = 6.045548 testLoss 6.980756 (URBAN=0.0) lambda = -0.1643 alpha = 0.028552 lossBound = -0.000098 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000098 Updating 6 features increaseLambda: 0.501 0.001000 NewtonStep: 0.502 0.008000 Search: 0.501 0.000000 increaseLambda: 0.502 0.000000 Undoing: newLoss 6.032103328551495, oldLoss 6.018782434606321, deltaLossBound -1.328644693606607E-4 increaseLambda: 0.501 0.000000 increaseLambda: 0.502 0.000000 138: time = 0.501000 loss = 6.011644 testLoss 7.006238 COND: lambda = -0.9189 min = 4.0000 max = 50,590.0000 alpha = -0.918864 lossBound = -0.000016 W1 = 0.009252 N1 = 0.008479 deltaLoss = -0.000123 Search: 0.503 0.001000 increaseLambda: 0.503 0.000000 106: time = 0.503000 loss = 6.018565 testLoss 6.998339 'CHLA__rev lambda = -0.0703 alpha = -0.070332 lossBound = -0.000133 W1 = 0.308717 N1 = 0.279805 deltaLoss = -0.000217 Updating 7 features NewtonStep: 0.498 0.002000 increaseLambda: 0.499 0.001000 Undoing: newLoss 6.059433037797266, oldLoss 6.045548411422963, deltaLossBound -7.806027634493296E-5 Updating 6 features NewtonStep: 0.503 0.002000 increaseLambda: 0.499 0.000000 increaseLambda: 0.503 0.000000 Undoing contribution: was 0.0012327302950611628 now 9.776696566511976E-4 139: time = 0.503000 loss = 6.011389 testLoss 7.008028 COND^2: lambda = -1.4382 min = 16.0000 max = 2,559,348,100.0000 alpha = 1.908804 lossBound = -0.000081 W1 = 0.001309 N1 = 0.000135 deltaLoss = -0.000255 Search: 0.499 0.000000 increaseLambda: 0.5 0.001000 Updating 6 features 104: time = 0.500000 loss = 6.045310 testLoss 6.981088 'NTL__rev lambda = 0.1054 alpha = 0.105418 lossBound = -0.000078 W1 = 0.344554 N1 = 0.365210 deltaLoss = -0.000239 NewtonStep: 0.505 0.002000 increaseLambda: 0.505 0.000000 Undoing contribution: was 0.02842637138832624 now 0.02795575328925923 107: time = 0.505000 loss = 6.018095 testLoss 6.997978 'TURB__rev lambda = -0.2711 alpha = 0.113092 lossBound = -0.000239 W1 = 0.187699 N1 = 0.164242 deltaLoss = -0.000471 Updating 8 features NewtonStep: 0.505 0.002000 increaseLambda: 0.505 0.000000 Undoing: newLoss 6.03252363026478, oldLoss 6.011388956114444, deltaLossBound -3.0518563851818096E-5 increaseLambda: 0.505 0.000000 Updating 4 features NewtonStep: 0.501 0.001000 Search: 0.506 0.001000 increaseLambda: 0.502 0.001000 105: time = 0.502000 loss = 6.044889 testLoss 6.977154 'PTL__rev lambda = -0.2349 Updating 3 features increaseLambda: 0.506 0.000000 NewtonStep: 0.507 0.002000 140: time = 0.506000 loss = 6.011307 testLoss 7.012384 'COND__rev lambda = -0.0685 alpha = -0.068507 lossBound = -0.000031 W1 = 0.702357 N1 = 0.677996 deltaLoss = -0.000082 alpha = -0.086743 lossBound = -0.000202 W1 = 0.359612 N1 = 0.330426 deltaLoss = -0.000420 increaseLambda: 0.507 0.000000 Undoing: newLoss 6.040634186191392, oldLoss 6.018094551381618, deltaLossBound -1.5199638857140026E-4 increaseLambda: 0.508 0.001000 Search: 0.508 0.000000 increaseLambda: 0.508 0.000000 108: time = 0.508000 loss = 6.017661 testLoss 7.007463 'COND__rev lambda = -0.1531 alpha = -0.153108 lossBound = -0.000152 W1 = 0.701182 N1 = 0.677996 deltaLoss = -0.000434 Updating 7 features NewtonStep: 0.508 0.002000 Updating 6 features increaseLambda: 0.508 0.000000 141: time = 0.508000 loss = 6.010915 testLoss 7.009435 COND: lambda = -1.6640 min = 4.0000 max = 50,590.0000 alpha = -0.745157 lossBound = -0.000044 W1 = 0.009642 N1 = 0.008479 deltaLoss = -0.000392 increaseLambda: 0.504 0.002000 Undoing contribution: was 0.09325901059468311 now 0.09315373535440319 106: time = 0.504000 loss = 6.044784 testLoss 6.977648 (LAKE_ORIGIN=0.0) lambda = -0.2974 alpha = 0.048557 lossBound = -0.000105 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000105 Updating 1 features NewtonStep: 0.51 0.002000 increaseLambda: 0.511 0.001000 Undoing: newLoss 6.043355211087864, oldLoss 6.017660934774953, deltaLossBound -1.4948063615434352E-4 increaseLambda: 0.511 0.000000 Search: 0.511 0.000000 Updating 7 features NewtonStep: 0.507 0.003000 Updating 8 features increaseLambda: 0.512 0.001000 NewtonStep: 0.511 0.003000 109: time = 0.512000 loss = 6.017129 testLoss 7.006008 'TURB__rev lambda = -0.1654 alpha = -0.165422 lossBound = -0.000149 W1 = 0.770927 N1 = 0.749584 deltaLoss = -0.000532 increaseLambda: 0.507 0.000000 Undoing: newLoss 6.044705621465017, oldLoss 6.044783825520452, deltaLossBound -7.820496368548895E-5 increaseLambda: 0.511 0.000000 142: time = 0.511000 loss = 6.010776 testLoss 7.009395 PTL: lambda = 2.2787 min = 1.0000 max = 4,865.0000 alpha = 0.357099 lossBound = -0.000020 W1 = 0.019424 N1 = 0.021255 deltaLoss = -0.000139 increaseLambda: 0.507 0.000000 Search: 0.507 0.000000 increaseLambda: 0.508 0.001000 107: time = 0.508000 loss = 6.044706 testLoss 6.984147 'PTL_COND__rev lambda = 0.2019 alpha = 0.025959 lossBound = -0.000078 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000078 Updating 2 features Updating 8 features NewtonStep: 0.514 0.002000 NewtonStep: 0.513 0.002000 increaseLambda: 0.514 0.000000 Undoing: newLoss 6.016984637862974, oldLoss 6.0171294185841955, deltaLossBound -1.4478375615094795E-4 increaseLambda: 0.513 0.000000 Undoing: newLoss 6.010737553398669, oldLoss 6.010775679899119, deltaLossBound -3.812672092159302E-5 increaseLambda: 0.514 0.000000 increaseLambda: 0.513 0.000000 Search: 0.514 0.000000 Search: 0.513 0.000000 Updating 6 features NewtonStep: 0.51 0.002000 increaseLambda: 0.515 0.001000 increaseLambda: 0.514 0.001000 110: time = 0.515000 loss = 6.016985 testLoss 7.014810 'PTL_COND__rev lambda = 0.2078 alpha = 0.035306 lossBound = -0.000145 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000145 143: time = 0.514000 loss = 6.010738 testLoss 7.013951 'PTL_COND__rev lambda = 0.3285 alpha = 0.018131 lossBound = -0.000038 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000038 increaseLambda: 0.51 0.000000 108: time = 0.510000 loss = 6.044609 testLoss 6.978710 'CHLA__rev lambda = -0.4087 alpha = -0.044344 lossBound = -0.000063 W1 = 0.179376 N1 = 0.153039 deltaLoss = -0.000097 Updating 10 features NewtonStep: 0.515 0.001000 Updating 4 features NewtonStep: 0.516 0.001000 increaseLambda: 0.516 0.001000 Updating 5 features 144: time = 0.516000 loss = 6.010592 testLoss 7.012054 COND: lambda = -2.1744 min = 4.0000 max = 50,590.0000 NewtonStep: 0.512 0.002000 increaseLambda: 0.517 0.001000 Undoing contribution: was 0.010065103622919035 now 0.009852513994178212 111: time = 0.517000 loss = 6.016772 testLoss 7.013158 'ANC__rev lambda = -0.5618 alpha = 0.153248 lossBound = -0.000103 W1 = 0.043162 N1 = 0.028343 deltaLoss = -0.000213 Updating 9 features NewtonStep: 0.516 0.033000 increaseLambda: 0.512 0.000000 Undoing contribution: was 0.19106569379753116 now 0.19091988872060442 109: time = 0.512000 loss = 6.044463 testLoss 6.979345 'PTL__rev lambda = -1.0265 alpha = 0.066096 lossBound = -0.000081 W1 = 0.145434 N1 = 0.122951 deltaLoss = -0.000146 increaseLambda: 0.516 0.000000 122: time = 0.516000 loss = 6.029220 testLoss 7.107033 ANC^2: lambda = -3.5351 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.848216 lossBound = -0.000176 W1 = 0.001879 N1 = 0.000695 deltaLoss = -0.000433 alpha = -0.510424 lossBound = -0.000014 W1 = 0.009542 N1 = 0.008479 deltaLoss = -0.000146 Updating 3 features NewtonStep: 0.519 0.002000 Updating 4 features NewtonStep: 0.514 0.002000 increaseLambda: 0.519 0.000000 Undoing: newLoss 6.0352519484118226, oldLoss 6.016772045199304, deltaLossBound -4.8861587287914784E-5 increaseLambda: 0.519 0.000000 increaseLambda: 0.514 0.000000 Undoing: newLoss 6.066790887414685, oldLoss 6.044462731047489, deltaLossBound -8.302611111108283E-5 Search: 0.52 0.001000 increaseLambda: 0.515 0.001000 increaseLambda: 0.52 0.000000 Search: 0.515 0.000000 112: time = 0.520000 loss = 6.016693 testLoss 7.020706 'NTL__rev lambda = -0.2553 alpha = -0.255311 lossBound = -0.000049 W1 = 0.023213 N1 = 0.012042 deltaLoss = -0.000080 increaseLambda: 0.516 0.001000 110: time = 0.516000 loss = 6.044223 testLoss 6.986431 'COND__rev lambda = -0.1131 alpha = -0.113081 lossBound = -0.000083 W1 = 0.701852 N1 = 0.677996 deltaLoss = -0.000239 Updating 8 features NewtonStep: 0.52 0.004000 increaseLambda: 0.52 0.000000 Undoing contribution: was 9.776696566511976E-4 now 8.738958378766203E-4 145: time = 0.520000 loss = 6.010488 testLoss 7.013021 COND^2: lambda = -0.4392 min = 16.0000 max = 2,559,348,100.0000 alpha = 0.998960 lossBound = -0.000030 W1 = 0.001184 N1 = 0.000135 deltaLoss = -0.000104 Updating 4 features increaseLambda: 0.522 0.002000 Undoing contribution: was 0.09348044383933285 now 0.09321177376014855 113: time = 0.523000 loss = 6.016424 testLoss 7.021399 (LAKE_ORIGIN=0.0) lambda = -0.3374 alpha = 0.077873 lossBound = -0.000269 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000269 Updating 4 features NewtonStep: 0.518 0.002000 increaseLambda: 0.518 0.000000 Undoing: newLoss 6.044172739466417, oldLoss 6.044223478601498, deltaLossBound -5.0814391341039915E-5 Updating 9 features NewtonStep: 0.522 0.002000 increaseLambda: 0.518 0.000000 increaseLambda: 0.522 0.000000 146: time = 0.522000 loss = 6.010334 testLoss 7.011110 COND: lambda = -2.6864 min = 4.0000 max = 50,590.0000 alpha = -0.511957 lossBound = -0.000016 W1 = 0.009546 N1 = 0.008479 deltaLoss = -0.000154 Search: 0.519 0.001000 increaseLambda: 0.519 0.000000 111: time = 0.519000 loss = 6.044173 testLoss 6.999747 'NTL_COND lambda = -1.6446 alpha = -0.082630 lossBound = -0.000051 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000051 Updating 4 features NewtonStep: 0.524 0.001000 increaseLambda: 0.525 0.001000 114: time = 0.525000 loss = 6.016180 testLoss 7.025702 CHLA_COND^2: lambda = 0.2226 min = 1.0000 max = 81.0000 alpha = 0.109767 lossBound = -0.000171 W1 = 0.069596 N1 = 0.079044 deltaLoss = -0.000244 Updating 5 features NewtonStep: 0.524 0.002000 increaseLambda: 0.524 0.000000 147: time = 0.524000 loss = 6.010266 testLoss 7.013946 'COND__rev lambda = -0.1133 alpha = -0.044822 lossBound = -0.000022 W1 = 0.703508 N1 = 0.677996 deltaLoss = -0.000068 Updating 4 features NewtonStep: 0.521 0.002000 increaseLambda: 0.521 0.000000 112: time = 0.521000 loss = 6.044097 testLoss 6.994944 'CHLA__rev lambda = -0.4480 alpha = -0.039257 lossBound = -0.000049 W1 = 0.179366 N1 = 0.153039 deltaLoss = -0.000076 Updating 3 features NewtonStep: 0.527 0.002000 increaseLambda: 0.527 0.000000 Undoing contribution: was 0.1900822818858485 now 0.18984164015891933 115: time = 0.527000 loss = 6.015939 testLoss 7.026475 'PTL__rev lambda = -1.0492 alpha = 0.085799 lossBound = -0.000133 W1 = 0.145476 N1 = 0.122951 deltaLoss = -0.000241 Updating 8 features NewtonStep: 0.526 0.010000 increaseLambda: 0.527 0.001000 Undoing: newLoss 6.029107114474389, oldLoss 6.029220327013138, deltaLossBound -1.1356931908250109E-4 increaseLambda: 0.527 0.000000 Updating 3 features NewtonStep: 0.523 0.002000 Search: 0.527 0.000000 increaseLambda: 0.523 0.000000 Undoing: newLoss 6.044014099356888, oldLoss 6.04409713720697, deltaLossBound -8.312537409570567E-5 increaseLambda: 0.527 0.000000 123: time = 0.527000 loss = 6.029107 testLoss 7.126771 'NTL_COND lambda = -1.3495 alpha = -0.122721 lossBound = -0.000114 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000114 increaseLambda: 0.524 0.001000 Search: 0.524 0.000000 increaseLambda: 0.524 0.000000 113: time = 0.524000 loss = 6.044014 testLoss 6.997463 'CHLA__rev lambda = 1.6010 alpha = 0.067849 lossBound = -0.000083 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000083 Updating 9 features NewtonStep: 0.529 0.002000 increaseLambda: 0.529 0.000000 124: time = 0.529000 loss = 6.029032 testLoss 7.127954 CHLA_COND: lambda = 0.7212 min = 1.0000 max = 9.0000 alpha = 0.054362 lossBound = -0.000043 W1 = 0.104084 N1 = 0.113971 deltaLoss = -0.000075 Updating 4 features NewtonStep: 0.532 0.005000 Updating 9 features NewtonStep: 0.531 0.002000 increaseLambda: 0.532 0.000000 116: time = 0.532000 loss = 6.015615 testLoss 7.016606 'CHLA__rev lambda = -0.6974 alpha = -0.079261 lossBound = -0.000217 W1 = 0.179479 N1 = 0.153039 deltaLoss = -0.000324 increaseLambda: 0.531 0.000000 Undoing contribution: was 0.0045337361983329065 now 0.00444121185951656 125: time = 0.531000 loss = 6.028939 testLoss 7.125390 CHLA_COND^2: lambda = 0.5678 min = 1.0000 max = 81.0000 alpha = -0.059672 lossBound = -0.000070 W1 = 0.069447 N1 = 0.079044 deltaLoss = -0.000093 Updating 8 features NewtonStep: 0.533 0.002000 Updating 5 features NewtonStep: 0.534 0.002000 increaseLambda: 0.533 0.000000 126: time = 0.533000 loss = 6.028857 testLoss 7.126622 CHLA_COND: lambda = 0.7780 min = 1.0000 max = 9.0000 alpha = 0.056784 lossBound = -0.000046 W1 = 0.104089 N1 = 0.113971 deltaLoss = -0.000082 Updating 5 features Reducing newton stepsize from 0.6829468329235444 to 0.4392259188463774 NewtonStep: 0.534 0.010000 increaseLambda: 0.534 0.000000 Updating 9 features NewtonStep: 0.534 0.001000 117: time = 0.535000 loss = 6.015459 testLoss 7.030788 TURB_COND: lambda = -2.2490 min = 1.0000 max = 3.0000 alpha = -0.078666 lossBound = -0.000098 W1 = 0.082531 N1 = 0.073529 deltaLoss = -0.000156 increaseLambda: 0.535 0.001000 Undoing contribution: was 0.00444121185951656 now 0.004357449321816855 127: time = 0.535000 loss = 6.028774 testLoss 7.124181 CHLA_COND^2: lambda = 0.5109 min = 1.0000 max = 81.0000 alpha = -0.056918 lossBound = -0.000063 W1 = 0.069440 N1 = 0.079044 deltaLoss = -0.000084 Updating 4 features Reducing newton stepsize from -0.0542280355552994 to -0.0354098011442021 NewtonStep: 0.537 0.002000 Updating 8 features NewtonStep: 0.536 0.001000 increaseLambda: 0.538 0.001000 Undoing contribution: was 0.05878013762857106 now 0.05862582175514388 increaseLambda: 0.537 0.001000 118: time = 0.538000 loss = 6.015305 testLoss 7.022254 'TURB_COND__rev lambda = 0.0000 alpha = -0.035410 lossBound = -0.000154 W1 = 0.856510 N1 = 0.882353 deltaLoss = -0.000154 128: time = 0.537000 loss = 6.028700 testLoss 7.125355 CHLA_COND: lambda = 0.8319 min = 1.0000 max = 9.0000 alpha = 0.053935 lossBound = -0.000042 W1 = 0.104082 N1 = 0.113971 deltaLoss = -0.000074 Updating 8 features NewtonStep: 0.538 0.001000 Updating 5 features NewtonStep: 0.539 0.001000 increaseLambda: 0.539 0.001000 Undoing contribution: was 0.004357449321816855 now 0.0042822411412571275 129: time = 0.539000 loss = 6.028625 testLoss 7.123040 CHLA_COND^2: lambda = 0.4569 min = 1.0000 max = 81.0000 alpha = -0.054069 lossBound = -0.000057 W1 = 0.069433 N1 = 0.079044 deltaLoss = -0.000075 increaseLambda: 0.54 0.001000 119: time = 0.540000 loss = 6.015112 testLoss 7.021305 ANC^2: lambda = -2.6270 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.602975 lossBound = -0.000080 W1 = 0.001791 N1 = 0.000695 deltaLoss = -0.000193 Updating 30 features Newton: returning 0.3589370907796772 Updating 6 features Updating 8 features NewtonStep: 0.54 0.001000 Loss was 6.015112089057794, now 6.013826912475321, delta -0.001285 parallelUpdate: 0.541 0.001000 increaseLambda: 0.54 0.000000 130: time = 0.540000 loss = 6.028559 testLoss 7.124159 CHLA_COND: lambda = 0.8831 min = 1.0000 max = 9.0000 alpha = 0.051214 lossBound = -0.000037 W1 = 0.104077 N1 = 0.113971 deltaLoss = -0.000066 Updating 7 features Updating 7 features NewtonStep: 0.542 0.002000 increaseLambda: 0.542 0.008000 Undoing contribution: was 8.738958378766203E-4 now 8.215616453619067E-4 148: time = 0.542000 loss = 6.010214 testLoss 7.014364 COND^2: lambda = 0.0000 min = 16.0000 max = 2,559,348,100.0000 alpha = 0.439226 lossBound = -0.000016 W1 = 0.001080 N1 = 0.000135 deltaLoss = -0.000052 increaseLambda: 0.542 0.000000 Undoing contribution: was 0.0042822411412571275 now 0.004214763929712585 131: time = 0.542000 loss = 6.028491 testLoss 7.121965 CHLA_COND^2: lambda = 0.4055 min = 1.0000 max = 81.0000 alpha = -0.051337 lossBound = -0.000051 W1 = 0.069427 N1 = 0.079044 deltaLoss = -0.000067 NewtonStep: 0.543 0.002000 increaseLambda: 0.544 0.001000 Undoing contribution: was 0.02795575328925923 now 0.02777273112973275 121: time = 0.544000 loss = 6.013644 testLoss 7.039825 'TURB__rev lambda = -0.1578 alpha = 0.070134 lossBound = -0.000092 W1 = 0.187593 N1 = 0.164242 deltaLoss = -0.000183 Updating 6 features NewtonStep: 0.544 0.002000 increaseLambda: 0.544 0.000000 132: time = 0.544000 loss = 6.028432 testLoss 7.123030 CHLA_COND: lambda = 0.9317 min = 1.0000 max = 9.0000 alpha = 0.048608 lossBound = -0.000034 W1 = 0.104072 N1 = 0.113971 deltaLoss = -0.000060 Updating 7 features NewtonStep: 0.547 0.003000 Updating 7 features NewtonStep: 0.546 0.002000 increaseLambda: 0.547 0.000000 Undoing contribution: was 0.0020388138330518905 now 0.001802038781083383 increaseLambda: 0.546 0.000000 Undoing contribution: was 0.004214763929712585 now 0.004154267026127247 122: time = 0.547000 loss = 6.013407 testLoss 7.023169 PTL_COND: lambda = -0.1097 min = 1.0000 max = 3.0000 alpha = 0.065601 lossBound = -0.000150 W1 = 0.235094 N1 = 0.220588 deltaLoss = -0.000237 133: time = 0.546000 loss = 6.028371 testLoss 7.120951 CHLA_COND^2: lambda = 0.3568 min = 1.0000 max = 81.0000 alpha = -0.048721 lossBound = -0.000045 W1 = 0.069421 N1 = 0.079044 deltaLoss = -0.000060 Updating 7 features NewtonStep: 0.547 0.001000 Updating 6 features NewtonStep: 0.549 0.002000 increaseLambda: 0.548 0.001000 134: time = 0.548000 loss = 6.028317 testLoss 7.121965 CHLA_COND: lambda = 0.9778 min = 1.0000 max = 9.0000 alpha = 0.046114 lossBound = -0.000030 W1 = 0.104067 N1 = 0.113971 deltaLoss = -0.000054 increaseLambda: 0.549 0.000000 Undoing: newLoss 6.0132961917855425, oldLoss 6.013407115263826, deltaLossBound -1.112664818095321E-4 increaseLambda: 0.549 0.000000 Search: 0.55 0.001000 increaseLambda: 0.55 0.000000 123: time = 0.550000 loss = 6.013296 testLoss 7.042711 'NTL_COND lambda = -1.3992 alpha = -0.121495 lossBound = -0.000111 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000111 Updating 5 features NewtonStep: 0.549 0.001000 increaseLambda: 0.55 0.001000 Undoing contribution: was 0.004154267026127247 now 0.00410006599789985 135: time = 0.550000 loss = 6.028263 testLoss 7.119996 CHLA_COND^2: lambda = 0.3106 min = 1.0000 max = 81.0000 alpha = -0.046217 lossBound = -0.000041 W1 = 0.069416 N1 = 0.079044 deltaLoss = -0.000054 Updating 7 features NewtonStep: 0.552 0.002000 Updating 6 features NewtonStep: 0.551 0.001000 increaseLambda: 0.551 0.000000 136: time = 0.552000 loss = 6.028215 testLoss 7.120960 CHLA_COND: lambda = 1.0216 min = 1.0000 max = 9.0000 alpha = 0.043728 lossBound = -0.000027 W1 = 0.104063 N1 = 0.113971 deltaLoss = -0.000048 increaseLambda: 0.553 0.001000 124: time = 0.553000 loss = 6.013217 testLoss 7.045143 CHLA_COND^2: lambda = 0.3238 min = 1.0000 max = 81.0000 alpha = 0.060592 lossBound = -0.000056 W1 = 0.069441 N1 = 0.079044 deltaLoss = -0.000079 Updating 5 features NewtonStep: 0.553 0.001000 increaseLambda: 0.553 0.000000 Undoing contribution: was 0.00410006599789985 now 0.004051537794953088 137: time = 0.553000 loss = 6.028167 testLoss 7.119096 CHLA_COND^2: lambda = 0.2668 min = 1.0000 max = 81.0000 alpha = -0.043823 lossBound = -0.000036 W1 = 0.069411 N1 = 0.079044 deltaLoss = -0.000049 Updating 8 features NewtonStep: 0.555 0.002000 increaseLambda: 0.555 0.000000 Undoing contribution: was 0.002629278126038236 now 0.00250093456211946 125: time = 0.555000 loss = 6.013088 testLoss 7.039708 'NTL__rev lambda = -0.7802 alpha = 0.178474 lossBound = -0.000050 W1 = 0.023671 N1 = 0.011802 deltaLoss = -0.000128 Updating 5 features NewtonStep: 0.554 0.012000 increaseLambda: 0.555 0.001000 Updating 3 features NewtonStep: 0.551 0.027000 Updating 5 features NewtonStep: 0.555 0.002000 increaseLambda: 0.551 0.000000 Undoing: newLoss 6.058026703946399, oldLoss 6.0440140118328705, deltaLossBound -5.3128435028364674E-5 increaseLambda: 0.555 0.000000 138: time = 0.555000 loss = 6.028123 testLoss 7.120012 CHLA_COND: lambda = 1.0630 min = 1.0000 max = 9.0000 alpha = 0.041449 lossBound = -0.000024 W1 = 0.104059 N1 = 0.113971 deltaLoss = -0.000043 increaseLambda: 0.551 0.000000 Search: 0.552 0.001000 Updating 7 features NewtonStep: 0.557 0.002000 increaseLambda: 0.552 0.000000 114: time = 0.552000 loss = 6.043851 testLoss 6.997761 'NTL__rev lambda = 0.0871 alpha = 0.087054 lossBound = -0.000053 W1 = 0.342559 N1 = 0.363464 deltaLoss = -0.000163 increaseLambda: 0.557 0.000000 Undoing contribution: was 0.005073889194849671 now 0.004788017199062225 126: time = 0.557000 loss = 6.012803 testLoss 7.038912 'NTL__rev lambda = 0.5290 alpha = -0.091775 lossBound = -0.000085 W1 = 0.345314 N1 = 0.367373 deltaLoss = -0.000286 Updating 5 features NewtonStep: 0.557 0.002000 increaseLambda: 0.557 0.000000 Undoing contribution: was 0.004051537794953088 now 0.004008116106423866 139: time = 0.557000 loss = 6.028080 testLoss 7.118248 CHLA_COND^2: lambda = 0.2252 min = 1.0000 max = 81.0000 alpha = -0.041536 lossBound = -0.000032 W1 = 0.069407 N1 = 0.079044 deltaLoss = -0.000043 Updating 2 features NewtonStep: 0.554 0.002000 Updating 7 features NewtonStep: 0.559 0.002000 increaseLambda: 0.554 0.000000 115: time = 0.554000 loss = 6.043616 testLoss 6.994901 'PTL__rev lambda = -0.2997 alpha = -0.064807 lossBound = -0.000113 W1 = 0.359598 N1 = 0.330426 deltaLoss = -0.000235 increaseLambda: 0.559 0.000000 Undoing contribution: was 0.18984164015891933 now 0.18971209817853138 127: time = 0.559000 loss = 6.012673 testLoss 7.039519 'PTL__rev lambda = -0.9503 alpha = 0.062380 lossBound = -0.000072 W1 = 0.145426 N1 = 0.122951 deltaLoss = -0.000130 Updating 5 features NewtonStep: 0.558 0.001000 increaseLambda: 0.559 0.001000 140: time = 0.559000 loss = 6.028041 testLoss 7.119118 CHLA_COND: lambda = 1.1023 min = 1.0000 max = 9.0000 alpha = 0.039273 lossBound = -0.000022 W1 = 0.104056 N1 = 0.113971 deltaLoss = -0.000039 Updating 5 features NewtonStep: 0.561 0.002000 Updating 5 features NewtonStep: 0.56 0.001000 increaseLambda: 0.561 0.001000 Undoing contribution: was 0.004008116106423866 now 0.003969286938360785 increaseLambda: 0.562 0.001000 Undoing: newLoss 6.024929959161963, oldLoss 6.012672991822032, deltaLossBound -5.928010465457937E-5 141: time = 0.561000 loss = 6.028002 testLoss 7.117449 CHLA_COND^2: lambda = 0.1859 min = 1.0000 max = 81.0000 alpha = -0.039353 lossBound = -0.000029 W1 = 0.069403 N1 = 0.079044 deltaLoss = -0.000039 increaseLambda: 0.562 0.000000 Undoing contribution: was 0.013562115530657755 now 0.013528975661342342 Search: 0.562 0.000000 149: time = 0.561000 loss = 6.010181 testLoss 7.012475 'COND__rev lambda = -0.4752 alpha = 0.027046 lossBound = -0.000013 W1 = 0.625258 N1 = 0.596381 deltaLoss = -0.000033 Updating 30 features Updating 2 features NewtonStep: 0.558 0.004000 Newton: returning 0.2407517466774745 Updating 5 features increaseLambda: 0.558 0.000000 Undoing contribution: was 0.19091988872060442 now 0.19082241404256864 116: time = 0.558000 loss = 6.043518 testLoss 6.995439 'PTL__rev lambda = -0.9727 alpha = 0.053843 lossBound = -0.000054 W1 = 0.145412 N1 = 0.122951 deltaLoss = -0.000097 Updating 6 features NewtonStep: 0.562 0.001000 Loss was 6.010180720357601, now 6.009969051842639, delta -0.000212 parallelUpdate: 0.562 0.001000 increaseLambda: 0.563 0.001000 142: time = 0.563000 loss = 6.027967 testLoss 7.118275 CHLA_COND: lambda = 1.1395 min = 1.0000 max = 9.0000 alpha = 0.037198 lossBound = -0.000019 W1 = 0.104053 N1 = 0.113971 deltaLoss = -0.000035 Updating 2 features NewtonStep: 0.56 0.002000 Updating 3 features NewtonStep: 0.564 0.002000 Updating 6 features NewtonStep: 0.564 0.001000 increaseLambda: 0.56 0.000000 117: time = 0.560000 loss = 6.043418 testLoss 6.989894 'CHLA__rev lambda = -0.4932 alpha = -0.045213 lossBound = -0.000066 W1 = 0.179378 N1 = 0.153039 deltaLoss = -0.000101 increaseLambda: 0.564 0.000000 Undoing: newLoss 6.0098841882597345, oldLoss 6.009969051842639, deltaLossBound -8.486481299895465E-5 increaseLambda: 0.564 0.000000 Undoing contribution: was 0.003969286938360785 now 0.003934584422939526 143: time = 0.564000 loss = 6.027933 testLoss 7.116696 CHLA_COND^2: lambda = 0.1486 min = 1.0000 max = 81.0000 alpha = -0.037271 lossBound = -0.000026 W1 = 0.069400 N1 = 0.079044 deltaLoss = -0.000035 increaseLambda: 0.564 0.000000 Search: 0.565 0.001000 increaseLambda: 0.565 0.000000 Undoing contribution: was 0.007672004216159568 now 0.007587139403162159 151: time = 0.565000 loss = 6.009884 testLoss 7.015840 'PTL_COND__rev lambda = 0.3269 alpha = -0.027107 lossBound = -0.000085 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000085 Updating 6 features NewtonStep: 0.566 0.002000 Updating 4 features NewtonStep: 0.562 0.002000 increaseLambda: 0.566 0.000000 144: time = 0.566000 loss = 6.027901 testLoss 7.117480 CHLA_COND: lambda = 1.1747 min = 1.0000 max = 9.0000 increaseLambda: 0.562 0.000000 118: time = 0.562000 loss = 6.042810 testLoss 7.019117 NTL: lambda = -5.0587 min = 5.0000 max = 26,100.0000 alpha = -5.058691 lossBound = -0.000040 W1 = 0.027619 N1 = 0.027624 deltaLoss = -0.000607 Updating 4 features NewtonStep: 0.567 0.002000 increaseLambda: 0.567 0.000000 152: time = 0.567000 loss = 6.009839 testLoss 7.018166 'COND__rev lambda = -0.1772 alpha = -0.036596 lossBound = -0.000015 W1 = 0.703516 N1 = 0.677996 deltaLoss = -0.000046 alpha = 0.035219 lossBound = -0.000017 W1 = 0.104050 N1 = 0.113971 deltaLoss = -0.000031 Updating 2 features NewtonStep: 0.564 0.002000 increaseLambda: 0.565 0.001000 119: time = 0.565000 loss = 6.041129 testLoss 7.010441 'PTL__rev lambda = -0.4724 alpha = -0.172660 lossBound = -0.000805 W1 = 0.359696 N1 = 0.330426 deltaLoss = -0.001681 Updating 29 features Updating 4 features NewtonStep: 0.569 0.002000 Updating 6 features NewtonStep: 0.569 0.003000 increaseLambda: 0.569 0.000000 Undoing contribution: was 0.02764307056453651 now 0.02762443124027113 Newton: returning 0.08057039678784578 Updating 5 features 153: time = 0.569000 loss = 6.009820 testLoss 7.018168 'TURB__rev lambda = -0.1174 alpha = 0.022053 lossBound = -0.000009 W1 = 0.187535 N1 = 0.164242 deltaLoss = -0.000019 increaseLambda: 0.569 0.000000 Undoing contribution: was 0.003934584422939526 now 0.0039035868652597576 145: time = 0.570000 loss = 6.027870 testLoss 7.115987 CHLA_COND^2: lambda = 0.1133 min = 1.0000 max = 81.0000 alpha = -0.035286 lossBound = -0.000023 W1 = 0.069397 N1 = 0.079044 deltaLoss = -0.000031 Loss was 6.041129386799715, now 6.04106712915813, delta -0.000062 parallelUpdate: 0.566 0.001000 Updating 3 features NewtonStep: 0.571 0.002000 Updating 5 features NewtonStep: 0.571 0.001000 increaseLambda: 0.571 0.000000 Undoing: newLoss 6.024510726565343, oldLoss 6.009819883712806, deltaLossBound -1.694947064982932E-5 increaseLambda: 0.571 0.000000 Undoing contribution: was 0.004813514847615491 now 0.0047734420822250715 146: time = 0.571000 loss = 6.027830 testLoss 7.117010 'PTL__rev lambda = -0.4589 alpha = 0.026581 lossBound = -0.000020 W1 = 0.363543 N1 = 0.334334 deltaLoss = -0.000040 increaseLambda: 0.572 0.001000 Updating 6 features NewtonStep: 0.568 0.002000 Search: 0.572 0.000000 increaseLambda: 0.568 0.000000 Undoing contribution: was 0.01547412968834459 now 0.013999011388619791 increaseLambda: 0.572 0.000000 121: time = 0.568000 loss = 6.039592 testLoss 6.966042 NTL_COND: lambda = -0.0539 min = 1.0000 max = 3.0000 alpha = 0.224759 lossBound = -0.000659 W1 = 0.171871 N1 = 0.161765 deltaLoss = -0.001475 154: time = 0.572000 loss = 6.009785 testLoss 7.017142 'PTL__rev lambda = -0.0243 alpha = -0.024310 lossBound = -0.000017 W1 = 0.355763 N1 = 0.326615 deltaLoss = -0.000035 Updating 6 features NewtonStep: 0.573 0.002000 increaseLambda: 0.573 0.000000 147: time = 0.573000 loss = 6.027791 testLoss 7.117894 CHLA_COND: lambda = 1.2146 min = 1.0000 max = 9.0000 alpha = 0.039902 lossBound = -0.000022 W1 = 0.104057 N1 = 0.113971 deltaLoss = -0.000040 Updating 3 features NewtonStep: 0.574 0.002000 Updating 6 features NewtonStep: 0.57 0.002000 increaseLambda: 0.57 0.000000 Undoing: newLoss 6.039024186126216, oldLoss 6.039592010858406, deltaLossBound -5.67867150095464E-4 increaseLambda: 0.571 0.001000 Search: 0.571 0.000000 Updating 5 features NewtonStep: 0.575 0.002000 increaseLambda: 0.571 0.000000 increaseLambda: 0.576 0.001000 Undoing contribution: was 0.0039035868652597576 now 0.0038708235313685184 122: time = 0.571000 loss = 6.039024 testLoss 6.983166 'PTL_COND__rev lambda = 0.2777 alpha = 0.069817 lossBound = -0.000568 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000568 148: time = 0.576000 loss = 6.027758 testLoss 7.116359 CHLA_COND^2: lambda = 0.0771 min = 1.0000 max = 81.0000 alpha = -0.036247 lossBound = -0.000024 W1 = 0.069398 N1 = 0.079044 deltaLoss = -0.000033 increaseLambda: 0.576 0.002000 Undoing contribution: was 0.013528975661342342 now 0.013497622383673998 155: time = 0.576000 loss = 6.009754 testLoss 7.015305 'COND__rev lambda = -0.4418 alpha = 0.026294 lossBound = -0.000012 W1 = 0.625258 N1 = 0.596381 deltaLoss = -0.000031 Updating 5 features NewtonStep: 0.577 0.001000 Updating 6 features Updating 4 features NewtonStep: 0.578 0.002000 increaseLambda: 0.578 0.001000 149: time = 0.578000 loss = 6.027728 testLoss 7.117120 CHLA_COND: lambda = 1.2487 min = 1.0000 max = 9.0000 alpha = 0.034144 lossBound = -0.000016 W1 = 0.104049 N1 = 0.113971 deltaLoss = -0.000029 Updating 26 features increaseLambda: 0.574 0.003000 Undoing contribution: was 0.1712795899079227 now 0.17083293128129728 increaseLambda: 0.578 0.000000 Undoing: newLoss 6.009746395223891, oldLoss 6.0097538647106, deltaLossBound -7.471381488250356E-6 123: time = 0.574000 loss = 6.038577 testLoss 6.983962 (LAKE_ORIGIN=1.0) lambda = 1.0013 alpha = -0.100713 lossBound = -0.000447 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000447 Reducing stepsize from 0.6172392385390812 to 0.1378681456236564 Newton: returning 0.1378681456236564 Updating 5 features increaseLambda: 0.578 0.000000 Search: 0.578 0.000000 increaseLambda: 0.579 0.001000 Undoing contribution: was 0.1359994373188166 now 0.135991965937328 156: time = 0.579000 loss = 6.009746 testLoss 7.010076 'NTL_COND lambda = -1.4159 alpha = 0.032281 lossBound = -0.000007 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000007 Updating 6 features NewtonStep: 0.576 0.002000 increaseLambda: 0.576 0.000000 Undoing: newLoss 6.061073150731461, oldLoss 6.038577485081685, deltaLossBound -1.1574380403349502E-4 Updating 4 features Loss was 6.027728424473018, now 6.02751988732006, delta -0.000209 parallelUpdate: 0.58 0.002000 increaseLambda: 0.576 0.000000 increaseLambda: 0.58 0.001000 157: time = 0.580000 loss = 6.009737 testLoss 7.009885 (URBAN=1.0) lambda = 0.4359 alpha = 0.008633 lossBound = -0.000009 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000009 Search: 0.577 0.001000 increaseLambda: 0.577 0.000000 124: time = 0.577000 loss = 6.038211 testLoss 6.980746 'CHLA__rev lambda = -0.1399 alpha = -0.139941 lossBound = -0.000116 W1 = 0.743086 N1 = 0.721007 deltaLoss = -0.000367 Updating 6 features Updating 3 features NewtonStep: 0.582 0.002000 increaseLambda: 0.582 0.002000 Undoing contribution: was 0.09297497906463725 now 0.09296350944327969 151: time = 0.582000 loss = 6.027508 testLoss 7.120922 (LAKE_ORIGIN=0.0) lambda = -0.2726 alpha = 0.015958 lossBound = -0.000011 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000011 increaseLambda: 0.583 0.001000 158: time = 0.583000 loss = 6.009714 testLoss 7.011544 'COND__rev lambda = -0.2032 alpha = -0.025978 lossBound = -0.000008 W1 = 0.703524 N1 = 0.677996 deltaLoss = -0.000023 Updating 5 features NewtonStep: 0.579 0.002000 increaseLambda: 0.58 0.001000 Undoing contribution: was 0.19082241404256864 now 0.19052679005190823 125: time = 0.580000 loss = 6.037915 testLoss 6.981567 'PTL__rev lambda = -0.8659 alpha = 0.094542 lossBound = -0.000166 W1 = 0.145504 N1 = 0.122951 deltaLoss = -0.000296 Updating 7 features NewtonStep: 0.584 0.002000 Updating 2 features NewtonStep: 0.584 0.001000 increaseLambda: 0.584 0.000000 Undoing: newLoss 6.02749761794859, oldLoss 6.027508417698702, deltaLossBound -1.0799769151349195E-5 increaseLambda: 0.585 0.001000 Undoing: newLoss 6.009705138889781, oldLoss 6.0097142759628515, deltaLossBound -9.13708604833777E-6 increaseLambda: 0.585 0.001000 Search: 0.585 0.000000 increaseLambda: 0.585 0.000000 Search: 0.585 0.000000 increaseLambda: 0.585 0.000000 Undoing contribution: was 0.007516395604796925 now 0.0075055958356441774 152: time = 0.585000 loss = 6.027498 testLoss 7.118462 'PTL_COND__rev lambda = 0.2955 alpha = -0.009662 lossBound = -0.000011 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000011 Updating 5 features increaseLambda: 0.585 0.000000 NewtonStep: 0.581 0.001000 159: time = 0.585000 loss = 6.009705 testLoss 7.013785 'PTL_COND__rev lambda = 0.3357 alpha = 0.008880 lossBound = -0.000009 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000009 increaseLambda: 0.582 0.001000 Undoing: newLoss 6.037752542430768, oldLoss 6.037914932749593, deltaLossBound -1.627385752870779E-4 increaseLambda: 0.582 0.000000 Search: 0.582 0.000000 increaseLambda: 0.583 0.001000 126: time = 0.583000 loss = 6.037752 testLoss 6.985059 'CHLA__rev lambda = 1.7166 alpha = 0.095332 lossBound = -0.000163 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000163 Updating 6 features NewtonStep: 0.587 0.002000 Updating 4 features NewtonStep: 0.587 0.002000 increaseLambda: 0.587 0.000000 153: time = 0.587000 loss = 6.027473 testLoss 7.120186 'COND__rev lambda = -0.5903 alpha = -0.026984 lossBound = -0.000008 W1 = 0.703524 N1 = 0.677996 deltaLoss = -0.000025 increaseLambda: 0.587 0.000000 Undoing contribution: was 0.013497622383673998 now 0.013479153295336195 160: time = 0.587000 loss = 6.009687 testLoss 7.012380 'COND__rev lambda = -0.4216 alpha = 0.020204 lossBound = -0.000007 W1 = 0.625262 N1 = 0.596381 deltaLoss = -0.000018 Updating 6 features NewtonStep: 0.584 0.001000 Updating 5 features NewtonStep: 0.589 0.002000 Updating 4 features increaseLambda: 0.585 0.001000 Undoing: newLoss 6.037683397553675, oldLoss 6.037752194174305, deltaLossBound -6.897341966835872E-5 NewtonStep: 0.589 0.002000 increaseLambda: 0.589 0.000000 Undoing: newLoss 6.04168819674711, oldLoss 6.027473079537819, deltaLossBound -1.2087720744966647E-5 increaseLambda: 0.585 0.000000 increaseLambda: 0.589 0.000000 161: time = 0.589000 loss = 6.009666 testLoss 7.013934 'COND__rev lambda = -0.2275 alpha = -0.024299 lossBound = -0.000007 W1 = 0.703525 N1 = 0.677996 deltaLoss = -0.000020 increaseLambda: 0.589 0.000000 Search: 0.585 0.000000 Search: 0.589 0.000000 increaseLambda: 0.586 0.001000 Undoing contribution: was 0.13625389504721677 now 0.1361849216275495 127: time = 0.586000 loss = 6.037683 testLoss 6.968953 'NTL_COND lambda = -1.5516 alpha = 0.099138 lossBound = -0.000069 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000069 increaseLambda: 0.59 0.001000 154: time = 0.590000 loss = 6.027435 testLoss 7.120368 'NTL__rev lambda = 0.0415 alpha = 0.041499 lossBound = -0.000012 W1 = 0.341943 N1 = 0.363464 deltaLoss = -0.000038 Updating 4 features NewtonStep: 0.591 0.002000 increaseLambda: 0.591 0.000000 Undoing contribution: was 0.013479153295336195 now 0.013459373720040331 162: time = 0.591000 loss = 6.009647 testLoss 7.012480 'COND__rev lambda = -0.4007 alpha = 0.020900 lossBound = -0.000008 W1 = 0.625262 N1 = 0.596381 deltaLoss = -0.000020 Updating 5 features NewtonStep: 0.591 0.001000 Updating 4 features NewtonStep: 0.587 0.001000 increaseLambda: 0.592 0.001000 Undoing: newLoss 6.040480950012168, oldLoss 6.027435273072812, deltaLossBound -2.1117182932663234E-5 increaseLambda: 0.588 0.001000 128: time = 0.588000 loss = 6.037466 testLoss 6.968198 'TURB__rev lambda = -0.7702 alpha = -0.094868 lossBound = -0.000061 W1 = 0.770341 N1 = 0.748154 deltaLoss = -0.000217 increaseLambda: 0.592 0.000000 Search: 0.592 0.000000 Updating 4 features NewtonStep: 0.592 0.001000 increaseLambda: 0.593 0.001000 155: time = 0.593000 loss = 6.027397 testLoss 7.119930 'PTL__rev lambda = -0.0380 alpha = -0.037958 lossBound = -0.000021 W1 = 0.134684 N1 = 0.113003 deltaLoss = -0.000038 increaseLambda: 0.593 0.001000 163: time = 0.593000 loss = 6.009628 testLoss 7.013976 'COND__rev lambda = -0.2509 alpha = -0.023390 lossBound = -0.000006 W1 = 0.703526 N1 = 0.677996 deltaLoss = -0.000019 increaseLambda: 0.595 0.033000 128: time = 0.595000 loss = 6.012594 testLoss 7.036031 'CHLA__rev lambda = -0.0283 alpha = -0.028310 lossBound = -0.000059 W1 = 0.180499 N1 = 0.152846 deltaLoss = -0.000079 Updating 5 features NewtonStep: 0.594 0.001000 increaseLambda: 0.595 0.001000 Undoing contribution: was 0.0047734420822250715 now 0.004754569113107782 156: time = 0.595000 loss = 6.027379 testLoss 7.120640 'PTL__rev lambda = -0.4378 alpha = 0.018238 lossBound = -0.000009 W1 = 0.363541 N1 = 0.334334 deltaLoss = -0.000019 Updating 4 features NewtonStep: 0.596 0.003000 Updating 6 features NewtonStep: 0.596 0.001000 increaseLambda: 0.596 0.000000 Undoing contribution: was 0.013459373720040331 now 0.0134410113849692 Updating 7 features increaseLambda: 0.597 0.001000 Undoing: newLoss 6.027370411637317, oldLoss 6.027378501594291, deltaLossBound -8.089967622697703E-6 increaseLambda: 0.598 0.003000 Undoing contribution: was 0.0714762547726977 now 0.07144719718716352 129: time = 0.598000 loss = 6.012565 testLoss 7.036331 (URBAN=1.0) lambda = 0.4876 alpha = -0.015547 lossBound = -0.000029 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000029 increaseLambda: 0.597 0.000000 Search: 0.597 0.000000 increaseLambda: 0.597 0.000000 Undoing contribution: was 0.0075055958356441774 now 0.0074975058680221505 157: time = 0.597000 loss = 6.027370 testLoss 7.118513 'PTL_COND__rev lambda = 0.2872 alpha = -0.008362 lossBound = -0.000008 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000008 Updating 6 features NewtonStep: 0.599 0.002000 increaseLambda: 0.599 0.000000 Undoing contribution: was 0.003964493801428385 now 0.003926981869549432 158: time = 0.599000 loss = 6.027333 testLoss 7.118432 PTL: lambda = 3.8045 min = 1.0000 max = 4,865.0000 alpha = -0.159716 lossBound = -0.000005 W1 = 0.019324 N1 = 0.021255 deltaLoss = -0.000038 Updating 6 features NewtonStep: 0.601 0.003000 increaseLambda: 0.602 0.001000 Undoing: newLoss 6.012538689202915, oldLoss 6.012565197044005, deltaLossBound -2.650794852395637E-5 Updating 6 features NewtonStep: 0.601 0.002000 increaseLambda: 0.601 0.000000 159: time = 0.601000 loss = 6.027058 testLoss 7.124587 NTL: lambda = -8.1795 min = 5.0000 max = 26,100.0000 alpha = -1.090501 lossBound = -0.000004 W1 = 0.028649 N1 = 0.027624 deltaLoss = -0.000275 increaseLambda: 0.603 0.001000 Search: 0.604 0.001000 increaseLambda: 0.604 0.000000 164: time = 0.596000 loss = 6.009609 testLoss 7.012576 'COND__rev lambda = -0.3806 alpha = 0.020134 lossBound = -0.000007 W1 = 0.625262 N1 = 0.596381 deltaLoss = -0.000018 130: time = 0.604000 loss = 6.012539 testLoss 7.040136 'PTL_COND__rev lambda = 0.2502 alpha = 0.015120 lossBound = -0.000027 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000027 Updating 5 features Updating 4 features NewtonStep: 0.605 0.004000 Updating 5 features NewtonStep: 0.606 0.002000 increaseLambda: 0.605 0.000000 Undoing contribution: was 0.0023660269510717264 now 0.0022049388523493313 160: time = 0.605000 loss = 6.026896 testLoss 7.124037 'NTL__rev lambda = 0.1147 alpha = -0.068700 lossBound = -0.000048 W1 = 0.346799 N1 = 0.368874 deltaLoss = -0.000161 increaseLambda: 0.606 0.000000 Undoing contribution: was 0.040788754854453546 now 0.04074812016997231 131: time = 0.606000 loss = 6.012498 testLoss 7.032419 TURB_COND: lambda = -2.3241 min = 1.0000 max = 3.0000 alpha = 0.042113 lossBound = -0.000025 W1 = 0.082467 N1 = 0.073529 deltaLoss = -0.000041 Updating 6 features increaseLambda: 0.607 0.002000 Undoing contribution: was 0.09296350944327969 now 0.09295467887787989 161: time = 0.607000 loss = 6.026888 testLoss 7.124201 (LAKE_ORIGIN=0.0) lambda = -0.2586 alpha = 0.013999 lossBound = -0.000009 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000009 Updating 6 features NewtonStep: 0.608 0.002000 increaseLambda: 0.609 0.001000 132: time = 0.609000 loss = 6.012471 testLoss 7.033851 CHLA_COND^2: lambda = 0.3590 min = 1.0000 max = 81.0000 alpha = 0.035206 lossBound = -0.000019 W1 = 0.069395 N1 = 0.079044 deltaLoss = -0.000027 Updating 6 features NewtonStep: 0.609 0.002000 increaseLambda: 0.609 0.000000 Undoing contribution: was 0.0036285465038020277 now 0.0036115362723626206 162: time = 0.609000 loss = 6.026871 testLoss 7.122337 'NTL__rev lambda = -1.2734 alpha = 0.062148 lossBound = -0.000007 W1 = 0.023612 N1 = 0.011802 deltaLoss = -0.000017 Updating 4 features NewtonStep: 0.611 0.002000 Updating 6 features NewtonStep: 0.61 0.001000 increaseLambda: 0.612 0.001000 increaseLambda: 0.611 0.001000 Undoing contribution: was 0.02105103882767624 now 0.021021649572817172 133: time = 0.612000 loss = 6.012430 testLoss 7.030391 'CHLA__rev lambda = -0.0567 alpha = -0.028385 lossBound = -0.000027 W1 = 0.179150 N1 = 0.152846 deltaLoss = -0.000041 163: time = 0.611000 loss = 6.026841 testLoss 7.114584 NTL_COND^2: lambda = -1.1644 min = 1.0000 max = 9.0000 alpha = 0.038184 lossBound = -0.000011 W1 = 0.128619 N1 = 0.121324 deltaLoss = -0.000029 Updating 7 features NewtonStep: 0.612 0.001000 Updating 4 features NewtonStep: 0.614 0.002000 increaseLambda: 0.613 0.001000 164: time = 0.613000 loss = 6.026834 testLoss 7.114422 'PTL__rev lambda = -0.0526 alpha = -0.014652 lossBound = -0.000004 W1 = 0.134914 N1 = 0.113003 deltaLoss = -0.000007 increaseLambda: 0.614 0.000000 Undoing contribution: was 0.02777273112973275 now 0.02772680104719547 134: time = 0.614000 loss = 6.012384 testLoss 7.030379 'TURB__rev lambda = -0.1231 alpha = 0.034745 lossBound = -0.000023 W1 = 0.187544 N1 = 0.164242 deltaLoss = -0.000046 Updating 6 features NewtonStep: 0.614 0.001000 increaseLambda: 0.615 0.001000 Undoing contribution: was 0.004754569113107782 now 0.004746816894864442 165: time = 0.615000 loss = 6.026826 testLoss 7.114882 'PTL__rev lambda = -0.4261 alpha = 0.011691 lossBound = -0.000004 W1 = 0.363540 N1 = 0.334334 deltaLoss = -0.000008 Updating 3 features NewtonStep: 0.616 0.002000 increaseLambda: 0.616 0.000000 Undoing: newLoss 6.032882134397692, oldLoss 6.012384236780283, deltaLossBound -2.099536927751785E-5 increaseLambda: 0.616 0.000000 Search: 0.617 0.001000 increaseLambda: 0.617 0.000000 135: time = 0.617000 loss = 6.012339 testLoss 7.030980 'ANC__rev lambda = -0.0732 alpha = -0.073193 lossBound = -0.000021 W1 = 0.032101 N1 = 0.017316 deltaLoss = -0.000045 Updating 4 features NewtonStep: 0.612 0.024000 NewtonStep: 0.616 0.020000 increaseLambda: 0.613 0.001000 Undoing contribution: was 0.028291301837726556 now 0.028110891511348945 increaseLambda: 0.617 0.001000 129: time = 0.613000 loss = 6.037286 testLoss 6.968085 165: time = 0.617000 loss = 6.009592 testLoss 7.014017 'COND__rev lambda = -0.2734 alpha = -0.022525 lossBound = -0.000006 W1 = 0.703526 N1 = 0.677996 deltaLoss = -0.000017 'TURB__rev lambda = -0.2301 alpha = 0.068991 lossBound = -0.000093 W1 = 0.187593 N1 = 0.164242 deltaLoss = -0.000180 Updating 4 features NewtonStep: 0.619 0.002000 increaseLambda: 0.619 0.000000 Updating 5 features Updating 8 features NewtonStep: 0.618 0.003000 NewtonStep: 0.618 0.001000 increaseLambda: 0.619 0.001000 Undoing: newLoss 6.026823199035244, oldLoss 6.0268264636377005, deltaLossBound -3.269397825083733E-6 increaseLambda: 0.619 0.001000 Undoing contribution: was 0.0134410113849692 now 0.01342396458146797 Updating 3 features NewtonStep: 0.615 0.002000 166: time = 0.619000 loss = 6.009575 testLoss 7.012669 'COND__rev lambda = -0.3612 alpha = 0.019397 lossBound = -0.000007 W1 = 0.625262 N1 = 0.596381 deltaLoss = -0.000017 Undoing contribution: was 0.009755583203936885 now 0.009714580866535987 136: time = 0.620000 loss = 6.012298 testLoss 7.028858 'COND__rev lambda = -0.3570 alpha = 0.030315 lossBound = -0.000015 W1 = 0.625256 N1 = 0.596381 deltaLoss = -0.000041 increaseLambda: 0.615 0.000000 130: time = 0.615000 loss = 6.037072 testLoss 6.973798 'NTL__rev lambda = -0.9869 alpha = -0.199320 lossBound = -0.000088 W1 = 0.023707 N1 = 0.011802 deltaLoss = -0.000214 Updating 5 features NewtonStep: 0.62 0.001000 Updating 4 features increaseLambda: 0.621 0.001000 Undoing contribution: was 0.011518977921520498 now 0.01150783455076991 NewtonStep: 0.622 0.002000 167: time = 0.621000 loss = 6.009564 testLoss 7.012164 CHLA_COND: lambda = 1.1921 min = 1.0000 max = 9.0000 alpha = -0.021315 lossBound = -0.000006 W1 = 0.104035 N1 = 0.113971 deltaLoss = -0.000011 increaseLambda: 0.622 0.000000 Undoing contribution: was 0.004788017199062225 now 0.004743055511416331 137: time = 0.622000 loss = 6.012253 testLoss 7.028611 'NTL__rev lambda = 0.4926 alpha = -0.036354 lossBound = -0.000013 W1 = 0.345311 N1 = 0.367373 deltaLoss = -0.000045 Updating 3 features NewtonStep: 0.617 0.002000 increaseLambda: 0.618 0.001000 Undoing: newLoss 6.037035981235374, oldLoss 6.0370722648344755, deltaLossBound -3.628379901111955E-5 increaseLambda: 0.618 0.000000 Search: 0.618 0.000000 Updating 3 features NewtonStep: 0.622 0.001000 increaseLambda: 0.619 0.001000 increaseLambda: 0.623 0.001000 131: time = 0.619000 loss = 6.037036 testLoss 6.978244 'PTL_COND__rev lambda = 0.2954 alpha = 0.017688 lossBound = -0.000036 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000036 168: time = 0.623000 loss = 6.009544 testLoss 7.013690 'COND__rev lambda = -0.2972 alpha = -0.023844 lossBound = -0.000007 W1 = 0.703526 N1 = 0.677996 deltaLoss = -0.000020 Updating 3 features NewtonStep: 0.624 0.002000 increaseLambda: 0.624 0.000000 Undoing contribution: was 0.18971209817853138 now 0.18967985178435873 138: time = 0.624000 loss = 6.012221 testLoss 7.028943 'PTL__rev lambda = -0.9195 alpha = 0.030829 lossBound = -0.000018 W1 = 0.145383 N1 = 0.122951 deltaLoss = -0.000032 Updating 3 features NewtonStep: 0.624 0.001000 Updating 5 features NewtonStep: 0.62 0.001000 increaseLambda: 0.625 0.001000 Undoing contribution: was 0.01342396458146797 now 0.013407245775961725 169: time = 0.625000 loss = 6.009527 testLoss 7.012355 'COND__rev lambda = -0.3420 alpha = 0.019205 lossBound = -0.000006 W1 = 0.625262 N1 = 0.596381 deltaLoss = -0.000017 Updating 3 features NewtonStep: 0.626 0.002000 increaseLambda: 0.621 0.001000 132: time = 0.621000 loss = 6.036744 testLoss 6.978110 PTL: lambda = 1.7953 min = 1.0000 max = 4,865.0000 alpha = 0.569557 lossBound = -0.000040 W1 = 0.019589 N1 = 0.021255 deltaLoss = -0.000292 increaseLambda: 0.626 0.000000 139: time = 0.626000 loss = 6.012203 testLoss 7.030097 CHLA_COND^2: lambda = 0.3873 min = 1.0000 max = 81.0000 alpha = 0.028290 lossBound = -0.000013 W1 = 0.069386 N1 = 0.079044 deltaLoss = -0.000018 Updating 3 features NewtonStep: 0.627 0.002000 increaseLambda: 0.627 0.000000 170: time = 0.627000 loss = 6.009515 testLoss 7.011724 Updating 5 features 'PTL__rev lambda = -0.0394 alpha = -0.015129 lossBound = -0.000006 W1 = 0.355702 N1 = 0.326615 deltaLoss = -0.000013 NewtonStep: 0.628 0.002000 Updating 4 features NewtonStep: 0.623 0.002000 increaseLambda: 0.629 0.001000 140: time = 0.629000 loss = 6.012172 testLoss 7.027072 'CHLA__rev lambda = -0.0816 alpha = -0.024857 lossBound = -0.000021 W1 = 0.179146 N1 = 0.152846 deltaLoss = -0.000031 increaseLambda: 0.624 0.001000 133: time = 0.624000 loss = 6.036670 testLoss 6.988006 TURB_COND: lambda = -2.1478 min = 1.0000 max = 3.0000 alpha = -0.054705 lossBound = -0.000047 W1 = 0.082486 N1 = 0.073529 deltaLoss = -0.000075 Updating 3 features NewtonStep: 0.629 0.002000 increaseLambda: 0.629 0.000000 Undoing contribution: was 0.02762443124027113 now 0.02760466743208555 171: time = 0.629000 loss = 6.009495 testLoss 7.011727 'TURB__rev lambda = -0.0947 alpha = 0.022705 lossBound = -0.000010 W1 = 0.187535 N1 = 0.164242 deltaLoss = -0.000020 Updating 5 features NewtonStep: 0.63 0.001000 Updating 5 features increaseLambda: 0.631 0.001000 Undoing contribution: was 6.400930253979486E-4 now 6.035049503651313E-4 NewtonStep: 0.626 0.002000 141: time = 0.631000 loss = 6.012136 testLoss 7.027600 COND^2: lambda = -2.8683 min = 16.0000 max = 2,559,348,100.0000 alpha = 0.527014 lossBound = -0.000011 W1 = 0.001151 N1 = 0.000135 deltaLoss = -0.000037 increaseLambda: 0.63 0.011000 increaseLambda: 0.626 0.000000 Search: 0.63 0.000000 134: time = 0.626000 loss = 6.036617 testLoss 6.987694 'TURB__rev lambda = -0.8160 alpha = -0.045759 lossBound = -0.000015 W1 = 0.770417 N1 = 0.748154 deltaLoss = -0.000052 increaseLambda: 0.63 0.000000 166: time = 0.630000 loss = 6.026823 testLoss 7.114799 ANC_COND: lambda = -0.5981 min = 1.0000 max = 2.0000 alpha = -0.079829 lossBound = -0.000003 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000003 Updating 3 features NewtonStep: 0.631 0.002000 increaseLambda: 0.631 0.000000 172: time = 0.631000 loss = 6.009486 testLoss 7.011200 'PTL__rev lambda = -0.0521 alpha = -0.012687 lossBound = -0.000004 W1 = 0.355702 N1 = 0.326615 deltaLoss = -0.000009 Updating 5 features NewtonStep: 0.633 0.002000 increaseLambda: 0.633 0.000000 Undoing: newLoss 6.012936027898836, oldLoss 6.012135743152681, deltaLossBound -1.566138912312377E-5 Updating 3 features NewtonStep: 0.628 0.002000 increaseLambda: 0.633 0.000000 increaseLambda: 0.628 0.000000 Undoing: newLoss 6.037121998837294, oldLoss 6.036617156344006, deltaLossBound -9.883153308847231E-5 Search: 0.634 0.001000 increaseLambda: 0.629 0.001000 increaseLambda: 0.634 0.000000 Search: 0.629 0.000000 142: time = 0.634000 loss = 6.012007 testLoss 7.024331 COND: lambda = -0.9155 min = 4.0000 max = 50,590.0000 alpha = -0.915474 lossBound = -0.000016 W1 = 0.009266 N1 = 0.008479 deltaLoss = -0.000128 increaseLambda: 0.629 0.000000 Updating 5 features 135: time = 0.629000 loss = 6.036403 testLoss 6.985857 ANC^2: lambda = -1.2939 min = 0.2500 max = 8,396,588,362.4100 alpha = -1.293872 lossBound = -0.000099 W1 = 0.001485 N1 = 0.000695 deltaLoss = -0.000214 increaseLambda: 0.633 0.002000 Undoing contribution: was 0.09439234611871328 now 0.09438783540821039 173: time = 0.633000 loss = 6.009481 testLoss 7.011319 (LAKE_ORIGIN=0.0) lambda = -0.4528 alpha = 0.010000 lossBound = -0.000005 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000005 Updating 5 features NewtonStep: 0.636 0.002000 increaseLambda: 0.636 0.000000 Undoing contribution: was 6.035049503651313E-4 now 3.428174222472113E-4 143: time = 0.636000 loss = 6.011747 testLoss 7.026153 COND^2: lambda = -0.9250 min = 16.0000 max = 2,559,348,100.0000 alpha = 1.943305 lossBound = -0.000087 W1 = 0.001330 N1 = 0.000135 deltaLoss = -0.000261 Updating 4 features NewtonStep: 0.635 0.002000 increaseLambda: 0.636 0.001000 174: time = 0.636000 loss = 6.009211 testLoss 7.017546 Updating 3 features NTL: lambda = -6.7125 min = 5.0000 max = 26,100.0000 alpha = -1.101864 lossBound = -0.000004 W1 = 0.028647 N1 = 0.027624 deltaLoss = -0.000270 NewtonStep: 0.632 0.003000 increaseLambda: 0.632 0.000000 Undoing contribution: was 0.028110891511348945 now 0.02802126777099535 136: time = 0.632000 loss = 6.036314 testLoss 6.985814 'TURB__rev lambda = -0.1816 alpha = 0.048487 lossBound = -0.000046 W1 = 0.187560 N1 = 0.164242 deltaLoss = -0.000090 Updating 5 features NewtonStep: 0.638 0.002000 Updating 4 features NewtonStep: 0.637 0.001000 increaseLambda: 0.638 0.001000 Undoing contribution: was 0.0014014769039663462 now 0.0012843353667014042 175: time = 0.638000 loss = 6.009094 testLoss 7.017093 increaseLambda: 0.638 0.000000 'NTL__rev lambda = 0.2777 alpha = -0.058507 lossBound = -0.000035 W1 = 0.350158 N1 = 0.372266 deltaLoss = -0.000117 144: time = 0.639000 loss = 6.011500 testLoss 7.023829 COND: lambda = -1.5207 min = 4.0000 max = 50,590.0000 alpha = -0.605268 lossBound = -0.000028 W1 = 0.009588 N1 = 0.008479 deltaLoss = -0.000247 Updating 5 features NewtonStep: 0.634 0.002000 increaseLambda: 0.635 0.001000 137: time = 0.635000 loss = 6.036083 testLoss 6.985725 PTL: lambda = 2.3049 min = 1.0000 max = 4,865.0000 alpha = 0.509629 lossBound = -0.000029 W1 = 0.019506 N1 = 0.021255 deltaLoss = -0.000231 Updating 5 features NewtonStep: 0.641 0.002000 Updating 4 features NewtonStep: 0.64 0.002000 increaseLambda: 0.641 0.000000 145: time = 0.641000 loss = 6.011382 testLoss 7.027569 'COND__rev lambda = -0.2676 alpha = -0.059567 lossBound = -0.000039 W1 = 0.703489 N1 = 0.677996 deltaLoss = -0.000118 increaseLambda: 0.64 0.000000 Undoing: newLoss 6.009081387790731, oldLoss 6.009094027474244, deltaLossBound -1.26451830259756E-5 increaseLambda: 0.64 0.000000 Search: 0.641 0.001000 Updating 5 features NewtonStep: 0.637 0.002000 increaseLambda: 0.641 0.000000 Undoing contribution: was 0.135991965937328 now 0.1359793207543011 176: time = 0.641000 loss = 6.009081 testLoss 7.010276 'NTL_COND lambda = -1.3739 alpha = 0.042062 lossBound = -0.000013 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000013 increaseLambda: 0.637 0.000000 Undoing: newLoss 6.039363053137044, oldLoss 6.036082675178654, deltaLossBound -5.825003355590418E-5 increaseLambda: 0.637 0.000000 Search: 0.638 0.001000 Updating 5 features NewtonStep: 0.643 0.002000 increaseLambda: 0.638 0.000000 138: time = 0.638000 loss = 6.036000 testLoss 6.998356 PTL_COND: lambda = -0.0508 min = 1.0000 max = 3.0000 alpha = -0.050799 lossBound = -0.000058 W1 = 0.233695 N1 = 0.220588 deltaLoss = -0.000083 increaseLambda: 0.643 0.000000 Undoing contribution: was 0.00250093456211946 now 0.002471869715994045 146: time = 0.643000 loss = 6.011352 testLoss 7.025101 'NTL__rev lambda = -0.6981 alpha = 0.082048 lossBound = -0.000011 W1 = 0.023619 N1 = 0.011802 deltaLoss = -0.000029 Updating 3 features NewtonStep: 0.643 0.002000 increaseLambda: 0.643 0.000000 Undoing contribution: was 0.002032452963569215 now 0.0020200721095507694 177: time = 0.643000 loss = 6.009069 testLoss 7.008698 'NTL__rev lambda = -0.9702 alpha = 0.052643 lossBound = -0.000005 W1 = 0.023610 N1 = 0.011802 deltaLoss = -0.000012 Updating 6 features NewtonStep: 0.645 0.002000 Updating 6 features NewtonStep: 0.64 0.002000 increaseLambda: 0.645 0.000000 Undoing contribution: was 0.014488975201873366 now 0.014462158147657889 147: time = 0.645000 loss = 6.011326 testLoss 7.024304 CHLA_COND: lambda = 1.7439 min = 1.0000 max = 9.0000 alpha = -0.033257 lossBound = -0.000014 W1 = 0.104046 N1 = 0.113971 deltaLoss = -0.000027 increaseLambda: 0.641 0.001000 139: time = 0.641000 loss = 6.035943 testLoss 6.998030 'TURB__rev lambda = -0.8634 alpha = -0.047423 lossBound = -0.000017 W1 = 0.770415 N1 = 0.748154 deltaLoss = -0.000057 Updating 3 features NewtonStep: 0.645 0.002000 increaseLambda: 0.645 0.000000 Undoing contribution: was 0.015427666835432573 now 0.01539245452183875 178: time = 0.645000 loss = 6.009034 testLoss 7.007737 'DOC__rev lambda = 0.3866 alpha = -0.043965 lossBound = -0.000005 W1 = 0.617930 N1 = 0.632645 deltaLoss = -0.000035 Updating 5 features NewtonStep: 0.647 0.002000 Updating 8 features NewtonStep: 0.642 0.001000 increaseLambda: 0.648 0.001000 148: time = 0.648000 loss = 6.011266 testLoss 7.026426 CHLA_COND^2: lambda = 0.4400 min = 1.0000 max = 81.0000 alpha = 0.052667 lossBound = -0.000042 W1 = 0.069424 N1 = 0.079044 deltaLoss = -0.000060 Updating 4 features NewtonStep: 0.647 0.002000 increaseLambda: 0.643 0.001000 140: time = 0.643000 loss = 6.035907 testLoss 6.997597 ANC^2: lambda = -1.6105 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.316661 lossBound = -0.000012 W1 = 0.001713 N1 = 0.000695 deltaLoss = -0.000036 increaseLambda: 0.647 0.000000 179: time = 0.647000 loss = 6.009012 testLoss 7.009016 CHLA_COND^2: lambda = 1.0673 min = 1.0000 max = 81.0000 alpha = 0.031402 lossBound = -0.000016 W1 = 0.069390 N1 = 0.079044 deltaLoss = -0.000022 Updating 31 features Newton: returning 1.4704752413094193 Updating 5 features Loss was 6.009011839758729, now 6.008365703775076, delta -0.000646 parallelUpdate: 0.648 0.001000 Updating 9 features NewtonStep: 0.645 0.002000 increaseLambda: 0.645 0.000000 141: time = 0.645000 loss = 6.035861 testLoss 6.999950 'COND__rev lambda = -0.1592 alpha = -0.037028 lossBound = -0.000015 W1 = 0.703516 N1 = 0.677996 deltaLoss = -0.000046 Updating 6 features NewtonStep: 0.65 0.002000 increaseLambda: 0.65 0.000000 Undoing: newLoss 6.008294573123076, oldLoss 6.008365703775076, deltaLossBound -7.113140582081976E-5 increaseLambda: 0.651 0.001000 Updating 9 features NewtonStep: 0.651 0.021000 Search: 0.651 0.000000 Updating 8 features increaseLambda: 0.651 0.000000 Undoing contribution: was 0.01626499207273432 now 0.0162455512556999 increaseLambda: 0.651 0.000000 167: time = 0.651000 loss = 6.026804 testLoss 7.114101 'DOC__rev lambda = 0.5103 alpha = -0.032247 lossBound = -0.000003 W1 = 0.617934 N1 = 0.632645 deltaLoss = -0.000019 181: time = 0.651000 loss = 6.008295 testLoss 7.011293 'PTL_COND__rev lambda = 0.3712 alpha = 0.024758 lossBound = -0.000071 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000071 increaseLambda: 0.647 0.002000 142: time = 0.647000 loss = 6.035842 testLoss 6.999680 (LAKE_ORIGIN=1.0) lambda = 1.0216 alpha = 0.020324 lossBound = -0.000019 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000019 Updating 7 features Updating 6 features NewtonStep: 0.653 0.002000 NewtonStep: 0.653 0.002000 increaseLambda: 0.653 0.000000 Undoing contribution: was 0.01150783455076991 now 0.011429694341253668 increaseLambda: 0.653 0.000000 182: time = 0.653000 loss = 6.008216 testLoss 7.009937 168: time = 0.653000 loss = 6.026789 testLoss 7.114197 Updating 9 features NewtonStep: 0.649 0.002000 'NTL__rev lambda = 0.0625 alpha = 0.021009 lossBound = -0.000005 W1 = 0.341436 N1 = 0.363464 deltaLoss = -0.000015 Updating 5 features NewtonStep: 0.655 0.002000 CHLA_COND: lambda = 1.1073 min = 1.0000 max = 9.0000 alpha = -0.055220 lossBound = -0.000041 W1 = 0.104082 N1 = 0.113971 deltaLoss = -0.000078 increaseLambda: 0.655 0.000000 169: time = 0.656000 loss = 6.026777 testLoss 7.114168 'TURB__rev lambda = -0.4473 alpha = -0.017236 lossBound = -0.000006 W1 = 0.187532 N1 = 0.164242 deltaLoss = -0.000012 Updating 6 features Updating 8 features NewtonStep: 0.657 0.001000 increaseLambda: 0.657 0.004000 183: time = 0.657000 loss = 6.008190 testLoss 7.009595 (URBAN=0.0) lambda = -0.2616 alpha = -0.014896 lossBound = -0.000027 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000027 increaseLambda: 0.657 0.000000 Undoing contribution: was 0.04075789765874623 now 0.0407524737256569 170: time = 0.657000 loss = 6.026771 testLoss 7.111400 TURB_COND: lambda = -2.2772 min = 1.0000 max = 3.0000 alpha = 0.015159 lossBound = -0.000003 W1 = 0.082446 N1 = 0.073529 deltaLoss = -0.000005 Updating 7 features NewtonStep: 0.659 0.002000 increaseLambda: 0.659 0.000000 171: time = 0.659000 loss = 6.026588 testLoss 7.116685 NTL: lambda = -9.1069 min = 5.0000 max = 26,100.0000 alpha = -0.927405 lossBound = -0.000003 W1 = 0.028639 N1 = 0.027624 deltaLoss = -0.000184 Updating 5 features NewtonStep: 0.661 0.002000 Updating 6 features increaseLambda: 0.661 0.000000 Undoing contribution: was 0.0022049388523493313 now 0.0021386699009225247 NewtonStep: 0.661 0.004000 172: time = 0.661000 loss = 6.026521 testLoss 7.116370 'NTL__rev lambda = 0.0706 alpha = -0.044065 lossBound = -0.000020 W1 = 0.346798 N1 = 0.368874 deltaLoss = -0.000066 increaseLambda: 0.662 0.001000 Undoing: newLoss 6.0081758011876, oldLoss 6.008189703797041, deltaLossBound -1.3908545114695763E-5 increaseLambda: 0.662 0.000000 Search: 0.662 0.000000 increaseLambda: 0.663 0.001000 184: time = 0.663000 loss = 6.008176 testLoss 7.016619 'NTL_COND lambda = -1.2993 alpha = -0.043507 lossBound = -0.000014 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000014 Updating 6 features NewtonStep: 0.663 0.002000 increaseLambda: 0.663 0.000000 Undoing: newLoss 6.026516791297022, oldLoss 6.026521463654976, deltaLossBound -4.673092487612147E-6 increaseLambda: 0.664 0.001000 Search: 0.664 0.000000 increaseLambda: 0.664 0.000000 Undoing contribution: was 0.13583095011398622 now 0.13582627702149902 173: time = 0.664000 loss = 6.026517 testLoss 7.112240 'NTL_COND lambda = -1.3194 alpha = 0.025502 lossBound = -0.000005 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000005 Updating 5 features Updating 6 features NewtonStep: 0.666 0.003000 NewtonStep: 0.666 0.002000 increaseLambda: 0.666 0.000000 increaseLambda: 0.666 0.000000 Undoing contribution: was 0.020600945393648214 now 0.020560769306868128 174: time = 0.666000 loss = 6.026507 testLoss 7.113339 185: time = 0.666000 loss = 6.008136 testLoss 7.007566 'COND__rev lambda = -0.6074 NTL_COND^2: lambda = -1.2194 min = 1.0000 max = 9.0000 alpha = -0.017126 lossBound = -0.000003 W1 = 0.703529 N1 = 0.677996 deltaLoss = -0.000010 alpha = 0.044559 lossBound = -0.000015 W1 = 0.128622 N1 = 0.121324 deltaLoss = -0.000040 Updating 4 features NewtonStep: 0.668 0.002000 increaseLambda: 0.668 0.000000 Undoing contribution: was 0.009916132280019236 now 0.009903767277311277 175: time = 0.668000 loss = 6.026494 testLoss 7.112175 'COND__rev lambda = -0.4129 alpha = 0.016778 lossBound = -0.000005 W1 = 0.625263 N1 = 0.596381 deltaLoss = -0.000012 Updating 5 features NewtonStep: 0.67 0.004000 Updating 4 features increaseLambda: 0.67 0.000000 Undoing: newLoss 6.008124196846715, oldLoss 6.008135619165147, deltaLossBound -1.1426346002288272E-5 NewtonStep: 0.67 0.002000 increaseLambda: 0.67 0.000000 increaseLambda: 0.67 0.000000 176: time = 0.670000 loss = 6.026483 testLoss 7.113372 'COND__rev lambda = -0.6261 alpha = -0.018650 lossBound = -0.000004 W1 = 0.703528 N1 = 0.677996 deltaLoss = -0.000012 Search: 0.671 0.001000 increaseLambda: 0.671 0.000000 186: time = 0.671000 loss = 6.008124 testLoss 7.013938 'NTL_COND lambda = -1.3388 alpha = -0.039460 lossBound = -0.000011 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000011 Updating 4 features NewtonStep: 0.672 0.002000 increaseLambda: 0.672 0.000000 Undoing contribution: was 0.009903767277311277 now 0.009892286104817667 increaseLambda: 0.668 0.019000 177: time = 0.672000 loss = 6.026471 testLoss 7.112251 'COND__rev lambda = -0.3968 alpha = 0.016165 lossBound = -0.000004 W1 = 0.625264 N1 = 0.596381 deltaLoss = -0.000011 143: time = 0.668000 loss = 6.035649 testLoss 7.018887 NTL_COND^2: lambda = -0.9938 min = 1.0000 max = 9.0000 alpha = -0.095912 lossBound = -0.000070 W1 = 0.128668 N1 = 0.121324 deltaLoss = -0.000194 Updating 4 features NewtonStep: 0.674 0.002000 Updating 7 features increaseLambda: 0.674 0.000000 NewtonStep: 0.67 0.002000 178: time = 0.674000 loss = 6.026460 testLoss 7.113403 'COND__rev lambda = -0.6440 alpha = -0.017949 lossBound = -0.000004 W1 = 0.703529 N1 = 0.677996 deltaLoss = -0.000011 increaseLambda: 0.671 0.001000 Undoing: newLoss 6.035619566390938, oldLoss 6.0356485140287734, deltaLossBound -2.8947776846500084E-5 increaseLambda: 0.671 0.000000 Updating 4 features NewtonStep: 0.676 0.002000 Search: 0.672 0.001000 increaseLambda: 0.676 0.000000 Undoing contribution: was 0.009892286104817667 now 0.009881642245387385 179: time = 0.676000 loss = 6.026450 testLoss 7.112324 'COND__rev lambda = -0.3812 alpha = 0.015562 lossBound = -0.000004 W1 = 0.625264 N1 = 0.596381 deltaLoss = -0.000011 Updating 27 features increaseLambda: 0.672 0.000000 Undoing contribution: was 0.0019058896318997313 now 0.00187694185505392 144: time = 0.672000 loss = 6.035620 testLoss 7.014849 'PTL_COND__rev lambda = 0.2796 alpha = -0.015823 lossBound = -0.000029 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000029 Newton: returning 0.40602896882982 Updating 5 features Loss was 6.026449593103, now 6.026332440027275, delta -0.000117 parallelUpdate: 0.677 0.001000 Updating 8 features NewtonStep: 0.674 0.002000 increaseLambda: 0.675 0.001000 145: time = 0.675000 loss = 6.035568 testLoss 7.013939 'CHLA__rev lambda = -0.1821 alpha = -0.042130 lossBound = -0.000016 W1 = 0.744488 N1 = 0.721007 deltaLoss = -0.000052 Updating 5 features NewtonStep: 0.679 0.002000 increaseLambda: 0.679 0.000000 Undoing contribution: was 0.008515959641962355 now 0.008456433000465467 181: time = 0.679000 loss = 6.026273 testLoss 7.110784 CHLA_COND: lambda = 1.3203 min = 1.0000 max = 9.0000 alpha = -0.046711 lossBound = -0.000034 W1 = 0.104070 N1 = 0.113971 deltaLoss = -0.000060 Updating 7 features NewtonStep: 0.676 0.001000 Updating 6 features increaseLambda: 0.677 0.001000 Undoing contribution: was 0.004196449779562214 now 0.00416378308292917 146: time = 0.677000 loss = 6.035535 testLoss 7.014870 'PTL__rev lambda = -0.4464 alpha = 0.024091 lossBound = -0.000016 W1 = 0.363542 N1 = 0.334334 deltaLoss = -0.000033 increaseLambda: 0.681 0.002000 Undoing contribution: was 0.09295467887787989 now 0.09294600105016215 182: time = 0.681000 loss = 6.026264 testLoss 7.110947 (LAKE_ORIGIN=0.0) lambda = -0.2447 alpha = 0.013877 lossBound = -0.000009 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000009 Updating 5 features NewtonStep: 0.684 0.036000 increaseLambda: 0.684 0.000000 Undoing contribution: was 0.014462158147657889 now 0.014403574516056061 149: time = 0.684000 loss = 6.011207 testLoss 7.025241 CHLA_COND: lambda = 1.6952 min = 1.0000 max = 9.0000 alpha = -0.048695 lossBound = -0.000030 W1 = 0.104068 N1 = 0.113971 deltaLoss = -0.000059 Updating 33 features Updating 6 features NewtonStep: 0.683 0.012000 increaseLambda: 0.684 0.001000 187: time = 0.684000 loss = 6.008112 testLoss 7.014892 CHLA_COND^2: lambda = 1.1582 min = 1.0000 max = 81.0000 alpha = 0.023320 lossBound = -0.000009 W1 = 0.069382 N1 = 0.079044 deltaLoss = -0.000012 Reducing stepsize from 1.1104220546894321 to 0.5878284180310485 Newton: returning 0.5878284180310485 Zeroing out COND^2 Updating 5 features Loss was 6.01120731843213, now 6.01005109644601, delta -0.001156 parallelUpdate: 0.686 0.002000 Updating 5 features NewtonStep: 0.685 0.001000 increaseLambda: 0.686 0.001000 Undoing contribution: was 0.013407245775961725 now 0.013385237123584722 188: time = 0.686000 loss = 6.008090 testLoss 7.013365 'COND__rev lambda = -0.1242 alpha = 0.021919 lossBound = -0.000009 W1 = 0.625261 N1 = 0.596381 deltaLoss = -0.000022 Updating 5 features NewtonStep: 0.687 0.001000 increaseLambda: 0.688 0.001000 151: time = 0.688000 loss = 6.010006 testLoss 7.028422 'TURB__rev lambda = -0.0699 alpha = -0.033832 lossBound = -0.000023 W1 = 0.187543 N1 = 0.164242 deltaLoss = -0.000045 Updating 6 features NewtonStep: 0.687 0.001000 increaseLambda: 0.687 0.000000 Undoing contribution: was 0.011429694341253668 now 0.011417968208506199 189: time = 0.687000 loss = 6.008078 testLoss 7.012850 CHLA_COND: lambda = 1.0856 min = 1.0000 max = 9.0000 alpha = -0.021764 lossBound = -0.000006 W1 = 0.104036 N1 = 0.113971 deltaLoss = -0.000012 Updating 6 features NewtonStep: 0.69 0.002000 increaseLambda: 0.69 0.000000 Undoing: newLoss 6.009983766496012, oldLoss 6.010006035547363, deltaLossBound -2.2269127429887822E-5 Updating 7 features NewtonStep: 0.689 0.002000 increaseLambda: 0.69 0.000000 increaseLambda: 0.689 0.000000 190: time = 0.689000 loss = 6.008065 testLoss 7.013845 CHLA_COND^2: lambda = 1.1826 min = 1.0000 max = 81.0000 alpha = 0.024349 lossBound = -0.000010 W1 = 0.069383 N1 = 0.079044 deltaLoss = -0.000013 Search: 0.69 0.000000 increaseLambda: 0.691 0.001000 152: time = 0.691000 loss = 6.009984 testLoss 7.031912 'PTL_COND__rev lambda = 0.2890 alpha = 0.013860 lossBound = -0.000022 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000022 Updating 6 features NewtonStep: 0.691 0.002000 increaseLambda: 0.691 0.000000 191: time = 0.691000 loss = 6.008053 testLoss 7.011956 'CHLA__rev lambda = -0.2000 alpha = -0.015585 lossBound = -0.000008 W1 = 0.179137 N1 = 0.152846 deltaLoss = -0.000012 Updating 4 features NewtonStep: 0.693 0.002000 increaseLambda: 0.693 0.000000 153: time = 0.693000 loss = 6.009956 testLoss 7.033364 CHLA_COND^2: lambda = 0.6035 min = 1.0000 max = 81.0000 alpha = 0.035736 lossBound = -0.000020 W1 = 0.069396 N1 = 0.079044 deltaLoss = -0.000028 Updating 6 features NewtonStep: 0.693 0.002000 increaseLambda: 0.693 0.000000 Undoing contribution: was 0.1874738906981573 now 0.18745598811964964 192: time = 0.693000 loss = 6.008035 testLoss 7.012208 'PTL__rev lambda = -0.7892 alpha = 0.022854 lossBound = -0.000010 W1 = 0.145376 N1 = 0.122951 deltaLoss = -0.000018 Updating 3 features NewtonStep: 0.695 0.002000 increaseLambda: 0.695 0.000000 Undoing contribution: was 0.014403574516056061 now 0.014354442896962027 154: time = 0.695000 loss = 6.009907 testLoss 7.032283 CHLA_COND: lambda = 1.6071 min = 1.0000 max = 9.0000 alpha = -0.044589 lossBound = -0.000025 W1 = 0.104062 N1 = 0.113971 deltaLoss = -0.000049 Updating 5 features NewtonStep: 0.695 0.002000 increaseLambda: 0.695 0.000000 193: time = 0.695000 loss = 6.008023 testLoss 7.012179 'TURB__rev lambda = -0.0412 alpha = -0.017585 lossBound = -0.000006 W1 = 0.187532 N1 = 0.164242 deltaLoss = -0.000012 Updating 3 features NewtonStep: 0.697 0.002000 increaseLambda: 0.697 0.000000 Updating 5 features 155: time = 0.697000 loss = 6.009863 testLoss 7.034100 CHLA_COND^2: lambda = 0.6484 min = 1.0000 max = 81.0000 alpha = 0.044903 lossBound = -0.000031 W1 = 0.069410 N1 = 0.079044 deltaLoss = -0.000044 increaseLambda: 0.697 0.002000 Undoing contribution: was 0.09438783540821039 now 0.09438366644513874 194: time = 0.697000 loss = 6.008018 testLoss 7.012293 (LAKE_ORIGIN=0.0) lambda = -0.4432 alpha = 0.009613 lossBound = -0.000004 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000004 Updating 4 features NewtonStep: 0.699 0.002000 Updating 5 features NewtonStep: 0.698 0.001000 increaseLambda: 0.7 0.001000 Undoing contribution: was 0.040774917085752135 now 0.040713672496618655 156: time = 0.700000 loss = 6.009801 testLoss 7.024604 TURB_COND: lambda = -2.3165 min = 1.0000 max = 3.0000 alpha = 0.051764 lossBound = -0.000038 W1 = 0.082480 N1 = 0.073529 deltaLoss = -0.000061 increaseLambda: 0.699 0.001000 Undoing contribution: was 0.0030204109685436167 now 0.0030134723061371973 195: time = 0.699000 loss = 6.008012 testLoss 7.012723 'PTL__rev lambda = -0.3210 alpha = 0.011060 lossBound = -0.000003 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000007 Updating 6 features NewtonStep: 0.7 0.001000 Updating 5 features NewtonStep: 0.701 0.001000 increaseLambda: 0.7 0.000000 Undoing contribution: was 0.040627629687664556 now 0.04058772446131811 196: time = 0.701000 loss = 6.007972 testLoss 7.005132 TURB_COND: lambda = -2.2697 min = 1.0000 max = 3.0000 alpha = 0.041432 lossBound = -0.000025 W1 = 0.082467 N1 = 0.073529 deltaLoss = -0.000040 increaseLambda: 0.702 0.001000 Undoing contribution: was 0.014354442896962027 now 0.014308517469201754 157: time = 0.702000 loss = 6.009755 testLoss 7.023559 CHLA_COND: lambda = 1.5639 min = 1.0000 max = 9.0000 alpha = -0.043155 lossBound = -0.000024 W1 = 0.104059 N1 = 0.113971 deltaLoss = -0.000046 Updating 9 features NewtonStep: 0.702 0.001000 increaseLambda: 0.703 0.001000 197: time = 0.703000 loss = 6.007965 testLoss 7.005848 CHLA_COND^2: lambda = 1.2000 min = 1.0000 max = 81.0000 alpha = 0.017451 lossBound = -0.000005 W1 = 0.069377 N1 = 0.079044 deltaLoss = -0.000007 Updating 3 features NewtonStep: 0.704 0.002000 increaseLambda: 0.704 0.000000 158: time = 0.704000 loss = 6.009710 testLoss 7.025404 CHLA_COND^2: lambda = 0.6940 min = 1.0000 max = 81.0000 alpha = 0.045627 lossBound = -0.000032 W1 = 0.069411 N1 = 0.079044 deltaLoss = -0.000045 Updating 6 features NewtonStep: 0.704 0.001000 increaseLambda: 0.705 0.001000 Undoing contribution: was 0.011417968208506199 now 0.011401504826639527 198: time = 0.705000 loss = 6.007948 testLoss 7.005235 CHLA_COND: lambda = 1.0598 min = 1.0000 max = 9.0000 alpha = -0.025763 lossBound = -0.000009 W1 = 0.104039 N1 = 0.113971 deltaLoss = -0.000016 Updating 4 features NewtonStep: 0.706 0.002000 increaseLambda: 0.707 0.001000 Undoing contribution: was 0.014308517469201754 now 0.014263525289675727 159: time = 0.707000 loss = 6.009665 testLoss 7.024372 CHLA_COND: lambda = 1.5213 min = 1.0000 max = 9.0000 alpha = -0.042652 lossBound = -0.000023 W1 = 0.104059 N1 = 0.113971 deltaLoss = -0.000045 Updating 5 features NewtonStep: 0.706 0.025000 increaseLambda: 0.706 0.000000 Updating 8 features NewtonStep: 0.706 0.001000 Updating 8 features NewtonStep: 0.703 0.026000 increaseLambda: 0.707 0.001000 199: time = 0.707000 loss = 6.007933 testLoss 7.006294 CHLA_COND^2: lambda = 1.2260 min = 1.0000 max = 81.0000 alpha = 0.025922 lossBound = -0.000011 W1 = 0.069384 N1 = 0.079044 deltaLoss = -0.000015 increaseLambda: 0.703 0.000000 Undoing contribution: was 0.016510378998756427 now 0.01642612044397598 147: time = 0.703000 loss = 6.035451 testLoss 7.013369 'DOC__rev lambda = 0.4701 alpha = -0.067306 lossBound = -0.000013 W1 = 0.617917 N1 = 0.632645 deltaLoss = -0.000084 Updating 5 features NewtonStep: 0.708 0.001000 increaseLambda: 0.709 0.001000 160: time = 0.709000 loss = 6.009625 testLoss 7.026095 CHLA_COND^2: lambda = 0.7366 min = 1.0000 max = 81.0000 alpha = 0.042542 lossBound = -0.000028 W1 = 0.069406 N1 = 0.079044 deltaLoss = -0.000040 Updating 7 features NewtonStep: 0.708 0.001000 increaseLambda: 0.709 0.001000 Undoing contribution: was 0.011401504826639527 now 0.011386827887960013 200: time = 0.709000 loss = 6.007918 testLoss 7.005716 CHLA_COND: lambda = 1.0355 min = 1.0000 max = 9.0000 alpha = -0.024319 lossBound = -0.000008 W1 = 0.104038 N1 = 0.113971 deltaLoss = -0.000015 Updating 6 features NewtonStep: 0.706 0.003000 Updating 5 features NewtonStep: 0.711 0.002000 increaseLambda: 0.706 0.000000 148: time = 0.706000 loss = 6.035408 testLoss 7.022527 increaseLambda: 0.711 0.000000 Undoing contribution: was 0.014263525289675727NTL_COND^2: lambda = -1.0392 min = 1.0000 max = 9.0000 alpha = -0.045484 lossBound = -0.000015 W1 = 0.128622 N1 = 0.121324 deltaLoss = -0.000043 Updating 9 features NewtonStep: 0.71 0.001000 increaseLambda: 0.711 0.001000 201: time = 0.711000 loss = 6.007905 testLoss 7.006709 CHLA_COND^2: lambda = 1.2503 min = 1.0000 max = 81.0000 alpha = 0.024288 lossBound = -0.000010 W1 = 0.069382 N1 = 0.079044 deltaLoss = -0.000013 Updating 7 features NewtonStep: 0.712 0.001000 increaseLambda: 0.712 0.000000 Undoing contribution: was 0.011386827887960013 now 0.01137393046581818 Updating 8 features NewtonStep: 0.709 0.003000 202: time = 0.712000 loss = 6.007892 testLoss 7.006169 CHLA_COND: lambda = 1.0127 min = 1.0000 max = 9.0000 alpha = -0.022793 lossBound = -0.000007 W1 = 0.104036 N1 = 0.113971 deltaLoss = -0.000013 increaseLambda: 0.709 0.000000 Undoing: newLoss 6.035382387413213, oldLoss 6.0354084001865695, deltaLossBound -2.603667794350966E-5 increaseLambda: 0.709 0.000000 Search: 0.709 0.000000 increaseLambda: 0.71 0.001000 Undoing contribution: was 0.1361849216275495 now 0.13615888494960607 149: time = 0.710000 loss = 6.035382 testLoss 7.012708 'NTL_COND lambda = -1.4910 alpha = 0.060536 lossBound = -0.000026 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000026 Updating 32 features Updating 9 features NewtonStep: 0.714 0.002000 Reducing stepsize from 0.3190192651162453 to 0.23085323403789024 Newton: returning 0.23085323403789024 Updating 7 features 183: time = 0.706000 loss = 6.026260 testLoss 7.113154 PTL_COND: lambda = -0.1709 min = 1.0000 max = 3.0000 increaseLambda: 0.714 0.000000 now 0.014224213373611072 203: time = 0.715000 loss = 6.007881 testLoss 7.007100 CHLA_COND^2: lambda = 1.2730 min = 1.0000 max = 81.0000 alpha = 0.022766 lossBound = -0.000008 W1 = 0.069381 N1 = 0.079044 deltaLoss = -0.000012 alpha = -0.008837 lossBound = -0.000003 W1 = 0.235004 N1 = 0.220588 deltaLoss = -0.000005 161: time = 0.716000 loss = 6.009586 testLoss 7.025133 CHLA_COND: lambda = 1.4814 min = 1.0000 max = 9.0000 alpha = -0.039858 lossBound = -0.000020 W1 = 0.104055 N1 = 0.113971 deltaLoss = -0.000039 Updating 6 features NewtonStep: 0.716 0.001000 increaseLambda: 0.717 0.001000 204: time = 0.717000 loss = 6.007869 testLoss 7.005298 'CHLA__rev lambda = -0.2148 alpha = -0.014871 lossBound = -0.000008 W1 = 0.179136 N1 = 0.152846 deltaLoss = -0.000011 Updating 5 features NewtonStep: 0.717 0.011000 increaseLambda: 0.717 0.000000 Updating 5 features NewtonStep: 0.718 0.002000 184: time = 0.717000 loss = 6.026245 testLoss 7.113005 'TURB__rev lambda = -0.5997 alpha = -0.023737 lossBound = -0.000004 W1 = 0.770435 N1 = 0.748154 deltaLoss = -0.000014 increaseLambda: 0.719 0.001000 162: time = 0.719000 loss = 6.009551 testLoss 7.026745 CHLA_COND^2: lambda = 0.7763 min = 1.0000 max = 81.0000 alpha = 0.039765 lossBound = -0.000025 W1 = 0.069401 N1 = 0.079044 deltaLoss = -0.000035 Updating 7 features NewtonStep: 0.718 0.001000 increaseLambda: 0.718 0.000000 Undoing contribution: was 0.020560769306868128 now 0.02055106561657772 205: time = 0.718000 loss = 6.007860 testLoss 7.000868 NTL_COND^2: lambda = -1.1976 min = 1.0000 max = 9.0000 alpha = 0.021856 lossBound = -0.000004 W1 = 0.128612 N1 = 0.121324 deltaLoss = -0.000010 Updating 6 features NewtonStep: 0.721 0.002000 increaseLambda: 0.721 0.000000 Undoing contribution: was 0.014224213373611072 now 0.01418982680345976 Updating 4 features 163: time = 0.721000 loss = 6.009517 testLoss 7.025848 NewtonStep: 0.72 0.002000 CHLA_COND: lambda = 1.4442 min = 1.0000 max = 9.0000 alpha = -0.037269 lossBound = -0.000018 W1 = 0.104051 N1 = 0.113971 deltaLoss = -0.000034 increaseLambda: 0.721 0.001000 Undoing contribution: was 0.18745598811964964 now 0.18744601981833992 206: time = 0.721000 loss = 6.007850 testLoss 7.001059 'PTL__rev lambda = -0.7721 alpha = 0.017028 lossBound = -0.000006 W1 = 0.145373 N1 = 0.122951 deltaLoss = -0.000010 Updating 6 features NewtonStep: 0.723 0.002000 Updating 8 features NewtonStep: 0.722 0.001000 increaseLambda: 0.723 0.000000 164: time = 0.723000 loss = 6.009486 testLoss 7.027359 CHLA_COND^2: lambda = 0.8135 min = 1.0000 max = 81.0000 alpha = 0.037187 lossBound = -0.000022 W1 = 0.069398 N1 = 0.079044 deltaLoss = -0.000031 increaseLambda: 0.723 0.001000 207: time = 0.723000 loss = 6.007844 testLoss 7.001702 CHLA_COND^2: lambda = 1.2887 min = 1.0000 max = 81.0000 alpha = 0.015666 lossBound = -0.000004 W1 = 0.069376 N1 = 0.079044 deltaLoss = -0.000006 Updating 6 features NewtonStep: 0.723 0.006000 increaseLambda: 0.723 0.000000 Undoing contribution: was 0.0162455512556999 now 0.01622772320991891 185: time = 0.723000 loss = 6.026228 testLoss 7.112335 'DOC__rev lambda = 0.4663 alpha = -0.030990 lossBound = -0.000003 W1 = 0.617935 N1 = 0.632645 deltaLoss = -0.000018 Updating 6 features NewtonStep: 0.724 0.001000 Updating 6 features NewtonStep: 0.725 0.002000 increaseLambda: 0.724 0.000000 Undoing contribution: was 0.01137393046581818 now 0.011359567090014774 208: time = 0.724000 loss = 6.007830 testLoss 7.001131 increaseLambda: 0.726 0.001000 Undoing contribution: was 0.020448177890989756CHLA_COND: lambda = 0.9886 min = 1.0000 max = 9.0000 alpha = -0.024059 lossBound = -0.000008 W1 = 0.104038 N1 = 0.113971 deltaLoss = -0.000014 now 0.020393780688743996 165: time = 0.726000 loss = 6.009432 testLoss 7.016799 NTL_COND^2: lambda = -1.1954 min = 1.0000 max = 9.0000 alpha = 0.051936 lossBound = -0.000020 W1 = 0.128627 N1 = 0.121324 deltaLoss = -0.000054 Updating 5 features NewtonStep: 0.725 0.002000 increaseLambda: 0.725 0.000000 186: time = 0.725000 loss = 6.026217 testLoss 7.115665 PTL_COND: lambda = -0.1842 min = 1.0000 max = 3.0000 alpha = -0.013345 lossBound = -0.000007 W1 = 0.235006 N1 = 0.220588 deltaLoss = -0.000010 Updating 7 features NewtonStep: 0.726 0.002000 increaseLambda: 0.726 0.000000 209: time = 0.726000 loss = 6.007817 testLoss 7.002121 CHLA_COND^2: lambda = 1.3129 min = 1.0000 max = 81.0000 alpha = 0.024207 lossBound = -0.000009 W1 = 0.069382 N1 = 0.079044 deltaLoss = -0.000013 Updating 5 features NewtonStep: 0.727 0.001000 Updating 31 features increaseLambda: 0.728 0.001000 Undoing contribution: was 0.01418982680345976 now 0.01415726771957121 166: time = 0.728000 loss = 6.009399 testLoss 7.015925 CHLA_COND: lambda = 1.4078 min = 1.0000 max = 9.0000 alpha = -0.036345 lossBound = -0.000017 W1 = 0.104050 N1 = 0.113971 deltaLoss = -0.000033 Reducing stepsize from 0.668319319759704 to 0.5703177789739435 Newton: returning 0.5703177789739435 Zeroing out 'COND__rev Updating 6 features Loss was 6.007816614839086, now 6.007591254983947, delta -0.000225 parallelUpdate: 0.728 0.002000 Updating 8 features NewtonStep: 0.728 0.003000 increaseLambda: 0.729 0.001000 Undoing contribution: was 0.001884328587331913 now 0.0018617192834814614 187: time = 0.729000 loss = 6.026195 testLoss 7.116043 ANC^2: lambda = -3.4200 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.319794 lossBound = -0.000007 W1 = 0.001709 N1 = 0.000695 deltaLoss = -0.000023 Updating 6 features NewtonStep: 0.73 0.002000 Loss was 6.035382363508626, now 6.035074404507695, delta -0.000308 parallelUpdate: 0.725 0.015000 increaseLambda: 0.73 0.000000 Updating 4 features 167: time = 0.730000 loss = 6.009364 testLoss 7.017562 CHLA_COND^2: lambda = 0.8539 min = 1.0000 max = 81.0000 alpha = 0.040369 lossBound = -0.000025 W1 = 0.069402 N1 = 0.079044 deltaLoss = -0.000036 NewtonStep: 0.729 0.001000 increaseLambda: 0.73 0.001000 Undoing: newLoss 6.027746186201687, oldLoss 6.007591254983947, deltaLossBound -4.863974054894818E-6 increaseLambda: 0.73 0.000000 Search: 0.73 0.000000 Updating 8 features NewtonStep: 0.73 0.001000 increaseLambda: 0.73 0.000000 211: time = 0.730000 loss = 6.007580 testLoss 6.999957 'NTL__rev lambda = -0.0406 alpha = -0.040557 lossBound = -0.000005 W1 = 0.024175 N1 = 0.012042 deltaLoss = -0.000012 increaseLambda: 0.731 0.001000 Undoing contribution: was 0.0036115362723626206 now 0.00360257355274814 188: time = 0.731000 loss = 6.026186 testLoss 7.114703 'NTL__rev lambda = -1.2126 alpha = 0.044755 lossBound = -0.000004 W1 = 0.023608 N1 = 0.011802 deltaLoss = -0.000009 Updating 3 features NewtonStep: 0.727 0.002000 Updating 4 features NewtonStep: 0.732 0.002000 increaseLambda: 0.727 0.000000 151: time = 0.727000 loss = 6.034993 testLoss 7.026562 NTL_COND^2: lambda = -1.1344 min = 1.0000 max = 9.0000 alpha = -0.062402 lossBound = -0.000030 W1 = 0.128635 N1 = 0.121324 deltaLoss = -0.000082 increaseLambda: 0.732 0.000000 Undoing contribution: was 0.01415726771957121 now 0.014122043441816168 168: time = 0.732000 loss = 6.009328 testLoss 7.016654 CHLA_COND: lambda = 1.3701 min = 1.0000 max = 9.0000 alpha = -0.037722 lossBound = -0.000018 W1 = 0.104052 N1 = 0.113971 deltaLoss = -0.000035 Updating 7 features NewtonStep: 0.733 0.002000 Updating 6 features NewtonStep: 0.729 0.002000 increaseLambda: 0.733 0.000000 Undoing: newLoss 6.030663477743752, oldLoss 6.026185654373461, deltaLossBound -1.6711675282101389E-6 increaseLambda: 0.733 0.000000 increaseLambda: 0.729 0.000000 Undoing: newLoss 6.034951466037751, oldLoss 6.034992558065467, deltaLossBound -4.10923100459382E-5 increaseLambda: 0.73 0.001000 Search: 0.734 0.001000 Search: 0.73 0.000000 increaseLambda: 0.734 0.000000 189: time = 0.734000 loss = 6.026044 testLoss 7.115693 DOC: lambda = -1.7627 min = 0.3400 max = 290.5700 alpha = -1.762685 lossBound = -0.000002 W1 = 0.017805 N1 = 0.016866 deltaLoss = -0.000141 Updating 5 features NewtonStep: 0.735 0.003000 increaseLambda: 0.73 0.000000 Undoing contribution: was 0.0019367701413545218 now 0.0018956778313082906 152: time = 0.730000 loss = 6.034951 testLoss 7.021743 'PTL_COND__rev lambda = 0.2787 alpha = -0.018855 lossBound = -0.000041 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000041 increaseLambda: 0.736 0.001000 169: time = 0.736000 loss = 6.009297 testLoss 7.018181 CHLA_COND^2: lambda = 0.8915 min = 1.0000 max = 81.0000 alpha = 0.037633 lossBound = -0.000022 W1 = 0.069398 N1 = 0.079044 deltaLoss = -0.000031 Updating 6 features Updating 4 features NewtonStep: 0.737 0.001000 increaseLambda: 0.732 0.002000 153: time = 0.732000 loss = 6.034941 testLoss 7.021544 (LAKE_ORIGIN=1.0) lambda = 1.0369 alpha = 0.015273 lossBound = -0.000011 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000011 increaseLambda: 0.738 0.001000 Undoing contribution: was 0.014122043441816168 now 0.014091215949135816 170: time = 0.738000 loss = 6.009266 testLoss 7.017334 CHLA_COND: lambda = 1.3348 min = 1.0000 max = 9.0000 alpha = -0.035281 lossBound = -0.000016 W1 = 0.104049 N1 = 0.113971 deltaLoss = -0.000031 Updating 6 features NewtonStep: 0.734 0.002000 Updating 5 features NewtonStep: 0.74 0.002000 increaseLambda: 0.735 0.001000 Undoing: newLoss 6.035850800937233, oldLoss 6.034940871971877, deltaLossBound -9.232811100528344E-6 increaseLambda: 0.74 0.000000 171: time = 0.740000 loss = 6.009239 testLoss 7.018765 increaseLambda: 0.735 0.000000 CHLA_COND^2: lambda = 0.9267 min = 1.0000 max = 81.0000 alpha = 0.035207 lossBound = -0.000020 W1 = 0.069395 N1 = 0.079044 deltaLoss = -0.000027 Search: 0.735 0.000000 increaseLambda: 0.735 0.000000 154: time = 0.735000 loss = 6.034932 testLoss 7.021401 ANC_COND^2: lambda = -0.1330 min = 1.0000 max = 4.0000 alpha = -0.132950 lossBound = -0.000009 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000009 Updating 6 features NewtonStep: 0.74 0.006000 increaseLambda: 0.741 0.001000 Undoing contribution: was 0.01622772320991891 now 0.01603074903502363 190: time = 0.741000 loss = 6.025847 testLoss 7.113299 'DOC__rev lambda = 0.3619 Updating 4 features NewtonStep: 0.742 0.002000 increaseLambda: 0.742 0.000000 Undoing contribution: was 0.014091215949135816 now 0.0140642083740537 Updating 6 features NewtonStep: 0.741 0.011000 172: time = 0.742000 loss = 6.009212 testLoss 7.017974 CHLA_COND: lambda = 1.3018 min = 1.0000 max = 9.0000 alpha = -0.033016 lossBound = -0.000014 W1 = 0.104046 N1 = 0.113971 deltaLoss = -0.000027 Updating 5 features NewtonStep: 0.737 0.002000 increaseLambda: 0.741 0.000000 Undoing contribution: was 0.011359567090014774 now 0.011351194920807092 212: time = 0.741000 loss = 6.007571 testLoss 6.999523 CHLA_COND: lambda = 0.8542 min = 1.0000 max = 9.0000 alpha = -0.018351 lossBound = -0.000004 W1 = 0.104033 N1 = 0.113971 deltaLoss = -0.000008 increaseLambda: 0.738 0.001000 Undoing: newLoss 6.036020770204654, oldLoss 6.034931639160777, deltaLossBound -7.96925517913017E-6 increaseLambda: 0.738 0.000000 Search: 0.738 0.000000 alpha = -0.104376 lossBound = -0.000031 W1 = 0.617887 N1 = 0.632645 deltaLoss = -0.000197 Updating 4 features NewtonStep: 0.744 0.002000 increaseLambda: 0.744 0.000000 173: time = 0.744000 loss = 6.009188 testLoss 7.019315 CHLA_COND^2: lambda = 0.9597 min = 1.0000 max = 81.0000 alpha = 0.032950 lossBound = -0.000017 W1 = 0.069392 N1 = 0.079044 deltaLoss = -0.000024 increaseLambda: 0.74 0.002000 Updating 6 features NewtonStep: 0.744 0.003000 155: time = 0.740000 loss = 6.034856 testLoss 7.019079 COND: lambda = -0.6548 min = 4.0000 max = 50,590.0000 alpha = -0.654795 lossBound = -0.000008 W1 = 0.009347 N1 = 0.008479 deltaLoss = -0.000076 increaseLambda: 0.745 0.001000 Undoing contribution: was 0.021021649572817172 now 0.021019990318749696 191: time = 0.745000 loss = 6.025846 testLoss 7.111470 NTL_COND^2: lambda = -1.1407 min = 1.0000 max = 9.0000 alpha = 0.009034 lossBound = -0.000001 W1 = 0.128610 N1 = 0.121324 deltaLoss = -0.000002 Updating 6 features NewtonStep: 0.746 0.005000 increaseLambda: 0.746 0.000000 213: time = 0.746000 loss = 6.007564 testLoss 7.000254 CHLA_COND^2: lambda = 1.4708 min = 1.0000 max = 81.0000 alpha = 0.017805 lossBound = -0.000005 W1 = 0.069377 N1 = 0.079044 deltaLoss = -0.000007 Updating 5 features NewtonStep: 0.746 0.001000 Updating 5 features NewtonStep: 0.743 0.003000 increaseLambda: 0.747 0.001000 192: time = 0.747000 loss = 6.025844 testLoss 7.112975 PTL_COND: lambda = -0.1902 min = 1.0000 max = 3.0000 alpha = -0.006021 lossBound = -0.000001 W1 = 0.235003 N1 = 0.220588 deltaLoss = -0.000002 increaseLambda: 0.743 0.000000 156: time = 0.743000 loss = 6.034814 testLoss 7.021319 'COND__rev lambda = -0.2051 alpha = -0.035222 lossBound = -0.000014 W1 = 0.703518 N1 = 0.677996 deltaLoss = -0.000042 Updating 6 features NewtonStep: 0.747 0.001000 increaseLambda: 0.748 0.001000 Undoing contribution: was 0.011351194920807092 now 0.011344236671674654 214: time = 0.748000 loss = 6.007557 testLoss 6.999860 CHLA_COND: lambda = 0.8375 min = 1.0000 max = 9.0000 alpha = -0.016732 lossBound = -0.000004 W1 = 0.104032 N1 = 0.113971 deltaLoss = -0.000007 Updating 5 features NewtonStep: 0.748 0.001000 increaseLambda: 0.749 0.001000 193: time = 0.749000 loss = 6.025839 testLoss 7.113721 'COND__rev lambda = -0.6907 alpha = -0.011591 lossBound = -0.000002 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000005 Updating 5 features NewtonStep: 0.745 0.002000 increaseLambda: 0.745 0.000000 Undoing contribution: was 2.7570573726540194E-4 now 2.3471412805883764E-4 157: time = 0.745000 loss = 6.034773 testLoss 7.021845 ANC^2: lambda = -1.5300 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.452370 lossBound = -0.000013 W1 = 0.001722 N1 = 0.000695 deltaLoss = -0.000041 Updating 5 features NewtonStep: 0.749 0.001000 increaseLambda: 0.749 0.000000 215: time = 0.749000 loss = 6.007551 testLoss 7.000546 CHLA_COND^2: lambda = 1.4875 min = 1.0000 max = 81.0000 alpha = 0.016716 lossBound = -0.000005 W1 = 0.069376 N1 = 0.079044 deltaLoss = -0.000006 Updating 5 features NewtonStep: 0.75 0.001000 increaseLambda: 0.75 0.000000 Undoing contribution: was 0.009881642245387385 now 0.009873131773352735 194: time = 0.750000 loss = 6.025830 testLoss 7.112759 'COND__rev lambda = -0.3467 alpha = 0.013898 lossBound = -0.000003 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000009 Updating 6 features NewtonStep: 0.747 0.002000 increaseLambda: 0.747 0.000000 Undoing contribution: was 0.010630653919741375 now 0.010589304528932244 158: time = 0.747000 loss = 6.034732 testLoss 7.019719 'COND__rev lambda = -0.4655 alpha = 0.030384 lossBound = -0.000016 W1 = 0.625255 N1 = 0.596381 deltaLoss = -0.000041 Updating 5 features NewtonStep: 0.752 0.002000 increaseLambda: 0.752 0.000000 195: time = 0.752000 loss = 6.025822 testLoss 7.113751 'COND__rev lambda = -0.7062 alpha = -0.015443 lossBound = -0.000003 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000008 Updating 5 features NewtonStep: 0.752 0.003000 increaseLambda: 0.753 0.001000 Undoing contribution: was 0.011344236671674654 now 0.011338105678988672 216: time = 0.753000 loss = 6.007545 testLoss 7.000176 CHLA_COND: lambda = 0.8218 min = 1.0000 max = 9.0000 alpha = -0.015704 lossBound = -0.000003 W1 = 0.104032 N1 = 0.113971 deltaLoss = -0.000006 Updating 7 features NewtonStep: 0.75 0.003000 Updating 4 features NewtonStep: 0.754 0.002000 increaseLambda: 0.75 0.000000 159: time = 0.750000 loss = 6.034704 testLoss 7.021553 'COND__rev lambda = -0.2338 alpha = -0.028747 lossBound = -0.000009 W1 = 0.703523 N1 = 0.677996 deltaLoss = -0.000028 increaseLambda: 0.754 0.000000 Undoing contribution: was 0.009873131773352735 now 0.009865218609473021 196: time = 0.754000 loss = 6.025814 testLoss 7.112823 'COND__rev lambda = -0.3333 alpha = 0.013400 lossBound = -0.000003 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000008 Updating 8 features NewtonStep: 0.752 0.002000 Updating 5 features NewtonStep: 0.756 0.003000 increaseLambda: 0.752 0.000000 Undoing contribution: was 9.319305228131587E-4 now 8.273988648125415E-4 increaseLambda: 0.756 0.000000 160: time = 0.752000 loss = 6.034600 testLoss 7.022524 COND^2: lambda = -2.5054 min = 16.0000 max = 2,559,348,100.0000 alpha = 1.004058 lossBound = -0.000030 W1 = 0.001186 N1 = 0.000135 deltaLoss = -0.000105 217: time = 0.756000 loss = 6.007539 testLoss 7.000821 CHLA_COND^2: lambda = 1.5032 min = 1.0000 max = 81.0000 alpha = 0.015690 lossBound = -0.000004 W1 = 0.069376 N1 = 0.079044 deltaLoss = -0.000006 Updating 5 features NewtonStep: 0.758 0.014000 increaseLambda: 0.758 0.000000 Undoing contribution: was 0.0140642083740537 now 0.014040529345214658 174: time = 0.758000 loss = 6.009164 testLoss 7.018576 CHLA_COND: lambda = 1.2709 min = 1.0000 max = 9.0000 alpha = -0.030909 lossBound = -0.000012 W1 = 0.104044 N1 = 0.113971 deltaLoss = -0.000024 Updating 4 features NewtonStep: 0.758 0.002000 Updating 6 features NewtonStep: 0.754 0.002000 increaseLambda: 0.758 0.000000 Undoing contribution: was 0.011338105678988672 now 0.011332701793431862 218: time = 0.758000 loss = 6.007534 testLoss 7.000474 CHLA_COND: lambda = 0.8071 min = 1.0000 max = 9.0000 alpha = -0.014742 lossBound = -0.000003 W1 = 0.104031 N1 = 0.113971 deltaLoss = -0.000005 increaseLambda: 0.754 0.000000 161: time = 0.754000 loss = 6.034515 testLoss 7.021862 ANC^2: lambda = -1.9907 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.460710 lossBound = -0.000030 W1 = 0.001735 N1 = 0.000695 deltaLoss = -0.000084 Updating 3 features NewtonStep: 0.76 0.002000 Updating 5 features increaseLambda: 0.76 0.000000 NewtonStep: 0.759 0.005000 175: time = 0.760000 loss = 6.009143 testLoss 7.019833 CHLA_COND^2: lambda = 0.9905 min = 1.0000 max = 81.0000 alpha = 0.030850 lossBound = -0.000015 W1 = 0.069389 N1 = 0.079044 deltaLoss = -0.000021 increaseLambda: 0.76 0.001000 197: time = 0.760000 loss = 6.025807 testLoss 7.113779 'COND__rev lambda = -0.7210 alpha = -0.014865 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000008 Updating 7 features NewtonStep: 0.756 0.002000 increaseLambda: 0.757 0.001000 Undoing contribution: was 0.010589304528932244 now 0.010556662159540755 162: time = 0.757000 loss = 6.034482 testLoss 7.019977 'COND__rev lambda = -0.4385 alpha = 0.026995 lossBound = -0.000012 W1 = 0.625258 N1 = 0.596381 deltaLoss = -0.000033 Updating 5 features NewtonStep: 0.761 0.001000 increaseLambda: 0.761 0.000000 Undoing contribution: was 0.009865218609473021 now 0.009857881785992713 198: time = 0.761000 loss = 6.025800 testLoss 7.112886 'COND__rev lambda = -0.3204 alpha = 0.012902 lossBound = -0.000003 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000007 Updating 3 features NewtonStep: 0.763 0.003000 increaseLambda: 0.763 0.000000 176: time = 0.763000 loss = 6.009125 testLoss 7.017560 'CHLA__rev lambda = -0.1482 alpha = -0.018721 lossBound = -0.000012 W1 = 0.179139 N1 = 0.152846 deltaLoss = -0.000018 Updating 6 features NewtonStep: 0.759 0.002000 Updating 3 features NewtonStep: 0.763 0.002000 increaseLambda: 0.759 0.000000 Undoing contribution: was 0.003091565203644342 now 0.0030771936580205606 163: time = 0.759000 loss = 6.034468 testLoss 7.021217 'CHLA__rev lambda = -0.2451 alpha = 0.015187 lossBound = -0.000009 W1 = 0.299863 N1 = 0.269770 deltaLoss = -0.000014 increaseLambda: 0.763 0.000000 199: time = 0.763000 loss = 6.025793 testLoss 7.113806 'COND__rev lambda = -0.7354 alpha = -0.014309 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000007 Updating 4 features NewtonStep: 0.765 0.002000 increaseLambda: 0.765 0.000000 Undoing: newLoss 6.009118557875705, oldLoss 6.009125091314289, deltaLossBound -6.5347726894728596E-6 increaseLambda: 0.766 0.001000 Updating 5 features NewtonStep: 0.765 0.002000 Search: 0.766 0.000000 Updating 5 features NewtonStep: 0.761 0.002000 increaseLambda: 0.765 0.000000 Undoing contribution: was 0.009857881785992713 now 0.009851079238354639 200: time = 0.765000 loss = 6.025786 testLoss 7.112946 'COND__rev lambda = -0.3080 alpha = 0.012422 lossBound = -0.000003 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000007 increaseLambda: 0.766 0.000000 increaseLambda: 0.761 0.000000 Undoing: newLoss 6.0475331887219586, oldLoss 6.034468030764282, deltaLossBound -7.139580076357039E-6 177: time = 0.766000 loss = 6.009119 testLoss 7.022389 'NTL_COND lambda = -1.3892 alpha = -0.029888 lossBound = -0.000007 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000007 increaseLambda: 0.762 0.001000 Search: 0.762 0.000000 increaseLambda: 0.762 0.000000 164: time = 0.762000 loss = 6.034455 testLoss 7.020971 'PTL__rev lambda = -0.0221 alpha = -0.022092 lossBound = -0.000007 W1 = 0.134760 N1 = 0.113003 deltaLoss = -0.000013 Updating 3 features NewtonStep: 0.767 0.002000 increaseLambda: 0.767 0.000000 201: time = 0.767000 loss = 6.025779 testLoss 7.113832 'COND__rev lambda = -0.7491 alpha = -0.013774 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000007 Updating 3 features increaseLambda: 0.769 0.003000 Undoing contribution: was 0.17059331888224794 now 0.1705868493751348 178: time = 0.769000 loss = 6.009112 testLoss 7.022530 (LAKE_ORIGIN=1.0) lambda = 0.9816 alpha = -0.011979 lossBound = -0.000006 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000006 Updating 5 features NewtonStep: 0.764 0.002000 increaseLambda: 0.765 0.001000 165: time = 0.765000 loss = 6.034438 testLoss 7.022402 'COND__rev lambda = -0.2562 Updating 3 features alpha = -0.022353 lossBound = -0.000006 W1 = 0.703526 N1 = 0.677996 deltaLoss = -0.000017 NewtonStep: 0.769 0.002000 increaseLambda: 0.769 0.000000 Undoing contribution: was 0.009851079238354639 now 0.009844771979966178 202: time = 0.769000 loss = 6.025773 testLoss 7.113005 'COND__rev lambda = -0.2961 alpha = 0.011960 lossBound = -0.000002 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000006 Updating 4 features NewtonStep: 0.771 0.002000 increaseLambda: 0.771 0.000000 Undoing: newLoss 6.009107847179185, oldLoss 6.009112087034485, deltaLossBound -4.239858115588635E-6 increaseLambda: 0.771 0.000000 Search: 0.771 0.000000 Updating 5 features NewtonStep: 0.77 0.012000 increaseLambda: 0.772 0.001000 increaseLambda: 0.771 0.001000 179: time = 0.772000 loss = 6.009108 testLoss 7.024059 'PTL_COND__rev lambda = 0.2951 alpha = 0.006050 lossBound = -0.000004 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000004 Updating 32 features 219: time = 0.771000 loss = 6.007529 testLoss 7.001079 CHLA_COND^2: lambda = 1.5179 min = 1.0000 max = 81.0000 alpha = 0.014730 lossBound = -0.000004 W1 = 0.069375 N1 = 0.079044 deltaLoss = -0.000005 Newton: returning 1.217780005768406 Updating 6 features Loss was 6.009107847176368, now 6.008152613363362, delta -0.000955 parallelUpdate: 0.773 0.001000 Updating 6 features NewtonStep: 0.772 0.001000 increaseLambda: 0.773 0.001000 220: time = 0.773000 loss = 6.007524 testLoss 6.999939 'CHLA__rev lambda = -0.2445 alpha = -0.009433 lossBound = -0.000003 W1 = 0.179133 N1 = 0.152846 deltaLoss = -0.000004 Updating 6 features NewtonStep: 0.775 0.002000 Updating 6 features NewtonStep: 0.774 0.001000 increaseLambda: 0.775 0.000000 Undoing contribution: was 0.020393780688743996 now 0.020342472410604957 181: time = 0.775000 loss = 6.008101 testLoss 7.012568 NTL_COND^2: lambda = -1.1254 min = 1.0000 max = 9.0000 alpha = 0.050499 lossBound = -0.000019 W1 = 0.128626 N1 = 0.121324 deltaLoss = -0.000051 increaseLambda: 0.775 0.001000 Undoing: newLoss 6.01885155791935, oldLoss 6.007524139241139, deltaLossBound -2.8957360308045743E-6 increaseLambda: 0.775 0.000000 Search: 0.775 0.000000 increaseLambda: 0.775 0.000000 221: time = 0.775000 loss = 6.007506 testLoss 7.000705 'DOC__rev lambda = 0.0399 alpha = 0.039918 lossBound = -0.000003 W1 = 0.632482 N1 = 0.646953 deltaLoss = -0.000018 Updating 5 features NewtonStep: 0.778 0.003000 Updating 7 features NewtonStep: 0.777 0.002000 increaseLambda: 0.779 0.001000 Undoing contribution: was 0.014040529345214658 now 0.0140124277842813 increaseLambda: 0.778 0.001000 Undoing: newLoss 6.007499054383087, oldLoss 6.007505719805189, deltaLossBound -6.665429316500852E-6 182: time = 0.779000 loss = 6.008073 testLoss 7.011768 CHLA_COND: lambda = 0.7208 min = 1.0000 max = 9.0000 alpha = -0.033338 lossBound = -0.000015 W1 = 0.104047 N1 = 0.113971 deltaLoss = -0.000028 increaseLambda: 0.778 0.000000 Search: 0.778 0.000000 increaseLambda: 0.779 0.001000 Undoing contribution: was 0.007686236083403733 now 0.007679570654088577 222: time = 0.779000 loss = 6.007499 testLoss 6.998775 'PTL_COND__rev lambda = 0.3838 alpha = -0.007590 lossBound = -0.000007 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000007 Updating 2 features NewtonStep: 0.779 0.010000 increaseLambda: 0.779 0.000000 203: time = 0.779000 loss = 6.025767 testLoss 7.113858 'COND__rev lambda = -0.7624 alpha = -0.013259 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000006 Updating 6 features NewtonStep: 0.781 0.002000 increaseLambda: 0.781 0.000000 Undoing contribution: was 0.0010080260093265445 now 9.829510587590726E-4 183: time = 0.781000 loss = 6.008048 testLoss 7.013402 'CHLA__rev lambda = -0.1391 alpha = 0.020078 lossBound = -0.000015 W1 = 0.299866 N1 = 0.269770 deltaLoss = -0.000025 Updating 9 features increaseLambda: 0.78 0.001000 Undoing contribution: was 0.1705367760411889 now 0.17053330452082616 223: time = 0.780000 loss = 6.007496 testLoss 6.998880 (LAKE_ORIGIN=1.0) lambda = 0.8870 alpha = -0.008771 lossBound = -0.000003 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000003 Updating 3 features NewtonStep: 0.781 0.002000 increaseLambda: 0.781 0.000000 Undoing contribution: was 0.009844771979966178 now 0.009838923876015744 204: time = 0.781000 loss = 6.025761 testLoss 7.113061 'COND__rev lambda = -0.2845 alpha = 0.011516 lossBound = -0.000002 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000006 Updating 8 features NewtonStep: 0.783 0.002000 Updating 8 features NewtonStep: 0.782 0.002000 increaseLambda: 0.783 0.000000 Undoing: newLoss 6.021174157132147, oldLoss 6.008048128573722, deltaLossBound -5.540951448350476E-6 increaseLambda: 0.782 0.000000 224: time = 0.782000 loss = 6.007473 testLoss 6.998896 PTL: lambda = 3.0658 min = 1.0000 max = 4,865.0000 alpha = 0.138256 lossBound = -0.000003 W1 = 0.019316 N1 = 0.021255 deltaLoss = -0.000022 Updating 5 features NewtonStep: 0.778 0.013000 increaseLambda: 0.783 0.000000 Search: 0.784 0.001000 increaseLambda: 0.779 0.001000 Undoing contribution: was 0.010556662159540755 now 0.010533243045981236 166: time = 0.779000 loss = 6.034415 testLoss 7.020808 'COND__rev lambda = -0.4157 alpha = 0.022879 lossBound = -0.000009 W1 = 0.625260 N1 = 0.596381 deltaLoss = -0.000023 increaseLambda: 0.784 0.000000 184: time = 0.784000 loss = 6.008038 testLoss 7.013187 'PTL__rev lambda = -0.0195 alpha = -0.019466 lossBound = -0.000006 W1 = 0.134781 N1 = 0.113003 deltaLoss = -0.000010 Updating 2 features NewtonStep: 0.784 0.003000 increaseLambda: 0.784 0.000000 Undoing: newLoss 6.040512587977956, oldLoss 6.025761024332807, deltaLossBound -1.9015007690841528E-6 Updating 4 features NewtonStep: 0.781 0.002000 increaseLambda: 0.785 0.001000 increaseLambda: 0.781 0.000000 Search: 0.785 0.000000 167: time = 0.781000 loss = 6.034393 testLoss 7.022446 'COND__rev lambda = -0.2818 alpha = -0.025630 lossBound = -0.000007 W1 = 0.703525 N1 = 0.677996 deltaLoss = -0.000022 increaseLambda: 0.785 0.000000 205: time = 0.785000 loss = 6.025757 testLoss 7.112725 'PTL__rev lambda = -0.0081 alpha = -0.008146 lossBound = -0.000002 W1 = 0.355720 N1 = 0.326615 deltaLoss = -0.000004 Updating 4 features NewtonStep: 0.787 0.002000 increaseLambda: 0.787 0.000000 206: time = 0.787000 loss = 6.025753 testLoss 7.113447 'COND__rev lambda = -0.7736 alpha = -0.011211 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000004 Updating 4 features NewtonStep: 0.783 0.002000 increaseLambda: 0.784 0.001000 Undoing contribution: was 0.010533243045981236 now 0.010511426229768075 168: time = 0.784000 loss = 6.034371 testLoss 7.020909 'COND__rev lambda = -0.3936 alpha = 0.022079 lossBound = -0.000008 W1 = 0.625261 N1 = 0.596381 deltaLoss = -0.000022 Updating 3 features NewtonStep: 0.789 0.002000 increaseLambda: 0.789 0.000000 Undoing contribution: was 0.009838923876015744 now 0.009833333824406583 207: time = 0.789000 loss = 6.025747 testLoss 7.112669 'COND__rev lambda = -0.2733 alpha = 0.011258 lossBound = -0.000002 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000006 Updating 4 features NewtonStep: 0.786 0.002000 increaseLambda: 0.786 0.000000 169: time = 0.786000 loss = 6.034350 testLoss 7.022488 'COND__rev lambda = -0.3065 alpha = -0.024688 lossBound = -0.000007 W1 = 0.703525 N1 = 0.677996 deltaLoss = -0.000021 Updating 3 features NewtonStep: 0.791 0.002000 increaseLambda: 0.791 0.000000 208: time = 0.791000 loss = 6.025742 testLoss 7.113472 'COND__rev lambda = -0.7861 alpha = -0.012484 lossBound = -0.000002 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000005 Updating 3 features NewtonStep: 0.788 0.002000 increaseLambda: 0.788 0.000000 170: time = 0.788000 loss = 6.034257 testLoss 7.020930 COND: lambda = -1.0816 min = 4.0000 max = 50,590.0000 alpha = -0.426810 lossBound = -0.000009 W1 = 0.009521 N1 = 0.008479 deltaLoss = -0.000093 Updating 2 features NewtonStep: 0.793 0.002000 increaseLambda: 0.793 0.000000 Undoing contribution: was 0.009833333824406583 now 0.009828144198974082 209: time = 0.793000 loss = 6.025737 testLoss 7.112723 'COND__rev lambda = -0.2624 alpha = 0.010846 lossBound = -0.000002 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000005 Updating 29 features Reducing stepsize from 0.9901428632851162 to 0.4190670988728039 Newton: returning 0.4190670988728039 Updating 4 features Updating 3 features NewtonStep: 0.79 0.002000 Loss was 6.025736691603958, now 6.025583386147201, delta -0.000153 parallelUpdate: 0.794 0.001000 increaseLambda: 0.79 0.000000 Undoing contribution: was 3.192096435516705E-4 now 2.973097800867679E-4 171: time = 0.790000 loss = 6.034235 testLoss 7.021303 ANC^2: lambda = -1.6756 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.315095 lossBound = -0.000007 W1 = 0.001708 N1 = 0.000695 deltaLoss = -0.000022 Updating 1 features NewtonStep: 0.796 0.002000 increaseLambda: 0.796 0.000000 Undoing: newLoss 6.037292864343061, oldLoss 6.025583386147201, deltaLossBound -1.975516858458641E-6 Updating 3 features NewtonStep: 0.792 0.002000 Updating 7 features increaseLambda: 0.796 0.000000 NewtonStep: 0.797 0.013000 increaseLambda: 0.792 0.000000 Undoing contribution: was 0.00416378308292917 now 0.004152915795189257 Search: 0.797 0.001000 172: time = 0.793000 loss = 6.034224 testLoss 7.021848 'PTL__rev lambda = -0.4274 alpha = 0.013872 lossBound = -0.000005 W1 = 0.363540 N1 = 0.334334 deltaLoss = -0.000011 Updating 7 features increaseLambda: 0.797 0.000000 NewtonStep: 0.797 0.015000 211: time = 0.797000 loss = 6.025570 testLoss 7.113562 'DOC__rev lambda = 0.0332 alpha = 0.033225 lossBound = -0.000002 W1 = 0.645180 N1 = 0.659715 deltaLoss = -0.000013 increaseLambda: 0.797 0.000000 Undoing contribution: was 0.0030134723061371973 now 0.003003900068810859 225: time = 0.797000 loss = 6.007464 testLoss 6.999399 'PTL__rev lambda = -0.3020 alpha = 0.012981 lossBound = -0.000005 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000010 Updating 1 features NewtonStep: 0.798 0.001000 increaseLambda: 0.798 0.001000 Undoing contribution: was 6.339346304484162E-4 now 6.077282107749805E-4 Updating 4 features NewtonStep: 0.795 0.002000 185: time = 0.800000 loss = 6.008012 testLoss 7.013335 'TURB__rev lambda = -0.2709 alpha = 0.031353 lossBound = -0.000008 W1 = 0.771790 N1 = 0.749584 deltaLoss = -0.000026 increaseLambda: 0.799 0.001000 Updating 7 features 212: time = 0.799000 loss = 6.025562 testLoss 7.114587 'COND__rev lambda = -0.8616 alpha = -0.015953 lossBound = -0.000003 W1 = 0.703529 N1 = 0.677996 deltaLoss = -0.000009 increaseLambda: 0.795 0.000000 Undoing: newLoss 6.034219581127804, oldLoss 6.034224360057374, deltaLossBound -4.779188004801508E-6 increaseLambda: 0.795 0.000000 Search: 0.796 0.001000 increaseLambda: 0.796 0.000000 Undoing contribution: was 0.019168472219675072 now 0.019163693031671505 173: time = 0.796000 loss = 6.034220 testLoss 7.021227 'CHLA__rev lambda = 1.7272 alpha = -0.016061 lossBound = -0.000005 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000005 Updating 3 features NewtonStep: 0.801 0.002000 increaseLambda: 0.801 0.000000 Undoing: newLoss 6.025560032753623, oldLoss 6.025561684615117, deltaLossBound -1.6519520175917825E-6 increaseLambda: 0.801 0.000000 Updating 4 features NewtonStep: 0.802 0.002000 Search: 0.801 0.000000 increaseLambda: 0.803 0.001000 Undoing contribution: was 0.009714580866535987 now 0.009701666406567893 increaseLambda: 0.802 0.001000 Undoing contribution: was 0.13582746910268237 now 0.1358258171506654 186: time = 0.803000 loss = 6.007999 testLoss 7.012157 'COND__rev lambda = -0.2527 alpha = 0.016974 lossBound = -0.000005 W1 = 0.625263 N1 = 0.596381 deltaLoss = -0.000013 213: time = 0.802000 loss = 6.025560 testLoss 7.112137 'NTL_COND lambda = -1.2869 alpha = 0.015137 lossBound = -0.000002 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.798 0.002000 increaseLambda: 0.798 0.000000 Undoing: newLoss 6.034214543444993, oldLoss 6.034219580869371, deltaLossBound -5.037428486279931E-6 increaseLambda: 0.798 0.000000 Search: 0.799 0.001000 increaseLambda: 0.799 0.000000 Undoing contribution: was 0.0018956778313082906 now 0.0018906404028206153 174: time = 0.799000 loss = 6.034215 testLoss 7.019550 'PTL_COND__rev lambda = 0.2721 alpha = -0.006598 lossBound = -0.000005 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000005 Updating 4 features NewtonStep: 0.803 0.001000 Updating 5 features NewtonStep: 0.804 0.001000 increaseLambda: 0.804 0.001000 Undoing contribution: was 0.009828144198974082 now 0.009824407324768454 214: time = 0.804000 loss = 6.025556 testLoss 7.111502 'COND__rev lambda = -0.2035 alpha = 0.009197 lossBound = -0.000001 W1 = 0.625266 N1 = 0.596381 deltaLoss = -0.000004 increaseLambda: 0.805 0.001000 Undoing: newLoss 6.007992520225384, oldLoss 6.007999191312658, deltaLossBound -6.6710944984345E-6 increaseLambda: 0.805 0.000000 Search: 0.805 0.000000 increaseLambda: 0.806 0.001000 Undoing contribution: was 0.007483983378508689 now 0.007477312284010544 187: time = 0.806000 loss = 6.007993 testLoss 7.010227 'PTL_COND__rev lambda = 0.3421 alpha = -0.007593 lossBound = -0.000007 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000007 Updating 5 features NewtonStep: 0.801 0.002000 Updating 3 features NewtonStep: 0.805 0.001000 increaseLambda: 0.801 0.000000 175: time = 0.801000 loss = 6.034203 testLoss 7.020745 'COND__rev lambda = -0.3251 alpha = -0.018629 lossBound = -0.000004 W1 = 0.703528 N1 = 0.677996 deltaLoss = -0.000012 increaseLambda: 0.805 0.000000 215: time = 0.805000 loss = 6.025553 testLoss 7.112115 'COND__rev lambda = -0.8711 alpha = -0.009515 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000003 Updating 3 features NewtonStep: 0.807 0.002000 Updating 4 features NewtonStep: 0.803 0.002000 increaseLambda: 0.807 0.000000 Undoing contribution: was 0.009824407324768454 now 0.009821379446365337 216: time = 0.807000 loss = 6.025550 testLoss 7.111544 'COND__rev lambda = -0.1952 alpha = 0.008279 lossBound = -0.000001 W1 = 0.625266 N1 = 0.596381 deltaLoss = -0.000003 increaseLambda: 0.803 0.000000 Undoing contribution: was 8.273988648125415E-4 now 7.68480202114515E-4 176: time = 0.803000 loss = 6.034144 testLoss 7.021434 COND^2: lambda = -1.8072 min = 16.0000 max = 2,559,348,100.0000 alpha = 0.698183 lossBound = -0.000017 W1 = 0.001162 N1 = 0.000135 deltaLoss = -0.000059 Updating 6 features increaseLambda: 0.809 0.003000 Undoing contribution: was 0.1705868493751348 now 0.1705813242905263 188: time = 0.809000 loss = 6.007987 testLoss 7.010358 (LAKE_ORIGIN=1.0) lambda = 0.9705 alpha = -0.011069 lossBound = -0.000006 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000006 Updating 2 features NewtonStep: 0.809 0.002000 NewtonStep: 0.799 0.002000 increaseLambda: 0.809 0.000000 Undoing: newLoss 6.0255491743448495, oldLoss 6.02555014091251, deltaLossBound -9.66567811192166E-7 increaseLambda: 0.809 0.010000 increaseLambda: 0.809 0.000000 226: time = 0.809000 loss = 6.007453 testLoss 6.999373 'TURB__rev lambda = -0.0268 alpha = -0.016205 lossBound = -0.000005 W1 = 0.187532 N1 = 0.164242 deltaLoss = -0.000010 Search: 0.81 0.001000 increaseLambda: 0.81 0.000000 Undoing contribution: was 0.0074975058680221505 now 0.007496539300211472 217: time = 0.810000 loss = 6.025549 testLoss 7.110810 'PTL_COND__rev lambda = 0.2780 alpha = -0.002890 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 Updating 7 features NewtonStep: 0.811 0.002000 increaseLambda: 0.812 0.001000 Undoing contribution: was 0.016709544063288687 now 0.016685004511903093 189: time = 0.812000 loss = 6.007962 testLoss 7.009561 'DOC__rev lambda = 0.5522 alpha = -0.036681 lossBound = -0.000004 W1 = 0.617933 N1 = 0.632645 deltaLoss = -0.000025 Updating 8 features NewtonStep: 0.812 0.003000 increaseLambda: 0.812 0.000000 Undoing: newLoss 6.0074509152816855, oldLoss 6.007453427570961, deltaLossBound -2.515163582314075E-6 increaseLambda: 0.812 0.000000 Search: 0.812 0.000000 Updating 7 features increaseLambda: 0.813 0.001000 increaseLambda: 0.814 0.002000 227: time = 0.813000 loss = 6.007451 testLoss 6.999300 ANC_COND: lambda = -1.6953 min = 1.0000 max = 2.0000 alpha = -0.070133 lossBound = -0.000003 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000003 190: time = 0.814000 loss = 6.007957 testLoss 7.009412 (URBAN=1.0) lambda = 0.4944 alpha = 0.006794 lossBound = -0.000006 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000006 Updating 6 features NewtonStep: 0.814 0.001000 Updating 6 features NewtonStep: 0.816 0.002000 increaseLambda: 0.815 0.001000 Undoing contribution: was 0.0013961240505879035 now 0.0013875825381430107 228: time = 0.815000 loss = 6.007442 testLoss 6.999392 'TURB__rev lambda = -0.4399 alpha = 0.017991 lossBound = -0.000003 W1 = 0.771798 N1 = 0.749584 deltaLoss = -0.000009 increaseLambda: 0.816 0.000000 Undoing contribution: was 0.040713672496618655 now 0.04070532137495246 191: time = 0.816000 loss = 6.007949 testLoss 7.005976 TURB_COND: lambda = -2.2884 min = 1.0000 max = 3.0000 alpha = 0.018805 lossBound = -0.000005 W1 = 0.082448 N1 = 0.073529 deltaLoss = -0.000008 Updating 6 features NewtonStep: 0.816 0.001000 increaseLambda: 0.817 0.001000 Undoing contribution: was 0.0012843353667014042 now 0.0012806684456803537 229: time = 0.817000 loss = 6.007439 testLoss 6.999329 'NTL__rev lambda = 0.1363 alpha = -0.010372 lossBound = -0.000001 W1 = 0.350156 N1 = 0.372266 deltaLoss = -0.000004 Updating 4 features NewtonStep: 0.818 0.002000 increaseLambda: 0.818 0.000000 Undoing: newLoss 6.007942937821431, oldLoss 6.007948547282858, deltaLossBound -5.609466344327907E-6 increaseLambda: 0.818 0.000000 Search: 0.819 0.001000 Updating 6 features NewtonStep: 0.818 0.001000 increaseLambda: 0.819 0.000000 increaseLambda: 0.818 0.000000 192: time = 0.819000 loss = 6.007943 testLoss 7.007733 'PTL_COND__rev lambda = 0.3491 alpha = 0.006958 lossBound = -0.000006 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000006 Undoing contribution: was 0.011332701793431862 now 0.011329640652412973 230: time = 0.819000 loss = 6.007436 testLoss 6.999068 CHLA_COND: lambda = 0.7959 min = 1.0000 max = 9.0000 alpha = -0.011123 lossBound = -0.000002 W1 = 0.104030 N1 = 0.113971 deltaLoss = -0.000003 Updating 7 features NewtonStep: 0.822 0.003000 Updating 5 features NewtonStep: 0.821 0.002000 increaseLambda: 0.821 0.000000 Undoing contribution: was 8.34438924929447E-4 now 8.321805707333529E-4 increaseLambda: 0.822 0.000000 Undoing: newLoss 6.00793943547935, oldLoss 6.007942937816515, deltaLossBound -3.502724543479177E-6 231: time = 0.821000 loss = 6.007433 testLoss 6.999563 'CHLA__rev lambda = -0.1773 alpha = 0.006012 lossBound = -0.000001 W1 = 0.299860 N1 = 0.269770 deltaLoss = -0.000002 increaseLambda: 0.823 0.001000 Search: 0.823 0.000000 increaseLambda: 0.823 0.000000 193: time = 0.823000 loss = 6.007939 testLoss 7.011274 'NTL_COND lambda = -1.3991 alpha = -0.021910 lossBound = -0.000004 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000004 Updating 9 features NewtonStep: 0.823 0.002000 increaseLambda: 0.823 0.000000 232: time = 0.823000 loss = 6.007431 testLoss 6.999552 'TURB__rev lambda = -0.0350 alpha = -0.008197 lossBound = -0.000001 W1 = 0.187529 N1 = 0.164242 deltaLoss = -0.000003 Updating 8 features NewtonStep: 0.825 0.002000 increaseLambda: 0.825 0.000000 Undoing contribution: was 7.038460422423346E-4 now 6.635727843448738E-4 194: time = 0.825000 loss = 6.007899 testLoss 7.012508 COND: lambda = -3.1319 min = 4.0000 max = 50,590.0000 alpha = 0.371376 lossBound = -0.000003 W1 = 0.009502 N1 = 0.008479 deltaLoss = -0.000040 Updating 7 features NewtonStep: 0.825 0.002000 increaseLambda: 0.825 0.000000 233: time = 0.825000 loss = 6.007428 testLoss 7.000018 CHLA_COND^2: lambda = 1.5292 min = 1.0000 max = 81.0000 alpha = 0.011305 lossBound = -0.000002 W1 = 0.069373 N1 = 0.079044 deltaLoss = -0.000003 Updating 5 features NewtonStep: 0.828 0.003000 increaseLambda: 0.828 0.000000 Undoing contribution: was 0.009701666406567893 now 0.00968295238146944 195: time = 0.828000 loss = 6.007880 testLoss 7.011089 'COND__rev lambda = -0.2323 alpha = 0.020407 lossBound = -0.000007 W1 = 0.625262 N1 = 0.596381 deltaLoss = -0.000019 Updating 6 features NewtonStep: 0.827 0.002000 increaseLambda: 0.827 0.000000 Undoing contribution: was 0.011329640652412973 now 0.01132435615158138 234: time = 0.827000 loss = 6.007423 testLoss 6.999675 CHLA_COND: lambda = 0.7814 min = 1.0000 max = 9.0000 alpha = -0.014579 lossBound = -0.000003 W1 = 0.104031 N1 = 0.113971 deltaLoss = -0.000005 Updating 7 features NewtonStep: 0.83 0.002000 Updating 6 features NewtonStep: 0.829 0.002000 increaseLambda: 0.83 0.001000 increaseLambda: 0.831 0.001000 235: time = 0.830000 loss = 6.007418 testLoss 7.000275 CHLA_COND^2: lambda = 1.5438 min = 1.0000 max = 81.0000 196: time = 0.831000 loss = 6.007875 testLoss 7.011332 'ANC__rev lambda = -0.1968 alpha = -0.028237 lossBound = -0.000003 W1 = 0.032025 N1 = 0.017316 deltaLoss = -0.000006 alpha = 0.014614 lossBound = -0.000004 W1 = 0.069375 N1 = 0.079044 deltaLoss = -0.000005 Updating 5 features NewtonStep: 0.827 0.024000 increaseLambda: 0.827 0.000000 Updating 6 features NewtonStep: 0.831 0.001000 177: time = 0.827000 loss = 6.033958 testLoss 7.019304 COND: lambda = -1.6484 min = 4.0000 max = 50,590.0000 alpha = -0.566747 lossBound = -0.000018 W1 = 0.009560 N1 = 0.008479 deltaLoss = -0.000186 Updating 8 features NewtonStep: 0.833 0.002000 increaseLambda: 0.832 0.001000 Undoing contribution: was 0.01132435615158138 now 0.011319665089304973 236: time = 0.832000 loss = 6.007413 testLoss 6.999953 CHLA_COND: lambda = 0.7676 min = 1.0000 max = 9.0000 alpha = -0.013734 lossBound = -0.000002 W1 = 0.104031 N1 = 0.113971 deltaLoss = -0.000005 increaseLambda: 0.833 0.000000 197: time = 0.833000 loss = 6.007869 testLoss 7.013703 PTL_COND: lambda = -0.0342 min = 1.0000 max = 3.0000 alpha = -0.009492 lossBound = -0.000003 W1 = 0.235004 N1 = 0.220588 deltaLoss = -0.000005 Updating 5 features NewtonStep: 0.833 0.001000 increaseLambda: 0.834 0.001000 237: time = 0.834000 loss = 6.007409 testLoss 7.000517 CHLA_COND^2: lambda = 1.5575 min = 1.0000 max = 81.0000 alpha = 0.013722 lossBound = -0.000003 W1 = 0.069375 N1 = 0.079044 deltaLoss = -0.000004 Updating 5 features NewtonStep: 0.83 0.003000 Updating 6 features NewtonStep: 0.835 0.002000 increaseLambda: 0.83 0.000000 Undoing contribution: was 7.68480202114515E-4 now 6.603336483551677E-4 increaseLambda: 0.835 0.000000 Undoing: newLoss 6.007864954123849, oldLoss 6.0078693602497735, deltaLossBound -4.406129066122303E-6 increaseLambda: 0.836 0.001000 Search: 0.836 0.000000 178: time = 0.830000 loss = 6.033850 testLoss 7.020277 COND^2: lambda = -0.7984 min = 16.0000 max = 2,559,348,100.0000 alpha = 1.008841 lossBound = -0.000033 W1 = 0.001191 N1 = 0.000135 deltaLoss = -0.000108 Updating 3 features NewtonStep: 0.835 0.001000 increaseLambda: 0.836 0.000000 Undoing contribution: was 0.007482921750353526 now 0.007478515621287478 198: time = 0.836000 loss = 6.007865 testLoss 7.012135 'PTL_COND__rev lambda = 0.3429 alpha = -0.006171 lossBound = -0.000004 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000004 increaseLambda: 0.835 0.000000 Undoing contribution: was 0.011319665089304973 now 0.01131552713675281 238: time = 0.835000 loss = 6.007405 testLoss 7.000214 CHLA_COND: lambda = 0.7547 min = 1.0000 max = 9.0000 alpha = -0.012898 lossBound = -0.000002 W1 = 0.104030 N1 = 0.113971 deltaLoss = -0.000004 Updating 4 features NewtonStep: 0.833 0.003000 Updating 5 features NewtonStep: 0.837 0.002000 increaseLambda: 0.833 0.000000 Updating 6 features NewtonStep: 0.838 0.002000 179: time = 0.833000 loss = 6.033678 testLoss 7.018259 COND: lambda = -2.1866 min = 4.0000 max = 50,590.0000 alpha = -0.538223 lossBound = -0.000018 W1 = 0.009555 N1 = 0.008479 deltaLoss = -0.000172 Updating 34 features increaseLambda: 0.837 0.000000 239: time = 0.837000 loss = 6.007401 testLoss 7.000744 CHLA_COND^2: lambda = 1.5704 min = 1.0000 max = 81.0000 alpha = 0.012887 lossBound = -0.000003 W1 = 0.069374 N1 = 0.079044 deltaLoss = -0.000004 Updating 32 features increaseLambda: 0.838 0.000000 Undoing: newLoss 6.010914511361623, oldLoss 6.007864954120707, deltaLossBound -2.636016086779871E-6 increaseLambda: 0.839 0.001000 Newton: returning 0.08168284279833594 Updating 5 features Search: 0.839 0.000000 increaseLambda: 0.839 0.000000 199: time = 0.839000 loss = 6.007667 testLoss 7.012647 DOC: lambda = -1.1063 min = 0.3400 max = 290.5700 alpha = -1.106274 lossBound = -0.000003 W1 = 0.017933 N1 = 0.016866 deltaLoss = -0.000198 Loss was 6.007400686848785, now 6.007394429972272, delta -0.000006 parallelUpdate: 0.839 0.002000 Updating 4 features NewtonStep: 0.84 0.001000 Updating 6 features NewtonStep: 0.842 0.003000 increaseLambda: 0.842 0.000000 Undoing contribution: was 0.016685004511903093 now 0.016593146273588613 Reducing stepsize from 1.918478328693689 to 0.29481703576804563 increaseLambda: 0.841 0.001000 Undoing contribution: was 0.003350608142175754 now 0.00333989878657876 200: time = 0.842000 loss = 6.007575 testLoss 7.011050 'DOC__rev lambda = 0.4808 alpha = -0.071461 lossBound = -0.000014 W1 = 0.617915 N1 = 0.632645 deltaLoss = -0.000092 241: time = 0.841000 loss = 6.007384 testLoss 7.000287 'COND__rev lambda = -0.5673 alpha = 0.015284 lossBound = -0.000004 W1 = 0.626386 N1 = 0.597545 deltaLoss = -0.000011 Updating 5 features NewtonStep: 0.843 0.002000 Updating 6 features NewtonStep: 0.844 0.002000 increaseLambda: 0.843 0.000000 Undoing contribution: was 0.01131552713675281 now 0.011312704250659042 242: time = 0.843000 loss = 6.007381 testLoss 7.000038 CHLA_COND: lambda = 0.7250 min = 1.0000 max = 9.0000 alpha = -0.010654 lossBound = -0.000001 W1 = 0.104029 N1 = 0.113971 deltaLoss = -0.000003 increaseLambda: 0.844 0.000000 201: time = 0.844000 loss = 6.007568 testLoss 7.013895 PTL_COND: lambda = -0.0456 min = 1.0000 max = 3.0000 alpha = -0.011393 lossBound = -0.000005 W1 = 0.235005 N1 = 0.220588 deltaLoss = -0.000008 Updating 7 features NewtonStep: 0.845 0.002000 increaseLambda: 0.845 0.000000 Undoing contribution: was 0.02055106561657772 now 0.020544504393496428 Updating 5 features 243: time = 0.845000 loss = 6.007374 testLoss 6.996401 NTL_COND^2: lambda = -1.1565 min = 1.0000 max = 9.0000 alpha = 0.017948 lossBound = -0.000002 W1 = 0.128611 N1 = 0.121324 deltaLoss = -0.000007 NewtonStep: 0.846 0.002000 increaseLambda: 0.847 0.001000 202: time = 0.847000 loss = 6.007561 testLoss 7.013432 'PTL__rev lambda = -0.3273 alpha = -0.011250 lossBound = -0.000003 W1 = 0.359580 N1 = 0.330426 deltaLoss = -0.000007 Updating 5 features NewtonStep: 0.847 0.002000 increaseLambda: 0.847 0.000000 244: time = 0.847000 loss = 6.007371 testLoss 6.996921 CHLA_COND^2: lambda = 1.6041 min = 1.0000 max = 81.0000 alpha = 0.012626 lossBound = -0.000003 W1 = 0.069374 N1 = 0.079044 deltaLoss = -0.000004 Updating 5 features NewtonStep: 0.849 0.002000 increaseLambda: 0.849 0.000000 Undoing contribution: was 9.829510587590726E-4 now 9.713287945271696E-4 203: time = 0.849000 loss = 6.007549 testLoss 7.014548 'CHLA__rev lambda = -0.1255 alpha = 0.013650 lossBound = -0.000007 W1 = 0.299862 N1 = 0.269770 deltaLoss = -0.000012 Updating 5 features NewtonStep: 0.849 0.002000 increaseLambda: 0.849 0.000000 Undoing: newLoss 6.007368222364137, oldLoss 6.0073706707426995, deltaLossBound -2.4485687635097334E-6 increaseLambda: 0.849 0.000000 Search: 0.849 0.000000 increaseLambda: 0.85 0.001000 Updating 5 features NewtonStep: 0.851 0.002000 245: time = 0.850000 loss = 6.007368 testLoss 6.999883 'NTL_COND lambda = -1.3354 alpha = -0.018330 lossBound = -0.000002 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000002 increaseLambda: 0.851 0.000000 Undoing contribution: was 0.002471869715994045 now 0.002466820950599845 204: time = 0.851000 loss = 6.007544 testLoss 7.013547 'NTL__rev lambda = -0.4729 alpha = 0.033480 lossBound = -0.000002 W1 = 0.023606 N1 = 0.011802 deltaLoss = -0.000005 Updating 5 features NewtonStep: 0.851 0.001000 increaseLambda: 0.852 0.001000 Undoing contribution: was 0.003003900068810859 now 0.0029998194257234248 246: time = 0.852000 loss = 6.007364 testLoss 7.000214 Updating 5 features 'PTL__rev lambda = -0.2920 alpha = 0.008481 lossBound = -0.000002 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000004 NewtonStep: 0.853 0.002000 increaseLambda: 0.853 0.000000 205: time = 0.853000 loss = 6.007536 testLoss 7.013075 'PTL__rev lambda = -0.3387 alpha = -0.011460 lossBound = -0.000004 W1 = 0.359580 N1 = 0.330426 deltaLoss = -0.000007 Updating 5 features NewtonStep: 0.854 0.002000 increaseLambda: 0.854 0.000000 247: time = 0.854000 loss = 6.007360 testLoss 6.999179 'CHLA__rev lambda = -0.2555 alpha = -0.008568 lossBound = -0.000002 W1 = 0.179133 N1 = 0.152846 deltaLoss = -0.000004 Updating 5 features NewtonStep: 0.855 0.002000 increaseLambda: 0.856 0.001000 206: time = 0.856000 loss = 6.007532 testLoss 7.015242 PTL_COND: lambda = -0.0543 min = 1.0000 max = 3.0000 alpha = -0.008675 lossBound = -0.000003 W1 = 0.235004 N1 = 0.220588 deltaLoss = -0.000004 Updating 6 features NewtonStep: 0.856 0.002000 increaseLambda: 0.856 0.000000 Undoing contribution: was 9.916022143235175E-4 now 9.754414091050273E-4 248: time = 0.856000 loss = 6.007344 testLoss 6.999941 COND: lambda = -4.6438 min = 4.0000 max = 50,590.0000 alpha = 0.227050 lossBound = -0.000001 W1 = 0.009488 N1 = 0.008479 deltaLoss = -0.000016 Updating 6 features NewtonStep: 0.858 0.002000 increaseLambda: 0.858 0.000000 Undoing contribution: was 0.0140124277842813 now 0.014003320363462912 207: time = 0.858000 loss = 6.007523 testLoss 7.014792 CHLA_COND: lambda = 0.7018 min = 1.0000 max = 9.0000 alpha = -0.019066 lossBound = -0.000005 W1 = 0.104034 N1 = 0.113971 deltaLoss = -0.000009 Updating 5 features NewtonStep: 0.858 0.002000 increaseLambda: 0.858 0.000000 Undoing contribution: was 0.18744601981833992 now 0.18744411788959298 249: time = 0.858000 loss = 6.007342 testLoss 7.000027 'PTL__rev lambda = -0.7347 alpha = 0.007418 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 Updating 4 features NewtonStep: 0.86 0.002000 increaseLambda: 0.861 0.001000 Undoing contribution: was 0.04070532137495246 now 0.040698614147525666 208: time = 0.861000 loss = 6.007516 testLoss 7.011717 TURB_COND: lambda = -2.2716 min = 1.0000 max = 3.0000 alpha = 0.016834 lossBound = -0.000004 W1 = 0.082447 N1 = 0.073529 deltaLoss = -0.000007 Updating 5 features NewtonStep: 0.86 0.002000 increaseLambda: 0.86 0.000000 250: time = 0.860000 loss = 6.007341 testLoss 7.000359 CHLA_COND^2: lambda = 1.6121 min = 1.0000 max = 81.0000 alpha = 0.008057 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000002 Updating 5 features NewtonStep: 0.863 0.002000 increaseLambda: 0.863 0.000000 Updating 5 features NewtonStep: 0.862 0.002000 increaseLambda: 0.863 0.001000 251: time = 0.863000 loss = 6.007338 testLoss 6.999390 'CHLA__rev lambda = -0.2636 alpha = -0.008024 lossBound = -0.000002 W1 = 0.179132 N1 = 0.152846 deltaLoss = -0.000003 Updating 4 features NewtonStep: 0.863 0.053000 increaseLambda: 0.863 0.000000 218: time = 0.863000 loss = 6.025547 testLoss 7.111371 'COND__rev lambda = -0.8798 alpha = -0.008700 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000003 Updating 5 features NewtonStep: 0.864 0.001000 increaseLambda: 0.865 0.001000 Undoing: newLoss 6.018781192384101, oldLoss 6.007337675734711, deltaLossBound -9.615003822750502E-7 increaseLambda: 0.865 0.000000 Updating 3 features NewtonStep: 0.865 0.002000 Search: 0.865 0.000000 increaseLambda: 0.865 0.000000 Undoing contribution: was 0.009821379446365337 now 0.009818527701861686 219: time = 0.865000 loss = 6.025544 testLoss 7.110817 increaseLambda: 0.865 0.000000 'COND__rev lambda = -0.1872 alpha = 0.008034 lossBound = -0.000001 W1 = 0.625266 N1 = 0.596381 deltaLoss = -0.000003 252: time = 0.865000 loss = 6.007332 testLoss 6.999834 'DOC__rev lambda = 0.0230 alpha = 0.023014 lossBound = -0.000001 W1 = 0.633143 N1 = 0.647715 deltaLoss = -0.000006 Updating 5 features NewtonStep: 0.867 0.002000 increaseLambda: 0.867 0.000000 Undoing: newLoss 6.007329502209715, oldLoss 6.007331531103971, deltaLossBound -2.0288949188369267E-6 Updating 4 features increaseLambda: 0.868 0.001000 NewtonStep: 0.868 0.003000 Search: 0.868 0.000000 increaseLambda: 0.868 0.000000 220: time = 0.868000 loss = 6.025541 testLoss 7.111391 'COND__rev lambda = -0.8887 alpha = -0.008892 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000003 increaseLambda: 0.868 0.000000 Undoing contribution: was 0.007679801807013012 now 0.007677772912095163 253: time = 0.868000 loss = 6.007330 testLoss 6.998772 'PTL_COND__rev lambda = 0.3807 alpha = -0.004187 lossBound = -0.000002 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000002 Updating 5 features Updating 7 features NewtonStep: 0.87 0.002000 increaseLambda: 0.87 0.002000 Undoing contribution: was 0.09294600105016215 now 0.09294444811726521 221: time = 0.870000 loss = 6.025539 testLoss 7.111461 (LAKE_ORIGIN=0.0) lambda = -0.2388 alpha = 0.005864 lossBound = -0.000002 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000002 increaseLambda: 0.87 0.000000 Undoing: newLoss 6.010649103570205, oldLoss 6.007329502209053, deltaLossBound -7.269645690408775E-7 increaseLambda: 0.87 0.000000 Search: 0.871 0.001000 increaseLambda: 0.871 0.000000 254: time = 0.871000 loss = 6.007312 testLoss 6.998581 CHLA: lambda = 0.2250 min = 0.0000 max = 871.2000 alpha = 0.224978 lossBound = -0.000001 W1 = 0.030459 N1 = 0.031710 deltaLoss = -0.000017 Newton: returning 0.29481703576804563 Updating 5 features Updating 6 features Undoing: newLoss 6.007515021334383, oldLoss 6.007516254330048, deltaLossBound -1.2329959093465722E-6 NewtonStep: 0.872 0.001000 increaseLambda: 0.873 0.001000 Undoing contribution: was 8.321805707333529E-4 now 8.196489670266193E-4 increaseLambda: 0.874 0.011000 255: time = 0.873000 loss = 6.007300 testLoss 6.999739 'CHLA__rev lambda = -0.1627 alpha = 0.014174 lossBound = -0.000007 W1 = 0.299863 N1 = 0.269770 deltaLoss = -0.000013 Search: 0.874 0.000000 increaseLambda: 0.875 0.001000 Undoing contribution: was 0.007478515621287478 now 0.007477282625376773 209: time = 0.875000 loss = 6.007515 testLoss 7.010889 'PTL_COND__rev lambda = 0.3396 alpha = -0.003264 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 Updating 34 features Reducing stepsize from 0.4965269161370115 to 0.07847890561204647 Newton: returning 0.07847890561204647 Updating 6 features Updating 7 features increaseLambda: 0.875 0.002000 Undoing contribution: was 0.020993063175064997 now 0.020989830505644846 256: time = 0.875000 loss = 6.007297 testLoss 6.999846 (URBAN=0.0) lambda = -0.2564 alpha = 0.005184 lossBound = -0.000003 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000003 Loss was 6.007515021334138, now 6.00745857734649, delta -0.000056 parallelUpdate: 0.876 0.001000 Updating 6 features NewtonStep: 0.877 0.002000 increaseLambda: 0.877 0.000000 Undoing contribution: was 0.0029998194257234248 now 0.0029976961286519257 257: time = 0.877000 loss = 6.007294 testLoss 7.000085 'PTL__rev lambda = -0.2859 alpha = 0.006113 lossBound = -0.000001 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000002 Updating 6 features NewtonStep: 0.878 0.002000 increaseLambda: 0.878 0.000000 Undoing contribution: was 7.811260157755132E-4 now 7.661946185217875E-4 211: time = 0.878000 loss = 6.007444 testLoss 7.010227 ANC^2: lambda = -2.9356 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.253017 lossBound = -0.000005 W1 = 0.001704 N1 = 0.000695 deltaLoss = -0.000015 Updating 3 features NewtonStep: 0.879 0.002000 increaseLambda: 0.879 0.000000 258: time = 0.879000 loss = 6.007291 testLoss 6.999096 'CHLA__rev lambda = -0.2717 alpha = -0.008185 lossBound = -0.000002 W1 = 0.179133 N1 = 0.152846 deltaLoss = -0.000003 Updating 6 features NewtonStep: 0.881 0.003000 increaseLambda: 0.881 0.000000 Undoing contribution: was 0.003652884695389562 now 0.003616897919179922 212: time = 0.881000 loss = 6.007408 testLoss 7.010147 PTL: lambda = 3.7995 min = 1.0000 max = 4,865.0000 alpha = -0.158345 lossBound = -0.000005 W1 = 0.019323 N1 = 0.021255 deltaLoss = -0.000036 Updating 7 features NewtonStep: 0.881 0.002000 increaseLambda: 0.881 0.000000 259: time = 0.881000 loss = 6.007290 testLoss 6.999385 CHLA_COND^2: lambda = 1.6192 min = 1.0000 max = 81.0000 alpha = 0.007012 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 Updating 7 features NewtonStep: 0.883 0.002000 increaseLambda: 0.883 0.000000 Undoing contribution: was 7.661946185217875E-4 now 7.498678552408936E-4 213: time = 0.883000 loss = 6.007391 testLoss 7.010463 ANC^2: lambda = -2.6706 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.264963 lossBound = -0.000005 W1 = 0.001705 N1 = 0.000695 deltaLoss = -0.000016 Updating 8 features NewtonStep: 0.883 0.002000 increaseLambda: 0.883 0.000000 Undoing contribution: was 0.011312704250659042 now 0.011306777538934096 260: time = 0.883000 loss = 6.007284 testLoss 6.999022 CHLA_COND: lambda = 0.7095 min = 1.0000 max = 9.0000 alpha = -0.015441 lossBound = -0.000003 W1 = 0.104032 N1 = 0.113971 deltaLoss = -0.000006 Updating 7 features NewtonStep: 0.886 0.003000 Updating 8 features NewtonStep: 0.885 0.002000 increaseLambda: 0.886 0.000000 increaseLambda: 0.885 0.000000 214: time = 0.886000 loss = 6.007388 testLoss 7.010927 CHLA_COND^2: lambda = 1.7249 min = 1.0000 max = 81.0000 alpha = 0.011287 lossBound = -0.000002 W1 = 0.069373 N1 = 0.079044 deltaLoss = -0.000003 261: time = 0.885000 loss = 6.007279 testLoss 6.999659 CHLA_COND^2: lambda = 1.6347 min = 1.0000 max = 81.0000 alpha = 0.015522 lossBound = -0.000004 W1 = 0.069376 N1 = 0.079044 deltaLoss = -0.000006 Loss was 6.033678467647785, now 6.033338528249796, delta -0.000340 Updating 6 features Updating 5 features NewtonStep: 0.891 0.021000 Updating 8 features NewtonStep: 0.891 0.006000 increaseLambda: 0.891 0.000000 Undoing contribution: was 0.009818527701861686 now 0.009815498495608739 increaseLambda: 0.891 0.000000 Undoing contribution: was 0.011306777538934096 now 0.01130148856197015 222: time = 0.891000 loss = 6.025536 testLoss 7.110890 'COND__rev lambda = -0.1789 262: time = 0.891000 loss = 6.007273 testLoss 6.999317 NewtonStep: 0.892 0.006000 CHLA_COND: lambda = 0.6950 min = 1.0000 max = 9.0000 alpha = -0.014584 lossBound = -0.000003 W1 = 0.104031 N1 = 0.113971 deltaLoss = -0.000005 increaseLambda: 0.893 0.001000 Undoing: newLoss 6.020384375056736, oldLoss 6.007388393077524, deltaLossBound -1.812929052045977E-6 increaseLambda: 0.893 0.000000 Search: 0.893 0.000000 increaseLambda: 0.894 0.001000 215: time = 0.894000 loss = 6.007385 testLoss 7.010914 'TURB__rev lambda = -0.0098 alpha = -0.009752 lossBound = -0.000002 W1 = 0.187518 N1 = 0.164242 deltaLoss = -0.000004 Updating 7 features NewtonStep: 0.893 0.002000 increaseLambda: 0.894 0.001000 263: time = 0.894000 loss = 6.007268 testLoss 6.999915 CHLA_COND^2: lambda = 1.6492 min = 1.0000 max = 81.0000 alpha = 0.014572 lossBound = -0.000004 W1 = 0.069375 N1 = 0.079044 deltaLoss = -0.000005 Updating 6 features NewtonStep: 0.896 0.002000 increaseLambda: 0.896 0.000000 Undoing contribution: was 0.014003320363462912 now 0.013999827632181827 Updating 6 features NewtonStep: 0.895 0.001000 216: time = 0.896000 loss = 6.007381 testLoss 7.010637 CHLA_COND: lambda = 0.6452 min = 1.0000 max = 9.0000 alpha = -0.011842 lossBound = -0.000002 W1 = 0.104030 N1 = 0.113971 deltaLoss = -0.000003 increaseLambda: 0.895 0.000000 Undoing contribution: was 0.01130148856197015 now 0.011296824756042032 264: time = 0.895000 loss = 6.007264 testLoss 6.999594 CHLA_COND: lambda = 0.6813 min = 1.0000 max = 9.0000 alpha = -0.013694 lossBound = -0.000002 W1 = 0.104031 N1 = 0.113971 deltaLoss = -0.000005 Updating 6 features NewtonStep: 0.898 0.002000 Updating 6 features NewtonStep: 0.897 0.002000 increaseLambda: 0.898 0.000000 increaseLambda: 0.897 0.000000 217: time = 0.898000 loss = 6.007379 testLoss 7.011083 CHLA_COND^2: lambda = 1.7357 min = 1.0000 max = 81.0000 alpha = 0.010832 lossBound = -0.000002 W1 = 0.069373 N1 = 0.079044 deltaLoss = -0.000003 265: time = 0.897000 loss = 6.007259 testLoss 7.000156 CHLA_COND^2: lambda = 1.6629 min = 1.0000 max = 81.0000 alpha = 0.013683 lossBound = -0.000003 W1 = 0.069375 N1 = 0.079044 deltaLoss = -0.000004 Updating 4 features NewtonStep: 0.899 0.002000 increaseLambda: 0.899 0.000000 Undoing contribution: was 0.011296824756042032 now 0.01129271098443689 266: time = 0.899000 loss = 6.007255 testLoss 6.999855 CHLA_COND: lambda = 0.6684 min = 1.0000 max = 9.0000 alpha = -0.012860 lossBound = -0.000002 W1 = 0.104030 N1 = 0.113971 deltaLoss = -0.000004 parallelUpdate: 0.887 0.054000 Updating 5 features NewtonStep: 0.9 0.002000 increaseLambda: 0.9 0.000000 Undoing contribution: was 0.003616897919179922 now 0.003604221755699259 218: time = 0.900000 loss = 6.007366 testLoss 7.011044 PTL: lambda = 3.7038 min = 1.0000 max = 4,865.0000 alpha = -0.095700 lossBound = -0.000002 W1 = 0.019309 N1 = 0.021255 deltaLoss = -0.000013 Updating 5 features NewtonStep: 0.901 0.002000 increaseLambda: 0.901 0.000000 267: time = 0.901000 loss = 6.007252 testLoss 7.000383 CHLA_COND^2: lambda = 1.6758 min = 1.0000 max = 81.0000 alpha = 0.012850 lossBound = -0.000003 W1 = 0.069374 N1 = 0.079044 deltaLoss = -0.000004 Updating 4 features NewtonStep: 0.898 0.011000 Updating 4 features NewtonStep: 0.903 0.002000 increaseLambda: 0.903 0.000000 Undoing contribution: was 0.01129271098443689 now 0.011289081360371586 268: time = 0.903000 loss = 6.007248 testLoss 7.000100 CHLA_COND: lambda = 0.6563 min = 1.0000 max = 9.0000 alpha = -0.012079 lossBound = -0.000002 W1 = 0.104030 N1 = 0.113971 deltaLoss = -0.000004 increaseLambda: 0.899 0.001000 181: time = 0.899000 loss = 6.033272 testLoss 7.026287 'COND__rev lambda = -0.4187 alpha = -0.044622 lossBound = -0.000022 W1 = 0.703508 N1 = 0.677996 deltaLoss = -0.000067 Updating 3 features NewtonStep: 0.904 0.001000 increaseLambda: 0.905 0.001000 269: time = 0.905000 loss = 6.007245 testLoss 7.000597 CHLA_COND^2: lambda = 1.6878 min = 1.0000 max = 81.0000 alpha = 0.012070 lossBound = -0.000002 W1 = 0.069374 N1 = 0.079044 deltaLoss = -0.000003 Updating 34 features alpha = 0.008279 lossBound = -0.000001 W1 = 0.625266 N1 = 0.596381 deltaLoss = -0.000003 Updating 6 features NewtonStep: 0.901 0.002000 Newton: returning 1.7837882508366492 Updating 3 features increaseLambda: 0.902 0.001000 Undoing contribution: was 0.010511426229768075 now 0.010486721845218474 182: time = 0.902000 loss = 6.033247 testLoss 7.024650 'COND__rev lambda = -0.3399 alpha = 0.023493 lossBound = -0.000009 W1 = 0.625260 N1 = 0.596381 deltaLoss = -0.000025 Loss was 6.007244543977067, now 6.0071372539715515, delta -0.000107 parallelUpdate: 0.906 0.001000 Updating 5 features NewtonStep: 0.908 0.008000 increaseLambda: 0.908 0.000000 Undoing: newLoss 6.007363275117735, oldLoss 6.00736594097688, deltaLossBound -2.66586029010676E-6 Updating 3 features NewtonStep: 0.908 0.002000 increaseLambda: 0.909 0.001000 increaseLambda: 0.908 0.000000 Search: 0.909 0.000000 Updating 4 features NewtonStep: 0.904 0.002000 271: time = 0.908000 loss = 6.007126 testLoss 6.999708 'PTL__rev lambda = -0.1969 alpha = -0.014445 lossBound = -0.000006 W1 = 0.355702 N1 = 0.326615 deltaLoss = -0.000012 Updating 6 features NewtonStep: 0.908 0.017000 increaseLambda: 0.909 0.000000 Undoing contribution: was 0.007478772193168009 now 0.007476106332879045 increaseLambda: 0.904 0.000000 219: time = 0.909000 loss = 6.007363 testLoss 7.009825 'PTL_COND__rev lambda = 0.3383 alpha = -0.004799 lossBound = -0.000003 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000003 183: time = 0.904000 loss = 6.033224 testLoss 7.026316 increaseLambda: 0.909 0.001000 223: time = 0.909000 loss = 6.025534 testLoss 7.111443 'COND__rev lambda = -0.8973 alpha = -0.008579 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000003 'COND__rev lambda = -0.4447 alpha = -0.026069 lossBound = -0.000008 W1 = 0.703524 N1 = 0.677996 deltaLoss = -0.000023 Updating 5 features NewtonStep: 0.91 0.001000 increaseLambda: 0.91 0.000000 Undoing contribution: was 0.009815498495608739 now 0.009813034318001885 224: time = 0.910000 loss = 6.025531 testLoss 7.110928 'COND__rev lambda = -0.1714 alpha = 0.007467 lossBound = -0.000001 W1 = 0.625266 N1 = 0.596381 deltaLoss = -0.000002 Updating 6 features NewtonStep: 0.912 0.003000 Updating 4 features NewtonStep: 0.907 0.003000 Updating 6 features NewtonStep: 0.911 0.003000 increaseLambda: 0.912 0.000000 increaseLambda: 0.907 0.000000 Undoing contribution: was 0.010486721845218474 now 0.010464151669235191 184: time = 0.907000 loss = 6.033201 testLoss 7.024752 'COND__rev lambda = -0.3175 alpha = 0.022452 lossBound = -0.000009 W1 = 0.625261 N1 = 0.596381 deltaLoss = -0.000023 220: time = 0.912000 loss = 6.007357 testLoss 7.010710 'COND__rev lambda = -0.4371 alpha = -0.013772 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000007 Updating 5 features NewtonStep: 0.912 0.002000 increaseLambda: 0.912 0.000000 225: time = 0.912000 loss = 6.025529 testLoss 7.111461 'COND__rev lambda = -0.9055 alpha = -0.008261 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 4 features NewtonStep: 0.909 0.002000 Updating 6 features NewtonStep: 0.914 0.002000 increaseLambda: 0.909 0.000000 185: time = 0.909000 loss = 6.033180 testLoss 7.026357 'COND__rev lambda = -0.4699 alpha = -0.025115 lossBound = -0.000007 W1 = 0.703525 N1 = 0.677996 deltaLoss = -0.000021 increaseLambda: 0.914 0.003000 Undoing contribution: was 0.0024095662109104112 now 0.0023715423385814263 272: time = 0.914000 loss = 6.007087 testLoss 6.999627 PTL: lambda = 2.9815 min = 1.0000 max = 4,865.0000 alpha = -0.153153 lossBound = -0.000006 W1 = 0.019326 N1 = 0.021255 deltaLoss = -0.000038 Updating 6 features NewtonStep: 0.914 0.002000 increaseLambda: 0.914 0.000000 Undoing contribution: was 0.009813034318001885 now 0.009810749166297579 226: time = 0.914000 loss = 6.025527 testLoss 7.110965 'COND__rev lambda = -0.1642 alpha = 0.007190 lossBound = -0.000001 W1 = 0.625266 N1 = 0.596381 deltaLoss = -0.000002 Updating 5 features Updating 4 features NewtonStep: 0.911 0.002000 increaseLambda: 0.915 0.001000 Undoing contribution: was 0.09438366644513874 now 0.09437911792649345 273: time = 0.915000 loss = 6.007083 testLoss 6.999747 (LAKE_ORIGIN=0.0) lambda = -0.4331 alpha = 0.010041 lossBound = -0.000005 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000005 increaseLambda: 0.912 0.001000 Undoing contribution: was 0.010464151669235191 now 0.010443181885269928 186: time = 0.912000 loss = 6.033159 testLoss 7.024851 'COND__rev lambda = -0.2958 alpha = 0.021638 lossBound = -0.000008 W1 = 0.625261 N1 = 0.596381 deltaLoss = -0.000021 Updating 6 features NewtonStep: 0.916 0.002000 increaseLambda: 0.916 0.000000 227: time = 0.916000 loss = 6.025525 testLoss 7.111478 'COND__rev lambda = -0.9135 alpha = -0.007954 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 5 features NewtonStep: 0.917 0.002000 increaseLambda: 0.917 0.000000 Undoing contribution: was 0.011289081360371586 now 0.011284398387361325 274: time = 0.917000 loss = 6.007078 testLoss 6.999425 CHLA_COND: lambda = 0.4671 min = 1.0000 max = 9.0000 alpha = -0.013704 lossBound = -0.000002 W1 = 0.104031 N1 = 0.113971 deltaLoss = -0.000005 Updating 3 features NewtonStep: 0.913 0.001000 Updating 4 features NewtonStep: 0.918 0.002000 increaseLambda: 0.914 0.001000 Undoing contribution: was 2.4036447226422723E-4 now 2.1811156700707982E-4 187: time = 0.914000 loss = 6.033136 testLoss 7.024691 'NTL__rev lambda = 0.0909 alpha = -0.025545 lossBound = -0.000007 W1 = 0.343167 N1 = 0.365210 deltaLoss = -0.000022 increaseLambda: 0.918 0.000000 Undoing contribution: was 0.009810749166297579 now 0.009808630016690674 228: time = 0.918000 loss = 6.025522 testLoss 7.111001 'COND__rev lambda = -0.1573 alpha = 0.006924 lossBound = -0.000001 W1 = 0.625266 N1 = 0.596381 deltaLoss = -0.000002 Updating 5 features NewtonStep: 0.92 0.002000 increaseLambda: 0.914 0.000000 Undoing contribution: was 0.00968295238146944 now 0.009675597608129754 Updating 2 features NewtonStep: 0.916 0.002000 increaseLambda: 0.92 0.000000 Undoing: newLoss 6.025521727647563, oldLoss 6.0255224223985, deltaLossBound -6.950041455843403E-7 increaseLambda: 0.916 0.000000 Undoing contribution: was 0.003963653396393287 now 0.0039364433716399215 188: time = 0.916000 loss = 6.033109 testLoss 7.024844 'TURB__rev lambda = -0.8903 alpha = 0.031916 lossBound = -0.000008 W1 = 0.770429 N1 = 0.748154 deltaLoss = -0.000027 increaseLambda: 0.92 0.000000 Search: 0.92 0.000000 increaseLambda: 0.921 0.001000 Undoing contribution: was 9.521682275805005E-4 now 9.514732234347107E-4 229: time = 0.921000 loss = 6.025522 testLoss 7.111038 ANC_COND: lambda = -0.6067 min = 1.0000 max = 2.0000 alpha = 0.037534 lossBound = -0.000001 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000001 221: time = 0.921000 loss = 6.007349 testLoss 7.009823 'COND__rev lambda = -0.2128 alpha = 0.012817 lossBound = -0.000003 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000007 Updating 3 features NewtonStep: 0.918 0.002000 increaseLambda: 0.918 0.000000 Undoing: newLoss 6.03310538885675, oldLoss 6.033109271595249, deltaLossBound -3.882909449022358E-6 Updating 5 features NewtonStep: 0.922 0.001000 increaseLambda: 0.919 0.001000 increaseLambda: 0.923 0.001000 Search: 0.919 0.000000 Updating 6 features NewtonStep: 0.924 0.003000 increaseLambda: 0.919 0.000000 Undoing contribution: was 0.01916767698586299 now 0.019163794076414796 189: time = 0.919000 loss = 6.033105 testLoss 7.024285 increaseLambda: 0.924 0.000000 'CHLA__rev lambda = 1.7158 alpha = -0.014480 lossBound = -0.000004 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000004 222: time = 0.924000 loss = 6.007342 testLoss 7.010740 'COND__rev lambda = -0.4514 alpha = -0.014261 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000007 Updating 5 features NewtonStep: 0.924 0.007000 increaseLambda: 0.924 0.000000 Undoing: newLoss 6.007075190867436, oldLoss 6.007078251833247, deltaLossBound -3.060967321351208E-6 increaseLambda: 0.925 0.001000 230: time = 0.923000 loss = 6.025520 testLoss 7.111541 'COND__rev lambda = -0.9213 alpha = -0.007800 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.921 0.002000 Updating 5 features NewtonStep: 0.926 0.002000 increaseLambda: 0.921 0.000000 190: time = 0.921000 loss = 6.032893 testLoss 7.029740 increaseLambda: 0.926 0.000000 NTL: lambda = -6.5492 min = 5.0000 max = 26,100.0000 alpha = -0.961063 lossBound = -0.000003 W1 = 0.028643 N1 = 0.027624 deltaLoss = -0.000212 Search: 0.926 0.001000 Updating 5 features NewtonStep: 0.926 0.003000 Undoing contribution: was 0.013999827632181827 now 0.013994593735064342 increaseLambda: 0.926 0.000000 Undoing contribution: was 0.009808630016690674 now 0.009806674491393426 231: time = 0.926000 loss = 6.025518 testLoss 7.111083 223: time = 0.927000 loss = 6.007337 testLoss 7.010400 'COND__rev lambda = -0.1507 alpha = 0.006651 lossBound = -0.000001 W1 = 0.625266 N1 = 0.596381 deltaLoss = -0.000002 CHLA_COND: lambda = 0.6308 min = 1.0000 max = 9.0000 alpha = -0.014472 lossBound = -0.000003 W1 = 0.104031 N1 = 0.113971 deltaLoss = -0.000005 Updating 2 features NewtonStep: 0.923 0.002000 increaseLambda: 0.924 0.001000 Undoing contribution: was 2.1811156700707982E-4 now 6.650831701155539E-5 191: time = 0.924000 loss = 6.032742 testLoss 7.029227 'NTL__rev lambda = 0.0242 alpha = -0.066730 lossBound = -0.000046 W1 = 0.343170 N1 = 0.365210 deltaLoss = -0.000152 Updating 4 features NewtonStep: 0.928 0.002000 increaseLambda: 0.928 0.000000 Updating 5 features NewtonStep: 0.929 0.002000 232: time = 0.928000 loss = 6.025516 testLoss 7.111557 'COND__rev lambda = -0.9286 alpha = -0.007355 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 increaseLambda: 0.93 0.001000 Undoing contribution: was 0.009675597608129754 now 0.009669758231012798 224: time = 0.930000 loss = 6.007331 testLoss 7.009610 'COND__rev lambda = -0.2014 alpha = 0.011422 lossBound = -0.000002 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000006 Updating 4 features NewtonStep: 0.925 0.001000 increaseLambda: 0.926 0.001000 Undoing contribution: was 0.012358259002020911 now 0.012356710396503313 192: time = 0.926000 loss = 6.032740 testLoss 7.027455 NTL_COND^2: lambda = -1.1537 min = 1.0000 max = 9.0000 alpha = 0.008755 lossBound = -0.000001 W1 = 0.128610 N1 = 0.121324 deltaLoss = -0.000002 Updating 4 features NewtonStep: 0.93 0.002000 increaseLambda: 0.93 0.000000 Undoing contribution: was 0.009806674491393426 now 0.009804861210459133 233: time = 0.930000 loss = 6.025514 testLoss 7.111116 'COND__rev lambda = -0.1442 alpha = 0.006404 lossBound = -0.000001 W1 = 0.625266 N1 = 0.596381 deltaLoss = -0.000002 Updating 5 features NewtonStep: 0.932 0.002000 increaseLambda: 0.931 0.005000 Undoing contribution: was 0.007677772912095163 now 0.007674711944773774 increaseLambda: 0.932 0.000000 275: time = 0.931000 loss = 6.007075 testLoss 6.998118 'PTL_COND__rev lambda = 0.3699 alpha = -0.005143 lossBound = -0.000003 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000003 Updating 4 features NewtonStep: 0.928 0.002000 Updating 3 features NewtonStep: 0.932 0.002000 increaseLambda: 0.928 0.000000 Undoing: newLoss 6.032730388908953, oldLoss 6.032740111852012, deltaLossBound -9.726173893488904E-6 increaseLambda: 0.932 0.000000 234: time = 0.932000 loss = 6.025512 testLoss 7.111573 'COND__rev lambda = -0.9357 alpha = -0.007082 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 increaseLambda: 0.928 0.000000 Updating 5 features NewtonStep: 0.932 0.001000 Search: 0.928 0.000000 increaseLambda: 0.933 0.001000 increaseLambda: 0.929 0.001000 Undoing contribution: was 0.13615888494960607 now 0.13614915877571312 276: time = 0.933000 loss = 6.007073 testLoss 6.998552 193: time = 0.929000 loss = 6.032730 testLoss 7.021483 CHLA_COND^2: lambda = 1.9078 min = 1.0000 max = 81.0000 'NTL_COND lambda = -1.4083 alpha = 0.010531 lossBound = -0.000002 W1 = 0.069373 N1 = 0.079044 deltaLoss = -0.000003 alpha = 0.036859 lossBound = -0.000010 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000010 Updating 3 features NewtonStep: 0.934 0.002000 increaseLambda: 0.934 0.000000 Undoing contribution: was 0.009804861210459133 now 0.009803179606715768 235: time = 0.934000 loss = 6.025511 testLoss 7.111148 'COND__rev lambda = -0.1381 alpha = 0.006167 lossBound = -0.000001 W1 = 0.625266 N1 = 0.596381 deltaLoss = -0.000002 225: time = 0.932000 loss = 6.007324 testLoss 7.010523 'COND__rev lambda = -0.4656 alpha = -0.014192 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000007 Updating 3 features NewtonStep: 0.931 0.002000 Updating 5 features NewtonStep: 0.935 0.002000 increaseLambda: 0.931 0.000000 Undoing contribution: was 0.0030771936580205606 now 0.00306056674363836 increaseLambda: 0.935 0.000000 Undoing contribution: was 0.011284398387361325 now 0.011281073512663983 194: time = 0.931000 loss = 6.032714 testLoss 7.022816 'CHLA__rev lambda = -0.2242 alpha = 0.016342 lossBound = -0.000010 W1 = 0.299863 N1 = 0.269770 deltaLoss = -0.000017 277: time = 0.935000 loss = 6.007069 testLoss 6.998281 CHLA_COND: lambda = 0.4555 min = 1.0000 max = 9.0000 alpha = -0.011560 lossBound = -0.000002 W1 = 0.104030 N1 = 0.113971 deltaLoss = -0.000003 Updating 3 features NewtonStep: 0.935 0.001000 increaseLambda: 0.936 0.001000 236: time = 0.936000 loss = 6.025509 testLoss 7.111588 'COND__rev lambda = -0.9425 alpha = -0.006819 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 4 features NewtonStep: 0.937 0.005000 increaseLambda: 0.937 0.000000 Undoing contribution: was 0.009669758231012798 now 0.009662995867472551 226: time = 0.937000 loss = 6.007318 testLoss 7.009672 'COND__rev lambda = -0.1891 alpha = 0.012288 lossBound = -0.000003 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000007 Updating 4 features NewtonStep: 0.937 0.002000 Updating 4 features NewtonStep: 0.933 0.002000 increaseLambda: 0.937 0.000000 278: time = 0.937000 loss = 6.007066 testLoss 6.998758 CHLA_COND^2: lambda = 1.9194 min = 1.0000 max = 81.0000 alpha = 0.011569 lossBound = -0.000002 W1 = 0.069374 N1 = 0.079044 deltaLoss = -0.000003 Updating 3 features NewtonStep: 0.937 0.001000 increaseLambda: 0.933 0.000000 195: time = 0.933000 loss = 6.032705 testLoss 7.021223 'CHLA__rev lambda = -0.5262 alpha = -0.013161 lossBound = -0.000006 W1 = 0.179336 N1 = 0.153039 deltaLoss = -0.000008 increaseLambda: 0.938 0.001000 Undoing contribution: was 0.009803179606715768 now 0.009801620105184301 237: time = 0.938000 loss = 6.025507 testLoss 7.111179 'COND__rev lambda = -0.1321 alpha = 0.005938 lossBound = -0.000001 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000002 Updating 5 features NewtonStep: 0.939 0.002000 increaseLambda: 0.939 0.000000 Updating 5 features NewtonStep: 0.938 0.001000 227: time = 0.939000 loss = 6.007311 testLoss 7.010551 'COND__rev lambda = -0.4793 alpha = -0.013663 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000006 increaseLambda: 0.939 0.001000 Undoing contribution: was 0.011281073512663983 now 0.011278130084147062 279: time = 0.939000 loss = 6.007063 testLoss 6.998503 CHLA_COND: lambda = 0.4446 min = 1.0000 max = 9.0000 alpha = -0.010876 lossBound = -0.000002 W1 = 0.104029 N1 = 0.113971 deltaLoss = -0.000003 Updating 3 features Updating 4 features NewtonStep: 0.939 0.001000 NewtonStep: 0.935 0.002000 increaseLambda: 0.939 0.000000 increaseLambda: 0.935 0.000000 Undoing contribution: was 0.00306056674363836 now 0.0030537261850192565 238: time = 0.939000 loss = 6.025506 testLoss 7.111279 'ANC__rev lambda = -0.4442 alpha = -0.010729 lossBound = -0.000001 W1 = 0.043050 N1 = 0.028343 deltaLoss = -0.000001 196: time = 0.935000 loss = 6.032698 testLoss 7.022082 'CHLA__rev lambda = -0.2138 alpha = 0.010477 lossBound = -0.000004 W1 = 0.299861 N1 = 0.269770 deltaLoss = -0.000007 Updating 5 features NewtonStep: 0.94 0.001000 Updating 3 features NewtonStep: 0.942 0.003000 increaseLambda: 0.942 0.000000 Undoing contribution: was 0.009662995867472551 now 0.009656719726911516 Updating 3 features NewtonStep: 0.941 0.002000 228: time = 0.942000 loss = 6.007305 testLoss 7.009732 'COND__rev lambda = -0.1773 alpha = 0.011837 lossBound = -0.000002 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000006 increaseLambda: 0.941 0.000000 Undoing contribution: was 0.02938640658601901 now 0.029385606971198432 Updating 4 features NewtonStep: 0.937 0.002000 239: time = 0.941000 loss = 6.025505 testLoss 7.111282 'TURB__rev lambda = -0.4476 alpha = 0.004499 lossBound = -0.000000 W1 = 0.187528 N1 = 0.164242 deltaLoss = -0.000001 Updating 29 features increaseLambda: 0.938 0.001000 197: time = 0.938000 loss = 6.032693 testLoss 7.020776 'CHLA__rev lambda = -0.5370 alpha = -0.010793 lossBound = -0.000004 W1 = 0.179335 N1 = 0.153039 deltaLoss = -0.000006 Newton: returning 0.855081645889138 Updating 2 features Loss was 6.025505440856495, now 6.0254369844430995, delta -0.000068 parallelUpdate: 0.943 0.002000 Updating 2 features Updating 4 features NewtonStep: 0.94 0.002000 increaseLambda: 0.944 0.004000 280: time = 0.944000 loss = 6.007061 testLoss 6.998950 CHLA_COND^2: lambda = 1.9303 min = 1.0000 max = 81.0000 alpha = 0.010869 lossBound = -0.000002 W1 = 0.069373 N1 = 0.079044 deltaLoss = -0.000003 increaseLambda: 0.94 0.000000 Undoing contribution: was 0.002263846793771326 now 0.002255066341187647 198: time = 0.940000 loss = 6.032684 testLoss 7.019455 'NTL__rev lambda = -1.0094 alpha = 0.044131 lossBound = -0.000004 W1 = 0.023608 N1 = 0.011802 deltaLoss = -0.000009 Updating 2 features NewtonStep: 0.945 0.002000 increaseLambda: 0.945 0.000000 Undoing contribution: was 6.539091934700173E-5 now 2.871834636066132E-5 241: time = 0.945000 loss = 6.025400 testLoss 7.110008 'NTL__rev lambda = 0.0747 alpha = -0.032869 lossBound = -0.000011 W1 = 0.341436 N1 = 0.363464 deltaLoss = -0.000037 NewtonStep: 0.945 0.003000 increaseLambda: 0.946 0.001000 229: time = 0.946000 loss = 6.007299 testLoss 7.010579 'COND__rev lambda = -0.4924 alpha = -0.013159 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000006 Updating 7 features NewtonStep: 0.942 0.002000 Updating 6 features NewtonStep: 0.946 0.002000 increaseLambda: 0.942 0.000000 199: time = 0.942000 loss = 6.032662 testLoss 7.019471 PTL: lambda = 2.7921 min = 1.0000 max = 4,865.0000 alpha = 0.137243 lossBound = -0.000003 W1 = 0.019316 N1 = 0.021255 deltaLoss = -0.000022 Updating 4 features increaseLambda: 0.947 0.001000 Undoing contribution: was 0.0012806684456803537 now 0.0012750646601061163 281: time = 0.947000 loss = 6.007055 testLoss 6.998871 'NTL__rev lambda = 0.1103 alpha = -0.012828 lossBound = -0.000002 W1 = 0.350156 N1 = 0.372266 deltaLoss = -0.000006 increaseLambda: 0.947 0.002000 Undoing contribution: was 0.09294444811726521 now 0.09294328353825865 242: time = 0.947000 loss = 6.025399 testLoss 7.110069 (LAKE_ORIGIN=0.0) lambda = -0.2337 alpha = 0.005078 lossBound = -0.000001 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000001 Updating 3 features NewtonStep: 0.948 0.002000 increaseLambda: 0.949 0.001000 Undoing contribution: was 0.009656719726911516 now 0.009650894776568114 230: time = 0.949000 loss = 6.007293 testLoss 7.009790 'COND__rev lambda = -0.1659 alpha = 0.011402 lossBound = -0.000002 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000006 Updating 7 features Updating 5 features NewtonStep: 0.948 0.001000 NewtonStep: 0.944 0.002000 Updating 5 features NewtonStep: 0.948 0.001000 increaseLambda: 0.948 0.000000 Undoing contribution: was 0.011278130084147062 now 0.011274255458186541 increaseLambda: 0.945 0.001000 Undoing contribution: was 0.010443181885269928 now 0.0104327546659455 282: time = 0.948000 loss = 6.007051 testLoss 6.998578 CHLA_COND: lambda = 0.4321 min = 1.0000 max = 9.0000 alpha = -0.012475 lossBound = -0.000002 W1 = 0.104030 N1 = 0.113971 deltaLoss = -0.000004 200: time = 0.945000 loss = 6.032652 testLoss 7.018412 'COND__rev lambda = -0.2806 alpha = 0.015281 lossBound = -0.000004 W1 = 0.625264 N1 = 0.596381 deltaLoss = -0.000010 increaseLambda: 0.949 0.001000 Undoing: newLoss 6.025398013625142, oldLoss 6.025399147291107, deltaLossBound -1.133707056989188E-6 increaseLambda: 0.949 0.000000 Search: 0.949 0.000000 Updating 3 features increaseLambda: 0.95 0.001000 NewtonStep: 0.951 0.002000 243: time = 0.950000 loss = 6.025398 testLoss 7.112088 'NTL_COND lambda = -1.2821 alpha = -0.012484 lossBound = -0.000001 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000001 increaseLambda: 0.951 0.000000 231: time = 0.951000 loss = 6.007287 testLoss 7.010606 Updating 5 features 'COND__rev lambda = -0.5051 NewtonStep: 0.95 0.002000 alpha = -0.012674 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000006 increaseLambda: 0.95 0.000000 Updating 7 features 283: time = 0.950000 loss = 6.007048 testLoss 6.999064 CHLA_COND^2: lambda = 1.9421 min = 1.0000 max = 81.0000 alpha = 0.011809 lossBound = -0.000002 W1 = 0.069374 N1 = 0.079044 deltaLoss = -0.000003 NewtonStep: 0.946 0.001000 increaseLambda: 0.947 0.001000 201: time = 0.947000 loss = 6.032631 testLoss 7.019970 'COND__rev lambda = -0.4942 alpha = -0.024361 lossBound = -0.000007 W1 = 0.703525 N1 = 0.677996 deltaLoss = -0.000020 Updating 5 features NewtonStep: 0.951 0.001000 increaseLambda: 0.951 0.000000 Undoing contribution: was 0.19293607684266226 now 0.19293461690009098 244: time = 0.951000 loss = 6.025397 testLoss 7.112163 'PTL__rev lambda = -1.1528 alpha = 0.006529 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 3 features NewtonStep: 0.953 0.002000 increaseLambda: 0.953 0.000000 Undoing contribution: was 0.009650894776568114 now 0.009645488534708596 232: time = 0.953000 loss = 6.007282 testLoss 7.009846 'COND__rev lambda = -0.1549 alpha = 0.010984 lossBound = -0.000002 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000005 Updating 6 features NewtonStep: 0.953 0.003000 Updating 4 features increaseLambda: 0.953 0.000000 Undoing contribution: was 0.011274255458186541 now 0.011271185818927318 NewtonStep: 0.953 0.002000 284: time = 0.953000 loss = 6.007045 testLoss 6.998804 CHLA_COND: lambda = 0.4210 min = 1.0000 max = 9.0000 alpha = -0.011107 lossBound = -0.000002 W1 = 0.104030 N1 = 0.113971 deltaLoss = -0.000003 increaseLambda: 0.953 0.000000 245: time = 0.953000 loss = 6.025395 testLoss 7.111955 'PTL__rev lambda = -0.0196 alpha = -0.005073 lossBound = -0.000001 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.95 0.003000 Updating 2 features NewtonStep: 0.955 0.002000 increaseLambda: 0.95 0.000000 Undoing contribution: was 0.0104327546659455 now 0.01041307561925108 202: time = 0.950000 loss = 6.032612 testLoss 7.018511 'COND__rev lambda = -0.2596 alpha = 0.020964 lossBound = -0.000007 W1 = 0.625261 N1 = 0.596381 deltaLoss = -0.000020 increaseLambda: 0.955 0.000000 233: time = 0.955000 loss = 6.007277 testLoss 7.010632 'COND__rev lambda = -0.5173 alpha = -0.012206 lossBound = -0.000002 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000005 Updating 5 features Updating 2 features NewtonStep: 0.956 0.003000 NewtonStep: 0.957 0.002000 Updating 6 features NewtonStep: 0.953 0.003000 increaseLambda: 0.957 0.001000 increaseLambda: 0.958 0.001000 Undoing contribution: was 0.009645488534708596 now 0.009640470861626232 285: time = 0.957000 loss = 6.007042 testLoss 6.999261 CHLA_COND^2: lambda = 1.9532 min = 1.0000 max = 81.0000 alpha = 0.011099 lossBound = -0.000002 W1 = 0.069373 N1 = 0.079044 deltaLoss = -0.000003 234: time = 0.958000 loss = 6.007272 testLoss 7.009901 'COND__rev lambda = -0.1443 alpha = 0.010581 lossBound = -0.000002 W1 = 0.625266 N1 = 0.596381 deltaLoss = -0.000005 increaseLambda: 0.953 0.000000 203: time = 0.953000 loss = 6.032593 testLoss 7.020011 'COND__rev lambda = -0.5177 alpha = -0.023431 lossBound = -0.000006 W1 = 0.703526 N1 = 0.677996 deltaLoss = -0.000019 Updating 6 features NewtonStep: 0.958 0.001000 Updating 2 features NewtonStep: 0.96 0.002000 Updating 5 features NewtonStep: 0.955 0.002000 increaseLambda: 0.96 0.000000 235: time = 0.960000 loss = 6.007267 testLoss 7.010658 'COND__rev lambda = -0.5290 alpha = -0.011756 lossBound = -0.000002 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000005 increaseLambda: 0.959 0.001000 Undoing contribution: was 0.011271185818927318 now 0.01126847601091556 286: time = 0.959000 loss = 6.007039 testLoss 6.999017 CHLA_COND: lambda = 0.4106 min = 1.0000 max = 9.0000 alpha = -0.010435 lossBound = -0.000001 W1 = 0.104029 N1 = 0.113971 deltaLoss = -0.000003 Updating 2 features NewtonStep: 0.962 0.002000 Updating 5 features NewtonStep: 0.961 0.002000 increaseLambda: 0.962 0.000000 Undoing contribution: was 0.009640470861626232 now 0.009635813790564112 236: time = 0.962000 loss = 6.007262 testLoss 7.009953 'COND__rev lambda = -0.1341 alpha = 0.010193 lossBound = -0.000002 W1 = 0.625266 N1 = 0.596381 deltaLoss = -0.000005 increaseLambda: 0.962 0.001000 287: time = 0.962000 loss = 6.007037 testLoss 6.999447 CHLA_COND^2: lambda = 1.9636 min = 1.0000 max = 81.0000 alpha = 0.010428 lossBound = -0.000002 W1 = 0.069373 N1 = 0.079044 deltaLoss = -0.000003 increaseLambda: 0.958 0.003000 Undoing contribution: was 0.01041307561925108 now 0.010394793561903972 204: time = 0.958000 loss = 6.032575 testLoss 7.018606 'COND__rev lambda = -0.2394 alpha = 0.020203 lossBound = -0.000007 W1 = 0.625262 N1 = 0.596381 deltaLoss = -0.000018 Updating 2 features NewtonStep: 0.964 0.002000 increaseLambda: 0.965 0.001000 Undoing contribution: was 6.077282107749805E-4 now 6.025115846234864E-4 Updating 5 features 237: time = 0.965000 loss = 6.007257 testLoss 7.010027 'TURB__rev lambda = -0.2577 alpha = 0.014062 lossBound = -0.000002 W1 = 0.771800 N1 = 0.749584 deltaLoss = -0.000005 Updating 6 features NewtonStep: 0.96 0.002000 increaseLambda: 0.964 0.002000 Undoing contribution: was 0.06888239939225915 now 0.06888110185445306 288: time = 0.964000 loss = 6.007035 testLoss 6.999515 (URBAN=1.0) lambda = 0.4327 alpha = -0.003284 lossBound = -0.000001 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000001 increaseLambda: 0.96 0.000000 205: time = 0.960000 loss = 6.032557 testLoss 7.020050 'COND__rev lambda = -0.5402 alpha = -0.022573 lossBound = -0.000006 W1 = 0.703526 N1 = 0.677996 deltaLoss = -0.000017 Updating 1 features NewtonStep: 0.966 0.001000 Updating 5 features NewtonStep: 0.966 0.002000 increaseLambda: 0.967 0.001000 Undoing: newLoss 6.007254587744942, oldLoss 6.007257097276475, deltaLossBound -2.5095325484101683E-6 increaseLambda: 0.966 0.000000 Undoing contribution: was 0.01126847601091556 now 0.011266277499607444 289: time = 0.966000 loss = 6.007033 testLoss 6.999295 CHLA_COND: lambda = 0.4012 min = 1.0000 max = 9.0000 alpha = -0.009399 lossBound = -0.000001 W1 = 0.104029 N1 = 0.113971 deltaLoss = -0.000002 increaseLambda: 0.967 0.000000 Updating 5 features NewtonStep: 0.962 0.002000 Search: 0.967 0.000000 increaseLambda: 0.962 0.000000 Undoing contribution: was 0.010394793561903972 now 0.01037780877141258 206: time = 0.962000 loss = 6.032540 testLoss 7.018697 'COND__rev lambda = -0.2199 alpha = 0.019471 lossBound = -0.000006 W1 = 0.625262 N1 = 0.596381 deltaLoss = -0.000017 increaseLambda: 0.968 0.001000 Undoing contribution: was 0.007476106332879045 now 0.007473596800331056 238: time = 0.968000 loss = 6.007255 testLoss 7.008844 'PTL_COND__rev lambda = 0.3337 alpha = -0.004657 lossBound = -0.000003 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000003 Updating 4 features NewtonStep: 0.967 0.001000 increaseLambda: 0.968 0.001000 290: time = 0.968000 loss = 6.007031 testLoss 6.999694 CHLA_COND^2: lambda = 1.9733 min = 1.0000 max = 81.0000 alpha = 0.009672 lossBound = -0.000002 W1 = 0.069373 N1 = 0.079044 deltaLoss = -0.000002 Updating 4 features NewtonStep: 0.97 0.002000 increaseLambda: 0.97 0.000000 Undoing: newLoss 6.007253184834385, oldLoss 6.007254587743927, deltaLossBound -1.4029747316528658E-6 increaseLambda: 0.97 0.000000 Search: 0.971 0.001000 increaseLambda: 0.971 0.000000 Undoing contribution: was 0.1366414747681451 now 0.13664007179341492 239: time = 0.971000 loss = 6.007253 testLoss 7.006586 'NTL_COND lambda = -1.3859 alpha = 0.013947 lossBound = -0.000001 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000001 Updating 34 features Updating 4 features NewtonStep: 0.97 0.002000 increaseLambda: 0.97 0.000000 Undoing contribution: was 0.011266277499607444 now 0.011264219526199756 Reducing stepsize from 2.463878593431764 to 1.3653067146180184 Newton: returning 1.3653067146180184 Updating 6 features Updating 5 features 291: time = 0.970000 loss = 6.007029 testLoss 6.999481 CHLA_COND: lambda = 0.3921 min = 1.0000 max = 9.0000 NewtonStep: 0.967 0.005000 increaseLambda: 0.967 0.000000 207: time = 0.967000 loss = 6.032524 testLoss 7.020090 'COND__rev lambda = -0.5620 alpha = -0.021746 lossBound = -0.000005 W1 = 0.703527 N1 = 0.677996 deltaLoss = -0.000016 Loss was 6.007253184769197, now 6.007039373819338, delta -0.000214 parallelUpdate: 0.972 0.001000 Updating 5 features NewtonStep: 0.972 0.019000 increaseLambda: 0.972 0.000000 Undoing contribution: was 0.009801620105184301 now 0.00979946156608484 246: time = 0.972000 loss = 6.025393 testLoss 7.111474 'COND__rev lambda = -0.0138 alpha = 0.006977 lossBound = -0.000001 W1 = 0.625266 N1 = 0.596381 deltaLoss = -0.000002 Updating 5 features NewtonStep: 0.969 0.002000 increaseLambda: 0.969 0.000000 Undoing contribution: was 0.01037780877141258Updating 4 features alpha = -0.009092 lossBound = -0.000001 W1 = 0.104029 N1 = 0.113971 deltaLoss = -0.000002 NewtonStep: 0.974 0.002000 increaseLambda: 0.974 0.000000 Undoing contribution: was 0.004743055511416331 now 0.004735013203316854 241: time = 0.974000 loss = 6.007031 testLoss 7.000763 'NTL__rev lambda = 0.2950 alpha = -0.015439 lossBound = -0.000002 W1 = 0.345310 N1 = 0.367373 deltaLoss = -0.000008 Updating 6 features NewtonStep: 0.974 0.002000 increaseLambda: 0.974 0.000000 247: time = 0.974000 loss = 6.025392 testLoss 7.111947 'NTL__rev lambda = -1.1813 alpha = -0.015945 lossBound = -0.000000 W1 = 0.023604 N1 = 0.011802 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.974 0.004000 increaseLambda: 0.975 0.001000 292: time = 0.975000 loss = 6.007027 testLoss 6.999856 CHLA_COND^2: lambda = 1.9824 min = 1.0000 max = 81.0000 alpha = 0.009087 lossBound = -0.000001 W1 = 0.069373 N1 = 0.079044 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.976 0.002000 Updating 4 features NewtonStep: 0.976 0.002000 increaseLambda: 0.976 0.000000 Undoing contribution: was 0.19293461690009098 now 0.1929329191740317 248: time = 0.976000 loss = 6.025390 testLoss 7.112028 'PTL__rev lambda = -1.1458 alpha = 0.007041 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 now 0.010362029130297925 increaseLambda: 0.977 0.001000 Undoing contribution: was 0.18967985178435873 now 0.18967425860999862 208: time = 0.973000 loss = 6.032508 testLoss 7.018786 242: time = 0.978000 loss = 6.007026 testLoss 7.000907 'PTL__rev lambda = -0.7203 alpha = 0.012739 lossBound = -0.000003 W1 = 0.145371 N1 = 0.122951 deltaLoss = -0.000006 Updating 5 features NewtonStep: 0.977 0.002000 increaseLambda: 0.977 0.000000 Undoing contribution: was 0.011264219526199756 now 0.011262401593049073 293: time = 0.977000 loss = 6.007025 testLoss 6.999656 CHLA_COND: lambda = 0.3836 min = 1.0000 max = 9.0000 alpha = -0.008545 lossBound = -0.000001 W1 = 0.104029 N1 = 0.113971 deltaLoss = -0.000002 Updating 5 features NewtonStep: 0.978 0.002000 increaseLambda: 0.978 0.000000 249: time = 0.978000 loss = 6.025389 testLoss 7.111876 'PTL__rev lambda = -0.0233 alpha = -0.003718 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.979 0.001000 increaseLambda: 0.98 0.001000 243: time = 0.980000 loss = 6.006868 testLoss 7.001455 DOC: lambda = -2.4113 min = 0.3400 max = 290.5700 alpha = -1.099709 lossBound = -0.000002 W1 = 0.017910 N1 = 0.016866 deltaLoss = -0.000158 Updating 5 features NewtonStep: 0.98 0.003000 'COND__rev lambda = -0.2012 alpha = 0.018765 lossBound = -0.000006 W1 = 0.625263 N1 = 0.596381 deltaLoss = -0.000016 increaseLambda: 0.98 0.000000 294: time = 0.980000 loss = 6.007024 testLoss 7.000008 CHLA_COND^2: lambda = 1.9909 min = 1.0000 max = 81.0000 alpha = 0.008540 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.982 0.002000 increaseLambda: 0.982 0.000000 Undoing contribution: was 0.004735013203316854 now 0.004704375782866458 244: time = 0.982000 loss = 6.006837 testLoss 7.001257 'NTL__rev lambda = 0.2649 alpha = -0.030127 lossBound = -0.000009 W1 = 0.345311 N1 = 0.367373 deltaLoss = -0.000031 Updating 5 features NewtonStep: 0.982 0.002000 Updating 3 features NewtonStep: 0.978 0.005000 Updating 5 features increaseLambda: 0.982 0.000000 Undoing contribution: was 0.011262401593049073 now 0.011260795400868037 295: time = 0.982000 loss = 6.007022 testLoss 6.999821 CHLA_COND: lambda = 0.3755 min = 1.0000 max = 9.0000 alpha = -0.008032 lossBound = -0.000001 W1 = 0.104029 N1 = 0.113971 deltaLoss = -0.000002 increaseLambda: 0.983 0.005000 250: time = 0.983000 loss = 6.025389 testLoss 7.111841 (URBAN=1.0) lambda = 0.6428 alpha = 0.001623 lossBound = -0.000000 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000000 Updating 3 features NewtonStep: 0.984 0.002000 increaseLambda: 0.984 0.000000 Undoing: newLoss 6.01019462345642, oldLoss 6.006837201810341, deltaLossBound -1.1920977714329089E-6 increaseLambda: 0.985 0.001000 Search: 0.985 0.000000 Updating 5 features NewtonStep: 0.984 0.002000 Updating 6 features NewtonStep: 0.984 0.001000 increaseLambda: 0.984 0.000000 increaseLambda: 0.978 0.000000 increaseLambda: 0.985 0.000000 209: time = 0.980000 loss = 6.032493 testLoss 7.020128 245: time = 0.985000 loss = 6.006809 testLoss 7.001007 'COND__rev lambda = -0.5829 CHLA: lambda = 0.2882 min = 0.0000 max = 871.2000 alpha = 0.288187 lossBound = -0.000001 W1 = 0.030475 N1 = 0.031710 deltaLoss = -0.000028 alpha = -0.020951 lossBound = -0.000005 W1 = 0.703527 N1 = 0.677996 deltaLoss = -0.000015 Updating 33 features increaseLambda: 0.985 0.001000 Undoing contribution: was 0.1929329191740317 now 0.19293243297173904 251: time = 0.985000 loss = 6.025388 testLoss 7.111885 'PTL__rev lambda = -1.1420 alpha = 0.003764 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 296: time = 0.984000 loss = 6.007021 testLoss 7.000152 CHLA_COND^2: lambda = 1.9989 min = 1.0000 max = 81.0000 alpha = 0.008027 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 Reducing stepsize from 1.8433734928387797 to 1.0454339643518138 Reducing stepsize from 1.0454339643518138 to 0.2636400391258016 Newton: returning 0.2636400391258016 Updating 4 features Loss was 6.032493282487739, now 6.032281972277578, delta -0.000211 parallelUpdate: 0.982 0.002000 Updating 4 features NewtonStep: 0.987 0.002000 Updating 4 features NewtonStep: 0.986 0.001000 Updating 5 features NewtonStep: 0.986 0.002000 increaseLambda: 0.988 0.001000 increaseLambda: 0.987 0.001000 252: time = 0.987000 loss = 6.025364 testLoss 7.112252 DOC: lambda = -3.7446 min = 0.3400 max = 290.5700 alpha = -0.611550 lossBound = -0.000000 W1 = 0.017868 N1 = 0.016866 deltaLoss = -0.000025 increaseLambda: 0.987 0.001000 Undoing contribution: was 0.011260795400868037 now 0.011259376042630873 Undoing contribution: was 9.713287945271696E-4 now 9.438693475273916E-4 297: time = 0.987000 loss = 6.007019 testLoss 6.999976 CHLA_COND: lambda = 0.3680 min = 1.0000 max = 9.0000 246: time = 0.988000 loss = 6.006782 testLoss 7.002714 'CHLA__rev lambda = -0.0984 alpha = 0.020991 lossBound = -0.000016 W1 = 0.299866 N1 = 0.269770 deltaLoss = -0.000027 alpha = -0.007550 lossBound = -0.000001 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.984 0.002000 increaseLambda: 0.984 0.000000 Undoing contribution: was 0.010362029130297925 now 0.010337476484536081 211: time = 0.984000 loss = 6.032257 testLoss 7.018868 'COND__rev lambda = -0.1271 alpha = 0.023369 lossBound = -0.000009 W1 = 0.625260 N1 = 0.596381 deltaLoss = -0.000025 Updating 5 features NewtonStep: 0.99 0.002000 Updating 3 features NewtonStep: 0.989 0.002000 Updating 3 features NewtonStep: 0.989 0.002000 increaseLambda: 0.99 0.000000 Undoing contribution: was 0.013994593735064342 now 0.013977832624671394 247: time = 0.990000 loss = 6.006765 testLoss 7.002100 CHLA_COND: lambda = 0.5081 min = 1.0000 max = 9.0000 alpha = -0.025772 lossBound = -0.000009 W1 = 0.104039 N1 = 0.113971 deltaLoss = -0.000017 increaseLambda: 0.989 0.000000 Undoing contribution: was 0.01603074903502363 now 0.016006719458427545 253: time = 0.989000 loss = 6.025340 testLoss 7.111468 'DOC__rev lambda = 0.2105 alpha = -0.036102 lossBound = -0.000004 W1 = 0.617933 N1 = 0.632645 deltaLoss = -0.000024 increaseLambda: 0.989 0.000000 298: time = 0.990000 loss = 6.007018 testLoss 7.000287 Updating 3 features CHLA_COND^2: lambda = 2.0065 min = 1.0000 max = 81.0000 alpha = 0.007546 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 NewtonStep: 0.986 0.002000 increaseLambda: 0.987 0.001000 212: time = 0.987000 loss = 6.032246 testLoss 7.020055 Updating 5 features Updating 4 features NewtonStep: 0.992 0.002000 'COND__rev lambda = -0.6694 alpha = -0.018511 lossBound = -0.000004 W1 = 0.703528 N1 = 0.677996 deltaLoss = -0.000012 increaseLambda: 0.992 0.000000 Undoing: newLoss 6.0067620910671895, oldLoss 6.006764834082598, deltaLossBound -2.7432538062770314E-6 NewtonStep: 0.991 0.002000 increaseLambda: 0.992 0.000000 Search: 0.993 0.001000 Updating 4 features increaseLambda: 0.992 0.001000 NewtonStep: 0.992 0.002000 254: time = 0.992000 loss = 6.025339 testLoss 7.112783 NTL_COND^2: lambda = -1.1288 min = 1.0000 max = 9.0000 alpha = -0.006505 lossBound = -0.000000 W1 = 0.128610 N1 = 0.121324 deltaLoss = -0.000001 increaseLambda: 0.993 0.000000 increaseLambda: 0.992 0.000000 Undoing contribution: was 0.011259376042630873 now 0.011258121582553723 248: time = 0.993000 loss = 6.006762 testLoss 7.005235 'NTL_COND lambda = -1.3873 alpha = -0.019398 lossBound = -0.000003 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000003 299: time = 0.992000 loss = 6.007017 testLoss 7.000121 CHLA_COND: lambda = 0.3609 min = 1.0000 max = 9.0000 alpha = -0.007097 lossBound = -0.000001 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 Updating 34 features Updating 3 features NewtonStep: 0.989 0.002000 Newton: returning 0.695043090832323 Updating 5 features increaseLambda: 0.989 0.000000 Undoing contribution: was 0.010337476484536081 now 0.01032594526142904 213: time = 0.989000 loss = 6.032234 testLoss 7.018943 'COND__rev lambda = -0.1110 alpha = 0.016034 lossBound = -0.000004 W1 = 0.625264 N1 = 0.596381 deltaLoss = -0.000012 Loss was 6.007016514513799, now 6.006970081259836, delta -0.000046 parallelUpdate: 0.994 0.002000 Updating 5 features NewtonStep: 0.995 0.002000 increaseLambda: 0.995 0.000000 249: time = 0.995000 loss = 6.006755 testLoss 7.006143 'COND__rev lambda = -0.6962 alpha = -0.014121 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000007 Updating 4 features NewtonStep: 0.991 0.002000 Updating 4 features NewtonStep: 0.996 0.002000 increaseLambda: 0.992 0.001000 214: time = 0.992000 loss = 6.032223 testLoss 7.020091 'COND__rev lambda = -0.6873 alpha = -0.017878 lossBound = -0.000004 W1 = 0.703529 N1 = 0.677996 deltaLoss = -0.000011 increaseLambda: 0.996 0.000000 Undoing contribution: was 0.008485123118693583 now 0.008481545663394475 301: time = 0.996000 loss = 6.006967 testLoss 7.000788 'CHLA__rev lambda = -0.7188 alpha = 0.008491 lossBound = -0.000002 W1 = 0.179334 N1 = 0.153039 deltaLoss = -0.000004 Updating 5 features NewtonStep: 0.997 0.002000 increaseLambda: 0.997 0.000000 Undoing contribution: was 0.016593146273588613 now 0.016583266791276377 250: time = 0.997000 loss = 6.006745 testLoss 7.005643 'DOC__rev lambda = 0.4376 alpha = -0.023276 lossBound = -0.000002 W1 = 0.617937 N1 = 0.632645 deltaLoss = -0.000010 Updating 4 features Updating 4 features NewtonStep: 0.997 0.001000 NewtonStep: 0.993 0.001000 increaseLambda: 0.998 0.001000 Undoing contribution: was 0.01539245452183875 now 0.015380928375740743 increaseLambda: 0.994 0.001000 Undoing contribution: was 0.01032594526142904 now 0.01031523146909307 302: time = 0.998000 loss = 6.006955 testLoss 7.000247 215: time = 0.994000 loss = 6.032212 testLoss 7.019019 'COND__rev lambda = -0.0956 alpha = 0.015453 lossBound = -0.000004 W1 = 0.625264 N1 = 0.596381 deltaLoss = -0.000011 'DOC__rev lambda = 0.2424 alpha = -0.025145 lossBound = -0.000002 W1 = 0.617937 N1 = 0.632645 deltaLoss = -0.000012 Updating 4 features NewtonStep: 0.999 0.002000 increaseLambda: 1.0 0.001000 Undoing: newLoss 6.021390098120669, oldLoss 6.006745270009292, deltaLossBound -4.450743613225683E-6 increaseLambda: 1.0 0.000000 Search: 1.0 0.000000 Updating 5 features NewtonStep: 1.0 0.002000 Updating 4 features NewtonStep: 0.996 0.002000 increaseLambda: 1.001 0.001000 251: time = 1.001000 loss = 6.006732 testLoss 7.005677 'NTL__rev lambda = 0.0267 alpha = 0.026739 lossBound = -0.000004 W1 = 0.275427 N1 = 0.296367 deltaLoss = -0.000013 increaseLambda: 1.0 0.000000 303: time = 1.000000 loss = 6.006950 testLoss 7.003365 NTL_COND^2: lambda = -1.1124 min = 1.0000 max = 9.0000 alpha = -0.015441 lossBound = -0.000002 W1 = 0.128611 N1 = 0.121324 deltaLoss = -0.000005 increaseLambda: 0.996 0.000000 216: time = 0.996000 loss = 6.032202 testLoss 7.020125 'COND__rev lambda = -0.7045 alpha = -0.017226 lossBound = -0.000003 W1 = 0.703529 N1 = 0.677996 deltaLoss = -0.000010 Updating 4 features NewtonStep: 1.003 0.002000 Updating 6 features NewtonStep: 1.002 0.002000 increaseLambda: 1.003 0.000000 252: time = 1.003000 loss = 6.006725 testLoss 7.005657 'TURB__rev lambda = -0.0299 alpha = -0.013809 lossBound = -0.000004 W1 = 0.187531 N1 = 0.164242 deltaLoss = -0.000007 increaseLambda: 1.002 0.000000 Undoing contribution: was 0.0020200721095507694 now 0.0020182480929205886 Updating 3 features NewtonStep: 0.998 0.002000 304: time = 1.002000 loss = 6.006948 testLoss 7.002771 'NTL__rev lambda = -0.8281 alpha = 0.019905 lossBound = -0.000001 W1 = 0.023605 N1 = 0.011802 deltaLoss = -0.000002 increaseLambda: 0.999 0.001000 Undoing contribution: was 0.01031523146909307 now 0.010305277421658756 217: time = 0.999000 loss = 6.032192 testLoss 7.019093 'COND__rev lambda = -0.0807 alpha = 0.014894 lossBound = -0.000004 W1 = 0.625264 N1 = 0.596381 deltaLoss = -0.000010 Updating 5 features NewtonStep: 1.004 0.002000 Updating 6 features NewtonStep: 1.005 0.002000 increaseLambda: 1.004 0.000000 305: time = 1.004000 loss = 6.006946 testLoss 7.002487 'PTL__rev lambda = -0.2183 alpha = -0.006913 lossBound = -0.000001 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000003 increaseLambda: 1.005 0.000000 253: time = 1.005000 loss = 6.006723 testLoss 7.006081 CHLA_COND^2: lambda = 1.8480 min = 1.0000 max = 81.0000 alpha = 0.010305 lossBound = -0.000002 W1 = 0.069373 N1 = 0.079044 deltaLoss = -0.000002 Updating 3 features NewtonStep: 1.0 0.001000 increaseLambda: 1.001 0.001000 218: time = 1.001000 loss = 6.032183 testLoss 7.020158 'COND__rev lambda = -0.7211 alpha = -0.016598 lossBound = -0.000003 W1 = 0.703529 N1 = 0.677996 deltaLoss = -0.000010 Updating 6 features NewtonStep: 1.005 0.001000 increaseLambda: 1.006 0.001000 Undoing contribution: was 0.0013875825381430107 now 0.0013844546059319884 306: time = 1.006000 loss = 6.006942 testLoss 7.002544 'TURB__rev lambda = -0.4254 alpha = 0.010903 lossBound = -0.000001 W1 = 0.771801 N1 = 0.749584 deltaLoss = -0.000003 Updating 6 features NewtonStep: 1.007 0.002000 increaseLambda: 1.007 0.000000 Undoing contribution: was 0.040698614147525666 now 0.04069660471155161 254: time = 1.007000 loss = 6.006721 testLoss 7.004406 TURB_COND: lambda = -2.2540 min = 1.0000 max = 3.0000 alpha = 0.009179 lossBound = -0.000001 W1 = 0.082444 N1 = 0.073529 deltaLoss = -0.000002 Updating 3 features NewtonStep: 1.002 0.001000 increaseLambda: 1.003 0.001000 Undoing contribution: was 0.010305277421658756 now 0.010296029180937962 219: time = 1.003000 loss = 6.032173 testLoss 7.019164 'COND__rev lambda = -0.0663 alpha = 0.014354 lossBound = -0.000004 W1 = 0.625264 N1 = 0.596381 deltaLoss = -0.000009 Updating 5 features NewtonStep: 1.007 0.001000 increaseLambda: 1.008 0.001000 Undoing contribution: was 0.0012750646601061163 now 0.001272561167984064 307: time = 1.008000 loss = 6.006940 testLoss 7.002493 'NTL__rev lambda = 0.0869 alpha = -0.008578 lossBound = -0.000001 W1 = 0.350156 N1 = 0.372266 deltaLoss = -0.000003 Updating 4 features NewtonStep: 1.009 0.002000 increaseLambda: 1.009 0.000000 Undoing contribution: was 0.013977832624671394 now 0.013975713006124935 255: time = 1.009000 loss = 6.006718 testLoss 7.004190 CHLA_COND: lambda = 0.4989 min = 1.0000 max = 9.0000 alpha = -0.009230 lossBound = -0.000001 W1 = 0.104029 N1 = 0.113971 deltaLoss = -0.000002 Updating 4 features NewtonStep: 1.005 0.002000 increaseLambda: 1.005 0.000000 Undoing: newLoss 6.0355801734918915, oldLoss 6.032173431541169, deltaLossBound -3.0472343512635433E-6 Updating 4 features NewtonStep: 1.009 0.001000 increaseLambda: 1.006 0.001000 increaseLambda: 1.01 0.001000 308: time = 1.010000 loss = 6.006928 testLoss 7.001899 COND: lambda = -4.2608 min = 4.0000 max = 50,590.0000 alpha = -0.169507 lossBound = -0.000001 W1 = 0.009485 N1 = 0.008479 deltaLoss = -0.000012 Search: 1.006 0.000000 increaseLambda: 1.006 0.000000 220: time = 1.006000 loss = 6.032103 testLoss 7.018738 CHLA: lambda = 0.4611 min = 0.0000 max = 871.2000 alpha = 0.461145 lossBound = -0.000003 W1 = 0.030526 N1 = 0.031710 deltaLoss = -0.000070 Updating 3 features NewtonStep: 1.011 0.001000 increaseLambda: 1.012 0.001000 309: time = 1.012000 loss = 6.006925 testLoss 7.002488 'COND__rev lambda = -0.7818 alpha = -0.009136 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000003 Updating 3 features NewtonStep: 1.008 0.002000 increaseLambda: 1.009 0.001000 Undoing contribution: was 0.0030537261850192565 now 0.0029953821996118735 221: time = 1.009000 loss = 6.032045 testLoss 7.021213 'CHLA__rev lambda = -0.1749 alpha = 0.030661 lossBound = -0.000035 W1 = 0.299874 N1 = 0.269770 deltaLoss = -0.000058 Updating 3 features NewtonStep: 1.014 0.002000 increaseLambda: 1.014 0.000000 Undoing contribution: was 0.0020182480929205886 now 0.002017128245214467 310: time = 1.014000 loss = 6.006924 testLoss 7.002024 'NTL__rev lambda = -0.8125 alpha = 0.015560 lossBound = -0.000000 W1 = 0.023604 N1 = 0.011802 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.011 0.002000 increaseLambda: 1.011 0.000000 222: time = 1.011000 loss = 6.032032 testLoss 7.019266 'CHLA__rev lambda = -0.5596 alpha = -0.016060 lossBound = -0.000008 W1 = 0.179338 N1 = 0.153039 deltaLoss = -0.000013 Updating 4 features Updating 5 features NewtonStep: 1.015 0.023000 NewtonStep: 1.015 0.001000 increaseLambda: 1.016 0.001000 increaseLambda: 1.016 0.001000 Undoing: newLoss 6.025338316458292, oldLoss 6.025338735285339, deltaLossBound -4.1883280791023454E-7 increaseLambda: 1.016 0.000000 Updating 5 features NewtonStep: 1.017 0.008000 Search: 1.016 0.000000 increaseLambda: 1.018 0.001000 increaseLambda: 1.017 0.001000 Undoing contribution: was 0.13582695085772253 now 0.1358265320249141 256: time = 1.018000 loss = 6.006716 testLoss 7.004589 CHLA_COND^2: lambda = 1.8577 min = 1.0000 max = 81.0000 alpha = 0.009671 lossBound = -0.000002 W1 = 0.069373 N1 = 0.079044 deltaLoss = -0.000002 255: time = 1.017000 loss = 6.025338 testLoss 7.111552 'NTL_COND lambda = -1.2745 alpha = 0.007613 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.013 0.002000 increaseLambda: 1.013 0.000000 Undoing contribution: was 4.8001824374241614E-4 now 4.4050434624085205E-4 223: time = 1.013000 loss = 6.031993 testLoss 7.019957 'CHLA__rev lambda = -0.2039 alpha = 0.035892 lossBound = -0.000013 W1 = 0.744492 N1 = 0.721007 deltaLoss = -0.000040 Undoing: newLoss 6.010401673235935, oldLoss 6.006924077188609, deltaLossBound -6.174396980843569E-7 increaseLambda: 1.018 0.002000 Search: 1.018 0.000000 increaseLambda: 1.018 0.000000 311: time = 1.018000 loss = 6.006923 testLoss 7.003335 PTL_COND: lambda = -0.0052 min = 1.0000 max = 3.0000 alpha = -0.005241 lossBound = -0.000001 W1 = 0.234869 N1 = 0.220588 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.015 0.002000 Updating 4 features NewtonStep: 1.019 0.002000 increaseLambda: 1.016 0.001000 224: time = 1.016000 loss = 6.031981 testLoss 7.018119 'CHLA__rev lambda = -0.5748 alpha = -0.015175 lossBound = -0.000007 W1 = 0.179338 N1 = 0.153039 deltaLoss = -0.000011 increaseLambda: 1.02 0.001000 256: time = 1.020000 loss = 6.025338 testLoss 7.111444 'PTL__rev lambda = -0.0259 alpha = -0.002628 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.02 0.002000 increaseLambda: 1.02 0.000000 312: time = 1.020000 loss = 6.006922 testLoss 7.003148 'PTL__rev lambda = -0.2228 alpha = -0.004557 lossBound = -0.000001 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.017 0.001000 increaseLambda: 1.018 0.001000 Updating 4 features Updating 4 features 225: time = 1.018000 loss = 6.031973 testLoss 7.019148 NewtonStep: 1.022 0.002000 'COND__rev lambda = -0.7371 alpha = -0.016026 lossBound = -0.000003 W1 = 0.703529 N1 = 0.677996 deltaLoss = -0.000009 NewtonStep: 1.022 0.002000 increaseLambda: 1.022 0.000000 Undoing contribution: was 0.0029976961286519257 now 0.0029970004306957934 increaseLambda: 1.022 0.000000 Undoing: newLoss 6.025337544041491, oldLoss 6.025337928737891, deltaLossBound -3.846964236568632E-7 313: time = 1.022000 loss = 6.006921 testLoss 7.003285 'PTL__rev lambda = -0.2336 alpha = 0.003499 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 increaseLambda: 1.023 0.001000 Search: 1.023 0.000000 increaseLambda: 1.023 0.000000 257: time = 1.023000 loss = 6.025338 testLoss 7.111905 'PTL_COND__rev lambda = 0.2758 alpha = 0.001823 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.02 0.002000 Updating 4 features NewtonStep: 1.024 0.002000 increaseLambda: 1.02 0.000000 Undoing: newLoss 6.031968565102853, oldLoss 6.0319725970238895, deltaLossBound -4.032433353460597E-6 increaseLambda: 1.024 0.000000 314: time = 1.024000 loss = 6.006921 testLoss 7.003141 'PTL__rev lambda = -0.2263 alpha = -0.003517 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000001 increaseLambda: 1.02 0.000000 Search: 1.021 0.001000 increaseLambda: 1.021 0.000000 226: time = 1.021000 loss = 6.031969 testLoss 7.022946 'NTL_COND lambda = -1.4193 alpha = -0.023503 lossBound = -0.000004 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000004 Updating 4 features NewtonStep: 1.026 0.002000 increaseLambda: 1.026 0.000000 Undoing contribution: was 0.0029970004306957934 now 0.0029963061825870143 315: time = 1.026000 loss = 6.006920 testLoss 7.003278 'PTL__rev lambda = -0.2301 alpha = 0.003496 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.023 0.002000 increaseLambda: 1.023 0.000000 Undoing contribution: was 0.010296029180937962 now 0.010287919694736294 227: time = 1.023000 loss = 6.031960 testLoss 7.022015 'COND__rev lambda = -0.0529 alpha = 0.013444 lossBound = -0.000003 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000008 Updating 5 features NewtonStep: 1.027 0.004000 Updating 5 features NewtonStep: 1.028 0.002000 increaseLambda: 1.028 0.001000 258: time = 1.028000 loss = 6.025318 testLoss 7.112238 DOC: lambda = -4.2926 min = 0.3400 max = 290.5700 alpha = -0.548018 lossBound = -0.000000 W1 = 0.017867 N1 = 0.016866 deltaLoss = -0.000019 increaseLambda: 1.028 0.000000 Undoing contribution: was 0.04058772446131811 now 0.040584632549163356 316: time = 1.028000 loss = 6.006917 testLoss 7.001202 TURB_COND: lambda = -2.2374 min = 1.0000 max = 3.0000 alpha = 0.011376 lossBound = -0.000002 W1 = 0.082445 N1 = 0.073529 deltaLoss = -0.000003 Updating 5 features NewtonStep: 1.025 0.002000 Updating 4 features NewtonStep: 1.029 0.001000 increaseLambda: 1.025 0.000000 Updating 5 features NewtonStep: 1.029 0.001000 228: time = 1.025000 loss = 6.031952 testLoss 7.023047 'COND__rev lambda = -0.7532 alpha = -0.016067 lossBound = -0.000003 W1 = 0.703529 N1 = 0.677996 deltaLoss = -0.000009 increaseLambda: 1.03 0.001000 Undoing contribution: was 0.016006719458427545 now 0.01598950353156744 259: time = 1.030000 loss = 6.025301 testLoss 7.111578 'DOC__rev lambda = 0.1800 increaseLambda: 1.03 0.001000 alpha = -0.030544 lossBound = -0.000003 W1 = 0.617935 N1 = 0.632645 deltaLoss = -0.000017 317: time = 1.030000 loss = 6.006892 testLoss 7.001526 DOC: lambda = -4.5033 min = 0.3400 max = 290.5700 alpha = -0.543881 lossBound = -0.000000 W1 = 0.017871 N1 = 0.016866 deltaLoss = -0.000024 Updating 4 features Updating 5 features NewtonStep: 1.031 0.001000 NewtonStep: 1.031 0.001000 increaseLambda: 1.032 0.001000 Undoing contribution: was 0.015380928375740743 now 0.015357456770823296 increaseLambda: 1.032 0.001000 Undoing contribution: was 0.02938560960701768 now 0.02938531915418345 318: time = 1.032000 loss = 6.006869 testLoss 7.000746 'DOC__rev lambda = 0.2064 alpha = -0.035972 lossBound = -0.000004 W1 = 0.617933 N1 = 0.632645 deltaLoss = -0.000023 Updating 5 features NewtonStep: 1.029 0.004000 Updating 5 features NewtonStep: 1.034 0.016000 increaseLambda: 1.029 0.000000 Undoing contribution: was 0.010287919694736294 now 0.010279252421559795 increaseLambda: 1.034 0.000000 Undoing contribution: was 0.013975713006124935 now 0.01397365335307682 229: time = 1.029000 loss = 6.031943 testLoss 7.022085 'COND__rev lambda = -0.0390 alpha = 0.013895 lossBound = -0.000003 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000009 257: time = 1.034000 loss = 6.006714 testLoss 7.004376 CHLA_COND: lambda = 0.4898 min = 1.0000 max = 9.0000 alpha = -0.009096 lossBound = -0.000001 W1 = 0.104029 N1 = 0.113971 deltaLoss = -0.000002 Updating 4 features NewtonStep: 1.033 0.001000 increaseLambda: 1.034 0.001000 Undoing: newLoss 6.021440632229256, oldLoss 6.006868918841543, deltaLossBound -4.86495100642499E-7 increaseLambda: 1.034 0.000000 Search: 1.034 0.000000 260: time = 1.032000 loss = 6.025301 testLoss 7.111580 'TURB__rev lambda = -0.4422 alpha = 0.002710 lossBound = -0.000000 W1 = 0.187528 N1 = 0.164242 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.032 0.003000 Updating 5 features NewtonStep: 1.036 0.004000 increaseLambda: 1.032 0.000000 230: time = 1.032000 loss = 6.031937 testLoss 7.022308 'ANC__rev lambda = -0.5019 alpha = -0.024369 lossBound = -0.000003 W1 = 0.043052 N1 = 0.028343 deltaLoss = -0.000006 increaseLambda: 1.036 0.000000 261: time = 1.036000 loss = 6.025300 testLoss 7.112180 PTL_COND: lambda = -0.2146 min = 1.0000 max = 3.0000 alpha = -0.002399 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.038 0.002000 Updating 4 features NewtonStep: 1.034 0.002000 increaseLambda: 1.038 0.000000 increaseLambda: 1.034 0.000000 231: time = 1.034000 loss = 6.031933 testLoss 7.024377 PTL_COND: lambda = -0.0752 min = 1.0000 max = 3.0000 alpha = -0.008282 lossBound = -0.000003 W1 = 0.235004 N1 = 0.220588 deltaLoss = -0.000004 Updating 4 features NewtonStep: 1.04 0.006000 262: time = 1.038000 loss = 6.025300 testLoss 7.112010 'PTL__rev lambda = -0.0300 alpha = -0.004142 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.041 0.003000 increaseLambda: 1.041 0.000000 263: time = 1.041000 loss = 6.025299 testLoss 7.112631 PTL_COND: lambda = -0.2171 min = 1.0000 max = 3.0000 alpha = -0.002483 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000000 Updating 4 features Updating 4 features NewtonStep: 1.043 0.002000 NewtonStep: 1.039 0.005000 increaseLambda: 1.043 0.000000 Undoing: newLoss 6.02529897482978, oldLoss 6.025299172023129, deltaLossBound -1.971933549602421E-7 increaseLambda: 1.039 0.000000 Undoing: newLoss 6.031929255148875, oldLoss 6.031933003369032, deltaLossBound -3.7482224251646364E-6 increaseLambda: 1.043 0.000000 increaseLambda: 1.039 0.000000 Search: 1.044 0.001000 Search: 1.04 0.001000 increaseLambda: 1.044 0.000000 Undoing contribution: was 0.007496923996637298 now 0.0074967268032823196 264: time = 1.044000 loss = 6.025299 testLoss 7.112300 'PTL_COND__rev lambda = 0.2745 increaseLambda: 1.04 0.000000 Undoing contribution: was 0.0018963047292928996 now 0.0018925565068680177 232: time = 1.040000 loss = 6.031929 testLoss 7.022931 'PTL_COND__rev lambda = 0.2636 alpha = -0.005691 lossBound = -0.000004 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000004 increaseLambda: 1.045 0.005000 258: time = 1.045000 loss = 6.006712 testLoss 7.004751 CHLA_COND^2: lambda = 1.8668 min = 1.0000 max = 81.0000 alpha = 0.009088 lossBound = -0.000001 W1 = 0.069373 N1 = 0.079044 deltaLoss = -0.000002 alpha = -0.001305 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.042 0.002000 increaseLambda: 1.043 0.001000 233: time = 1.043000 loss = 6.031903 testLoss 7.022080 COND: lambda = -3.2418 min = 4.0000 max = 50,590.0000 alpha = -0.240596 lossBound = -0.000002 W1 = 0.009492 N1 = 0.008479 deltaLoss = -0.000026 Updating 4 features NewtonStep: 1.047 0.003000 increaseLambda: 1.047 0.000000 Undoing contribution: was 0.19293243297173904 now 0.19293211571099603 265: time = 1.047000 loss = 6.025299 testLoss 7.112336 'PTL__rev lambda = -1.1390 alpha = 0.003040 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.044 0.001000 Updating 4 features NewtonStep: 1.049 0.002000 increaseLambda: 1.045 0.001000 234: time = 1.045000 loss = 6.031885 testLoss 7.023560 'COND__rev lambda = -0.7763 alpha = -0.023142 lossBound = -0.000006 W1 = 0.703526 N1 = 0.677996 deltaLoss = -0.000018 increaseLambda: 1.049 0.000000 266: time = 1.049000 loss = 6.025298 testLoss 7.112245 'PTL__rev lambda = -0.0323 alpha = -0.002226 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.05 0.001000 increaseLambda: 1.051 0.001000 267: time = 1.051000 loss = 6.025298 testLoss 7.112791 PTL_COND: lambda = -0.2193 min = 1.0000 max = 3.0000 alpha = -0.002184 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.052 0.007000 increaseLambda: 1.053 0.001000 Undoing contribution: was 0.01397365335307682 now 0.013971832882966162 259: time = 1.053000 loss = 6.006710 testLoss 7.004551 CHLA_COND: lambda = 0.4812 min = 1.0000 max = 9.0000 alpha = -0.008551 lossBound = -0.000001 W1 = 0.104029 N1 = 0.113971 deltaLoss = -0.000002 Updating 2 features NewtonStep: 1.052 0.001000 increaseLambda: 1.053 0.001000 Undoing: newLoss 6.025297973460508, oldLoss 6.025298104270621, deltaLossBound -1.3081011498119506E-7 increaseLambda: 1.053 0.000000 Search: 1.053 0.000000 increaseLambda: 1.053 0.000000 Undoing contribution: was 0.0074967268032823196 now 0.007496595993167579 Updating 6 features NewtonStep: 1.054 0.001000 268: time = 1.053000 loss = 6.025298 testLoss 7.112522 'PTL_COND__rev lambda = 0.2734 alpha = -0.001063 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 increaseLambda: 1.055 0.001000 260: time = 1.055000 loss = 6.006709 testLoss 7.004904 CHLA_COND^2: lambda = 1.8753 min = 1.0000 max = 81.0000 alpha = 0.008544 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000002 Updating 3 features NewtonStep: 1.055 0.002000 increaseLambda: 1.055 0.000000 269: time = 1.055000 loss = 6.025298 testLoss 7.112721 'COND__rev lambda = -1.0794 alpha = -0.003087 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000000 Updating 29 features Updating 6 features Reducing stepsize from 0.8221070864719785 to 0.11614315205286237 Newton: returning 0.11614315205286237 Updating 3 features increaseLambda: 1.057 0.002000 Undoing contribution: was 0.09321177376014855 now 0.09321048355956307 261: time = 1.057000 loss = 6.006708 testLoss 7.004968 (LAKE_ORIGIN=0.0) lambda = -0.3320 alpha = 0.005345 lossBound = -0.000001 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000001 Loss was 6.025297640546388, now 6.025283980145259, delta -0.000014 parallelUpdate: 1.056 0.001000 Updating 2 features NewtonStep: 1.058 0.002000 increaseLambda: 1.058 0.000000 Undoing contribution: was 0.19293211571099603 now 0.19293185866217025 271: time = 1.058000 loss = 6.025284 testLoss 7.112928 'PTL__rev lambda = -1.1337 alpha = 0.002736 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.06 0.002000 increaseLambda: 1.06 0.000000 272: time = 1.060000 loss = 6.025284 testLoss 7.112900 'PTL__rev lambda = -0.0941 alpha = -0.002589 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.062 0.005000 increaseLambda: 1.062 0.000000 Undoing contribution: was 0.013971832882966162 now 0.013970357048324111 262: time = 1.062000 loss = 6.006706 testLoss 7.004789 CHLA_COND: lambda = 0.4735 min = 1.0000 max = 9.0000 alpha = -0.007701 lossBound = -0.000001 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.062 0.002000 increaseLambda: 1.062 0.000000 273: time = 1.062000 loss = 6.025283 testLoss 7.113034 'DOC__rev lambda = 0.0723 alpha = 0.007335 lossBound = -0.000000 W1 = 0.645009 N1 = 0.659715 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.064 0.002000 Updating 4 features NewtonStep: 1.061 0.016000 increaseLambda: 1.065 0.031000 319: time = 1.065000 loss = 6.006868 testLoss 7.000760 'NTL__rev lambda = 0.0088 alpha = 0.008837 lossBound = -0.000000 W1 = 0.275179 N1 = 0.296367 deltaLoss = -0.000001 increaseLambda: 1.061 0.000000 Undoing contribution: was 0.010279252421559795 now 0.010269486834851618 235: time = 1.061000 loss = 6.031875 testLoss 7.022538 'COND__rev lambda = -0.0242 alpha = 0.014758 lossBound = -0.000004 W1 = 0.625264 N1 = 0.596381 deltaLoss = -0.000010 Updating 5 features NewtonStep: 1.066 0.001000 increaseLambda: 1.067 0.001000 320: time = 1.067000 loss = 6.006866 testLoss 7.000552 'PTL__rev lambda = -0.2314 alpha = -0.005057 lossBound = -0.000001 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.063 0.002000 increaseLambda: 1.063 0.000000 236: time = 1.063000 loss = 6.031866 testLoss 7.023591 'COND__rev lambda = -0.7927 alpha = -0.016399 lossBound = -0.000003 W1 = 0.703529 N1 = 0.677996 deltaLoss = -0.000009 increaseLambda: 1.064 0.000000 Undoing contribution: was 0.003731354523219069 now 0.0037188491980658907 274: time = 1.068000 loss = 6.025270 testLoss 7.111408 NTL: lambda = -10.5286 min = 5.0000 max = 26,100.0000 alpha = 0.273755 lossBound = -0.000000 W1 = 0.028625 N1 = 0.027624 deltaLoss = -0.000013 Updating 3 features NewtonStep: 1.07 0.002000 Updating 4 features increaseLambda: 1.07 0.000000 Undoing contribution: was 0.004746816894864442 now 0.004742623518225625 NewtonStep: 1.066 0.003000 275: time = 1.070000 loss = 6.025266 testLoss 7.111748 'PTL__rev lambda = -0.3932 alpha = 0.008609 lossBound = -0.000002 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000004 increaseLambda: 1.066 0.000000 Undoing contribution: was 0.010269486834851618 now 0.010260461898769604 237: time = 1.066000 loss = 6.031857 testLoss 7.022608 'COND__rev lambda = -0.0100 alpha = 0.014186 lossBound = -0.000003 W1 = 0.625264 N1 = 0.596381 deltaLoss = -0.000009 Updating 3 features NewtonStep: 1.072 0.002000 increaseLambda: 1.072 0.000000 Undoing: newLoss 6.025265465903579, oldLoss 6.025265905273365, deltaLossBound -4.3937599691031747E-7 Updating 5 features increaseLambda: 1.072 0.000000 NewtonStep: 1.068 0.002000 Search: 1.072 0.000000 increaseLambda: 1.069 0.001000 Updating 5 features NewtonStep: 1.073 0.006000 238: time = 1.069000 loss = 6.031848 testLoss 7.023623 'COND__rev lambda = -0.8085 alpha = -0.015802 lossBound = -0.000003 W1 = 0.703529 N1 = 0.677996 deltaLoss = -0.000009 increaseLambda: 1.073 0.001000 276: time = 1.073000 loss = 6.025265 testLoss 7.113006 'NTL_COND lambda = -1.2808 alpha = -0.007778 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 increaseLambda: 1.073 0.000000 321: time = 1.073000 loss = 6.006865 testLoss 7.001561 PTL_COND: lambda = -0.0093 min = 1.0000 max = 3.0000 alpha = -0.004034 lossBound = -0.000001 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000001 Updating 2 features NewtonStep: 1.074 0.001000 increaseLambda: 1.075 0.001000 Undoing: newLoss 6.039615281431246, oldLoss 6.025265465897368, deltaLossBound -2.9656170195200546E-7 increaseLambda: 1.075 0.000000 Updating 4 features Reducing newton stepsize from 0.013672166157856469 to 0.01004660234640049 NewtonStep: 1.071 0.002000 Search: 1.075 0.000000 increaseLambda: 1.071 0.000000 Undoing contribution: was 0.010260461898769604 now 0.010252672263060694 increaseLambda: 1.076 0.001000 277: time = 1.076000 loss = 6.025265 testLoss 7.113039 'NTL__rev lambda = 0.0065 alpha = 0.006503 lossBound = -0.000000 W1 = 0.340204 N1 = 0.362145 deltaLoss = -0.000001 239: time = 1.072000 loss = 6.031841 testLoss 7.022926 'COND__rev lambda = 0.0000 alpha = 0.010047 lossBound = -0.000003 W1 = 0.624941 N1 = 0.596381 deltaLoss = -0.000008 Updating 32 features Newton: returning 0.14929372505525684 Updating 7 features Updating 2 features NewtonStep: 1.077 0.001000 Loss was 6.031840556343522, now 6.031805856154905, delta -0.000035 parallelUpdate: 1.073 0.001000 increaseLambda: 1.077 0.000000 Undoing: newLoss 6.025263692551789, oldLoss 6.0252645271480265, deltaLossBound -8.345963490654111E-7 increaseLambda: 1.078 0.001000 Search: 1.078 0.000000 increaseLambda: 1.078 0.000000 Undoing contribution: was 0.007496602487545 now 0.007495767891196524 278: time = 1.078000 loss = 6.025264 testLoss 7.112357 'PTL_COND__rev lambda = 0.2702 alpha = -0.002685 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.075 0.002000 increaseLambda: 1.075 0.000000 Undoing contribution: was 0.00331623809250906 now 0.003275571747467431 241: time = 1.076000 loss = 6.031765 testLoss 7.023381 'COND__rev lambda = -0.3597 alpha = 0.030098 lossBound = -0.000016 W1 = 0.627654 N1 = 0.598874 deltaLoss = -0.000041 Updating 6 features NewtonStep: 1.081 0.008000 increaseLambda: 1.081 0.000000 Undoing contribution: was 0.001272561167984064 now 0.00127156811208433 Updating 5 features 322: time = 1.081000 loss = 6.006864 testLoss 7.001529 NewtonStep: 1.077 0.001000 'NTL__rev lambda = 0.0815 alpha = -0.005401 lossBound = -0.000000 W1 = 0.350156 N1 = 0.372266 deltaLoss = -0.000001 increaseLambda: 1.078 0.001000 242: time = 1.078000 loss = 6.031759 testLoss 7.024272 'COND__rev lambda = -0.8561 alpha = -0.013860 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000007 Updating 6 features NewtonStep: 1.084 0.022000 Updating 6 features increaseLambda: 1.085 0.001000 increaseLambda: 1.084 0.003000 Updating 5 features 263: time = 1.085000 loss = 6.006704 testLoss 7.005125 323: time = 1.084000 loss = 6.006864 testLoss 7.001485 (URBAN=0.0) lambda = -0.2585 NewtonStep: 1.08 0.002000 alpha = -0.002030 lossBound = -0.000000 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.084 0.006000 increaseLambda: 1.084 0.000000 279: time = 1.084000 loss = 6.025263 testLoss 7.112314 'PTL__rev lambda = -0.0981 alpha = -0.004030 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 CHLA_COND^2: lambda = 1.8835 min = 1.0000 max = 81.0000 alpha = 0.008152 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000002 increaseLambda: 1.081 0.001000 Undoing contribution: was 0.003275571747467431 now 0.003268981839797213 243: time = 1.081000 loss = 6.031752 testLoss 7.023431 'COND__rev lambda = -0.3475 alpha = 0.012155 lossBound = -0.000003 W1 = 0.627663 N1 = 0.598874 deltaLoss = -0.000007 Updating 6 features NewtonStep: 1.085 0.001000 increaseLambda: 1.086 0.001000 Undoing contribution: was 0.008481545663394475 now 0.008480846805454068 324: time = 1.086000 loss = 6.006863 testLoss 7.001936 'CHLA__rev lambda = -0.7151 alpha = 0.003746 lossBound = -0.000000 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.086 0.002000 Updating 5 features NewtonStep: 1.087 0.002000 increaseLambda: 1.086 0.000000 280: time = 1.086000 loss = 6.025262 testLoss 7.112466 'DOC__rev lambda = 0.0806 alpha = 0.008286 lossBound = -0.000000 W1 = 0.645009 N1 = 0.659715 deltaLoss = -0.000001 increaseLambda: 1.087 0.000000 Undoing contribution: was 0.013970357048324111 now 0.013968892809661348 264: time = 1.087000 loss = 6.006703 testLoss 7.004946 CHLA_COND: lambda = 0.4658 min = 1.0000 max = 9.0000 alpha = -0.007668 lossBound = -0.000001 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.083 0.002000 increaseLambda: 1.083 0.000000 Undoing contribution: was 3.1729237899355816E-4 now 3.095605146856443E-4 Updating 8 features NewtonStep: 1.087 0.001000 244: time = 1.083000 loss = 6.031744 testLoss 7.023647 ANC^2: lambda = -1.5223 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.178285 lossBound = -0.000002 W1 = 0.001699 N1 = 0.000695 deltaLoss = -0.000008 increaseLambda: 1.087 0.000000 325: time = 1.087000 loss = 6.006863 testLoss 7.002703 NTL_COND^2: lambda = -1.1161 min = 1.0000 max = 9.0000 alpha = -0.003794 lossBound = -0.000000 W1 = 0.128609 N1 = 0.121324 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.088 0.002000 increaseLambda: 1.088 0.000000 Undoing contribution: was 0.01598950353156744 now 0.015988847181484713 281: time = 1.088000 loss = 6.025261 testLoss 7.112340 'DOC__rev lambda = 0.1601 alpha = -0.005939 lossBound = -0.000000 W1 = 0.617939 N1 = 0.632645 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.089 0.002000 increaseLambda: 1.09 0.001000 265: time = 1.090000 loss = 6.006702 testLoss 7.005262 CHLA_COND^2: lambda = 1.8912 min = 1.0000 max = 81.0000 alpha = 0.007662 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 Updating 6 features Updating 7 features NewtonStep: 1.089 0.002000 increaseLambda: 1.085 0.002000 Undoing contribution: was 0.0720547516461627 now 0.07205260519936552 increaseLambda: 1.089 0.000000 245: time = 1.085000 loss = 6.031742 testLoss 7.023735 (URBAN=1.0) lambda = 0.5398 alpha = -0.004224 lossBound = -0.000002 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000002 326: time = 1.089000 loss = 6.006862 testLoss 7.002499 'CHLA__rev lambda = -0.0575 alpha = -0.002609 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.09 0.002000 increaseLambda: 1.09 0.000000 282: time = 1.090000 loss = 6.025260 testLoss 7.113685 NTL_COND^2: lambda = -1.1353 min = 1.0000 max = 9.0000 alpha = -0.006652 lossBound = -0.000000 W1 = 0.128610 N1 = 0.121324 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.091 0.001000 increaseLambda: 1.092 0.001000 Undoing contribution: was 0.002558478955707072 now 0.002556641926453912 266: time = 1.092000 loss = 6.006700 testLoss 7.004820 'COND__rev lambda = -0.4861 alpha = 0.006418 lossBound = -0.000001 W1 = 0.627665 N1 = 0.598874 deltaLoss = -0.000002 Updating 8 features increaseLambda: 1.087 0.002000 Undoing contribution: was 0.17086231029245447 now 0.17086013074643258 246: time = 1.087000 loss = 6.031740 testLoss 7.023818 (LAKE_ORIGIN=1.0) lambda = 1.0299 alpha = -0.006948 lossBound = -0.000002 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000002 Updating 5 features NewtonStep: 1.092 0.002000 increaseLambda: 1.092 0.000000 Undoing: newLoss 6.025260140914967, oldLoss 6.025260453317226, deltaLossBound -3.124054586544641E-7 increaseLambda: 1.092 0.000000 Search: 1.093 0.001000 Updating 5 features NewtonStep: 1.094 0.002000 increaseLambda: 1.093 0.000000 Undoing contribution: was 0.13582705329226927 now 0.13582674088681043 283: time = 1.093000 loss = 6.025260 testLoss 7.112621 'NTL_COND lambda = -1.2742 alpha = 0.006574 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 10 features NewtonStep: 1.089 0.002000 increaseLambda: 1.094 0.000000 267: time = 1.094000 loss = 6.006698 testLoss 7.004578 'PTL__rev lambda = -0.3571 alpha = -0.005916 lossBound = -0.000001 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000002 increaseLambda: 1.09 0.001000 247: time = 1.090000 loss = 6.031627 testLoss 7.027998 NTL: lambda = -7.5768 min = 5.0000 max = 26,100.0000 alpha = -0.727985 lossBound = -0.000002 W1 = 0.028634 N1 = 0.027624 deltaLoss = -0.000113 Updating 6 features NewtonStep: 1.095 0.002000 increaseLambda: 1.095 0.000000 284: time = 1.095000 loss = 6.025247 testLoss 7.112905 DOC: lambda = -4.9645 min = 0.3400 max = 290.5700 alpha = -0.463943 lossBound = -0.000000 W1 = 0.017867 N1 = 0.016866 deltaLoss = -0.000013 Updating 5 features NewtonStep: 1.095 0.006000 increaseLambda: 1.096 0.001000 Undoing contribution: was 0.0029963061825870143 now 0.0029958470362207537 327: time = 1.096000 loss = 6.006862 testLoss 7.002611 'PTL__rev lambda = -0.2272 alpha = 0.002843 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.096 0.001000 increaseLambda: 1.097 0.001000 Undoing contribution: was 0.015988847181484713 now 0.01597601595972761 285: time = 1.097000 loss = 6.025234 testLoss 7.112338 'DOC__rev lambda = 0.1337 alpha = -0.026362 lossBound = -0.000002 W1 = 0.617936 N1 = 0.632645 deltaLoss = -0.000013 Updating 5 features NewtonStep: 1.093 0.003000 Updating 4 features NewtonStep: 1.097 0.001000 increaseLambda: 1.093 0.000000 Undoing contribution: was 1.6450892694133205E-4 now 8.369319770909004E-5 increaseLambda: 1.097 0.000000 248: time = 1.093000 loss = 6.031547 testLoss 7.027659 'NTL__rev lambda = 0.0476 alpha = -0.048758 lossBound = -0.000024 W1 = 0.341438 N1 = 0.363464 deltaLoss = -0.000081 328: time = 1.097000 loss = 6.006861 testLoss 7.002468 'PTL__rev lambda = -0.2349 alpha = -0.003494 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000001 Updating 7 features NewtonStep: 1.098 0.001000 increaseLambda: 1.099 0.001000 Undoing contribution: was 0.0037188491980658907 now 0.003713195687581242 286: time = 1.099000 loss = 6.025228 testLoss 7.111251 NTL: lambda = -10.3453 min = 5.0000 max = 26,100.0000 alpha = 0.183318 lossBound = -0.000000 W1 = 0.028625 N1 = 0.027624 deltaLoss = -0.000006 Updating 5 features NewtonStep: 1.1 0.001000 increaseLambda: 1.101 0.001000 287: time = 1.101000 loss = 6.025224 testLoss 7.111307 'NTL__rev lambda = 0.0180 alpha = 0.011522 lossBound = -0.000001 W1 = 0.340128 N1 = 0.362145 deltaLoss = -0.000004 Updating 4 features NewtonStep: 1.101 0.004000 increaseLambda: 1.101 0.000000 Undoing contribution: was 0.0029958470362207537 now 0.002995161785198606 329: time = 1.101000 loss = 6.006860 testLoss 7.002604 'PTL__rev lambda = -0.2238 alpha = 0.003473 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 36 features Reducing stepsize from 1.19806440114381 to 0.7575465567230656 Newton: returning 0.7575465567230656 Updating 5 features Loss was 6.006860400526957, now 6.006803263746211, delta -0.000057 parallelUpdate: 1.104 0.003000 Updating 5 features NewtonStep: 1.105 0.001000 increaseLambda: 1.106 0.001000 Undoing: newLoss 6.006801587669003, oldLoss 6.006803263746211, deltaLossBound -1.6761704204016833E-6 Updating 5 features NewtonStep: 1.102 0.009000 increaseLambda: 1.106 0.000000 increaseLambda: 1.102 0.000000 Undoing: newLoss 6.031539576051437, oldLoss 6.031546504024618, deltaLossBound -6.929600503070718E-6 Updating 5 features Search: 1.106 0.000000 NewtonStep: 1.107 0.013000 increaseLambda: 1.102 0.000000 increaseLambda: 1.106 0.000000 Undoing contribution: was 0.13601990458043098 now 0.13601822841001074 increaseLambda: 1.107 0.000000 Undoing: newLoss 6.006696175965795, oldLoss 6.006697859863788, deltaLossBound -1.6838984408076082E-6 331: time = 1.106000 loss = 6.006802 testLoss 7.002110 Search: 1.103 0.001000 'NTL_COND lambda = -1.3863 alpha = 0.015248 lossBound = -0.000002 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000002 increaseLambda: 1.108 0.001000 Search: 1.109 0.001000 Updating 5 features NewtonStep: 1.108 0.002000 increaseLambda: 1.109 0.000000 268: time = 1.109000 loss = 6.006696 testLoss 7.005542 'PTL_COND__rev lambda = 0.3293 alpha = 0.003813 lossBound = -0.000002 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000002 increaseLambda: 1.108 0.000000 332: time = 1.108000 loss = 6.006797 testLoss 7.002122 PTL: lambda = 2.9077 min = 1.0000 max = 4,865.0000 alpha = 0.059413 lossBound = -0.000001 W1 = 0.019304 N1 = 0.021255 deltaLoss = -0.000005 Updating 3 features NewtonStep: 1.11 0.002000 increaseLambda: 1.11 0.000000 Undoing contribution: was 0.00333989878657876 now 0.003337939392268846 333: time = 1.110000 loss = 6.006795 testLoss 7.001672 'COND__rev lambda = -0.5004 alpha = 0.006533 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000002 Updating 5 features NewtonStep: 1.113 0.004000 Updating 3 features NewtonStep: 1.112 0.002000 increaseLambda: 1.113 0.000000 Undoing contribution: was 0.016583266791276377 now 0.01657781347569949 increaseLambda: 1.112 0.000000 269: time = 1.113000 loss = 6.006691 testLoss 7.005174 334: time = 1.112000 loss = 6.006794 testLoss 7.001681 'DOC__rev lambda = 0.4203 'NTL__rev lambda = 0.0213 alpha = -0.017257 lossBound = -0.000001 W1 = 0.617938 N1 = 0.632645 deltaLoss = -0.000005 alpha = 0.005735 lossBound = -0.000000 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000001 Updating 35 features Updating 2 features NewtonStep: 1.114 0.002000 increaseLambda: 1.114 0.000000 Undoing: newLoss 6.020048462827447, oldLoss 6.0067939624305415, deltaLossBound -7.587281928466745E-7 increaseLambda: 1.115 0.001000 Search: 1.115 0.000000 increaseLambda: 1.116 0.001000 335: time = 1.116000 loss = 6.006793 testLoss 7.001603 'PTL__rev lambda = -0.0072 alpha = -0.007208 lossBound = -0.000001 W1 = 0.134863 N1 = 0.113003 deltaLoss = -0.000001 Newton: returning 0.21037387268107827 Updating 6 features Loss was 6.006690722649771, now 6.006648855925553, delta -0.000042 parallelUpdate: 1.118 0.005000 increaseLambda: 1.113 0.010000 Undoing contribution: was 0.13615351166705592 now 0.13614658206655272 249: time = 1.113000 loss = 6.031540 testLoss 7.022624 'NTL_COND lambda = -1.3899 alpha = 0.031083 lossBound = -0.000007 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000007 Updating 3 features NewtonStep: 1.119 0.003000 increaseLambda: 1.119 0.000000 Undoing contribution: was 0.002995161785198606 now 0.0029945469532852245 Updating 3 features 336: time = 1.119000 loss = 6.006792 testLoss 7.001732 NewtonStep: 1.12 0.002000 'PTL__rev lambda = -0.1952 alpha = 0.003290 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 increaseLambda: 1.12 0.000000 Undoing contribution: was 0.002556641926453912 now 0.0025103932594049694 271: time = 1.120000 loss = 6.006603 testLoss 7.004631 'COND__rev lambda = -0.4527 alpha = 0.032033 lossBound = -0.000018 W1 = 0.627652 N1 = 0.598874 deltaLoss = -0.000046 Updating 3 features NewtonStep: 1.121 0.002000 increaseLambda: 1.121 0.000000 Undoing: newLoss 6.006791588219704, oldLoss 6.006792003103457, deltaLossBound -4.1488378284244105E-7 increaseLambda: 1.121 0.000000 Updating 4 features NewtonStep: 1.122 0.002000 Search: 1.121 0.000000 increaseLambda: 1.123 0.001000 increaseLambda: 1.122 0.001000 Undoing contribution: was 0.007674711944773774 now 0.007674297060992222 272: time = 1.123000 loss = 6.006602 testLoss 7.005693 PTL_COND: lambda = -0.0549 min = 1.0000 max = 3.0000 alpha = -0.004248 lossBound = -0.000001 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000001 337: time = 1.122000 loss = 6.006792 testLoss 7.001252 'PTL_COND__rev lambda = 0.3548 alpha = -0.001893 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.123 0.001000 Updating 5 features increaseLambda: 1.123 0.000000 Undoing contribution: was 0.040584632549163356 now 0.04058425861599182 NewtonStep: 1.124 0.001000 338: time = 1.123000 loss = 6.006791 testLoss 7.000533 TURB_COND: lambda = -2.2237 min = 1.0000 max = 3.0000 alpha = 0.003943 lossBound = -0.000000 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000000 increaseLambda: 1.125 0.001000 Undoing contribution: was 0.002466820950599845 now 0.00246524600967195 273: time = 1.125000 loss = 6.006600 testLoss 7.005140 'NTL__rev lambda = -0.4254 alpha = 0.018565 lossBound = -0.000001 W1 = 0.023604 N1 = 0.011802 deltaLoss = -0.000002 Updating 3 features NewtonStep: 1.125 0.002000 increaseLambda: 1.125 0.000000 339: time = 1.125000 loss = 6.006791 testLoss 7.000817 'NTL__rev lambda = -0.0665 alpha = -0.009499 lossBound = -0.000000 W1 = 0.024084 N1 = 0.012042 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.127 0.002000 increaseLambda: 1.127 0.000000 274: time = 1.127000 loss = 6.006598 testLoss 7.005668 'COND__rev lambda = -0.7396 alpha = -0.008198 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 4 features NewtonStep: 1.127 0.002000 Updating 6 features NewtonStep: 1.123 0.010000 increaseLambda: 1.127 0.000000 Undoing contribution: was 0.027633800259460113 now 0.027633198232139673 340: time = 1.127000 loss = 6.006790 testLoss 7.000820 'TURB__rev lambda = -0.0286 alpha = 0.003953 lossBound = -0.000000 W1 = 0.187528 N1 = 0.164242 deltaLoss = -0.000001 increaseLambda: 1.123 0.000000 Undoing contribution: was 0.0029953821996118735 now 0.0029899940679803394 250: time = 1.123000 loss = 6.031534 testLoss 7.023387 'CHLA__rev lambda = -0.1597 alpha = 0.009302 lossBound = -0.000003 W1 = 0.299861 N1 = 0.269770 deltaLoss = -0.000005 Updating 4 features NewtonStep: 1.129 0.002000 increaseLambda: 1.129 0.000000 Undoing contribution: was 0.04069660471155161 now 0.04069542462537794 275: time = 1.129000 loss = 6.006596 testLoss 7.004387 TURB_COND: lambda = -2.2441 min = 1.0000 max = 3.0000 alpha = 0.007025 lossBound = -0.000001 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000001 Updating 5 features Updating 4 features NewtonStep: 1.129 0.028000 increaseLambda: 1.129 0.000000 Undoing contribution: was 0.008456433000465467 now 0.008456273370359 288: time = 1.129000 loss = 6.025224 testLoss 7.111249 CHLA_COND: lambda = 1.3075 min = 1.0000 max = 9.0000 alpha = -0.002472 lossBound = -0.000000 W1 = 0.104027 N1 = 0.113971 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.125 0.002000 increaseLambda: 1.126 0.001000 Undoing: newLoss 6.031530150748965, oldLoss 6.031534186292483, deltaLossBound -4.035728121015085E-6 increaseLambda: 1.126 0.000000 Search: 1.126 0.000000 increaseLambda: 1.126 0.000000 Undoing contribution: was 0.01916382426169732 now 0.01915978853357763 251: time = 1.126000 loss = 6.031530 testLoss 7.022817 'CHLA__rev lambda = 1.6976 alpha = -0.014762 lossBound = -0.000004 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000004 Updating 4 features NewtonStep: 1.131 0.002000 increaseLambda: 1.131 0.000000 Undoing: newLoss 6.025223442554899, oldLoss 6.025223632281651, deltaLossBound -1.8972791375659523E-7 increaseLambda: 1.131 0.000000 Search: 1.131 0.000000 increaseLambda: 1.132 0.001000 289: time = 1.132000 loss = 6.025223 testLoss 7.112076 'NTL_COND lambda = -1.2793 alpha = -0.005113 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 7 features NewtonStep: 1.128 0.002000 increaseLambda: 1.129 0.001000 252: time = 1.129000 loss = 6.031478 testLoss 7.022534 CHLA: lambda = 0.8298 min = 0.0000 max = 871.2000 alpha = 0.299851 lossBound = -0.000002 W1 = 0.030410 N1 = 0.031710 deltaLoss = -0.000052 Updating 5 features NewtonStep: 1.133 0.001000 increaseLambda: 1.134 0.001000 290: time = 1.134000 loss = 6.025223 testLoss 7.111987 'PTL__rev lambda = -0.0368 alpha = -0.002174 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000000 Updating 7 features NewtonStep: 1.13 0.001000 increaseLambda: 1.131 0.001000 Undoing contribution: was 0.0029899940679803394 now 0.002964222518381965 253: time = 1.131000 loss = 6.031452 testLoss 7.024191 'CHLA__rev lambda = -0.1394 alpha = 0.020376 lossBound = -0.000015 W1 = 0.299866 N1 = 0.269770 deltaLoss = -0.000026 Updating 5 features NewtonStep: 1.135 0.001000 increaseLambda: 1.135 0.000000 291: time = 1.135000 loss = 6.025222 testLoss 7.112134 'DOC__rev lambda = 0.0886 alpha = 0.008033 lossBound = -0.000000 W1 = 0.645009 N1 = 0.659715 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.133 0.002000 Updating 6 features NewtonStep: 1.138 0.009000 Updating 4 features increaseLambda: 1.133 0.000000 NewtonStep: 1.137 0.002000 Undoing contribution: was 4.4050434624085205E-4 now 4.3136806587215865E-4 254: time = 1.133000 loss = 6.031443 testLoss 7.024535 'CHLA__rev lambda = -0.1817 alpha = 0.017320 lossBound = -0.000003 W1 = 0.744503 N1 = 0.721007 deltaLoss = -0.000009 increaseLambda: 1.138 0.001000 increaseLambda: 1.139 0.001000 Undoing contribution: was 0.0025103932594049694 now 0.0025085438497901846 292: time = 1.138000 loss = 6.025222 testLoss 7.112381 'NTL__rev lambda = -1.1890 276: time = 1.139000 loss = 6.006595 testLoss 7.003943 alpha = -0.008322 lossBound = -0.000000 W1 = 0.023604 N1 = 0.011802 deltaLoss = -0.000000 'COND__rev lambda = -0.4463 alpha = 0.006436 lossBound = -0.000001 W1 = 0.627665 N1 = 0.598874 deltaLoss = -0.000002 Updating 5 features NewtonStep: 1.139 0.001000 Updating 4 features NewtonStep: 1.135 0.002000 increaseLambda: 1.139 0.000000 293: time = 1.139000 loss = 6.025222 testLoss 7.112886 PTL_COND: lambda = -0.2233 min = 1.0000 max = 3.0000 alpha = -0.002018 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000000 increaseLambda: 1.136 0.001000 255: time = 1.136000 loss = 6.031431 testLoss 7.022572 'CHLA__rev lambda = -0.5966 alpha = -0.016190 lossBound = -0.000008 W1 = 0.179338 N1 = 0.153039 deltaLoss = -0.000013 Updating 4 features NewtonStep: 1.141 0.002000 increaseLambda: 1.141 0.000000 Undoing: newLoss 6.025221338376138, oldLoss 6.025221535059307, deltaLossBound -1.9668317469424801E-7 Updating 5 features NewtonStep: 1.137 0.001000 increaseLambda: 1.142 0.001000 increaseLambda: 1.138 0.001000 256: time = 1.138000 loss = 6.031303 testLoss 7.023227 Search: 1.142 0.000000 DOC: lambda = -4.5210 min = 0.3400 max = 290.5700 alpha = -1.218972 lossBound = -0.000001 W1 = 0.017882 N1 = 0.016866 deltaLoss = -0.000127 increaseLambda: 1.142 0.000000 Undoing contribution: was 0.007495767891196524 now 0.007495571208021888 294: time = 1.142000 loss = 6.025221 testLoss 7.112556 'PTL_COND__rev lambda = 0.2689 alpha = -0.001303 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.144 0.005000 increaseLambda: 1.144 0.000000 277: time = 1.144000 loss = 6.006538 testLoss 7.004407 DOC: lambda = -3.4782 min = 0.3400 max = 290.5700 alpha = -0.810550 lossBound = -0.000000 W1 = 0.017876 N1 = 0.016866 deltaLoss = -0.000056 Updating 3 features Updating 5 features NewtonStep: 1.144 0.002000 NewtonStep: 1.14 0.002000 increaseLambda: 1.144 0.000000 increaseLambda: 1.14 0.000000 Undoing contribution: was 0.01642612044397598 now 0.016367357113217264 295: time = 1.144000 loss = 6.025221 testLoss 7.112978 PTL_COND: lambda = -0.2250 min = 1.0000 max = 3.0000 alpha = -0.001690 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000000 257: time = 1.140000 loss = 6.031245 testLoss 7.021979 'DOC__rev lambda = 0.3922 alpha = -0.056505 lossBound = -0.000009 W1 = 0.617924 N1 = 0.632645 deltaLoss = -0.000059 Updating 4 features NewtonStep: 1.146 0.002000 increaseLambda: 1.146 0.000000 Undoing contribution: was 0.01657781347569949 now 0.01653482981086936 278: time = 1.146000 loss = 6.006495 testLoss 7.003338 'DOC__rev lambda = 0.3606 alpha = -0.048753 lossBound = -0.000007 W1 = 0.617928 N1 = 0.632645 deltaLoss = -0.000043 Updating 6 features NewtonStep: 1.142 0.002000 increaseLambda: 1.142 0.000000 Undoing contribution: was 3.095605146856443E-4 now 3.0769761870949857E-4 258: time = 1.142000 loss = 6.031243 testLoss 7.022084 ANC^2: lambda = -1.4375 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.084739 lossBound = -0.000001 W1 = 0.001696 N1 = 0.000695 deltaLoss = -0.000002 Updating 6 features NewtonStep: 1.148 0.002000 increaseLambda: 1.148 0.000000 279: time = 1.148000 loss = 6.006489 testLoss 7.003247 CHLA: lambda = 0.4577 min = 0.0000 max = 871.2000 alpha = 0.108912 lossBound = -0.000000 W1 = 0.030405 N1 = 0.031710 deltaLoss = -0.000007 Updating 6 features NewtonStep: 1.144 0.002000 increaseLambda: 1.144 0.000000 Undoing: newLoss 6.031241576847358, oldLoss 6.031242816701827, deltaLossBound -1.2406753281672773E-6 increaseLambda: 1.145 0.001000 Updating 5 features NewtonStep: 1.149 0.022000 NewtonStep: 1.149 0.005000 increaseLambda: 1.149 0.000000 increaseLambda: 1.149 0.000000 Undoing: newLoss 6.025221035755737, oldLoss 6.025221173605639, deltaLossBound -1.378499055847753E-7 341: time = 1.149000 loss = 6.006790 testLoss 7.000720 'PTL__rev lambda = -0.2661 alpha = -0.002428 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000000 increaseLambda: 1.149 0.000000 Search: 1.15 0.001000 increaseLambda: 1.15 0.000000 Undoing contribution: was 0.007495571208021888 now 0.007495433358117064 296: time = 1.150000 loss = 6.025221 testLoss 7.112702 'PTL_COND__rev lambda = 0.2678 alpha = -0.001091 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.151 0.002000 increaseLambda: 1.151 0.000000 Undoing contribution: was 0.0029945469532852245 now 0.002993861579910282 342: time = 1.151000 loss = 6.006789 testLoss 7.000857 'PTL__rev lambda = -0.1917 alpha = 0.003474 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.151 0.001000 increaseLambda: 1.152 0.001000 Undoing contribution: was 0.0018617192834814614 now 0.0018611326773213701 297: time = 1.152000 loss = 6.025220 testLoss 7.112760 ANC^2: lambda = -3.1593 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.047200 lossBound = -0.000000 W1 = 0.001695 N1 = 0.000695 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.153 0.002000 Updating 6 features NewtonStep: 1.154 0.006000 increaseLambda: 1.153 0.000000 343: time = 1.153000 loss = 6.006788 testLoss 7.000714 Updating 6 features 'PTL__rev lambda = -0.2696 NewtonStep: 1.153 0.001000 alpha = -0.003490 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000001 increaseLambda: 1.155 0.001000 Undoing contribution: was 9.438693475273916E-4 now 9.399185080060754E-4 increaseLambda: 1.154 0.001000 280: time = 1.155000 loss = 6.006485 testLoss 7.003900 'CHLA__rev lambda = -0.0853 alpha = 0.007949 lossBound = -0.000002 W1 = 0.299860 N1 = 0.269770 deltaLoss = -0.000004 298: time = 1.154000 loss = 6.025220 testLoss 7.113197 PTL_COND: lambda = -0.2267 min = 1.0000 max = 3.0000 alpha = -0.001744 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.155 0.002000 increaseLambda: 1.155 0.000000 Undoing contribution: was 0.002993861579910282 now 0.0029931779123059756 344: time = 1.155000 loss = 6.006788 testLoss 7.000850 'PTL__rev lambda = -0.1883 alpha = 0.003469 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Search: 1.151 0.006000 Updating 7 features NewtonStep: 1.157 0.002000 Updating 6 features NewtonStep: 1.156 0.002000 increaseLambda: 1.157 0.000000 Undoing contribution: was 0.013968892809661348 now 0.013965758827617691 increaseLambda: 1.156 0.000000 Undoing: newLoss 6.025220160473026, oldLoss 6.02522027378858, deltaLossBound -1.1331555804311243E-7 281: time = 1.157000 loss = 6.006481 testLoss 7.003637 CHLA_COND: lambda = 0.4199 min = 1.0000 max = 9.0000 alpha = -0.011208 lossBound = -0.000002 W1 = 0.104030 N1 = 0.113971 deltaLoss = -0.000003 increaseLambda: 1.156 0.000000 Search: 1.156 0.000000 increaseLambda: 1.157 0.001000 Undoing contribution: was 0.007495433358117064 now 0.007495320042560126 299: time = 1.157000 loss = 6.025220 testLoss 7.112946 'PTL_COND__rev lambda = 0.2668 alpha = -0.000989 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 29 features Newton: returning 2.114582387652872 Updating 7 features Updating 6 features NewtonStep: 1.159 0.002000 Loss was 6.025220160473023, now 6.025149192790226, delta -0.000071 parallelUpdate: 1.158 0.001000 increaseLambda: 1.159 0.000000 282: time = 1.159000 loss = 6.006480 testLoss 7.004085 'COND__rev lambda = -0.7465 alpha = -0.006933 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 3 features NewtonStep: 1.159 0.004000 increaseLambda: 1.159 0.000000 345: time = 1.159000 loss = 6.006787 testLoss 7.000707 'PTL__rev lambda = -0.2731 alpha = -0.003486 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000001 increaseLambda: 1.155 0.004000 Undoing contribution: was 1.3116325761584941E-5 now 1.187565043466598E-5 259: time = 1.155000 loss = 6.031242 testLoss 7.022133 ANC_COND^2: lambda = -0.1338 min = 1.0000 max = 4.0000 alpha = 0.050255 lossBound = -0.000001 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.16 0.002000 increaseLambda: 1.16 0.000000 Undoing contribution: was 0.0030881751528063672 now 0.0030555236056629864 301: time = 1.160000 loss = 6.025117 testLoss 7.113510 'COND__rev lambda = -1.0985 alpha = 0.030350 lossBound = -0.000011 W1 = 0.703521 N1 = 0.677996 deltaLoss = -0.000033 Updating 8 features NewtonStep: 1.161 0.002000 Updating 4 features NewtonStep: 1.16 0.001000 increaseLambda: 1.162 0.001000 increaseLambda: 1.161 0.001000 Undoing contribution: was 0.0029931779123059756 now 0.0029924958269302395 283: time = 1.162000 loss = 6.006477 testLoss 7.006578 NTL_COND^2: lambda = -1.1231 min = 1.0000 max = 9.0000 alpha = -0.012342 lossBound = -0.000001 W1 = 0.128610 N1 = 0.121324 deltaLoss = -0.000003 346: time = 1.161000 loss = 6.006786 testLoss 7.000843 'PTL__rev lambda = -0.1848 alpha = 0.003465 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.162 0.002000 increaseLambda: 1.162 0.000000 Undoing contribution: was 0.01597601595972761 now 0.01597246088880463 302: time = 1.162000 loss = 6.025113 testLoss 7.113215 'DOC__rev lambda = 0.0222 alpha = -0.013844 lossBound = -0.000001 W1 = 0.617939 N1 = 0.632645 deltaLoss = -0.000004 Updating 3 features NewtonStep: 1.163 0.002000 Updating 8 features NewtonStep: 1.159 0.004000 increaseLambda: 1.163 0.000000 increaseLambda: 1.159 0.000000 Undoing contribution: was 0.04422805258831061 now 0.04422617018446803 347: time = 1.163000 loss = 6.006786 testLoss 7.000701 'PTL__rev lambda = -0.2766 260: time = 1.159000 loss = 6.031240 testLoss 7.020513 TURB_COND: lambda = -2.1600 min = 1.0000 max = 3.0000 alpha = 0.008878 lossBound = -0.000001 W1 = 0.082444 N1 = 0.073529 deltaLoss = -0.000002 Updating 4 features NewtonStep: 1.164 0.002000 alpha = -0.003482 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000001 increaseLambda: 1.164 0.000000 303: time = 1.164000 loss = 6.025111 testLoss 7.113116 ANC^2: lambda = -3.1141 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.077525 lossBound = -0.000001 W1 = 0.001696 N1 = 0.000695 deltaLoss = -0.000002 Updating 9 features increaseLambda: 1.166 0.004000 284: time = 1.166000 loss = 6.006476 testLoss 7.006524 (URBAN=1.0) lambda = 0.4969 alpha = 0.002513 lossBound = -0.000001 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000001 Updating 9 features NewtonStep: 1.161 0.002000 Updating 1 features NewtonStep: 1.165 0.002000 increaseLambda: 1.161 0.000000 261: time = 1.161000 loss = 6.031235 testLoss 7.022795 PTL_COND: lambda = -0.0857 min = 1.0000 max = 3.0000 alpha = -0.009138 lossBound = -0.000003 W1 = 0.235004 N1 = 0.220588 deltaLoss = -0.000005 increaseLambda: 1.165 0.000000 Undoing contribution: was 0.0029924958269302395 now 0.0029918153202276956 348: time = 1.165000 loss = 6.006785 testLoss 7.000837 Updating 4 features NewtonStep: 1.166 0.002000 increaseLambda: 1.166 0.000000 Undoing contribution: was 0.19293185866217025 now 0.19293107259300848 304: time = 1.166000 loss = 6.025110 testLoss 7.113172 'PTL__rev lambda = -1.1176 alpha = 0.004789 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.167 0.001000 increaseLambda: 1.168 0.001000 285: time = 1.168000 loss = 6.006474 testLoss 7.006309 'PTL__rev lambda = -0.3651 alpha = -0.005264 lossBound = -0.000001 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000002 Updating 9 features NewtonStep: 1.163 0.002000 'PTL__rev lambda = -0.1813 Updating 7 features NewtonStep: 1.167 0.001000 increaseLambda: 1.163 0.000000 Undoing: newLoss 6.031232117500152, oldLoss 6.031234839634271, deltaLossBound -2.722135314521285E-6 increaseLambda: 1.168 0.001000 increaseLambda: 1.164 0.001000 305: time = 1.168000 loss = 6.025110 testLoss 7.113747 NTL_COND^2: lambda = -1.1517 min = 1.0000 max = 9.0000 alpha = -0.002846 lossBound = -0.000000 W1 = 0.128609 N1 = 0.121324 deltaLoss = -0.000000 Search: 1.164 0.000000 increaseLambda: 1.164 0.000000 Undoing contribution: was 0.0018925565068680177 now 0.0018898343715553017 262: time = 1.164000 loss = 6.031232 testLoss 7.021563 'PTL_COND__rev lambda = 0.2578 alpha = -0.004850 lossBound = -0.000003 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000003 Updating 6 features NewtonStep: 1.17 0.002000 alpha = 0.003461 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 7 features increaseLambda: 1.17 0.002000 increaseLambda: 1.171 0.001000 306: time = 1.170000 loss = 6.025110 testLoss 7.113716 (LAKE_ORIGIN=0.0) lambda = -0.2362 alpha = -0.002486 lossBound = -0.000000 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000000 286: time = 1.171000 loss = 6.006472 testLoss 7.006321 'NTL__rev lambda = 0.0399 alpha = 0.007575 lossBound = -0.000001 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000002 Updating 1 features NewtonStep: 1.17 0.005000 Updating 10 features increaseLambda: 1.171 0.001000 349: time = 1.171000 loss = 6.006784 testLoss 7.000694 'PTL__rev lambda = -0.2800 alpha = -0.003478 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000001 increaseLambda: 1.167 0.003000 Undoing contribution: was 0.09315373535440319 now 0.09315122369493345 263: time = 1.167000 loss = 6.031230 testLoss 7.021653 (LAKE_ORIGIN=0.0) lambda = -0.2899 alpha = 0.007459 lossBound = -0.000003 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000003 Updating 7 features NewtonStep: 1.171 0.001000 Updating 7 features NewtonStep: 1.173 0.002000 increaseLambda: 1.173 0.000000 287: time = 1.173000 loss = 6.006471 testLoss 7.006260 Updating 1 features increaseLambda: 1.172 0.001000 NewtonStep: 1.172 0.001000 307: time = 1.172000 loss = 6.025110 testLoss 7.113630 'PTL__rev lambda = -0.0486 alpha = -0.002106 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000000 increaseLambda: 1.172 0.000000 Undoing contribution: was 0.0029918153202276956 now 0.0029911363886482947 350: time = 1.172000 loss = 6.006784 testLoss 7.000830 'PTL__rev lambda = -0.1779 alpha = 0.003457 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 10 features NewtonStep: 1.169 0.002000 increaseLambda: 1.169 0.000000 264: time = 1.169000 loss = 6.031227 testLoss 7.023261 PTL_COND: lambda = -0.0921 min = 1.0000 max = 3.0000 alpha = -0.006434 lossBound = -0.000002 W1 = 0.235003 N1 = 0.220588 deltaLoss = -0.000002 'PTL__rev lambda = -0.0292 alpha = -0.005670 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.174 0.002000 Updating 1 features increaseLambda: 1.174 0.000000 NewtonStep: 1.174 0.002000 increaseLambda: 1.174 0.000000 351: time = 1.174000 loss = 6.006783 testLoss 7.000687 'PTL__rev lambda = -0.2835 alpha = -0.003475 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000001 Updating 9 features NewtonStep: 1.171 0.002000 Updating 6 features NewtonStep: 1.176 0.003000 increaseLambda: 1.171 0.000000 265: time = 1.171000 loss = 6.031224 testLoss 7.023148 'PTL__rev lambda = -0.0409 alpha = -0.010332 lossBound = -0.000002 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000003 increaseLambda: 1.177 0.001000 Undoing contribution: was 0.027823164619876585 now 0.027822100055340505 288: time = 1.177000 loss = 6.006470 testLoss 7.006264 'TURB__rev lambda = -0.0289 alpha = 0.005258 lossBound = -0.000001 W1 = 0.187528 N1 = 0.164242 deltaLoss = -0.000001 Updating 1 features NewtonStep: 1.176 0.002000 increaseLambda: 1.176 0.000000 Undoing contribution: was 0.0029911363886482947 now 0.002990459028652646 352: time = 1.176000 loss = 6.006782 testLoss 7.000823 'PTL__rev lambda = -0.1744 alpha = 0.003453 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Undoing contribution: was 0.003605094137799758 now 0.0036045886140266934 308: time = 1.177000 loss = 6.025109 testLoss 7.113318 'NTL__rev lambda = -1.1946 alpha = 0.010490 lossBound = -0.000000 W1 = 0.023604 N1 = 0.011802 deltaLoss = -0.000001 Updating 7 features NewtonStep: 1.173 0.002000 increaseLambda: 1.174 0.001000 Undoing contribution: was 0.002964222518381965 now 0.0029616768806537963 Updating 1 features 266: time = 1.174000 loss = 6.031221 testLoss 7.023674 'CHLA__rev lambda = -0.1330 alpha = 0.006397 lossBound = -0.000002 W1 = 0.299860 N1 = 0.269770 deltaLoss = -0.000003 Updating 5 features NewtonStep: 1.179 0.002000 Updating 7 features NewtonStep: 1.178 0.001000 increaseLambda: 1.179 0.000000 289: time = 1.179000 loss = 6.006470 testLoss 7.006350 'ANC__rev lambda = -0.2235 alpha = -0.009826 lossBound = -0.000000 W1 = 0.032022 N1 = 0.017316 deltaLoss = -0.000001 increaseLambda: 1.179 0.001000 309: time = 1.179000 loss = 6.025109 testLoss 7.113293 'PTL__rev lambda = -0.1163 alpha = -0.002308 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 9 features NewtonStep: 1.176 0.002000 increaseLambda: 1.176 0.000000 Undoing: newLoss 6.0312198955379, oldLoss 6.0312211652769765, deltaLossBound -1.2697393340442673E-6 Updating 5 features NewtonStep: 1.18 0.001000 Updating 7 features NewtonStep: 1.181 0.002000 increaseLambda: 1.176 0.000000 increaseLambda: 1.18 0.000000 Undoing: newLoss 6.025108979193409, oldLoss 6.025109095716606, deltaLossBound -1.165231984702288E-7 Search: 1.176 0.000000 increaseLambda: 1.182 0.001000 290: time = 1.182000 loss = 6.006434 testLoss 7.006759 DOC: lambda = -4.1711 min = 0.3400 max = 290.5700 alpha = -0.692905 lossBound = -0.000000 W1 = 0.017870 N1 = 0.016866 deltaLoss = -0.000036 increaseLambda: 1.181 0.001000 increaseLambda: 1.177 0.001000 Undoing contribution: was 0.0018898343715553017 now 0.00188856463222207 267: time = 1.177000 loss = 6.031220 testLoss 7.022834 'PTL_COND__rev lambda = 0.2545 alpha = -0.003312 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 Search: 1.181 0.000000 increaseLambda: 1.181 0.000000 310: time = 1.181000 loss = 6.025109 testLoss 7.113547 'PTL_COND__rev lambda = 0.2539 alpha = 0.001003 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 NewtonStep: 1.178 0.002000 increaseLambda: 1.182 0.004000 353: time = 1.182000 loss = 6.006782 testLoss 7.000681 'PTL__rev lambda = -0.2870 alpha = -0.003471 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.183 0.001000 Updating 7 features NewtonStep: 1.179 0.002000 Updating 7 features increaseLambda: 1.184 0.001000 Undoing contribution: was 0.01653482981086936 now 0.016505103444214034 291: time = 1.184000 loss = 6.006404 testLoss 7.005877 'DOC__rev lambda = 0.3201 alpha = -0.040494 lossBound = -0.000005 W1 = 0.617932 N1 = 0.632645 deltaLoss = -0.000030 increaseLambda: 1.179 0.000000 268: time = 1.179000 loss = 6.031218 testLoss 7.024155 PTL_COND: lambda = -0.0974 min = 1.0000 max = 3.0000 alpha = -0.005286 lossBound = -0.000001 W1 = 0.235003 N1 = 0.220588 deltaLoss = -0.000002 Updating 1 features NewtonStep: 1.183 0.001000 NewtonStep: 1.183 0.002000 increaseLambda: 1.183 0.000000 Undoing contribution: was 0.002990459028652646 now 0.002989783236706687 354: time = 1.183000 loss = 6.006781 testLoss 7.000816 'PTL__rev lambda = -0.1710 alpha = 0.003449 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 increaseLambda: 1.184 0.001000 Undoing: newLoss 6.025108871277464, oldLoss 6.0251089791934085, deltaLossBound -1.0792163922911277E-7 increaseLambda: 1.184 0.000000 Search: 1.184 0.000000 increaseLambda: 1.184 0.000000 311: time = 1.184000 loss = 6.025109 testLoss 7.113533 ANC_COND: lambda = -0.5935 min = 1.0000 max = 2.0000 alpha = -0.014663 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.186 0.002000 increaseLambda: 1.186 0.000000 Undoing contribution: was 7.498678552408936E-4 now 7.471089909838472E-4 Updating 1 features 292: time = 1.186000 loss = 6.006402 testLoss 7.006004 NewtonStep: 1.185 0.002000 ANC^2: lambda = -1.7333 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.103413 lossBound = -0.000001 W1 = 0.001696 N1 = 0.000695 deltaLoss = -0.000003 increaseLambda: 1.186 0.001000 355: time = 1.186000 loss = 6.006780 testLoss 7.000674 'PTL__rev lambda = -0.2905 alpha = -0.003467 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.186 0.002000 increaseLambda: 1.187 0.001000 Undoing contribution: was 0.009428383168847069 now 0.009428151785954667 312: time = 1.187000 loss = 6.025109 testLoss 7.113487 'ANC__rev lambda = -0.4517 alpha = 0.004858 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = -0.000000 Updating 1 features NewtonStep: 1.187 0.001000 Updating 5 features NewtonStep: 1.188 0.002000 increaseLambda: 1.188 0.001000 Undoing contribution: was 0.002989783236706687 now 0.002989109009283462 356: time = 1.188000 loss = 6.006780 testLoss 7.000810 'PTL__rev lambda = -0.1675 alpha = 0.003446 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 increaseLambda: 1.189 0.001000 293: time = 1.189000 loss = 6.006401 testLoss 7.006871 PTL_COND: lambda = -0.0584 min = 1.0000 max = 3.0000 alpha = -0.003468 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000001 Updating 8 features NewtonStep: 1.188 0.001000 increaseLambda: 1.189 0.001000 Undoing contribution: was 0.01597246088880463 now 0.015971884561619545 313: time = 1.189000 loss = 6.025108 testLoss 7.113369 'DOC__rev lambda = 0.0166 alpha = -0.005566 lossBound = -0.000000 W1 = 0.617939 N1 = 0.632645 deltaLoss = -0.000001 Updating 1 features NewtonStep: 1.189 0.001000 increaseLambda: 1.189 0.000000 357: time = 1.189000 loss = 6.006779 testLoss 7.000668 'PTL__rev lambda = -0.2939 alpha = -0.003463 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.191 0.002000 increaseLambda: 1.191 0.000000 Undoing contribution: was 0.0025085438497901846 now 0.002507630269836275 294: time = 1.191000 loss = 6.006400 testLoss 7.006560 'COND__rev lambda = -0.4418 alpha = 0.004526 lossBound = -0.000000 W1 = 0.627665 N1 = 0.598874 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.19 0.001000 increaseLambda: 1.191 0.001000 Undoing: newLoss 6.026347069434272, oldLoss 6.025108063561692, deltaLossBound -1.0064893047062143E-7 Updating 1 features NewtonStep: 1.191 0.002000 increaseLambda: 1.191 0.000000 increaseLambda: 1.191 0.000000 Undoing contribution: was 0.002989109009283462 now 0.0029884363428657836 Search: 1.191 0.000000 358: time = 1.191000 loss = 6.006778 testLoss 7.000803 'PTL__rev lambda = -0.1641 alpha = 0.003442 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 increaseLambda: 1.191 0.000000 314: time = 1.191000 loss = 6.025106 testLoss 7.113113 ANC: lambda = -0.0473 min = -63.0000 max = 91,632.9000 alpha = -0.047280 lossBound = -0.000000 W1 = 0.023601 N1 = 0.022588 deltaLoss = -0.000002 Updating 5 features NewtonStep: 1.193 0.002000 increaseLambda: 1.193 0.000000 295: time = 1.193000 loss = 6.006399 testLoss 7.006394 'PTL__rev lambda = -0.3692 alpha = -0.004060 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Updating 1 features NewtonStep: 1.193 0.002000 increaseLambda: 1.193 0.000000 359: time = 1.193000 loss = 6.006778 testLoss 7.000661 'PTL__rev lambda = -0.2974 alpha = -0.003459 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000001 Updating 36 features Updating 5 features NewtonStep: 1.193 0.002000 Newton: returning 0.03136827797297956 Updating 4 features Updating 5 features NewtonStep: 1.195 0.002000 increaseLambda: 1.194 0.001000 Undoing contribution: was 0.02938531915418345 now 0.029385109557769448 315: time = 1.194000 loss = 6.025106 testLoss 7.113115 'TURB__rev lambda = -0.4380 alpha = 0.002302 lossBound = -0.000000 W1 = 0.187528 N1 = 0.164242 deltaLoss = -0.000000 increaseLambda: 1.195 0.000000 296: time = 1.195000 loss = 6.006393 testLoss 7.005984 COND: lambda = -3.3991 min = 4.0000 max = 50,590.0000 alpha = -0.117896 lossBound = -0.000000 W1 = 0.009482 N1 = 0.008479 deltaLoss = -0.000006 Loss was 6.006777631470401, now 6.006777010454827, delta -0.000001 parallelUpdate: 1.195 0.002000 Updating 5 features NewtonStep: 1.196 0.002000 increaseLambda: 1.196 0.000000 316: time = 1.196000 loss = 6.025106 testLoss 7.113087 'PTL__rev lambda = -0.1188 alpha = -0.002579 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.197 0.002000 Updating 4 features NewtonStep: 1.197 0.002000 increaseLambda: 1.198 0.001000 increaseLambda: 1.197 0.000000 Undoing contribution: was 0.0029884363428657836 now 0.0029875368607121346 297: time = 1.198000 loss = 6.006390 testLoss 7.006667 'COND__rev lambda = -0.7572 alpha = -0.010606 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000004 361: time = 1.197000 loss = 6.006776 testLoss 7.000871 'PTL__rev lambda = -0.1582 alpha = 0.003980 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.198 0.002000 increaseLambda: 1.198 0.000000 Undoing contribution: was 0.0018628657459495326 now 0.0018620773012595518 317: time = 1.198000 loss = 6.025105 testLoss 7.113155 ANC^2: lambda = -3.0593 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.054844 lossBound = -0.000000 W1 = 0.001695 N1 = 0.000695 deltaLoss = -0.000001 Updating 2 features NewtonStep: 1.198 0.001000 Updating 5 features NewtonStep: 1.2 0.002000 increaseLambda: 1.199 0.001000 362: time = 1.199000 loss = 6.006776 testLoss 7.000629 'CHLA__rev lambda = -0.0631 alpha = -0.003096 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000001 increaseLambda: 1.2 0.000000 Undoing contribution: was 7.471089909838472E-4 now 7.443596118088539E-4 298: time = 1.200000 loss = 6.006387 testLoss 7.006794 ANC^2: lambda = -1.6301 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.103227 lossBound = -0.000001 W1 = 0.001696 N1 = 0.000695 deltaLoss = -0.000003 Updating 5 features NewtonStep: 1.2 0.002000 increaseLambda: 1.2 0.000000 Undoing contribution: was 0.19293107259300848 now 0.19293086668843243 318: time = 1.200000 loss = 6.025105 testLoss 7.113184 'PTL__rev lambda = -1.1152 alpha = 0.002449 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.2 0.001000 increaseLambda: 1.201 0.001000 363: time = 1.201000 loss = 6.006775 testLoss 7.000637 'NTL__rev lambda = 0.0264 Updating 6 features alpha = 0.004791 lossBound = -0.000000 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000001 NewtonStep: 1.202 0.002000 increaseLambda: 1.202 0.000000 Undoing contribution: was 0.002507630269836275 now 0.00250557677336119 299: time = 1.202000 loss = 6.006385 testLoss 7.006326 'COND__rev lambda = -0.4350 alpha = 0.006782 lossBound = -0.000001 W1 = 0.627665 N1 = 0.598874 deltaLoss = -0.000002 Updating 35 features Updating 5 features NewtonStep: 1.202 0.002000 Newton: returning 1.832900113391184 Updating 7 features increaseLambda: 1.202 0.000000 Updating 2 features 319: time = 1.202000 loss = 6.025105 testLoss 7.113159 'PTL__rev lambda = -0.1212 NewtonStep: 1.202 0.001000 alpha = -0.002389 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 1.203 0.001000 364: time = 1.203000 loss = 6.006774 testLoss 7.000472 'PTL__rev lambda = -0.3367 alpha = -0.004057 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Loss was 6.006384741409575, now 6.006143672818542, delta -0.000241 parallelUpdate: 1.204 0.002000 Updating 6 features NewtonStep: 1.204 0.002000 Updating 2 features NewtonStep: 1.204 0.001000 increaseLambda: 1.204 0.000000 Undoing contribution: was 0.19293086668843243 now 0.1929306840831975 320: time = 1.204000 loss = 6.025104 testLoss 7.113186 'PTL__rev lambda = -1.1129 alpha = 0.002306 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 increaseLambda: 1.205 0.001000 Undoing contribution: was 0.18744411788959298 now 0.18744348709942799 Updating 7 features NewtonStep: 1.206 0.002000 365: time = 1.205000 loss = 6.006773 testLoss 7.000521 'PTL__rev lambda = -0.6918 alpha = 0.004268 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 1.206 0.000000 301: time = 1.206000 loss = 6.006138 testLoss 7.009526 CHLA_COND^2: lambda = 2.0001 min = 1.0000 max = 81.0000 alpha = 0.016310 lossBound = -0.000004 W1 = 0.069376 N1 = 0.079044 deltaLoss = -0.000006 Updating 5 features NewtonStep: 1.206 0.002000 Updating 2 features NewtonStep: 1.206 0.001000 increaseLambda: 1.206 0.000000 increaseLambda: 1.207 0.001000 Undoing contribution: was 0.00127156811208433321: time = 1.207000 loss = 6.025104 testLoss 7.113160 'PTL__rev lambda = -0.1236 alpha = -0.002380 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 8 features NewtonStep: 1.208 0.002000 now 0.0012707636560296705 366: time = 1.207000 loss = 6.006772 testLoss 7.000493 'NTL__rev lambda = 0.0542 alpha = -0.004860 lossBound = -0.000000 W1 = 0.350156 N1 = 0.372266 deltaLoss = -0.000001 increaseLambda: 1.209 0.001000 Undoing: newLoss 6.006134410378772, oldLoss 6.006137564057917, deltaLossBound -3.1540117034934844E-6 increaseLambda: 1.209 0.000000 Updating 5 features NewtonStep: 1.208 0.001000 Search: 1.209 0.000000 increaseLambda: 1.208 0.000000 Undoing contribution: was 0.1929306840831975 now 0.19293050284133775 increaseLambda: 1.209 0.000000 Undoing contribution: was 0.1366454081513564 now 0.13664225413965303 322: time = 1.208000 loss = 6.025104 testLoss 7.113187 'PTL__rev lambda = -1.1106 alpha = 0.002298 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 302: time = 1.209000 loss = 6.006134 testLoss 7.006136 'NTL_COND lambda = -1.3672 alpha = 0.020936 lossBound = -0.000003 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000003 Updating 2 features NewtonStep: 1.209 0.002000 increaseLambda: 1.209 0.000000 367: time = 1.209000 loss = 6.006771 testLoss 7.000502 'NTL__rev lambda = 0.0322 alpha = 0.005728 lossBound = -0.000000 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.21 0.002000 Updating 7 features increaseLambda: 1.21 0.000000 323: time = 1.210000 loss = 6.025104 testLoss 7.113109 'PTL__rev lambda = -0.0505 alpha = -0.001919 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000000 increaseLambda: 1.212 0.003000 Undoing contribution: was 0.1705813242905263 now 0.1705790339452644 303: time = 1.212000 loss = 6.006132 testLoss 7.006222 (LAKE_ORIGIN=1.0) lambda = 0.9634 alpha = -0.007123 lossBound = -0.000002 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000002 Updating 1 features NewtonStep: 1.211 0.002000 increaseLambda: 1.211 0.000000 Undoing contribution: was 0.0012707636560296705 now 0.0012697557089634145 368: time = 1.211000 loss = 6.006770 testLoss 7.000469 'NTL__rev lambda = 0.0487 alpha = -0.005440 lossBound = -0.000000 W1 = 0.350156 N1 = 0.372266 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.212 0.002000 increaseLambda: 1.212 0.000000 Undoing contribution: was 0.19293050284133775 now 0.1929303718681952 324: time = 1.212000 loss = 6.025104 testLoss 7.113132 'PTL__rev lambda = -1.1086 alpha = 0.001953 lossBound = -0.000000 W1 = 0.145368 N1 = 0.122951 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.214 0.002000 Updating 1 features NewtonStep: 1.213 0.002000 increaseLambda: 1.214 0.000000 304: time = 1.214000 loss = 6.006127 testLoss 7.006053 ANC^2: lambda = -1.1165 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.130805 lossBound = -0.000002 W1 = 0.001697 N1 = 0.000695 deltaLoss = -0.000005 increaseLambda: 1.213 0.000000 369: time = 1.213000 loss = 6.006769 testLoss 7.000478 'NTL__rev lambda = 0.0377 alpha = 0.005507 lossBound = -0.000000 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.214 0.002000 increaseLambda: 1.214 0.000000 325: time = 1.214000 loss = 6.025103 testLoss 7.113106 'PTL__rev lambda = -0.1260 alpha = -0.002415 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 1 features NewtonStep: 1.215 0.002000 Updating 6 features NewtonStep: 1.216 0.002000 increaseLambda: 1.215 0.000000 Undoing contribution: was 0.0012697557089634145 now 0.0012688238706475715 370: time = 1.215000 loss = 6.006768 testLoss 7.000447 increaseLambda: 1.216 0.000000 'NTL__rev lambda = 0.0435 alpha = -0.005230 lossBound = -0.000000 W1 = 0.350156 N1 = 0.372266 deltaLoss = -0.000001 305: time = 1.216000 loss = 6.006125 testLoss 7.005386 'CHLA__rev lambda = -0.2552 alpha = -0.005521 lossBound = -0.000001 W1 = 0.179132 N1 = 0.152846 deltaLoss = -0.000002 Updating 4 features NewtonStep: 1.216 0.002000 increaseLambda: 1.216 0.000000 Undoing contribution: was 0.1929303718681952 now 0.1929301852522556 326: time = 1.216000 loss = 6.025103 testLoss 7.113133 'PTL__rev lambda = -1.1063 alpha = 0.002332 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.218 0.002000 increaseLambda: 1.218 0.000000 Undoing contribution: was 0.004282964630964684 now 0.004280101325237055 306: time = 1.218000 loss = 6.006122 testLoss 7.005664 'PTL__rev lambda = -0.3485 alpha = 0.007107 lossBound = -0.000001 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000003 Updating 5 features NewtonStep: 1.218 0.002000 increaseLambda: 1.218 0.000000 327: time = 1.218000 loss = 6.025103 testLoss 7.113108 'PTL__rev lambda = -0.1284 alpha = -0.002406 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.22 0.002000 increaseLambda: 1.221 0.001000 Undoing: newLoss 6.006120436939691, oldLoss 6.006122482241793, deltaLossBound -2.0453027765293783E-6 Updating 2 features NewtonStep: 1.22 0.002000 increaseLambda: 1.221 0.000000 increaseLambda: 1.22 0.000000 Undoing contribution: was 0.1929301852522556 now 0.1929300000293457 328: time = 1.220000 loss = 6.025103 testLoss 7.113135 'PTL__rev lambda = -1.1040 alpha = 0.002323 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Search: 1.221 0.000000 increaseLambda: 1.222 0.001000 Undoing contribution: was 0.00747567243885193 now 0.007473627136076785 307: time = 1.222000 loss = 6.006120 testLoss 7.004597 'PTL_COND__rev lambda = 0.3226 alpha = -0.004204 lossBound = -0.000002 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000002 Updating 6 features NewtonStep: 1.218 0.039000 increaseLambda: 1.218 0.000000 Undoing: newLoss 6.031216923642856, oldLoss 6.031218276571122, deltaLossBound -1.3529285600171088E-6 Updating 4 features NewtonStep: 1.223 0.001000 increaseLambda: 1.219 0.001000 increaseLambda: 1.224 0.001000 308: time = 1.224000 loss = 6.006118 testLoss 7.005141 'COND__rev lambda = -0.8772 alpha = -0.008444 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000003 Search: 1.219 0.000000 increaseLambda: 1.219 0.000000 Undoing contribution: was 0.00188856463222207 now 0.001887211703662664 269: time = 1.219000 loss = 6.031217 testLoss 7.023287 'PTL_COND__rev lambda = 0.2511 alpha = -0.003419 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 Updating 32 features Updating 4 features NewtonStep: 1.226 0.002000 increaseLambda: 1.226 0.000000 Undoing: newLoss 6.017610732950962, oldLoss 6.00611793164928, deltaLossBound -7.280547733385921E-7 increaseLambda: 1.226 0.000000 Reducing stepsize from 2.1625258065207316 to 0.9756228329528672 Newton: returning 0.9756228329528672 Updating 6 features Search: 1.227 0.001000 increaseLambda: 1.227 0.000000 309: time = 1.227000 loss = 6.006113 testLoss 7.005530 'DOC__rev lambda = 0.0200 alpha = 0.020018 lossBound = -0.000001 W1 = 0.632361 N1 = 0.646953 deltaLoss = -0.000005 Loss was 6.031216923642563, now 6.030833710968056, delta -0.000383 parallelUpdate: 1.223 0.004000 Updating 4 features NewtonStep: 1.229 0.002000 increaseLambda: 1.229 0.000000 310: time = 1.229000 loss = 6.006111 testLoss 7.006217 'NTL__rev lambda = -0.5059 alpha = -0.023077 lossBound = -0.000001 W1 = 0.024086 N1 = 0.012042 deltaLoss = -0.000003 Updating 5 features increaseLambda: 1.225 0.002000 Updating 1 features NewtonStep: 1.229 0.014000 increaseLambda: 1.23 0.001000 371: time = 1.230000 loss = 6.006768 testLoss 7.000456 'NTL__rev lambda = 0.0430 alpha = 0.005294 lossBound = -0.000000 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.231 0.002000 increaseLambda: 1.231 0.000000 Undoing contribution: was 0.009852513994178212 now 0.009850646495563796 311: time = 1.231000 loss = 6.006109 testLoss 7.006086 'ANC__rev lambda = -0.4153 alpha = 0.013740 lossBound = -0.000001 W1 = 0.043050 N1 = 0.028343 deltaLoss = -0.000002 Undoing contribution: was 0.09315122369493345 now 0.09314792051938081 271: time = 1.227000 loss = 6.030830 testLoss 7.023707 (LAKE_ORIGIN=0.0) lambda = -0.2814 alpha = 0.008555 lossBound = -0.000003 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000003 Updating 1 features NewtonStep: 1.231 0.001000 increaseLambda: 1.231 0.000000 372: time = 1.231000 loss = 6.006767 testLoss 7.000413 'PTL__rev lambda = -0.0114 alpha = -0.003958 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.233 0.002000 Updating 4 features NewtonStep: 1.229 0.002000 increaseLambda: 1.234 0.001000 Undoing contribution: was 0.004704375782866458 now 0.004702667022653132 312: time = 1.234000 loss = 6.006107 testLoss 7.006045 'NTL__rev lambda = 0.2248 alpha = -0.007105 lossBound = -0.000001 W1 = 0.345310 N1 = 0.367373 deltaLoss = -0.000002 increaseLambda: 1.229 0.000000 272: time = 1.229000 loss = 6.030807 testLoss 7.022880 COND: lambda = -3.5970 min = 4.0000 max = 50,590.0000 Updating 3 features alpha = -0.234111 lossBound = -0.000002 W1 = 0.009490 N1 = 0.008479 deltaLoss = -0.000024 NewtonStep: 1.233 0.002000 increaseLambda: 1.233 0.000000 Undoing contribution: was 0.0029875368607121346 now 0.0029870798838033765 373: time = 1.233000 loss = 6.006767 testLoss 7.000525 'PTL__rev lambda = -0.1554 alpha = 0.002836 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000000 Updating 2 features NewtonStep: 1.235 0.001000 Updating 6 features NewtonStep: 1.231 0.002000 Updating 1 features NewtonStep: 1.235 0.002000 increaseLambda: 1.236 0.001000 Undoing contribution: was 0.004280101325237055 now 0.004277888390896393 313: time = 1.236000 loss = 6.006105 testLoss 7.006290 'PTL__rev lambda = -0.3422 alpha = 0.006248 lossBound = -0.000001 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000002 increaseLambda: 1.231 0.000000 increaseLambda: 1.235 0.000000 273: time = 1.231000 loss = 6.030799 testLoss 7.023866 'COND__rev lambda = -0.9178 alpha = -0.015340 lossBound = -0.000003 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000008 374: time = 1.235000 loss = 6.006766 testLoss 7.000383 'PTL__rev lambda = -0.3028 alpha = -0.003469 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000001 Updating 1 features Updating 6 features NewtonStep: 1.234 0.003000 NewtonStep: 1.239 0.003000 increaseLambda: 1.239 0.000000 increaseLambda: 1.234 0.000000 Undoing: newLoss 6.00610399951991, oldLoss 6.006104912919374, deltaLossBound -9.133995982723686E-7 increaseLambda: 1.239 0.000000 Search: 1.24 0.001000 increaseLambda: 1.24 0.000000 Undoing contribution: was 0.007473627136076785 now 0.007472713736477274 Undoing contribution: was 0.003268981839797213 now 0.003261572217280772 314: time = 1.240000 loss = 6.006104 testLoss 7.005577 'PTL_COND__rev lambda = 0.3198 274: time = 1.235000 loss = 6.030791 testLoss 7.022973 alpha = -0.002809 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 'COND__rev lambda = -0.2934 alpha = 0.012898 lossBound = -0.000003 W1 = 0.627663 N1 = 0.598874 deltaLoss = -0.000007 Updating 2 features Updating 6 features NewtonStep: 1.242 0.002000 NewtonStep: 1.237 0.002000 increaseLambda: 1.242 0.000000 increaseLambda: 1.237 0.000000 315: time = 1.242000 loss = 6.006103 testLoss 7.005335 275: time = 1.237000 loss = 6.030784 testLoss 7.023894 'CHLA__rev lambda = -0.1361 alpha = -0.003095 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000001 'COND__rev lambda = -0.9321 alpha = -0.014326 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000007 Updating 2 features NewtonStep: 1.244 0.002000 increaseLambda: 1.244 0.000000 Undoing contribution: was 0.18967425860999862 now 0.18967327179361002 316: time = 1.244000 loss = 6.006102 testLoss 7.005397 'PTL__rev lambda = -0.7015 alpha = 0.005339 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.24 0.003000 increaseLambda: 1.24 0.000000 Undoing contribution: was 0.003261572217280772 now 0.0032546637596632447 276: time = 1.240000 loss = 6.030777 testLoss 7.023033 'COND__rev lambda = -0.2809 alpha = 0.012453 lossBound = -0.000003 W1 = 0.627663 N1 = 0.598874 deltaLoss = -0.000007 Updating 1 features NewtonStep: 1.246 0.002000 increaseLambda: 1.247 0.001000 317: time = 1.247000 loss = 6.006102 testLoss 7.005354 'PTL__rev lambda = -0.0444 alpha = -0.004049 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.242 0.002000 increaseLambda: 1.243 0.001000 277: time = 1.243000 loss = 6.030771 testLoss 7.023922 'COND__rev lambda = -0.9460 alpha = -0.013832 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000007 Updating 2 features NewtonStep: 1.249 0.002000 increaseLambda: 1.249 0.000000 Undoing contribution: was 0.004277888390896393 now 0.004277212181074034 318: time = 1.249000 loss = 6.006101 testLoss 7.005490 'PTL__rev lambda = -0.3388 alpha = 0.003453 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.245 0.002000 increaseLambda: 1.245 0.000000 Undoing contribution: was 0.0032546637596632447 now 0.0032482201023923732 278: time = 1.245000 loss = 6.030764 testLoss 7.023091 'COND__rev lambda = -0.2689 alpha = 0.012026 lossBound = -0.000002 W1 = 0.627663 N1 = 0.598874 deltaLoss = -0.000006 Updating 3 features NewtonStep: 1.251 0.002000 increaseLambda: 1.252 0.001000 319: time = 1.252000 loss = 6.006101 testLoss 7.005700 CHLA_COND^2: lambda = 2.0052 min = 1.0000 max = 81.0000 alpha = 0.005094 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.248 0.003000 increaseLambda: 1.248 0.000000 279: time = 1.248000 loss = 6.030758 testLoss 7.023950 'COND__rev lambda = -0.9593 alpha = -0.013354 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000006 Updating 1 features NewtonStep: 1.253 0.018000 increaseLambda: 1.253 0.000000 Undoing contribution: was 0.0029870798838033765 now 0.0029864044218450105 375: time = 1.253000 loss = 6.006765 testLoss 7.000518 Updating 4 features NewtonStep: 1.254 0.002000 increaseLambda: 1.255 0.001000 320: time = 1.255000 loss = 6.006100 testLoss 7.005232 'CHLA__rev lambda = -0.2590 alpha = -0.003883 lossBound = -0.000001 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.254 0.034000 increaseLambda: 1.254 0.000000 329: time = 1.254000 loss = 6.025103 testLoss 7.113110 'PTL__rev lambda = -0.1308 alpha = -0.002397 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 30 features Updating 4 features Reducing stepsize from 1.259852273891672 to 0.14179073539146048 Newton: returning 0.14179073539146048 Updating 3 features NewtonStep: 1.251 0.003000 increaseLambda: 1.251 0.000000 Undoing contribution: was 0.0032482201023923732 now 0.0032422099372952143 280: time = 1.251000 loss = 6.030752 testLoss 7.023147 'COND__rev lambda = -0.2573 alpha = 0.011613 lossBound = -0.000002 W1 = 0.627663 N1 = 0.598874 deltaLoss = -0.000006 Loss was 6.025102718644175, now 6.0250914333775745, delta -0.000011 parallelUpdate: 1.255 0.001000 Updating 4 features NewtonStep: 1.257 0.002000 increaseLambda: 1.257 0.000000 Undoing contribution: was 0.18967327179361002 now 0.1896728902424709 321: time = 1.257000 loss = 6.006099 testLoss 7.005270 'PTL__rev lambda = -0.6982 alpha = 0.003318 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.253 0.002000 Updating 2 features NewtonStep: 1.257 0.002000 increaseLambda: 1.253 0.000000 281: time = 1.253000 loss = 6.030746 testLoss 7.023976 'COND__rev lambda = -0.9722 alpha = -0.012894 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000006 increaseLambda: 1.257 0.000000 Undoing contribution: was 0.1929300000293457 now 0.19292982392356775 331: time = 1.257000 loss = 6.025091 testLoss 7.113169 'PTL__rev lambda = -1.0975 alpha = 0.002265 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.259 0.002000 increaseLambda: 1.259 0.000000 322: time = 1.259000 loss = 6.006099 testLoss 7.005125 'PTL__rev lambda = -0.3949 alpha = -0.003568 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Updating 2 features Updating 3 features NewtonStep: 1.255 0.002000 NewtonStep: 1.259 0.002000 increaseLambda: 1.255 0.000000 increaseLambda: 1.259 0.000000 'PTL__rev lambda = -0.1520 alpha = 0.003449 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 332: time = 1.259000 loss = 6.025091 testLoss 7.113144 'PTL__rev lambda = -0.1379 alpha = -0.002374 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Undoing contribution: was 0.0032422099372952143 now 0.0032366040673145516 Updating 3 features NewtonStep: 1.261 0.002000 282: time = 1.256000 loss = 6.030741 testLoss 7.023201 'COND__rev lambda = -0.2461 alpha = 0.011215 lossBound = -0.000002 W1 = 0.627664 N1 = 0.598874 deltaLoss = -0.000006 increaseLambda: 1.262 0.001000 Undoing contribution: was 0.004277212181074034 now 0.004276593574876656 323: time = 1.262000 loss = 6.006098 testLoss 7.005255 'PTL__rev lambda = -0.3355 alpha = 0.003303 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 1 features NewtonStep: 1.262 0.009000 Updating 5 features NewtonStep: 1.258 0.002000 increaseLambda: 1.262 0.000000 376: time = 1.262000 loss = 6.006765 testLoss 7.000376 increaseLambda: 1.258 0.000000 'PTL__rev lambda = -0.3063 alpha = -0.003466 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000001 283: time = 1.258000 loss = 6.030735 testLoss 7.024002 'COND__rev lambda = -0.9847 alpha = -0.012449 lossBound = -0.000002 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000005 Updating 3 features NewtonStep: 1.264 0.002000 increaseLambda: 1.264 0.000000 324: time = 1.264000 loss = 6.006098 testLoss 7.005120 'PTL__rev lambda = -0.3982 alpha = -0.003313 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Updating 1 features NewtonStep: 1.264 0.002000 increaseLambda: 1.264 0.000000 Undoing contribution: was 0.0029864044218450105 now 0.002985730523770778 377: time = 1.264000 loss = 6.006764 testLoss 7.000511 'PTL__rev lambda = -0.1485 alpha = 0.003445 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.261 0.003000 increaseLambda: 1.261 0.000000 Undoing contribution: was 0.0032366040673145516 now 0.003231375264154323 284: time = 1.261000 loss = 6.030730 testLoss 7.023254 'COND__rev lambda = -0.2353 alpha = 0.010830 lossBound = -0.000002 W1 = 0.627664 N1 = 0.598874 deltaLoss = -0.000005 Updating 3 features NewtonStep: 1.267 0.003000 increaseLambda: 1.267 0.000000 Undoing contribution: was 0.004276593574876656 now 0.004275975574865491 325: time = 1.267000 loss = 6.006097 testLoss 7.005250 'PTL__rev lambda = -0.3322 alpha = 0.003301 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.264 0.003000 increaseLambda: 1.264 0.000000 Updating 3 features NewtonStep: 1.269 0.002000 285: time = 1.264000 loss = 6.030725 testLoss 7.024027 'COND__rev lambda = -0.9967 alpha = -0.012020 lossBound = -0.000002 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000005 increaseLambda: 1.27 0.001000 326: time = 1.270000 loss = 6.006096 testLoss 7.005115 'PTL__rev lambda = -0.4015 alpha = -0.003311 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Updating 1 features Updating 3 features NewtonStep: 1.267 0.003000 Updating 4 features NewtonStep: 1.272 0.002000 increaseLambda: 1.267 0.000000 Undoing contribution: was 0.003231375264154323 now 0.0032264981354436554 increaseLambda: 1.272 0.000000 Undoing contribution: was 0.013965758827617691 now 0.013964918614475963 286: time = 1.267000 loss = 6.030720 testLoss 7.023305 'COND__rev lambda = -0.2248 alpha = 0.010459 lossBound = -0.000002 W1 = 0.627664 N1 = 0.598874 deltaLoss = -0.000005 327: time = 1.272000 loss = 6.006095 testLoss 7.004979 CHLA_COND: lambda = 0.3300 min = 1.0000 max = 9.0000 alpha = -0.005819 lossBound = -0.000000 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 Time since start: 5.08 Updating 5 features Updating 3 features NewtonStep: 1.275 0.003000 NewtonStep: 1.27 0.003000 increaseLambda: 1.275 0.000000 increaseLambda: 1.27 0.000000 328: time = 1.275000 loss = 6.006094 testLoss 7.005354 287: time = 1.270000 loss = 6.030714 testLoss 7.023214 CHLA_COND^2: lambda = 2.0143 min = 1.0000 max = 81.0000 'TURB__rev lambda = -0.8989 alpha = 0.009091 lossBound = -0.000001 W1 = 0.069373 N1 = 0.079044 deltaLoss = -0.000002 alpha = -0.014908 lossBound = -0.000002 W1 = 0.770439 N1 = 0.748154 deltaLoss = -0.000006 NewtonStep: 1.275 0.011000 increaseLambda: 1.275 0.000000 378: time = 1.275000 loss = 6.006763 testLoss 7.000369 'PTL__rev lambda = -0.3097 alpha = -0.003462 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000001 Updating 2 features NewtonStep: 1.273 0.003000 increaseLambda: 1.273 0.000000 288: time = 1.273000 loss = 6.030709 testLoss 7.023975 'COND__rev lambda = -1.0085 alpha = -0.011811 lossBound = -0.000002 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000005 Updating 2 features NewtonStep: 1.278 0.003000 increaseLambda: 1.278 0.000000 Undoing contribution: was 0.002985730523770778 now 0.0029850581860457284 379: time = 1.278000 loss = 6.006763 testLoss 7.000505 'PTL__rev lambda = -0.1451 alpha = 0.003441 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 1 features NewtonStep: 1.275 0.002000 increaseLambda: 1.276 0.001000 Undoing contribution: was 0.0032264981354436554 now 0.003221824334269129 289: time = 1.276000 loss = 6.030705 testLoss 7.023268 'COND__rev lambda = -0.2146 alpha = 0.010237 lossBound = -0.000002 W1 = 0.627664 N1 = 0.598874 deltaLoss = -0.000005 Updating 2 features NewtonStep: 1.282 0.004000 Updating 2 features NewtonStep: 1.278 0.002000 increaseLambda: 1.282 0.000000 increaseLambda: 1.279 0.001000 380: time = 1.282000 loss = 6.006762 testLoss 7.000363 290: time = 1.279000 loss = 6.030700 testLoss 7.023999 'PTL__rev lambda = -0.3132 'COND__rev lambda = -1.0198 Updating 2 features NewtonStep: 1.283 0.024000 increaseLambda: 1.283 0.000000 Undoing contribution: was 0.19292982392356775 now 0.19292964362021595 alpha = -0.011359 lossBound = -0.000002 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000004 333: time = 1.283000 loss = 6.025091 testLoss 7.113171 alpha = -0.003458 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000001 'PTL__rev lambda = -1.0952 alpha = 0.002292 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 3 features Updating 1 features NewtonStep: 1.286 0.003000 NewtonStep: 1.282 0.003000 Updating 3 features NewtonStep: 1.286 0.004000 increaseLambda: 1.286 0.000000 increaseLambda: 1.282 0.000000 Undoing contribution: was 0.002255066341187647 now 0.002250828867623608 334: time = 1.286000 loss = 6.025091 testLoss 7.113146 291: time = 1.282000 loss = 6.030696 testLoss 7.023089 'PTL__rev lambda = -0.1402 'NTL__rev lambda = -0.9691 alpha = -0.002365 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 alpha = 0.030454 lossBound = -0.000002 W1 = 0.023606 N1 = 0.011802 deltaLoss = -0.000004 increaseLambda: 1.286 0.000000 Undoing contribution: was 0.0029850581860457284 now 0.0029843874051580046 381: time = 1.287000 loss = 6.006761 testLoss 7.000498 'PTL__rev lambda = -0.1416 alpha = 0.003437 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 1 features NewtonStep: 1.288 0.002000 increaseLambda: 1.289 0.001000 Undoing contribution: was 0.19292964362021595 now 0.19292946466331953 Updating 2 features NewtonStep: 1.285 0.003000 Updating 3 features NewtonStep: 1.29 0.015000 increaseLambda: 1.285 0.000000 335: time = 1.289000 loss = 6.025091 testLoss 7.113172 'PTL__rev lambda = -1.0929 alpha = 0.002283 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 increaseLambda: 1.29 0.000000 Undoing contribution: was 0.013964918614475963 now 0.013963105668935605 329: time = 1.290000 loss = 6.006092 testLoss 7.005155 CHLA_COND: lambda = 0.3215 min = 1.0000 max = 9.0000 alpha = -0.008533 lossBound = -0.000001 W1 = 0.104029 N1 = 0.113971 deltaLoss = -0.000002 Updating 36 features Newton: returning 0.570747517262554 Updating 4 features Undoing: newLoss 6.030694629681017, oldLoss 6.03069602165555, deltaLossBound -1.3920363750157276E-6 increaseLambda: 1.287 0.002000 Loss was 6.006091701290672, now 6.006047362709914, delta -0.000044 parallelUpdate: 1.292 0.002000 Search: 1.287 0.000000 Updating 2 features NewtonStep: 1.291 0.004000 Updating 3 features NewtonStep: 1.291 0.002000 increaseLambda: 1.287 0.000000 increaseLambda: 1.291 0.000000 292: time = 1.287000 loss = 6.030695 testLoss 7.025325 'NTL_COND lambda = -1.3750 alpha = -0.013831 lossBound = -0.000001 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000001 382: time = 1.291000 loss = 6.006761 testLoss 7.000356 increaseLambda: 1.291 0.000000 'PTL__rev lambda = -0.3166 alpha = -0.003454 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000001 336: time = 1.291000 loss = 6.025090 testLoss 7.113147 'PTL__rev lambda = -0.1426 alpha = -0.002356 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.293 0.002000 Updating 1 features NewtonStep: 1.294 0.003000 increaseLambda: 1.294 0.000000 Undoing contribution: was 0.19292946466331953 now 0.19292928704294957 337: time = 1.294000 loss = 6.025090 testLoss 7.113174 increaseLambda: 1.294 0.001000 'PTL__rev lambda = -1.0907 Undoing contribution: was 0.0029843874051580046 now 0.0029837181776064072 alpha = 0.002275 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 383: time = 1.294000 loss = 6.006760 testLoss 7.000491 'PTL__rev lambda = -0.1382 alpha = 0.003433 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.291 0.004000 increaseLambda: 1.292 0.001000 293: time = 1.292000 loss = 6.030693 testLoss 7.024554 'CHLA__rev lambda = -0.6243 alpha = -0.006391 lossBound = -0.000001 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000002 Updating 3 features NewtonStep: 1.296 0.002000 Updating 2 features NewtonStep: 1.296 0.002000 increaseLambda: 1.296 0.000000 338: time = 1.296000 loss = 6.025090 testLoss 7.113149 'PTL__rev lambda = -0.1449 alpha = -0.002347 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 1.297 0.001000 384: time = 1.297000 loss = 6.006759 testLoss 7.000350 'PTL__rev lambda = -0.3201 alpha = -0.003450 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000001 Updating 1 features NewtonStep: 1.299 0.003000 increaseLambda: 1.299 0.000000 Undoing contribution: was 0.19292928704294957 now 0.19292911074925614 339: time = 1.299000 loss = 6.025090 testLoss 7.113176 'PTL__rev lambda = -1.0884 alpha = 0.002266 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.299 0.002000 increaseLambda: 1.3 0.001000 Undoing contribution: was 0.0029837181776064072 now 0.0029830504998968423 385: time = 1.300000 loss = 6.006759 testLoss 7.000484 'PTL__rev lambda = -0.1348 alpha = 0.003429 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.296 0.004000 increaseLambda: 1.297 0.001000 294: time = 1.297000 loss = 6.030691 testLoss 7.026066 PTL_COND: lambda = -0.1251 min = 1.0000 max = 3.0000 alpha = -0.006052 lossBound = -0.000001 W1 = 0.235003 N1 = 0.220588 deltaLoss = -0.000002 Updating 4 features NewtonStep: 1.301 0.002000 increaseLambda: 1.301 0.000000 340: time = 1.301000 loss = 6.025090 testLoss 7.113151 'PTL__rev lambda = -0.1473 alpha = -0.002339 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.299 0.002000 Updating 2 features NewtonStep: 1.304 0.003000 increaseLambda: 1.3 0.001000 Undoing: newLoss 6.03068934045474, oldLoss 6.030690538127558, deltaLossBound -1.1983440341417352E-6 increaseLambda: 1.304 0.000000 Undoing contribution: was 0.19292911074925614 now 0.19292893577245954 Updating 2 features NewtonStep: 1.304 0.004000 341: time = 1.304000 loss = 6.025089 testLoss 7.113177 'PTL__rev lambda = -1.0861 alpha = 0.002258 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 increaseLambda: 1.3 0.000000 increaseLambda: 1.304 0.000000 Search: 1.3 0.000000 386: time = 1.304000 loss = 6.006758 testLoss 7.000344 'PTL__rev lambda = -0.3402 alpha = -0.003441 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 increaseLambda: 1.301 0.001000 295: time = 1.301000 loss = 6.030689 testLoss 7.026016 ANC_COND^2: lambda = -0.1348 min = 1.0000 max = 4.0000 alpha = -0.048585 lossBound = -0.000001 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.306 0.002000 Updating 3 features NewtonStep: 1.306 0.002000 increaseLambda: 1.307 0.001000 Undoing contribution: was 0.0029830504998968423 now 0.002982383037852985 387: time = 1.307000 loss = 6.006757 testLoss 7.000479 'PTL__rev lambda = -0.1313 alpha = 0.003428 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 increaseLambda: 1.306 0.000000 342: time = 1.307000 loss = 6.025089 testLoss 7.113153 'PTL__rev lambda = -0.1496 alpha = -0.002330 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 7 features NewtonStep: 1.304 0.003000 increaseLambda: 1.304 0.000000 296: time = 1.304000 loss = 6.030669 testLoss 7.025854 CHLA: lambda = 1.3734 min = 0.0000 max = 871.2000 alpha = 0.183818 lossBound = -0.000001 W1 = 0.030406 N1 = 0.031710 deltaLoss = -0.000020 Updating 4 features NewtonStep: 1.31 0.018000 Updating 1 features Updating 2 features NewtonStep: 1.309 0.002000 NewtonStep: 1.309 0.002000 increaseLambda: 1.31 0.001000 increaseLambda: 1.31 0.001000 Undoing contribution: was 0.19292893577245954 now 0.1929287621028493 388: time = 1.310000 loss = 6.006757 testLoss 7.000339 'PTL__rev lambda = -0.3436 343: time = 1.310000 loss = 6.025089 testLoss 7.113179 alpha = -0.003439 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 'PTL__rev lambda = -1.0839 alpha = 0.002249 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 increaseLambda: 1.312 0.002000 331: time = 1.312000 loss = 6.006045 testLoss 7.004950 CHLA_COND^2: lambda = 2.0754 min = 1.0000 max = 81.0000 alpha = 0.009481 lossBound = -0.000002 W1 = 0.069373 N1 = 0.079044 deltaLoss = -0.000002 Updating 4 features NewtonStep: 1.308 0.004000 increaseLambda: 1.308 0.000000 Undoing contribution: was 4.3136806587215865E-4 now 4.0401733883874363E-4 Updating 2 features 297: time = 1.308000 loss = 6.030642 testLoss 7.026436 NewtonStep: 1.312 0.002000 'CHLA__rev lambda = -0.1301 alpha = 0.029896 lossBound = -0.000009 W1 = 0.744497 N1 = 0.721007 deltaLoss = -0.000027 increaseLambda: 1.313 0.001000 Undoing contribution: was 0.002982383037852985 now 0.0029817162586140513 389: time = 1.313000 loss = 6.006756 testLoss 7.000474 'PTL__rev lambda = -0.1279 alpha = 0.003427 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 36 features Reducing stepsize from 5.70114543055096 to 3.5361641792504797 Reducing stepsize from 3.5361641792504797 to 2.6823715359114857 Newton: returning 2.6823715359114857 Updating 1 features Updating 3 features NewtonStep: 1.314 0.004000 increaseLambda: 1.314 0.000000 344: time = 1.314000 loss = 6.025089 testLoss 7.113154 'PTL__rev lambda = -0.1519 alpha = -0.002321 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Loss was 6.00675585362548, now 6.006714782339933, delta -0.000041 parallelUpdate: 1.315 0.002000 Updating 3 features NewtonStep: 1.316 0.002000 increaseLambda: 1.317 0.001000 Undoing contribution: was 0.1929287621028493 now 0.19292858973078955 345: time = 1.317000 loss = 6.025089 testLoss 7.113181 'PTL__rev lambda = -1.0816 alpha = 0.002241 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.314 0.006000 Updating 5 features NewtonStep: 1.319 0.007000 increaseLambda: 1.314 0.000000 298: time = 1.314000 loss = 6.030641 testLoss 7.027751 TURB_COND: lambda = -2.1587 min = 1.0000 max = 3.0000 alpha = -0.007225 lossBound = -0.000001 W1 = 0.082444 N1 = 0.073529 deltaLoss = -0.000001 increaseLambda: 1.319 0.000000 Undoing contribution: was 0.013963105668935605 now 0.013961427415780492 Updating 1 features NewtonStep: 1.318 0.003000 increaseLambda: 1.319 0.001000 391: time = 1.319000 loss = 6.006706 testLoss 6.999467 'PTL__rev lambda = -0.3856 alpha = -0.012658 lossBound = -0.000004 W1 = 0.359580 N1 = 0.330426 deltaLoss = -0.000009 332: time = 1.319000 loss = 6.006044 testLoss 7.004758 CHLA_COND: lambda = 0.2570 min = 1.0000 max = 9.0000 alpha = -0.008210 lossBound = -0.000001 W1 = 0.104029 N1 = 0.113971 deltaLoss = -0.000002 Updating 4 features NewtonStep: 1.319 0.002000 increaseLambda: 1.319 0.000000 346: time = 1.320000 loss = 6.025089 testLoss 7.113156 'PTL__rev lambda = -0.1542 alpha = -0.002313 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.317 0.003000 Updating 1 features increaseLambda: 1.317 0.000000 NewtonStep: 1.321 0.002000 299: time = 1.317000 loss = 6.030638 testLoss 7.027287 'CHLA__rev lambda = -0.1299 alpha = -0.005932 lossBound = -0.000001 W1 = 0.310089 N1 = 0.279805 deltaLoss = -0.000002 Updating 31 features increaseLambda: 1.321 0.000000 392: time = 1.321000 loss = 6.006703 testLoss 6.999989 'COND__rev lambda = -0.8108 alpha = -0.008094 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Newton: returning 1.1548321296789457 Updating 8 features Updating 3 features NewtonStep: 1.322 0.002000 increaseLambda: 1.322 0.000000 Undoing contribution: was 0.19292858973078955 now 0.19292841864670932 347: time = 1.322000 loss = 6.025088 testLoss 7.113182 'PTL__rev lambda = -1.0794 alpha = 0.002233 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Loss was 6.030638311973638, now 6.030369264772544, delta -0.000269 parallelUpdate: 1.319 0.002000 Updating 1 features Updating 6 features NewtonStep: 1.325 0.006000 NewtonStep: 1.324 0.003000 Updating 3 features NewtonStep: 1.324 0.002000 increaseLambda: 1.324 0.000000 increaseLambda: 1.325 0.000000 333: time = 1.325000 loss = 6.006042 testLoss 7.005096 Undoing contribution: was 0.0029817162586140513 now 0.0029805793510468506 CHLA_COND^2: lambda = 2.0836 min = 1.0000 max = 81.0000 alpha = 0.008199 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000002 393: time = 1.325000 loss = 6.006702 testLoss 7.000164 'PTL__rev lambda = -0.0264 alpha = 0.004475 lossBound = -0.000001 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.321 0.002000 increaseLambda: 1.321 0.000000 Undoing contribution: was 9.630791679399174E-4 now 8.465824555227152E-4 301: time = 1.321000 loss = 6.030253 testLoss 7.032052 increaseLambda: 1.325 0.001000 'NTL__rev lambda = 0.1622 alpha = -0.058591 lossBound = -0.000035 W1 = 0.340131 N1 = 0.362145 deltaLoss = -0.000116 348: time = 1.326000 loss = 6.025088 testLoss 7.113243 CHLA_COND: lambda = 1.3029 min = 1.0000 max = 9.0000 alpha = 0.002635 lossBound = -0.000000 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.328 0.003000 Updating 1 features NewtonStep: 1.328 0.003000 Updating 4 features NewtonStep: 1.328 0.002000 increaseLambda: 1.329 0.001000 Undoing contribution: was 0.013961427415780492 now 0.013959946410367963 increaseLambda: 1.328 0.000000 334: time = 1.329000 loss = 6.006041 testLoss 7.004916 CHLA_COND: lambda = 0.2493 min = 1.0000 max = 9.0000 alpha = -0.007712 lossBound = -0.000001 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 increaseLambda: 1.328 0.000000 394: time = 1.328000 loss = 6.006701 testLoss 7.000651 'NTL__rev lambda = -0.0843 alpha = -0.016334 lossBound = -0.000001 W1 = 0.024085 N1 = 0.012042 deltaLoss = -0.000001 Updating 9 features NewtonStep: 1.325 0.004000 349: time = 1.328000 loss = 6.025088 testLoss 7.113339 'DOC__rev lambda = 0.1589 alpha = 0.005235 lossBound = -0.000000 W1 = 0.645009 N1 = 0.659715 deltaLoss = -0.000000 increaseLambda: 1.325 0.000000 302: time = 1.325000 loss = 6.030251 testLoss 7.034031 NTL_COND^2: lambda = -1.1709 min = 1.0000 max = 9.0000 alpha = -0.009794 lossBound = -0.000001 W1 = 0.128610 N1 = 0.121324 deltaLoss = -0.000002 Updating 3 features NewtonStep: 1.33 0.002000 Updating 3 features increaseLambda: 1.331 0.001000 Undoing contribution: was 0.18744348709942799 now 0.1874429483991365 NewtonStep: 1.331 0.003000 395: time = 1.331000 loss = 6.006700 testLoss 7.000697 'PTL__rev lambda = -0.6756 alpha = 0.003945 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 1.331 0.000000 350: time = 1.331000 loss = 6.025088 testLoss 7.113308 'PTL__rev lambda = -0.1571 alpha = -0.002876 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 9 features increaseLambda: 1.328 0.003000 Undoing contribution: was 0.09314792051938081 now 0.09314439018806375 303: time = 1.329000 loss = 6.030247 testLoss 7.034137 (LAKE_ORIGIN=0.0) lambda = -0.2725 alpha = 0.008845 lossBound = -0.000004 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000004 Updating 2 features NewtonStep: 1.333 0.002000 Updating 6 features NewtonStep: 1.334 0.005000 Updating 4 features increaseLambda: 1.333 0.000000 Undoing contribution: was 0.0044809284437022645 now 0.0044788687248658865 NewtonStep: 1.333 0.002000 396: time = 1.333000 loss = 6.006698 testLoss 7.000309 CHLA_COND^2: lambda = 2.4058 min = 1.0000 max = 81.0000 alpha = -0.009322 lossBound = -0.000001 W1 = 0.069373 N1 = 0.079044 deltaLoss = -0.000002 increaseLambda: 1.334 0.000000 335: time = 1.334000 loss = 6.006039 testLoss 7.005234 CHLA_COND^2: lambda = 2.0913 min = 1.0000 max = 81.0000 alpha = 0.007708 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 increaseLambda: 1.334 0.001000 Undoing contribution: was 0.19292841864670932 now 0.1929282495023086 351: time = 1.334000 loss = 6.025087 testLoss 7.113334 'PTL__rev lambda = -1.0772 alpha = 0.002220 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 2 features NewtonStep: 1.335 0.002000 Updating 9 features NewtonStep: 1.332 0.003000 Updating 3 features NewtonStep: 1.336 0.002000 increaseLambda: 1.336 0.001000 397: time = 1.336000 loss = 6.006697 testLoss 7.000128 'PTL__rev lambda = -0.3901 alpha = -0.004445 lossBound = -0.000001 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 increaseLambda: 1.332 0.000000 Undoing contribution: was 1.2705089268453602E-4 now 1.234889893762337E-4 increaseLambda: 1.336 0.000000 304: time = 1.332000 loss = 6.030244 testLoss 7.032160 PTL_COND: lambda = -0.1493 min = 1.0000 max = 3.0000 352: time = 1.336000 loss = 6.025087 testLoss 7.113310 'PTL__rev lambda = -0.1594 alpha = -0.002292 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 alpha = 0.007884 lossBound = -0.000002 W1 = 0.235003 N1 = 0.220588 deltaLoss = -0.000004 Updating 5 features NewtonStep: 1.338 0.004000 increaseLambda: 1.338 0.000000 Undoing contribution: was 0.020350956511714056 now 0.020348465664525105 336: time = 1.338000 loss = 6.006037 testLoss 7.002996 NTL_COND^2: lambda = -1.1431 min = 1.0000 max = 9.0000 alpha = 0.011051 lossBound = -0.000001 W1 = 0.128610 N1 = 0.121324 deltaLoss = -0.000002 Updating 1 features NewtonStep: 1.338 0.002000 Updating 4 features NewtonStep: 1.338 0.002000 increaseLambda: 1.338 0.000000 Undoing contribution: was 0.008480846805454068 now 0.008479178786429831 398: time = 1.338000 loss = 6.006696 testLoss 7.000823 'CHLA__rev lambda = -0.6990 alpha = 0.005788 lossBound = -0.000001 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000002 increaseLambda: 1.339 0.001000 Undoing contribution: was 0.1929282495023086 now 0.19292808152378596 353: time = 1.339000 loss = 6.025087 testLoss 7.113336 'PTL__rev lambda = -1.0750 alpha = 0.002212 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 7 features NewtonStep: 1.335 0.003000 increaseLambda: 1.335 0.000000 Undoing contribution: was 0.19052679005190823 now 0.1905216147461394 305: time = 1.335000 loss = 6.030239 testLoss 7.032299 'PTL__rev lambda = -0.8189 alpha = 0.012249 lossBound = -0.000003 W1 = 0.145371 N1 = 0.122951 deltaLoss = -0.000005 Updating 3 features NewtonStep: 1.341 0.002000 increaseLambda: 1.341 0.000000 354: time = 1.341000 loss = 6.025087 testLoss 7.113312 'PTL__rev lambda = -0.1617 alpha = -0.002283 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 2 features NewtonStep: 1.341 0.003000 increaseLambda: 1.342 0.001000 Undoing contribution: was 0.0044788687248658865 now 0.00447824441285935 399: time = 1.342000 loss = 6.006695 testLoss 7.000609 CHLA_COND^2: lambda = 2.4006 min = 1.0000 max = 81.0000 alpha = -0.005144 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000001 Updating 7 features NewtonStep: 1.338 0.003000 increaseLambda: 1.338 0.000000 Undoing: newLoss 6.0302372098162405, oldLoss 6.030238534055059, deltaLossBound -1.3242593214265314E-6 increaseLambda: 1.339 0.001000 Search: 1.339 0.000000 increaseLambda: 1.339 0.000000 306: time = 1.339000 loss = 6.030237 testLoss 7.032624 Updating 4 features 'CHLA__rev lambda = 1.6742 alpha = 0.008486 lossBound = -0.000001 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000001 NewtonStep: 1.343 0.002000 increaseLambda: 1.344 0.001000 Undoing contribution: was 0.19292808152378596 now 0.1929279148008545 355: time = 1.344000 loss = 6.025087 testLoss 7.113338 'PTL__rev lambda = -1.0728 alpha = 0.002204 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.345 0.003000 increaseLambda: 1.345 0.000000 400: time = 1.345000 loss = 6.006695 testLoss 7.000574 'PTL__rev lambda = -0.0260 alpha = -0.003355 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.346 0.002000 increaseLambda: 1.346 0.000000 Updating 7 features 356: time = 1.346000 loss = 6.025087 testLoss 7.113313 'PTL__rev lambda = -0.1640 NewtonStep: 1.342 0.003000 alpha = -0.002275 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 1.343 0.001000 307: time = 1.343000 loss = 6.030235 testLoss 7.032155 'CHLA__rev lambda = -0.1428 alpha = -0.005979 lossBound = -0.000001 W1 = 0.310089 N1 = 0.279805 deltaLoss = -0.000002 Updating 4 features NewtonStep: 1.348 0.010000 Updating 3 features increaseLambda: 1.348 0.000000 Undoing: newLoss 6.0060357662100445, oldLoss 6.006036698586187, deltaLossBound -9.324039805862173E-7 NewtonStep: 1.347 0.002000 increaseLambda: 1.348 0.000000 increaseLambda: 1.348 0.001000 Search: 1.349 0.001000 Undoing contribution: was 8.196489670266193E-4 now 8.189031138385194E-4 401: time = 1.348000 loss = 6.006694 testLoss 7.000858 'CHLA__rev lambda = -0.0998 alpha = 0.003455 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000001 increaseLambda: 1.349 0.000000 Updating 4 features NewtonStep: 1.348 0.002000 337: time = 1.349000 loss = 6.006036 testLoss 7.004827 'NTL_COND lambda = -1.3669 alpha = -0.011324 lossBound = -0.000001 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000001 increaseLambda: 1.349 0.001000 Undoing contribution: was 0.1929279148008545 now 0.1929277493242443 357: time = 1.349000 loss = 6.025086 testLoss 7.113339 'PTL__rev lambda = -1.0706 alpha = 0.002196 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.345 0.002000 increaseLambda: 1.346 0.001000 308: time = 1.346000 loss = 6.030226 testLoss 7.032170 PTL: lambda = 2.9586 min = 1.0000 max = 4,865.0000 alpha = 0.082885 lossBound = -0.000001 W1 = 0.019306 N1 = 0.021255 deltaLoss = -0.000009 Updating 3 features NewtonStep: 1.35 0.002000 increaseLambda: 1.351 0.001000 Undoing contribution: was 8.045074137025663E-5 now 7.97557411262346E-5 402: time = 1.351000 loss = 6.006693 testLoss 7.000833 'NTL__rev lambda = 0.0982 alpha = -0.004524 lossBound = -0.000000 W1 = 0.343166 N1 = 0.365210 deltaLoss = -0.000001 Updating 2 features NewtonStep: 1.351 0.002000 increaseLambda: 1.351 0.000000 358: time = 1.351000 loss = 6.025086 testLoss 7.113265 'PTL__rev lambda = -0.0543 alpha = -0.001817 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.353 0.004000 Updating 6 features NewtonStep: 1.348 0.002000 increaseLambda: 1.353 0.000000 Undoing contribution: was 0.013959946410367963 now 0.01395862265626252 338: time = 1.353000 loss = 6.006034 testLoss 7.004657 CHLA_COND: lambda = 0.2420 min = 1.0000 max = 9.0000 alpha = -0.007294 lossBound = -0.000001 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 increaseLambda: 1.349 0.001000 Undoing contribution: was 0.004152915795189257 now 0.004149535389448153 309: time = 1.349000 loss = 6.030223 testLoss 7.032476 'PTL__rev lambda = -0.4119 alpha = 0.007737 lossBound = -0.000002 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000003 Updating 4 features NewtonStep: 1.353 0.002000 increaseLambda: 1.353 0.000000 Undoing contribution: was 0.0029805793510468506 now 0.0029800128160110775 Updating 2 features 403: time = 1.353000 loss = 6.006693 testLoss 7.000957 NewtonStep: 1.353 0.002000 'PTL__rev lambda = -0.0233 alpha = 0.003158 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 increaseLambda: 1.354 0.001000 Undoing: newLoss 6.025086107141231, oldLoss 6.025086175139109, deltaLossBound -6.799788113092786E-8 increaseLambda: 1.354 0.000000 Search: 1.354 0.000000 increaseLambda: 1.354 0.000000 359: time = 1.354000 loss = 6.025086 testLoss 7.113459 'PTL_COND__rev lambda = 0.2528 alpha = 0.000766 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 29 features Updating 5 features NewtonStep: 1.356 0.003000 Newton: returning 0.6626478730419764 Updating 4 features Updating 7 features NewtonStep: 1.351 0.002000 increaseLambda: 1.356 0.000000 339: time = 1.356000 loss = 6.006033 testLoss 7.004992 Updating 3 features CHLA_COND^2: lambda = 2.0994 min = 1.0000 max = 81.0000 alpha = 0.008128 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000002 NewtonStep: 1.355 0.002000 increaseLambda: 1.351 0.000000 Undoing contribution: was 0.003221824334269129 now 0.003219481546783342 310: time = 1.351000 loss = 6.030221 testLoss 7.031977 'COND__rev lambda = -0.0538 alpha = 0.007239 lossBound = -0.000001 W1 = 0.627664 N1 = 0.598874 deltaLoss = -0.000002 Loss was 6.025086107141229, now 6.025082058625639, delta -0.000004 parallelUpdate: 1.356 0.002000 Converged after 360 iterations increaseLambda: 1.356 0.001000 360: time = 1.356000 loss = 6.025082 testLoss 7.113929 404: time = 1.356000 loss = 6.006692 testLoss 7.000818 'PTL__rev lambda = -0.3935 alpha = -0.003429 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Updating 5 features Updating 3 features NewtonStep: 1.354 0.003000 NewtonStep: 1.358 0.002000 Making features increaseLambda: 1.358 0.000000 Undoing contribution: was 0.0029800128160110775 now 0.002979349633324533 405: time = 1.358000 loss = 6.006691 testLoss 7.000952 'PTL__rev lambda = -0.0198 alpha = 0.003417 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 increaseLambda: 1.356 0.002000 Undoing: newLoss 6.030220038631241, oldLoss 6.030220700835796, deltaLossBound -6.622096627987206E-7 increaseLambda: 1.357 0.001000 Search: 1.357 0.000000 increaseLambda: 1.357 0.000000 311: time = 1.357000 loss = 6.030220 testLoss 7.032206 'CHLA__rev lambda = 1.6802 alpha = 0.005999 lossBound = -0.000001 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.36 0.003000 increaseLambda: 1.36 0.000000 Undoing contribution: was 8.465824555227152E-4 now 8.445006324860892E-4 312: time = 1.360000 loss = 6.030218 testLoss 7.032163 'NTL__rev lambda = 0.1544 alpha = -0.007836 lossBound = -0.000001 W1 = 0.340128 N1 = 0.362145 deltaLoss = -0.000002 makeFeatures: max memory 1908932608, total allocated 789053440, free 174815992, used 614237448, increment 361741176 Daphnia_lumholtzi COND: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 Updating 3 features NewtonStep: 1.369 0.011000 increaseLambda: 1.37 0.001000 406: time = 1.370000 loss = 6.006691 testLoss 7.000812 'PTL__rev lambda = -0.3969 alpha = -0.003428 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.374 0.004000 increaseLambda: 1.374 0.000000 Undoing contribution: was 0.002979349633324533 now 0.0029786871294070296 407: time = 1.374000 loss = 6.006690 testLoss 7.000947 'PTL__rev lambda = -0.0164 alpha = 0.003415 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.376 0.002000 increaseLambda: 1.377 0.001000 408: time = 1.377000 loss = 6.006689 testLoss 7.000807 'PTL__rev lambda = -0.4004 alpha = -0.003426 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 34 samples Updating 2 features NewtonStep: 1.379 0.002000 increaseLambda: 1.379 0.000000 Undoing contribution: was 0.0029786871294070296 now 0.0029780253035879924 409: time = 1.379000 loss = 6.006689 testLoss 7.000941 'PTL__rev lambda = -0.0130 alpha = 0.003414 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Density: max memory 1908932608, total allocated 789053440, free 165970592, used 623082848, increment 8845400 linearPredictor: max memory 1908932608, total allocated 789053440, free 165970592, used 623082848, increment 0 FeaturedSpace: max memory 1908932608, total allocated 789053440, free 165970592, used 623082848, increment 0 Updating 6 features Sequential: max memory 1908932608, total allocated 789053440, free 165970592, used 623082848, increment 0 Initial loss: 7.023758954738443 NewtonStep: 1.377 0.017000 Initial test loss: 7.023758954738443 increaseLambda: 1.378 0.001000 Undoing contribution: was 4.0401733883874363E-4 now 4.018967710622568E-4 313: time = 1.378000 loss = 6.030216 testLoss 7.032332 'CHLA__rev lambda = -0.0622 alpha = 0.008367 lossBound = -0.000001 W1 = 0.744506 N1 = 0.721007 deltaLoss = -0.000002 Updating 28 features increaseLambda: 0.003 0.003000 0: time = 0.003000 loss = 7.009281 testLoss 7.008778 (LAKE_ORIGIN=0.0) lambda = -0.0407 alpha = -0.040711 lossBound = -0.307792 W1 = 0.451165 N1 = 0.088235 deltaLoss = -0.014478 Updating 4 features NewtonStep: 1.381 0.003000 increaseLambda: 1.381 0.000000 314: time = 1.381000 loss = 6.030214 testLoss 7.031945 'CHLA__rev lambda = -0.1477 alpha = -0.004946 lossBound = -0.000001 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000002 Updating 2 features NewtonStep: 1.386 0.007000 Updating 28 features increaseLambda: 1.386 0.000000 410: time = 1.386000 loss = 6.006688 testLoss 7.000802 'PTL__rev lambda = -0.4038 alpha = -0.003424 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 increaseLambda: 0.005 0.002000 1: time = 0.005000 loss = 6.995490 testLoss 6.994495 (LAKE_ORIGIN=0.0) lambda = -0.0806 alpha = -0.039897 lossBound = -0.293314 W1 = 0.441307 N1 = 0.088235 deltaLoss = -0.013790 Updating 3 features NewtonStep: 1.384 0.003000 Updating 28 features increaseLambda: 1.385 0.001000 315: time = 1.385000 loss = 6.030213 testLoss 7.033105 TURB_COND: lambda = -2.1637 min = 1.0000 max = 3.0000 alpha = -0.006372 lossBound = -0.000001 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000001 increaseLambda: 0.008 0.003000 2: time = 0.008000 loss = 6.982356 testLoss 6.980879 (LAKE_ORIGIN=0.0) lambda = -0.1197 alpha = -0.039099 lossBound = -0.279524 W1 = 0.431690 N1 = 0.088235 deltaLoss = -0.013134 Updating 28 features increaseLambda: 0.011 0.003000 3: time = 0.011000 loss = 6.969849 testLoss 6.967898 (LAKE_ORIGIN=0.0) lambda = -0.1580 alpha = -0.038317 lossBound = -0.266390 W1 = 0.422315 N1 = 0.088235 deltaLoss = -0.012507 Updating 28 features increaseLambda: 0.013 0.002000 4: time = 0.013000 loss = 6.957939 testLoss 6.955525 (LAKE_ORIGIN=1.0) lambda = 0.0376 alpha = 0.037551 lossBound = -0.253882 W1 = 0.586818 N1 = 0.911765 deltaLoss = -0.011910 Updating 28 features increaseLambda: 0.016 0.003000 5: time = 0.016000 loss = 6.946599 testLoss 6.943731 (LAKE_ORIGIN=0.0) lambda = -0.1948 alpha = -0.036800 lossBound = -0.241973 W1 = 0.404289 N1 = 0.088235 deltaLoss = -0.011340 Updating 28 features Updating 2 features NewtonStep: 1.4 0.014000 increaseLambda: 0.019 0.003000 6: time = 0.019000 loss = 6.935803 testLoss 6.932489 (LAKE_ORIGIN=0.0) lambda = -0.2309 alpha = -0.036064 lossBound = -0.230633 W1 = 0.395634 N1 = 0.088235 deltaLoss = -0.010797 increaseLambda: 1.4 0.000000 Undoing contribution: was 0.0029780253035879924 now 0.0029773641552012877 411: time = 1.400000 loss = 6.006687 testLoss 7.000936 'PTL__rev lambda = -0.0096 alpha = 0.003412 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 28 features Updating 4 features NewtonStep: 1.398 0.013000 increaseLambda: 0.022 0.003000 increaseLambda: 1.399 0.001000 Undoing contribution: was 0.1905216147461394 now 0.1905208960022519 7: time = 0.022000 loss = 6.925524 testLoss 6.921774 (LAKE_ORIGIN=1.0) lambda = 0.0729 alpha = 0.035342 lossBound = -0.219836 W1 = 0.612785 N1 = 0.911765 deltaLoss = -0.010279 316: time = 1.399000 loss = 6.030213 testLoss 7.033158 'PTL__rev lambda = -0.8144 alpha = 0.004554 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 28 features Updating 4 features NewtonStep: 1.401 0.002000 increaseLambda: 0.024 0.002000 8: time = 0.024000 loss = 6.915738 testLoss 6.911561 (LAKE_ORIGIN=1.0) lambda = 0.1075 alpha = 0.034635 lossBound = -0.209557 W1 = 0.620970 N1 = 0.911765 deltaLoss = -0.009786 increaseLambda: 1.402 0.001000 Undoing: newLoss 6.030212172863614, oldLoss 6.030212594139436, deltaLossBound -4.212758517871336E-7 increaseLambda: 1.402 0.000000 Search: 1.402 0.000000 increaseLambda: 1.402 0.000000 Undoing contribution: was 0.001887211703662664 now 0.001886790427809351 317: time = 1.402000 loss = 6.030212 testLoss 7.032674 'PTL_COND__rev lambda = 0.2229 alpha = -0.001908 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 6 features increaseLambda: 0.027 0.003000 9: time = 0.027000 loss = 6.906422 testLoss 6.901826 (LAKE_ORIGIN=1.0) lambda = 0.1415 alpha = 0.033943 lossBound = -0.199771 W1 = 0.628926 N1 = 0.911765 deltaLoss = -0.009316 Updating 6 features increaseLambda: 0.029 0.002000 10: time = 0.029000 loss = 6.864612 testLoss 6.857963 (LAKE_ORIGIN=1.0) lambda = 0.3078 alpha = 0.166320 lossBound = -0.190455 W1 = 0.666841 N1 = 0.911765 deltaLoss = -0.041810 Updating 6 features NewtonStep: 1.412 0.056000 increaseLambda: 1.412 0.000000 Undoing contribution: was 0.01395862265626252 now 0.013957169030240302 340: time = 1.412000 loss = 6.006031 testLoss 7.004814 CHLA_COND: lambda = 0.2344 min = 1.0000 max = 9.0000 alpha = -0.007640 lossBound = -0.000001 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.415 0.003000 increaseLambda: 1.415 0.000000 341: time = 1.415000 loss = 6.006030 testLoss 7.005129 CHLA_COND^2: lambda = 2.1071 min = 1.0000 max = 81.0000 alpha = 0.007636 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.417 0.002000 increaseLambda: 1.418 0.001000 Undoing contribution: was 0.013957169030240302 now 0.013955884163934507 342: time = 1.418000 loss = 6.006029 testLoss 7.004961 CHLA_COND: lambda = 0.2272 min = 1.0000 max = 9.0000 alpha = -0.007183 lossBound = -0.000001 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 Updating 7 features NewtonStep: 1.42 0.002000 increaseLambda: 1.421 0.001000 343: time = 1.421000 loss = 6.006028 testLoss 7.005258 CHLA_COND^2: lambda = 2.1142 min = 1.0000 max = 81.0000 alpha = 0.007179 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 Updating 7 features NewtonStep: 1.423 0.002000 increaseLambda: 1.424 0.001000 Undoing contribution: was 0.013955884163934507 now 0.013954748280523177 344: time = 1.424000 loss = 6.006026 testLoss 7.005100 CHLA_COND: lambda = 0.2204 min = 1.0000 max = 9.0000 alpha = -0.006753 lossBound = -0.000001 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 Updating 7 features NewtonStep: 1.426 0.002000 increaseLambda: 1.426 0.000000 345: time = 1.427000 loss = 6.006025 testLoss 7.005379 CHLA_COND^2: lambda = 2.1210 min = 1.0000 max = 81.0000 alpha = 0.006750 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.429 0.002000 increaseLambda: 1.429 0.000000 Undoing contribution: was 0.013954748280523177 now 0.013953743960432086 346: time = 1.429000 loss = 6.006024 testLoss 7.005231 CHLA_COND: lambda = 0.2141 min = 1.0000 max = 9.0000 alpha = -0.006350 lossBound = -0.000001 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 Updating 7 features NewtonStep: 1.432 0.003000 increaseLambda: 1.432 0.000000 347: time = 1.432000 loss = 6.006023 testLoss 7.005493 CHLA_COND^2: lambda = 2.1273 min = 1.0000 max = 81.0000 alpha = 0.006347 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 Updating 2 features NewtonStep: 1.434 0.034000 Updating 6 features NewtonStep: 1.435 0.003000 increaseLambda: 1.434 0.000000 increaseLambda: 1.435 0.000000 412: time = 1.434000 loss = 6.006687 testLoss 7.000797 'PTL__rev lambda = -0.4072 alpha = -0.003422 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 348: time = 1.435000 loss = 6.006023 testLoss 7.005209 'CHLA__rev lambda = -0.1419 alpha = -0.003632 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000001 Updating 2 features NewtonStep: 1.436 0.002000 Updating 5 features NewtonStep: 1.437 0.002000 increaseLambda: 1.436 0.000000 Undoing contribution: was 0.0029773641552012877 now 0.0029767036835852225 413: time = 1.436000 loss = 6.006686 testLoss 7.000931 'PTL__rev lambda = -0.0062 alpha = 0.003410 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 increaseLambda: 1.438 0.001000 Undoing contribution: was 0.1896728902424709 now 0.18967164624239727 349: time = 1.438000 loss = 6.006021 testLoss 7.005278 'PTL__rev lambda = -0.6822 alpha = 0.005996 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 2 features NewtonStep: 1.438 0.002000 increaseLambda: 1.439 0.001000 414: time = 1.439000 loss = 6.006685 testLoss 7.000791 'PTL__rev lambda = -0.4106 alpha = -0.003421 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Updating 2 features NewtonStep: 1.441 0.002000 Updating 3 features NewtonStep: 1.438 0.036000 increaseLambda: 1.442 0.001000 Undoing contribution: was 0.0029767036835852225 now 0.002976043888073663 415: time = 1.442000 loss = 6.006685 testLoss 7.000925 increaseLambda: 1.438 0.000000 'PTL__rev lambda = -0.0028 alpha = 0.003408 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 318: time = 1.438000 loss = 6.030203 testLoss 7.032574 CHLA: lambda = 2.1204 min = 0.0000 max = 871.2000 alpha = 0.119306 lossBound = -0.000000 W1 = 0.030405 N1 = 0.031710 deltaLoss = -0.000009 Updating 2 features NewtonStep: 1.444 0.002000 increaseLambda: 1.444 0.000000 416: time = 1.444000 loss = 6.006684 testLoss 7.000786 'PTL__rev lambda = -0.4140 alpha = -0.003419 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.441 0.003000 increaseLambda: 1.441 0.000000 Undoing contribution: was 4.018967710622568E-4 now 3.905514338538885E-4 319: time = 1.441000 loss = 6.030192 testLoss 7.032955 'CHLA__rev lambda = -0.0429 alpha = 0.019303 lossBound = -0.000004 W1 = 0.744502 N1 = 0.721007 deltaLoss = -0.000011 Updating 2 features Reducing newton stepsize from 0.0034067051174908837 to 0.0027762619448865517 NewtonStep: 1.446 0.002000 increaseLambda: 1.446 0.000000 Undoing contribution: was 0.002976043888073663 now 0.0029754073159666363 417: time = 1.446000 loss = 6.006683 testLoss 7.000895 'PTL__rev lambda = 0.0000 alpha = 0.002776 lossBound = -0.000000 W1 = 0.367686 N1 = 0.338531 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.444 0.003000 increaseLambda: 1.444 0.000000 320: time = 1.444000 loss = 6.030191 testLoss 7.032640 'CHLA__rev lambda = -0.1517 alpha = -0.004037 lossBound = -0.000001 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000001 Updating 2 features NewtonStep: 1.448 0.002000 increaseLambda: 1.449 0.001000 418: time = 1.449000 loss = 6.006683 testLoss 7.000782 'PTL__rev lambda = -0.4168 alpha = -0.002785 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000000 Updating 2 features NewtonStep: 1.451 0.002000 increaseLambda: 1.451 0.000000 Undoing contribution: was 0.1874429483991365 now 0.18744254085417428 419: time = 1.451000 loss = 6.006683 testLoss 7.000822 'PTL__rev lambda = -0.6722 alpha = 0.003430 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 34 features Newton: returning 0.026448362157855836 Updating 4 features Loss was 6.006682503853438, now 6.006682022347157, delta -0.000000 parallelUpdate: 1.453 0.002000 Updating 4 features NewtonStep: 1.455 0.002000 increaseLambda: 1.455 0.000000 Updating 4 features NewtonStep: 1.451 0.007000 421: time = 1.455000 loss = 6.006681 testLoss 7.001929 NTL_COND^2: lambda = -1.1178 min = 1.0000 max = 9.0000 alpha = -0.006049 lossBound = -0.000000 W1 = 0.128610 N1 = 0.121324 deltaLoss = -0.000001 increaseLambda: 1.452 0.001000 Undoing contribution: was 0.00243940529867519 now 0.002438742323673182 321: time = 1.452000 loss = 6.030190 testLoss 7.033087 'CHLA__rev lambda = -0.6526 alpha = 0.003716 lossBound = -0.000000 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.457 0.002000 increaseLambda: 1.458 0.001000 422: time = 1.458000 loss = 6.006679 testLoss 7.001677 COND: lambda = -4.2851 min = 4.0000 max = 50,590.0000 alpha = -0.072665 lossBound = -0.000000 W1 = 0.009480 N1 = 0.008479 deltaLoss = -0.000002 Updating 7 features NewtonStep: 1.46 0.002000 increaseLambda: 1.46 0.000000 Undoing contribution: was 0.00447824441285935 now 0.004478031977381253 Updating 4 features 423: time = 1.460000 loss = 6.006679 testLoss 7.001552 NewtonStep: 1.456 0.004000 increaseLambda: 1.457 0.001000 CHLA_COND^2: lambda = 2.3976 min = 1.0000 max = 81.0000 alpha = -0.003004 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 322: time = 1.457000 loss = 6.030189 testLoss 7.033173 'ANC__rev lambda = -0.5224 alpha = -0.009325 lossBound = -0.000000 W1 = 0.043050 N1 = 0.028343 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.462 0.024000 increaseLambda: 1.462 0.000000 Undoing contribution: was 0.004702667022653132 now 0.004701561338880148 350: time = 1.462000 loss = 6.006020 testLoss 7.005246 'NTL__rev lambda = 0.2029 alpha = -0.005715 lossBound = -0.000000 W1 = 0.345310 N1 = 0.367373 deltaLoss = -0.000001 Updating 6 features increaseLambda: 0.081 0.052000 Updating 5 features 11: time = 0.082000 loss = 6.832244 testLoss 6.823747 NewtonStep: 1.463 0.003000 (LAKE_ORIGIN=1.0) lambda = 0.4575 alpha = 0.149688 lossBound = -0.148645 W1 = 0.699227 N1 = 0.911765 deltaLoss = -0.032368 increaseLambda: 1.463 0.000000 Undoing contribution: was 7.97557411262346E-5 now 7.921325714494285E-5 424: time = 1.463000 loss = 6.006679 testLoss 7.001530 'NTL__rev lambda = 0.0941 alpha = -0.003997 lossBound = -0.000000 W1 = 0.343166 N1 = 0.365210 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.459 0.002000 increaseLambda: 1.46 0.001000 323: time = 1.460000 loss = 6.030182 testLoss 7.033081 CHLA: lambda = 2.2307 min = 0.0000 max = 871.2000 alpha = 0.110367 lossBound = -0.000000 W1 = 0.030405 N1 = 0.031710 deltaLoss = -0.000008 Updating 5 features Updating 5 features NewtonStep: 0.084 0.002000 NewtonStep: 1.465 0.002000 increaseLambda: 1.466 0.001000 Undoing contribution: was 8.189031138385194E-4increaseLambda: 0.085 0.001000 now 8.181567255238098E-4 Undoing: newLoss 6.813793068979806, oldLoss 6.83224367002155, deltaLossBound -0.13896137713437098 425: time = 1.466000 loss = 6.006678 testLoss 7.001815 'CHLA__rev lambda = -0.0962 alpha = 0.003456 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.467 0.005000 increaseLambda: 0.085 0.000000 Search: 0.085 0.000000 Updating 5 features increaseLambda: 1.467 0.000000 Undoing contribution: was 0.027823031217094247 now 0.027822216487422075 NewtonStep: 1.462 0.002000 351: time = 1.467000 loss = 6.006019 testLoss 7.005249 'TURB__rev lambda = -0.0214 alpha = 0.004600 lossBound = -0.000000 W1 = 0.187528 N1 = 0.164242 deltaLoss = -0.000001 increaseLambda: 0.086 0.001000 12: time = 0.086000 loss = 6.794368 testLoss 6.828849 'NTL_COND lambda = -0.2657 alpha = -0.265681 lossBound = -0.138961 W1 = 0.140208 N1 = 0.007353 deltaLoss = -0.037876 increaseLambda: 1.463 0.001000 Undoing contribution: was 3.905514338538885E-4 now 3.821764512655668E-4 324: time = 1.463000 loss = 6.030174 testLoss 7.033410 'CHLA__rev lambda = -0.0263 alpha = 0.016594 lossBound = -0.000003 W1 = 0.744503 N1 = 0.721007 deltaLoss = -0.000008 Updating 7 features NewtonStep: 1.468 0.002000 increaseLambda: 1.468 0.000000 426: time = 1.468000 loss = 6.006678 testLoss 7.001671 'CHLA__rev lambda = -0.0737 alpha = -0.001849 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.466 0.003000 increaseLambda: 1.466 0.000000 325: time = 1.466000 loss = 6.030172 testLoss 7.033085 'CHLA__rev lambda = -0.1559 alpha = -0.004158 lossBound = -0.000001 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.47 0.002000 increaseLambda: 1.471 0.001000 Undoing contribution: was 8.181567255238098E-4 now 8.179414100641258E-4 427: time = 1.471000 loss = 6.006677 testLoss 7.001824 'CHLA__rev lambda = -0.0943 alpha = 0.001856 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 5 features increaseLambda: 0.091 0.005000 13: time = 0.091000 loss = 6.772307 testLoss 6.804730 (URBAN=1.0) lambda = 0.0973 alpha = 0.097293 lossBound = -0.116668 W1 = 0.381133 N1 = 0.617647 deltaLoss = -0.022061 Updating 5 features NewtonStep: 1.474 0.007000 Updating 3 features NewtonStep: 1.469 0.003000 increaseLambda: 1.474 0.000000 Updating 4 features NewtonStep: 1.473 0.002000 352: time = 1.474000 loss = 6.006019 testLoss 7.005206 'PTL__rev lambda = -0.0572 alpha = -0.004078 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 1.469 0.000000 Undoing contribution: was 0.002438742323673182 now 0.002438271700032679 increaseLambda: 1.473 0.000000 326: time = 1.469000 loss = 6.030172 testLoss 7.033462 'CHLA__rev lambda = -0.6495 alpha = 0.003130 lossBound = -0.000000 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000000 428: time = 1.473000 loss = 6.006677 testLoss 7.001680 'CHLA__rev lambda = -0.0756 alpha = -0.001845 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 5 features increaseLambda: 0.094 0.003000 14: time = 0.094000 loss = 6.748002 testLoss 6.778784 (LAKE_ORIGIN=1.0) lambda = 0.5904 alpha = 0.132936 lossBound = -0.112740 W1 = 0.729954 N1 = 0.911765 deltaLoss = -0.024305 Updating 6 features NewtonStep: 1.475 0.002000 Updating 3 features NewtonStep: 1.477 0.003000 increaseLambda: 1.476 0.001000 Undoing contribution: was 8.179414100641258E-4 now 8.177267115482711E-4 Updating 5 features NewtonStep: 1.472 0.003000 429: time = 1.476000 loss = 6.006677 testLoss 7.001833 'CHLA__rev lambda = -0.0925 alpha = 0.001853 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 increaseLambda: 1.477 0.000000 Undoing contribution: was 0.004275975574865491 now 0.004275292990779348 353: time = 1.477000 loss = 6.006018 testLoss 7.005342 increaseLambda: 1.472 0.000000 'PTL__rev lambda = -0.3153 alpha = 0.003469 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 327: time = 1.472000 loss = 6.030171 testLoss 7.034766 NTL_COND^2: lambda = -1.1774 min = 1.0000 max = 9.0000 alpha = -0.006455 lossBound = -0.000000 W1 = 0.128610 N1 = 0.121324 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.478 0.002000 Updating 5 features NewtonStep: 0.097 0.003000 increaseLambda: 1.478 0.000000 430: time = 1.478000 loss = 6.006677 testLoss 7.001689 'CHLA__rev lambda = -0.0774 alpha = -0.001842 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 increaseLambda: 0.098 0.001000 Undoing: newLoss 6.7359022539473274, oldLoss 6.748002064681441, deltaLossBound -0.0983203958890434 increaseLambda: 0.098 0.000000 Updating 3 features NewtonStep: 1.475 0.003000 Search: 0.098 0.000000 increaseLambda: 1.475 0.000000 328: time = 1.475000 loss = 6.030170 testLoss 7.034487 increaseLambda: 0.099 0.001000 'CHLA__rev lambda = -0.1595 alpha = -0.003569 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000001 15: time = 0.099000 loss = 6.722046 testLoss 6.791148 'NTL_COND lambda = -0.5026 alpha = -0.236886 lossBound = -0.098320 W1 = 0.111776 N1 = 0.007353 deltaLoss = -0.025956 Updating 5 features NewtonStep: 1.481 0.003000 Updating 3 features NewtonStep: 1.482 0.005000 increaseLambda: 1.481 0.000000 Undoing contribution: was 8.177267115482711E-4 now 8.175126282887068E-4 431: time = 1.481000 loss = 6.006676 testLoss 7.001842 'CHLA__rev lambda = -0.0906 alpha = 0.001850 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 increaseLambda: 1.482 0.000000 Undoing: newLoss 6.006017921043283, oldLoss 6.006018265988017, deltaLossBound -3.449447515124635E-7 increaseLambda: 1.483 0.001000 Updating 5 features Search: 1.483 0.000000 NewtonStep: 0.101 0.002000 Updating 4 features NewtonStep: 1.478 0.003000 increaseLambda: 1.483 0.000000 Undoing contribution: was 0.007472713736477274 now 0.007472368791725401 increaseLambda: 0.101 0.000000 Undoing: newLoss 6.686584101219891, oldLoss 6.722045903289251, deltaLossBound -0.10480656696397078 354: time = 1.483000 loss = 6.006018 testLoss 7.004904 'PTL_COND__rev lambda = 0.3131 alpha = -0.001726 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 increaseLambda: 1.478 0.000000 329: time = 1.478000 loss = 6.030170 testLoss 7.034775 'COND__rev lambda = -1.2134 alpha = -0.004452 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 increaseLambda: 0.102 0.001000 Updating 31 features Search: 0.102 0.000000 Updating 4 features NewtonStep: 1.483 0.002000 Reducing stepsize from 1.0081526568692538 to 0.9518957724912165 Reducing stepsize from 0.9518957724912165 to 0.33447441701215025 Reducing stepsize from 0.33447441701215025 to 0.2537984305623747 Newton: returning 0.2537984305623747 Zeroing out 'CHLA__rev Updating 4 features increaseLambda: 1.483 0.000000 increaseLambda: 0.102 0.000000 16: time = 0.102000 loss = 6.678973 testLoss 6.745369 'PTL__rev lambda = -0.2291 alpha = -0.229123 lossBound = -0.104807 W1 = 0.318438 N1 = 0.122951 deltaLoss = -0.043073 432: time = 1.483000 loss = 6.006676 testLoss 7.001848 PTL: lambda = 2.9345 min = 1.0000 max = 4,865.0000 alpha = 0.026504 lossBound = -0.000000 W1 = 0.019301 N1 = 0.021255 deltaLoss = -0.000001 Loss was 6.030169634239406, now 6.030100166588337, delta -0.000069 parallelUpdate: 1.48 0.002000 Updating 4 features NewtonStep: 1.485 0.002000 increaseLambda: 1.486 0.001000 433: time = 1.486000 loss = 6.006675 testLoss 7.002399 PTL_COND: lambda = -0.0193 min = 1.0000 max = 3.0000 alpha = -0.002202 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.487 0.004000 Updating 5 features increaseLambda: 1.487 0.000000 Undoing contribution: was 0.013953743960432086 now 0.013953314175467135 355: time = 1.487000 loss = 6.006017 testLoss 7.004808 CHLA_COND: lambda = 0.2099 min = 1.0000 max = 9.0000 alpha = -0.004159 lossBound = -0.000000 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000000 increaseLambda: 0.105 0.003000 17: time = 0.105000 loss = 6.662156 testLoss 6.726760 (URBAN=0.0) lambda = -0.0847 alpha = -0.084716 lossBound = -0.088570 W1 = 0.591833 N1 = 0.382353 deltaLoss = -0.016817 Updating 4 features NewtonStep: 1.482 0.002000 increaseLambda: 1.483 0.001000 Undoing contribution: was 0.003219481546783342 now 0.0032178579985585923 331: time = 1.483000 loss = 6.030099 testLoss 7.036282 'COND__rev lambda = -0.0069 alpha = 0.006025 lossBound = -0.000001 W1 = 0.627665 N1 = 0.598874 deltaLoss = -0.000002 Updating 5 features NewtonStep: 1.488 0.002000 increaseLambda: 1.488 0.000000 434: time = 1.488000 loss = 6.006675 testLoss 7.002239 'CHLA__rev lambda = -0.0795 alpha = -0.002050 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 4 features Updating 5 features NewtonStep: 1.486 0.003000 increaseLambda: 1.486 0.000000 increaseLambda: 0.109 0.004000 332: time = 1.486000 loss = 6.030097 testLoss 7.036636 'COND__rev lambda = -1.2680 alpha = -0.005480 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 18: time = 0.109000 loss = 6.644944 testLoss 6.708128 (LAKE_ORIGIN=0.0) lambda = -0.3459 alpha = -0.115047 lossBound = -0.080855 W1 = 0.239507 N1 = 0.088235 deltaLoss = -0.017213 Updating 4 features NewtonStep: 1.49 0.002000 increaseLambda: 1.491 0.001000 Undoing contribution: was 8.175126282887068E-4 now 8.173001982888938E-4 435: time = 1.491000 loss = 6.006675 testLoss 7.002391 'CHLA__rev lambda = -0.0888 alpha = 0.001843 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.492 0.005000 increaseLambda: 1.492 0.000000 356: time = 1.492000 loss = 6.006016 testLoss 7.005091 CHLA_COND^2: lambda = 2.1342 min = 1.0000 max = 81.0000 alpha = 0.006875 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.112 0.003000 Updating 5 features NewtonStep: 1.493 0.002000 increaseLambda: 0.112 0.000000 Undoing: newLoss 6.635331140188844, oldLoss 6.644943505609924, deltaLossBound -0.07731299527436453 increaseLambda: 1.493 0.000000 436: time = 1.493000 loss = 6.006675 testLoss 7.002248 'CHLA__rev lambda = -0.0813 increaseLambda: 0.112 0.000000 Updating 2 features NewtonStep: 1.489 0.003000 Search: 0.113 0.001000 increaseLambda: 1.49 0.001000 Undoing contribution: was 0.0032178579985585923 now 0.0032168349831493185 333: time = 1.490000 loss = 6.030096 testLoss 7.036307 'COND__rev lambda = -0.0022 alpha = 0.004784 lossBound = -0.000000 W1 = 0.627665 N1 = 0.598874 deltaLoss = -0.000001 increaseLambda: 0.113 0.000000 19: time = 0.113000 loss = 6.624990 testLoss 6.723466 alpha = -0.001832 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 'NTL_COND lambda = -0.7207 alpha = -0.218167 lossBound = -0.077313 W1 = 0.096112 N1 = 0.007353 deltaLoss = -0.019953 Updating 4 features NewtonStep: 1.496 0.004000 increaseLambda: 1.496 0.000000 Undoing contribution: was 0.013953314175467135 now 0.013952275614210585 357: time = 1.496000 loss = 6.006015 testLoss 7.004941 CHLA_COND: lambda = 0.2035 min = 1.0000 max = 9.0000 alpha = -0.006457 lossBound = -0.000001 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.496 0.003000 increaseLambda: 1.496 0.000000 Undoing contribution: was 8.173001982888938E-4 now 8.17088354104033E-4 437: time = 1.496000 loss = 6.006674 testLoss 7.002400 'CHLA__rev lambda = -0.0869 alpha = 0.001841 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.493 0.003000 Updating 6 features NewtonStep: 0.116 0.003000 increaseLambda: 1.493 0.000000 334: time = 1.493000 loss = 6.030095 testLoss 7.036649 'COND__rev lambda = -1.2733 alpha = -0.005294 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 increaseLambda: 0.116 0.000000 Undoing: newLoss 6.5576140751070895, oldLoss 6.624990469684082, deltaLossBound -0.08155820284030152 increaseLambda: 0.116 0.000000 Search: 0.117 0.001000 increaseLambda: 0.117 0.000000 20: time = 0.117000 loss = 6.533519 testLoss 6.623942 'PTL__rev lambda = -0.9110 alpha = -0.681886 lossBound = -0.081558 W1 = 0.240182 N1 = 0.122951 deltaLoss = -0.091471 Updating 5 features NewtonStep: 1.498 0.002000 Updating 4 features NewtonStep: 1.5 0.004000 increaseLambda: 1.499 0.001000 increaseLambda: 1.5 0.000000 438: time = 1.499000 loss = 6.006674 testLoss 7.002257 'CHLA__rev lambda = -0.0831 alpha = -0.001830 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 358: time = 1.500000 loss = 6.006014 testLoss 7.005207 CHLA_COND^2: lambda = 2.1407 min = 1.0000 max = 81.0000 alpha = 0.006454 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 Updating 2 features Reducing newton stepsize from 0.0046202243384243225 to 0.00216193201748076 NewtonStep: 1.496 0.003000 increaseLambda: 1.496 0.000000 Undoing contribution: was 0.0032168349831493185 now 0.003216151062347549 335: time = 1.496000 loss = 6.030095 testLoss 7.036500 'COND__rev lambda = 0.0000 alpha = 0.002162 lossBound = -0.000000 W1 = 0.627445 N1 = 0.598874 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.12 0.003000 Updating 5 features NewtonStep: 1.501 0.002000 increaseLambda: 1.501 0.000000 Undoing contribution: was 8.17088354104033E-4 now 8.168771168630006E-4 439: time = 1.501000 loss = 6.006674 testLoss 7.002409 'CHLA__rev lambda = -0.0851 alpha = 0.001838 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 increaseLambda: 0.12 0.000000 Undoing: newLoss 6.4786460012199445, oldLoss 6.533519416108319, deltaLossBound -0.09218013076048523 Updating 4 features NewtonStep: 1.503 0.003000 increaseLambda: 0.121 0.001000 Search: 0.121 0.000000 increaseLambda: 1.504 0.001000 Undoing contribution: was 0.013952275614210585 now 0.01395135726137503 Updating 4 features NewtonStep: 1.499 0.003000 359: time = 1.504000 loss = 6.006013 testLoss 7.005066 CHLA_COND: lambda = 0.1974 min = 1.0000 max = 9.0000 alpha = -0.006072 lossBound = -0.000000 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 Updating 36 features increaseLambda: 1.499 0.000000 Undoing contribution: was 0.0024402476591133854 now 0.002439856175715686 336: time = 1.499000 loss = 6.030094 testLoss 7.036843 increaseLambda: 0.122 0.001000 'CHLA__rev lambda = -0.6530 alpha = 0.002854 lossBound = -0.000000 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000000 Reducing stepsize from 0.4652898995275499 to 0.30219078328873455 Newton: returning 0.30219078328873455 Updating 6 features Updating 6 features NewtonStep: 1.504 0.003000 21: time = 0.122000 loss = 6.479378 testLoss 6.655030 'TURB_COND__rev lambda = 0.3601 alpha = 0.360132 lossBound = -0.092180 W1 = 0.740496 N1 = 0.882353 deltaLoss = -0.054142 increaseLambda: 1.504 0.000000 440: time = 1.504000 loss = 6.006674 testLoss 7.002266 'CHLA__rev lambda = -0.0850 alpha = -0.001827 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Converged after 440 iterations 440: time = 1.504000 loss = 6.006674 testLoss 7.002266 Loss was 6.006013468806989, now 6.0060058964074665, delta -0.000008 parallelUpdate: 1.506 0.002000 Updating 3 features NewtonStep: 1.502 0.003000 Updating 6 features increaseLambda: 1.502 0.000000 Undoing: newLoss 6.030094086601305, oldLoss 6.030094404091484, deltaLossBound -3.1749133672571734E-7 increaseLambda: 0.125 0.003000 22: time = 0.125000 loss = 6.444332 testLoss 6.614952 (URBAN=1.0) lambda = 0.3353 alpha = 0.237968 lossBound = -0.062896 W1 = 0.478753 N1 = 0.617647 deltaLoss = -0.035045 increaseLambda: 1.502 0.000000 Search: 1.503 0.001000 Making features increaseLambda: 1.503 0.000000 Undoing contribution: was 0.019162229984664478 now 0.019161912493327257 337: time = 1.503000 loss = 6.030094 testLoss 7.036684 'CHLA__rev lambda = 1.6753 alpha = -0.004147 lossBound = -0.000000 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.511 0.005000 Updating 3 features NewtonStep: 1.511 0.008000 increaseLambda: 1.512 0.001000 338: time = 1.512000 loss = 6.030091 testLoss 7.036392 COND: lambda = -4.1068 min = 4.0000 max = 50,590.0000 alpha = -0.084241 lossBound = -0.000000 W1 = 0.009481 N1 = 0.008479 deltaLoss = -0.000003 Updating 7 features NewtonStep: 0.135 0.010000 increaseLambda: 0.135 0.000000 Undoing: newLoss 6.422885319365949, oldLoss 6.444332375690884, deltaLossBound -0.0571253068058324 increaseLambda: 0.135 0.000000 Search: 0.136 0.001000 increaseLambda: 0.136 0.000000 23: time = 0.136000 loss = 6.406858 testLoss 6.683197 'NTL_COND lambda = -1.3743 alpha = -0.653539 lossBound = -0.057125 W1 = 0.052272 N1 = 0.007353 deltaLoss = -0.037475 Updating 2 features NewtonStep: 1.513 0.001000 increaseLambda: 1.514 0.001000 339: time = 1.514000 loss = 6.030090 testLoss 7.036791 'COND__rev lambda = -1.2795 alpha = -0.006176 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 makeFeatures: max memory 1908932608, total allocated 789577728, free 735279792, used 54297936, increment -568784912 Daphnia_lumholtzi DOC: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 Updating 7 features increaseLambda: 1.518 0.004000 Undoing contribution: was 0.018136099901225222 now 0.018136030568986605 340: time = 1.518000 loss = 6.030090 testLoss 7.036807 (URBAN=0.0) lambda = -0.1636 alpha = 0.000759 lossBound = -0.000000 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.519 0.001000 increaseLambda: 1.52 0.001000 341: time = 1.520000 loss = 6.030086 testLoss 7.036745 CHLA: lambda = 2.5239 min = 0.0000 max = 871.2000 alpha = 0.075620 lossBound = -0.000000 W1 = 0.030404 N1 = 0.031710 deltaLoss = -0.000004 Updating 4 features NewtonStep: 1.522 0.002000 increaseLambda: 1.522 0.000000 Undoing contribution: was 0.002439856175715686 now 0.002438482164515758 342: time = 1.522000 loss = 6.030085 testLoss 7.037388 'CHLA__rev lambda = -0.6476 alpha = 0.005351 lossBound = -0.000001 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000001 Updating 8 features Updating 5 features increaseLambda: 0.148 0.012000 NewtonStep: 1.525 0.003000 24: time = 0.148000 loss = 6.378444 testLoss 6.651018 (LAKE_ORIGIN=1.0) lambda = 0.8954 alpha = 0.305010 lossBound = -0.048209 W1 = 0.829316 N1 = 0.911765 deltaLoss = -0.028414 increaseLambda: 1.525 0.000000 Undoing: newLoss 6.030084810332007, oldLoss 6.030085013620754, deltaLossBound -2.0329008060750202E-7 increaseLambda: 1.526 0.001000 Search: 1.526 0.000000 increaseLambda: 1.526 0.000000 343: time = 1.526000 loss = 6.030085 testLoss 7.038244 'NTL_COND lambda = -1.3587 alpha = -0.005293 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 34 samples Updating 6 features NewtonStep: 1.528 0.002000 increaseLambda: 1.528 0.000000 344: time = 1.528000 loss = 6.030084 testLoss 7.038527 'NTL__rev lambda = -0.9329 alpha = -0.009533 lossBound = -0.000000 W1 = 0.023604 N1 = 0.011802 deltaLoss = -0.000000 Density: max memory 1908932608, total allocated 789577728, free 726579960, used 62997768, increment 8699832 linearPredictor: max memory 1908932608, total allocated 789577728, free 726579960, used 62997768, increment 0 FeaturedSpace: max memory 1908932608, total allocated 789577728, free 726579960, used 62997768, increment 0 Sequential: max memory 1908932608, total allocated 789577728, free 726579960, used 62997768, increment 0 Initial loss: 7.023758954738443 Initial test loss: 7.023758954738443 increaseLambda: 1.536 0.025000 361: time = 1.536000 loss = 6.006005 testLoss 7.005275 CHLA_COND^2: lambda = 2.1842 min = 1.0000 max = 81.0000 alpha = 0.005331 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.538 0.002000 Updating 8 features NewtonStep: 0.156 0.008000 increaseLambda: 1.538 0.000000 362: time = 1.538000 loss = 6.006004 testLoss 7.004937 'CHLA__rev lambda = -0.1480 alpha = -0.004325 lossBound = -0.000001 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000001 increaseLambda: 0.157 0.001000 Undoing: newLoss 6.347162214246821, oldLoss 6.378443513797845, deltaLossBound -0.03684505988185305 increaseLambda: 0.157 0.000000 Search: 0.157 0.000000 increaseLambda: 0.158 0.001000 25: time = 0.158000 loss = 6.337475 testLoss 6.604457 'PTL__rev lambda = -1.3845 alpha = -0.473485 lossBound = -0.036845 W1 = 0.207948 N1 = 0.122951 deltaLoss = -0.040969 Updating 4 features NewtonStep: 1.54 0.002000 increaseLambda: 1.541 0.001000 Undoing: newLoss 6.017549801091405, oldLoss 6.00600404893478, deltaLossBound -3.0921637158884177E-7 increaseLambda: 1.541 0.000000 Updating 9 features NewtonStep: 0.159 0.001000 Search: 1.541 0.000000 increaseLambda: 0.159 0.000000 Undoing: newLoss 6.309904722953464, oldLoss 6.337474821950149, deltaLossBound -0.03775113332102834 increaseLambda: 1.542 0.001000 363: time = 1.542000 loss = 6.006002 testLoss 7.005193 'DOC__rev lambda = 0.0130 alpha = 0.013039 lossBound = -0.000000 W1 = 0.631299 N1 = 0.645931 deltaLoss = -0.000002 increaseLambda: 0.16 0.001000 Search: 0.16 0.000000 increaseLambda: 0.16 0.000000 26: time = 0.165000 loss = 6.313646 testLoss 6.634260 TURB_COND: lambda = -0.2943 min = 1.0000 max = 3.0000 alpha = -0.294254 lossBound = -0.037751 W1 = 0.149179 N1 = 0.073529 deltaLoss = -0.023829 Updating 6 features NewtonStep: 1.548 0.006000 increaseLambda: 1.548 0.000000 Undoing contribution: was 0.004701561338880148 now 0.0047005595885476845 364: time = 1.548000 loss = 6.006001 testLoss 7.005161 'NTL__rev lambda = 0.1908 alpha = -0.005441 lossBound = -0.000000 W1 = 0.345310 N1 = 0.367373 deltaLoss = -0.000001 Updating 6 features increaseLambda: 1.552 0.004000 Undoing contribution: was 0.1705790339452644 now 0.1705782897508863 Updating 8 features 365: time = 1.552000 loss = 6.006000 testLoss 7.005211 NewtonStep: 0.171 0.006000 (LAKE_ORIGIN=1.0) lambda = 0.9593 alpha = -0.004058 lossBound = -0.000001 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000001 increaseLambda: 0.171 0.000000 Undoing: newLoss 6.335510130761723, oldLoss 6.313645606947027, deltaLossBound -0.029459038445327962 increaseLambda: 0.172 0.001000 Search: 0.172 0.000000 increaseLambda: 0.173 0.001000 27: time = 0.173000 loss = 6.299176 testLoss 6.639898 'CHLA__rev lambda = 0.5244 alpha = 0.524400 lossBound = -0.029459 W1 = 0.013777 N1 = 0.058824 deltaLoss = -0.014469 Updating 5 features NewtonStep: 1.555 0.003000 increaseLambda: 1.555 0.000000 366: time = 1.555000 loss = 6.005999 testLoss 7.005220 'NTL__rev lambda = 0.0882 alpha = 0.006087 lossBound = -0.000000 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000001 Updating 6 features increaseLambda: 0.174 0.001000 28: time = 0.174000 loss = 6.287136 testLoss 6.624902 (URBAN=1.0) lambda = 0.4750 alpha = 0.139776 lossBound = -0.021586 W1 = 0.527807 N1 = 0.617647 deltaLoss = -0.012040 Updating 6 features NewtonStep: 1.557 0.002000 increaseLambda: 1.558 0.001000 367: time = 1.558000 loss = 6.005996 testLoss 7.005230 PTL: lambda = 3.1715 min = 1.0000 max = 4,865.0000 alpha = 0.045240 lossBound = -0.000000 W1 = 0.019302 N1 = 0.021255 deltaLoss = -0.000003 Updating 5 features NewtonStep: 0.176 0.002000 increaseLambda: 0.176 0.000000 29: time = 0.176000 loss = 6.260802 testLoss 6.598169 'TURB__rev lambda = -0.4103 alpha = -0.410344 lossBound = -0.019867 W1 = 0.231223 N1 = 0.164242 deltaLoss = -0.026334 Updating 6 features Newton: returning 0.5288208478553043 Updating 6 features Loss was 6.260801991724416, now 6.206262762045602, delta -0.054539 parallelUpdate: 0.177 0.001000 Updating 7 features NewtonStep: 1.559 0.001000 increaseLambda: 1.56 0.001000 368: time = 1.560000 loss = 6.005994 testLoss 7.004935 COND: lambda = -3.9127 min = 4.0000 max = 50,590.0000 alpha = -0.085185 lossBound = -0.000000 W1 = 0.009481 N1 = 0.008479 deltaLoss = -0.000003 Updating 5 features NewtonStep: 1.562 0.002000 increaseLambda: 1.563 0.001000 369: time = 1.563000 loss = 6.005993 testLoss 7.005017 'ANC__rev lambda = -0.2701 alpha = -0.009403 lossBound = -0.000000 W1 = 0.032022 N1 = 0.017316 deltaLoss = -0.000001 Updating 7 features NewtonStep: 0.182 0.005000 increaseLambda: 0.182 0.000000 Undoing: newLoss 6.187721189060896, oldLoss 6.206262762045602, deltaLossBound -0.022548792765345653 increaseLambda: 0.183 0.001000 Updating 6 features NewtonStep: 1.565 0.002000 Search: 0.183 0.000000 increaseLambda: 1.565 0.000000 370: time = 1.565000 loss = 6.005992 testLoss 7.005024 PTL: lambda = 3.2011 min = 1.0000 max = 4,865.0000 alpha = 0.029631 lossBound = -0.000000 W1 = 0.019301 N1 = 0.021255 deltaLoss = -0.000001 increaseLambda: 0.184 0.001000 31: time = 0.184000 loss = 6.193646 testLoss 6.756207 'NTL_COND__rev lambda = 0.1448 alpha = 0.144761 lossBound = -0.022549 W1 = 0.566467 N1 = 0.676471 deltaLoss = -0.012617 Updating 5 features NewtonStep: 1.562 0.034000 increaseLambda: 1.562 0.000000 Undoing contribution: was 0.004149535389448153 now 0.004148969285518197 Updating 8 features Updating 4 features NewtonStep: 0.185 0.001000 345: time = 1.562000 loss = 6.030084 testLoss 7.038653 NewtonStep: 1.567 0.002000 'PTL__rev lambda = -0.4067 alpha = 0.003165 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000001 increaseLambda: 1.568 0.001000 Undoing contribution: was 0.004275292990779348 now 0.004274493555155871 371: time = 1.568000 loss = 6.005991 testLoss 7.005172 'PTL__rev lambda = -0.3065 alpha = 0.003754 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 increaseLambda: 0.186 0.001000 Undoing: newLoss 6.1922603111903225, oldLoss 6.193645545966021, deltaLossBound -0.0027527250894620104 increaseLambda: 0.186 0.000000 Search: 0.187 0.001000 increaseLambda: 0.187 0.000000 32: time = 0.187000 loss = 6.191860 testLoss 6.753856 ANC_COND^2: lambda = -0.5658 min = 1.0000 max = 4.0000 alpha = -0.565823 lossBound = -0.002753 W1 = 0.003094 N1 = 0.000000 deltaLoss = -0.001786 Updating 5 features NewtonStep: 1.57 0.002000 increaseLambda: 1.57 0.000000 372: time = 1.570000 loss = 6.005990 testLoss 7.005127 'PTL__rev lambda = -0.0652 alpha = -0.004160 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 8 features NewtonStep: 0.189 0.002000 increaseLambda: 0.189 0.000000 33: time = 0.189000 loss = 6.176028 testLoss 6.811273 NTL_COND: lambda = -0.3474 min = 1.0000 max = 3.0000 Updating 6 features NewtonStep: 1.566 0.004000 Updating 6 features increaseLambda: 1.567 0.001000 NewtonStep: 1.572 0.002000 346: time = 1.567000 loss = 6.030083 testLoss 7.038606 'PTL__rev lambda = -0.0706 alpha = -0.004374 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 28 features increaseLambda: 1.572 0.000000 Undoing contribution: was 0.18967164624239727 now 0.18967114551641304 373: time = 1.572000 loss = 6.005990 testLoss 7.005171 'PTL__rev lambda = -0.6736 alpha = 0.003802 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 0.037 0.037000 0: time = 0.037000 loss = 7.009281 testLoss 7.008778 (LAKE_ORIGIN=0.0) lambda = -0.0407 alpha = -0.040711 lossBound = -0.307792 W1 = 0.451165 N1 = 0.088235 deltaLoss = -0.014478 Updating 5 features NewtonStep: 1.569 0.002000 Updating 28 features increaseLambda: 1.569 0.000000 Undoing contribution: was 0.1905208960022519alpha = -0.347357 lossBound = -0.010257 W1 = 0.204635 N1 = 0.161765 deltaLoss = -0.015832 increaseLambda: 0.039 0.002000 1: time = 0.039000 loss = 6.995490 testLoss 6.994495 (LAKE_ORIGIN=0.0) lambda = -0.0806 alpha = -0.039897 lossBound = -0.293314 W1 = 0.441307 N1 = 0.088235 deltaLoss = -0.013790 Updating 10 features NewtonStep: 0.193 0.004000 increaseLambda: 0.194 0.001000 Updating 28 features 34: time = 0.194000 loss = 6.168114 testLoss 6.814721 CHLA_COND: lambda = 0.4909 min = 1.0000 max = 9.0000 alpha = 0.490938 lossBound = -0.003739 W1 = 0.097215 N1 = 0.113971 deltaLoss = -0.007914 now 0.19052030516645205 Updating 6 features NewtonStep: 1.576 0.004000 347: time = 1.571000 loss = 6.030083 testLoss 7.038654 'PTL__rev lambda = -0.8059 alpha = 0.004129 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 1.576 0.000000 Undoing contribution: was 0.020348465664525105 now 0.020347533116587567 374: time = 1.576000 loss = 6.005989 testLoss 7.003803 NTL_COND^2: lambda = -1.1364 min = 1.0000 max = 9.0000 alpha = 0.006762 lossBound = -0.000000 W1 = 0.128610 N1 = 0.121324 deltaLoss = -0.000001 Updating 9 features NewtonStep: 0.196 0.002000 increaseLambda: 0.196 0.000000 Undoing: newLoss 6.162578116050262, oldLoss 6.168114238946231, deltaLossBound -0.007777995701069188 Updating 6 features NewtonStep: 1.578 0.002000 increaseLambda: 0.196 0.000000 increaseLambda: 1.579 0.001000 Search: 0.197 0.001000 375: time = 1.579000 loss = 6.005989 testLoss 7.003976 CHLA_COND^2: lambda = 2.1884 min = 1.0000 max = 81.0000 alpha = 0.004181 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 increaseLambda: 0.197 0.000000 35: time = 0.197000 loss = 6.163359 testLoss 6.835915 TURB_COND: lambda = -0.5922 min = 1.0000 max = 3.0000 alpha = -0.142373 lossBound = -0.007778 W1 = 0.110781 N1 = 0.073529 deltaLoss = -0.004755 Updating 4 features Updating 7 features NewtonStep: 1.581 0.002000 increaseLambda: 1.581 0.000000 Undoing contribution: was 0.01395135726137503 now 0.01395043199215823 Updating 9 features NewtonStep: 1.576 0.005000 increaseLambda: 0.046 0.007000 2: time = 0.046000 loss = 6.982356 testLoss 6.980879 (LAKE_ORIGIN=0.0) lambda = -0.1197 alpha = -0.039099 lossBound = -0.279524 W1 = 0.431690 N1 = 0.088235 deltaLoss = -0.013134 increaseLambda: 0.199 0.002000 36: time = 0.199000 loss = 6.160355 testLoss 6.831565 (LAKE_ORIGIN=0.0) lambda = -0.4550 376: time = 1.581000 loss = 6.005988 testLoss 7.003834 CHLA_COND: lambda = 0.1538 min = 1.0000 max = 9.0000 alpha = -0.006095 lossBound = -0.000000 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 Updating 28 features increaseLambda: 0.048 0.002000 3: time = 0.048000 loss = 6.969849 testLoss 6.967898 (LAKE_ORIGIN=0.0) lambda = -0.1580 alpha = -0.038317 lossBound = -0.266390 W1 = 0.422315 N1 = 0.088235 deltaLoss = -0.012507 Updating 8 features NewtonStep: 1.583 0.002000 increaseLambda: 1.583 0.000000 377: time = 1.583000 loss = 6.005987 testLoss 7.004086 CHLA_COND^2: lambda = 2.1945 min = 1.0000 max = 81.0000 alpha = 0.006102 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 Updating 28 features increaseLambda: 0.05 0.002000 4: time = 0.050000 loss = 6.957939 testLoss 6.955525 (LAKE_ORIGIN=1.0) lambda = 0.0376 alpha = 0.037551 lossBound = -0.253882 W1 = 0.586818 N1 = 0.911765 deltaLoss = -0.011910 Updating 5 features NewtonStep: 1.585 0.002000 increaseLambda: 1.586 0.001000 Undoing contribution: was 0.01395043199215823 now 0.013949610876696383 378: time = 1.586000 loss = 6.005986 testLoss 7.003952 CHLA_COND: lambda = 0.1481 min = 1.0000 max = 9.0000 alpha = -0.005741 lossBound = -0.000000 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 alpha = -0.109092 lossBound = -0.005286 W1 = 0.122107 N1 = 0.088235 deltaLoss = -0.003004 increaseLambda: 1.576 0.000000 348: time = 1.582000 loss = 6.030082 testLoss 7.038609 'PTL__rev lambda = -0.0748 alpha = -0.004257 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 7 features NewtonStep: 1.587 0.001000 increaseLambda: 1.588 0.001000 379: time = 1.588000 loss = 6.005985 testLoss 7.004189 CHLA_COND^2: lambda = 2.2002 min = 1.0000 max = 81.0000 alpha = 0.005738 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 Updating 8 features NewtonStep: 0.206 0.007000 increaseLambda: 0.207 0.001000 Undoing: newLoss 6.1554036246403525, oldLoss 6.1603547346834855, deltaLossBound -0.005038148793711094 increaseLambda: 0.207 0.000000 Updating 4 features Search: 0.207 0.000000 NewtonStep: 1.584 0.002000 increaseLambda: 0.207 0.000000 increaseLambda: 1.584 0.000000 Undoing contribution: was 0.19052030516645205 now 0.1905197186333775 37: time = 0.207000 loss = 6.157544 testLoss 6.846223 'PTL_COND__rev lambda = 0.0689 alpha = 0.068940 lossBound = -0.005038 W1 = 0.603266 N1 = 0.676471 deltaLoss = -0.002811 349: time = 1.584000 loss = 6.030081 testLoss 7.038657 Updating 5 features 'PTL__rev lambda = -0.8018 alpha = 0.004114 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 NewtonStep: 1.59 0.002000 increaseLambda: 1.59 0.000000 380: time = 1.590000 loss = 6.005985 testLoss 7.003761 'CHLA__rev lambda = -0.2721 alpha = -0.003550 lossBound = -0.000000 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000001 Updating 28 features increaseLambda: 0.056 0.006000 5: time = 0.056000 loss = 6.946599 testLoss 6.943731 (LAKE_ORIGIN=0.0) lambda = -0.1948 alpha = -0.036800 lossBound = -0.241973 W1 = 0.404289 N1 = 0.088235 deltaLoss = -0.011340 Updating 9 features NewtonStep: 0.209 0.002000 increaseLambda: 0.21 0.001000 38: time = 0.210000 loss = 6.149219 testLoss 6.843337 'ANC__rev lambda = -0.5789 alpha = -0.578874 lossBound = -0.004581 W1 = 0.050237 N1 = 0.028343 deltaLoss = -0.008324 Updating 28 features increaseLambda: 0.058 0.002000 6: time = 0.058000 loss = 6.935803 testLoss 6.932489 (LAKE_ORIGIN=0.0) lambda = -0.2309 alpha = -0.036064 lossBound = -0.230633 W1 = 0.395634 N1 = 0.088235 deltaLoss = -0.010797 Updating 10 features increaseLambda: 0.211 0.001000 39: time = 0.211000 loss = 6.146766 testLoss 6.839542 (URBAN=1.0) lambda = 0.5385 alpha = 0.063421 lossBound = -0.004404 W1 = 0.565633 N1 = 0.617647 deltaLoss = -0.002453 Updating 28 features Updating 3 features NewtonStep: 1.589 0.005000 increaseLambda: 1.59 0.001000 350: time = 1.590000 loss = 6.030081 testLoss 7.038611 'PTL__rev lambda = -0.0791 alpha = -0.004241 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 0.06 0.002000 7: time = 0.060000 loss = 6.925524 testLoss 6.921774 (LAKE_ORIGIN=1.0) lambda = 0.0729 alpha = 0.035342 lossBound = -0.219836 W1 = 0.612785 N1 = 0.911765 deltaLoss = -0.010279 Updating 9 features NewtonStep: 0.213 0.002000 increaseLambda: 0.213 0.000000 Undoing: newLoss 6.143759505116018, oldLoss 6.146766465738193, deltaLossBound -0.0040928372203760405 increaseLambda: 0.214 0.001000 Search: 0.214 0.000000 increaseLambda: 0.214 0.000000 40: time = 0.214000 loss = 6.144286 testLoss 6.856186 TURB_COND: lambda = -0.6972 min = 1.0000 max = 3.0000 alpha = -0.104923 lossBound = -0.004093 W1 = 0.102641 N1 = 0.073529 deltaLoss = -0.002480 Updating 28 features Updating 2 features NewtonStep: 1.592 0.002000 increaseLambda: 0.062 0.002000 8: time = 0.062000 loss = 6.915738 testLoss 6.911561 increaseLambda: 1.592 0.000000 (LAKE_ORIGIN=1.0) lambda = 0.1075 alpha = 0.034635 lossBound = -0.209557 W1 = 0.620970 N1 = 0.911765 deltaLoss = -0.009786 Updating 10 features NewtonStep: 0.216 0.002000 increaseLambda: 0.216 0.000000 41: time = 0.216000 loss = 6.129949 testLoss 6.851412 'DOC__rev lambda = 0.4543 alpha = 0.454291 lossBound = -0.003859 W1 = 0.597587 N1 = 0.632645 deltaLoss = -0.014337 Updating 6 features Undoing contribution: was 0.1905197186333775 now 0.19051913642676835 351: time = 1.594000 loss = 6.030080 testLoss 7.038659 'PTL__rev lambda = -0.7977 alpha = 0.004098 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 0.064 0.002000 9: time = 0.065000 loss = 6.906422 testLoss 6.901826 (LAKE_ORIGIN=1.0) lambda = 0.1415 alpha = 0.033943 lossBound = -0.199771 W1 = 0.628926 N1 = 0.911765 deltaLoss = -0.009316 Updating 3 features NewtonStep: 1.595 0.001000 increaseLambda: 1.596 0.001000 352: time = 1.596000 loss = 6.030080 testLoss 7.038614 'PTL__rev lambda = -0.0833 alpha = -0.004226 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 6 features increaseLambda: 0.066 0.001000 10: time = 0.066000 loss = 6.864612 testLoss 6.857963 (LAKE_ORIGIN=1.0) lambda = 0.3078 alpha = 0.166320 lossBound = -0.190455 W1 = 0.666841 N1 = 0.911765 deltaLoss = -0.041810 Updating 2 features NewtonStep: 1.598 0.002000 Updating 6 features increaseLambda: 1.598 0.000000 Undoing contribution: was 0.19051913642676835 now 0.19051855851548685 353: time = 1.598000 loss = 6.030079 testLoss 7.038662 'PTL__rev lambda = -0.7936 alpha = 0.004083 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 0.068 0.002000 11: time = 0.068000 loss = 6.832244 testLoss 6.823747 (LAKE_ORIGIN=1.0) lambda = 0.4575 alpha = 0.149688 lossBound = -0.148645 W1 = 0.699227 N1 = 0.911765 deltaLoss = -0.032368 Updating 5 features Updating 3 features NewtonStep: 0.07 0.002000 NewtonStep: 1.6 0.002000 increaseLambda: 0.07 0.000000 Undoing: newLoss 6.813793068979806, oldLoss 6.83224367002155, deltaLossBound -0.13896137713437098 increaseLambda: 1.6 0.000000 354: time = 1.600000 loss = 6.030079 testLoss 7.038617 'PTL__rev lambda = -0.0875 alpha = -0.004210 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 0.07 0.000000 Updating 9 features NewtonStep: 0.224 0.008000 Search: 0.071 0.001000 increaseLambda: 0.224 0.000000 Undoing: newLoss 6.128048212605653, oldLoss 6.129948833396232, deltaLossBound -0.0025170792938986504 increaseLambda: 0.071 0.000000 12: time = 0.071000 loss = 6.794368 testLoss 6.828849 Updating 5 features 'NTL_COND lambda = -0.2657 alpha = -0.265681 lossBound = -0.138961 W1 = 0.140208 N1 = 0.007353 deltaLoss = -0.037876 NewtonStep: 1.606 0.016000 increaseLambda: 0.224 0.000000 Search: 0.224 0.000000 increaseLambda: 1.606 0.000000 Undoing contribution: was 0.18967114551641304 now 0.18967073021589018 381: time = 1.606000 loss = 6.005984 testLoss 7.003801 'PTL__rev lambda = -0.6701 alpha = 0.003462 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 increaseLambda: 0.225 0.001000 42: time = 0.225000 loss = 6.128430 testLoss 6.865029 TURB_COND: lambda = -0.7802 min = 1.0000 max = 3.0000 alpha = -0.083045 lossBound = -0.002517 W1 = 0.098159 N1 = 0.073529 deltaLoss = -0.001519 Updating 2 features NewtonStep: 1.602 0.002000 increaseLambda: 1.602 0.000000 Undoing contribution: was 0.19051855851548685 now 0.19051798486860397 355: time = 1.602000 loss = 6.030078 testLoss 7.038664 'PTL__rev lambda = -0.7895 alpha = 0.004068 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 5 features increaseLambda: 0.073 0.002000 13: time = 0.073000 loss = 6.772307 testLoss 6.804730 (URBAN=1.0) lambda = 0.0973 alpha = 0.097293 lossBound = -0.116668 W1 = 0.381133 N1 = 0.617647 deltaLoss = -0.022061 Updating 8 features Updating 5 features NewtonStep: 0.226 0.001000 NewtonStep: 1.608 0.002000 increaseLambda: 1.609 0.001000 increaseLambda: 0.227 0.001000 43: time = 0.227000 loss = 6.124830 testLoss 6.831838 'CHLA__rev lambda = -0.2457 alpha = -0.245723 lossBound = -0.002395 W1 = 0.181541 N1 = 0.153039 deltaLoss = -0.003600 Updating 2 features NewtonStep: 1.604 0.002000 Updating 5 features increaseLambda: 1.605 0.001000 increaseLambda: 0.075 0.002000 356: time = 1.605000 loss = 6.030077 testLoss 7.038619 14: time = 0.075000 loss = 6.748002 testLoss 6.778784 'PTL__rev lambda = -0.0917 (LAKE_ORIGIN=1.0) lambda = 0.5904 alpha = -0.004195 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 alpha = 0.132936 lossBound = -0.112740 W1 = 0.729954 N1 = 0.911765 deltaLoss = -0.024305 382: time = 1.609000 loss = 6.005984 testLoss 7.003759 'PTL__rev lambda = -0.0692 alpha = -0.003928 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.076 0.001000 Updating 2 features NewtonStep: 1.606 0.001000 increaseLambda: 0.077 0.001000 Undoing: newLoss 6.7359022539473274, oldLoss 6.748002064681441, deltaLossBound -0.0983203958890434 Updating 8 features NewtonStep: 0.23 0.003000 increaseLambda: 1.607 0.001000 Undoing contribution: was 0.19051798486860397 now 0.1905174154554056 increaseLambda: 0.077 0.000000 357: time = 1.607000 loss = 6.030077 testLoss 7.038667 'PTL__rev lambda = -0.7855 alpha = 0.004053 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Search: 0.077 0.000000 increaseLambda: 0.23 0.000000 44: time = 0.230000 loss = 6.120411 testLoss 6.883149 NTL_COND^2: lambda = -0.2755 min = 1.0000 max = 9.0000 alpha = -0.275516 lossBound = -0.001970 W1 = 0.138852 N1 = 0.121324 deltaLoss = -0.004419 increaseLambda: 0.077 0.000000 15: time = 0.077000 loss = 6.722046 testLoss 6.791148 'NTL_COND lambda = -0.5026 alpha = -0.236886 lossBound = -0.098320 W1 = 0.111776 N1 = 0.007353 deltaLoss = -0.025956 Updating 7 features NewtonStep: 1.613 0.004000 increaseLambda: 1.613 0.000000 Undoing contribution: was 0.18967073021589018 now 0.189670230842877 383: time = 1.613000 loss = 6.005983 testLoss 7.003803 'PTL__rev lambda = -0.6663 alpha = 0.003796 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.609 0.002000 Updating 8 features NewtonStep: 0.232 0.002000 Updating 5 features NewtonStep: 0.079 0.002000 increaseLambda: 1.609 0.000000 358: time = 1.609000 loss = 6.030076 testLoss 7.038622 increaseLambda: 0.232 0.000000 'PTL__rev lambda = -0.0959 alpha = -0.004179 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 0.079 0.000000 Undoing: newLoss 6.686584101219891, oldLoss 6.722045903289251, deltaLossBound -0.10480656696397078 Undoing: newLoss 6.118435079206226, oldLoss 6.120410788856782, deltaLossBound -0.0024605145385882604 increaseLambda: 0.233 0.001000 Search: 0.233 0.000000 Updating 6 features NewtonStep: 1.615 0.002000 increaseLambda: 0.08 0.001000 increaseLambda: 0.233 0.000000 45: time = 0.233000 loss = 6.119065 testLoss 6.886114 'SALINITY_COND__rev lambda = -0.0751 alpha = -0.075090 lossBound = -0.002461 W1 = 0.898328 N1 = 0.852941 deltaLoss = -0.001346 increaseLambda: 1.615 0.000000 Search: 0.08 0.000000 384: time = 1.615000 loss = 6.005983 testLoss 7.003762 'PTL__rev lambda = -0.0731 alpha = -0.003914 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.081 0.001000 16: time = 0.081000 loss = 6.678973 testLoss 6.745369 'PTL__rev lambda = -0.2291 alpha = -0.229123 lossBound = -0.104807 W1 = 0.318438 N1 = 0.122951 deltaLoss = -0.043073 Updating 2 features NewtonStep: 1.611 0.002000 increaseLambda: 1.611 0.000000 Undoing contribution: was 0.1905174154554056 now 0.19051685024539525 359: time = 1.611000 loss = 6.030076 testLoss 7.038669 'PTL__rev lambda = -0.7814 alpha = 0.004038 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 29 features Newton: returning 0.14249942965732929 Updating 4 features Updating 7 features NewtonStep: 0.235 0.002000 Updating 6 features NewtonStep: 1.617 0.002000 increaseLambda: 0.235 0.000000 Undoing: newLoss 6.1180407700632555, oldLoss 6.119065024431207, deltaLossBound -0.0013217729375407641 Loss was 6.030075668483884, now 6.030072456269219, delta -0.000003 parallelUpdate: 1.612 0.001000 increaseLambda: 0.236 0.001000 increaseLambda: 1.618 0.001000 Undoing contribution: was 0.189670230842877 now 0.18966973517938454 385: time = 1.618000 loss = 6.005982 testLoss 7.003806 'PTL__rev lambda = -0.6626 alpha = 0.003782 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Search: 0.236 0.000000 increaseLambda: 0.236 0.000000 46: time = 0.236000 loss = 6.118271 testLoss 6.896392 TURB_COND: lambda = -0.8409 min = 1.0000 max = 3.0000 alpha = -0.060746 lossBound = -0.001322 W1 = 0.093729 N1 = 0.073529 deltaLoss = -0.000794 Updating 3 features NewtonStep: 1.614 0.002000 Updating 5 features increaseLambda: 1.614 0.000000 Undoing contribution: was 9.935680773261197E-4 now 9.91386307492877E-4 361: time = 1.614000 loss = 6.030070 testLoss 7.039170 'COND__rev lambda = -1.2811 alpha = 0.007856 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 5 features NewtonStep: 1.62 0.002000 Updating 7 features NewtonStep: 0.238 0.002000 increaseLambda: 1.62 0.000000 386: time = 1.620000 loss = 6.005982 testLoss 7.003764 'PTL__rev lambda = -0.0770 alpha = -0.003900 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.238 0.000000 Undoing: newLoss 6.117563674976599, oldLoss 6.118271056745715, deltaLossBound -0.001224138637232878 increaseLambda: 0.239 0.001000 increaseLambda: 0.086 0.005000 17: time = 0.086000 loss = 6.662156 testLoss 6.726760 (URBAN=0.0) lambda = -0.0847 alpha = -0.084716 lossBound = -0.088570 W1 = 0.591833 N1 = 0.382353 deltaLoss = -0.016817 Search: 0.239 0.000000 increaseLambda: 0.239 0.000000 47: time = 0.239000 loss = 6.117598 testLoss 6.898734 'SALINITY_COND__rev lambda = -0.1276 alpha = -0.052508 lossBound = -0.001224 W1 = 0.894128 N1 = 0.852941 deltaLoss = -0.000673 Updating 6 features NewtonStep: 1.622 0.002000 increaseLambda: 1.622 0.000000 Undoing contribution: was 0.18966973517938454 now 0.1896692431982052 387: time = 1.622000 loss = 6.005981 testLoss 7.003808 'PTL__rev lambda = -0.6588 alpha = 0.003768 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 6 features NewtonStep: 0.241 0.002000 increaseLambda: 0.241 0.000000 48: time = 0.241000 loss = 6.115845 testLoss 6.905607 SALINITY_COND: lambda = 0.2483 min = 1.0000 max = 3.0000 alpha = 0.248338 lossBound = -0.001211 W1 = 0.077626 N1 = 0.088235 deltaLoss = -0.001753 Updating 6 features NewtonStep: 0.243 0.002000 Updating 4 features NewtonStep: 1.625 0.003000 increaseLambda: 0.244 0.001000 increaseLambda: 1.626 0.001000 49: time = 0.244000 loss = 6.109988 testLoss 6.907425 'DOC__rev lambda = 0.3826 388: time = 1.626000 loss = 6.005981 testLoss 7.003767 alpha = 0.382620 lossBound = -0.001203 W1 = 0.621108 N1 = 0.642831 deltaLoss = -0.005857 'PTL__rev lambda = -0.0809 alpha = -0.003885 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 5 features NewtonStep: 0.245 0.001000 Updating 3 features NewtonStep: 1.627 0.001000 Updating 5 features increaseLambda: 0.246 0.001000 Undoing: newLoss 6.12296310571653, oldLoss 6.109987594820634, deltaLossBound -0.0013222411900208975 increaseLambda: 1.628 0.001000 Undoing contribution: was 0.1896692431982052 now 0.1896687548725897 increaseLambda: 0.246 0.000000 389: time = 1.628000 loss = 6.005980 testLoss 7.003811 'PTL__rev lambda = -0.6550 alpha = 0.003754 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 36 features Search: 0.246 0.000000 increaseLambda: 0.246 0.000000 Newton: returning 0.3499732808118993 Updating 4 features 50: time = 0.246000 loss = 6.107016 testLoss 6.896068 'PTL__rev lambda = -0.2123 alpha = -0.212342 lossBound = -0.001322 W1 = 0.370760 N1 = 0.338531 deltaLoss = -0.002971 Loss was 6.0059802123715285, now 6.0059759947735145, delta -0.000004 parallelUpdate: 1.63 0.002000 Updating 6 features NewtonStep: 0.249 0.003000 increaseLambda: 0.096 0.010000 18: time = 0.096000 loss = 6.644944 testLoss 6.708128 (LAKE_ORIGIN=0.0) lambda = -0.3459 alpha = -0.115047 lossBound = -0.080855 W1 = 0.239507 N1 = 0.088235 deltaLoss = -0.017213 increaseLambda: 0.249 0.000000 Undoing contribution: was 0.19854824991982842 now 0.19505477101352828 51: time = 0.249000 loss = 6.103523 testLoss 6.896750 'PTL__rev lambda = -1.7631 alpha = 0.353592 lossBound = -0.001922 W1 = 0.147145 N1 = 0.122951 deltaLoss = -0.003493 Updating 3 features NewtonStep: 1.632 0.002000 increaseLambda: 1.632 0.000000 391: time = 1.632000 loss = 6.005975 testLoss 7.003392 'PTL__rev lambda = -0.4325 alpha = -0.004956 lossBound = -0.000001 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.628 0.014000 Updating 4 features NewtonStep: 0.251 0.002000 increaseLambda: 1.628 0.000000 Updating 6 features NewtonStep: 0.098 0.002000 362: time = 1.628000 loss = 6.030070 testLoss 7.039136 increaseLambda: 0.251 0.000000 'PTL__rev lambda = -0.1037 Undoing: newLoss 6.107908929783429, oldLoss 6.103522660208619, deltaLossBound -0.0016060508640214615 alpha = -0.003192 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.251 0.000000 increaseLambda: 0.098 0.000000 Undoing: newLoss 6.635331140188844, oldLoss 6.644943505609924, deltaLossBound -0.07731299527436453 Search: 0.252 0.001000 increaseLambda: 0.099 0.001000 Updating 3 features increaseLambda: 0.252 0.000000 52: time = 0.252000 loss = 6.099934 testLoss 6.914125 Search: 0.099 0.000000 'NTL__rev lambda = -0.7051 alpha = -0.705083 lossBound = -0.001606 W1 = 0.024674 N1 = 0.011802 deltaLoss = -0.003589 increaseLambda: 1.634 0.002000 Undoing contribution: was 0.018115693222920726 now 0.01811510383775161 392: time = 1.634000 loss = 6.005974 testLoss 7.003439 (URBAN=0.0) lambda = -0.1861 alpha = 0.002213 lossBound = -0.000001 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000001 increaseLambda: 0.099 0.000000 19: time = 0.099000 loss = 6.624990 testLoss 6.723466 'NTL_COND lambda = -0.7207 alpha = -0.218167 lossBound = -0.077313 W1 = 0.096112 N1 = 0.007353 deltaLoss = -0.019953 Updating 2 features NewtonStep: 1.63 0.002000 Updating 5 features NewtonStep: 0.254 0.002000 increaseLambda: 1.631 0.001000 Undoing: newLoss 6.044596629004619, oldLoss 6.03006994282157, deltaLossBound -3.541493585485769E-7 increaseLambda: 0.254 0.000000 53: time = 0.254000 loss = 6.097835 testLoss 6.959100 TURB_COND: lambda = -1.0992 min = 1.0000 max = 3.0000 alpha = -0.258270 lossBound = -0.001422 W1 = 0.083612 N1 = 0.073529 deltaLoss = -0.002098 Updating 2 features NewtonStep: 1.636 0.002000 increaseLambda: 1.631 0.000000 increaseLambda: 1.636 0.000000 Undoing contribution: was 0.004274493555155871 now 0.004273824520839923 Search: 1.631 0.000000 393: time = 1.636000 loss = 6.005973 testLoss 7.003574 'PTL__rev lambda = -0.3000 alpha = 0.003434 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.102 0.003000 increaseLambda: 1.632 0.001000 363: time = 1.632000 loss = 6.030069 testLoss 7.039148 'NTL__rev lambda = 0.0075 alpha = 0.007540 lossBound = -0.000000 W1 = 0.275162 N1 = 0.296367 deltaLoss = -0.000001 increaseLambda: 0.102 0.000000 Undoing: newLoss 6.5576140751070895, oldLoss 6.624990469684082, deltaLossBound -0.08155820284030152 increaseLambda: 0.102 0.000000 Search: 0.102 0.000000 Updating 3 features NewtonStep: 0.256 0.002000 increaseLambda: 0.103 0.001000 increaseLambda: 0.256 0.000000 20: time = 0.103000 loss = 6.533519 testLoss 6.623942 'PTL__rev lambda = -0.9110 alpha = -0.681886 lossBound = -0.081558 W1 = 0.240182 N1 = 0.122951 deltaLoss = -0.091471 Undoing: newLoss 6.13073358279206, oldLoss 6.09783546673376, deltaLossBound -0.0012023588472946283 Updating 2 features increaseLambda: 0.256 0.000000 NewtonStep: 1.638 0.002000 increaseLambda: 1.639 0.001000 Undoing contribution: was 0.0047005595885476845 now 0.004699143115128238 Search: 0.257 0.001000 394: time = 1.639000 loss = 6.005972 testLoss 7.003536 'NTL__rev lambda = 0.1801 alpha = -0.006469 lossBound = -0.000000 W1 = 0.345310 N1 = 0.367373 deltaLoss = -0.000001 increaseLambda: 0.257 0.000000 54: time = 0.257000 loss = 6.093354 testLoss 6.951945 'TURB__rev lambda = -0.4715 alpha = -0.471468 lossBound = -0.001202 W1 = 0.768470 N1 = 0.748154 deltaLoss = -0.004482 Updating 3 features NewtonStep: 1.635 0.003000 increaseLambda: 1.635 0.000000 364: time = 1.635000 loss = 6.030068 testLoss 7.039099 'PTL__rev lambda = -0.1084 alpha = -0.004635 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 2 features Updating 2 features NewtonStep: 1.641 0.002000 NewtonStep: 0.259 0.002000 increaseLambda: 0.259 0.000000 Undoing contribution: was 0.19505477101352828increaseLambda: 1.641 0.000000 now 0.19288066681552238 395: time = 1.641000 loss = 6.005971 testLoss 7.003545 'NTL__rev lambda = 0.0976 alpha = 0.005770 lossBound = -0.000000 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000001 55: time = 0.259000 loss = 6.091180 testLoss 6.952997 'PTL__rev lambda = -1.4899 alpha = 0.273176 lossBound = -0.001188 W1 = 0.146423 N1 = 0.122951 deltaLoss = -0.002174 Updating 6 features NewtonStep: 0.107 0.004000 increaseLambda: 0.107 0.000000 Undoing: newLoss 6.4786460012199445, oldLoss 6.533519416108319, deltaLossBound -0.09218013076048523 Updating 3 features NewtonStep: 1.638 0.003000 increaseLambda: 0.108 0.001000 Updating 3 features NewtonStep: 0.261 0.002000 Updating 3 features NewtonStep: 1.643 0.002000 increaseLambda: 1.638 0.000000 Search: 0.108 0.000000 Undoing contribution: was 0.19051685024539525 now 0.19051630097845132 365: time = 1.638000 loss = 6.030068 testLoss 7.039145 'PTL__rev lambda = -0.7728 increaseLambda: 0.261 0.000000 alpha = 0.003981 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Undoing: newLoss 6.090178959809735, oldLoss 6.0911797839952655, deltaLossBound -0.0010010261531746695 increaseLambda: 1.643 0.000000 increaseLambda: 0.108 0.000000 396: time = 1.643000 loss = 6.005970 testLoss 7.004366 TURB_COND: lambda = -2.2156 min = 1.0000 max = 3.0000 alpha = -0.004506 lossBound = -0.000000 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000000 increaseLambda: 0.261 0.000000 Search: 0.262 0.001000 increaseLambda: 0.262 0.000000 Undoing contribution: was 0.01261721607958144 now 0.011616189926406228 56: time = 0.262000 loss = 6.090179 testLoss 6.931078 'NTL_COND__rev lambda = 0.0514 alpha = -0.093390 lossBound = -0.001001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.001001 21: time = 0.108000 loss = 6.479378 testLoss 6.655030 'TURB_COND__rev lambda = 0.3601 alpha = 0.360132 lossBound = -0.092180 W1 = 0.740496 N1 = 0.882353 deltaLoss = -0.054142 Updating 3 features NewtonStep: 1.645 0.002000 increaseLambda: 1.645 0.000000 Updating 3 features Updating 3 features 397: time = 1.646000 loss = 6.005970 testLoss 7.004318 'PTL__rev lambda = -0.0936 NewtonStep: 0.264 0.002000 NewtonStep: 1.641 0.003000 alpha = -0.004487 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 6 features increaseLambda: 0.264 0.000000 Undoing: newLoss 6.089325782802267, oldLoss 6.09017875784209, deltaLossBound -8.530665691669987E-4 increaseLambda: 1.641 0.000000 366: time = 1.641000 loss = 6.030067 testLoss 7.039101 'PTL__rev lambda = -0.1125 alpha = -0.004106 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 0.111 0.003000 22: time = 0.111000 loss = 6.444332 testLoss 6.614952 (URBAN=1.0) lambda = 0.3353 alpha = 0.237968 lossBound = -0.062896 W1 = 0.478753 N1 = 0.617647 deltaLoss = -0.035045 increaseLambda: 0.264 0.000000 Search: 0.264 0.000000 increaseLambda: 0.265 0.001000 57: time = 0.265000 loss = 6.089326 testLoss 6.951894 'PTL_COND__rev lambda = 0.1545 alpha = 0.085515 lossBound = -0.000853 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000853 Updating 3 features NewtonStep: 1.647 0.001000 Updating 7 features NewtonStep: 0.113 0.002000 increaseLambda: 1.648 0.001000 Undoing contribution: was 0.1896687548725897 now 0.18966826025225744 398: time = 1.648000 loss = 6.005969 testLoss 7.004362 'PTL__rev lambda = -0.6417 alpha = 0.003778 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 increaseLambda: 0.113 0.000000 Undoing: newLoss 6.422885319365949, oldLoss 6.444332375690884, deltaLossBound -0.0571253068058324 Updating 3 features NewtonStep: 0.266 0.001000 increaseLambda: 0.113 0.000000 increaseLambda: 0.267 0.001000 Undoing: newLoss 6.102611477866704, oldLoss 6.089325691272923, deltaLossBound -8.397162884761422E-4 Search: 0.114 0.001000 increaseLambda: 0.267 0.000000 Search: 0.267 0.000000 increaseLambda: 0.114 0.000000 23: time = 0.114000 loss = 6.406858 testLoss 6.683197 Updating 3 features 'NTL_COND lambda = -1.3743 Updating 3 features alpha = -0.653539 lossBound = -0.057125 W1 = 0.052272 N1 = 0.007353 deltaLoss = -0.037475 NewtonStep: 1.645 0.004000 NewtonStep: 1.65 0.002000 increaseLambda: 0.268 0.001000 58: time = 0.268000 loss = 6.087529 testLoss 6.943305 'PTL__rev lambda = -0.1698 alpha = -0.169758 lossBound = -0.000840 W1 = 0.364881 N1 = 0.334334 deltaLoss = -0.001797 increaseLambda: 1.645 0.000000 Undoing contribution: was 0.19051630097845132 now 0.1905157554977143 increaseLambda: 1.65 0.000000 Undoing contribution: was 0.004699143115128238 now 0.0046980576671300876 367: time = 1.645000 loss = 6.030067 testLoss 7.039148 'PTL__rev lambda = -0.7688 399: time = 1.650000 loss = 6.005968 testLoss 7.004330 alpha = 0.003968 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 'NTL__rev lambda = 0.1745 alpha = -0.005662 lossBound = -0.000000 W1 = 0.345310 N1 = 0.367373 deltaLoss = -0.000001 Updating 8 features Updating 3 features NewtonStep: 0.269 0.001000 increaseLambda: 0.116 0.002000 24: time = 0.116000 loss = 6.378444 testLoss 6.651018 (LAKE_ORIGIN=1.0) lambda = 0.8954 alpha = 0.305010 lossBound = -0.048209 W1 = 0.829316 N1 = 0.911765 deltaLoss = -0.028414 increaseLambda: 0.27 0.001000 59: time = 0.270000 loss = 6.086543 testLoss 6.975338 TURB_COND: lambda = -1.2804 min = 1.0000 max = 3.0000 alpha = -0.181157 lossBound = -0.000677 W1 = 0.083021 N1 = 0.073529 deltaLoss = -0.000986 Updating 22 features Updating 2 features NewtonStep: 1.647 0.002000 Updating 4 features NewtonStep: 1.652 0.002000 Newton: returning 0.1662136303499033 Updating 7 features increaseLambda: 1.647 0.000000 Undoing contribution: was 8.445006324860892E-4 now 8.43488518684432E-4 increaseLambda: 1.652 0.000000 368: time = 1.647000 loss = 6.030066 testLoss 7.039118 'NTL__rev lambda = 0.1297 alpha = -0.005467 lossBound = -0.000000 W1 = 0.340128 N1 = 0.362145 deltaLoss = -0.000001 400: time = 1.652000 loss = 6.005967 testLoss 7.004338 'NTL__rev lambda = 0.1031 alpha = 0.005585 lossBound = -0.000000 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000001 Loss was 6.086543272708237, now 6.0833748976115745, delta -0.003168 parallelUpdate: 0.271 0.001000 Updating 8 features Updating 5 features Updating 3 features NewtonStep: 0.272 0.001000 increaseLambda: 1.654 0.002000 Undoing contribution: was 0.09321048355956307 now 0.09321008009372722 401: time = 1.654000 loss = 6.005967 testLoss 7.004375 (LAKE_ORIGIN=0.0) lambda = -0.3291 alpha = 0.002988 lossBound = -0.000000 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000000 increaseLambda: 0.273 0.001000 Undoing: newLoss 6.080437215730479, oldLoss 6.0833748976115745, deltaLossBound -0.0029620423304019044 NewtonStep: 0.12 0.004000 increaseLambda: 0.273 0.000000 increaseLambda: 0.12 0.000000 Undoing: newLoss 6.347162214246821, oldLoss 6.378443513797845, deltaLossBound -0.03684505988185305 Search: 0.273 0.000000 increaseLambda: 0.274 0.001000 Undoing contribution: was 0.06139255718074984 now 0.0584305148503483 61: time = 0.274000 loss = 6.080413 testLoss 7.008285 'TURB_COND__rev lambda = 0.3582 alpha = -0.224047 lossBound = -0.002962 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.002962 increaseLambda: 0.121 0.001000 Updating 2 features NewtonStep: 1.651 0.004000 Search: 0.121 0.000000 increaseLambda: 1.651 0.000000 Undoing contribution: was 0.02802126777099535 now 0.028020808975265942 369: time = 1.651000 loss = 6.030065 testLoss 7.039121 'TURB__rev lambda = -0.1375 alpha = 0.003439 lossBound = -0.000000 W1 = 0.187528 N1 = 0.164242 deltaLoss = -0.000000 Updating 4 features increaseLambda: 0.121 0.000000 NewtonStep: 1.657 0.003000 25: time = 0.121000 loss = 6.337475 testLoss 6.604457 'PTL__rev lambda = -1.3845 alpha = -0.473485 lossBound = -0.036845 W1 = 0.207948 N1 = 0.122951 deltaLoss = -0.040969 increaseLambda: 1.657 0.000000 402: time = 1.657000 loss = 6.005966 testLoss 7.004326 'PTL__rev lambda = -0.0982 alpha = -0.004528 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.275 0.001000 increaseLambda: 0.276 0.001000 Undoing contribution: was 0.19323462644826742 now 0.1908308052928667 62: time = 0.276000 loss = 6.078009 testLoss 7.009275 'PTL__rev lambda = -1.2200 alpha = 0.287363 lossBound = -0.001325 W1 = 0.146548 N1 = 0.122951 deltaLoss = -0.002404 Updating 9 features NewtonStep: 0.123 0.002000 increaseLambda: 0.123 0.000000 Undoing: newLoss 6.309904722953464, oldLoss 6.337474821950149, deltaLossBound -0.03775113332102834 increaseLambda: 0.124 0.001000 Updating 5 features NewtonStep: 1.659 0.002000 Search: 0.124 0.000000 increaseLambda: 1.659 0.000000 Undoing contribution: was 0.18966826025225744 now 0.1896677671282669 increaseLambda: 0.124 0.000000 403: time = 1.659000 loss = 6.005966 testLoss 7.004371 'PTL__rev lambda = -0.6380 Updating 3 features alpha = 0.003773 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 26: time = 0.124000 loss = 6.313646 testLoss 6.634260 TURB_COND: lambda = -0.2943 min = 1.0000 max = 3.0000 alpha = -0.294254 lossBound = -0.037751 W1 = 0.149179 N1 = 0.073529 deltaLoss = -0.023829 NewtonStep: 0.277 0.001000 increaseLambda: 0.278 0.001000 Updating 3 features NewtonStep: 1.655 0.004000 63: time = 0.278000 loss = 6.076615 testLoss 6.988353 'CHLA__rev lambda = -0.4487 alpha = -0.162162 lossBound = -0.000916 W1 = 0.179922 N1 = 0.153039 deltaLoss = -0.001394 increaseLambda: 1.655 0.000000 370: time = 1.655000 loss = 6.030065 testLoss 7.039084 'PTL__rev lambda = -0.1160 alpha = -0.003505 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.661 0.002000 Updating 5 features NewtonStep: 0.279 0.001000 increaseLambda: 1.661 0.000000 Updating 8 features NewtonStep: 0.126 0.002000 404: time = 1.661000 loss = 6.005965 testLoss 7.004329 'PTL__rev lambda = -0.1020 alpha = -0.003891 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.28 0.001000 Undoing: newLoss 6.094997621950484, oldLoss 6.076614755229141, deltaLossBound -4.18966539256877E-4 increaseLambda: 0.127 0.001000 Undoing: newLoss 6.335510130761723, oldLoss 6.313645606947027, deltaLossBound -0.029459038445327962 increaseLambda: 0.28 0.000000 Updating 2 features NewtonStep: 1.657 0.002000 increaseLambda: 0.127 0.000000 Search: 0.28 0.000000 increaseLambda: 1.657 0.000000 Undoing contribution: was 0.1905157554977143 now 0.19051520532979863 Search: 0.127 0.000000 371: time = 1.657000 loss = 6.030064 testLoss 7.039130 'PTL__rev lambda = -0.7648 alpha = 0.003985 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 0.28 0.000000 64: time = 0.280000 loss = 6.075549 testLoss 7.003492 'ANC__rev lambda = -0.2316 alpha = -0.231605 lossBound = -0.000419 W1 = 0.496862 N1 = 0.473488 deltaLoss = -0.001066 increaseLambda: 0.128 0.001000 27: time = 0.128000 loss = 6.299176 testLoss 6.639898 'CHLA__rev lambda = 0.5244 alpha = 0.524400 lossBound = -0.029459 W1 = 0.013777 N1 = 0.058824 deltaLoss = -0.014469 Updating 5 features NewtonStep: 1.663 0.002000 increaseLambda: 1.664 0.001000 Undoing contribution: was 0.1896677671282669 now 0.1896672773678347 405: time = 1.664000 loss = 6.005965 testLoss 7.004373 'PTL__rev lambda = -0.6342 alpha = 0.003760 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 4 features Updating 3 features Updating 6 features NewtonStep: 1.659 0.002000 increaseLambda: 0.282 0.002000 65: time = 0.282000 loss = 6.074807 testLoss 7.001093 (URBAN=0.0) lambda = -0.1630 alpha = -0.078331 lossBound = -0.000742 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000742 increaseLambda: 0.129 0.001000 increaseLambda: 1.659 0.000000 28: time = 0.129000 loss = 6.287136 testLoss 6.624902 (URBAN=1.0) lambda = 0.4750 alpha = 0.139776 lossBound = -0.021586 W1 = 0.527807 N1 = 0.617647 deltaLoss = -0.012040 372: time = 1.659000 loss = 6.030064 testLoss 7.039086 'PTL__rev lambda = -0.1201 alpha = -0.004107 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.665 0.001000 increaseLambda: 1.666 0.001000 406: time = 1.666000 loss = 6.005964 testLoss 7.004331 'PTL__rev lambda = -0.1059 alpha = -0.003876 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 6 features NewtonStep: 0.284 0.002000 Updating 5 features NewtonStep: 0.131 0.002000 increaseLambda: 0.284 0.000000 Undoing: newLoss 6.086960832937223, oldLoss 6.074806988317157, deltaLossBound -6.70648479677191E-4 increaseLambda: 0.285 0.001000 increaseLambda: 0.132 0.001000 Search: 0.285 0.000000 increaseLambda: 0.286 0.001000 29: time = 0.132000 loss = 6.260802 testLoss 6.598169 66: time = 0.286000 loss = 6.072790 testLoss 7.000755 'TURB__rev lambda = -0.4103 'NTL__rev lambda = 0.3098 alpha = -0.410344 lossBound = -0.019867 W1 = 0.231223 N1 = 0.164242 deltaLoss = -0.026334 alpha = 0.309846 lossBound = -0.000671 W1 = 0.347428 N1 = 0.365210 deltaLoss = -0.002017 Updating 6 features Newton: returning 0.5288208478553043 Updating 6 features Updating 4 features NewtonStep: 1.668 0.002000 Loss was 6.260801991724416, now 6.206262762045602, delta -0.054539 parallelUpdate: 0.133 0.001000 increaseLambda: 1.668 0.000000 Undoing contribution: was 0.1896672773678347 now 0.18966679124704752 407: time = 1.668000 loss = 6.005964 testLoss 7.004375 'PTL__rev lambda = -0.6305 alpha = 0.003746 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 4 features Reducing newton stepsize from -0.15205549234420718 to -0.059909595497978 NewtonStep: 0.287 0.001000 increaseLambda: 0.288 0.001000 Undoing contribution: was 0.011852928688796926 now 0.010236744521891805 67: time = 0.288000 loss = 6.071174 testLoss 6.985720 'NTL_COND__rev lambda = 0.0000 alpha = -0.059910 lossBound = -0.001616 W1 = 0.656012 N1 = 0.676471 deltaLoss = -0.001616 Updating 7 features NewtonStep: 0.135 0.002000 Updating 3 features NewtonStep: 1.665 0.006000 Updating 3 features NewtonStep: 1.67 0.002000 increaseLambda: 0.135 0.000000 Undoing: newLoss 6.187721189060896, oldLoss 6.206262762045602, deltaLossBound -0.022548792765345653 increaseLambda: 1.666 0.001000 Undoing contribution: was 0.19051520532979863 now 0.19051465951022953 increaseLambda: 1.671 0.001000 373: time = 1.666000 loss = 6.030063 testLoss 7.039133 'PTL__rev lambda = -0.7608 alpha = 0.003969 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 0.136 0.001000 408: time = 1.671000 loss = 6.005963 testLoss 7.004334 'PTL__rev lambda = -0.1098 alpha = -0.003862 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Search: 0.136 0.000000 increaseLambda: 0.136 0.000000 Updating 4 features NewtonStep: 0.289 0.001000 31: time = 0.136000 loss = 6.193646 testLoss 6.756207 'NTL_COND__rev lambda = 0.1448 alpha = 0.144761 lossBound = -0.022549 W1 = 0.566467 N1 = 0.676471 deltaLoss = -0.012617 increaseLambda: 0.29 0.001000 68: time = 0.290000 loss = 6.069436 testLoss 6.991001 CHLA_COND: lambda = 0.8758 min = 1.0000 max = 9.0000 alpha = 0.303265 lossBound = -0.000891 W1 = 0.105489 N1 = 0.113971 deltaLoss = -0.001738 Updating 3 features NewtonStep: 1.667 0.001000 Updating 3 features NewtonStep: 1.673 0.002000 increaseLambda: 1.668 0.001000 increaseLambda: 1.673 0.000000 Undoing contribution: was 0.18966679124704752 now 0.18966630873945098 374: time = 1.668000 loss = 6.030063 testLoss 7.039089 'PTL__rev lambda = -0.1242 alpha = -0.004092 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 409: time = 1.673000 loss = 6.005963 testLoss 7.004378 'PTL__rev lambda = -0.6267 alpha = 0.003732 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 5 features NewtonStep: 0.291 0.001000 increaseLambda: 0.292 0.001000 Undoing: newLoss 6.067450081888487, oldLoss 6.069436378230537, deltaLossBound -0.002017569501215912 increaseLambda: 0.292 0.000000 Search: 0.292 0.000000 increaseLambda: 0.292 0.000000 Undoing contribution: was 0.01640704156831252 now 0.014389472067096176 69: time = 0.292000 loss = 6.067419 testLoss 6.976909 'CHLA__rev lambda = 0.5329 alpha = -0.314892 lossBound = -0.002018 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.002018 Updating 2 features NewtonStep: 1.675 0.002000 increaseLambda: 1.675 0.000000 Updating 3 features NewtonStep: 1.67 0.002000 410: time = 1.675000 loss = 6.005962 testLoss 7.004250 'PTL__rev lambda = -0.4356 alpha = -0.003145 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Updating 8 features NewtonStep: 0.14 0.004000 increaseLambda: 1.671 0.001000 Undoing contribution: was 0.19051465951022953 now 0.19051411772370988 375: time = 1.671000 loss = 6.030062 testLoss 7.039135 'PTL__rev lambda = -0.7569 alpha = 0.003954 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 0.141 0.001000 Undoing: newLoss 6.1922603111903225, oldLoss 6.193645545966021, deltaLossBound -0.0027527250894620104 Updating 6 features increaseLambda: 0.141 0.000000 NewtonStep: 0.294 0.002000 increaseLambda: 0.295 0.001000 70: time = 0.295000 loss = 6.065958 testLoss 6.981923 CHLA_COND: lambda = 1.1555 min = 1.0000 max = 9.0000 alpha = 0.279741 lossBound = -0.000724 W1 = 0.105226 N1 = 0.113971 deltaLoss = -0.001461 Updating 2 features NewtonStep: 1.677 0.002000 increaseLambda: 1.678 0.001000 Undoing contribution: was 0.004273824520839923 now 0.004273199269623788 411: time = 1.678000 loss = 6.005961 testLoss 7.004380 'PTL__rev lambda = -0.2967 alpha = 0.003320 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.296 0.001000 Updating 2 features increaseLambda: 0.297 0.001000 Undoing: newLoss 6.064582396455839, oldLoss 6.065957521779941, deltaLossBound -0.0013909884900792473 NewtonStep: 1.674 0.003000 Search: 0.144 0.003000 increaseLambda: 0.297 0.000000 increaseLambda: 1.674 0.000000 376: time = 1.674000 loss = 6.030061 testLoss 7.039091 increaseLambda: 0.144 0.000000 'PTL__rev lambda = -0.1283 alpha = -0.004077 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Search: 0.297 0.000000 32: time = 0.144000 loss = 6.191860 testLoss 6.753856 ANC_COND^2: lambda = -0.5658 min = 1.0000 max = 4.0000 alpha = -0.565823 lossBound = -0.002753 W1 = 0.003094 N1 = 0.000000 deltaLoss = -0.001786 Updating 1 features NewtonStep: 1.68 0.002000 increaseLambda: 0.298 0.001000 Undoing contribution: was 0.014389472067096176 now 0.012998483577016384 71: time = 0.298000 loss = 6.064567 testLoss 6.970424 'CHLA__rev lambda = 0.2693 alpha = -0.263600 lossBound = -0.001391 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.001391 increaseLambda: 1.68 0.000000 412: time = 1.680000 loss = 6.005961 testLoss 7.004245 'PTL__rev lambda = -0.4390 alpha = -0.003330 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Updating 8 features NewtonStep: 0.146 0.002000 Updating 3 features NewtonStep: 1.676 0.002000 increaseLambda: 0.146 0.000000 33: time = 0.146000 loss = 6.176028 testLoss 6.811273 Updating 6 features NewtonStep: 0.299 0.001000 increaseLambda: 1.676 0.000000 Undoing contribution: was 0.19051411772370988 now 0.19051357994113585 377: time = 1.676000 loss = 6.030061 testLoss 7.039137 'PTL__rev lambda = -0.7530 alpha = 0.003940 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 0.299 0.000000 72: time = 0.299000 loss = 6.063201 testLoss 7.008272 TURB_COND: lambda = -1.6594 min = 1.0000 max = 3.0000 alpha = -0.215146 lossBound = -0.000901 W1 = 0.083203 N1 = 0.073529 deltaLoss = -0.001365 Updating 2 features NewtonStep: 1.682 0.002000 NTL_COND: lambda = -0.3474 min = 1.0000 max = 3.0000 alpha = -0.347357 lossBound = -0.010257 W1 = 0.204635 N1 = 0.161765 deltaLoss = -0.015832 increaseLambda: 1.682 0.000000 Undoing contribution: was 0.004273199269623788 now 0.004272574681087341 413: time = 1.682000 loss = 6.005960 testLoss 7.004375 'PTL__rev lambda = -0.2933 alpha = 0.003318 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.301 0.002000 increaseLambda: 0.301 0.000000 73: time = 0.301000 loss = 6.062145 testLoss 7.012643 CHLA_COND: lambda = 1.3900 min = 1.0000 max = 9.0000 alpha = 0.234464 lossBound = -0.000519 W1 = 0.104869 N1 = 0.113971 deltaLoss = -0.001056 Updating 10 features NewtonStep: 0.149 0.003000 Updating 1 features NewtonStep: 1.684 0.002000 increaseLambda: 0.149 0.000000 34: time = 0.149000 loss = 6.168114 testLoss 6.814721 CHLA_COND: lambda = 0.4909 min = 1.0000 max = 9.0000 alpha = 0.490938 lossBound = -0.003739 W1 = 0.097215 N1 = 0.113971 deltaLoss = -0.007914 increaseLambda: 1.684 0.000000 414: time = 1.684000 loss = 6.005960 testLoss 7.004239 'PTL__rev lambda = -0.4423 alpha = -0.003328 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.303 0.002000 increaseLambda: 0.303 0.000000 Undoing: newLoss 6.061015476749645, oldLoss 6.062145392624464, deltaLossBound -0.0011409191254485333 increaseLambda: 0.304 0.001000 Search: 0.304 0.000000 increaseLambda: 0.305 0.001000 Undoing contribution: was 0.012998483577016384 now 0.011857564451565605 Updating 2 features 74: time = 0.305000 loss = 6.061004 testLoss 7.002313 'CHLA__rev lambda = 0.0297 alpha = -0.239638 lossBound = -0.001141 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.001141 NewtonStep: 1.687 0.003000 increaseLambda: 1.687 0.000000 Undoing contribution: was 0.004272574681087341 now 0.004271950733985356 415: time = 1.687000 loss = 6.005959 testLoss 7.004370 'PTL__rev lambda = -0.2900 alpha = 0.003316 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 9 features NewtonStep: 0.153 0.004000 increaseLambda: 0.153 0.000000 Undoing: newLoss 6.162578116050262, oldLoss 6.168114238946231, deltaLossBound -0.007777995701069188 Updating 3 features NewtonStep: 1.683 0.007000 Updating 5 features NewtonStep: 0.306 0.001000 increaseLambda: 0.154 0.001000 increaseLambda: 0.307 0.001000 Search: 0.154 0.000000 75: time = 0.307000 loss = 6.060163 testLoss 7.006330 increaseLambda: 1.684 0.001000 CHLA_COND: lambda = 1.5999 min = 1.0000 max = 9.0000 alpha = 0.209934 lossBound = -0.000403 W1 = 0.104684 N1 = 0.113971 deltaLoss = -0.000842 378: time = 1.684000 loss = 6.030060 testLoss 7.039094 'PTL__rev lambda = -0.1323 alpha = -0.004062 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 0.154 0.000000 Updating 1 features 35: time = 0.154000 loss = 6.163359 testLoss 6.835915 TURB_COND: lambda = -0.5922 min = 1.0000 max = 3.0000 alpha = -0.142373 lossBound = -0.007778 W1 = 0.110781 N1 = 0.073529 deltaLoss = -0.004755 NewtonStep: 1.689 0.002000 increaseLambda: 1.689 0.000000 416: time = 1.689000 loss = 6.005958 testLoss 7.004234 'PTL__rev lambda = -0.4456 alpha = -0.003327 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.308 0.001000 increaseLambda: 0.309 0.001000 Updating 3 features Updating 9 features NewtonStep: 1.686 0.002000 76: time = 0.309000 loss = 6.058499 testLoss 7.062082 NTL_COND^2: lambda = -0.6052 min = 1.0000 max = 9.0000 alpha = -0.283851 lossBound = -0.000557 W1 = 0.129011 N1 = 0.121324 deltaLoss = -0.001664 increaseLambda: 1.686 0.000000 Undoing contribution: was 0.19051357994113585 now 0.19051304613360434 Updating 2 features NewtonStep: 1.691 0.002000 increaseLambda: 1.692 0.001000 Undoing contribution: was 0.004271950733985356 now 0.004271327427687225 379: time = 1.686000 loss = 6.030060 testLoss 7.039140 'PTL__rev lambda = -0.7490 417: time = 1.692000 loss = 6.005958 testLoss 7.004365 alpha = 0.003925 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 'PTL__rev lambda = -0.2867 alpha = 0.003315 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.31 0.001000 increaseLambda: 0.311 0.001000 Undoing: newLoss 6.0572706282663455, oldLoss 6.058499057468566, deltaLossBound -0.0013413163581939619 increaseLambda: 0.311 0.000000 Search: 0.311 0.000000 increaseLambda: 0.311 0.000000 Undoing contribution: was 0.13749887964605892 now 0.1361575632878659 increaseLambda: 0.158 0.004000 77: time = 0.311000 loss = 6.057158 testLoss 6.985918 36: time = 0.158000 loss = 6.160355 testLoss 6.831565 'NTL_COND lambda = -1.7593 (LAKE_ORIGIN=0.0) lambda = -0.4550 alpha = 0.462538 lossBound = -0.001341 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.001341 alpha = -0.109092 lossBound = -0.005286 W1 = 0.122107 N1 = 0.088235 deltaLoss = -0.003004 Updating 1 features Updating 4 features NewtonStep: 1.694 0.002000 NewtonStep: 1.689 0.003000 increaseLambda: 1.694 0.000000 increaseLambda: 1.689 0.000000 418: time = 1.694000 loss = 6.005957 testLoss 7.004229 'PTL__rev lambda = -0.4489 alpha = -0.003325 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 380: time = 1.689000 loss = 6.030059 testLoss 7.039097 'PTL__rev lambda = -0.1364 alpha = -0.004047 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.313 0.002000 increaseLambda: 0.313 0.000000 78: time = 0.313000 loss = 6.056427 testLoss 6.970947 'CHLA__rev lambda = -0.5670 alpha = -0.118256 lossBound = -0.000485 W1 = 0.179654 N1 = 0.153039 deltaLoss = -0.000731 Updating 2 features NewtonStep: 1.696 0.002000 Updating 8 features NewtonStep: 0.161 0.003000 increaseLambda: 1.696 0.000000 Undoing contribution: was 0.004271327427687225 now 0.004270704761560566 419: time = 1.696000 loss = 6.005956 testLoss 7.004360 'PTL__rev lambda = -0.2834 alpha = 0.003313 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 increaseLambda: 0.161 0.000000 Undoing: newLoss 6.1554036246403525, oldLoss 6.1603547346834855, deltaLossBound -0.005038148793711094 Updating 36 features Updating 4 features NewtonStep: 1.691 0.002000 increaseLambda: 0.162 0.001000 Search: 0.162 0.000000 Newton: returning 2.619704895574206 increaseLambda: 1.692 0.001000 Updating 3 features Updating 6 features NewtonStep: 0.315 0.002000 increaseLambda: 0.162 0.000000 37: time = 0.162000 loss = 6.157544 testLoss 6.846223 'PTL_COND__rev lambda = 0.0689 alpha = 0.068940 lossBound = -0.005038 W1 = 0.603266 N1 = 0.676471 deltaLoss = -0.002811 increaseLambda: 0.315 0.000000 Undoing contribution: was 0.029860691239416648 now 0.02917955634715913 79: time = 0.315000 loss = 6.055746 testLoss 6.970399 'TURB__rev lambda = -0.5265 alpha = 0.136935 lossBound = -0.000345 W1 = 0.187779 N1 = 0.164242 deltaLoss = -0.000681 Loss was 6.005956488714213, now 6.00592994263678, delta -0.000027 parallelUpdate: 1.698 0.002000 Undoing contribution: was 0.19051304613360434 now 0.1905125162724112 381: time = 1.693000 loss = 6.030059 testLoss 7.039142 'PTL__rev lambda = -0.7451 alpha = 0.003911 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 7 features NewtonStep: 0.317 0.002000 increaseLambda: 0.317 0.000000 Undoing: newLoss 6.055242342463172, oldLoss 6.055745602784815, deltaLossBound -5.038428780370398E-4 Updating 9 features NewtonStep: 0.164 0.002000 Updating 3 features NewtonStep: 1.7 0.002000 increaseLambda: 0.318 0.001000 increaseLambda: 1.7 0.000000 Undoing contribution: was 0.006298292253698124 now 0.0062771025500503955 Search: 0.318 0.000000 increaseLambda: 0.165 0.001000 421: time = 1.700000 loss = 6.005909 testLoss 7.004892 'DOC__rev lambda = 0.4550 alpha = -0.034961 lossBound = -0.000003 W1 = 0.628120 N1 = 0.642831 deltaLoss = -0.000021 38: time = 0.165000 loss = 6.145189 testLoss 6.864108 'COND__rev lambda = -0.4406 alpha = -0.440580 lossBound = -0.004742 W1 = 0.634246 N1 = 0.596381 deltaLoss = -0.012355 increaseLambda: 0.318 0.000000 Undoing contribution: was 0.0584305148503483 now 0.05792667197231235 80: time = 0.318000 loss = 6.055242 testLoss 6.948370 'TURB_COND__rev lambda = 0.2672 alpha = -0.090953 lossBound = -0.000504 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000504 Updating 4 features NewtonStep: 1.696 0.003000 increaseLambda: 1.696 0.000000 382: time = 1.696000 loss = 6.030058 testLoss 7.039099 'PTL__rev lambda = -0.1404 alpha = -0.004032 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 9 features Updating 3 features NewtonStep: 1.702 0.002000 increaseLambda: 0.167 0.002000 39: time = 0.167000 loss = 6.142070 testLoss 6.859477 (URBAN=0.0) lambda = -0.1562 alpha = -0.071467 lossBound = -0.005599 W1 = 0.438325 N1 = 0.382353 deltaLoss = -0.003119 Updating 7 features NewtonStep: 0.32 0.002000 increaseLambda: 1.702 0.000000 Undoing contribution: was 0.18966630873945098 now 0.18966432673716868 422: time = 1.702000 loss = 6.005907 testLoss 7.004979 'PTL__rev lambda = -0.5450 alpha = 0.007573 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 increaseLambda: 0.32 0.000000 Undoing: newLoss 6.069408379181868, oldLoss 6.055241759906779, deltaLossBound -3.795389776594762E-4 increaseLambda: 0.321 0.001000 Search: 0.321 0.000000 increaseLambda: 0.321 0.000000 81: time = 0.321000 loss = 6.054441 testLoss 6.942929 'PTL__rev lambda = -0.1145 alpha = -0.114526 lossBound = -0.000380 W1 = 0.360290 N1 = 0.330426 deltaLoss = -0.000801 Updating 4 features NewtonStep: 1.699 0.003000 Updating 9 features NewtonStep: 0.169 0.002000 Updating 4 features NewtonStep: 1.704 0.002000 increaseLambda: 1.699 0.000000 Undoing contribution: was 0.1905125162724112 now 0.19051199032905566 383: time = 1.699000 loss = 6.030058 testLoss 7.039145 'PTL__rev lambda = -0.7412 increaseLambda: 0.169 0.000000 Undoing: newLoss 6.13876644828767, oldLoss 6.1420695573316895, deltaLossBound -0.0044798031933731865 alpha = 0.003896 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 1.704 0.000000 Undoing: newLoss 6.005906319896208, oldLoss 6.00590677093085, deltaLossBound -4.5104118871139705E-7 increaseLambda: 0.17 0.001000 increaseLambda: 1.705 0.001000 Search: 0.17 0.000000 Search: 1.705 0.000000 Updating 6 features NewtonStep: 0.323 0.002000 increaseLambda: 0.17 0.000000 increaseLambda: 1.705 0.000000 increaseLambda: 0.323 0.000000 423: time = 1.705000 loss = 6.005906 testLoss 7.006254 82: time = 0.323000 loss = 6.053293 testLoss 6.988319 'NTL_COND lambda = -1.3745 NTL_COND^2: lambda = -0.8352 min = 1.0000 max = 9.0000 alpha = -0.007880 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 alpha = -0.230075 lossBound = -0.000408 W1 = 0.128932 N1 = 0.121324 deltaLoss = -0.001148 Updating 4 features NewtonStep: 1.701 0.002000 increaseLambda: 1.701 0.000000 384: time = 1.701000 loss = 6.030057 testLoss 7.039102 'PTL__rev lambda = -0.1444 alpha = -0.004017 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 9 features NewtonStep: 0.325 0.002000 Updating 4 features NewtonStep: 1.707 0.002000 increaseLambda: 0.325 0.000000 83: time = 0.325000 loss = 6.052909 testLoss 6.985408 ANC^2: lambda = -2.0152 min = 0.2500 max = 8,396,588,362.4100 alpha = -2.015174 lossBound = -0.000308 W1 = 0.001239 N1 = 0.000695 deltaLoss = -0.000384 increaseLambda: 1.708 0.001000 Undoing contribution: was 0.009850646495563796 now 0.009849975277830846 424: time = 1.708000 loss = 6.005906 testLoss 7.006176 'ANC__rev lambda = -0.3923 alpha = 0.008229 lossBound = -0.000000 W1 = 0.043050 N1 = 0.028343 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.704 0.003000 Updating 9 features NewtonStep: 0.327 0.002000 increaseLambda: 1.704 0.000000 Undoing contribution: was 0.19051199032905566 now 0.19051146827523238 increaseLambda: 0.327 0.000000 Undoing: newLoss 6.052678868539264, oldLoss 6.052909166190221, deltaLossBound -2.4386076865556036E-4 385: time = 1.704000 loss = 6.030057 testLoss 7.039147 'PTL__rev lambda = -0.7373 alpha = 0.003882 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.71 0.002000 increaseLambda: 0.328 0.001000 Search: 0.328 0.000000 increaseLambda: 1.71 0.000000 425: time = 1.710000 loss = 6.005905 testLoss 7.006122 'PTL__rev lambda = -0.1906 alpha = -0.005015 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 0.328 0.000000 84: time = 0.328000 loss = 6.052665 testLoss 6.984538 ANC_COND^2: lambda = -1.2860 min = 1.0000 max = 4.0000 alpha = -0.626143 lossBound = -0.000244 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000244 Updating 7 features NewtonStep: 0.33 0.002000 Updating 4 features NewtonStep: 1.712 0.002000 increaseLambda: 0.33 0.000000 85: time = 0.330000 loss = 6.052337 testLoss 7.004424 TURB_COND: lambda = -1.7703 min = 1.0000 max = 3.0000 alpha = -0.110906 lossBound = -0.000212 W1 = 0.082632 N1 = 0.073529 deltaLoss = -0.000328 increaseLambda: 1.713 0.001000 Undoing contribution: was 0.18966432673716868 now 0.18966388471548631 426: time = 1.713000 loss = 6.005904 testLoss 7.006164 'PTL__rev lambda = -0.5415 alpha = 0.003572 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 40: time = 0.170000 loss = 6.139349 testLoss 6.876725 TURB_COND: lambda = -0.7018 min = 1.0000 max = 3.0000 alpha = -0.109557 lossBound = -0.004480 W1 = 0.103675 N1 = 0.073529 deltaLoss = -0.002721 Updating 4 features Updating 8 features NewtonStep: 1.709 0.005000 NewtonStep: 0.332 0.002000 increaseLambda: 1.709 0.000000 increaseLambda: 0.332 0.000000 Undoing: newLoss 6.051994354060117, oldLoss 6.052337329814179, deltaLossBound -3.43240025132612E-4 Updating 4 features NewtonStep: 1.715 0.002000 386: time = 1.709000 loss = 6.030056 testLoss 7.039104 'PTL__rev lambda = -0.1484 alpha = -0.004003 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 9 features increaseLambda: 0.333 0.001000 increaseLambda: 1.715 0.000000 Undoing contribution: was 0.013949610876696383 now 0.013949030807346496 427: time = 1.715000 loss = 6.005904 testLoss 7.006051 CHLA_COND: lambda = 0.0808 min = 1.0000 max = 9.0000 alpha = -0.004826 lossBound = -0.000000 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 Search: 0.333 0.000000 increaseLambda: 0.18 0.010000 41: time = 0.180000 loss = 6.137440 testLoss 6.873731 (LAKE_ORIGIN=0.0) lambda = -0.5429 alpha = -0.087881 lossBound = -0.003373 W1 = 0.117632 N1 = 0.088235 deltaLoss = -0.001909 increaseLambda: 0.333 0.000000 Undoing contribution: was 0.05792667197231235 now 0.05758343194717926 86: time = 0.333000 loss = 6.051994 testLoss 6.986348 'TURB_COND__rev lambda = 0.1923 alpha = -0.074928 lossBound = -0.000343 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000343 Updating 4 features NewtonStep: 1.711 0.002000 Updating 7 features NewtonStep: 0.182 0.002000 increaseLambda: 1.712 0.001000 Undoing contribution: was 0.19051146827523238 now 0.19051095008283317 Updating 4 features NewtonStep: 1.717 0.002000 387: time = 1.712000 loss = 6.030056 testLoss 7.039149 'PTL__rev lambda = -0.7335 alpha = 0.003868 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 8 features increaseLambda: 0.182 0.000000 NewtonStep: 0.335 0.002000 42: time = 0.182000 loss = 6.130688 testLoss 6.929934 NTL_COND^2: lambda = -0.3112 min = 1.0000 max = 9.0000 alpha = -0.311238 lossBound = -0.003278 W1 = 0.143496 N1 = 0.121324 deltaLoss = -0.006752 increaseLambda: 1.717 0.000000 428: time = 1.717000 loss = 6.005903 testLoss 7.006005 'PTL__rev lambda = -0.1949 alpha = -0.004288 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 0.335 0.000000 87: time = 0.335000 loss = 6.051674 testLoss 7.006106 TURB_COND: lambda = -1.8805 min = 1.0000 max = 3.0000 alpha = -0.110159 lossBound = -0.000205 W1 = 0.082625 N1 = 0.073529 deltaLoss = -0.000320 Updating 3 features Updating 9 features NewtonStep: 1.713 0.001000 NewtonStep: 0.183 0.001000 increaseLambda: 1.714 0.001000 Updating 7 features NewtonStep: 0.337 0.002000 increaseLambda: 0.184 0.001000 388: time = 1.714000 loss = 6.030055 testLoss 7.039107 Updating 2 features 43: time = 0.184000 loss = 6.125516 testLoss 6.929990 'ANC__rev lambda = -0.5565 alpha = -0.556511 lossBound = -0.002609 W1 = 0.045963 N1 = 0.028343 deltaLoss = -0.005172 NewtonStep: 1.719 0.002000 'PTL__rev lambda = -0.1524 alpha = -0.003988 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 0.337 0.000000 Undoing: newLoss 6.0564586014843025, oldLoss 6.051674433329463, deltaLossBound -2.904808793023526E-4 increaseLambda: 1.719 0.000000 Undoing contribution: was 9.399185080060754E-4 now 9.391197418612926E-4 429: time = 1.719000 loss = 6.005902 testLoss 7.006300 'CHLA__rev lambda = -0.0347 alpha = 0.003573 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000001 increaseLambda: 0.337 0.000000 Search: 0.338 0.001000 increaseLambda: 0.338 0.000000 88: time = 0.338000 loss = 6.051241 testLoss 7.010571 SALINITY_COND^2: lambda = 0.1981 min = 1.0000 max = 9.0000 alpha = 0.198124 lossBound = -0.000290 W1 = 0.066738 N1 = 0.073529 deltaLoss = -0.000434 Updating 4 features Updating 3 features NewtonStep: 1.716 0.002000 NewtonStep: 1.721 0.002000 Updating 7 features NewtonStep: 0.34 0.002000 increaseLambda: 1.717 0.001000 increaseLambda: 1.722 0.001000 Undoing contribution: was 0.19051095008283317 now 0.19051043572394613 430: time = 1.722000 loss = 6.005902 testLoss 7.006183 'PTL__rev lambda = -0.5130 389: time = 1.717000 loss = 6.030055 testLoss 7.039152 alpha = -0.002860 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000000 'PTL__rev lambda = -0.7296 alpha = 0.003853 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 30 features increaseLambda: 0.34 0.000000 Undoing: newLoss 6.050710603563676, oldLoss 6.051240813934066, deltaLossBound -5.309145693142272E-4 increaseLambda: 0.34 0.000000 Newton: returning 8.355571908171182 Updating 3 features Search: 0.341 0.001000 Updating 9 features increaseLambda: 0.341 0.000000 Undoing contribution: was 0.002059622555160442 now 0.0015287079858455756 89: time = 0.341000 loss = 6.050710 testLoss 7.004278 'SALINITY_COND__rev lambda = -0.0484 alpha = 0.100374 lossBound = -0.000531 W1 = 0.883767 N1 = 0.852941 deltaLoss = -0.000531 Updating 26 features increaseLambda: 0.188 0.004000 44: time = 0.188000 loss = 6.124215 testLoss 6.927711 (URBAN=0.0) lambda = -0.2024 alpha = -0.046256 lossBound = -0.002336 W1 = 0.425953 N1 = 0.382353 deltaLoss = -0.001301 Reducing stepsize from 0.558974832656695 to 0.5367542102620788 Reducing stepsize from 0.5367542102620788 to 0.03843939525243136 Newton: returning 0.03843939525243136 Zeroing out 'CHLA__rev Updating 8 features Updating 3 features NewtonStep: 1.724 0.002000 increaseLambda: 1.724 0.000000 Undoing contribution: was 0.004270704761560566 now 0.004270079297228683 Loss was 6.050709899364751, now 6.050037823001644, delta -0.000672 parallelUpdate: 0.342 0.001000 Loss was 6.030054594190541, now 6.029971866030931, delta -0.000083 parallelUpdate: 1.719 0.002000 431: time = 1.724000 loss = 6.005901 testLoss 7.006314 'PTL__rev lambda = -0.2195 alpha = 0.003320 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 8 features NewtonStep: 0.344 0.002000 Updating 8 features NewtonStep: 0.191 0.003000 increaseLambda: 0.344 0.000000 Updating 2 features 91: time = 0.344000 loss = 6.049557 testLoss 7.011293 NewtonStep: 1.726 0.002000 SALINITY_COND: lambda = 0.4401 min = 1.0000 max = 3.0000 alpha = 0.148886 lossBound = -0.000324 W1 = 0.079184 N1 = 0.088235 deltaLoss = -0.000481 increaseLambda: 0.191 0.000000 45: time = 0.191000 loss = 6.120834 testLoss 6.894881 'CHLA__rev lambda = -0.2445 increaseLambda: 1.726 0.000000 alpha = -0.244543 lossBound = -0.002233 W1 = 0.180868 N1 = 0.153039 deltaLoss = -0.003381 432: time = 1.726000 loss = 6.005901 testLoss 7.006178 'PTL__rev lambda = -0.5163 alpha = -0.003331 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Updating 8 features Reducing newton stepsize from 0.09100220537808067 to 0.045390097579573026 NewtonStep: 0.346 0.002000 Updating 7 features NewtonStep: 0.193 0.002000 increaseLambda: 0.346 0.000000 Undoing contribution: was 0.0015287079858455756 now 0.001185360788042641 92: time = 0.346000 loss = 6.049214 testLoss 7.008343 'SALINITY_COND__rev lambda = 0.0000 alpha = 0.045390 lossBound = -0.000343 W1 = 0.878651 N1 = 0.852941 deltaLoss = -0.000343 Updating 3 features NewtonStep: 1.728 0.002000 increaseLambda: 0.193 0.000000 Undoing: newLoss 6.118957472919002, oldLoss 6.120833782462933, deltaLossBound -0.002478117382539794 Updating 1 features increaseLambda: 1.729 0.001000 Undoing contribution: was 0.004270079297228683 now 0.004269454524816211 increaseLambda: 0.194 0.001000 NewtonStep: 1.724 0.005000 433: time = 1.729000 loss = 6.005900 testLoss 7.006309 'PTL__rev lambda = -0.2162 alpha = 0.003319 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Search: 0.194 0.000000 increaseLambda: 1.724 0.000000 391: time = 1.724000 loss = 6.029967 testLoss 7.043262 'TURB__rev lambda = -0.1197 alpha = -0.011063 lossBound = -0.000002 W1 = 0.187530 N1 = 0.164242 deltaLoss = -0.000005 increaseLambda: 0.194 0.000000 46: time = 0.194000 loss = 6.119338 testLoss 6.908408 TURB_COND: lambda = -0.7842 min = 1.0000 max = 3.0000 alpha = -0.082421 lossBound = -0.002478 W1 = 0.098043 N1 = 0.073529 deltaLoss = -0.001496 Updating 6 features NewtonStep: 0.348 0.002000 increaseLambda: 0.348 0.000000 Undoing: newLoss 6.184918140257991, oldLoss 6.049213530255035, deltaLossBound -2.16233919934506E-4 increaseLambda: 0.348 0.000000 Search: 0.348 0.000000 Updating 2 features NewtonStep: 1.73 0.001000 Updating 6 features NewtonStep: 0.196 0.002000 increaseLambda: 0.349 0.001000 Updating 1 features NewtonStep: 1.726 0.002000 93: time = 0.349000 loss = 6.046968 testLoss 7.006441 PTL: lambda = 1.2393 min = 1.0000 max = 4,865.0000 alpha = 1.239307 lossBound = -0.000216 W1 = 0.018667 N1 = 0.021255 deltaLoss = -0.002246 increaseLambda: 1.731 0.001000 increaseLambda: 0.196 0.000000 Undoing contribution: was 0.19854824991982842 now 0.19597001069120243 434: time = 1.731000 loss = 6.005899 testLoss 7.006173 'PTL__rev lambda = -0.5197 alpha = -0.003329 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 47: time = 0.196000 loss = 6.116760 testLoss 6.907420 'PTL__rev lambda = -1.9820 alpha = 0.134658 lossBound = -0.002357 W1 = 0.130228 N1 = 0.122951 deltaLoss = -0.002578 increaseLambda: 1.727 0.001000 Undoing contribution: was 0.0024385555324721755 now 0.0024355817811958394 392: time = 1.727000 loss = 6.029964 testLoss 7.044208 'CHLA__rev lambda = -0.6373 alpha = 0.007883 lossBound = -0.000002 W1 = 0.179334 N1 = 0.153039 deltaLoss = -0.000003 Updating 9 features NewtonStep: 0.35 0.001000 increaseLambda: 0.351 0.001000 Undoing: newLoss 6.052546004884269, oldLoss 6.046967830308786, deltaLossBound -1.951776105269938E-4 Updating 3 features increaseLambda: 0.351 0.000000 NewtonStep: 1.733 0.002000 Search: 0.351 0.000000 increaseLambda: 1.733 0.000000 Undoing contribution: was 0.004269454524816211 now 0.004268830393973203 increaseLambda: 0.352 0.001000 435: time = 1.734000 loss = 6.005899 testLoss 7.006304 'PTL__rev lambda = -0.2129 alpha = 0.003317 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 94: time = 0.352000 loss = 6.046713 testLoss 7.009444 CHLA_COND^2: lambda = 0.0786 min = 1.0000 max = 81.0000 alpha = 0.078640 lossBound = -0.000195 W1 = 0.067833 N1 = 0.079044 deltaLoss = -0.000255 Updating 3 features NewtonStep: 1.729 0.002000 increaseLambda: 1.729 0.000000 Undoing contribution: was 3.0769761870949857E-4 now 3.0549665345233883E-4 393: time = 1.729000 loss = 6.029962 testLoss 7.044322 ANC^2: lambda = -0.6191 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.092116 lossBound = -0.000001 W1 = 0.001696 N1 = 0.000695 deltaLoss = -0.000002 Updating 7 features NewtonStep: 0.353 0.001000 Updating 3 features NewtonStep: 1.735 0.001000 increaseLambda: 0.354 0.001000 Undoing contribution: was 0.02917955634715913 now 0.028800630383209624 increaseLambda: 1.736 0.001000 Undoing contribution: was 0.04069684777714403 now 0.04069453286238992 95: time = 0.354000 loss = 6.046334 testLoss 7.009163 'TURB__rev lambda = -0.4214 alpha = 0.101179 lossBound = -0.000193 W1 = 0.187665 N1 = 0.164242 deltaLoss = -0.000379 436: time = 1.736000 loss = 6.005897 testLoss 7.004508 TURB_COND: lambda = -2.2147 min = 1.0000 max = 3.0000 alpha = 0.009839 lossBound = -0.000001 W1 = 0.082444 N1 = 0.073529 deltaLoss = -0.000002 Updating 4 features NewtonStep: 1.732 0.003000 increaseLambda: 1.732 0.000000 394: time = 1.732000 loss = 6.029961 testLoss 7.044315 'TURB__rev lambda = -0.1255 alpha = -0.005789 lossBound = -0.000001 W1 = 0.187529 N1 = 0.164242 deltaLoss = -0.000001 Updating 8 features NewtonStep: 0.355 0.001000 Updating 5 features NewtonStep: 1.738 0.002000 increaseLambda: 0.356 0.001000 96: time = 0.356000 loss = 6.045868 testLoss 6.997261 'CHLA__rev lambda = -0.6743 alpha = -0.094977 lossBound = -0.000309 W1 = 0.179540 N1 = 0.153039 deltaLoss = -0.000465 Updating 7 features NewtonStep: 0.203 0.007000 increaseLambda: 1.738 0.000000 437: time = 1.738000 loss = 6.005895 testLoss 7.004416 ANC^2: lambda = -0.6950 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.072403 lossBound = -0.000001 W1 = 0.001695 N1 = 0.000695 deltaLoss = -0.000002 increaseLambda: 0.203 0.000000 48: time = 0.203000 loss = 6.114630 testLoss 6.933753 NTL_COND^2: lambda = -0.4520 min = 1.0000 max = 9.0000 alpha = -0.140715 lossBound = -0.001358 W1 = 0.140798 N1 = 0.121324 deltaLoss = -0.002129 Updating 2 features NewtonStep: 1.734 0.002000 Updating 7 features NewtonStep: 0.357 0.001000 increaseLambda: 1.734 0.000000 Undoing contribution: was 0.19051043572394613 now 0.19050836621049308 395: time = 1.734000 loss = 6.029959 testLoss 7.044404 'PTL__rev lambda = -0.2888 alpha = 0.007755 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 increaseLambda: 0.358 0.001000 97: time = 0.358000 loss = 6.045527 testLoss 7.002385 Updating 8 features CHLA_COND^2: lambda = 0.2106 min = 1.0000 max = 81.0000 alpha = 0.131954 lossBound = -0.000237 W1 = 0.069690 N1 = 0.079044 deltaLoss = -0.000342 Updating 5 features NewtonStep: 1.74 0.002000 NewtonStep: 0.205 0.002000 increaseLambda: 1.74 0.000000 438: time = 1.740000 loss = 6.005894 testLoss 7.004670 'COND__rev lambda = -0.9967 alpha = -0.003933 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 increaseLambda: 0.206 0.001000 Undoing: newLoss 6.113796177728206, oldLoss 6.11463025919499, deltaLossBound -0.0010747585408287673 increaseLambda: 0.206 0.000000 Updating 6 features Search: 0.206 0.000000 increaseLambda: 0.36 0.002000 Updating 1 features 98: time = 0.360000 loss = 6.045327 testLoss 7.001374 NewtonStep: 1.737 0.003000 (LAKE_ORIGIN=0.0) lambda = -0.5208 alpha = -0.065807 lossBound = -0.000199 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000199 increaseLambda: 0.207 0.001000 49: time = 0.207000 loss = 6.113986 testLoss 6.943117 TURB_COND: lambda = -0.8391 min = 1.0000 max = 3.0000 alpha = -0.054911 lossBound = -0.001075 W1 = 0.092579 N1 = 0.073529 deltaLoss = -0.000644 increaseLambda: 1.737 0.000000 Updating 6 features NewtonStep: 1.742 0.002000 396: time = 1.737000 loss = 6.029957 testLoss 7.044197 'PTL__rev lambda = -0.5129 alpha = -0.005080 lossBound = -0.000001 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 increaseLambda: 1.742 0.000000 439: time = 1.742000 loss = 6.005894 testLoss 7.004676 'NTL__rev lambda = 0.1458 alpha = 0.003508 lossBound = -0.000000 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000000 Updating 4 features Updating 8 features NewtonStep: 0.361 0.001000 increaseLambda: 0.362 0.001000 Undoing contribution: was 0.1908308052928667 now 0.19055437877985118 increaseLambda: 0.209 0.002000 99: time = 0.362000 loss = 6.045051 testLoss 7.002187 'PTL__rev lambda = -1.1174 alpha = 0.092282 lossBound = -0.000152 W1 = 0.145492 N1 = 0.122951 deltaLoss = -0.000276 Updating 4 features NewtonStep: 1.744 0.002000 Updating 2 features NewtonStep: 1.74 0.003000 increaseLambda: 1.745 0.001000 440: time = 1.745000 loss = 6.005893 testLoss 7.004527 'PTL__rev lambda = -0.5233 alpha = -0.003654 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 increaseLambda: 1.74 0.000000 Updating 5 features 50: time = 0.209000 loss = 6.112985 testLoss 6.940315 (LAKE_ORIGIN=1.0) lambda = 1.0413 alpha = 0.145919 lossBound = -0.001001 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.001001 NewtonStep: 0.363 0.001000 increaseLambda: 0.364 0.001000 100: time = 0.364000 loss = 6.044678 testLoss 6.991584 'CHLA__rev lambda = -0.7593 alpha = -0.084952 lossBound = -0.000249 W1 = 0.179501 N1 = 0.153039 deltaLoss = -0.000373 Updating 5 features NewtonStep: 1.747 0.002000 Undoing: newLoss 6.029956334294541, oldLoss 6.02995709693838, deltaLossBound -7.626624903649115E-7 increaseLambda: 1.747 0.000000 Undoing contribution: was 0.004268830393973203 now 0.004268202361428123 441: time = 1.747000 loss = 6.005893 testLoss 7.004658 'PTL__rev lambda = -0.2096 alpha = 0.003327 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 8 features NewtonStep: 0.212 0.003000 increaseLambda: 1.742 0.002000 Updating 6 features Search: 1.743 0.001000 NewtonStep: 0.366 0.002000 increaseLambda: 0.213 0.001000 Undoing contribution: was 0.19597001069120243 now 0.1944307230673291 51: time = 0.213000 loss = 6.111445 testLoss 6.941477 'PTL__rev lambda = -1.7533 alpha = 0.228726 lossBound = -0.000827 W1 = 0.146093 N1 = 0.122951 deltaLoss = -0.001539 increaseLambda: 1.743 0.000000 increaseLambda: 0.366 0.000000 Undoing: newLoss 6.0445578228496855, oldLoss 6.044677800327378, deltaLossBound -1.2000840242544822E-4 397: time = 1.743000 loss = 6.029956 testLoss 7.045853 'NTL_COND lambda = -1.3702 alpha = -0.010243 lossBound = -0.000001 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000001 increaseLambda: 0.366 0.000000 Search: 0.367 0.001000 increaseLambda: 0.367 0.000000 Undoing contribution: was 0.05758343194717926 now 0.05746342354475483 101: time = 0.367000 loss = 6.044558 testLoss 6.981017 'TURB_COND__rev lambda = 0.1344 alpha = -0.044143 lossBound = -0.000120 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000120 Updating 4 features NewtonStep: 1.749 0.002000 Updating 6 features NewtonStep: 0.214 0.001000 increaseLambda: 1.749 0.000000 442: time = 1.749000 loss = 6.005892 testLoss 7.004522 'PTL__rev lambda = -0.5266 alpha = -0.003337 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 increaseLambda: 0.215 0.001000 Undoing: newLoss 6.123282178938556, oldLoss 6.111445383121513, deltaLossBound -0.0015953438704861458 Updating 3 features NewtonStep: 1.745 0.002000 increaseLambda: 0.215 0.000000 increaseLambda: 1.745 0.000000 Undoing contribution: was 0.19050836621049308 now 0.19050755569066138 398: time = 1.745000 loss = 6.029956 testLoss 7.045910 'PTL__rev lambda = -0.2840 alpha = 0.004848 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Search: 0.215 0.000000 Updating 6 features NewtonStep: 0.369 0.002000 increaseLambda: 0.216 0.001000 52: time = 0.216000 loss = 6.107961 testLoss 6.928644 'PTL__rev lambda = -0.2337 alpha = -0.233675 lossBound = -0.001595 W1 = 0.365964 N1 = 0.334334 deltaLoss = -0.003484 increaseLambda: 0.369 0.000000 Undoing contribution: was 0.028800630383209624 now 0.02857173024746601 102: time = 0.369000 loss = 6.044329 testLoss 6.980864 'TURB__rev lambda = -0.3430 alpha = 0.078431 lossBound = -0.000116 W1 = 0.187610 N1 = 0.164242 deltaLoss = -0.000229 Updating 5 features NewtonStep: 1.751 0.002000 increaseLambda: 1.752 0.001000 Undoing contribution: was 0.004268202361428123 now 0.004267574936212341 443: time = 1.752000 loss = 6.005891 testLoss 7.004653 'PTL__rev lambda = -0.2063 alpha = 0.003325 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.747 0.002000 Updating 5 features NewtonStep: 0.217 0.001000 increaseLambda: 1.747 0.000000 399: time = 1.747000 loss = 6.029955 testLoss 7.045904 'TURB__rev lambda = -0.1301 alpha = -0.004589 lossBound = -0.000000 W1 = 0.187528 N1 = 0.164242 deltaLoss = -0.000001 Updating 4 features increaseLambda: 0.217 0.000000 NewtonStep: 0.37 0.001000 Undoing: newLoss 6.106605765094567, oldLoss 6.107961258068771, deltaLossBound -0.0013557096591812132 increaseLambda: 0.371 0.001000 103: time = 0.371000 loss = 6.043956 testLoss 6.977168 'PTL__rev lambda = -0.2009 alpha = -0.082018 lossBound = -0.000178 W1 = 0.359607 N1 = 0.330426 deltaLoss = -0.000373 increaseLambda: 0.218 0.001000 Search: 0.219 0.001000 Updating 4 features NewtonStep: 1.754 0.002000 increaseLambda: 0.219 0.000000 increaseLambda: 1.754 0.000000 53: time = 0.219000 loss = 6.106606 testLoss 6.954580 'PTL_COND__rev lambda = 0.1766 alpha = 0.107704 lossBound = -0.001356 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.001356 444: time = 1.754000 loss = 6.005891 testLoss 7.004517 'PTL__rev lambda = -0.5300 alpha = -0.003336 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.373 0.002000 Updating 4 features NewtonStep: 1.75 0.003000 increaseLambda: 0.373 0.000000 Undoing: newLoss 6.0436532815278055, oldLoss 6.043955602507293, deltaLossBound -3.023336544225731E-4 increaseLambda: 1.75 0.000000 increaseLambda: 0.373 0.000000 400: time = 1.750000 loss = 6.029954 testLoss 7.045912 'NTL__rev lambda = 0.0753 alpha = 0.004774 lossBound = -0.000000 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000001 Search: 0.373 0.000000 Updating 8 features increaseLambda: 0.374 0.001000 104: time = 0.374000 loss = 6.043653 testLoss 6.989785 'PTL_COND__rev lambda = 0.2321 alpha = 0.050984 lossBound = -0.000302 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000302 increaseLambda: 0.221 0.002000 Updating 5 features 54: time = 0.221000 loss = 6.105702 testLoss 6.951848 (URBAN=0.0) lambda = -0.2889 alpha = -0.086429 lossBound = -0.000904 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000904 NewtonStep: 1.756 0.002000 increaseLambda: 1.756 0.000000 Undoing contribution: was 0.004267574936212341 now 0.004266948155211018 445: time = 1.756000 loss = 6.005890 testLoss 7.004648 'PTL__rev lambda = -0.2029 alpha = 0.003324 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.375 0.001000 increaseLambda: 0.376 0.001000 105: time = 0.376000 loss = 6.043280 testLoss 6.988701 'TURB__rev lambda = -0.6781 alpha = -0.125284 lossBound = -0.000106 W1 = 0.770264 N1 = 0.748154 deltaLoss = -0.000373 Updating 7 features NewtonStep: 0.223 0.002000 Updating 3 features NewtonStep: 1.758 0.002000 increaseLambda: 0.224 0.001000 Updating 4 features NewtonStep: 1.754 0.004000 55: time = 0.224000 loss = 6.103958 testLoss 6.947595 ANC^2: lambda = -2.0010 min = 0.2500 max = 8,396,588,362.4100 alpha = -2.000966 lossBound = -0.000856 W1 = 0.001639 N1 = 0.000695 deltaLoss = -0.001744 increaseLambda: 1.759 0.001000 446: time = 1.759000 loss = 6.005890 testLoss 7.004512 'PTL__rev lambda = -0.5333 alpha = -0.003334 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 increaseLambda: 1.754 0.000000 Undoing contribution: was 1.2440399067637528E-4 now 1.2383791899529015E-4 401: time = 1.754000 loss = 6.029953 testLoss 7.045126 PTL_COND: lambda = -0.1605 min = 1.0000 max = 3.0000 alpha = 0.003139 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.378 0.002000 increaseLambda: 0.378 0.000000 Undoing contribution: was 0.19055437877985118 now 0.19027436393185984 106: time = 0.378000 loss = 6.043000 testLoss 6.989515 'PTL__rev lambda = -1.0247 alpha = 0.092646 lossBound = -0.000155 W1 = 0.145494 N1 = 0.122951 deltaLoss = -0.000280 Updating 7 features NewtonStep: 0.225 0.001000 Updating 3 features increaseLambda: 0.226 0.001000 Undoing: newLoss 6.103089365587853, oldLoss 6.103958269834607, deltaLossBound -8.69054116664002E-4 NewtonStep: 1.761 0.002000 Updating 7 features NewtonStep: 1.756 0.002000 increaseLambda: 0.226 0.000000 increaseLambda: 1.761 0.000000 Undoing contribution: was 0.004266948155211018 now 0.004266322017787331 447: time = 1.761000 loss = 6.005889 testLoss 7.004642 'PTL__rev lambda = -0.1996 alpha = 0.003322 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 increaseLambda: 1.756 0.000000 Undoing contribution: was 0.19050755569066138 now 0.1905074111545272 402: time = 1.756000 loss = 6.029953 testLoss 7.045150 'PTL__rev lambda = -0.2819 alpha = 0.002046 lossBound = -0.000000 W1 = 0.145368 N1 = 0.122951 deltaLoss = -0.000000 Updating 4 features NewtonStep: 0.379 0.001000 increaseLambda: 0.38 0.001000 107: time = 0.380000 loss = 6.042797 testLoss 6.993461 CHLA_COND^2: lambda = 0.3107 min = 1.0000 max = 81.0000 alpha = 0.100153 lossBound = -0.000141 W1 = 0.069557 N1 = 0.079044 deltaLoss = -0.000203 Search: 0.227 0.001000 increaseLambda: 0.228 0.001000 Undoing contribution: was 0.01261721607958144 now 0.011748161962918502 Updating 1 features 56: time = 0.228000 loss = 6.103089 testLoss 6.927242 'NTL_COND__rev lambda = 0.0578 alpha = -0.086989 lossBound = -0.000869 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000869 NewtonStep: 1.763 0.002000 increaseLambda: 1.763 0.000000 Updating 4 features 448: time = 1.763000 loss = 6.005888 testLoss 7.004507 'PTL__rev lambda = -0.5367 alpha = -0.003332 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Updating 3 features NewtonStep: 0.381 0.001000 increaseLambda: 1.759 0.003000 Undoing contribution: was 0.07205260519936552 now 0.07205157221747083 403: time = 1.759000 loss = 6.029952 testLoss 7.045211 (URBAN=1.0) lambda = 0.5369 increaseLambda: 0.382 0.001000 alpha = -0.002930 lossBound = -0.000001 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000001 108: time = 0.382000 loss = 6.042628 testLoss 6.986367 'CHLA__rev lambda = -0.8168 alpha = -0.057514 lossBound = -0.000113 W1 = 0.179410 N1 = 0.153039 deltaLoss = -0.000169 Updating 7 features NewtonStep: 0.229 0.001000 increaseLambda: 0.23 0.001000 Undoing: newLoss 6.113631531414052, oldLoss 6.103089215717944, deltaLossBound -0.001143193736917379 increaseLambda: 0.23 0.000000 Updating 2 features NewtonStep: 1.765 0.002000 Updating 4 features Search: 0.23 0.000000 NewtonStep: 0.383 0.001000 increaseLambda: 1.765 0.000000 Undoing contribution: was 0.004266322017787331 now 0.004265696523312449 Updating 4 features NewtonStep: 1.76 0.001000 449: time = 1.765000 loss = 6.005888 testLoss 7.004637 'PTL__rev lambda = -0.1963 alpha = 0.003320 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 36 features increaseLambda: 0.384 0.001000 Undoing contribution: was 0.02857173024746601increaseLambda: 0.231 0.001000 57: time = 0.231000 loss = 6.099818 testLoss 6.926253 'NTL__rev lambda = 0.4040 alpha = 0.404008 lossBound = -0.001143 W1 = 0.353193 N1 = 0.368874 deltaLoss = -0.003271 increaseLambda: 1.761 0.001000 now 0.02839373461006517 109: time = 0.384000 loss = 6.042450 testLoss 6.986256 'TURB__rev lambda = -0.2741 alpha = 0.068842 lossBound = -0.000090 W1 = 0.187592 N1 = 0.164242 deltaLoss = -0.000178 Reducing stepsize from 4.427849079470507 to 1.6141703483053638 Newton: returning 1.6141703483053638 Updating 1 features Loss was 6.0058876313018805, now 6.005805846338193, delta -0.000082 parallelUpdate: 1.767 0.002000 Updating 6 features Updating 3 features NewtonStep: 0.386 0.002000 NewtonStep: 0.233 0.002000 increaseLambda: 0.386 0.000000 110: time = 0.386000 loss = 6.042232 testLoss 6.983506 'PTL__rev lambda = -0.2634 alpha = -0.062483 lossBound = -0.000105 W1 = 0.359596 N1 = 0.330426 deltaLoss = -0.000218 increaseLambda: 0.233 0.000000 58: time = 0.233000 loss = 6.094460 testLoss 6.908278 'PTL__rev lambda = -0.5490 alpha = -0.315361 lossBound = -0.002420 W1 = 0.363735 N1 = 0.334334 deltaLoss = -0.005358 Updating 1 features NewtonStep: 1.769 0.002000 increaseLambda: 1.769 0.000000 451: time = 1.769000 loss = 6.005805 testLoss 7.004980 'PTL__rev lambda = -0.6816 alpha = -0.003314 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 404: time = 1.761000 loss = 6.029952 testLoss 7.045112 'PTL__rev lambda = -0.5153 alpha = -0.002430 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000000 Updating 4 features NewtonStep: 0.388 0.002000 increaseLambda: 0.388 0.000000 Undoing: newLoss 6.0421145681422495, oldLoss 6.042231850699481, deltaLossBound -1.1728456799492567E-4 increaseLambda: 0.388 0.000000 Updating 5 features NewtonStep: 0.236 0.003000 Search: 0.389 0.001000 increaseLambda: 0.236 0.000000 Undoing: newLoss 6.115392614164645, oldLoss 6.094460154524093, deltaLossBound -0.001090037556002654 increaseLambda: 0.389 0.000000 111: time = 0.389000 loss = 6.042115 testLoss 6.991442 'PTL_COND__rev lambda = 0.2639 alpha = 0.031782 lossBound = -0.000117 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000117 Updating 1 features increaseLambda: 0.236 0.000000 NewtonStep: 1.771 0.002000 Updating 5 features NewtonStep: 1.766 0.005000 Search: 0.237 0.001000 increaseLambda: 1.772 0.001000 Undoing contribution: was 0.004265696523312449 now 0.004265066905283625 452: time = 1.772000 loss = 6.005805 testLoss 7.005111 'PTL__rev lambda = -0.0524 alpha = 0.003331 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 increaseLambda: 1.767 0.001000 Undoing: newLoss 6.029951767449307, oldLoss 6.02995189824421, deltaLossBound -1.3079490588568997E-7 increaseLambda: 0.237 0.000000 59: time = 0.237000 loss = 6.092243 testLoss 6.932674 'COND__rev lambda = -0.3877 alpha = -0.387715 lossBound = -0.001090 W1 = 0.614790 N1 = 0.597545 deltaLoss = -0.002217 Updating 19 features increaseLambda: 1.767 0.000000 Newton: returning 0.07806671407508337 Updating 6 features Search: 1.767 0.000000 Updating 6 features NewtonStep: 0.391 0.002000 increaseLambda: 1.768 0.001000 405: time = 1.768000 loss = 6.029952 testLoss 7.045381 'PTL_COND__rev lambda = 0.2144 alpha = 0.001063 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Loss was 6.092243316335916, now 6.091502344781506, delta -0.000741 parallelUpdate: 0.238 0.001000 increaseLambda: 0.391 0.000000 112: time = 0.391000 loss = 6.038649 testLoss 7.016739 NTL: lambda = -4.8776 min = 5.0000 max = 26,100.0000 alpha = -4.877638 lossBound = -0.000096 W1 = 0.028033 N1 = 0.027624 deltaLoss = -0.003466 Updating 1 features NewtonStep: 1.773 0.001000 increaseLambda: 1.774 0.001000 453: time = 1.774000 loss = 6.005804 testLoss 7.004975 'PTL__rev lambda = -0.6849 alpha = -0.003342 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.239 0.001000 Updating 6 features NewtonStep: 1.769 0.001000 Updating 3 features NewtonStep: 0.393 0.002000 increaseLambda: 1.77 0.001000 Undoing: newLoss 6.041497320497869, oldLoss 6.029951767449303, deltaLossBound -9.478821932211569E-8 increaseLambda: 0.393 0.000000 Undoing: newLoss 6.037670403248319, oldLoss 6.038648518399518, deltaLossBound -0.0010402362974692853 increaseLambda: 0.393 0.000000 increaseLambda: 1.77 0.000000 Search: 0.394 0.001000 Updating 1 features NewtonStep: 1.776 0.002000 Search: 1.771 0.001000 increaseLambda: 0.241 0.002000 Undoing contribution: was 0.19452585630709265 now 0.1903954060885227 increaseLambda: 0.394 0.000000 Undoing contribution: was 0.1361575632878659 now 0.1351173269903966 61: time = 0.241000 loss = 6.087372 testLoss 6.972347 113: time = 0.394000 loss = 6.037608 testLoss 6.950391 'PTL__rev lambda = -1.3922 'NTL_COND lambda = -1.3424 alpha = 0.389841 lossBound = -0.002252 W1 = 0.147465 N1 = 0.122951 deltaLoss = -0.004130 alpha = 0.403717 lossBound = -0.001040 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.001040 increaseLambda: 1.776 0.000000 Undoing contribution: was 0.004265066905283625 now 0.00426443793687649 454: time = 1.776000 loss = 6.005803 testLoss 7.005106 increaseLambda: 1.771 0.000000 'PTL__rev lambda = -0.0490 alpha = 0.003329 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 406: time = 1.771000 loss = 6.029951 testLoss 7.045521 'DOC__rev lambda = 0.0072 alpha = 0.007233 lossBound = -0.000000 W1 = 0.634566 N1 = 0.649230 deltaLoss = -0.000001 Updating 3 features NewtonStep: 0.396 0.002000 increaseLambda: 0.396 0.000000 Updating 1 features NewtonStep: 1.778 0.002000 Updating 5 features NewtonStep: 1.773 0.002000 increaseLambda: 1.778 0.000000 455: time = 1.778000 loss = 6.005803 testLoss 7.004970 'PTL__rev lambda = -0.6882 alpha = -0.003340 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Updating 5 features 114: time = 0.396000 loss = 6.035850 testLoss 6.941465 'PTL__rev lambda = -0.4404 alpha = -0.176928 lossBound = -0.000838 W1 = 0.359697 N1 = 0.330426 deltaLoss = -0.001758 NewtonStep: 0.244 0.003000 increaseLambda: 0.244 0.000000 62: time = 0.244000 loss = 6.084409 testLoss 6.941292 increaseLambda: 1.774 0.001000 'CHLA__rev lambda = -0.4969 Undoing contribution: was 2.941173146870605E-4alpha = -0.233278 lossBound = -0.001924 W1 = 0.180526 N1 = 0.153039 deltaLoss = -0.002963 now 2.7911368734653423E-4 407: time = 1.774000 loss = 6.029936 testLoss 7.045622 CHLA: lambda = 2.7652 min = 0.0000 max = 871.2000 alpha = -0.149686 lossBound = -0.000001 W1 = 0.030406 N1 = 0.031710 deltaLoss = -0.000015 Updating 1 features Updating 5 features NewtonStep: 1.78 0.002000 NewtonStep: 0.398 0.002000 increaseLambda: 1.781 0.001000 Undoing contribution: was 0.00426443793687649 now 0.004263809614179507 increaseLambda: 0.399 0.001000 115: time = 0.399000 loss = 6.035354 testLoss 6.948603 456: time = 1.781000 loss = 6.005802 testLoss 7.005101 'ANC__rev lambda = -0.3496 'PTL__rev lambda = -0.0457 alpha = -0.109101 lossBound = -0.000166 W1 = 0.502140 N1 = 0.473488 deltaLoss = -0.000496 alpha = 0.003328 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 8 features NewtonStep: 0.246 0.002000 increaseLambda: 0.246 0.000000 Undoing: newLoss 6.0926478826726065, oldLoss 6.084408993609842, deltaLossBound -0.0018904920289167047 Updating 4 features NewtonStep: 1.776 0.002000 increaseLambda: 0.247 0.001000 increaseLambda: 1.777 0.001000 Search: 0.247 0.000000 408: time = 1.777000 loss = 6.029929 testLoss 7.044757 'CHLA__rev lambda = -0.1880 alpha = -0.011004 lossBound = -0.000004 W1 = 0.310090 N1 = 0.279805 deltaLoss = -0.000008 increaseLambda: 0.247 0.000000 63: time = 0.247000 loss = 6.081933 testLoss 6.949206 CHLA_COND^2: lambda = 0.2508 min = 1.0000 max = 81.0000 alpha = 0.250792 lossBound = -0.001890 W1 = 0.064520 N1 = 0.079044 deltaLoss = -0.002476 Updating 5 features NewtonStep: 0.4 0.001000 Updating 1 features NewtonStep: 1.782 0.001000 increaseLambda: 0.4 0.000000 116: time = 0.400000 loss = 6.034951 testLoss 6.970664 TURB_COND: lambda = -2.0268 min = 1.0000 max = 3.0000 alpha = -0.123248 lossBound = -0.000257 W1 = 0.082670 N1 = 0.073529 deltaLoss = -0.000403 increaseLambda: 1.783 0.001000 457: time = 1.783000 loss = 6.005801 testLoss 7.004965 'PTL__rev lambda = -0.6916 alpha = -0.003338 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.778 0.001000 Updating 6 features NewtonStep: 0.249 0.002000 increaseLambda: 1.779 0.001000 Undoing: newLoss 6.029927484000216, oldLoss 6.029928512229919, deltaLossBound -1.028264627784303E-6 increaseLambda: 0.249 0.000000 Undoing: newLoss 6.081269816712809, oldLoss 6.081932536282258, deltaLossBound -6.667515734656258E-4 Updating 4 features NewtonStep: 0.402 0.002000 increaseLambda: 1.779 0.000000 increaseLambda: 0.249 0.000000 Search: 1.779 0.000000 Search: 0.249 0.000000 increaseLambda: 0.402 0.000000 Undoing: newLoss 6.034711695934976, oldLoss 6.0349513583439, deltaLossBound -2.3978913618103435E-4 Updating 1 features NewtonStep: 1.785 0.002000 increaseLambda: 1.78 0.001000 Undoing contribution: was 0.13614999812468798 now 0.13614896986006075 increaseLambda: 0.403 0.001000 increaseLambda: 0.25 0.001000 Undoing contribution: was 0.016377888582996082 now 0.015711137009531452 409: time = 1.780000 loss = 6.029927 testLoss 7.042825 'NTL_COND lambda = -1.3582 alpha = 0.011936 lossBound = -0.000001 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000001 64: time = 0.250000 loss = 6.081266 testLoss 6.941454 'CHLA__rev lambda = 0.6386 alpha = -0.184783 lossBound = -0.000667 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000667 increaseLambda: 1.785 0.000000 Undoing contribution: was 0.004263809614179507 now 0.004263181936556741 Search: 0.403 0.000000 458: time = 1.785000 loss = 6.005801 testLoss 7.005095 'PTL__rev lambda = -0.0424 alpha = 0.003326 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 increaseLambda: 0.403 0.000000 Undoing contribution: was 0.05746342354475483 now 0.057223634408573885 117: time = 0.403000 loss = 6.034712 testLoss 6.955624 'TURB_COND__rev lambda = 0.0719 alpha = -0.062535 lossBound = -0.000240 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000240 Updating 5 features NewtonStep: 0.252 0.002000 Updating 1 features NewtonStep: 1.787 0.002000 increaseLambda: 0.252 0.000000 65: time = 0.252000 loss = 6.079460 testLoss 6.953418 CHLA_COND^2: lambda = 0.5832 min = 1.0000 max = 81.0000 alpha = 0.332382 lossBound = -0.001282 W1 = 0.071309 N1 = 0.079044 deltaLoss = -0.001806 increaseLambda: 1.787 0.000000 Updating 4 features 459: time = 1.787000 loss = 6.005800 testLoss 7.004960 'PTL__rev lambda = -0.6949 alpha = -0.003336 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 NewtonStep: 1.782 0.002000 increaseLambda: 1.783 0.001000 Undoing contribution: was 0.0024355817811958394 now 0.002435267388771745 410: time = 1.783000 loss = 6.029927 testLoss 7.043132 'CHLA__rev lambda = -0.6348 alpha = 0.002559 lossBound = -0.000000 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000000 Updating 4 features NewtonStep: 0.254 0.002000 increaseLambda: 0.254 0.000000 Undoing: newLoss 6.077327991298511, oldLoss 6.0794595409414045, deltaLossBound -0.0021671390346248293 Updating 3 features NewtonStep: 1.789 0.002000 increaseLambda: 0.254 0.000000 increaseLambda: 1.789 0.000000 Undoing contribution: was 0.004263181936556741 now 0.004262554903375807 460: time = 1.789000 loss = 6.005800 testLoss 7.005090 Search: 0.254 0.000000 'PTL__rev lambda = -0.0390 alpha = 0.003324 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 increaseLambda: 0.255 0.001000 Undoing contribution: was 0.015711137009531452 now 0.01354399797490672 66: time = 0.255000 loss = 6.077292 testLoss 6.938759 'CHLA__rev lambda = 0.3128 alpha = -0.325790 lossBound = -0.002167 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.002167 Updating 4 features NewtonStep: 1.785 0.002000 increaseLambda: 1.786 0.001000 Undoing contribution: was 8.43488518684432E-4 now 8.424571661992396E-4 411: time = 1.786000 loss = 6.029926 testLoss 7.043103 'NTL__rev lambda = 0.0584 alpha = -0.005516 lossBound = -0.000000 W1 = 0.340128 N1 = 0.362145 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.409 0.006000 increaseLambda: 0.409 0.000000 Undoing: newLoss 6.03455616324246, oldLoss 6.034711569207719, deltaLossBound -1.5540944988645515E-4 Updating 3 features NewtonStep: 1.791 0.002000 increaseLambda: 0.409 0.000000 Updating 4 features NewtonStep: 0.257 0.002000 Search: 0.41 0.001000 increaseLambda: 1.792 0.001000 461: time = 1.792000 loss = 6.005799 testLoss 7.004955 'PTL__rev lambda = -0.6982 alpha = -0.003335 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 increaseLambda: 0.257 0.000000 increaseLambda: 0.41 0.000000 67: time = 0.257000 loss = 6.075584 testLoss 6.950421 CHLA_COND^2: lambda = 0.9059 min = 1.0000 max = 81.0000 alpha = 0.322719 lossBound = -0.001203 W1 = 0.071191 N1 = 0.079044 deltaLoss = -0.001709 118: time = 0.410000 loss = 6.034556 testLoss 6.964737 'PTL_COND__rev lambda = 0.3005 alpha = 0.036577 lossBound = -0.000155 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000155 Updating 3 features NewtonStep: 1.787 0.001000 increaseLambda: 1.788 0.001000 Undoing contribution: was 0.1905074111545272 now 0.19050665820441962 412: time = 1.788000 loss = 6.029925 testLoss 7.043157 'PTL__rev lambda = -0.2773 alpha = 0.004672 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.258 0.001000 Updating 5 features Updating 4 features NewtonStep: 0.412 0.002000 increaseLambda: 0.259 0.001000 Undoing: newLoss 6.073580261622409, oldLoss 6.0755836996531905, deltaLossBound -0.0020349932449413924 increaseLambda: 1.794 0.002000 Undoing contribution: was 0.1705782897508863 now 0.1705779730707926 462: time = 1.794000 loss = 6.005799 testLoss 7.004987 (LAKE_ORIGIN=1.0) lambda = 0.9567 alpha = -0.002647 lossBound = -0.000000 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000000 increaseLambda: 0.259 0.000000 increaseLambda: 0.412 0.000000 119: time = 0.412000 loss = 6.034236 testLoss 6.963761 'TURB__rev lambda = -0.7939 alpha = -0.115747 lossBound = -0.000091 W1 = 0.770290 N1 = 0.748154 deltaLoss = -0.000320 Updating 27 features Search: 0.259 0.000000 increaseLambda: 0.26 0.001000 Undoing contribution: was 0.01354399797490672 now 0.011509004729966112 68: time = 0.260000 loss = 6.073549 testLoss 6.936392 Newton: returning 0.44561699284476997 Updating 5 features 'CHLA__rev lambda = 0.0000 alpha = -0.312790 lossBound = -0.002035 W1 = 0.038470 N1 = 0.058824 deltaLoss = -0.002035 Updating 3 features NewtonStep: 1.79 0.002000 Updating 5 features NewtonStep: 1.796 0.002000 Loss was 6.034236047199398, now 6.032538374578634, delta -0.001698 parallelUpdate: 0.414 0.002000 increaseLambda: 1.791 0.001000 413: time = 1.791000 loss = 6.029925 testLoss 7.043027 'PTL__rev lambda = -0.5185 alpha = -0.003196 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 increaseLambda: 1.796 0.000000 463: time = 1.796000 loss = 6.005798 testLoss 7.006320 NTL_COND^2: lambda = -1.1246 min = 1.0000 max = 9.0000 alpha = -0.006597 lossBound = -0.000000 W1 = 0.128610 N1 = 0.121324 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.261 0.001000 increaseLambda: 0.262 0.001000 69: time = 0.262000 loss = 6.071971 testLoss 6.947610 CHLA_COND^2: lambda = 1.2147 min = 1.0000 max = 81.0000 alpha = 0.308846 lossBound = -0.001103 W1 = 0.071034 N1 = 0.079044 deltaLoss = -0.001578 Updating 5 features NewtonStep: 0.415 0.001000 increaseLambda: 0.416 0.001000 121: time = 0.416000 loss = 6.031689 testLoss 6.984678 Updating 3 features TURB_COND: lambda = -2.2680 min = 1.0000 max = 3.0000 NewtonStep: 1.793 0.002000 alpha = -0.175957 lossBound = -0.000540 W1 = 0.082908 N1 = 0.073529 deltaLoss = -0.000849 Updating 6 features NewtonStep: 1.798 0.002000 increaseLambda: 1.793 0.000000 Undoing contribution: was 2.7911368734653423E-4 now 2.741215317758298E-4 414: time = 1.793000 loss = 6.029920 testLoss 7.043089 CHLA: lambda = 2.6780 min = 0.0000 max = 871.2000 alpha = -0.087180 lossBound = -0.000000 W1 = 0.030404 N1 = 0.031710 deltaLoss = -0.000005 Updating 4 features NewtonStep: 0.263 0.001000 increaseLambda: 1.798 0.000000 Undoing: newLoss 6.005797380578801, oldLoss 6.00579773667547, deltaLossBound -3.5610083144532674E-7 increaseLambda: 0.263 0.000000 Undoing: newLoss 6.083299986332221, oldLoss 6.0719710741029616, deltaLossBound -8.805836254730691E-4 increaseLambda: 1.798 0.000000 Search: 1.799 0.001000 increaseLambda: 0.264 0.001000 Search: 0.264 0.000000 increaseLambda: 1.799 0.000000 Undoing contribution: was 0.13664496076464655 now 0.13664460466381595 464: time = 1.799000 loss = 6.005797 testLoss 7.005185 Updating 5 features 'NTL_COND lambda = -1.3801 alpha = 0.007019 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 increaseLambda: 0.264 0.000000 70: time = 0.264000 loss = 6.069393 testLoss 6.947068 'NTL__rev lambda = 0.3538 alpha = 0.353766 lossBound = -0.000881 W1 = 0.354409 N1 = 0.371211 deltaLoss = -0.002578 increaseLambda: 0.417 0.001000 Undoing contribution: was 0.16818788354748193 now 0.167744676700476 122: time = 0.417000 loss = 6.031246 testLoss 6.985473 (LAKE_ORIGIN=1.0) lambda = 0.7951 alpha = -0.100318 lossBound = -0.000443 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000443 Updating 2 features NewtonStep: 1.795 0.002000 increaseLambda: 1.795 0.000000 415: time = 1.795000 loss = 6.029918 testLoss 7.042694 'CHLA__rev lambda = -0.1930 alpha = -0.005050 lossBound = -0.000001 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000002 Updating 4 features Reducing newton stepsize from -0.1858813376627226 to -0.062281655614344275 NewtonStep: 0.266 0.002000 Updating 7 features increaseLambda: 0.266 0.000000 Undoing contribution: was 0.011807240169090322 now 0.009700943413740754 71: time = 0.266000 loss = 6.067287 testLoss 6.931011 'NTL_COND__rev lambda = 0.0000 alpha = -0.062282 lossBound = -0.002106 W1 = 0.662657 N1 = 0.676471 deltaLoss = -0.002106 increaseLambda: 1.801 0.002000 Undoing contribution: was 0.01811510383775161 now 0.01811487850587401 465: time = 1.801000 loss = 6.005797 testLoss 7.005213 (URBAN=0.0) lambda = -0.1847 alpha = 0.001368 lossBound = -0.000000 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.798 0.003000 increaseLambda: 1.798 0.000000 Undoing contribution: was 0.19050665820441962 now 0.19050622871757708 416: time = 1.798000 loss = 6.029918 testLoss 7.042735 'PTL__rev lambda = -0.2737 alpha = 0.003527 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 5 features Updating 5 features NewtonStep: 0.268 0.002000 NewtonStep: 0.421 0.004000 increaseLambda: 0.268 0.000000 increaseLambda: 0.421 0.000000 Undoing: newLoss 6.031038512706184, oldLoss 6.0312459284633615, deltaLossBound -2.0855474853502076E-4 Updating 5 features NewtonStep: 1.803 0.002000 72: time = 0.268000 loss = 6.065191 testLoss 6.905343 'CHLA__rev lambda = -0.6927 alpha = -0.195747 lossBound = -0.001392 W1 = 0.180219 N1 = 0.153039 deltaLoss = -0.002096 increaseLambda: 0.422 0.001000 increaseLambda: 1.804 0.001000 Undoing contribution: was 0.00250557677336119 now 0.002505042808095409 466: time = 1.804000 loss = 6.005797 testLoss 7.004976 'COND__rev lambda = -0.2239 Search: 0.422 0.000000 alpha = 0.003453 lossBound = -0.000000 W1 = 0.627665 N1 = 0.598874 deltaLoss = -0.000001 increaseLambda: 0.422 0.000000 123: time = 0.422000 loss = 6.031037 testLoss 7.011979 'NTL_COND lambda = -1.3218 alpha = -0.165141 lossBound = -0.000209 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000209 Updating 2 features NewtonStep: 1.8 0.002000 Updating 6 features NewtonStep: 0.27 0.002000 increaseLambda: 1.8 0.000000 417: time = 1.800000 loss = 6.029917 testLoss 7.042606 'PTL__rev lambda = -0.5217 alpha = -0.003171 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 increaseLambda: 0.27 0.000000 73: time = 0.270000 loss = 6.063850 testLoss 6.942319 TURB_COND: lambda = -1.0919 min = 1.0000 max = 3.0000 alpha = -0.210232 lossBound = -0.000910 W1 = 0.083210 N1 = 0.073529 deltaLoss = -0.001341 Updating 5 features NewtonStep: 1.806 0.002000 Updating 5 features NewtonStep: 0.424 0.002000 increaseLambda: 1.806 0.000000 467: time = 1.806000 loss = 6.005796 testLoss 7.005261 'NTL__rev lambda = -0.5468 alpha = -0.009575 lossBound = -0.000000 W1 = 0.024084 N1 = 0.012042 deltaLoss = -0.000000 increaseLambda: 0.424 0.000000 Undoing contribution: was 0.01616710898071193 now 0.015476783268578587 124: time = 0.424000 loss = 6.030347 testLoss 6.979636 NTL_COND: lambda = -0.2582 min = 1.0000 max = 3.0000 alpha = 0.150099 lossBound = -0.000315 W1 = 0.171671 N1 = 0.161765 deltaLoss = -0.000690 Updating 5 features NewtonStep: 0.272 0.002000 Updating 3 features NewtonStep: 1.802 0.002000 increaseLambda: 0.272 0.000000 Undoing: newLoss 6.097493431746166, oldLoss 6.0638499484053945, deltaLossBound -0.0010017737038080748 increaseLambda: 1.802 0.000000 Undoing contribution: was 0.19050622871757708 now 0.1905058743839764 418: time = 1.802000 loss = 6.029917 testLoss 7.042644 'PTL__rev lambda = -0.2705 alpha = 0.003203 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 increaseLambda: 0.272 0.000000 Updating 5 features NewtonStep: 0.426 0.002000 Updating 5 features Search: 0.273 0.001000 NewtonStep: 1.808 0.002000 increaseLambda: 0.426 0.000000 Undoing: newLoss 6.0300809972779, oldLoss 6.030347048002692, deltaLossBound -2.660606267776502E-4 increaseLambda: 0.273 0.000000 increaseLambda: 1.808 0.000000 Undoing contribution: was 0.18966388471548631 now 0.18966343455119913 74: time = 0.273000 loss = 6.059953 testLoss 6.935984 'TURB__rev lambda = -0.4299 alpha = -0.429935 lossBound = -0.001002 W1 = 0.769481 N1 = 0.748154 deltaLoss = -0.003897 468: time = 1.808000 loss = 6.005796 testLoss 7.005304 'PTL__rev lambda = -0.4002 alpha = 0.003608 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 2 features Updating 2 features NewtonStep: 0.275 0.002000 NewtonStep: 1.805 0.003000 increaseLambda: 0.428 0.002000 Updating 4 features NewtonStep: 1.81 0.002000 increaseLambda: 0.275 0.000000 Undoing contribution: was 0.029807633027208374 now 0.02739562841662216 Search: 0.428 0.000000 increaseLambda: 1.805 0.000000 75: time = 0.275000 loss = 6.057541 testLoss 6.933833 419: time = 1.805000 loss = 6.029917 testLoss 7.042641 'TURB__rev lambda = -0.3765 'TURB__rev lambda = -0.1328 alpha = 0.267769 lossBound = -0.001201 W1 = 0.188445 N1 = 0.164242 deltaLoss = -0.002412 alpha = -0.002791 lossBound = -0.000000 W1 = 0.187528 N1 = 0.164242 deltaLoss = -0.000000 Updating 31 features increaseLambda: 1.811 0.001000 increaseLambda: 0.429 0.001000 469: time = 1.811000 loss = 6.005795 testLoss 7.005176 'PTL__rev lambda = -0.7014 alpha = -0.003127 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 125: time = 0.429000 loss = 6.030081 testLoss 6.991491 'PTL_COND__rev lambda = 0.4019 alpha = 0.047834 lossBound = -0.000266 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000266 Reducing stepsize from 1.4177396703225011 to 0.5893335341161507 Newton: returning 0.5893335341161507 Updating 4 features Loss was 6.029916557163058, now 6.0298687509399045, delta -0.000048 parallelUpdate: 1.807 0.002000 Updating 5 features NewtonStep: 0.277 0.002000 increaseLambda: 0.277 0.000000 76: time = 0.277000 loss = 6.056805 testLoss 6.941293 CHLA_COND^2: lambda = 1.4126 min = 1.0000 max = 81.0000 alpha = 0.197852 lossBound = -0.000523 W1 = 0.070091 N1 = 0.079044 deltaLoss = -0.000737 Updating 5 features NewtonStep: 1.813 0.002000 increaseLambda: 1.813 0.000000 Undoing contribution: was 0.004262554903375807 now 0.004261924803040344 470: time = 1.813000 loss = 6.005795 testLoss 7.005307 'PTL__rev lambda = -0.0357 alpha = 0.003332 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 Updating 5 features Updating 4 features NewtonStep: 0.279 0.002000 increaseLambda: 1.809 0.002000 Undoing contribution: was 0.09314439018806375increaseLambda: 0.279 0.000000 now 0.09314372777486035 77: time = 0.279000 loss = 6.055982 testLoss 6.925481 421: time = 1.809000 loss = 6.029868 testLoss 7.044741 (LAKE_ORIGIN=0.0) lambda = -0.2687 'CHLA__rev lambda = -0.8171 alpha = -0.124469 lossBound = -0.000552 W1 = 0.179699 N1 = 0.153039 deltaLoss = -0.000823 alpha = 0.003829 lossBound = -0.000001 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000001 Updating 4 features Updating 6 features NewtonStep: 0.433 0.004000 NewtonStep: 1.815 0.002000 increaseLambda: 0.433 0.000000 Undoing contribution: was 4.5097822249184227E-4 now 0.0 increaseLambda: 1.815 0.000000 126: time = 0.433000 loss = 6.029606 testLoss 6.987434 SALINITY_COND^2: lambda = 0.0642 min = 1.0000 max = 9.0000 alpha = -0.144893 lossBound = -0.000312 W1 = 0.065478 N1 = 0.073529 deltaLoss = -0.000475 471: time = 1.815000 loss = 6.005794 testLoss 7.005171 'PTL__rev lambda = -0.7047 alpha = -0.003343 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.281 0.002000 Updating 5 features NewtonStep: 1.811 0.002000 increaseLambda: 0.281 0.000000 Undoing: newLoss 6.0553963606470935, oldLoss 6.055981585642286, deltaLossBound -5.852699179388246E-4 increaseLambda: 1.811 0.000000 Undoing: newLoss 6.029867637790162, oldLoss 6.029868088526701, deltaLossBound -4.50738902731045E-7 increaseLambda: 0.282 0.001000 Updating 6 features increaseLambda: 1.812 0.001000 Reducing newton stepsize from -0.07446759214803639 to -0.01818024952064387 NewtonStep: 0.435 0.002000 Search: 0.282 0.000000 Search: 1.812 0.000000 Updating 4 features NewtonStep: 1.817 0.002000 increaseLambda: 0.282 0.000000 78: time = 0.282000 loss = 6.055396 testLoss 6.942855 'PTL_COND__rev lambda = 0.2613 alpha = 0.070876 lossBound = -0.000585 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000585 increaseLambda: 1.812 0.000000 increaseLambda: 1.817 0.000000 Undoing contribution: was 0.004261924803040344 now 0.004261295373515842 422: time = 1.812000 loss = 6.029868 testLoss 7.044930 'CHLA__rev lambda = 1.6705 alpha = 0.004948 lossBound = -0.000000 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000000 472: time = 1.817000 loss = 6.005793 testLoss 7.005302 'PTL__rev lambda = -0.0324 alpha = 0.003330 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 increaseLambda: 0.436 0.001000 Undoing contribution: was 0.057223634408573885 now 0.057083287238387036 127: time = 0.436000 loss = 6.029466 testLoss 6.982991 'TURB_COND__rev lambda = 0.0000 alpha = -0.018180 lossBound = -0.000140 W1 = 0.860946 N1 = 0.882353 deltaLoss = -0.000140 Updating 6 features NewtonStep: 0.284 0.002000 increaseLambda: 0.284 0.000000 Undoing: newLoss 6.05504830617347, oldLoss 6.055396315724348, deltaLossBound -3.755788761093283E-4 Updating 6 features NewtonStep: 1.814 0.002000 Updating 5 features increaseLambda: 0.284 0.000000 NewtonStep: 0.437 0.001000 Updating 2 features NewtonStep: 1.819 0.002000 Search: 0.285 0.001000 increaseLambda: 1.82 0.001000 increaseLambda: 0.285 0.000000 increaseLambda: 1.815 0.001000 473: time = 1.820000 loss = 6.005793 testLoss 7.005166 79: time = 0.285000 loss = 6.055021 testLoss 6.941722 'PTL__rev lambda = -0.7081 alpha = -0.003341 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Undoing: newLoss 6.029867283575616, oldLoss 6.029867637787794, deltaLossBound -3.5421629638028536E-7 ANC_COND^2: lambda = -1.3682 min = 1.0000 max = 4.0000 alpha = -0.758192 lossBound = -0.000376 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000376 increaseLambda: 0.438 0.001000 Undoing contribution: was 0.19027436393185984 now 0.19004993909271176 increaseLambda: 1.815 0.000000 128: time = 0.438000 loss = 6.029241 testLoss 6.983739 'PTL__rev lambda = -0.8554 alpha = 0.082323 lossBound = -0.000125 W1 = 0.145470 N1 = 0.122951 deltaLoss = -0.000224 Search: 1.815 0.000000 increaseLambda: 1.816 0.001000 Undoing contribution: was 0.13614896986006075 now 0.13614861564376357 423: time = 1.816000 loss = 6.029867 testLoss 7.043797 'NTL_COND lambda = -1.3509 alpha = 0.007000 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 6 features NewtonStep: 0.286 0.001000 Updating 3 features NewtonStep: 1.822 0.002000 increaseLambda: 0.287 0.001000 Undoing: newLoss 6.054687812954813, oldLoss 6.055020736848239, deltaLossBound -3.33172494513808E-4 Updating 5 features NewtonStep: 0.44 0.002000 increaseLambda: 1.822 0.000000 Undoing contribution: was 0.004261295373515842 now 0.004260666590182886 474: time = 1.822000 loss = 6.005792 testLoss 7.005297 increaseLambda: 0.287 0.000000 'PTL__rev lambda = -0.0291 alpha = 0.003329 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 increaseLambda: 0.44 0.000000 Undoing contribution: was 0.015476783268578587 now 0.015284153108870869 Search: 0.287 0.000000 Updating 6 features NewtonStep: 1.818 0.002000 increaseLambda: 0.288 0.001000 Undoing contribution: was 0.061283471315965676 now 0.06095029882145153 80: time = 0.288000 loss = 6.054688 testLoss 6.923920 'TURB_COND__rev lambda = 0.4916 alpha = -0.073811 lossBound = -0.000333 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000333 increaseLambda: 1.818 0.000000 Undoing: newLoss 6.029866960892479, oldLoss 6.029867283571497, deltaLossBound -3.226790365031207E-7 increaseLambda: 1.818 0.000000 Search: 1.819 0.001000 increaseLambda: 1.819 0.000000 424: time = 1.819000 loss = 6.029867 testLoss 7.044220 'PTL_COND__rev lambda = 0.2139 alpha = 0.001669 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 1 features NewtonStep: 1.824 0.002000 129: time = 0.440000 loss = 6.029049 testLoss 6.967061 NTL_COND: lambda = -0.1800 min = 1.0000 max = 3.0000 alpha = 0.078175 lossBound = -0.000088 W1 = 0.171532 N1 = 0.161765 deltaLoss = -0.000193 increaseLambda: 1.825 0.001000 475: time = 1.825000 loss = 6.005791 testLoss 7.005161 'PTL__rev lambda = -0.7114 alpha = -0.003339 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Updating 7 features NewtonStep: 0.29 0.002000 increaseLambda: 0.29 0.000000 81: time = 0.290000 loss = 6.053720 testLoss 6.955718 TURB_COND: lambda = -1.2717 min = 1.0000 max = 3.0000 alpha = -0.179770 lossBound = -0.000663 W1 = 0.083010 N1 = 0.073529 deltaLoss = -0.000968 Updating 6 features increaseLambda: 1.821 0.002000 Undoing contribution: was 0.07205157221747083 now 0.07205139495716129 425: time = 1.821000 loss = 6.029867 testLoss 7.044245 (URBAN=1.0) lambda = 0.5357 alpha = -0.001214 lossBound = -0.000000 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000000 Updating 6 features NewtonStep: 0.444 0.004000 increaseLambda: 0.445 0.001000 Undoing: newLoss 6.028886160653044, oldLoss 6.029048568299527, deltaLossBound -1.631213758788478E-4 Updating 2 features Updating 7 features NewtonStep: 1.827 0.002000 NewtonStep: 0.292 0.002000 increaseLambda: 0.445 0.000000 increaseLambda: 1.827 0.000000 Undoing contribution: was 0.004260666590182886 now 0.004260038452405538 increaseLambda: 0.292 0.000000 Undoing: newLoss 6.052937198311857, oldLoss 6.05371958912326, deltaLossBound -7.838473107608817E-4 476: time = 1.827000 loss = 6.005791 testLoss 7.005292 'PTL__rev lambda = -0.0257 alpha = 0.003327 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 increaseLambda: 0.292 0.000000 Search: 0.293 0.001000 increaseLambda: 0.294 0.001000 Undoing contribution: was 0.06095029882145153 now 0.060166451510692 82: time = 0.294000 loss = 6.052936 testLoss 6.928013 'TURB_COND__rev lambda = 0.3779 alpha = -0.113752 lossBound = -0.000784 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000784 Updating 1 features NewtonStep: 1.829 0.002000 Search: 0.447 0.002000 increaseLambda: 1.83 0.001000 477: time = 1.830000 loss = 6.005790 testLoss 7.005156 'PTL__rev lambda = -0.7147 increaseLambda: 0.448 0.001000 alpha = -0.003337 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 130: time = 0.448000 loss = 6.028885 testLoss 6.990597 'NTL_COND lambda = -1.4683 alpha = -0.146500 lossBound = -0.000163 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000163 Updating 6 features NewtonStep: 1.826 0.005000 Updating 7 features NewtonStep: 0.296 0.002000 increaseLambda: 1.826 0.000000 increaseLambda: 0.296 0.000000 Undoing contribution: was 9.91386307492877E-4 now 9.90813808525533E-4 83: time = 0.296000 loss = 6.052172 testLoss 6.956847 TURB_COND: lambda = -1.4341 min = 1.0000 max = 3.0000 alpha = -0.162395 lossBound = -0.000515 W1 = 0.082888 N1 = 0.073529 deltaLoss = -0.000764 426: time = 1.826000 loss = 6.029866 testLoss 7.043984 'COND__rev lambda = -1.2978 alpha = 0.004031 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.832 0.002000 Updating 7 features NewtonStep: 0.45 0.002000 increaseLambda: 1.832 0.000000 Undoing contribution: was 0.004260038452405538 now 0.004259410959550528 478: time = 1.832000 loss = 6.005790 testLoss 7.005287 'PTL__rev lambda = -0.0224 alpha = 0.003325 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000001 increaseLambda: 0.45 0.000000 Undoing contribution: was 0.008500876333994885 now 0.00841333503621789 131: time = 0.450000 loss = 6.028798 testLoss 6.989590 'ANC__rev lambda = -0.5826 alpha = 0.097872 lossBound = -0.000041 W1 = 0.043093 N1 = 0.028343 deltaLoss = -0.000088 Updating 7 features NewtonStep: 0.297 0.001000 Updating 6 features NewtonStep: 1.828 0.002000 increaseLambda: 0.298 0.001000 Undoing: newLoss 6.051547545706552, oldLoss 6.0521716895132975, deltaLossBound -6.250538426818652E-4 increaseLambda: 0.298 0.000000 increaseLambda: 1.828 0.000000 Undoing contribution: was 0.016367357113217264 now 0.016366051075673373 427: time = 1.828000 loss = 6.029865 testLoss 7.043805 'DOC__rev lambda = 0.2154 alpha = -0.008414 lossBound = -0.000000 W1 = 0.617939 N1 = 0.632645 deltaLoss = -0.000001 Search: 0.298 0.000000 increaseLambda: 0.299 0.001000 Undoing contribution: was 0.060166451510692 now 0.059541397668009366 84: time = 0.299000 loss = 6.051547 testLoss 6.932218 'TURB_COND__rev lambda = 0.2765 alpha = -0.101430 lossBound = -0.000625 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000625 Updating 6 features NewtonStep: 0.452 0.002000 Updating 1 features NewtonStep: 1.834 0.002000 increaseLambda: 0.452 0.000000 Undoing: newLoss 6.0469495571446235, oldLoss 6.028797905625872, deltaLossBound -5.7359248714231384E-5 increaseLambda: 1.834 0.000000 479: time = 1.834000 loss = 6.005789 testLoss 7.005151 'PTL__rev lambda = -0.7181 alpha = -0.003336 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Updating 35 features increaseLambda: 0.452 0.000000 Search: 0.453 0.001000 Reducing stepsize from 0.2141093854710041 to 0.12881809785654258 Newton: returning 0.12881809785654258 Updating 4 features increaseLambda: 0.453 0.000000 Updating 7 features 132: time = 0.453000 loss = 6.028661 testLoss 6.993582 NewtonStep: 0.3 0.001000 'NTL__rev lambda = -0.1382 alpha = -0.138195 lossBound = -0.000057 W1 = 0.024398 N1 = 0.012042 deltaLoss = -0.000137 increaseLambda: 0.301 0.001000 85: time = 0.301000 loss = 6.050943 testLoss 6.958312 TURB_COND: lambda = -1.5805 min = 1.0000 max = 3.0000 alpha = -0.146480 lossBound = -0.000400 W1 = 0.082792 N1 = 0.073529 deltaLoss = -0.000603 Loss was 6.005788896619154, now 6.005782091485366, delta -0.000007 parallelUpdate: 1.836 0.002000 Updating 6 features Updating 5 features NewtonStep: 1.832 0.004000 Updating 7 features NewtonStep: 0.302 0.001000 increaseLambda: 1.833 0.001000 Undoing contribution: was 2.741215317758298E-4 now 2.704004812938658E-4 Updating 4 features increaseLambda: 0.456 0.003000 Undoing contribution: was 0.017558798909725226 now 0.017528455895931216 increaseLambda: 0.303 0.001000 Undoing: newLoss 6.0504454193222825, oldLoss 6.050943221356955, deltaLossBound -4.98371601987257E-4 NewtonStep: 1.838 0.002000 428: time = 1.833000 loss = 6.029861 testLoss 7.043860 133: time = 0.456000 loss = 6.028631 testLoss 6.993888 CHLA: lambda = 2.6687 min = 0.0000 max = 871.2000 (URBAN=0.0) lambda = -0.1472 alpha = -0.075483 lossBound = -0.000000 W1 = 0.030404 N1 = 0.031710 deltaLoss = -0.000004 alpha = 0.015887 lossBound = -0.000030 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000030 increaseLambda: 0.303 0.000000 increaseLambda: 1.838 0.000000 Undoing contribution: was 0.18966343455119913 now 0.18966254207312547 481: time = 1.838000 loss = 6.005781 testLoss 7.005515 'PTL__rev lambda = -0.3769 alpha = 0.005081 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Search: 0.303 0.000000 increaseLambda: 0.304 0.001000 Undoing contribution: was 0.059541397668009366 now 0.05904302606602074 86: time = 0.304000 loss = 6.050445 testLoss 6.936407 'TURB_COND__rev lambda = 0.1860 alpha = -0.090452 lossBound = -0.000498 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000498 Updating 7 features NewtonStep: 0.457 0.001000 Updating 4 features NewtonStep: 1.835 0.002000 increaseLambda: 0.458 0.001000 134: time = 0.458000 loss = 6.028588 testLoss 6.995692 CHLA_COND^2: lambda = 0.4938 min = 1.0000 max = 81.0000 alpha = 0.044580 lossBound = -0.000030 W1 = 0.069409 N1 = 0.079044 deltaLoss = -0.000043 increaseLambda: 1.835 0.000000 Updating 2 features NewtonStep: 1.84 0.002000 429: time = 1.835000 loss = 6.029860 testLoss 7.043601 'CHLA__rev lambda = -0.2111 alpha = -0.003310 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.305 0.001000 increaseLambda: 1.84 0.000000 482: time = 1.840000 loss = 6.005780 testLoss 7.005024 'CHLA__rev lambda = -0.2930 alpha = -0.004075 lossBound = -0.000001 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000001 increaseLambda: 0.306 0.001000 87: time = 0.306000 loss = 6.049968 testLoss 6.959986 TURB_COND: lambda = -1.7125 min = 1.0000 max = 3.0000 alpha = -0.131987 lossBound = -0.000312 W1 = 0.082717 N1 = 0.073529 deltaLoss = -0.000477 Updating 7 features NewtonStep: 0.46 0.002000 increaseLambda: 0.46 0.000000 135: time = 0.460000 loss = 6.028381 testLoss 6.994720 ANC^2: lambda = -2.7372 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.610090 lossBound = -0.000088 W1 = 0.001798 N1 = 0.000695 deltaLoss = -0.000207 Updating 5 features Updating 4 features NewtonStep: 0.307 0.001000 NewtonStep: 1.842 0.002000 increaseLambda: 0.308 0.001000 Undoing: newLoss 6.049570573268199, oldLoss 6.049967753006519, deltaLossBound -3.9753714810129804E-4 increaseLambda: 1.843 0.001000 Undoing: newLoss 6.0057801613059345, oldLoss 6.00578036854639, deltaLossBound -2.072404659424665E-7 Updating 5 features NewtonStep: 1.838 0.003000 increaseLambda: 0.308 0.000000 increaseLambda: 1.843 0.000000 Search: 0.308 0.000000 Search: 1.843 0.000000 increaseLambda: 1.838 0.000000 Undoing: newLoss 6.029860282726587, oldLoss 6.02986049389139, deltaLossBound -2.111662622082672E-7 increaseLambda: 0.308 0.000000 Undoing contribution: was 0.05904302606602074 now 0.05864548891791832 increaseLambda: 1.843 0.000000 88: time = 0.308000 loss = 6.049570 testLoss 6.940492 increaseLambda: 1.838 0.000000 'TURB_COND__rev lambda = 0.1053 alpha = -0.080692 lossBound = -0.000398 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000398 483: time = 1.843000 loss = 6.005780 testLoss 7.005362 Updating 5 features 'PTL_COND__rev lambda = 0.3065 alpha = 0.001338 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 NewtonStep: 0.462 0.002000 Search: 1.839 0.001000 increaseLambda: 0.462 0.000000 Undoing contribution: was 0.01338252594495363 now 0.013312874279355827 136: time = 0.462000 loss = 6.028312 testLoss 6.993421 CHLA_COND: lambda = 1.6085 min = 1.0000 max = 9.0000 alpha = -0.053090 lossBound = -0.000036 W1 = 0.104075 N1 = 0.113971 deltaLoss = -0.000070 increaseLambda: 1.839 0.000000 Undoing contribution: was 0.13614861564376357 now 0.13614840447750043 430: time = 1.839000 loss = 6.029860 testLoss 7.042727 'NTL_COND lambda = -1.3455 alpha = 0.005404 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 4 features NewtonStep: 0.31 0.002000 Updating 4 features NewtonStep: 1.845 0.002000 increaseLambda: 0.31 0.000000 89: time = 0.310000 loss = 6.048626 testLoss 6.938381 'TURB__rev lambda = -0.6355 alpha = -0.205592 lossBound = -0.000260 W1 = 0.769985 N1 = 0.748154 deltaLoss = -0.000945 Updating 20 features Updating 6 features NewtonStep: 0.464 0.002000 increaseLambda: 1.846 0.001000 Undoing contribution: was 0.001850325504310509 now 0.0018499888318099641 484: time = 1.846000 loss = 6.005780 testLoss 7.005205 CHLA_COND^2: lambda = 2.3713 min = 1.0000 max = 81.0000 alpha = -0.003782 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Reducing stepsize from 0.40057297175946327 to 0.23650190921518482 Newton: returning 0.23650190921518482 Updating 3 features increaseLambda: 0.464 0.000000 137: time = 0.464000 loss = 6.028253 testLoss 6.995518 CHLA_COND^2: lambda = 0.5458 min = 1.0000 max = 81.0000 alpha = 0.052028 lossBound = -0.000041 W1 = 0.069423 N1 = 0.079044 deltaLoss = -0.000058 Loss was 6.048625696902654, now 6.044599483286416, delta -0.004026 parallelUpdate: 0.311 0.001000 Updating 4 features NewtonStep: 1.847 0.001000 increaseLambda: 1.848 0.001000 Undoing contribution: was 7.56159736176175E-4 now 7.55520003805986E-4 Updating 4 features NewtonStep: 0.313 0.002000 Updating 6 features NewtonStep: 0.466 0.002000 485: time = 1.848000 loss = 6.005779 testLoss 7.005266 ANC^2: lambda = -0.6302 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.048704 lossBound = -0.000000 W1 = 0.001695 N1 = 0.000695 deltaLoss = -0.000001 increaseLambda: 0.313 0.000000 91: time = 0.313000 loss = 6.043865 testLoss 6.985225 TURB_COND: lambda = -2.0815 min = 1.0000 max = 3.0000 alpha = -0.162447 lossBound = -0.000477 W1 = 0.082856 N1 = 0.073529 deltaLoss = -0.000734 increaseLambda: 0.466 0.000000 Undoing contribution: was 0.013312874279355827 now 0.01325422928816015 138: time = 0.466000 loss = 6.028195 testLoss 6.994332 CHLA_COND: lambda = 1.5598 min = 1.0000 max = 9.0000 alpha = -0.048721 lossBound = -0.000030 W1 = 0.104068 N1 = 0.113971 deltaLoss = -0.000059 Updating 4 features Updating 7 features NewtonStep: 1.85 0.002000 NewtonStep: 0.315 0.002000 Updating 4 features NewtonStep: 1.845 0.006000 increaseLambda: 1.85 0.000000 Undoing contribution: was 5.483813427540578E-5 now 5.121807470951605E-5 increaseLambda: 0.315 0.000000 Undoing contribution: was 0.1903954060885227 now 0.18983166213751826 486: time = 1.850000 loss = 6.005776 testLoss 7.005321 92: time = 0.315000 loss = 6.043301 testLoss 6.986240 CHLA: lambda = 1.0799 min = 0.0000 max = 871.2000 Updating 5 features NewtonStep: 0.468 0.002000 alpha = -0.076917 lossBound = -0.000000 W1 = 0.030404 N1 = 0.031710 deltaLoss = -0.000004 increaseLambda: 1.845 0.000000 Undoing contribution: was 0.002435267388771745 now 0.0024351142311589305 431: time = 1.845000 loss = 6.029860 testLoss 7.042942 'CHLA__rev lambda = -0.6255 alpha = 0.001786 lossBound = -0.000000 W1 = 0.179332 N1 = 0.153039 deltaLoss = -0.000000 increaseLambda: 0.469 0.001000 139: time = 0.469000 loss = 6.028143 testLoss 6.996294 CHLA_COND^2: lambda = 0.5944 min = 1.0000 max = 81.0000 alpha = 0.048587 lossBound = -0.000036 W1 = 0.069416 N1 = 0.079044 deltaLoss = -0.000051 'PTL__rev lambda = -1.1732 alpha = 0.133649 lossBound = -0.000308 W1 = 0.145626 N1 = 0.122951 deltaLoss = -0.000564 Updating 5 features NewtonStep: 1.852 0.002000 Updating 7 features NewtonStep: 0.47 0.001000 increaseLambda: 1.852 0.000000 487: time = 1.853000 loss = 6.005774 testLoss 7.004954 'CHLA__rev lambda = -0.1706 alpha = -0.004692 lossBound = -0.000001 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000001 increaseLambda: 0.471 0.001000 Undoing contribution: was 0.01325422928816015 now 0.013203085426001496 140: time = 0.471000 loss = 6.028092 testLoss 6.995190 CHLA_COND: lambda = 1.5143 min = 1.0000 max = 9.0000 alpha = -0.045486 lossBound = -0.000026 W1 = 0.104063 N1 = 0.113971 deltaLoss = -0.000051 Updating 3 features NewtonStep: 0.318 0.003000 increaseLambda: 0.318 0.000000 Undoing: newLoss 6.055681459835338, oldLoss 6.043301453353637, deltaLossBound -3.949593763333016E-4 Updating 5 features increaseLambda: 0.319 0.001000 NewtonStep: 1.849 0.004000 Search: 0.319 0.000000 increaseLambda: 1.849 0.000000 432: time = 1.849000 loss = 6.029860 testLoss 7.042848 increaseLambda: 0.319 0.000000 'PTL__rev lambda = -0.5322 alpha = -0.002315 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000000 93: time = 0.319000 loss = 6.042394 testLoss 6.996028 'NTL__rev lambda = -0.3597 alpha = -0.359721 lossBound = -0.000395 W1 = 0.024249 N1 = 0.011802 deltaLoss = -0.000907 Updating 4 features NewtonStep: 1.854 0.001000 Updating 7 features NewtonStep: 0.473 0.002000 increaseLambda: 1.855 0.001000 Undoing: newLoss 6.005773983310203, oldLoss 6.005774170299116, deltaLossBound -1.869900582608601E-7 increaseLambda: 0.473 0.000000 increaseLambda: 1.855 0.000000 141: time = 0.473000 loss = 6.028047 testLoss 6.997025 CHLA_COND^2: lambda = 0.6398 min = 1.0000 max = 81.0000 alpha = 0.045367 lossBound = -0.000032 W1 = 0.069410 N1 = 0.079044 deltaLoss = -0.000045 Search: 1.855 0.000000 increaseLambda: 1.856 0.001000 Undoing contribution: was 0.13664466418163712 now 0.13664447719157902 Updating 5 features NewtonStep: 0.321 0.002000 488: time = 1.856000 loss = 6.005774 testLoss 7.004132 'NTL_COND lambda = -1.3757 alpha = 0.005085 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.851 0.002000 increaseLambda: 0.321 0.000000 Undoing contribution: was 0.009533077007542454 now 0.009268617307900948 94: time = 0.321000 loss = 6.042130 testLoss 6.991609 CHLA_COND^2: lambda = 1.6464 min = 1.0000 max = 81.0000 alpha = -0.100282 lossBound = -0.000195 W1 = 0.069584 N1 = 0.079044 deltaLoss = -0.000264 increaseLambda: 1.851 0.000000 Undoing: newLoss 6.029859691583456, oldLoss 6.029859827632136, deltaLossBound -1.3604868508766574E-7 increaseLambda: 1.851 0.000000 Updating 6 features NewtonStep: 0.475 0.002000 Search: 1.852 0.001000 increaseLambda: 0.475 0.000000 Undoing contribution: was 0.015284153108870869 now 0.015215664001088414 142: time = 0.475000 loss = 6.027979 testLoss 6.987116 increaseLambda: 1.852 0.000000 NTL_COND: lambda = -0.1334 min = 1.0000 max = 3.0000 alpha = 0.046665 lossBound = -0.000031 W1 = 0.171497 N1 = 0.161765 deltaLoss = -0.000068 433: time = 1.852000 loss = 6.029860 testLoss 7.043122 'PTL_COND__rev lambda = 0.2150 alpha = 0.001084 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.857 0.001000 Updating 5 features NewtonStep: 0.322 0.001000 increaseLambda: 1.858 0.001000 Undoing contribution: was 0.0062771025500503955 now 0.006276308090127658 489: time = 1.858000 loss = 6.005773 testLoss 7.003996 increaseLambda: 0.323 0.001000 Undoing: newLoss 6.041960178336446, oldLoss 6.042129927063409, deltaLossBound -1.7092540499438584E-4 'DOC__rev lambda = 0.3845 alpha = -0.006737 lossBound = -0.000000 W1 = 0.628125 N1 = 0.642831 deltaLoss = -0.000001 increaseLambda: 0.323 0.000000 Search: 0.323 0.000000 Updating 7 features NewtonStep: 0.477 0.002000 increaseLambda: 0.324 0.001000 Undoing contribution: was 0.13726639053642103 now 0.13709546513142595 95: time = 0.324000 loss = 6.041959 testLoss 6.965957 'NTL_COND lambda = -2.0137 alpha = 0.157517 lossBound = -0.000171 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000171 increaseLambda: 0.477 0.000000 Updating 6 features NewtonStep: 1.854 0.002000 143: time = 0.477000 loss = 6.027803 testLoss 7.005436 NTL_COND^2: lambda = -0.9578 min = 1.0000 max = 9.0000 alpha = -0.091443 lossBound = -0.000063 W1 = 0.128662 N1 = 0.121324 deltaLoss = -0.000176 Updating 5 features NewtonStep: 1.86 0.002000 increaseLambda: 1.855 0.001000 Undoing: newLoss 6.029859599113119, oldLoss 6.029859691583451, deltaLossBound -9.247467438156271E-8 increaseLambda: 1.86 0.000000 Undoing contribution: was 0.008546556675844894 now 0.008546204412398926 increaseLambda: 1.855 0.000000 490: time = 1.860000 loss = 6.005773 testLoss 7.004316 'CHLA__rev lambda = -0.7697 alpha = 0.002659 lossBound = -0.000000 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000000 Search: 1.855 0.000000 increaseLambda: 1.856 0.001000 Undoing contribution: was 0.0012335006231900911 now 0.001233408148517727 Updating 7 features NewtonStep: 0.479 0.002000 434: time = 1.856000 loss = 6.029860 testLoss 7.043136 ANC_COND: lambda = -1.2188 min = 1.0000 max = 2.0000 alpha = 0.013637 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 increaseLambda: 0.479 0.000000 Undoing contribution: was 0.015215664001088414 now 0.015047916738389334 144: time = 0.479000 loss = 6.027636 testLoss 6.989781 NTL_COND: lambda = -0.0599 min = 1.0000 max = 3.0000 alpha = 0.073445 lossBound = -0.000075 W1 = 0.171523 N1 = 0.161765 deltaLoss = -0.000168 Updating 7 features NewtonStep: 1.862 0.002000 increaseLambda: 1.862 0.000000 Updating 7 features 491: time = 1.862000 loss = 6.005773 testLoss 7.004363 NewtonStep: 0.327 0.003000 'ANC__rev lambda = -0.3139 alpha = -0.005382 lossBound = -0.000000 W1 = 0.032022 N1 = 0.017316 deltaLoss = -0.000000 increaseLambda: 0.328 0.001000 96: time = 0.328000 loss = 6.036413 testLoss 6.989791 Updating 6 features NTL: lambda = -4.9823 min = 5.0000 max = 26,100.0000 NewtonStep: 0.481 0.002000 alpha = -4.982260 lossBound = -0.000151 W1 = 0.028288 N1 = 0.027624 deltaLoss = -0.005546 Updating 6 features NewtonStep: 1.858 0.002000 increaseLambda: 0.481 0.000000 145: time = 0.481000 loss = 6.027464 testLoss 7.007942 NTL_COND^2: lambda = -1.0484 min = 1.0000 max = 9.0000 alpha = -0.090632 lossBound = -0.000062 W1 = 0.128661 N1 = 0.121324 deltaLoss = -0.000172 increaseLambda: 1.858 0.000000 Undoing contribution: was 9.90813808525533E-4 now 9.906108464810288E-4 435: time = 1.858000 loss = 6.029859 testLoss 7.042980 'COND__rev lambda = -1.2954 alpha = 0.002401 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.864 0.002000 Updating 4 features NewtonStep: 0.329 0.001000 increaseLambda: 1.864 0.000000 Undoing contribution: was 0.0036131028737366867 now 0.003612047053868708 492: time = 1.864000 loss = 6.005772 testLoss 7.004354 PTL: lambda = 3.3335 min = 1.0000 max = 4,865.0000 alpha = -0.027598 lossBound = -0.000000 W1 = 0.019301 N1 = 0.021255 deltaLoss = -0.000001 increaseLambda: 0.33 0.001000 Updating 6 features Reducing newton stepsize from 0.0722915911844133 to 0.059916668149150976 NewtonStep: 0.483 0.002000 97: time = 0.330000 loss = 6.033507 testLoss 6.977727 'PTL__rev lambda = -0.8309 alpha = -0.228880 lossBound = -0.001359 W1 = 0.363682 N1 = 0.334334 deltaLoss = -0.002907 increaseLambda: 0.483 0.000000 Undoing contribution: was 0.015047916738389334 now 0.014890007935140049 146: time = 0.483000 loss = 6.027306 testLoss 6.995149 NTL_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = 0.059917 lossBound = -0.000073 W1 = 0.170735 N1 = 0.161765 deltaLoss = -0.000158 Updating 5 features NewtonStep: 1.86 0.002000 increaseLambda: 1.86 0.000000 Undoing contribution: was 8.424571661992396E-4 now 8.421479897254834E-4 436: time = 1.860000 loss = 6.029859 testLoss 7.042964 'NTL__rev lambda = 0.0134 alpha = -0.003020 lossBound = -0.000000 W1 = 0.340128 N1 = 0.362145 deltaLoss = -0.000000 Updating 5 features NewtonStep: 0.331 0.001000 Updating 5 features NewtonStep: 1.866 0.002000 increaseLambda: 0.331 0.000000 Undoing: newLoss 6.033110608164612, oldLoss 6.033506523189727, deltaLossBound -4.033274379527823E-4 Updating 5 features NewtonStep: 0.485 0.002000 increaseLambda: 1.867 0.001000 increaseLambda: 0.485 0.000000 147: time = 0.485000 loss = 6.027191 testLoss 7.010086 NTL_COND^2: lambda = -1.1228 min = 1.0000 max = 9.0000 493: time = 1.867000 loss = 6.005771 testLoss 7.004250 alpha = -0.074410 lossBound = -0.000041 W1 = 0.128643 N1 = 0.121324 deltaLoss = -0.000115 increaseLambda: 0.332 0.001000 'PTL__rev lambda = -0.7440 alpha = -0.002562 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.862 0.002000 increaseLambda: 1.863 0.001000 Undoing contribution: was 0.0024351142311589305 now 0.0024349263764289367 437: time = 1.863000 loss = 6.029859 testLoss 7.043202 'CHLA__rev lambda = -0.6236 alpha = 0.001978 lossBound = -0.000000 W1 = 0.179332 N1 = 0.153039 deltaLoss = -0.000000 Updating 5 features NewtonStep: 0.487 0.002000 Updating 4 features NewtonStep: 1.869 0.002000 Search: 0.334 0.002000 increaseLambda: 0.487 0.000000 Undoing: newLoss 6.027143105374364, oldLoss 6.027191433923484, deltaLossBound -4.841374116305614E-5 increaseLambda: 1.869 0.000000 Undoing contribution: was 0.18966254207312547 now 0.1896620701974758 494: time = 1.869000 loss = 6.005771 testLoss 7.004293 'PTL__rev lambda = -0.3732 alpha = 0.003694 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 increaseLambda: 0.488 0.001000 Search: 0.488 0.000000 increaseLambda: 0.488 0.000000 Undoing contribution: was 0.1354890031148103 now 0.13544058937364759 Updating 4 features 148: time = 0.488000 loss = 6.027143 testLoss 6.996636 'NTL_COND lambda = -1.3855 alpha = 0.082843 lossBound = -0.000048 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000048 increaseLambda: 0.335 0.001000 Undoing contribution: was 0.13709546513142595 now 0.13669213769347327 98: time = 0.335000 loss = 6.033103 testLoss 6.937639 'NTL_COND lambda = -1.7683 alpha = 0.245324 lossBound = -0.000403 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000403 NewtonStep: 1.865 0.002000 Updating 4 features increaseLambda: 1.866 0.001000 NewtonStep: 1.871 0.002000 438: time = 1.866000 loss = 6.029859 testLoss 7.043206 PTL: lambda = 3.0449 min = 1.0000 max = 4,865.0000 alpha = 0.015054 lossBound = -0.000000 W1 = 0.019301 N1 = 0.021255 deltaLoss = -0.000000 increaseLambda: 1.872 0.001000 495: time = 1.872000 loss = 6.005770 testLoss 7.004258 'PTL__rev lambda = -0.3531 alpha = -0.003265 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 5 features NewtonStep: 0.49 0.002000 increaseLambda: 0.49 0.000000 149: time = 0.490000 loss = 6.027092 testLoss 6.992760 'CHLA__rev lambda = -0.9599 alpha = -0.031767 lossBound = -0.000034 W1 = 0.179356 N1 = 0.153039 deltaLoss = -0.000051 Updating 26 features Updating 5 features NewtonStep: 0.337 0.002000 Newton: returning 0.20093499773459292 Updating 5 features increaseLambda: 0.338 0.001000 Undoing contribution: was 0.02739562841662216 now 0.02667328986108955 99: time = 0.338000 loss = 6.032381 testLoss 6.937055 'TURB__rev lambda = -0.1744 alpha = 0.142757 lossBound = -0.000358 W1 = 0.187786 N1 = 0.164242 deltaLoss = -0.000722 Updating 4 features NewtonStep: 1.868 0.002000 Loss was 6.027092098660227, now 6.026781640495804, delta -0.000310 parallelUpdate: 0.491 0.001000 increaseLambda: 1.868 0.000000 Undoing: newLoss 6.0298585380992336, oldLoss 6.0298585984104545, deltaLossBound -6.031122219957825E-8 Updating 2 features NewtonStep: 1.874 0.002000 increaseLambda: 1.869 0.001000 increaseLambda: 1.874 0.000000 Undoing contribution: was 0.1896620701974758 now 0.1896617260506803 496: time = 1.874000 loss = 6.005770 testLoss 7.004295 'PTL__rev lambda = -0.3701 alpha = 0.003154 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Search: 1.869 0.000000 Updating 6 features increaseLambda: 1.869 0.000000 439: time = 1.869000 loss = 6.029859 testLoss 7.043389 'PTL_COND__rev lambda = 0.2157 alpha = 0.000722 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 NewtonStep: 0.339 0.001000 Updating 4 features NewtonStep: 0.493 0.002000 increaseLambda: 0.34 0.001000 Undoing: newLoss 6.045430721727557, oldLoss 6.032380857196242, deltaLossBound -2.723576690288473E-4 increaseLambda: 0.493 0.000000 Undoing: newLoss 6.026626725812244, oldLoss 6.026781640495804, deltaLossBound -1.5491888395383177E-4 increaseLambda: 0.34 0.000000 increaseLambda: 0.493 0.000000 Search: 0.341 0.001000 Updating 3 features Search: 0.494 0.001000 NewtonStep: 1.876 0.002000 increaseLambda: 0.341 0.000000 increaseLambda: 0.494 0.000000 Undoing contribution: was 0.0046821321431209295 now 0.004527213259167793 increaseLambda: 1.876 0.000000 100: time = 0.341000 loss = 6.031928 testLoss 6.928815 'CHLA__rev lambda = -0.1005 alpha = -0.100502 lossBound = -0.000272 W1 = 0.309433 N1 = 0.280945 deltaLoss = -0.000453 151: time = 0.494000 loss = 6.026627 testLoss 7.010632 'PTL_COND__rev lambda = 0.3857 497: time = 1.876000 loss = 6.005770 testLoss 7.004261 alpha = -0.036640 lossBound = -0.000155 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000155 'PTL__rev lambda = -0.3564 alpha = -0.003252 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 5 features increaseLambda: 1.872 0.003000 440: time = 1.872000 loss = 6.029858 testLoss 7.043376 (URBAN=1.0) lambda = 0.5363 alpha = 0.000612 lossBound = -0.000000 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000000 Updating 7 features Updating 5 features NewtonStep: 0.496 0.002000 Updating 3 features NewtonStep: 1.878 0.002000 increaseLambda: 0.343 0.002000 increaseLambda: 0.496 0.000000 Undoing contribution: was 0.09817173745125718 now 0.0975473243021785 152: time = 0.496000 loss = 6.026510 testLoss 7.012986 SALINITY_COND: lambda = 0.5918 min = 1.0000 max = 3.0000 alpha = 0.071147 lossBound = -0.000078 W1 = 0.078930 N1 = 0.088235 deltaLoss = -0.000117 increaseLambda: 1.878 0.000000 Undoing contribution: was 0.1896617260506803 now 0.1896613844801431 498: time = 1.878000 loss = 6.005769 testLoss 7.004297 'PTL__rev lambda = -0.3669 alpha = 0.003142 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 101: time = 0.343000 loss = 6.031304 testLoss 6.929664 Updating 5 features NewtonStep: 1.874 0.002000 Updating 4 features NewtonStep: 0.498 0.002000 (LAKE_ORIGIN=0.0) lambda = -0.4235 alpha = 0.119374 lossBound = -0.000624 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000624 increaseLambda: 1.875 0.001000 Undoing contribution: was 0.0022514708707615143 now 0.0022513803706163587 441: time = 1.875000 loss = 6.029858 testLoss 7.043244 'NTL__rev lambda = -0.9291 alpha = 0.004409 lossBound = -0.000000 W1 = 0.023604 N1 = 0.011802 deltaLoss = -0.000000 increaseLambda: 0.498 0.000000 Undoing contribution: was 0.19004993909271176 now 0.18999014049515808 Updating 3 features 153: time = 0.498000 loss = 6.026450 testLoss 7.013423 NewtonStep: 1.88 0.002000 'PTL__rev lambda = -0.7793 alpha = 0.042043 lossBound = -0.000033 W1 = 0.145395 N1 = 0.122951 deltaLoss = -0.000060 increaseLambda: 1.88 0.000000 499: time = 1.880000 loss = 6.005769 testLoss 7.004263 'PTL__rev lambda = -0.3596 alpha = -0.003240 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 500: time = 1.880000 loss = 6.005769 testLoss 7.004263 Updating 7 features NewtonStep: 0.346 0.003000 Updating 5 features Updating 6 features NewtonStep: 0.5 0.002000 NewtonStep: 1.877 0.002000 increaseLambda: 0.5 0.000000 Undoing: newLoss 6.040150712887132, oldLoss 6.026450204547282, deltaLossBound -3.421355508781312E-5 increaseLambda: 1.877 0.000000 increaseLambda: 0.347 0.001000 Undoing: newLoss 6.031038885740877, oldLoss 6.0313036189161355, deltaLossBound -2.6474298261784895E-4 442: time = 1.877000 loss = 6.029858 testLoss 7.043242 'TURB__rev lambda = -0.1319 alpha = -0.001818 lossBound = -0.000000 W1 = 0.187528 N1 = 0.164242 deltaLoss = -0.000000 increaseLambda: 0.5 0.000000 increaseLambda: 0.347 0.000000 Search: 0.5 0.000000 Search: 0.348 0.001000 increaseLambda: 0.501 0.001000 154: time = 0.501000 loss = 6.026394 testLoss 7.010583 'CHLA__rev lambda = -0.0357 alpha = -0.035729 lossBound = -0.000034 W1 = 0.309401 N1 = 0.279805 deltaLoss = -0.000056 increaseLambda: 0.348 0.000000 Making features Updating 5 features NewtonStep: 0.503 0.002000 increaseLambda: 0.503 0.000000 155: time = 0.503000 loss = 6.026231 testLoss 7.010528 PTL: lambda = 2.2950 min = 1.0000 max = 4,865.0000 alpha = 0.392514 lossBound = -0.000023 W1 = 0.019446 N1 = 0.021255 deltaLoss = -0.000163 Updating 4 features NewtonStep: 0.506 0.003000 increaseLambda: 0.506 0.000000 Undoing contribution: was 0.0030344591074478048 now 0.002944793814218403 156: time = 0.506000 loss = 6.026141 testLoss 7.012015 'PTL__rev lambda = -0.2098 alpha = 0.039927 lossBound = -0.000044 W1 = 0.367765 N1 = 0.338531 deltaLoss = -0.000090 makeFeatures: max memory 1908932608, total allocated 789577728, free 206555240, used 583022488, increment 520024720 Daphnia_lumholtzi LAKE_ORIGIN: Updating 4 features NewtonStep: 0.508 0.002000 Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 increaseLambda: 0.509 0.001000 157: time = 0.509000 loss = 6.025977 testLoss 7.011132 ANC^2: lambda = -3.4404 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.573622 lossBound = -0.000066 W1 = 0.001774 N1 = 0.000695 deltaLoss = -0.000164 Updating 4 features NewtonStep: 0.515 0.006000 increaseLambda: 0.515 0.000000 Undoing: newLoss 6.025957252997582, oldLoss 6.025977333488691, deltaLossBound -2.0094587608637652E-5 increaseLambda: 0.515 0.000000 Search: 0.516 0.001000 increaseLambda: 0.516 0.000000 Undoing contribution: was 0.13546470573367383 now 0.13544461114606574 158: time = 0.516000 loss = 6.025957 testLoss 7.002519 'NTL_COND lambda = -1.3410 alpha = 0.053118 lossBound = -0.000020 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000020 Updating 4 features NewtonStep: 0.518 0.002000 increaseLambda: 0.518 0.000000 159: time = 0.518000 loss = 6.025875 testLoss 7.002511 PTL: lambda = 2.5598 min = 1.0000 max = 4,865.0000 alpha = 0.264711 lossBound = -0.000012 W1 = 0.019368 N1 = 0.021255 deltaLoss = -0.000082 Updating 7 features NewtonStep: 0.52 0.002000 increaseLambda: 0.52 0.000000 160: time = 0.520000 loss = 6.025786 testLoss 7.001851 ANC^2: lambda = -3.8959 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.455519 lossBound = -0.000034 W1 = 0.001738 N1 = 0.000695 deltaLoss = -0.000089 Updating 5 features NewtonStep: 1.899 0.022000 increaseLambda: 1.899 0.000000 Undoing contribution: was 0.003946420062791413 now 0.003946231931767764 443: time = 1.899000 loss = 6.029858 testLoss 7.043257 'TURB__rev lambda = -0.9253 alpha = 0.002673 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000000 Updating 7 features NewtonStep: 0.523 0.003000 increaseLambda: 0.523 0.000000 161: time = 0.523000 loss = 6.025763 testLoss 7.003171 CHLA_COND^2: lambda = 0.7383 min = 1.0000 max = 81.0000 alpha = 0.032429 lossBound = -0.000016 W1 = 0.069391 N1 = 0.079044 deltaLoss = -0.000023 Updating 4 features NewtonStep: 1.901 0.002000 increaseLambda: 1.902 0.001000 Updating 6 features NewtonStep: 0.525 0.002000 444: time = 1.902000 loss = 6.029858 testLoss 7.043211 'PTL__rev lambda = -0.5333 alpha = -0.001141 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000000 increaseLambda: 0.525 0.000000 Undoing contribution: was 0.01464127836503271 now 0.014587123445422682 162: time = 0.525000 loss = 6.025709 testLoss 7.001978 'DOC__rev lambda = 0.4802 alpha = -0.054089 lossBound = -0.000009 W1 = 0.617925 N1 = 0.632645 deltaLoss = -0.000054 Updating 4 features NewtonStep: 1.903 0.001000 Updating 5 features NewtonStep: 0.527 0.002000 increaseLambda: 1.904 0.001000 Undoing contribution: was 1.2052115859201675E-4 now 1.204056110027423E-4 445: time = 1.904000 loss = 6.029858 testLoss 7.043231 'PTL__rev lambda = -0.9012 alpha = 0.001892 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.527 0.000000 Undoing: newLoss 6.025696707858525, oldLoss 6.025709015270563, deltaLossBound -1.2307435498827839E-5 increaseLambda: 0.527 0.000000 Search: 0.527 0.000000 increaseLambda: 0.528 0.001000 163: time = 0.528000 loss = 6.025697 testLoss 7.004577 'PTL_COND__rev lambda = 0.3960 alpha = 0.010305 lossBound = -0.000012 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000012 Updating 4 features NewtonStep: 1.906 0.002000 102: time = 0.348000 loss = 6.031039 testLoss 6.941490 'PTL_COND__rev lambda = 0.3290 alpha = 0.047716 lossBound = -0.000265 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000265 Updating 7 features NewtonStep: 0.38 0.032000 increaseLambda: 0.38 0.000000 Undoing: newLoss 6.1760135427031475, oldLoss 6.031038875933518, deltaLossBound -2.1574644152773853E-4 increaseLambda: 0.381 0.001000 Search: 0.381 0.000000 increaseLambda: 0.381 0.000000 103: time = 0.381000 loss = 6.028801 testLoss 6.939595 PTL: lambda = 1.2379 min = 1.0000 max = 4,865.0000 alpha = 1.237875 lossBound = -0.000216 W1 = 0.018680 N1 = 0.021255 deltaLoss = -0.002238 Updating 7 features NewtonStep: 0.383 0.002000 increaseLambda: 0.383 0.000000 Undoing: newLoss 6.028631185977332, oldLoss 6.028800699698456, deltaLossBound -2.6846103666868133E-4 increaseLambda: 0.384 0.001000 Search: 0.384 0.000000 increaseLambda: 0.384 0.000000 104: time = 0.384000 loss = 6.028177 testLoss 6.936323 COND^2: lambda = -2.4711 min = 16.0000 max = 2,559,348,100.0000 alpha = -2.471148 lossBound = -0.000268 W1 = 0.000889 N1 = 0.000135 deltaLoss = -0.000624 Updating 7 features NewtonStep: 0.386 0.002000 increaseLambda: 0.387 0.001000 Undoing contribution: was 0.18983166213751826 now 0.18952940652998798 105: time = 0.387000 loss = 6.027874 testLoss 6.937163 'PTL__rev lambda = -1.0765 alpha = 0.096710 lossBound = -0.000166 W1 = 0.145504 N1 = 0.122951 deltaLoss = -0.000302 Updating 6 features NewtonStep: 0.389 0.002000 increaseLambda: 0.389 0.000000 Undoing: newLoss 6.042496166116444, oldLoss 6.027874435842629, deltaLossBound -1.4688600383299982E-4 increaseLambda: 0.39 0.001000 Search: 0.39 0.000000 increaseLambda: 0.39 0.000000 106: time = 0.390000 loss = 6.027568 testLoss 6.933967 'PTL__rev lambda = -0.0713 alpha = -0.071317 lossBound = -0.000147 W1 = 0.359936 N1 = 0.330426 deltaLoss = -0.000307 34 samples Updating 6 features NewtonStep: 0.392 0.002000 increaseLambda: 0.392 0.000000 Undoing: newLoss 6.027413551397673, oldLoss 6.027567706515427, deltaLossBound -1.5415854789105647E-4 increaseLambda: 0.393 0.001000 Search: 0.393 0.000000 increaseLambda: 0.393 0.000000 107: time = 0.393000 loss = 6.027414 testLoss 6.943044 'PTL_COND__rev lambda = 0.3655 alpha = 0.036429 lossBound = -0.000154 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000154 Density: max memory 1908932608, total allocated 789577728, free 184229232, used 605348496, increment 22326008 linearPredictor: max memory 1908932608, total allocated 789577728, free 184229232, used 605348496, increment 0 Updating 6 features NewtonStep: 0.395 0.002000 increaseLambda: 0.395 0.000000 108: time = 0.395000 loss = 6.027258 testLoss 6.946430 CHLA_COND^2: lambda = 1.7319 min = 1.0000 max = 81.0000 alpha = 0.085502 lossBound = -0.000112 W1 = 0.069512 N1 = 0.079044 deltaLoss = -0.000156 FeaturedSpace: max memory 1908932608, total allocated 789577728, free 184229232, used 605348496, increment 0 Sequential: max memory 1908932608, total allocated 789577728, free 184229232, used 605348496, increment 0 Initial loss: 7.023758954738443 Initial test loss: 7.023758954738443 Updating 6 features NewtonStep: 0.397 0.002000 increaseLambda: 0.397 0.000000 109: time = 0.397000 loss = 6.027072 testLoss 6.951779 'NTL__rev lambda = -0.5459 alpha = -0.186129 lossBound = -0.000077 W1 = 0.023694 N1 = 0.011802 deltaLoss = -0.000186 Updating 5 features NewtonStep: 0.4 0.003000 increaseLambda: 1.93 0.024000 increaseLambda: 0.4 0.000000 Undoing contribution: was 0.18952940652998798 now 0.18926998783029195 446: time = 1.930000 loss = 6.029858 testLoss 7.043230 110: time = 0.400000 loss = 6.026812 testLoss 6.952576 'TURB__rev lambda = -0.1334 alpha = -0.001463 lossBound = -0.000000 W1 = 0.187528 N1 = 0.164242 deltaLoss = -0.000000 Updating 28 features NewtonStep: 0.005 0.005000 'PTL__rev lambda = -0.9869 alpha = 0.089520 lossBound = -0.000142 W1 = 0.145484 N1 = 0.122951 deltaLoss = -0.000259 increaseLambda: 0.005 0.000000 Undoing: newLoss 7.01969695260538, oldLoss 7.023758954738443, deltaLossBound -0.14695963704003445 increaseLambda: 0.006 0.001000 Search: 0.006 0.000000 increaseLambda: 0.006 0.000000 0: time = 0.006000 loss = 7.014893 testLoss 7.023646 'NTL_COND lambda = -0.0541 alpha = -0.054110 lossBound = -0.146960 W1 = 0.174611 N1 = 0.007353 deltaLoss = -0.008866 Updating 3 features NewtonStep: 0.403 0.003000 increaseLambda: 0.403 0.000000 111: time = 0.403000 loss = 6.026563 testLoss 6.949618 'PTL__rev lambda = -0.1382 alpha = -0.066870 lossBound = -0.000119 W1 = 0.359599 N1 = 0.330426 deltaLoss = -0.000249 Updating 28 features NewtonStep: 0.008 0.002000 Updating 4 features NewtonStep: 0.405 0.002000 increaseLambda: 0.009 0.001000 Undoing: newLoss 7.011380020749581, oldLoss 7.014893028007976, deltaLossBound -0.13809371030956819 increaseLambda: 0.405 0.000000 Undoing contribution: was 0.18926998783029195 now 0.1891242591382192 increaseLambda: 0.009 0.000000 112: time = 0.405000 loss = 6.026418 testLoss 6.950258 'PTL__rev lambda = -0.9204 alpha = 0.066521 lossBound = -0.000080 W1 = 0.145433 N1 = 0.122951 deltaLoss = -0.000146 Search: 0.009 0.000000 increaseLambda: 0.01 0.001000 1: time = 0.010000 loss = 7.006614 testLoss 7.023945 'NTL_COND lambda = -0.1071 alpha = -0.053028 lossBound = -0.138094 W1 = 0.167099 N1 = 0.007353 deltaLoss = -0.008279 Updating 4 features NewtonStep: 0.406 0.001000 increaseLambda: 0.407 0.001000 113: time = 0.407000 loss = 6.025824 testLoss 6.949938 PTL: lambda = 2.2220 min = 1.0000 max = 4,865.0000 alpha = 0.984097 lossBound = -0.000072 W1 = 0.019949 N1 = 0.021255 deltaLoss = -0.000593 Updating 28 features increaseLambda: 0.012 0.002000 2: time = 0.012000 loss = 7.001436 testLoss 7.018329 (URBAN=1.0) lambda = 0.0207 alpha = 0.020714 lossBound = -0.132058 W1 = 0.348853 N1 = 0.617647 deltaLoss = -0.005178 Updating 6 features NewtonStep: 0.408 0.001000 Updating 5 features increaseLambda: 0.409 0.001000 Undoing: newLoss 6.025680044228761, oldLoss 6.0258243709258235, deltaLossBound -1.4432971343991663E-4 increaseLambda: 0.409 0.000000 Search: 0.409 0.000000 NewtonStep: 1.939 0.009000 increaseLambda: 0.41 0.001000 114: time = 0.410000 loss = 6.025680 testLoss 6.958726 'PTL_COND__rev lambda = 0.4007 alpha = 0.035251 lossBound = -0.000144 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000144 increaseLambda: 1.94 0.001000 Undoing contribution: was 0.010703792830817073 now 0.010703727079015736 447: time = 1.940000 loss = 6.029858 testLoss 7.043205 'ANC__rev lambda = -0.5301 alpha = 0.002600 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = -0.000000 Updating 28 features NewtonStep: 0.015 0.003000 increaseLambda: 0.015 0.000000 Undoing: newLoss 6.998142970294186, oldLoss 7.001435602427316, deltaLossBound -0.12935939299190535 increaseLambda: 0.015 0.000000 Search: 0.016 0.001000 Updating 3 features NewtonStep: 1.942 0.002000 increaseLambda: 0.016 0.000000 3: time = 0.016000 loss = 6.993732 testLoss 7.019022 'NTL_COND lambda = -0.1590 alpha = -0.051908 lossBound = -0.129359 W1 = 0.159598 N1 = 0.007353 deltaLoss = -0.007704 increaseLambda: 1.942 0.000000 Undoing: newLoss 6.029857722353373, oldLoss 6.029857748343903, deltaLossBound -2.5990536605155723E-8 increaseLambda: 1.943 0.001000 Search: 1.943 0.000000 increaseLambda: 1.943 0.000000 Undoing contribution: was 0.019162431960038907 now 0.01916240596950296 448: time = 1.943000 loss = 6.029858 testLoss 7.043159 'CHLA__rev lambda = 1.6693 alpha = -0.001187 lossBound = -0.000000 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000000 Updating 28 features increaseLambda: 0.018 0.002000 4: time = 0.018000 loss = 6.988794 testLoss 7.013657 (URBAN=0.0) lambda = -0.0202 alpha = -0.020209 lossBound = -0.125762 W1 = 0.645509 N1 = 0.382353 deltaLoss = -0.004937 Updating 4 features NewtonStep: 1.945 0.002000 increaseLambda: 1.945 0.000000 Undoing contribution: was 2.704004812938658E-4 now 2.6976571716904745E-4 449: time = 1.945000 loss = 6.029857 testLoss 7.043183 CHLA: lambda = 2.6373 min = 0.0000 max = 871.2000 alpha = -0.031343 lossBound = -0.000000 W1 = 0.030404 N1 = 0.031710 deltaLoss = -0.000001 Updating 30 features Newton: returning 0.004407686000305122 Updating 4 features Updating 28 features NewtonStep: 0.02 0.002000 increaseLambda: 0.021 0.001000 Undoing: newLoss 6.9857057677713446, oldLoss 6.988794388237028, deltaLossBound -0.12122985767448881 Loss was 6.029857087589242, now 6.0298570383195464, delta -0.000000 parallelUpdate: 1.947 0.002000 increaseLambda: 0.021 0.000000 Search: 0.021 0.000000 increaseLambda: 0.022 0.001000 5: time = 0.022000 loss = 6.981623 testLoss 7.014705 'NTL_COND lambda = -0.2099 alpha = -0.050811 lossBound = -0.121230 W1 = 0.152519 N1 = 0.007353 deltaLoss = -0.007171 Updating 4 features NewtonStep: 1.948 0.001000 increaseLambda: 1.949 0.001000 Undoing contribution: was 0.01237166406718023 now 0.012371422820243136 451: time = 1.949000 loss = 6.029857 testLoss 7.042476 NTL_COND^2: lambda = -1.1871 min = 1.0000 max = 9.0000 alpha = 0.003438 lossBound = -0.000000 W1 = 0.128609 N1 = 0.121324 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.952 0.003000 increaseLambda: 1.952 0.000000 Undoing contribution: was 9.906108464810288E-4 now 9.904798800362286E-4 452: time = 1.952000 loss = 6.029857 testLoss 7.042351 'COND__rev lambda = -1.2934 alpha = 0.001929 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000000 Updating 28 features increaseLambda: 0.027 0.005000 6: time = 0.027000 loss = 6.976915 testLoss 7.009580 (URBAN=1.0) lambda = 0.0404 alpha = 0.019720 lossBound = -0.119794 W1 = 0.359999 N1 = 0.617647 deltaLoss = -0.004708 Updating 4 features NewtonStep: 1.954 0.002000 increaseLambda: 1.954 0.000000 453: time = 1.954000 loss = 6.029857 testLoss 7.042327 ANC^2: lambda = -0.5306 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.018931 lossBound = -0.000000 W1 = 0.001695 N1 = 0.000695 deltaLoss = -0.000000 Updating 28 features NewtonStep: 0.03 0.003000 Updating 4 features NewtonStep: 1.956 0.002000 increaseLambda: 0.03 0.000000 Undoing: newLoss 6.968715454054155, oldLoss 6.9769147870008785, deltaLossBound -0.11854690026064016 increaseLambda: 1.956 0.000000 Undoing contribution: was 8.421479897254834E-4 now 8.420571774238049E-4 454: time = 1.956000 loss = 6.029856 testLoss 7.042318 'NTL__rev lambda = 0.0116 alpha = -0.001637 lossBound = -0.000000 W1 = 0.340128 N1 = 0.362145 deltaLoss = -0.000000 increaseLambda: 0.031 0.001000 Search: 0.031 0.000000 increaseLambda: 0.031 0.000000 7: time = 0.031000 loss = 6.966515 testLoss 6.998608 'PTL__rev lambda = -0.0484 alpha = -0.048435 lossBound = -0.118547 W1 = 0.356755 N1 = 0.122951 deltaLoss = -0.010400 Updating 4 features NewtonStep: 1.958 0.002000 increaseLambda: 1.959 0.001000 Undoing contribution: was 1.204319219895173E-4 now 1.2030205926005849E-4 455: time = 1.959000 loss = 6.029856 testLoss 7.042339 'PTL__rev lambda = -0.9004 alpha = 0.002006 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 28 features NewtonStep: 0.033 0.002000 increaseLambda: 0.033 0.000000 Undoing: newLoss 6.963556346649233, oldLoss 6.966514902715596, deltaLossBound -0.11602618508875598 increaseLambda: 0.034 0.001000 Search: 0.034 0.000000 Updating 3 features NewtonStep: 1.961 0.002000 increaseLambda: 1.961 0.000000 456: time = 1.961000 loss = 6.029856 testLoss 7.042293 'PTL__rev lambda = -0.5345 alpha = -0.001135 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000000 Updating 9 features NewtonStep: 0.586 0.058000 Updating 4 features NewtonStep: 1.963 0.002000 increaseLambda: 0.586 0.000000 164: time = 0.586000 loss = 6.025687 testLoss 7.008991 NTL_COND^2: lambda = -1.1982 min = 1.0000 max = 9.0000 alpha = -0.021870 lossBound = -0.000004 W1 = 0.128612 N1 = 0.121324 deltaLoss = -0.000010 increaseLambda: 1.963 0.000000 457: time = 1.963000 loss = 6.029856 testLoss 7.042297 'NTL__rev lambda = 0.1175 alpha = 0.002066 lossBound = -0.000000 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000000 Updating 9 features NewtonStep: 0.588 0.002000 Updating 4 features NewtonStep: 1.965 0.002000 increaseLambda: 0.588 0.000000 Undoing contribution: was 0.043388777483233776 now 0.04336565460350017 165: time = 0.588000 loss = 6.025664 testLoss 7.003211 TURB_COND: lambda = -2.2848 min = 1.0000 max = 3.0000 alpha = 0.031584 lossBound = -0.000015 W1 = 0.082457 N1 = 0.073529 deltaLoss = -0.000023 increaseLambda: 1.966 0.001000 Undoing contribution: was 8.420571774238049E-4 now 8.419010948564897E-4 458: time = 1.966000 loss = 6.029856 testLoss 7.042285 'NTL__rev lambda = 0.0094 alpha = -0.002145 lossBound = -0.000000 W1 = 0.340128 N1 = 0.362145 deltaLoss = -0.000000 Updating 10 features Reducing newton stepsize from -0.07284455302666332 to -0.03580778120863516 NewtonStep: 0.59 0.002000 increaseLambda: 0.59 0.000000 Undoing contribution: was 0.0 now 0.0 166: time = 0.590000 loss = 6.025582 testLoss 7.002244 SALINITY_COND^2: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.035808 lossBound = -0.000067 W1 = 0.066715 N1 = 0.073529 deltaLoss = -0.000081 Updating 3 features NewtonStep: 1.968 0.002000 increaseLambda: 1.968 0.000000 459: time = 1.968000 loss = 6.029856 testLoss 7.042289 'NTL__rev lambda = 0.1197 alpha = 0.002174 lossBound = -0.000000 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000000 Updating 9 features NewtonStep: 0.592 0.002000 increaseLambda: 0.592 0.000000 167: time = 0.592000 loss = 6.025539 testLoss 7.002254 PTL: lambda = 2.7492 min = 1.0000 max = 4,865.0000 alpha = 0.189396 lossBound = -0.000006 W1 = 0.019334 N1 = 0.021255 deltaLoss = -0.000043 Updating 4 features NewtonStep: 1.97 0.002000 increaseLambda: 1.97 0.000000 Undoing contribution: was 8.419010948564897E-4 now 8.417541539899042E-4 460: time = 1.970000 loss = 6.029856 testLoss 7.042278 'NTL__rev lambda = 0.0073 alpha = -0.002081 lossBound = -0.000000 W1 = 0.340128 N1 = 0.362145 deltaLoss = -0.000000 Converged after 460 iterations 460: time = 1.970000 loss = 6.029856 testLoss 7.042278 Updating 8 features NewtonStep: 0.594 0.002000 increaseLambda: 0.594 0.000000 Undoing contribution: was 0.013203085426001496 now 0.013168870235152045 168: time = 0.594000 loss = 6.025505 testLoss 7.001356 CHLA_COND: lambda = 1.4512 min = 1.0000 max = 9.0000 alpha = -0.037313 lossBound = -0.000018 W1 = 0.104051 N1 = 0.113971 deltaLoss = -0.000034 Updating 5 features NewtonStep: 0.444 0.034000 Updating 9 features NewtonStep: 0.597 0.003000 increaseLambda: 0.444 0.000000 115: time = 0.444000 loss = 6.025323 testLoss 6.957433 ANC^2: lambda = -2.9400 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.745880 lossBound = -0.000157 W1 = 0.001867 N1 = 0.000695 deltaLoss = -0.000357 increaseLambda: 0.597 0.000000 169: time = 0.597000 loss = 6.025463 testLoss 7.003130 CHLA_COND^2: lambda = 0.7822 min = 1.0000 max = 81.0000 alpha = 0.043830 lossBound = -0.000030 W1 = 0.069408 N1 = 0.079044 deltaLoss = -0.000042 increaseLambda: 0.049 0.015000 8: time = 0.049000 loss = 6.959683 testLoss 6.999877 'NTL_COND lambda = -0.2599 alpha = -0.050078 lossBound = -0.116026 W1 = 0.147937 N1 = 0.007353 deltaLoss = -0.006832 Updating 4 features NewtonStep: 0.446 0.002000 increaseLambda: 0.446 0.000000 116: time = 0.446000 loss = 6.025129 testLoss 6.956733 'TURB__rev lambda = -0.8751 alpha = -0.089233 lossBound = -0.000056 W1 = 0.770351 N1 = 0.748154 deltaLoss = -0.000195 Updating 4 features NewtonStep: 0.051 0.002000 increaseLambda: 0.051 0.000000 Undoing: newLoss 6.953108273028176, oldLoss 6.959683031200309, deltaLossBound -0.11440950588712402 increaseLambda: 0.052 0.001000 Updating 5 features NewtonStep: 0.448 0.002000 Search: 0.052 0.000000 increaseLambda: 0.448 0.000000 117: time = 0.448000 loss = 6.024905 testLoss 6.977261 NTL_COND^2: lambda = -0.5982 min = 1.0000 max = 9.0000 alpha = -0.102595 lossBound = -0.000082 W1 = 0.128678 N1 = 0.121324 deltaLoss = -0.000224 increaseLambda: 0.052 0.000000 9: time = 0.052000 loss = 6.949655 testLoss 6.989286 'PTL__rev lambda = -0.0961 alpha = -0.047668 lossBound = -0.114410 W1 = 0.352472 N1 = 0.122951 deltaLoss = -0.010028 Updating 4 features NewtonStep: 0.45 0.002000 increaseLambda: 0.45 0.000000 Undoing: newLoss 6.038612434001571, oldLoss 6.024904944268594, deltaLossBound -3.861209901147224E-5 increaseLambda: 0.45 0.000000 Search: 0.451 0.001000 increaseLambda: 0.451 0.000000 Updating 4 features 118: time = 0.451000 loss = 6.024841 testLoss 6.974240 'CHLA__rev lambda = -0.0380 alpha = -0.037953 lossBound = -0.000039 W1 = 0.309368 N1 = 0.279805 deltaLoss = -0.000064 increaseLambda: 0.056 0.004000 10: time = 0.056000 loss = 6.928196 testLoss 6.965798 (URBAN=1.0) lambda = 0.1364 alpha = 0.095924 lossBound = -0.113430 W1 = 0.384044 N1 = 0.617647 deltaLoss = -0.021459 Updating 7 features NewtonStep: 0.453 0.002000 increaseLambda: 0.453 0.000000 Undoing contribution: was 0.02667328986108955 now 0.026495346097791944 119: time = 0.453000 loss = 6.024663 testLoss 6.974130 'TURB__rev lambda = -0.1052 alpha = 0.069197 lossBound = -0.000089 W1 = 0.187590 N1 = 0.164242 deltaLoss = -0.000178 Updating 26 features Updating 4 features NewtonStep: 0.057 0.001000 Newton: returning 0.34876828719108793 Updating 7 features increaseLambda: 0.058 0.001000 Undoing: newLoss 6.914769310280834, oldLoss 6.928195990937858, deltaLossBound -0.10945807878559967 increaseLambda: 0.058 0.000000 Loss was 6.0246634832927946, now 6.0228623941387065, delta -0.001801 parallelUpdate: 0.454 0.001000 Search: 0.058 0.000000 increaseLambda: 0.058 0.000000 11: time = 0.059000 loss = 6.899008 testLoss 6.976336 'NTL_COND lambda = -0.5055 alpha = -0.245580 lossBound = -0.109458 W1 = 0.119784 N1 = 0.007353 deltaLoss = -0.029188 Making features Updating 4 features NewtonStep: 0.061 0.002000 increaseLambda: 0.061 0.000000 Undoing: newLoss 6.866541011001297, oldLoss 6.899007874245362, deltaLossBound -0.11676900144032716 increaseLambda: 0.062 0.001000 Search: 0.062 0.000000 increaseLambda: 0.063 0.001000 12: time = 0.063000 loss = 6.850927 testLoss 6.925414 'PTL__rev lambda = -0.3366 alpha = -0.240537 lossBound = -0.116769 W1 = 0.329179 N1 = 0.122951 deltaLoss = -0.048081 makeFeatures: max memory 1908932608, total allocated 789577728, free 137488288, used 652089440, increment 46740944 Daphnia_lumholtzi NTL: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 Updating 4 features NewtonStep: 0.074 0.011000 increaseLambda: 0.074 0.000000 Undoing: newLoss 6.839938365542631, oldLoss 6.850926519020858, deltaLossBound -0.08894862712031587 increaseLambda: 0.074 0.000000 Search: 0.074 0.000000 increaseLambda: 0.075 0.001000 13: time = 0.075000 loss = 6.827665 testLoss 6.939190 'NTL_COND lambda = -0.7345 alpha = -0.228959 lossBound = -0.088949 W1 = 0.104887 N1 = 0.007353 deltaLoss = -0.023262 Updating 3 features NewtonStep: 0.077 0.002000 increaseLambda: 0.078 0.001000 Undoing: newLoss 6.801464470230096, oldLoss 6.827664874596575, deltaLossBound -0.09444795454223101 increaseLambda: 0.078 0.000000 Search: 0.078 0.000000 increaseLambda: 0.079 0.001000 14: time = 0.079000 loss = 6.788982 testLoss 6.897925 'PTL__rev lambda = -0.5553 alpha = -0.218616 lossBound = -0.094448 W1 = 0.308180 N1 = 0.122951 deltaLoss = -0.038683 Updating 4 features increaseLambda: 0.082 0.003000 15: time = 0.082000 loss = 6.773494 testLoss 6.880719 (URBAN=1.0) lambda = 0.2176 alpha = 0.081256 lossBound = -0.081493 W1 = 0.415711 N1 = 0.617647 deltaLoss = -0.015488 Updating 4 features NewtonStep: 0.085 0.003000 increaseLambda: 0.085 0.000000 Undoing: newLoss 6.753833733701968, oldLoss 6.773494201473306, deltaLossBound -0.07087254762762382 increaseLambda: 0.085 0.000000 Search: 0.086 0.001000 increaseLambda: 0.087 0.001000 16: time = 0.087000 loss = 6.744686 testLoss 6.849644 'PTL__rev lambda = -0.7472 alpha = -0.191914 lossBound = -0.070873 W1 = 0.283624 N1 = 0.122951 deltaLoss = -0.028808 Updating 8 features NewtonStep: 0.638 0.041000 34 samples increaseLambda: 0.638 0.000000 Undoing contribution: was 0.013168870235152045 now 0.01312753926073488 170: time = 0.638000 loss = 6.025421 testLoss 7.002142 Updating 4 features NewtonStep: 0.089 0.002000 increaseLambda: 0.089 0.000000 Undoing: newLoss 6.727812507320959, oldLoss 6.744686490001926, deltaLossBound -0.07825960054408346 Updating 6 features NewtonStep: 0.486 0.032000 increaseLambda: 0.09 0.001000 increaseLambda: 0.486 0.000000 Undoing contribution: was 0.015923978690397446 now 0.015200119044444994 121: time = 0.486000 loss = 6.022139 testLoss 6.968200 NTL_COND: lambda = -0.2294 min = 1.0000 max = 3.0000 Search: 0.09 0.000000 alpha = 0.153685 lossBound = -0.000331 W1 = 0.171682 N1 = 0.161765 deltaLoss = -0.000724 Density: max memory 1908932608, total allocated 789577728, free 123876568, used 665701160, increment 13611720 linearPredictor: max memory 1908932608, total allocated 789577728, free 123876568, used 665701160, increment 0 increaseLambda: 0.09 0.000000 17: time = 0.090000 loss = 6.728537 testLoss 6.857235 'TURB_COND__rev lambda = 0.1003 alpha = 0.100313 lossBound = -0.078260 W1 = 0.703911 N1 = 0.882353 deltaLoss = -0.016150 FeaturedSpace: max memory 1908932608, total allocated 789577728, free 123876568, used 665701160, increment 0 Sequential: max memory 1908932608, total allocated 789577728, free 123876568, used 665701160, increment 0 Initial loss: 7.023758954738443 Initial test loss: 7.023758954738443 Updating 6 features NewtonStep: 0.488 0.002000 increaseLambda: 0.488 0.000000 Undoing: newLoss 6.021988512285052, oldLoss 6.022138534492754, deltaLossBound -1.5063526423597998E-4 Updating 28 features Updating 3 features NewtonStep: 0.092 0.002000 increaseLambda: 0.488 0.000000 increaseLambda: 0.092 0.000000 Undoing: newLoss 6.719559884173152, oldLoss 6.728536802440912, deltaLossBound -0.0719305455248987 increaseLambda: 0.001 0.001000 0: time = 0.001000 loss = 7.009281 testLoss 7.008778 (LAKE_ORIGIN=0.0) lambda = -0.0407 alpha = -0.040711 lossBound = -0.307792 W1 = 0.451165 N1 = 0.088235 deltaLoss = -0.014478 Updating 28 features increaseLambda: 0.006 0.005000 1: time = 0.006000 loss = 6.995490 testLoss 6.994495 (LAKE_ORIGIN=0.0) lambda = -0.0806 alpha = -0.039897 lossBound = -0.293314 W1 = 0.441307 N1 = 0.088235 deltaLoss = -0.013790 increaseLambda: 0.099 0.007000 Search: 0.099 0.000000 Updating 28 features increaseLambda: 0.1 0.001000 18: time = 0.100000 loss = 6.710099 testLoss 6.873212 'NTL_COND lambda = -0.9472 alpha = -0.212749 lossBound = -0.071931 W1 = 0.091959 N1 = 0.007353 deltaLoss = -0.018438 increaseLambda: 0.009 0.003000 2: time = 0.009000 loss = 6.982356 testLoss 6.980879 (LAKE_ORIGIN=0.0) lambda = -0.1197 alpha = -0.039099 lossBound = -0.279524 W1 = 0.431690 N1 = 0.088235 deltaLoss = -0.013134 Updating 28 features Updating 4 features increaseLambda: 0.102 0.002000 increaseLambda: 0.011 0.002000 19: time = 0.102000 loss = 6.698333 testLoss 6.859950 (URBAN=1.0) lambda = 0.2884 alpha = 0.070742 lossBound = -0.061758 W1 = 0.438861 N1 = 0.617647 deltaLoss = -0.011766 CHLA_COND: lambda = 1.4103 min = 1.0000 max = 9.0000 alpha = -0.040873 lossBound = -0.000021 W1 = 0.104056 N1 = 0.113971 deltaLoss = -0.000041 Updating 8 features NewtonStep: 0.653 0.015000 Updating 3 features NewtonStep: 0.104 0.002000 increaseLambda: 0.653 0.000000 171: time = 0.653000 loss = 6.025385 testLoss 7.003795 CHLA_COND^2: lambda = 0.8229 min = 1.0000 max = 81.0000 alpha = 0.040765 lossBound = -0.000026 W1 = 0.069403 N1 = 0.079044 deltaLoss = -0.000037 3: time = 0.011000 loss = 6.969849 testLoss 6.967898 (LAKE_ORIGIN=0.0) lambda = -0.1580 alpha = -0.038317 lossBound = -0.266390 W1 = 0.422315 N1 = 0.088235 deltaLoss = -0.012507 Search: 0.488 0.000000 increaseLambda: 0.502 0.014000 122: time = 0.502000 loss = 6.021988 testLoss 6.990844 'NTL_COND lambda = -1.7734 alpha = -0.140912 lossBound = -0.000151 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000151 Updating 8 features NewtonStep: 0.656 0.003000 increaseLambda: 0.656 0.000000 Undoing contribution: was 0.01312753926073488 now 0.013091408463351587 172: time = 0.656000 loss = 6.025349 testLoss 7.002874 CHLA_COND: lambda = 1.3721 min = 1.0000 max = 9.0000 alpha = -0.038206 lossBound = -0.000019 W1 = 0.104053 N1 = 0.113971 deltaLoss = -0.000036 Updating 6 features NewtonStep: 0.504 0.002000 increaseLambda: 0.504 0.000000 123: time = 0.504000 loss = 6.021873 testLoss 6.990097 ANC^2: lambda = -3.7168 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.503809 lossBound = -0.000044 W1 = 0.001752 N1 = 0.000695 deltaLoss = -0.000115 Updating 10 features NewtonStep: 0.658 0.002000 increaseLambda: 0.658 0.000000 173: time = 0.658000 loss = 6.025317 testLoss 7.004421 CHLA_COND^2: lambda = 0.8610 min = 1.0000 max = 81.0000 alpha = 0.038118 lossBound = -0.000023 W1 = 0.069399 N1 = 0.079044 deltaLoss = -0.000032 Updating 5 features NewtonStep: 0.505 0.001000 increaseLambda: 0.506 0.001000 Undoing: newLoss 6.042561924239601, oldLoss 6.021872979162487, deltaLossBound -4.318135390575062E-5 increaseLambda: 0.506 0.000000 Search: 0.506 0.000000 increaseLambda: 0.507 0.001000 124: time = 0.507000 loss = 6.021763 testLoss 6.995267 'COND__rev lambda = -0.0815 alpha = -0.081507 lossBound = -0.000043 W1 = 0.701980 N1 = 0.677996 deltaLoss = -0.000110 Updating 8 features NewtonStep: 0.66 0.002000 increaseLambda: 0.66 0.000000 Undoing contribution: was 0.013091408463351587 now 0.013059783504387116 174: time = 0.660000 loss = 6.025285 testLoss 7.003563 CHLA_COND: lambda = 1.3364 min = 1.0000 max = 9.0000 alpha = -0.035736 lossBound = -0.000016 W1 = 0.104050 N1 = 0.113971 deltaLoss = -0.000032 Updating 8 features NewtonStep: 0.508 0.001000 increaseLambda: 0.509 0.001000 125: time = 0.509000 loss = 6.021638 testLoss 7.010793 NTL_COND^2: lambda = -0.7142 min = 1.0000 max = 9.0000 alpha = -0.077378 lossBound = -0.000045 W1 = 0.128647 N1 = 0.121324 deltaLoss = -0.000125 Updating 8 features NewtonStep: 0.662 0.002000 increaseLambda: 0.662 0.000000 175: time = 0.662000 loss = 6.025257 testLoss 7.005012 CHLA_COND^2: lambda = 0.8967 min = 1.0000 max = 81.0000 alpha = 0.035659 lossBound = -0.000020 W1 = 0.069396 N1 = 0.079044 deltaLoss = -0.000028 Updating 6 features NewtonStep: 0.51 0.001000 increaseLambda: 0.511 0.001000 Undoing contribution: was 0.015200119044444994 now 0.015030245680912747 126: time = 0.511000 loss = 6.021468 testLoss 6.995038 NTL_COND: lambda = -0.1555 min = 1.0000 max = 3.0000 alpha = 0.073905 lossBound = -0.000076 W1 = 0.171523 N1 = 0.161765 deltaLoss = -0.000170 Updating 5 features NewtonStep: 0.664 0.002000 increaseLambda: 0.664 0.000000 Undoing contribution: was 0.013059783504387116 now 0.013032079466825311 176: time = 0.664000 loss = 6.025229 testLoss 7.004210 CHLA_COND: lambda = 1.3029 min = 1.0000 max = 9.0000 alpha = -0.033440 lossBound = -0.000014 W1 = 0.104047 N1 = 0.113971 deltaLoss = -0.000028 Updating 6 features NewtonStep: 0.666 0.002000 Updating 7 features NewtonStep: 0.513 0.002000 increaseLambda: 0.667 0.001000 177: time = 0.667000 loss = 6.025204 testLoss 7.005568 CHLA_COND^2: lambda = 0.9301 min = 1.0000 max = 81.0000 alpha = 0.033372 lossBound = -0.000018 W1 = 0.069393 N1 = 0.079044 deltaLoss = -0.000025 increaseLambda: 0.514 0.001000 127: time = 0.514000 loss = 6.021295 testLoss 7.013234 NTL_COND^2: lambda = -0.8051 min = 1.0000 max = 9.0000 alpha = -0.090806 lossBound = -0.000062 W1 = 0.128661 N1 = 0.121324 deltaLoss = -0.000172 Updating 4 features NewtonStep: 0.668 0.001000 increaseLambda: 0.669 0.001000 178: time = 0.669000 loss = 6.025166 testLoss 7.005125 ANC^2: lambda = -4.2184 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.322487 lossBound = -0.000014 W1 = 0.001714 N1 = 0.000695 deltaLoss = -0.000039 Updating 28 features Updating 4 features NewtonStep: 0.67 0.001000 increaseLambda: 0.03 0.019000 4: time = 0.030000 loss = 6.957939 testLoss 6.955525 (LAKE_ORIGIN=1.0) lambda = 0.0376 alpha = 0.037551 lossBound = -0.253882 W1 = 0.586818 N1 = 0.911765 deltaLoss = -0.011910 increaseLambda: 0.67 0.000000 Undoing contribution: was 0.013032079466825311 now 0.01300648667932717 179: time = 0.671000 loss = 6.025140 testLoss 7.004355 CHLA_COND: lambda = 1.2708 min = 1.0000 max = 9.0000 alpha = -0.032126 lossBound = -0.000013 W1 = 0.104045 N1 = 0.113971 deltaLoss = -0.000026 Updating 26 features Newton: returning 0.5524629234886586 Updating 6 features Loss was 6.025139934718228, now 6.024847347954465, delta -0.000293 parallelUpdate: 0.672 0.001000 Updating 7 features NewtonStep: 0.673 0.001000 increaseLambda: 0.674 0.001000 181: time = 0.674000 loss = 6.024819 testLoss 7.013871 CHLA_COND^2: lambda = 1.1260 min = 1.0000 max = 81.0000 alpha = 0.035598 lossBound = -0.000020 W1 = 0.069396 N1 = 0.079044 deltaLoss = -0.000028 Updating 28 features increaseLambda: 0.035 0.005000 5: time = 0.035000 loss = 6.946599 testLoss 6.943731 (LAKE_ORIGIN=0.0) lambda = -0.1948 alpha = -0.036800 lossBound = -0.241973 W1 = 0.404289 N1 = 0.088235 deltaLoss = -0.011340 Updating 7 features NewtonStep: 0.676 0.002000 increaseLambda: 0.676 0.000000 182: time = 0.676000 loss = 6.024786 testLoss 7.012061 'CHLA__rev lambda = -0.0783 alpha = -0.022809 lossBound = -0.000020 W1 = 0.310096 N1 = 0.279805 deltaLoss = -0.000033 Updating 28 features increaseLambda: 0.037 0.002000 6: time = 0.037000 loss = 6.935803 testLoss 6.932489 (LAKE_ORIGIN=0.0) lambda = -0.2309 alpha = -0.036064 lossBound = -0.230633 W1 = 0.395634 N1 = 0.088235 deltaLoss = -0.010797 Updating 7 features increaseLambda: 0.678 0.002000 183: time = 0.678000 loss = 6.024774 testLoss 7.011847 (LAKE_ORIGIN=0.0) lambda = -0.5372 alpha = -0.016365 lossBound = -0.000012 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000012 Updating 28 features Updating 7 features NewtonStep: 0.68 0.002000 increaseLambda: 0.68 0.000000 Undoing contribution: was 0.02839373461006517 now 0.028375716109664106 184: time = 0.680000 loss = 6.024756 testLoss 7.011850 increaseLambda: 0.04 0.003000 'TURB__rev lambda = -0.1050 alpha = 0.021641 lossBound = -0.000009 W1 = 0.187534 N1 = 0.164242 deltaLoss = -0.000018 7: time = 0.040000 loss = 6.925524 testLoss 6.921774 (LAKE_ORIGIN=1.0) lambda = 0.0729 alpha = 0.035342 lossBound = -0.219836 W1 = 0.612785 N1 = 0.911765 deltaLoss = -0.010279 Updating 28 features increaseLambda: 0.042 0.002000 8: time = 0.042000 loss = 6.915738 testLoss 6.911561 (LAKE_ORIGIN=1.0) lambda = 0.1075 alpha = 0.034635 lossBound = -0.209557 W1 = 0.620970 N1 = 0.911765 deltaLoss = -0.009786 increaseLambda: 0.104 0.000000 Updating 5 features Undoing: newLoss 6.6485750882480446, oldLoss 6.698332674768397, deltaLossBound -0.06059370913100967 NewtonStep: 0.53 0.016000 increaseLambda: 0.53 0.000000 Undoing contribution: was 0.015030245680912747 now 0.014867317634915812 128: time = 0.530000 loss = 6.021132 testLoss 6.997796 NTL_COND: lambda = -0.0831 min = 1.0000 max = 3.0000 alpha = 0.072434 lossBound = -0.000073 W1 = 0.171521 N1 = 0.161765 deltaLoss = -0.000163 Updating 6 features increaseLambda: 0.045 0.003000 9: time = 0.045000 loss = 6.906422 testLoss 6.901826 (LAKE_ORIGIN=1.0) lambda = 0.1415 alpha = 0.033943 lossBound = -0.199771 W1 = 0.628926 N1 = 0.911765 deltaLoss = -0.009316 Updating 5 features NewtonStep: 0.532 0.002000 increaseLambda: 0.532 0.000000 129: time = 0.532000 loss = 6.020966 testLoss 7.015730 NTL_COND^2: lambda = -0.8945 min = 1.0000 max = 9.0000 alpha = -0.089485 lossBound = -0.000060 W1 = 0.128659 N1 = 0.121324 deltaLoss = -0.000167 Updating 6 features increaseLambda: 0.046 0.001000 10: time = 0.046000 loss = 6.864612 testLoss 6.857963 (LAKE_ORIGIN=1.0) lambda = 0.3078 alpha = 0.166320 lossBound = -0.190455 W1 = 0.666841 N1 = 0.911765 deltaLoss = -0.041810 Updating 4 features NewtonStep: 0.534 0.002000 increaseLambda: 0.534 0.000000 Undoing contribution: was 0.014867317634915812 now 0.014709627243708757 130: time = 0.534000 loss = 6.020808 testLoss 7.000534 NTL_COND: lambda = -0.0118 min = 1.0000 max = 3.0000 alpha = 0.071316 lossBound = -0.000071 W1 = 0.171520 N1 = 0.161765 deltaLoss = -0.000158 Updating 6 features NewtonStep: 0.536 0.002000 increaseLambda: 0.536 0.000000 131: time = 0.536000 loss = 6.020647 testLoss 7.018213 NTL_COND^2: lambda = -0.9827 min = 1.0000 max = 9.0000 alpha = -0.088200 lossBound = -0.000058 W1 = 0.128657 N1 = 0.121324 deltaLoss = -0.000161 Updating 6 features increaseLambda: 0.05 0.004000 11: time = 0.050000 loss = 6.832244 testLoss 6.823747 (LAKE_ORIGIN=1.0) lambda = 0.4575 alpha = 0.149688 lossBound = -0.148645 W1 = 0.699227 N1 = 0.911765 deltaLoss = -0.032368 Updating 5 features NewtonStep: 0.538 0.002000 increaseLambda: 0.538 0.000000 Undoing: newLoss 6.020575393646779, oldLoss 6.020646768807044, deltaLossBound -7.156598907870012E-5 Updating 5 features increaseLambda: 0.538 0.000000 NewtonStep: 0.051 0.001000 Search: 0.539 0.001000 increaseLambda: 0.052 0.001000 Undoing: newLoss 6.813793068979806, oldLoss 6.83224367002155, deltaLossBound -0.13896137713437098 increaseLambda: 0.539 0.000000 Undoing contribution: was 0.1368427729577097 now 0.1367712069686317 132: time = 0.539000 loss = 6.020575 testLoss 7.001801 increaseLambda: 0.052 0.000000 'NTL_COND lambda = -1.6724 alpha = 0.101015 lossBound = -0.000072 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000072 Search: 0.052 0.000000 increaseLambda: 0.053 0.001000 12: time = 0.053000 loss = 6.794368 testLoss 6.828849 'NTL_COND lambda = -0.2657 alpha = -0.265681 lossBound = -0.138961 W1 = 0.140208 N1 = 0.007353 deltaLoss = -0.037876 increaseLambda: 0.144 0.040000 Updating 4 features NewtonStep: 0.541 0.002000 Search: 0.145 0.001000 increaseLambda: 0.541 0.000000 Undoing: newLoss 6.020543600516882, oldLoss 6.020575202817966, deltaLossBound -3.235582657785878E-5 increaseLambda: 0.145 0.000000 20: time = 0.145000 loss = 6.630874 testLoss 6.785459 'PTL__rev lambda = -1.3427 alpha = -0.595544 lossBound = -0.060594 W1 = 0.225633 N1 = 0.122951 deltaLoss = -0.067458 increaseLambda: 0.541 0.000000 Search: 0.541 0.000000 increaseLambda: 0.542 0.001000 Undoing contribution: was 0.0022323112955971508 now 0.0021999554690191386 133: time = 0.542000 loss = 6.020543 testLoss 7.002034 ANC_COND^2: lambda = -1.3584 min = 1.0000 max = 4.0000 alpha = 0.265760 lossBound = -0.000032 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000032 Updating 4 features Reducing newton stepsize from 0.0512351967574661 to 0.011783054524278344 NewtonStep: 0.543 0.001000 increaseLambda: 0.543 0.000000 Undoing contribution: was 0.014709627243708757 now 0.014675882443805945 134: time = 0.544000 loss = 6.020509 testLoss 6.999516 NTL_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = 0.011783 lossBound = -0.000028 W1 = 0.168988 N1 = 0.161765 deltaLoss = -0.000034 Updating 4 features NewtonStep: 0.148 0.003000 increaseLambda: 0.148 0.000000 Undoing: newLoss 6.593599873851083, oldLoss 6.630874421144183, deltaLossBound -0.07661163866279276 increaseLambda: 0.148 0.000000 Search: 0.149 0.001000 increaseLambda: 0.149 0.000000 21: time = 0.149000 loss = 6.586026 testLoss 6.818983 'TURB_COND__rev lambda = 0.4315 alpha = 0.331159 lossBound = -0.076612 W1 = 0.751475 N1 = 0.882353 deltaLoss = -0.044849 Updating 4 features NewtonStep: 0.545 0.001000 Updating 8 features NewtonStep: 0.698 0.018000 increaseLambda: 0.545 0.000000 Undoing: newLoss 6.033542417997055, oldLoss 6.020509102191485, deltaLossBound -2.182870480036119E-5 increaseLambda: 0.699 0.001000 Undoing contribution: was 0.0020982338694750685 now 0.0020530590872347592 increaseLambda: 0.546 0.001000 185: time = 0.699000 loss = 6.024711 testLoss 7.011607 'NTL__rev lambda = 0.2923 alpha = -0.036441 lossBound = -0.000014 W1 = 0.343167 N1 = 0.365210 deltaLoss = -0.000045 Updating 5 features Search: 0.546 0.000000 increaseLambda: 0.546 0.000000 increaseLambda: 0.059 0.006000 13: time = 0.059000 loss = 6.772307 testLoss 6.804730 135: time = 0.546000 loss = 6.020470 testLoss 6.999069 (URBAN=1.0) lambda = 0.0973 alpha = 0.097293 lossBound = -0.116668 W1 = 0.381133 N1 = 0.617647 deltaLoss = -0.022061 'PTL__rev lambda = -0.0386 alpha = -0.038591 lossBound = -0.000022 W1 = 0.134679 N1 = 0.113003 deltaLoss = -0.000039 Updating 5 features NewtonStep: 0.151 0.002000 increaseLambda: 0.151 0.000000 Undoing: newLoss 6.565562077101882, oldLoss 6.586025750018533, deltaLossBound -0.054326134193011126 increaseLambda: 0.151 0.000000 Updating 6 features NewtonStep: 0.701 0.002000 Search: 0.152 0.001000 increaseLambda: 0.701 0.000000 Undoing contribution: was 0.002944793814218403 now 0.0029199527257006566 186: time = 0.701000 loss = 6.024686 testLoss 7.012410 'PTL__rev lambda = -0.1668 alpha = 0.020964 lossBound = -0.000012 W1 = 0.367760 N1 = 0.338531 deltaLoss = -0.000025 increaseLambda: 0.152 0.000000 22: time = 0.152000 loss = 6.550483 testLoss 6.887265 'NTL_COND lambda = -1.5890 alpha = -0.641824 lossBound = -0.054326 W1 = 0.051123 N1 = 0.007353 deltaLoss = -0.035542 Updating 6 features NewtonStep: 0.548 0.002000 increaseLambda: 0.549 0.001000 Undoing contribution: was 0.042270160205744554 now 0.042129485371078156 136: time = 0.549000 loss = 6.020329 testLoss 6.984656 TURB_COND: lambda = -2.1319 min = 1.0000 max = 3.0000 alpha = 0.078309 lossBound = -0.000091 W1 = 0.082531 N1 = 0.073529 deltaLoss = -0.000141 Updating 5 features increaseLambda: 0.062 0.003000 14: time = 0.062000 loss = 6.748002 testLoss 6.778784 (LAKE_ORIGIN=1.0) lambda = 0.5904 alpha = 0.132936 lossBound = -0.112740 W1 = 0.729954 N1 = 0.911765 deltaLoss = -0.024305 Updating 6 features NewtonStep: 0.703 0.002000 Updating 5 features NewtonStep: 0.154 0.002000 increaseLambda: 0.703 0.000000 Undoing: newLoss 6.029386942705387, oldLoss 6.02468579106649, deltaLossBound -4.135753794477426E-6 increaseLambda: 0.703 0.000000 increaseLambda: 0.154 0.000000 23: time = 0.154000 loss = 6.504658 testLoss 6.835926 'TURB__rev lambda = -0.4857 alpha = -0.485669 lossBound = -0.041367 W1 = 0.219814 N1 = 0.128983 deltaLoss = -0.045825 Updating 5 features NewtonStep: 0.55 0.001000 Search: 0.704 0.001000 increaseLambda: 0.551 0.001000 137: time = 0.551000 loss = 6.020215 testLoss 6.999521 NTL_COND^2: lambda = -1.0568 min = 1.0000 max = 9.0000 alpha = -0.074060 lossBound = -0.000042 W1 = 0.128644 N1 = 0.121324 deltaLoss = -0.000115 increaseLambda: 0.704 0.000000 187: time = 0.704000 loss = 6.024306 testLoss 7.013808 DOC: lambda = -2.7694 min = 0.3400 max = 290.5700 Updating 5 features alpha = -2.769438 lossBound = -0.000004 W1 = 0.017786 N1 = 0.016866 deltaLoss = -0.000380 NewtonStep: 0.064 0.002000 Updating 6 features increaseLambda: 0.156 0.002000 24: time = 0.156000 loss = 6.484275 testLoss 6.811702 (URBAN=1.0) lambda = 0.4699 alpha = 0.181587 lossBound = -0.036545 W1 = 0.506930 N1 = 0.617647 deltaLoss = -0.020383 Updating 4 features NewtonStep: 0.706 0.002000 Updating 7 features NewtonStep: 0.553 0.002000 increaseLambda: 0.706 0.000000 Undoing contribution: was 0.0020530590872347592 now 0.0018593110761839942 188: time = 0.706000 loss = 6.024112 testLoss 7.013205 'NTL__rev lambda = 0.2168 alpha = -0.075499 lossBound = -0.000058 W1 = 0.343170 N1 = 0.365210 deltaLoss = -0.000194 increaseLambda: 0.554 0.001000 138: time = 0.554000 loss = 6.019519 testLoss 7.008204 NTL: lambda = -8.3103 min = 5.0000 max = 26,100.0000 alpha = -1.590418 lossBound = -0.000012 W1 = 0.028693 N1 = 0.027624 deltaLoss = -0.000696 increaseLambda: 0.067 0.003000 Undoing: newLoss 6.7359022539473274, oldLoss 6.748002064681441, deltaLossBound -0.0983203958890434 increaseLambda: 0.067 0.000000 Updating 6 features NewtonStep: 0.159 0.003000 Search: 0.068 0.001000 increaseLambda: 0.159 0.000000 Undoing: newLoss 6.4668146927132035, oldLoss 6.484274896916895, deltaLossBound -0.035155853788077625 increaseLambda: 0.068 0.000000 15: time = 0.068000 loss = 6.722046 testLoss 6.791148 'NTL_COND lambda = -0.5026 Updating 5 features NewtonStep: 0.708 0.002000 increaseLambda: 0.159 0.000000 Updating 6 features increaseLambda: 0.708 0.000000 NewtonStep: 0.555 0.001000 alpha = -0.236886 lossBound = -0.098320 W1 = 0.111776 N1 = 0.007353 deltaLoss = -0.025956 Search: 0.16 0.001000 increaseLambda: 0.556 0.001000 Undoing contribution: was 0.0029928024877632063 now 0.0025157180394259336 increaseLambda: 0.16 0.000000 139: time = 0.556000 loss = 6.019042 testLoss 7.007047 'NTL__rev lambda = 0.3484 alpha = -0.118176 lossBound = -0.000142 W1 = 0.349117 N1 = 0.371211 deltaLoss = -0.000477 25: time = 0.160000 loss = 6.463964 testLoss 6.846169 'TURB_COND__rev lambda = 0.6629 alpha = 0.231458 lossBound = -0.035156 W1 = 0.786826 N1 = 0.882353 deltaLoss = -0.020311 Updating 5 features NewtonStep: 0.07 0.002000 increaseLambda: 0.07 0.000000 Undoing: newLoss 6.686584101219891, oldLoss 6.722045903289251, deltaLossBound -0.10480656696397078 Updating 8 features NewtonStep: 0.557 0.001000 increaseLambda: 0.071 0.001000 Updating 5 features NewtonStep: 0.162 0.002000 Search: 0.071 0.000000 increaseLambda: 0.558 0.001000 Undoing: newLoss 6.01898109467581, oldLoss 6.019041868920909, deltaLossBound -6.091098964450367E-5 increaseLambda: 0.162 0.000000 Undoing: newLoss 6.507957988278713, oldLoss 6.463964080959094, deltaLossBound -0.03246697625062825 increaseLambda: 0.071 0.000000 increaseLambda: 0.558 0.000000 16: time = 0.071000 loss = 6.678973 testLoss 6.745369 'PTL__rev lambda = -0.2291 alpha = -0.229123 lossBound = -0.104807 W1 = 0.318438 N1 = 0.122951 deltaLoss = -0.043073 increaseLambda: 0.162 0.000000 Undoing contribution: was 0.014587123445422682 now 0.014467748310399434 Search: 0.558 0.000000 189: time = 0.711000 loss = 6.023993 testLoss 7.011374 'DOC__rev lambda = 0.3691 alpha = -0.081300 lossBound = -0.000019 W1 = 0.617908 N1 = 0.632645 deltaLoss = -0.000119 Search: 0.162 0.000000 increaseLambda: 0.559 0.001000 Undoing contribution: was 0.1367712069686317 now 0.1367102959789867 increaseLambda: 0.163 0.001000 140: time = 0.559000 loss = 6.018981 testLoss 6.991930 26: time = 0.163000 loss = 6.448129 testLoss 6.851701 'CHLA__rev lambda = 0.5572 alpha = 0.557241 lossBound = -0.032467 W1 = 0.012913 N1 = 0.058824 deltaLoss = -0.015835 'NTL_COND lambda = -1.5793 alpha = 0.093074 lossBound = -0.000061 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000061 Updating 4 features NewtonStep: 0.169 0.006000 Updating 4 features increaseLambda: 0.169 0.000000 Undoing: newLoss 6.431909314259486, oldLoss 6.448129101300239, deltaLossBound -0.017863686810415856 NewtonStep: 0.718 0.007000 Updating 9 features NewtonStep: 0.565 0.006000 increaseLambda: 0.17 0.001000 increaseLambda: 0.719 0.001000 Undoing contribution: was 0.0029199527257006566 now 0.002875260118183607 increaseLambda: 0.566 0.001000 Undoing contribution: was 6.80059000580844E-4 now 6.099355516728446E-4 190: time = 0.719000 loss = 6.023948 testLoss 7.012441 141: time = 0.566000 loss = 6.018911 testLoss 6.992692 'PTL__rev lambda = -0.1387 COND^2: lambda = -2.5561 min = 16.0000 max = 2,559,348,100.0000 alpha = 0.028160 lossBound = -0.000022 W1 = 0.367761 N1 = 0.338531 deltaLoss = -0.000045 alpha = 0.776873 lossBound = -0.000021 W1 = 0.001169 N1 = 0.000135 deltaLoss = -0.000070 Search: 0.17 0.000000 increaseLambda: 0.17 0.000000 27: time = 0.170000 loss = 6.428241 testLoss 6.828030 'TURB__rev lambda = -0.8188 alpha = -0.333181 lossBound = -0.017864 W1 = 0.194785 N1 = 0.128983 deltaLoss = -0.019888 Updating 9 features Updating 4 features NewtonStep: 0.721 0.002000 increaseLambda: 0.721 0.000000 Undoing contribution: was 0.01300648667932717 now 0.012997953178598013 191: time = 0.721000 loss = 6.023939 testLoss 7.012001 CHLA_COND: lambda = 1.1176 min = 1.0000 max = 9.0000 alpha = -0.018672 lossBound = -0.000004 W1 = 0.104033 N1 = 0.113971 deltaLoss = -0.000009 Updating 4 features NewtonStep: 0.172 0.002000 NewtonStep: 0.568 0.002000 increaseLambda: 0.173 0.001000 Undoing: newLoss 6.410366578166885, oldLoss 6.428240853435759, deltaLossBound -0.021619352720103242 increaseLambda: 0.569 0.001000 Undoing contribution: was 0.012427241599736679 now 0.012374001304351897 142: time = 0.569000 loss = 6.018858 testLoss 6.990312 'COND__rev lambda = -0.4520 alpha = 0.033908 lossBound = -0.000021 W1 = 0.625252 N1 = 0.596381 deltaLoss = -0.000053 increaseLambda: 0.173 0.000000 Search: 0.173 0.000000 increaseLambda: 0.173 0.000000 28: time = 0.173000 loss = 6.416145 testLoss 6.847691 'NTL_COND__rev lambda = 0.1418 alpha = 0.141782 lossBound = -0.021619 W1 = 0.567930 N1 = 0.676471 deltaLoss = -0.012096 Updating 6 features NewtonStep: 0.723 0.002000 increaseLambda: 0.723 0.000000 192: time = 0.723000 loss = 6.023922 testLoss 7.011834 'TURB__rev lambda = -0.9628 alpha = -0.026242 lossBound = -0.000005 W1 = 0.770433 N1 = 0.748154 deltaLoss = -0.000018 Updating 10 features increaseLambda: 0.571 0.002000 Undoing contribution: was 0.0975473243021785 now 0.09752140818454524 143: time = 0.571000 loss = 6.018832 testLoss 6.990582 (LAKE_ORIGIN=0.0) lambda = -0.3995 alpha = 0.024013 lossBound = -0.000026 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000026 Updating 5 features NewtonStep: 0.175 0.002000 increaseLambda: 0.176 0.001000 Undoing: newLoss 6.4005614964003135, oldLoss 6.416144659323617, deltaLossBound -0.01895039823708774 Updating 5 features NewtonStep: 0.725 0.002000 increaseLambda: 0.176 0.000000 increaseLambda: 0.725 0.000000 193: time = 0.725000 loss = 6.023898 testLoss 7.013173 CHLA_COND^2: lambda = 1.1589 min = 1.0000 max = 81.0000 alpha = 0.032893 lossBound = -0.000017 W1 = 0.069392 N1 = 0.079044 deltaLoss = -0.000024 Search: 0.176 0.000000 Updating 8 features NewtonStep: 0.572 0.001000 increaseLambda: 0.176 0.000000 29: time = 0.176000 loss = 6.404356 testLoss 6.875177 TURB_COND: lambda = -0.2155 min = 1.0000 max = 3.0000 alpha = -0.215479 lossBound = -0.018950 W1 = 0.128282 N1 = 0.073529 deltaLoss = -0.011788 Updating 7 features increaseLambda: 0.572 0.000000 Undoing: newLoss 6.019598232689626, oldLoss 6.018831678069338, deltaLossBound -1.7062790083959642E-5 Newton: returning 0.46852113300883547 Updating 6 features increaseLambda: 0.573 0.001000 Loss was 6.40435646550704, now 6.345041138868565, delta -0.059315 Search: 0.573 0.000000 parallelUpdate: 0.177 0.001000 increaseLambda: 0.573 0.000000 144: time = 0.573000 loss = 6.018686 testLoss 6.987159 COND: lambda = -0.9552 min = 4.0000 max = 50,590.0000 alpha = -0.955164 lossBound = -0.000017 W1 = 0.009270 N1 = 0.008479 deltaLoss = -0.000146 Updating 6 features NewtonStep: 0.726 0.001000 increaseLambda: 0.727 0.001000 Undoing contribution: was 0.002484464202868955 now 0.002423229538810459 194: time = 0.727000 loss = 6.023836 testLoss 7.011418 SALINITY_COND: lambda = 0.5898 min = 1.0000 max = 3.0000 alpha = -0.048759 lossBound = -0.000042 W1 = 0.078892 N1 = 0.088235 deltaLoss = -0.000061 Updating 7 features NewtonStep: 0.179 0.002000 Updating 8 features NewtonStep: 0.575 0.002000 increaseLambda: 0.179 0.000000 31: time = 0.179000 loss = 6.293503 testLoss 7.003476 'DOC__rev lambda = 0.6218 alpha = 0.621775 lossBound = -0.021945 W1 = 0.545388 N1 = 0.622445 deltaLoss = -0.051539 increaseLambda: 0.575 0.000000 Undoing contribution: was 6.099355516728446E-4 now 3.3086999905092914E-4 145: time = 0.575000 loss = 6.018407 testLoss 6.989125 COND^2: lambda = -0.4613 min = 16.0000 max = 2,559,348,100.0000 alpha = 2.094874 lossBound = -0.000096 W1 = 0.001360 N1 = 0.000135 deltaLoss = -0.000279 Updating 5 features NewtonStep: 0.728 0.001000 increaseLambda: 0.729 0.001000 Undoing contribution: was 0.012997953178598013 now 0.012977526697902678 195: time = 0.729000 loss = 6.023816 testLoss 7.010732 CHLA_COND: lambda = 1.0889 min = 1.0000 max = 9.0000 alpha = -0.028730 lossBound = -0.000011 W1 = 0.104042 N1 = 0.113971 deltaLoss = -0.000020 Updating 8 features NewtonStep: 0.577 0.002000 Updating 8 features increaseLambda: 0.577 0.000000 146: time = 0.577000 loss = 6.018112 testLoss 6.986591 COND: lambda = -1.6076 min = 4.0000 max = 50,590.0000 alpha = -0.652390 lossBound = -0.000034 W1 = 0.009608 N1 = 0.008479 deltaLoss = -0.000295 increaseLambda: 0.182 0.003000 32: time = 0.182000 loss = 6.290237 testLoss 6.998664 (URBAN=0.0) lambda = -0.0933 alpha = -0.073116 lossBound = -0.005861 W1 = 0.439138 N1 = 0.382353 deltaLoss = -0.003266 Updating 6 features NewtonStep: 0.731 0.002000 increaseLambda: 0.732 0.001000 196: time = 0.732000 loss = 6.023795 testLoss 7.011972 CHLA_COND^2: lambda = 1.1894 min = 1.0000 max = 81.0000 alpha = 0.030426 lossBound = -0.000015 W1 = 0.069389 N1 = 0.079044 deltaLoss = -0.000021 Updating 7 features NewtonStep: 0.579 0.002000 Updating 7 features increaseLambda: 0.58 0.001000 NewtonStep: 0.184 0.002000 147: time = 0.580000 loss = 6.018002 testLoss 6.990118 'COND__rev lambda = -0.1376 alpha = -0.056128 lossBound = -0.000037 W1 = 0.703492 N1 = 0.677996 deltaLoss = -0.000109 increaseLambda: 0.184 0.000000 33: time = 0.184000 loss = 6.277312 testLoss 6.990946 'ANC__rev lambda = -0.5543 alpha = -0.554339 lossBound = -0.008990 W1 = 0.057724 N1 = 0.028343 deltaLoss = -0.012925 Updating 5 features NewtonStep: 0.733 0.001000 increaseLambda: 0.734 0.001000 Undoing contribution: was 0.012977526697902678 now 0.012957359210793032 197: time = 0.734000 loss = 6.023775 testLoss 7.011292 CHLA_COND: lambda = 1.0604 min = 1.0000 max = 9.0000 alpha = -0.028518 lossBound = -0.000011 W1 = 0.104042 N1 = 0.113971 deltaLoss = -0.000020 Updating 5 features NewtonStep: 0.581 0.001000 increaseLambda: 0.582 0.001000 Undoing: newLoss 6.0179937863912905, oldLoss 6.018002398713714, deltaLossBound -8.612333960771111E-6 Updating 5 features NewtonStep: 0.186 0.002000 increaseLambda: 0.582 0.000000 increaseLambda: 0.186 0.000000 34: time = 0.186000 loss = 6.252458 testLoss 6.976455 'DOC__rev lambda = 0.5117 alpha = 0.511668 lossBound = -0.008284 W1 = 0.591802 N1 = 0.640866 deltaLoss = -0.024853 Search: 0.582 0.000000 increaseLambda: 0.583 0.001000 148: time = 0.583000 loss = 6.017994 testLoss 6.992294 'PTL_COND__rev lambda = 0.4580 alpha = 0.008621 lossBound = -0.000009 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000009 Updating 5 features NewtonStep: 0.736 0.002000 increaseLambda: 0.736 0.000000 198: time = 0.736000 loss = 6.023757 testLoss 7.012453 CHLA_COND^2: lambda = 1.2178 min = 1.0000 max = 81.0000 alpha = 0.028464 lossBound = -0.000013 W1 = 0.069387 N1 = 0.079044 deltaLoss = -0.000018 Updating 8 features NewtonStep: 0.188 0.002000 Updating 5 features NewtonStep: 0.584 0.001000 increaseLambda: 0.188 0.000000 35: time = 0.188000 loss = 6.243409 testLoss 6.991134 CHLA_COND^2: lambda = 0.5728 min = 1.0000 max = 81.0000 alpha = 0.572758 lossBound = -0.006056 W1 = 0.063897 N1 = 0.079044 deltaLoss = -0.009050 increaseLambda: 0.584 0.000000 Undoing contribution: was 3.3086999905092914E-4 now 3.0682583243764956E-4 149: time = 0.584000 loss = 6.017970 testLoss 6.992706 COND^2: lambda = -0.0537 min = 16.0000 max = 2,559,348,100.0000 alpha = 0.407572 lossBound = -0.000007 W1 = 0.001146 N1 = 0.000135 deltaLoss = -0.000024 Updating 28 features Updating 4 features NewtonStep: 0.738 0.002000 increaseLambda: 0.738 0.000000 Undoing contribution: was 0.012957359210793032 now 0.012939648339915602 Reducing stepsize from 0.2737557187234906 to 0.022208342430823286 Newton: returning 0.022208342430823286 Updating 7 features 199: time = 0.738000 loss = 6.023739 testLoss 7.011817 CHLA_COND: lambda = 1.0336 min = 1.0000 max = 9.0000 alpha = -0.026720 lossBound = -0.000009 W1 = 0.104040 N1 = 0.113971 deltaLoss = -0.000018 Loss was 6.017969742213139, now 6.017898693326507, delta -0.000071 parallelUpdate: 0.586 0.002000 Updating 7 features NewtonStep: 0.19 0.002000 Updating 6 features NewtonStep: 0.74 0.002000 increaseLambda: 0.191 0.001000 36: time = 0.191000 loss = 6.237550 testLoss 7.046456 NTL_COND^2: lambda = -0.3025 min = 1.0000 max = 9.0000 alpha = -0.302465 lossBound = -0.002705 W1 = 0.141575 N1 = 0.121324 deltaLoss = -0.005859 increaseLambda: 0.74 0.000000 200: time = 0.740000 loss = 6.023723 testLoss 7.012906 CHLA_COND^2: lambda = 1.2445 min = 1.0000 max = 81.0000 alpha = 0.026673 lossBound = -0.000011 W1 = 0.069385 N1 = 0.079044 deltaLoss = -0.000016 Updating 7 features NewtonStep: 0.587 0.001000 increaseLambda: 0.588 0.001000 151: time = 0.588000 loss = 6.017759 testLoss 6.993129 COND: lambda = -2.1401 min = 4.0000 max = 50,590.0000 alpha = -0.496803 lossBound = -0.000014 W1 = 0.009542 N1 = 0.008479 deltaLoss = -0.000140 Updating 8 features NewtonStep: 0.193 0.002000 Updating 6 features NewtonStep: 0.742 0.002000 increaseLambda: 0.742 0.000000 Undoing contribution: was 0.012939648339915602 now 0.012924084342129919 increaseLambda: 0.193 0.000000 201: time = 0.742000 loss = 6.023708 testLoss 7.012311 37: time = 0.193000 loss = 6.232072 testLoss 7.009109 CHLA_COND: lambda = 1.0086 min = 1.0000 max = 9.0000 'CHLA__rev lambda = -0.2647 alpha = -0.025045 lossBound = -0.000008 W1 = 0.104038 N1 = 0.113971 deltaLoss = -0.000016 alpha = -0.264650 lossBound = -0.003739 W1 = 0.186519 N1 = 0.153039 deltaLoss = -0.005478 Updating 6 features NewtonStep: 0.589 0.001000 increaseLambda: 0.59 0.001000 Undoing contribution: was 0.042129485371078156 now 0.042113714756980856 152: time = 0.590000 loss = 6.017743 testLoss 6.988437 TURB_COND: lambda = -2.1074 min = 1.0000 max = 3.0000 alpha = 0.025657 lossBound = -0.000010 W1 = 0.082452 N1 = 0.073529 deltaLoss = -0.000016 Updating 6 features NewtonStep: 0.744 0.002000 Updating 5 features NewtonStep: 0.195 0.002000 increaseLambda: 0.744 0.000000 202: time = 0.744000 loss = 6.023693 testLoss 7.013333 CHLA_COND^2: lambda = 1.2695 min = 1.0000 max = 81.0000 alpha = 0.025002 lossBound = -0.000010 W1 = 0.069383 N1 = 0.079044 deltaLoss = -0.000014 increaseLambda: 0.195 0.000000 Updating 7 features 38: time = 0.195000 loss = 6.224518 testLoss 7.029380 'COND__rev lambda = -0.4054 alpha = -0.405368 lossBound = -0.002644 W1 = 0.628311 N1 = 0.597545 deltaLoss = -0.007554 NewtonStep: 0.591 0.001000 increaseLambda: 0.592 0.001000 Undoing: newLoss 6.01773765627493, oldLoss 6.0177433739645725, deltaLossBound -5.7187937160037175E-6 increaseLambda: 0.592 0.000000 Search: 0.592 0.000000 increaseLambda: 0.593 0.001000 Undoing contribution: was 0.13671063029570554 now 0.13670491150199052 153: time = 0.593000 loss = 6.017738 testLoss 6.983866 'NTL_COND lambda = -1.5469 alpha = 0.028224 lossBound = -0.000006 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000006 Updating 6 features NewtonStep: 0.746 0.002000 increaseLambda: 0.746 0.000000 Undoing contribution: was 0.0433766811203565 now 0.04336417466462858 203: time = 0.746000 loss = 6.023681 testLoss 7.009111 TURB_COND: lambda = -2.2711 min = 1.0000 max = 3.0000 alpha = 0.023093 lossBound = -0.000008 W1 = 0.082450 N1 = 0.073529 deltaLoss = -0.000013 Updating 5 features NewtonStep: 0.198 0.003000 increaseLambda: 0.198 0.000000 39: time = 0.198000 loss = 6.210830 testLoss 7.024511 'DOC__rev lambda = 0.4503 alpha = 0.450274 lossBound = -0.003658 W1 = 0.613554 N1 = 0.647715 deltaLoss = -0.013688 Updating 7 features NewtonStep: 0.594 0.001000 increaseLambda: 0.595 0.001000 154: time = 0.595000 loss = 6.017397 testLoss 6.990611 NTL: lambda = -9.5860 min = 5.0000 max = 26,100.0000 alpha = -1.201728 lossBound = -0.000005 W1 = 0.028654 N1 = 0.027624 deltaLoss = -0.000341 Updating 5 features NewtonStep: 0.748 0.002000 increaseLambda: 0.749 0.001000 Undoing contribution: was 0.028375716109664106 now 0.028360845531259893 204: time = 0.749000 loss = 6.023666 testLoss 7.009115 'TURB__rev lambda = -0.0853 alpha = 0.019655 lossBound = -0.000008 W1 = 0.187533 N1 = 0.164242 deltaLoss = -0.000015 Updating 9 features NewtonStep: 0.2 0.002000 Updating 4 features increaseLambda: 0.2 0.000000 Undoing: newLoss 6.209209149911534, oldLoss 6.210830393386836, deltaLossBound -0.0021148194950816224 NewtonStep: 0.596 0.001000 increaseLambda: 0.201 0.001000 increaseLambda: 0.597 0.001000 Undoing contribution: was 0.0025157180394259336 now 0.0022702114199697186 155: time = 0.597000 loss = 6.017151 testLoss 6.989877 'NTL__rev lambda = 0.2616 alpha = -0.084906 lossBound = -0.000073 W1 = 0.349115 N1 = 0.371211 deltaLoss = -0.000246 Search: 0.201 0.000000 increaseLambda: 0.201 0.000000 40: time = 0.201000 loss = 6.209555 testLoss 7.037148 TURB_COND: lambda = -0.3928 min = 1.0000 max = 3.0000 alpha = -0.076336 lossBound = -0.002115 W1 = 0.096844 N1 = 0.073529 deltaLoss = -0.001276 Updating 5 features NewtonStep: 0.75 0.001000 increaseLambda: 0.751 0.001000 Undoing: newLoss 6.036279271470979, oldLoss 6.023666107432921, deltaLossBound -6.660930199087916E-6 increaseLambda: 0.751 0.000000 Search: 0.751 0.000000 Updating 6 features NewtonStep: 0.598 0.001000 increaseLambda: 0.751 0.000000 205: time = 0.751000 loss = 6.023657 testLoss 7.007961 'CHLA__rev lambda = -0.0095 alpha = -0.009509 lossBound = -0.000007 W1 = 0.179586 N1 = 0.152846 deltaLoss = -0.000009 increaseLambda: 0.599 0.001000 Undoing: newLoss 6.017139672987166, oldLoss 6.0171510348897135, deltaLossBound -1.136633280618822E-5 increaseLambda: 0.599 0.000000 Updating 10 features NewtonStep: 0.203 0.002000 Search: 0.599 0.000000 increaseLambda: 0.203 0.000000 Undoing: newLoss 6.208474161595635, oldLoss 6.20955452764547, deltaLossBound -0.001943562771354957 increaseLambda: 0.599 0.000000 Undoing contribution: was 0.13670491150199052 now 0.1366935451691849 156: time = 0.599000 loss = 6.017140 testLoss 6.983417 'NTL_COND lambda = -1.5070 alpha = 0.039865 lossBound = -0.000011 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000011 increaseLambda: 0.204 0.001000 Search: 0.204 0.000000 Updating 8 features increaseLambda: 0.204 0.000000 NewtonStep: 0.753 0.002000 41: time = 0.204000 loss = 6.208317 testLoss 7.035414 ANC_COND: lambda = -0.4969 min = 1.0000 max = 2.0000 alpha = -0.496897 lossBound = -0.001944 W1 = 0.002697 N1 = 0.000000 deltaLoss = -0.001237 increaseLambda: 0.753 0.000000 Undoing: newLoss 6.023653252681597, oldLoss 6.023657277913796, deltaLossBound -4.025775987518657E-6 increaseLambda: 0.754 0.001000 Search: 0.754 0.000000 Updating 6 features NewtonStep: 0.601 0.002000 increaseLambda: 0.754 0.000000 Undoing contribution: was 0.1354455989300682 now 0.13544157315408006 206: time = 0.754000 loss = 6.023653 testLoss 7.004129 'NTL_COND lambda = -1.2928 alpha = 0.023663 lossBound = -0.000004 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000004 increaseLambda: 0.601 0.000000 Undoing contribution: was 0.1891242591382192 now 0.18910808397032344 157: time = 0.601000 loss = 6.017123 testLoss 6.983659 'PTL__rev lambda = -0.7304 alpha = 0.021833 lossBound = -0.000009 W1 = 0.145375 N1 = 0.122951 deltaLoss = -0.000016 Updating 6 features NewtonStep: 0.206 0.002000 increaseLambda: 0.207 0.001000 42: time = 0.207000 loss = 6.204717 testLoss 7.021111 'PTL__rev lambda = -0.2675 alpha = -0.267487 lossBound = -0.001634 W1 = 0.362753 N1 = 0.334334 deltaLoss = -0.003600 Updating 7 features NewtonStep: 0.603 0.002000 Updating 5 features NewtonStep: 0.756 0.002000 increaseLambda: 0.603 0.000000 Undoing contribution: was 0.0022602214904898716 now 0.0022482226109439224 increaseLambda: 0.757 0.001000 Undoing contribution: was 0.012924084342129919 now 0.012919012438326308 158: time = 0.603000 loss = 6.017111 testLoss 6.983925 ANC^2: lambda = -3.5121 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.221976 lossBound = -0.000004 W1 = 0.001703 N1 = 0.000695 deltaLoss = -0.000012 207: time = 0.757000 loss = 6.023648 testLoss 7.003792 CHLA_COND: lambda = 0.9942 min = 1.0000 max = 9.0000 alpha = -0.014377 lossBound = -0.000003 W1 = 0.104031 N1 = 0.113971 deltaLoss = -0.000005 Updating 6 features NewtonStep: 0.209 0.002000 increaseLambda: 0.209 0.000000 Undoing: newLoss 6.200042332764493, oldLoss 6.204716800971492, deltaLossBound -0.004735959175684075 Updating 6 features NewtonStep: 0.605 0.002000 Updating 5 features NewtonStep: 0.758 0.001000 increaseLambda: 0.21 0.001000 increaseLambda: 0.606 0.001000 increaseLambda: 0.759 0.001000 159: time = 0.606000 loss = 6.017100 testLoss 6.983792 'TURB__rev lambda = -0.9818 Search: 0.21 0.000000 alpha = -0.021348 lossBound = -0.000003 W1 = 0.770436 N1 = 0.748154 deltaLoss = -0.000012 208: time = 0.759000 loss = 6.023633 testLoss 7.004855 CHLA_COND^2: lambda = 1.2955 min = 1.0000 max = 81.0000 alpha = 0.026030 lossBound = -0.000011 W1 = 0.069384 N1 = 0.079044 deltaLoss = -0.000015 increaseLambda: 0.21 0.000000 43: time = 0.210000 loss = 6.202075 testLoss 7.035411 'PTL_COND__rev lambda = 0.0669 alpha = 0.066856 lossBound = -0.004736 W1 = 0.604263 N1 = 0.676471 deltaLoss = -0.002642 Updating 7 features NewtonStep: 0.607 0.001000 Updating 4 features NewtonStep: 0.76 0.001000 increaseLambda: 0.608 0.001000 Undoing: newLoss 6.017095184587758, oldLoss 6.017099711100002, deltaLossBound -4.526515452168284E-6 increaseLambda: 0.761 0.001000 Undoing contribution: was 0.012919012438326308 now 0.012904387493229566 209: time = 0.761000 loss = 6.023618 testLoss 7.004278 CHLA_COND: lambda = 0.9699 min = 1.0000 max = 9.0000 alpha = -0.024275 lossBound = -0.000008 W1 = 0.104038 N1 = 0.113971 deltaLoss = -0.000015 Updating 28 features Updating 6 features NewtonStep: 0.212 0.002000 increaseLambda: 0.608 0.000000 Newton: returning 0.9190506786884612 Search: 0.608 0.000000 Updating 6 features increaseLambda: 0.212 0.000000 Undoing: newLoss 6.2009222755472715, oldLoss 6.202074779086719, deltaLossBound -0.0020939372909097786 increaseLambda: 0.608 0.000000 increaseLambda: 0.213 0.001000 160: time = 0.608000 loss = 6.017095 testLoss 6.985372 'PTL_COND__rev lambda = 0.4655 alpha = 0.006251 lossBound = -0.000005 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000005 Search: 0.213 0.000000 Loss was 6.023618301696868, now 6.0231688941992, delta -0.000449 parallelUpdate: 0.762 0.001000 increaseLambda: 0.213 0.000000 44: time = 0.213000 loss = 6.200908 testLoss 7.045538 'PTL_COND__rev lambda = 0.1114 alpha = 0.044571 lossBound = -0.002094 W1 = 0.614870 N1 = 0.676471 deltaLoss = -0.001167 Updating 8 features Updating 5 features NewtonStep: 0.763 0.001000 increaseLambda: 0.764 0.001000 Undoing: newLoss 6.026553394537229, oldLoss 6.0231688941992, deltaLossBound -1.1180192362444995E-5 Updating 6 features NewtonStep: 0.215 0.002000 increaseLambda: 0.764 0.000000 Search: 0.764 0.000000 increaseLambda: 0.215 0.000000 45: time = 0.215000 loss = 6.196395 testLoss 7.042821 'NTL__rev lambda = 0.3233 alpha = 0.323285 lossBound = -0.001495 W1 = 0.343139 N1 = 0.367373 deltaLoss = -0.004513 increaseLambda: 0.765 0.001000 211: time = 0.765000 loss = 6.023153 testLoss 7.010904 PTL_COND: lambda = -0.0223 min = 1.0000 max = 3.0000 alpha = -0.022283 lossBound = -0.000011 W1 = 0.234405 N1 = 0.220588 deltaLoss = -0.000016 increaseLambda: 0.613 0.005000 Undoing contribution: was 0.09752140818454524 now 0.09751487968309025 161: time = 0.613000 loss = 6.017089 testLoss 6.985514 (LAKE_ORIGIN=0.0) lambda = -0.3875 alpha = 0.012033 lossBound = -0.000007 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000007 Updating 4 features Updating 6 features NewtonStep: 0.767 0.002000 NewtonStep: 0.218 0.003000 increaseLambda: 0.767 0.000000 Undoing: newLoss 6.0231214960293045, oldLoss 6.023153207170083, deltaLossBound -3.17113079210538E-5 increaseLambda: 0.218 0.000000 46: time = 0.218000 loss = 6.194355 testLoss 7.037297 'PTL__rev lambda = -0.3546 alpha = -0.087076 lossBound = -0.001673 W1 = 0.382292 N1 = 0.334334 deltaLoss = -0.002040 increaseLambda: 0.767 0.000000 Updating 8 features NewtonStep: 0.614 0.001000 Search: 0.767 0.000000 increaseLambda: 0.615 0.001000 increaseLambda: 0.768 0.001000 Undoing contribution: was 0.004539520694665198 now 0.004507809386745185 162: time = 0.615000 loss = 6.017081 testLoss 6.985906 CHLA_COND: lambda = 0.5588 min = 1.0000 max = 9.0000 alpha = 0.017277 lossBound = -0.000004 W1 = 0.104033 N1 = 0.113971 deltaLoss = -0.000007 212: time = 0.768000 loss = 6.023121 testLoss 7.006675 'PTL_COND__rev lambda = 0.3731 alpha = -0.016562 lossBound = -0.000032 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000032 Updating 5 features NewtonStep: 0.22 0.002000 increaseLambda: 0.22 0.000000 47: time = 0.220000 loss = 6.192298 testLoss 7.041063 'ANC__rev lambda = -0.6607 alpha = -0.660737 lossBound = -0.001073 W1 = 0.030019 N1 = 0.017316 deltaLoss = -0.002058 Updating 7 features NewtonStep: 0.616 0.001000 Updating 4 features NewtonStep: 0.769 0.001000 increaseLambda: 0.617 0.001000 increaseLambda: 0.77 0.001000 163: time = 0.617000 loss = 6.016882 testLoss 6.991380 NTL: lambda = -10.5481 min = 5.0000 max = 26,100.0000 alpha = -0.962135 lossBound = -0.000003 W1 = 0.028640 N1 = 0.027624 deltaLoss = -0.000200 213: time = 0.770000 loss = 6.023106 testLoss 7.010703 PTL_COND: lambda = -0.0384 min = 1.0000 max = 3.0000 alpha = -0.016153 lossBound = -0.000010 W1 = 0.235008 N1 = 0.220588 deltaLoss = -0.000015 Updating 7 features NewtonStep: 0.222 0.002000 increaseLambda: 0.222 0.000000 Undoing: newLoss 6.191283733941182, oldLoss 6.192297624159862, deltaLossBound -0.001302642743465138 Updating 6 features Updating 4 features NewtonStep: 0.771 0.001000 NewtonStep: 0.618 0.001000 increaseLambda: 0.223 0.001000 increaseLambda: 0.772 0.001000 Search: 0.223 0.000000 214: time = 0.772000 loss = 6.023078 testLoss 7.009772 'PTL__rev lambda = -0.6679 alpha = -0.022281 lossBound = -0.000014 W1 = 0.359581 N1 = 0.330426 deltaLoss = -0.000028 increaseLambda: 0.223 0.000000 48: time = 0.223000 loss = 6.191515 testLoss 7.051274 TURB_COND: lambda = -0.4531 min = 1.0000 max = 3.0000 alpha = -0.060316 lossBound = -0.001303 W1 = 0.093659 N1 = 0.073529 deltaLoss = -0.000783 Updating 5 features increaseLambda: 0.133 0.062000 17: time = 0.133000 loss = 6.662156 testLoss 6.726760 (URBAN=0.0) lambda = -0.0847 alpha = -0.084716 lossBound = -0.088570 W1 = 0.591833 N1 = 0.382353 deltaLoss = -0.016817 Updating 4 features NewtonStep: 0.774 0.002000 increaseLambda: 0.774 0.000000 Undoing contribution: was 0.003664970736492637 now 0.003624465907445365 215: time = 0.774000 loss = 6.023038 testLoss 7.006860 'NTL__rev lambda = -0.7330 Updating 6 features NewtonStep: 0.225 0.002000 increaseLambda: 0.619 0.001000 Undoing contribution: was 0.0022702114199697186 now 0.002146769576207823 164: time = 0.621000 loss = 6.016758 testLoss 6.990910 'NTL__rev lambda = 0.2013 alpha = -0.060251 lossBound = -0.000037 W1 = 0.349114 N1 = 0.371211 deltaLoss = -0.000123 alpha = 0.096585 lossBound = -0.000016 W1 = 0.023625 N1 = 0.011802 deltaLoss = -0.000041 increaseLambda: 0.225 0.000000 Undoing: newLoss 6.190853746192433, oldLoss 6.1915148040110095, deltaLossBound -7.981723731762763E-4 increaseLambda: 0.226 0.001000 Search: 0.226 0.000000 increaseLambda: 0.226 0.000000 49: time = 0.226000 loss = 6.191052 testLoss 7.053033 CHLA_COND^2: lambda = 0.6264 min = 1.0000 max = 81.0000 alpha = 0.053634 lossBound = -0.000798 W1 = 0.061834 N1 = 0.079044 deltaLoss = -0.000463 Updating 5 features Updating 8 features NewtonStep: 0.623 0.002000 NewtonStep: 0.776 0.002000 increaseLambda: 0.623 0.000000 165: time = 0.623000 loss = 6.016757 testLoss 6.992271 NTL_COND^2: lambda = -1.0737 min = 1.0000 max = 9.0000 alpha = -0.006733 lossBound = -0.000000 W1 = 0.128610 N1 = 0.121324 deltaLoss = -0.000001 Updating 5 features increaseLambda: 0.137 0.004000 18: time = 0.137000 loss = 6.644944 testLoss 6.708128 Updating 5 features (LAKE_ORIGIN=0.0) lambda = -0.3459 NewtonStep: 0.228 0.002000 alpha = -0.115047 lossBound = -0.080855 W1 = 0.239507 N1 = 0.088235 deltaLoss = -0.017213 increaseLambda: 0.228 0.000000 50: time = 0.228000 loss = 6.189933 testLoss 7.087148 TURB_COND: lambda = -0.6464 min = 1.0000 max = 3.0000 alpha = -0.193316 lossBound = -0.000760 W1 = 0.083089 N1 = 0.073529 deltaLoss = -0.001120 Updating 7 features increaseLambda: 0.776 0.000000 Undoing: newLoss 6.036148724489109, oldLoss 6.023037710919258, deltaLossBound -7.085509255849503E-6 NewtonStep: 0.625 0.002000 increaseLambda: 0.778 0.002000 increaseLambda: 0.625 0.000000 Undoing: newLoss 6.01674639433458, oldLoss 6.016757155656047, deltaLossBound -1.0765289827241562E-5 Search: 0.779 0.001000 increaseLambda: 0.626 0.001000 increaseLambda: 0.779 0.000000 Search: 0.626 0.000000 216: time = 0.779000 loss = 6.023025 testLoss 7.006615 'PTL__rev lambda = -0.0220 alpha = -0.022009 lossBound = -0.000007 W1 = 0.134766 N1 = 0.113003 deltaLoss = -0.000013 Updating 3 features NewtonStep: 0.23 0.002000 Updating 6 features NewtonStep: 0.14 0.003000 increaseLambda: 0.231 0.001000 Undoing: newLoss 6.188986778659416, oldLoss 6.189932602059893, deltaLossBound -9.460026320217124E-4 increaseLambda: 0.141 0.001000 Undoing: newLoss 6.635331140188844, oldLoss 6.644943505609924, deltaLossBound -0.07731299527436453 increaseLambda: 0.232 0.001000 increaseLambda: 0.141 0.000000 Search: 0.232 0.000000 Search: 0.141 0.000000 increaseLambda: 0.232 0.000000 Undoing contribution: was 0.013436089235740432 now 0.01249008660371883 51: time = 0.232000 loss = 6.188987 testLoss 7.065870 'NTL_COND__rev lambda = 0.1174 increaseLambda: 0.141 0.000000 alpha = -0.090775 lossBound = -0.000946 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000946 19: time = 0.141000 loss = 6.624990 testLoss 6.723466 'NTL_COND lambda = -0.7207 alpha = -0.218167 lossBound = -0.077313 W1 = 0.096112 N1 = 0.007353 deltaLoss = -0.019953 Updating 6 features NewtonStep: 0.143 0.002000 Updating 3 features NewtonStep: 0.234 0.002000 increaseLambda: 0.143 0.000000 Undoing: newLoss 6.5576140751070895, oldLoss 6.624990469684082, deltaLossBound -0.08155820284030152 increaseLambda: 0.234 0.000000 Undoing: newLoss 6.200282610569379, oldLoss 6.188986599427872, deltaLossBound -8.655059206210268E-4 increaseLambda: 0.144 0.001000 increaseLambda: 0.235 0.001000 Search: 0.144 0.000000 Search: 0.235 0.000000 increaseLambda: 0.144 0.000000 20: time = 0.144000 loss = 6.533519 testLoss 6.623942 'PTL__rev lambda = -0.9110 alpha = -0.681886 lossBound = -0.081558 W1 = 0.240182 N1 = 0.122951 deltaLoss = -0.091471 increaseLambda: 0.235 0.000000 52: time = 0.235000 loss = 6.186565 testLoss 7.065374 'NTL__rev lambda = 0.3520 alpha = 0.351978 lossBound = -0.000866 W1 = 0.349918 N1 = 0.366078 deltaLoss = -0.002422 Updating 6 features NewtonStep: 0.146 0.002000 increaseLambda: 0.146 0.000000 Undoing: newLoss 6.4786460012199445, oldLoss 6.533519416108319, deltaLossBound -0.09218013076048523 Updating 3 features NewtonStep: 0.237 0.002000 increaseLambda: 0.146 0.000000 Search: 0.146 0.000000 increaseLambda: 0.238 0.001000 Undoing: newLoss 6.195662737553333, oldLoss 6.186564819532987, deltaLossBound -0.002024857564489082 increaseLambda: 0.147 0.001000 increaseLambda: 0.238 0.000000 21: time = 0.147000 loss = 6.479378 testLoss 6.655030 'TURB_COND__rev lambda = 0.3601 alpha = 0.360132 lossBound = -0.092180 W1 = 0.740496 N1 = 0.882353 deltaLoss = -0.054142 Search: 0.238 0.000000 Updating 5 features NewtonStep: 0.787 0.008000 increaseLambda: 0.238 0.000000 53: time = 0.238000 loss = 6.183198 testLoss 7.040744 'CHLA__rev lambda = -0.2729 alpha = -0.272887 lossBound = -0.002025 W1 = 0.305173 N1 = 0.279805 deltaLoss = -0.003367 increaseLambda: 0.787 0.000000 217: time = 0.787000 loss = 6.023012 testLoss 7.010412 PTL_COND: lambda = -0.0537 min = 1.0000 max = 3.0000 alpha = -0.015225 lossBound = -0.000009 W1 = 0.235007 N1 = 0.220588 deltaLoss = -0.000014 increaseLambda: 0.626 0.000000 Undoing contribution: was 0.1366935451691849 now 0.1366827798793582 Updating 6 features increaseLambda: 0.15 0.003000 166: time = 0.636000 loss = 6.016746 testLoss 6.985985 'NTL_COND lambda = -1.4683 22: time = 0.150000 loss = 6.444332 testLoss 6.614952 alpha = 0.038790 lossBound = -0.000011 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000011 (URBAN=1.0) lambda = 0.3353 alpha = 0.237968 lossBound = -0.062896 W1 = 0.478753 N1 = 0.617647 deltaLoss = -0.035045 Updating 4 features NewtonStep: 0.79 0.003000 increaseLambda: 0.791 0.001000 Undoing: newLoss 6.023001774773446, oldLoss 6.023011568017899, deltaLossBound -9.793260090745076E-6 increaseLambda: 0.791 0.000000 Updating 7 features NewtonStep: 0.151 0.001000 Search: 0.791 0.000000 Updating 7 features increaseLambda: 0.792 0.001000 Undoing contribution: was 0.004507809386745185 now 0.004498016126654312 increaseLambda: 0.152 0.001000 Undoing: newLoss 6.422885319365949, oldLoss 6.444332375690884, deltaLossBound -0.0571253068058324 218: time = 0.792000 loss = 6.023002 testLoss 7.008071 'PTL_COND__rev lambda = 0.3639 alpha = -0.009201 lossBound = -0.000010 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000010 increaseLambda: 0.639 0.003000 Undoing contribution: was 0.09751487968309025 now 0.09751095743906468 167: time = 0.639000 loss = 6.016742 testLoss 6.986096 (LAKE_ORIGIN=0.0) lambda = -0.3782 alpha = 0.009324 lossBound = -0.000004 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000004 increaseLambda: 0.152 0.000000 Search: 0.152 0.000000 increaseLambda: 0.152 0.000000 23: time = 0.152000 loss = 6.406858 testLoss 6.683197 'NTL_COND lambda = -1.3743 alpha = -0.653539 lossBound = -0.057125 W1 = 0.052272 N1 = 0.007353 deltaLoss = -0.037475 Updating 3 features NewtonStep: 0.244 0.006000 Updating 2 features NewtonStep: 0.793 0.001000 increaseLambda: 0.244 0.000000 54: time = 0.244000 loss = 6.180416 testLoss 7.055915 CHLA_COND^2: lambda = 1.0597 min = 1.0000 max = 81.0000 alpha = 0.433355 lossBound = -0.002000 W1 = 0.072594 N1 = 0.079044 deltaLoss = -0.002782 increaseLambda: 0.794 0.001000 Undoing contribution: was 1.284659569176323E-4 now 1.1550610960054785E-4 219: time = 0.794000 loss = 6.022989 testLoss 7.009175 'CHLA__rev lambda = -0.1030 alpha = 0.014333 lossBound = -0.000008 W1 = 0.310091 N1 = 0.279805 deltaLoss = -0.000013 Updating 6 features Reducing newton stepsize from 0.010567036376484464 to 0.008526153671167932 NewtonStep: 0.641 0.002000 Updating 8 features increaseLambda: 0.641 0.000000 Undoing contribution: was 0.026495346097791944 now 0.02649124455110033 increaseLambda: 0.154 0.002000 24: time = 0.154000 loss = 6.378444 testLoss 6.651018 168: time = 0.641000 loss = 6.016738 testLoss 6.986100 'TURB__rev lambda = 0.0000 alpha = 0.008526 lossBound = -0.000002 W1 = 0.187373 N1 = 0.164242 deltaLoss = -0.000004 (LAKE_ORIGIN=1.0) lambda = 0.8954 alpha = 0.305010 lossBound = -0.048209 W1 = 0.829316 N1 = 0.911765 deltaLoss = -0.028414 Updating 3 features NewtonStep: 0.246 0.002000 Updating 8 features NewtonStep: 0.156 0.002000 increaseLambda: 0.247 0.001000 Undoing: newLoss 6.177766177783644, oldLoss 6.180415515839972, deltaLossBound -0.0027022299929608407 Updating 3 features NewtonStep: 0.796 0.002000 increaseLambda: 0.156 0.000000 Undoing: newLoss 6.347162214246821, oldLoss 6.378443513797845, deltaLossBound -0.03684505988185305 increaseLambda: 0.247 0.000000 increaseLambda: 0.796 0.000000 Undoing contribution: was 0.001675385207757807 now 0.001665024971998741 220: time = 0.796000 loss = 6.022978 testLoss 7.008071 'ANC__rev lambda = -0.4083 increaseLambda: 0.157 0.001000 alpha = 0.015628 lossBound = -0.000004 W1 = 0.502157 N1 = 0.473488 deltaLoss = -0.000010 Search: 0.248 0.001000 Search: 0.157 0.000000 increaseLambda: 0.248 0.000000 Undoing contribution: was 0.01758901996529204 now 0.014886789972329385 55: time = 0.248000 loss = 6.177713 testLoss 7.039343 'CHLA__rev lambda = 0.4566 alpha = -0.361715 lossBound = -0.002702 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.002702 increaseLambda: 0.157 0.000000 25: time = 0.157000 loss = 6.337475 testLoss 6.604457 'PTL__rev lambda = -1.3845 alpha = -0.473485 lossBound = -0.036845 W1 = 0.207948 N1 = 0.122951 deltaLoss = -0.040969 Updating 5 features NewtonStep: 0.645 0.004000 Updating 4 features NewtonStep: 0.798 0.002000 increaseLambda: 0.645 0.000000 169: time = 0.646000 loss = 6.016735 testLoss 6.985496 'CHLA__rev lambda = -0.0592 alpha = -0.007714 lossBound = -0.000002 W1 = 0.310089 N1 = 0.279805 deltaLoss = -0.000004 Updating 9 features NewtonStep: 0.159 0.002000 increaseLambda: 0.799 0.001000 221: time = 0.799000 loss = 6.022973 testLoss 7.007931 'PTL__rev lambda = -0.0348 alpha = -0.012798 lossBound = -0.000003 W1 = 0.134913 N1 = 0.113003 deltaLoss = -0.000005 Updating 4 features NewtonStep: 0.25 0.002000 increaseLambda: 0.159 0.000000 Undoing: newLoss 6.309904722953464, oldLoss 6.337474821950149, deltaLossBound -0.03775113332102834 increaseLambda: 0.25 0.000000 increaseLambda: 0.159 0.000000 56: time = 0.250000 loss = 6.175865 testLoss 7.051446 CHLA_COND^2: lambda = 1.3965 min = 1.0000 max = 81.0000 alpha = 0.336742 lossBound = -0.001314 W1 = 0.071364 N1 = 0.079044 deltaLoss = -0.001848 Search: 0.159 0.000000 increaseLambda: 0.16 0.001000 26: time = 0.160000 loss = 6.313646 testLoss 6.634260 TURB_COND: lambda = -0.2943 min = 1.0000 max = 3.0000 alpha = -0.294254 lossBound = -0.037751 W1 = 0.149179 N1 = 0.073529 deltaLoss = -0.023829 Updating 6 features NewtonStep: 0.647 0.001000 increaseLambda: 0.648 0.001000 170: time = 0.648000 loss = 6.016730 testLoss 6.988438 NTL_COND^2: lambda = -1.0883 min = 1.0000 max = 9.0000 alpha = -0.014568 lossBound = -0.000002 W1 = 0.128611 N1 = 0.121324 deltaLoss = -0.000004 Updating 5 features Updating 3 features NewtonStep: 0.252 0.002000 increaseLambda: 0.801 0.002000 Undoing contribution: was 0.09647469483201476 now 0.09647107798135757 Updating 8 features NewtonStep: 0.161 0.001000 222: time = 0.801000 loss = 6.022969 testLoss 7.008037 (LAKE_ORIGIN=0.0) lambda = -0.5282 alpha = 0.008953 lossBound = -0.000004 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000004 increaseLambda: 0.252 0.000000 Undoing: newLoss 6.173674538612032, oldLoss 6.175865259315523, deltaLossBound -0.0022281373598783067 increaseLambda: 0.162 0.001000 Undoing: newLoss 6.335510130761723, oldLoss 6.313645606947027, deltaLossBound -0.029459038445327962 increaseLambda: 0.253 0.001000 increaseLambda: 0.162 0.000000 Search: 0.253 0.000000 Search: 0.162 0.000000 increaseLambda: 0.253 0.000000 Undoing contribution: was 0.014886789972329385 now 0.012658652612448907 57: time = 0.253000 loss = 6.173637 testLoss 7.036560 increaseLambda: 0.162 0.000000 'CHLA__rev lambda = 0.1265 alpha = -0.330116 lossBound = -0.002228 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.002228 27: time = 0.162000 loss = 6.299176 testLoss 6.639898 'CHLA__rev lambda = 0.5244 alpha = 0.524400 lossBound = -0.029459 W1 = 0.013777 N1 = 0.058824 deltaLoss = -0.014469 Updating 7 features NewtonStep: 0.65 0.002000 Updating 5 features NewtonStep: 0.803 0.002000 increaseLambda: 0.65 0.000000 171: time = 0.650000 loss = 6.016724 testLoss 6.989287 'COND__rev lambda = -0.1539 alpha = -0.013200 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000006 increaseLambda: 0.803 0.000000 223: time = 0.803000 loss = 6.022964 testLoss 7.010476 PTL_COND: lambda = -0.0634 min = 1.0000 max = 3.0000 alpha = -0.009765 lossBound = -0.000004 W1 = 0.235004 N1 = 0.220588 deltaLoss = -0.000006 Updating 6 features Updating 3 features NewtonStep: 0.255 0.002000 increaseLambda: 0.164 0.002000 28: time = 0.164000 loss = 6.287136 testLoss 6.624902 (URBAN=1.0) lambda = 0.4750 alpha = 0.139776 lossBound = -0.021586 W1 = 0.527807 N1 = 0.617647 deltaLoss = -0.012040 increaseLambda: 0.255 0.000000 58: time = 0.255000 loss = 6.171883 testLoss 7.048374 CHLA_COND^2: lambda = 1.7240 min = 1.0000 max = 81.0000 alpha = 0.327494 lossBound = -0.001238 W1 = 0.071249 N1 = 0.079044 deltaLoss = -0.001754 Updating 5 features NewtonStep: 0.652 0.002000 increaseLambda: 0.652 0.000000 Undoing contribution: was 0.005202030226714634 now 0.005196768048387775 172: time = 0.652000 loss = 6.016719 testLoss 6.989061 'ANC__rev lambda = -0.5904 alpha = 0.023447 lossBound = -0.000002 W1 = 0.043052 N1 = 0.028343 deltaLoss = -0.000005 Updating 5 features NewtonStep: 0.166 0.002000 Updating 4 features NewtonStep: 0.807 0.004000 Updating 3 features Reducing newton stepsize from -0.27851258433333703 to -0.1264891056829735 NewtonStep: 0.258 0.003000 increaseLambda: 0.807 0.000000 Undoing: newLoss 6.022957381704228, oldLoss 6.0229639242478985, deltaLossBound -6.542550618920202E-6 increaseLambda: 0.259 0.001000 Undoing contribution: was 0.012658652612448907 now 0.011299428732378092 increaseLambda: 0.808 0.001000 59: time = 0.259000 loss = 6.170524 testLoss 7.042165 'CHLA__rev lambda = 0.0000 alpha = -0.126489 lossBound = -0.001359 W1 = 0.046194 N1 = 0.058824 deltaLoss = -0.001359 Updating 21 features Search: 0.808 0.000000 Newton: returning 0.08399177353131637 Updating 4 features increaseLambda: 0.808 0.000000 Undoing contribution: was 0.004498016126654312 now 0.004491473576035707 224: time = 0.808000 loss = 6.022957 testLoss 7.008564 'PTL_COND__rev lambda = 0.3564 alpha = -0.007520 lossBound = -0.000007 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000007 Loss was 6.1705241176891, now 6.1690954633505015, delta -0.001429 parallelUpdate: 0.26 0.001000 Updating 5 features NewtonStep: 0.81 0.002000 increaseLambda: 0.81 0.000000 225: time = 0.810000 loss = 6.022952 testLoss 7.010990 PTL_COND: lambda = -0.0731 min = 1.0000 max = 3.0000 alpha = -0.009713 lossBound = -0.000004 W1 = 0.235004 N1 = 0.220588 deltaLoss = -0.000005 Updating 4 features NewtonStep: 0.261 0.001000 increaseLambda: 0.262 0.001000 Undoing contribution: was 0.2261405958487787 now 0.22318717814785444 61: time = 0.262000 loss = 6.166142 testLoss 7.077158 'PTL__rev lambda = -1.7042 alpha = 0.320447 lossBound = -0.001644 W1 = 0.146870 N1 = 0.122951 deltaLoss = -0.002953 Updating 5 features NewtonStep: 0.812 0.002000 Updating 3 features Reducing newton stepsize from -0.12405300396482383 to -0.11538949570620158 NewtonStep: 0.265 0.003000 increaseLambda: 0.814 0.002000 Undoing: newLoss 6.02294730284034, oldLoss 6.022951887696657, deltaLossBound -4.584859719688149E-6 increaseLambda: 0.265 0.000000 Undoing contribution: was 0.012492637180295613 now 0.010801052416301832 62: time = 0.265000 loss = 6.164450 testLoss 7.049620 'NTL_COND__rev lambda = 0.0000 alpha = -0.115389 lossBound = -0.001692 W1 = 0.637221 N1 = 0.676471 deltaLoss = -0.001692 increaseLambda: 0.814 0.000000 Search: 0.815 0.001000 increaseLambda: 0.815 0.000000 Undoing contribution: was 0.004491473576035707 now 0.004486888716318047 226: time = 0.815000 loss = 6.022947 testLoss 7.009390 'PTL_COND__rev lambda = 0.3501 alpha = -0.006294 lossBound = -0.000005 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000005 increaseLambda: 0.176 0.010000 29: time = 0.176000 loss = 6.260802 testLoss 6.598169 'TURB__rev lambda = -0.4103 alpha = -0.410344 lossBound = -0.019867 W1 = 0.231223 N1 = 0.164242 deltaLoss = -0.026334 Updating 6 features Newton: returning 0.5288208478553043 Updating 6 features Updating 7 features NewtonStep: 0.663 0.011000 Loss was 6.260801991724416, now 6.206262762045602, delta -0.054539 parallelUpdate: 0.176 0.000000 increaseLambda: 0.663 0.000000 173: time = 0.663000 loss = 6.016711 testLoss 6.988957 'TURB__rev lambda = -0.9989 alpha = -0.017085 lossBound = -0.000002 W1 = 0.770438 N1 = 0.748154 deltaLoss = -0.000008 Updating 5 features NewtonStep: 0.268 0.003000 increaseLambda: 0.268 0.000000 Undoing: newLoss 6.197469041655536, oldLoss 6.1644504608855835, deltaLossBound -0.0010968571393238321 increaseLambda: 0.268 0.000000 Search: 0.268 0.000000 Updating 7 features NewtonStep: 0.178 0.002000 increaseLambda: 0.269 0.001000 63: time = 0.269000 loss = 6.160265 testLoss 7.042882 Updating 5 features 'TURB__rev lambda = -0.4501 alpha = -0.450086 lossBound = -0.001097 W1 = 0.769049 N1 = 0.748154 deltaLoss = -0.004186 NewtonStep: 0.665 0.002000 increaseLambda: 0.178 0.000000 Undoing: newLoss 6.187721189060896, oldLoss 6.206262762045602, deltaLossBound -0.022548792765345653 increaseLambda: 0.665 0.000000 Undoing: newLoss 6.01670941695158, oldLoss 6.016711260938489, deltaLossBound -1.8439874432090299E-6 increaseLambda: 0.178 0.000000 increaseLambda: 0.666 0.001000 Search: 0.179 0.001000 Search: 0.666 0.000000 increaseLambda: 0.179 0.000000 31: time = 0.179000 loss = 6.193646 testLoss 6.756207 'NTL_COND__rev lambda = 0.1448 alpha = 0.144761 lossBound = -0.022549 W1 = 0.566467 N1 = 0.676471 deltaLoss = -0.012617 increaseLambda: 0.666 0.000000 174: time = 0.666000 loss = 6.016709 testLoss 6.989966 'PTL_COND__rev lambda = 0.4695 alpha = 0.003990 lossBound = -0.000002 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000002 Updating 5 features NewtonStep: 0.271 0.002000 increaseLambda: 0.271 0.000000 Undoing: newLoss 6.158247756269038, oldLoss 6.160264857706581, deltaLossBound -0.002017548640256441 increaseLambda: 0.271 0.000000 Updating 8 features NewtonStep: 0.18 0.001000 Search: 0.271 0.000000 Updating 7 features NewtonStep: 0.668 0.002000 increaseLambda: 0.181 0.001000 Undoing: newLoss 6.1922603111903225, oldLoss 6.193645545966021, deltaLossBound -0.0027527250894620104 increaseLambda: 0.272 0.001000 64: time = 0.272000 loss = 6.158247 testLoss 7.074126 'PTL_COND__rev lambda = 0.2520 alpha = 0.131263 lossBound = -0.002018 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.002018 increaseLambda: 0.181 0.000000 Search: 0.181 0.000000 increaseLambda: 0.668 0.000000 175: time = 0.668000 loss = 6.016612 testLoss 6.993975 NTL: lambda = -11.2445 min = 5.0000 max = 26,100.0000 alpha = -0.696365 lossBound = -0.000001 W1 = 0.028632 N1 = 0.027624 deltaLoss = -0.000098 increaseLambda: 0.182 0.001000 32: time = 0.182000 loss = 6.191860 testLoss 6.753856 ANC_COND^2: lambda = -0.5658 min = 1.0000 max = 4.0000 alpha = -0.565823 lossBound = -0.002753 W1 = 0.003094 N1 = 0.000000 deltaLoss = -0.001786 Updating 6 features NewtonStep: 0.274 0.002000 Updating 4 features NewtonStep: 0.67 0.002000 increaseLambda: 0.274 0.000000 65: time = 0.274000 loss = 6.157001 testLoss 7.071453 DOC^2: lambda = -1.5769 min = 0.1156 max = 84,430.9249 alpha = -1.576855 lossBound = -0.000823 W1 = 0.001376 N1 = 0.000369 deltaLoss = -0.001247 Updating 8 features NewtonStep: 0.183 0.001000 increaseLambda: 0.67 0.000000 Undoing contribution: was 0.002146769576207823 now 0.0020858856350338393 176: time = 0.670000 loss = 6.016551 testLoss 6.993670 'NTL__rev lambda = 0.1589 alpha = -0.042361 lossBound = -0.000018 W1 = 0.349113 N1 = 0.371211 deltaLoss = -0.000061 increaseLambda: 0.183 0.000000 33: time = 0.183000 loss = 6.176028 testLoss 6.811273 NTL_COND: lambda = -0.3474 min = 1.0000 max = 3.0000 alpha = -0.347357 lossBound = -0.010257 W1 = 0.204635 N1 = 0.161765 deltaLoss = -0.015832 Updating 5 features NewtonStep: 0.672 0.002000 Updating 6 features NewtonStep: 0.276 0.002000 increaseLambda: 0.672 0.000000 Undoing: newLoss 6.016543562373281, oldLoss 6.016550681680325, deltaLossBound -7.1210265054704955E-6 increaseLambda: 0.276 0.000000 Undoing: newLoss 6.179536329852732, oldLoss 6.157000735573376, deltaLossBound -8.715156523672559E-4 increaseLambda: 0.672 0.000000 increaseLambda: 0.277 0.001000 Search: 0.673 0.001000 Search: 0.277 0.000000 increaseLambda: 0.673 0.000000 Undoing contribution: was 0.1366827798793582 now 0.13667565885285196 increaseLambda: 0.277 0.000000 177: time = 0.673000 loss = 6.016544 testLoss 6.988565 'NTL_COND lambda = -1.4367 alpha = 0.031511 lossBound = -0.000007 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000007 66: time = 0.277000 loss = 6.154923 testLoss 7.093171 'COND__rev lambda = -0.3468 alpha = -0.346772 lossBound = -0.000872 W1 = 0.619142 N1 = 0.598874 deltaLoss = -0.002078 Updating 5 features NewtonStep: 0.827 0.012000 increaseLambda: 0.827 0.000000 Undoing: newLoss 6.037550459378009, oldLoss 6.022947302836939, deltaLossBound -2.755005257979351E-6 increaseLambda: 0.827 0.000000 Search: 0.828 0.001000 Updating 5 features NewtonStep: 0.675 0.002000 increaseLambda: 0.828 0.000000 227: time = 0.828000 loss = 6.022939 testLoss 7.009419 Updating 5 features NewtonStep: 0.279 0.002000 increaseLambda: 0.675 0.000000 Undoing contribution: was 0.0011928639231941916 now 0.0011857655945315558 178: time = 0.675000 loss = 6.016536 testLoss 6.987380 'NTL__rev lambda = -0.7008 alpha = 0.039626 lossBound = -0.000003 W1 = 0.023607 N1 = 0.011802 deltaLoss = -0.000007 increaseLambda: 0.279 0.000000 67: time = 0.279000 loss = 6.150798 testLoss 7.177523 NTL_COND^2: lambda = -0.7653 min = 1.0000 max = 9.0000 alpha = -0.437412 lossBound = -0.001374 W1 = 0.129560 N1 = 0.121324 deltaLoss = -0.004125 'NTL__rev lambda = 0.0210 alpha = 0.021035 lossBound = -0.000003 W1 = 0.275350 N1 = 0.296367 deltaLoss = -0.000008 Updating 7 features NewtonStep: 0.677 0.002000 increaseLambda: 0.677 0.000000 Undoing: newLoss 6.019871732683125, oldLoss 6.016536462325156, deltaLossBound -2.0561160823436398E-6 Updating 4 features NewtonStep: 0.83 0.002000 increaseLambda: 0.677 0.000000 increaseLambda: 0.831 0.001000 Undoing contribution: was 0.00796087592211988 now 0.0079424034658628 228: time = 0.831000 loss = 6.022921 testLoss 7.003291 NTL_COND^2: lambda = -1.2478 min = 1.0000 max = 9.0000 alpha = 0.030205 lossBound = -0.000007 W1 = 0.128615 N1 = 0.121324 deltaLoss = -0.000018 Search: 0.678 0.001000 increaseLambda: 0.678 0.000000 179: time = 0.678000 loss = 6.016490 testLoss 6.987042 CHLA: lambda = 0.3786 min = 0.0000 max = 871.2000 alpha = 0.378646 lossBound = -0.000002 W1 = 0.030509 N1 = 0.031710 deltaLoss = -0.000046 Updating 27 features Updating 4 features NewtonStep: 0.282 0.003000 Newton: returning 0.5014900017799334 Updating 5 features increaseLambda: 0.283 0.001000 Undoing: newLoss 6.149396746890216, oldLoss 6.150797612054798, deltaLossBound -0.0015640890263674675 increaseLambda: 0.283 0.000000 Updating 5 features Loss was 6.016489978749721, now 6.016302238245397, delta -0.000188 NewtonStep: 0.832 0.001000 Search: 0.283 0.000000 increaseLambda: 0.832 0.000000 increaseLambda: 0.284 0.001000 229: time = 0.832000 loss = 6.022915 testLoss 7.005761 parallelUpdate: 0.679 0.001000 PTL_COND: lambda = -0.0830 min = 1.0000 max = 3.0000 alpha = -0.009890 lossBound = -0.000004 W1 = 0.235004 N1 = 0.220588 deltaLoss = -0.000006 Undoing contribution: was 0.16147918817277238 now 0.15991509914640642 68: time = 0.284000 loss = 6.149234 testLoss 7.094675 'NTL_COND lambda = -1.8936 alpha = 0.502483 lossBound = -0.001564 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.001564 Updating 4 features NewtonStep: 0.681 0.002000 Updating 3 features NewtonStep: 0.286 0.002000 increaseLambda: 0.682 0.001000 Undoing contribution: was 4.943981302793267E-4 now 4.226457497932591E-4 181: time = 0.682000 loss = 6.016230 testLoss 6.987137 'CHLA__rev lambda = -0.1029 alpha = 0.033817 lossBound = -0.000042 W1 = 0.311264 N1 = 0.280945 deltaLoss = -0.000072 increaseLambda: 0.286 0.000000 Undoing: newLoss 6.153431075228013, oldLoss 6.149233523028432, deltaLossBound -6.488996063324041E-4 increaseLambda: 0.287 0.001000 Search: 0.287 0.000000 Updating 4 features NewtonStep: 0.836 0.004000 increaseLambda: 0.287 0.000000 69: time = 0.287000 loss = 6.147898 testLoss 7.106567 'NTL__rev lambda = -0.5699 alpha = -0.569933 lossBound = -0.000649 W1 = 0.014935 N1 = 0.007382 deltaLoss = -0.001336 increaseLambda: 0.836 0.000000 230: time = 0.836000 loss = 6.022907 testLoss 7.005269 'PTL__rev lambda = -0.6799 alpha = -0.011938 lossBound = -0.000004 W1 = 0.359580 N1 = 0.330426 deltaLoss = -0.000008 Updating 7 features NewtonStep: 0.684 0.002000 increaseLambda: 0.684 0.000000 Undoing: newLoss 6.016216911298826, oldLoss 6.016230485864911, deltaLossBound -1.35802286716192E-5 increaseLambda: 0.684 0.000000 Search: 0.684 0.000000 increaseLambda: 0.685 0.001000 182: time = 0.685000 loss = 6.016217 testLoss 6.994079 'NTL_COND lambda = -1.4082 alpha = -0.042994 lossBound = -0.000014 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000014 Updating 3 features NewtonStep: 0.289 0.002000 Updating 5 features NewtonStep: 0.838 0.002000 increaseLambda: 0.289 0.000000 Undoing contribution: was 0.0730399350675997 now 0.0707892901889629 70: time = 0.289000 loss = 6.145647 testLoss 7.107523 'TURB__rev lambda = -0.9522 alpha = 0.282512 lossBound = -0.001155 W1 = 0.151281 N1 = 0.128983 deltaLoss = -0.002251 increaseLambda: 0.838 0.000000 Undoing contribution: was 0.0010290876381240997 now 0.0010223914208545358 231: time = 0.838000 loss = 6.022901 testLoss 7.005467 ANC^2: lambda = -5.6251 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.163643 lossBound = -0.000002 W1 = 0.001698 N1 = 0.000695 deltaLoss = -0.000007 Updating 8 features NewtonStep: 0.687 0.002000 Updating 4 features NewtonStep: 0.84 0.002000 increaseLambda: 0.687 0.000000 increaseLambda: 0.84 0.000000 Undoing contribution: was 0.002962794741119675 now 0.0029437231996491584 232: time = 0.840000 loss = 6.022881 testLoss 7.005417 PTL: lambda = 3.6504 min = 1.0000 max = 4,865.0000 alpha = -0.113960 lossBound = -0.000003 W1 = 0.019313 N1 = 0.021255 deltaLoss = -0.000019 Updating 3 features Updating 10 features NewtonStep: 0.292 0.003000 183: time = 0.687000 loss = 6.016203 testLoss 6.998373 TURB_COND: lambda = -2.1187 min = 1.0000 max = 3.0000 alpha = -0.023636 lossBound = -0.000009 W1 = 0.082451 N1 = 0.073529 deltaLoss = -0.000014 increaseLambda: 0.293 0.001000 71: time = 0.293000 loss = 6.143213 testLoss 7.096656 'PTL__rev lambda = -0.5951 alpha = -0.210767 lossBound = -0.001126 W1 = 0.363670 N1 = 0.334334 deltaLoss = -0.002434 Updating 5 features NewtonStep: 0.842 0.002000 Updating 9 features increaseLambda: 0.842 0.000000 Undoing contribution: was 0.0010223914208545358 now 0.0010117524982032398 233: time = 0.842000 loss = 6.022871 testLoss 7.005669 ANC^2: lambda = -5.4156 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.209450 lossBound = -0.000003 W1 = 0.001701 N1 = 0.000695 deltaLoss = -0.000011 increaseLambda: 0.69 0.003000 Undoing contribution: was 0.09751095743906468 now 0.09750485734395387 184: time = 0.690000 loss = 6.016197 testLoss 6.998510 (LAKE_ORIGIN=0.0) lambda = -0.3665 alpha = 0.011631 lossBound = -0.000006 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000006 Updating 3 features NewtonStep: 0.294 0.001000 increaseLambda: 0.295 0.001000 Undoing: newLoss 6.160815921676909, oldLoss 6.14321254268283, deltaLossBound -7.645742929975408E-4 Updating 6 features increaseLambda: 0.295 0.000000 NewtonStep: 0.844 0.002000 Search: 0.295 0.000000 Updating 8 features increaseLambda: 0.844 0.000000 234: time = 0.844000 loss = 6.022865 testLoss 7.005883 'ANC__rev lambda = -0.5661 alpha = -0.023411 lossBound = -0.000003 W1 = 0.043052 N1 = 0.028343 deltaLoss = -0.000005 increaseLambda: 0.296 0.001000 increaseLambda: 0.692 0.002000 Undoing contribution: was 0.06914661598625393 now 0.06914318865023006 72: time = 0.296000 loss = 6.141835 testLoss 7.085667 'ANC__rev lambda = 0.1987 alpha = 0.198656 lossBound = -0.000765 W1 = 0.198502 N1 = 0.222828 deltaLoss = -0.001378 185: time = 0.692000 loss = 6.016193 testLoss 6.998620 (URBAN=1.0) lambda = 0.4697 alpha = -0.005338 lossBound = -0.000003 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000003 Updating 6 features NewtonStep: 0.846 0.002000 Updating 3 features increaseLambda: 0.846 0.000000 Undoing: newLoss 6.037232119199616, oldLoss 6.022865371097513, deltaLossBound -2.0160973333175285E-6 NewtonStep: 0.297 0.001000 increaseLambda: 0.298 0.001000 Undoing: newLoss 6.147923888030019, oldLoss 6.141834779332594, deltaLossBound -4.408478885654088E-4 increaseLambda: 0.847 0.001000 Updating 6 features NewtonStep: 0.694 0.002000 increaseLambda: 0.298 0.000000 Search: 0.847 0.000000 increaseLambda: 0.848 0.001000 Search: 0.299 0.001000 increaseLambda: 0.695 0.001000 235: time = 0.848000 loss = 6.022859 testLoss 7.005965 'NTL__rev lambda = 0.0170 alpha = 0.016963 lossBound = -0.000002 W1 = 0.339888 N1 = 0.361703 deltaLoss = -0.000006 186: time = 0.695000 loss = 6.016141 testLoss 6.998630 PTL: lambda = 3.2489 min = 1.0000 max = 4,865.0000 alpha = 0.226124 lossBound = -0.000007 W1 = 0.019338 N1 = 0.021255 deltaLoss = -0.000053 increaseLambda: 0.299 0.000000 73: time = 0.299000 loss = 6.139408 testLoss 7.090186 'DOC__rev lambda = 0.5140 alpha = 0.514014 lossBound = -0.000441 W1 = 0.699218 N1 = 0.710098 deltaLoss = -0.002427 Updating 4 features NewtonStep: 0.85 0.002000 Updating 7 features NewtonStep: 0.201 0.018000 NewtonStep: 0.697 0.002000 increaseLambda: 0.85 0.000000 Undoing contribution: was 0.014467748310399434 now 0.014441424333846212 236: time = 0.850000 loss = 6.022833 testLoss 7.005140 'DOC__rev lambda = 0.2291 alpha = -0.037939 lossBound = -0.000004 W1 = 0.617933 N1 = 0.632645 deltaLoss = -0.000026 increaseLambda: 0.21 0.009000 increaseLambda: 0.697 0.000000 Undoing: newLoss 6.030519476667002, oldLoss 6.016140603181721, deltaLossBound -5.417640728680581E-6 34: time = 0.210000 loss = 6.168114 testLoss 6.814721 CHLA_COND: lambda = 0.4909 min = 1.0000 max = 9.0000 alpha = 0.490938 lossBound = -0.003739 W1 = 0.097215 N1 = 0.113971 deltaLoss = -0.007914 increaseLambda: 0.698 0.001000 Search: 0.698 0.000000 increaseLambda: 0.698 0.000000 187: time = 0.698000 loss = 6.016123 testLoss 6.998757 'NTL__rev lambda = 0.0278 alpha = 0.027812 lossBound = -0.000005 W1 = 0.340013 N1 = 0.361703 deltaLoss = -0.000017 Updating 6 features NewtonStep: 0.852 0.002000 Updating 9 features NewtonStep: 0.212 0.002000 increaseLambda: 0.852 0.000000 Undoing contribution: was 0.0029437231996491584 now 0.0029307806453089023 237: time = 0.852000 loss = 6.022820 testLoss 7.005101 increaseLambda: 0.212 0.000000 Undoing: newLoss 6.162578116050262, oldLoss 6.168114238946231, deltaLossBound -0.007777995701069188 Updating 3 features NewtonStep: 0.303 0.004000 increaseLambda: 0.304 0.001000 74: time = 0.304000 loss = 6.138351 testLoss 7.072212 'CHLA__rev lambda = -0.4274 Updating 7 features PTL: lambda = 3.5566 min = 1.0000 max = 4,865.0000 alpha = -0.093797 lossBound = -0.000002 W1 = 0.019309 N1 = 0.021255 deltaLoss = -0.000013 alpha = -0.140490 lossBound = -0.000708 W1 = 0.179800 N1 = 0.153039 deltaLoss = -0.001057 NewtonStep: 0.7 0.002000 increaseLambda: 0.701 0.001000 Undoing: newLoss 6.028666570161953, oldLoss 6.016123433863759, deltaLossBound -7.036653541488158E-6 increaseLambda: 0.701 0.000000 Updating 5 features NewtonStep: 0.855 0.003000 Search: 0.702 0.001000 increaseLambda: 0.855 0.000000 Undoing contribution: was 0.04336417466462858 now 0.04335875926434837 Updating 4 features 238: time = 0.855000 loss = 6.022814 testLoss 7.002339 TURB_COND: lambda = -2.2433 min = 1.0000 max = 3.0000 increaseLambda: 0.702 0.000000 alpha = 0.015124 lossBound = -0.000003 W1 = 0.082446 N1 = 0.073529 deltaLoss = -0.000005 increaseLambda: 0.215 0.003000 188: time = 0.702000 loss = 6.016114 testLoss 6.997570 'CHLA__rev lambda = -0.0098 alpha = -0.009773 lossBound = -0.000007 W1 = 0.179594 N1 = 0.152846 deltaLoss = -0.000009 Search: 0.215 0.000000 NewtonStep: 0.306 0.002000 Updating 5 features NewtonStep: 0.857 0.002000 Updating 6 features NewtonStep: 0.704 0.002000 increaseLambda: 0.308 0.002000 Undoing contribution: was 0.0707892901889629 now 0.0702003167622694 75: time = 0.308000 loss = 6.137762 testLoss 7.073193 increaseLambda: 0.857 0.000000 Undoing contribution: was 0.0010117524982032398 now 0.0010077212958766245 239: time = 0.857000 loss = 6.022810 testLoss 7.002492 ANC^2: lambda = -5.2903 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.125325 lossBound = -0.000001 W1 = 0.001697 N1 = 0.000695 deltaLoss = -0.000004 increaseLambda: 0.704 0.000000 Updating 32 features increaseLambda: 0.217 0.002000 189: time = 0.704000 loss = 6.016109 testLoss 6.998371 'COND__rev lambda = -0.1745 35: time = 0.217000 loss = 6.163359 testLoss 6.835915 TURB_COND: lambda = -0.5922 min = 1.0000 max = 3.0000 alpha = -0.142373 lossBound = -0.007778 W1 = 0.110781 N1 = 0.073529 deltaLoss = -0.004755 'TURB__rev lambda = -0.8139 alpha = 0.138290 lossBound = -0.000306 W1 = 0.150490 N1 = 0.128983 deltaLoss = -0.000589 alpha = -0.012448 lossBound = -0.000002 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000005 Reducing stepsize from 1.0578670439126678 to 0.7265191651863325 Newton: returning 0.7265191651863325 Updating 7 features Loss was 6.02281027498608, now 6.022548806366086, delta -0.000261 parallelUpdate: 0.859 0.002000 Updating 6 features NewtonStep: 0.706 0.002000 increaseLambda: 0.707 0.001000 Undoing contribution: was 0.007968995597289218 now 0.007965885008100325 190: time = 0.707000 loss = 6.016106 testLoss 6.998111 CHLA_COND: lambda = 0.5564 min = 1.0000 max = 9.0000 alpha = -0.011101 lossBound = -0.000002 W1 = 0.104030 N1 = 0.113971 deltaLoss = -0.000003 Updating 5 features NewtonStep: 0.861 0.002000 Updating 3 features NewtonStep: 0.312 0.004000 increaseLambda: 0.861 0.000000 Undoing: newLoss 6.037103069542857, oldLoss 6.022548806366086, deltaLossBound -5.105875035194625E-6 Updating 5 features NewtonStep: 0.708 0.001000 increaseLambda: 0.312 0.000000 Undoing: newLoss 6.148742467032941, oldLoss 6.137762467754232, deltaLossBound -5.469658759275874E-4 increaseLambda: 0.861 0.000000 increaseLambda: 0.709 0.001000 increaseLambda: 0.313 0.001000 Search: 0.862 0.001000 191: time = 0.709000 loss = 6.016104 testLoss 6.999612 TURB_COND: lambda = -2.1270 min = 1.0000 max = 3.0000 alpha = -0.008245 lossBound = -0.000001 W1 = 0.082444 N1 = 0.073529 deltaLoss = -0.000002 Search: 0.313 0.000000 increaseLambda: 0.862 0.000000 241: time = 0.862000 loss = 6.022534 testLoss 7.001491 'NTL__rev lambda = 0.0281 alpha = 0.028121 lossBound = -0.000005 W1 = 0.292553 N1 = 0.313703 deltaLoss = -0.000015 increaseLambda: 0.313 0.000000 76: time = 0.313000 loss = 6.136515 testLoss 7.084469 'NTL__rev lambda = -0.4212 alpha = -0.421206 lossBound = -0.000547 W1 = 0.024327 N1 = 0.011802 deltaLoss = -0.001248 Updating 7 features NewtonStep: 0.71 0.001000 Updating 5 features NewtonStep: 0.864 0.002000 increaseLambda: 0.711 0.001000 192: time = 0.711000 loss = 6.016102 testLoss 6.999538 'PTL__rev lambda = -0.0467 alpha = -0.006860 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 increaseLambda: 0.864 0.000000 242: time = 0.864000 loss = 6.022514 testLoss 7.000716 'PTL__rev lambda = -0.7342 alpha = -0.018663 lossBound = -0.000010 W1 = 0.359581 N1 = 0.330426 deltaLoss = -0.000020 Updating 3 features NewtonStep: 0.316 0.003000 increaseLambda: 0.317 0.001000 Undoing: newLoss 6.1361369602747775, oldLoss 6.136514843839341, deltaLossBound -3.7820613945315764E-4 Updating 8 features NewtonStep: 0.713 0.002000 increaseLambda: 0.317 0.000000 increaseLambda: 0.713 0.000000 Undoing: newLoss 6.019574191103972, oldLoss 6.016102337273126, deltaLossBound -1.0739084664408087E-6 Search: 0.317 0.000000 Updating 6 features NewtonStep: 0.866 0.002000 increaseLambda: 0.713 0.000000 increaseLambda: 0.317 0.000000 Undoing contribution: was 0.09037411055469809 now 0.08999590441524459 Search: 0.713 0.000000 77: time = 0.317000 loss = 6.136137 testLoss 7.065468 'TURB_COND__rev lambda = 0.9209 alpha = -0.078687 lossBound = -0.000378 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000378 increaseLambda: 0.867 0.001000 Undoing contribution: was 0.005401261453055563 now 0.005385840671134824 243: time = 0.867000 loss = 6.022499 testLoss 7.000836 'TURB__rev lambda = -0.9997 alpha = 0.023925 lossBound = -0.000005 W1 = 0.770434 N1 = 0.748154 deltaLoss = -0.000015 increaseLambda: 0.714 0.001000 193: time = 0.714000 loss = 6.016101 testLoss 7.001267 PTL_COND: lambda = -0.0069 min = 1.0000 max = 3.0000 alpha = -0.006911 lossBound = -0.000001 W1 = 0.234826 N1 = 0.220588 deltaLoss = -0.000002 Updating 5 features NewtonStep: 0.868 0.001000 Updating 8 features NewtonStep: 0.715 0.001000 Updating 3 features NewtonStep: 0.319 0.002000 increaseLambda: 0.716 0.001000 increaseLambda: 0.32 0.001000 Undoing: newLoss 6.661620526532182, oldLoss 6.136136637699887, deltaLossBound -2.917893894964052E-4 194: time = 0.716000 loss = 6.016091 testLoss 7.000719 COND: lambda = -2.5638 min = 4.0000 max = 50,590.0000 alpha = -0.156702 lossBound = -0.000001 W1 = 0.009484 N1 = 0.008479 deltaLoss = -0.000010 increaseLambda: 0.32 0.000000 increaseLambda: 0.869 0.001000 Undoing: newLoss 6.035371594269206, oldLoss 6.022498628573649, deltaLossBound -4.833605231971893E-6 Search: 0.32 0.000000 increaseLambda: 0.87 0.001000 increaseLambda: 0.321 0.001000 78: time = 0.321000 loss = 6.132846 testLoss 7.062578 PTL: lambda = 1.4454 min = 1.0000 max = 4,865.0000 alpha = 1.445448 lossBound = -0.000292 W1 = 0.018168 N1 = 0.021255 deltaLoss = -0.003291 Search: 0.87 0.000000 increaseLambda: 0.87 0.000000 244: time = 0.870000 loss = 6.022489 testLoss 7.000811 'TURB__rev lambda = -0.0159 alpha = -0.015918 lossBound = -0.000005 W1 = 0.187505 N1 = 0.164242 deltaLoss = -0.000009 Updating 5 features NewtonStep: 0.717 0.001000 increaseLambda: 0.718 0.001000 Undoing: newLoss 6.016089304939166, oldLoss 6.016090580475981, deltaLossBound -1.2755370773475652E-6 increaseLambda: 0.718 0.000000 Search: 0.719 0.001000 Updating 4 features NewtonStep: 0.323 0.002000 increaseLambda: 0.719 0.000000 Undoing contribution: was 0.0055020319914813 now 0.0055007564544035615 increaseLambda: 0.323 0.000000 Undoing contribution: was 0.22318717814785444 now 0.2222447370425606 195: time = 0.719000 loss = 6.016089 testLoss 6.999876 'PTL_COND__rev lambda = 0.4719 alpha = -0.003320 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 79: time = 0.323000 loss = 6.131904 testLoss 7.063686 'PTL__rev lambda = -1.5306 alpha = 0.173613 lossBound = -0.000523 W1 = 0.145812 N1 = 0.122951 deltaLoss = -0.000942 Updating 7 features Updating 5 features NewtonStep: 0.874 0.004000 increaseLambda: 0.874 0.000000 Undoing: newLoss 6.02248696821595, oldLoss 6.022489146034512, deltaLossBound -2.1779692539083788E-6 Updating 6 features NewtonStep: 0.325 0.002000 increaseLambda: 0.874 0.000000 increaseLambda: 0.325 0.000000 80: time = 0.325000 loss = 6.130980 testLoss 7.057581 Search: 0.874 0.000000 'PTL__rev lambda = -0.7246 alpha = -0.129491 lossBound = -0.000433 W1 = 0.363600 N1 = 0.334334 deltaLoss = -0.000924 increaseLambda: 0.875 0.001000 245: time = 0.875000 loss = 6.022487 testLoss 7.003606 'NTL_COND lambda = -1.2335 alpha = -0.017290 lossBound = -0.000002 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000002 Updating 9 features increaseLambda: 0.235 0.018000 36: time = 0.235000 loss = 6.160355 testLoss 6.831565 (LAKE_ORIGIN=0.0) lambda = -0.4550 alpha = -0.109092 lossBound = -0.005286 W1 = 0.122107 N1 = 0.088235 deltaLoss = -0.003004 Updating 6 features NewtonStep: 0.327 0.002000 Updating 5 features NewtonStep: 0.876 0.001000 increaseLambda: 0.328 0.001000 81: time = 0.328000 loss = 6.130441 testLoss 7.053462 COND^2: lambda = -3.3408 min = 16.0000 max = 2,559,348,100.0000 alpha = -3.340808 lossBound = -0.000359 W1 = 0.000697 N1 = 0.000135 deltaLoss = -0.000539 increaseLambda: 0.877 0.001000 Undoing contribution: was 0.002935595830976859 now 0.0029244890394690168 Updating 8 features 246: time = 0.877000 loss = 6.022476 testLoss 7.003571 PTL: lambda = 3.6724 min = 1.0000 max = 4,865.0000 alpha = -0.086555 lossBound = -0.000002 W1 = 0.019308 N1 = 0.021255 deltaLoss = -0.000011 NewtonStep: 0.721 0.002000 increaseLambda: 0.724 0.003000 196: time = 0.724000 loss = 6.016086 testLoss 7.000450 'COND__rev lambda = -0.1834 alpha = -0.008900 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000003 Updating 6 features NewtonStep: 0.878 0.001000 NewtonStep: 0.237 0.002000 increaseLambda: 0.879 0.001000 Undoing: newLoss 6.022474175139518, oldLoss 6.02247586127375, deltaLossBound -1.6861346895872392E-6 Updating 6 features NewtonStep: 0.33 0.002000 increaseLambda: 0.879 0.000000 increaseLambda: 0.33 0.000000 Search: 0.879 0.000000 82: time = 0.330000 loss = 6.130017 testLoss 7.059096 CHLA_COND^2: lambda = 2.0150 min = 1.0000 max = 81.0000 alpha = 0.146212 lossBound = -0.000301 W1 = 0.069772 N1 = 0.079044 deltaLoss = -0.000424 increaseLambda: 0.88 0.001000 Undoing contribution: was 0.004486888716318047 now 0.004485202581628398 247: time = 0.880000 loss = 6.022474 testLoss 7.002602 'PTL_COND__rev lambda = 0.3153 alpha = -0.003817 lossBound = -0.000002 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000002 increaseLambda: 0.239 0.002000 Undoing: newLoss 6.1554036246403525, oldLoss 6.1603547346834855, deltaLossBound -0.005038148793711094 increaseLambda: 0.241 0.002000 Search: 0.241 0.000000 Updating 7 features NewtonStep: 0.332 0.002000 Updating 4 features NewtonStep: 0.882 0.002000 increaseLambda: 0.242 0.001000 increaseLambda: 0.333 0.001000 37: time = 0.242000 loss = 6.157544 testLoss 6.846223 'PTL_COND__rev lambda = 0.0689 alpha = 0.068940 lossBound = -0.005038 W1 = 0.603266 N1 = 0.676471 deltaLoss = -0.002811 83: time = 0.333000 loss = 6.128751 testLoss 7.095051 TURB_COND: lambda = -0.8868 min = 1.0000 max = 3.0000 alpha = -0.204218 lossBound = -0.000863 W1 = 0.083172 N1 = 0.073529 deltaLoss = -0.001266 increaseLambda: 0.882 0.000000 Undoing contribution: was 0.012904387493229566 now 0.012895778925238669 248: time = 0.882000 loss = 6.022466 testLoss 7.002164 CHLA_COND: lambda = 0.4740 min = 1.0000 max = 9.0000 alpha = -0.018532 lossBound = -0.000005 W1 = 0.104033 N1 = 0.113971 deltaLoss = -0.000009 Updating 9 features NewtonStep: 0.243 0.001000 Updating 6 features NewtonStep: 0.334 0.001000 Updating 4 features increaseLambda: 0.243 0.000000 NewtonStep: 0.884 0.002000 38: time = 0.243000 loss = 6.145189 testLoss 6.864108 'COND__rev lambda = -0.4406 alpha = -0.440580 lossBound = -0.004742 W1 = 0.634246 N1 = 0.596381 deltaLoss = -0.012355 increaseLambda: 0.335 0.001000 Undoing: newLoss 6.128078554766623, oldLoss 6.12875070794668, deltaLossBound -6.732147114199226E-4 increaseLambda: 0.884 0.000000 Undoing contribution: was 1.2190610232987921E-4 now 1.1648572647771828E-4 249: time = 0.884000 loss = 6.022460 testLoss 7.002881 'CHLA__rev lambda = -0.1118 alpha = 0.009265 lossBound = -0.000003 W1 = 0.310089 N1 = 0.279805 deltaLoss = -0.000005 increaseLambda: 0.335 0.000000 Search: 0.335 0.000000 increaseLambda: 0.336 0.001000 Undoing contribution: was 0.08999590441524459 now 0.08932268970382269 84: time = 0.336000 loss = 6.128077 testLoss 7.069454 'TURB_COND__rev lambda = 0.8156 alpha = -0.105314 lossBound = -0.000673 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000673 Updating 9 features increaseLambda: 0.245 0.002000 39: time = 0.245000 loss = 6.142070 testLoss 6.859477 (URBAN=0.0) lambda = -0.1562 alpha = -0.071467 lossBound = -0.005599 W1 = 0.438325 N1 = 0.382353 deltaLoss = -0.003119 Updating 3 features NewtonStep: 0.885 0.001000 increaseLambda: 0.886 0.001000 250: time = 0.886000 loss = 6.022455 testLoss 7.002504 'PTL__rev lambda = -0.7433 alpha = -0.009176 lossBound = -0.000002 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000005 Updating 6 features NewtonStep: 0.337 0.001000 increaseLambda: 0.338 0.001000 85: time = 0.338000 loss = 6.127387 testLoss 7.097095 TURB_COND: lambda = -1.0423 min = 1.0000 max = 3.0000 Updating 8 features NewtonStep: 0.247 0.002000 alpha = -0.155446 lossBound = -0.000462 W1 = 0.082844 N1 = 0.073529 deltaLoss = -0.000691 Updating 2 features NewtonStep: 0.888 0.002000 increaseLambda: 0.888 0.000000 Undoing contribution: was 0.005385840671134824 now 0.005381548394853754 251: time = 0.888000 loss = 6.022451 testLoss 7.002572 'TURB__rev lambda = -0.9870 alpha = 0.012686 lossBound = -0.000001 W1 = 0.770439 N1 = 0.748154 deltaLoss = -0.000004 Updating 6 features NewtonStep: 0.34 0.002000 increaseLambda: 0.34 0.000000 Undoing: newLoss 6.126819648994626, oldLoss 6.127386520237659, deltaLossBound -5.676165737003767E-4 increaseLambda: 0.341 0.001000 Search: 0.341 0.000000 Updating 3 features NewtonStep: 0.89 0.002000 increaseLambda: 0.341 0.000000 Undoing contribution: was 0.08932268970382269 now 0.08875507313012283 86: time = 0.341000 loss = 6.126819 testLoss 7.073665 'TURB_COND__rev lambda = 0.7190 increaseLambda: 0.891 0.001000 alpha = -0.096602 lossBound = -0.000568 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000568 252: time = 0.891000 loss = 6.022450 testLoss 7.002564 'TURB__rev lambda = -0.0221 alpha = -0.006198 lossBound = -0.000001 W1 = 0.187529 N1 = 0.164242 deltaLoss = -0.000001 increaseLambda: 0.251 0.004000 40: time = 0.251000 loss = 6.124655 testLoss 6.852082 'DOC__rev lambda = 0.4759 alpha = 0.475949 lossBound = -0.004984 W1 = 0.593434 N1 = 0.632645 deltaLoss = -0.017415 Updating 3 features Updating 6 features NewtonStep: 0.892 0.001000 NewtonStep: 0.343 0.002000 increaseLambda: 0.893 0.001000 Undoing contribution: was 1.1648572647771828E-4 now 1.1510885460697863E-4 Updating 7 features 253: time = 0.893000 loss = 6.022448 testLoss 7.002926 NewtonStep: 0.74 0.016000 'CHLA__rev lambda = -0.1071 alpha = 0.004665 lossBound = -0.000001 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000001 Updating 11 features NewtonStep: 0.253 0.002000 increaseLambda: 0.74 0.000000 Undoing contribution: was 0.012374001304351897 now 0.012371589470167085 197: time = 0.740000 loss = 6.016084 testLoss 6.999949 'COND__rev lambda = -0.4437 alpha = 0.007260 lossBound = -0.000001 W1 = 0.625266 N1 = 0.596381 deltaLoss = -0.000002 increaseLambda: 0.253 0.000000 Undoing: newLoss 6.121148275779536, oldLoss 6.124654849547867, deltaLossBound -0.004732112392384802 Time since start: 6.081 increaseLambda: 0.254 0.001000 Search: 0.254 0.000000 increaseLambda: 0.254 0.000000 41: time = 0.254000 loss = 6.121776 testLoss 6.869701 TURB_COND: lambda = -0.7047 min = 1.0000 max = 3.0000 alpha = -0.112462 lossBound = -0.004732 W1 = 0.104349 N1 = 0.073529 deltaLoss = -0.002879 Updating 4 features NewtonStep: 0.894 0.001000 increaseLambda: 0.895 0.001000 Undoing contribution: was 0.012895778925238669 now 0.012893505576969925 Updating 7 features 254: time = 0.895000 loss = 6.022446 testLoss 7.002703 CHLA_COND: lambda = 0.4645 min = 1.0000 max = 9.0000 alpha = -0.009553 lossBound = -0.000001 W1 = 0.104029 N1 = 0.113971 deltaLoss = -0.000002 increaseLambda: 0.344 0.001000 87: time = 0.346000 loss = 6.126273 testLoss 7.098662 TURB_COND: lambda = -1.1824 min = 1.0000 max = 3.0000 alpha = -0.140143 lossBound = -0.000360 W1 = 0.082758 N1 = 0.073529 deltaLoss = -0.000546 Updating 5 features Updating 3 features NewtonStep: 0.348 0.002000 NewtonStep: 0.897 0.002000 increaseLambda: 0.348 0.000000 increaseLambda: 0.897 0.000000 Undoing: newLoss 6.125820805924075, oldLoss 6.12627297172013, deltaLossBound -4.5263275408702905E-4 255: time = 0.897000 loss = 6.022444 testLoss 7.002488 'PTL__rev lambda = -0.7486 alpha = -0.005280 lossBound = -0.000001 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000002 Updating 8 features increaseLambda: 0.349 0.001000 NewtonStep: 0.258 0.004000 Search: 0.349 0.000000 increaseLambda: 0.258 0.000000 42: time = 0.258000 loss = 6.117170 testLoss 6.834234 'CHLA__rev lambda = -0.2563 alpha = -0.256275 lossBound = -0.003100 W1 = 0.184269 N1 = 0.153039 deltaLoss = -0.004606 increaseLambda: 0.349 0.000000 Undoing contribution: was 0.08875507313012283 now 0.08830244037603625 88: time = 0.349000 loss = 6.125820 testLoss 7.077819 'TURB_COND__rev lambda = 0.6329 alpha = -0.086158 lossBound = -0.000453 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000453 Updating 2 features NewtonStep: 0.899 0.002000 increaseLambda: 0.899 0.000000 Undoing contribution: was 0.18999014049515808 now 0.18998871439800039 256: time = 0.899000 loss = 6.022443 testLoss 7.002562 'PTL__rev lambda = -0.6642 alpha = 0.006422 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 9 features NewtonStep: 0.26 0.002000 increaseLambda: 0.26 0.000000 Undoing: newLoss 6.114789319686302, oldLoss 6.117169643269463, deltaLossBound -0.003142082930471929 Updating 5 features NewtonStep: 0.351 0.002000 increaseLambda: 0.26 0.000000 Search: 0.26 0.000000 increaseLambda: 0.351 0.000000 Undoing contribution: was 0.2222447370425606 now 0.22174177815131418 89: time = 0.351000 loss = 6.125317 testLoss 7.078788 'PTL__rev lambda = -1.4059 alpha = 0.124642 lossBound = -0.000281 W1 = 0.145602 N1 = 0.122951 deltaLoss = -0.000503 Updating 29 features increaseLambda: 0.261 0.001000 43: time = 0.261000 loss = 6.115266 testLoss 6.849174 TURB_COND: lambda = -0.7971 min = 1.0000 max = 3.0000 alpha = -0.092418 lossBound = -0.003142 W1 = 0.100148 N1 = 0.073529 deltaLoss = -0.001904 Updating 2 features Newton: returning 0.4113673851920622 Updating 5 features NewtonStep: 0.901 0.002000 increaseLambda: 0.901 0.000000 257: time = 0.901000 loss = 6.022442 testLoss 7.003078 'NTL__rev lambda = -0.2230 alpha = -0.017317 lossBound = -0.000001 W1 = 0.024085 N1 = 0.012042 deltaLoss = -0.000001 Loss was 6.125317380074797, now 6.121151424801289, delta -0.004166 parallelUpdate: 0.353 0.002000 Updating 7 features NewtonStep: 0.262 0.001000 increaseLambda: 0.262 0.000000 44: time = 0.262000 loss = 6.110582 testLoss 6.849699 'ANC__rev lambda = -0.5545 alpha = -0.554499 lossBound = -0.002326 W1 = 0.045249 N1 = 0.028343 deltaLoss = -0.004684 Updating 3 features NewtonStep: 0.903 0.002000 Updating 3 features NewtonStep: 0.355 0.002000 increaseLambda: 0.904 0.001000 258: time = 0.904000 loss = 6.022440 testLoss 7.003088 increaseLambda: 0.355 0.000000 91: time = 0.355000 loss = 6.119526 testLoss 7.096647 'CHLA__rev lambda = -0.6673 alpha = -0.172995 lossBound = -0.001085 W1 = 0.180036 N1 = 0.153039 deltaLoss = -0.001626 NewtonStep: 0.742 0.002000 'NTL__rev lambda = 0.0426 alpha = 0.006291 lossBound = -0.000000 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000001 increaseLambda: 0.752 0.010000 198: time = 0.752000 loss = 6.016082 testLoss 7.000470 'COND__rev lambda = -0.1915 alpha = -0.008078 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 7 features NewtonStep: 0.265 0.003000 increaseLambda: 0.266 0.001000 45: time = 0.266000 loss = 6.104771 testLoss 6.904209 NTL_COND^2: lambda = -0.2982 min = 1.0000 max = 9.0000 alpha = -0.298216 lossBound = -0.002732 W1 = 0.141679 N1 = 0.121324 deltaLoss = -0.005811 Updating 6 features NewtonStep: 0.754 0.002000 increaseLambda: 0.754 0.000000 Undoing contribution: was 0.012371589470167085 now 0.012369350460099956 Updating 7 features NewtonStep: 0.267 0.001000 199: time = 0.754000 loss = 6.016080 testLoss 6.999988 'COND__rev lambda = -0.4367 alpha = 0.006995 lossBound = -0.000001 W1 = 0.625266 N1 = 0.596381 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.907 0.003000 increaseLambda: 0.268 0.001000 46: time = 0.268000 loss = 6.102985 testLoss 6.934905 TURB_COND^2: lambda = -0.1972 min = 1.0000 max = 9.0000 alpha = -0.197204 lossBound = -0.001306 W1 = 0.075065 N1 = 0.062500 deltaLoss = -0.001786 increaseLambda: 0.908 0.001000 Undoing contribution: was 9.267107378655294E-5 now 9.136032741200307E-5 259: time = 0.908000 loss = 6.022439 testLoss 7.001890 PTL_COND: lambda = -0.1386 min = 1.0000 max = 3.0000 alpha = 0.004779 lossBound = -0.000001 W1 = 0.235003 N1 = 0.220588 deltaLoss = -0.000001 Updating 7 features NewtonStep: 0.756 0.002000 Updating 7 features increaseLambda: 0.756 0.000000 NewtonStep: 0.269 0.001000 200: time = 0.756000 loss = 6.016077 testLoss 7.000490 'COND__rev lambda = -0.1993 alpha = -0.007784 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 8 features NewtonStep: 0.909 0.001000 increaseLambda: 0.27 0.001000 47: time = 0.270000 loss = 6.096533 testLoss 6.936384 'DOC__rev lambda = 0.3953 alpha = 0.395347 lossBound = -0.001325 W1 = 0.620264 N1 = 0.642831 deltaLoss = -0.006452 increaseLambda: 0.91 0.001000 260: time = 0.910000 loss = 6.022437 testLoss 7.002243 CHLA_COND^2: lambda = 1.8840 min = 1.0000 max = 81.0000 alpha = 0.008553 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000002 Updating 6 features NewtonStep: 0.758 0.002000 Updating 8 features NewtonStep: 0.271 0.001000 increaseLambda: 0.758 0.000000 Undoing contribution: was 0.012369350460099956 now 0.012367271058497938 201: time = 0.758000 loss = 6.016075 testLoss 7.000025 'COND__rev lambda = -0.4300 alpha = 0.006741 lossBound = -0.000001 W1 = 0.625266 N1 = 0.596381 deltaLoss = -0.000002 Updating 6 features increaseLambda: 0.271 0.000000 NewtonStep: 0.911 0.001000 Undoing: newLoss 6.095558453468467, oldLoss 6.096533260959148, deltaLossBound -0.0017336504620262877 increaseLambda: 0.912 0.001000 261: time = 0.912000 loss = 6.022436 testLoss 7.001556 'CHLA__rev lambda = -0.0303 alpha = -0.005687 lossBound = -0.000001 W1 = 0.179132 N1 = 0.152846 deltaLoss = -0.000002 increaseLambda: 0.272 0.001000 Search: 0.272 0.000000 increaseLambda: 0.273 0.001000 Undoing contribution: was 0.01261721607958144 now 0.011657175954513654 48: time = 0.273000 loss = 6.095573 testLoss 6.926234 'NTL_COND__rev lambda = 0.1037 Updating 6 features NewtonStep: 0.76 0.002000 increaseLambda: 0.76 0.000000 202: time = 0.760000 loss = 6.016073 testLoss 7.000509 'COND__rev lambda = -0.2068 alpha = -0.007500 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 alpha = -0.041027 lossBound = -0.001734 W1 = 0.654533 N1 = 0.676471 deltaLoss = -0.000960 Updating 7 features increaseLambda: 0.915 0.003000 Undoing contribution: was 0.167744676700476 now 0.1677435995484382 Updating 6 features NewtonStep: 0.762 0.002000 262: time = 0.915000 loss = 6.022435 testLoss 7.001615 (LAKE_ORIGIN=1.0) lambda = 0.7902 alpha = -0.004883 lossBound = -0.000001 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.275 0.002000 increaseLambda: 0.762 0.000000 Undoing contribution: was 0.012367271058497938 now 0.012365339878863953 203: time = 0.762000 loss = 6.016071 testLoss 7.000061 'COND__rev lambda = -0.4235 alpha = 0.006496 lossBound = -0.000001 W1 = 0.625266 N1 = 0.596381 deltaLoss = -0.000002 increaseLambda: 0.275 0.000000 49: time = 0.275000 loss = 6.090991 testLoss 6.918682 'TURB__rev lambda = -0.5236 alpha = -0.523587 lossBound = -0.001245 W1 = 0.766440 N1 = 0.748154 deltaLoss = -0.004583 Updating 4 features Updating 4 features NewtonStep: 0.764 0.002000 Updating 7 features NewtonStep: 0.917 0.002000 increaseLambda: 0.764 0.000000 204: time = 0.764000 loss = 6.016070 testLoss 7.000527 'COND__rev lambda = -0.2140 alpha = -0.007226 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 increaseLambda: 0.918 0.001000 Undoing contribution: was 0.0079424034658628 now 0.007938688485889377 263: time = 0.918000 loss = 6.022431 testLoss 6.998880 NTL_COND^2: lambda = -1.2402 min = 1.0000 max = 9.0000 alpha = 0.013505 lossBound = -0.000001 W1 = 0.128610 N1 = 0.121324 deltaLoss = -0.000004 Updating 4 features NewtonStep: 0.277 0.002000 NewtonStep: 0.369 0.014000 increaseLambda: 0.279 0.002000 50: time = 0.279000 loss = 6.087837 testLoss 6.971573 TURB_COND: lambda = -1.1046 min = 1.0000 max = 3.0000 alpha = -0.307492 lossBound = -0.002173 W1 = 0.084177 N1 = 0.073529 deltaLoss = -0.003154 Updating 5 features increaseLambda: 0.37 0.001000 Undoing: newLoss 6.131888770998232, oldLoss 6.119525604315286, deltaLossBound -3.9241651574829285E-4 NewtonStep: 0.766 0.002000 increaseLambda: 0.37 0.000000 increaseLambda: 0.766 0.000000 Undoing contribution: was 0.012365339878863953 now 0.01236354634777764 205: time = 0.766000 loss = 6.016068 testLoss 7.000096 'COND__rev lambda = -0.4172 alpha = 0.006260 lossBound = -0.000001 W1 = 0.625266 N1 = 0.596381 deltaLoss = -0.000002 Search: 0.371 0.001000 Updating 6 features NewtonStep: 0.92 0.002000 increaseLambda: 0.371 0.000000 92: time = 0.371000 loss = 6.118316 testLoss 7.093164 'DOC__rev lambda = -0.2638 alpha = -0.263781 lossBound = -0.000392 W1 = 0.229669 N1 = 0.211964 deltaLoss = -0.001210 increaseLambda: 0.92 0.000000 Undoing: newLoss 6.022428811180951, oldLoss 6.022430871452375, deltaLossBound -2.0602720930504195E-6 Updating 6 features NewtonStep: 0.28 0.001000 increaseLambda: 0.92 0.000000 increaseLambda: 0.28 0.000000 Undoing contribution: was 0.19854824991982842 now 0.19541407959555354 51: time = 0.280000 loss = 6.084703 testLoss 6.972375 'PTL__rev lambda = -1.7833 alpha = 0.333295 lossBound = -0.001720 W1 = 0.146944 N1 = 0.122951 deltaLoss = -0.003134 Search: 0.921 0.001000 Updating 4 features NewtonStep: 0.768 0.002000 increaseLambda: 0.921 0.000000 264: time = 0.921000 loss = 6.022429 testLoss 6.999947 'PTL_COND__rev lambda = 0.3195 alpha = 0.004217 lossBound = -0.000002 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000002 increaseLambda: 0.768 0.000000 206: time = 0.768000 loss = 6.016066 testLoss 7.000545 'COND__rev lambda = -0.2209 alpha = -0.006963 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.373 0.002000 Updating 5 features NewtonStep: 0.282 0.002000 increaseLambda: 0.373 0.000000 93: time = 0.373000 loss = 6.117779 testLoss 7.118277 TURB_COND: lambda = -1.5436 min = 1.0000 max = 3.0000 alpha = -0.140736 lossBound = -0.000346 W1 = 0.082746 N1 = 0.073529 deltaLoss = -0.000537 increaseLambda: 0.282 0.000000 Undoing: newLoss 6.105958631041914, oldLoss 6.084702854250962, deltaLossBound -0.0015336324854126602 Updating 6 features NewtonStep: 0.923 0.002000 increaseLambda: 0.283 0.001000 Updating 5 features NewtonStep: 0.77 0.002000 increaseLambda: 0.923 0.000000 Undoing contribution: was 1.1510885460697863E-4Search: 0.283 0.000000 increaseLambda: 0.77 0.000000 Undoing contribution: was 0.01236354634777764 now 0.01236188064678095 now 1.1345847954991796E-4 207: time = 0.770000 loss = 6.016064 testLoss 7.000130 'COND__rev lambda = -0.4112 alpha = 0.006032 lossBound = -0.000001 W1 = 0.625266 N1 = 0.596381 deltaLoss = -0.000002 265: time = 0.923000 loss = 6.022427 testLoss 7.000343 'CHLA__rev lambda = -0.1020 alpha = 0.005110 lossBound = -0.000001 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000002 increaseLambda: 0.283 0.000000 52: time = 0.283000 loss = 6.081357 testLoss 7.000623 'COND__rev lambda = -0.4603 alpha = -0.460272 lossBound = -0.001534 W1 = 0.613537 N1 = 0.597545 deltaLoss = -0.003346 Updating 3 features NewtonStep: 0.772 0.002000 Updating 5 features NewtonStep: 0.285 0.002000 increaseLambda: 0.285 0.000000 increaseLambda: 0.772 0.000000 53: time = 0.285000 loss = 6.078947 testLoss 6.972749 'CHLA__rev lambda = -0.4677 alpha = -0.211461 lossBound = -0.001567 W1 = 0.180316 N1 = 0.153039 deltaLoss = -0.002410 208: time = 0.772000 loss = 6.016063 testLoss 7.000563 'COND__rev lambda = -0.2277 alpha = -0.006709 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 6 features NewtonStep: 0.926 0.003000 increaseLambda: 0.926 0.000000 266: time = 0.926000 loss = 6.022426 testLoss 6.999812 'CHLA__rev lambda = -0.0347 alpha = -0.004404 lossBound = -0.000001 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.287 0.002000 Updating 4 features NewtonStep: 0.774 0.002000 increaseLambda: 0.287 0.000000 54: time = 0.287000 loss = 6.075758 testLoss 6.979697 CHLA_COND: lambda = 0.9290 min = 1.0000 max = 9.0000 alpha = 0.438019 lossBound = -0.001600 W1 = 0.106898 N1 = 0.113971 deltaLoss = -0.003189 Updating 2 features NewtonStep: 0.378 0.005000 increaseLambda: 0.774 0.000000 Undoing contribution: was 0.01236188064678095 now 0.012360333658422203 209: time = 0.774000 loss = 6.016061 testLoss 7.000162 'COND__rev lambda = -0.4054 alpha = 0.005813 lossBound = -0.000001 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000002 Updating 30 features increaseLambda: 0.379 0.001000 Undoing: newLoss 6.117497563049481, oldLoss 6.117778798564166, deltaLossBound -2.8141136069692986E-4 Reducing stepsize from 0.7215045868394825 to 0.6725574298784438 Newton: returning 0.6725574298784438 Updating 3 features increaseLambda: 0.379 0.000000 Search: 0.379 0.000000 Updating 6 features NewtonStep: 0.928 0.002000 increaseLambda: 0.379 0.000000 Undoing contribution: was 0.08830244037603625 now 0.08802102901534033 increaseLambda: 0.929 0.001000 94: time = 0.379000 loss = 6.117497 testLoss 7.101953 'TURB_COND__rev lambda = 0.4249 alpha = -0.067787 lossBound = -0.000281 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000281 267: time = 0.929000 loss = 6.022425 testLoss 7.000121 Updating 4 features CHLA_COND^2: lambda = 1.8915 min = 1.0000 max = 81.0000 Loss was 6.016061198698072, now 6.015969586734215, delta -0.000092 alpha = 0.007493 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 NewtonStep: 0.289 0.002000 increaseLambda: 0.289 0.000000 Undoing: newLoss 6.073643968551288, oldLoss 6.075758176955314, deltaLossBound -0.002149269799643345 increaseLambda: 0.289 0.000000 parallelUpdate: 0.776 0.002000 Search: 0.29 0.001000 increaseLambda: 0.29 0.000000 Undoing contribution: was 0.016368338793189427 now 0.014219068993543513 55: time = 0.290000 loss = 6.073609 testLoss 6.965105 'CHLA__rev lambda = 0.4772 alpha = -0.324510 lossBound = -0.002149 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.002149 Updating 3 features NewtonStep: 0.381 0.002000 increaseLambda: 0.382 0.001000 Undoing: newLoss 6.117684008776643, oldLoss 6.11749738720347, deltaLossBound -2.4884342395936686E-4 Updating 1 features NewtonStep: 0.778 0.002000 Updating 6 features NewtonStep: 0.931 0.002000 increaseLambda: 0.382 0.000000 increaseLambda: 0.778 0.000000 211: time = 0.778000 loss = 6.015961 testLoss 7.008093 increaseLambda: 0.931 0.000000 Undoing contribution: was 0.012893505576969925'CHLA__rev lambda = -0.0776 alpha = -0.011667 lossBound = -0.000005 W1 = 0.310090 N1 = 0.279805 deltaLoss = -0.000009 Search: 0.382 0.000000 now 0.012891271338189273 Updating 4 features NewtonStep: 0.291 0.001000 268: time = 0.931000 loss = 6.022423 testLoss 6.999899 CHLA_COND: lambda = 0.4550 min = 1.0000 max = 9.0000 alpha = -0.009474 lossBound = -0.000001 W1 = 0.104029 N1 = 0.113971 deltaLoss = -0.000002 increaseLambda: 0.383 0.001000 Undoing contribution: was 6.085626539567741E-4 now 0.0 increaseLambda: 0.292 0.001000 95: time = 0.383000 loss = 6.116631 testLoss 7.104279 COND^2: lambda = -1.7370 min = 16.0000 max = 2,559,348,100.0000 alpha = 2.978088 lossBound = -0.000249 W1 = 0.001306 N1 = 0.000135 deltaLoss = -0.000866 56: time = 0.292000 loss = 6.069887 testLoss 7.044037 NTL_COND^2: lambda = -0.7068 min = 1.0000 max = 9.0000 alpha = -0.408625 lossBound = -0.001283 W1 = 0.129548 N1 = 0.121324 deltaLoss = -0.003722 Updating 2 features NewtonStep: 0.78 0.002000 increaseLambda: 0.78 0.000000 Undoing contribution: was 0.009527357929774183 now 0.009526836581071308 212: time = 0.780000 loss = 6.015960 testLoss 7.007898 CHLA_COND^2: lambda = 1.8431 min = 1.0000 max = 81.0000 alpha = -0.004696 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000001 Updating 4 features Reducing newton stepsize from -0.16687442007015918 to -0.10373377402062971 NewtonStep: 0.293 0.001000 increaseLambda: 0.294 0.001000 Undoing: newLoss 6.067273269373986, oldLoss 6.069887012237583, deltaLossBound -0.0026137428635967944 increaseLambda: 0.294 0.000000 Search: 0.294 0.000000 increaseLambda: 0.295 0.001000 Undoing contribution: was 0.011657175954513654 now 0.009043433090917041 57: time = 0.295000 loss = 6.067273 testLoss 7.018188 'NTL_COND__rev lambda = 0.0000 alpha = -0.103734 lossBound = -0.002614 W1 = 0.649263 N1 = 0.676471 deltaLoss = -0.002614 Updating 2 features NewtonStep: 0.782 0.002000 increaseLambda: 0.782 0.000000 Undoing: newLoss 6.015958007514966, oldLoss 6.015960429161325, deltaLossBound -2.421841757892023E-6 Updating 5 features NewtonStep: 0.935 0.004000 Updating 3 features NewtonStep: 0.386 0.003000 increaseLambda: 0.782 0.000000 increaseLambda: 0.935 0.000000 269: time = 0.935000 loss = 6.022421 testLoss 7.000290 CHLA_COND^2: lambda = 1.9010 min = 1.0000 max = 81.0000 alpha = 0.009484 lossBound = -0.000002 W1 = 0.069373 N1 = 0.079044 deltaLoss = -0.000002 increaseLambda: 0.387 0.001000 Undoing: newLoss 6.12474801832915, oldLoss 6.116631335764218, deltaLossBound -2.3534079596287537E-4 Search: 0.783 0.001000 Updating 33 features increaseLambda: 0.783 0.000000 Undoing contribution: was 0.13669304897254456 now 0.13669062713078808 increaseLambda: 0.387 0.000000 213: time = 0.783000 loss = 6.015958 testLoss 7.004929 'NTL_COND lambda = -1.3707 alpha = 0.018338 lossBound = -0.000002 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000002 Updating 4 features Reducing stepsize from 1.1944077406321878 to 0.5440778441339323 Reducing stepsize from 0.5440778441339323 to 0.5392536946831779 Newton: returning 0.5392536946831779 Updating 6 features Search: 0.387 0.000000 NewtonStep: 0.296 0.001000 increaseLambda: 0.297 0.001000 Undoing: newLoss 6.070690203214687, oldLoss 6.067273269373986, deltaLossBound -7.497946073464915E-4 increaseLambda: 0.297 0.000000 Loss was 6.022420574163631, now 6.02230578272576, delta -0.000115 parallelUpdate: 0.937 0.002000 Search: 0.297 0.000000 increaseLambda: 0.297 0.000000 Updating 2 features 58: time = 0.297000 loss = 6.063346 testLoss 7.020555 NewtonStep: 0.785 0.002000 'DOC__rev lambda = 0.3201 alpha = 0.320143 lossBound = -0.000750 W1 = 0.626325 N1 = 0.646953 deltaLoss = -0.003927 increaseLambda: 0.785 0.000000 214: time = 0.785000 loss = 6.015955 testLoss 7.005098 'ANC__rev lambda = -0.5892 alpha = -0.018336 lossBound = -0.000002 W1 = 0.043051 N1 = 0.028343 deltaLoss = -0.000003 increaseLambda: 0.39 0.003000 96: time = 0.390000 loss = 6.115410 testLoss 7.105118 'NTL__rev lambda = 0.1904 alpha = 0.190417 lossBound = -0.000235 W1 = 0.705973 N1 = 0.723652 deltaLoss = -0.001221 Updating 5 features Updating 7 features NewtonStep: 0.299 0.002000 NewtonStep: 0.939 0.002000 increaseLambda: 0.3 0.001000 increaseLambda: 0.94 0.001000 Undoing contribution: was 0.012891271338189273 now 0.012889096977267736 59: time = 0.300000 loss = 6.062048 testLoss 7.025255 CHLA_COND: lambda = 1.1881 min = 1.0000 max = 9.0000 alpha = 0.259155 lossBound = -0.000656 W1 = 0.105087 N1 = 0.113971 deltaLoss = -0.001298 Updating 20 features 271: time = 0.940000 loss = 6.022304 testLoss 6.998948 CHLA_COND: lambda = 0.3171 min = 1.0000 max = 9.0000 alpha = -0.009319 lossBound = -0.000001 W1 = 0.104029 N1 = 0.113971 deltaLoss = -0.000002 Updating 2 features NewtonStep: 0.787 0.002000 Newton: returning 0.04362183070158279 Updating 4 features increaseLambda: 0.787 0.000000 Undoing: newLoss 6.036806455788387, oldLoss 6.015954705509542, deltaLossBound -4.334632409530982E-7 increaseLambda: 0.787 0.000000 Updating 7 features NewtonStep: 0.392 0.002000 Search: 0.788 0.001000 Loss was 6.062048273903636, now 6.061747055718658, delta -0.000301 parallelUpdate: 0.301 0.001000 increaseLambda: 0.788 0.000000 increaseLambda: 0.392 0.000000 215: time = 0.788000 loss = 6.015954 testLoss 7.005460 'NTL__rev lambda = -0.0121 97: time = 0.392000 loss = 6.115198 testLoss 7.109075 CHLA_COND^2: lambda = 2.2354 min = 1.0000 max = 81.0000 alpha = 0.100647 lossBound = -0.000153 W1 = 0.069566 N1 = 0.079044 deltaLoss = -0.000213 alpha = -0.012135 lossBound = -0.000000 W1 = 0.024112 N1 = 0.012042 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.942 0.002000 increaseLambda: 0.942 0.000000 Undoing contribution: was 0.18998871439800039 now 0.18998746735474595 Updating 5 features NewtonStep: 0.302 0.001000 272: time = 0.942000 loss = 6.022302 testLoss 6.999017 'PTL__rev lambda = -0.6396 alpha = 0.006005 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 0.302 0.000000 Undoing: newLoss 6.059518756971155, oldLoss 6.061747055718658, deltaLossBound -0.0022668963454030603 Updating 3 features NewtonStep: 0.79 0.002000 increaseLambda: 0.303 0.001000 increaseLambda: 0.79 0.000000 Undoing contribution: was 0.04213375908828798 now 0.042132546365591494 Search: 0.303 0.000000 216: time = 0.790000 loss = 6.015952 testLoss 7.004173 TURB_COND: lambda = -2.1331 min = 1.0000 max = 3.0000 alpha = 0.007053 lossBound = -0.000001 W1 = 0.082444 N1 = 0.073529 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.394 0.002000 increaseLambda: 0.303 0.000000 Undoing contribution: was 0.014219068993543513 now 0.011952172648138845 61: time = 0.303000 loss = 6.059480 testLoss 7.037350 'CHLA__rev lambda = 0.1423 alpha = -0.332831 lossBound = -0.002267 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.002267 Updating 5 features NewtonStep: 0.944 0.002000 Updating 4 features increaseLambda: 0.944 0.000000 Undoing contribution: was 1.0253992316240111E-4 now 1.0037966307159006E-4 NewtonStep: 0.791 0.001000 273: time = 0.944000 loss = 6.022300 testLoss 6.997478 PTL_COND: lambda = -0.1624 min = 1.0000 max = 3.0000 alpha = 0.006142 lossBound = -0.000001 W1 = 0.235003 N1 = 0.220588 deltaLoss = -0.000002 Updating 5 features NewtonStep: 0.305 0.002000 increaseLambda: 0.792 0.001000 Undoing contribution: was 0.010232538425800458 now 0.010231450065556752 217: time = 0.792000 loss = 6.015951 testLoss 7.004735 'CHLA__rev lambda = -0.9970 alpha = 0.004680 lossBound = -0.000001 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000001 increaseLambda: 0.305 0.000000 Undoing: newLoss 6.058703299292591, oldLoss 6.059480159373253, deltaLossBound -8.120217123315076E-4 increaseLambda: 0.396 0.002000 98: time = 0.396000 loss = 6.110716 testLoss 7.131412 NTL: lambda = -4.5482 min = 5.0000 max = 26,100.0000 alpha = -4.548166 lossBound = -0.000131 W1 = 0.028226 N1 = 0.027624 deltaLoss = -0.004482 increaseLambda: 0.305 0.000000 Search: 0.306 0.001000 increaseLambda: 0.306 0.000000 Undoing contribution: was 0.13720338924265654 now 0.13639136753032613 Updating 7 features NewtonStep: 0.793 0.001000 62: time = 0.306000 loss = 6.058668 testLoss 6.979274 'NTL_COND lambda = -1.7787 alpha = 0.353993 lossBound = -0.000812 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000812 Updating 5 features increaseLambda: 0.794 0.001000 Undoing contribution: was 0.009526836581071308 now 0.009526335656915819 218: time = 0.794000 loss = 6.015951 testLoss 7.004544 CHLA_COND^2: lambda = 1.8385 min = 1.0000 max = 81.0000 alpha = -0.004604 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000001 NewtonStep: 0.947 0.003000 increaseLambda: 0.947 0.000000 Undoing: newLoss 6.022299523749247, oldLoss 6.022300201061493, deltaLossBound -6.773123174682135E-7 increaseLambda: 0.948 0.001000 Updating 4 features Search: 0.948 0.000000 NewtonStep: 0.399 0.003000 Updating 6 features NewtonStep: 0.308 0.002000 increaseLambda: 0.948 0.000000 274: time = 0.948000 loss = 6.022300 testLoss 6.998090 'PTL_COND__rev lambda = 0.3055 alpha = 0.002418 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.795 0.001000 increaseLambda: 0.308 0.000000 Undoing contribution: was 0.195450165248276 now 0.19426706938932928 63: time = 0.308000 loss = 6.057485 testLoss 6.980417 'PTL__rev lambda = -1.6039 alpha = 0.196892 lossBound = -0.000649 W1 = 0.145928 N1 = 0.122951 deltaLoss = -0.001183 increaseLambda: 0.796 0.001000 Undoing contribution: was 0.00994173949867282 now 0.009938033415012416 219: time = 0.796000 loss = 6.015947 testLoss 7.001813 NTL_COND^2: lambda = -1.1012 min = 1.0000 max = 9.0000 alpha = 0.013483 lossBound = -0.000001 W1 = 0.128610 N1 = 0.121324 deltaLoss = -0.000004 increaseLambda: 0.399 0.000000 99: time = 0.401000 loss = 6.108427 testLoss 7.121045 'PTL__rev lambda = -1.0787 Updating 5 features NewtonStep: 0.95 0.002000 Updating 7 features alpha = -0.201900 lossBound = -0.001084 W1 = 0.363677 N1 = 0.334334 deltaLoss = -0.002289 NewtonStep: 0.31 0.002000 increaseLambda: 0.95 0.000000 Undoing contribution: was 0.007938688485889377 now 0.00793691835453677 Updating 5 features 275: time = 0.950000 loss = 6.022298 testLoss 6.996205 NTL_COND^2: lambda = -1.2267 min = 1.0000 max = 9.0000 increaseLambda: 0.31 0.000000 alpha = 0.009311 lossBound = -0.000001 W1 = 0.128610 N1 = 0.121324 deltaLoss = -0.000002 NewtonStep: 0.797 0.001000 Undoing: newLoss 6.070741976966004, oldLoss 6.057485041801976, deltaLossBound -8.66833300576499E-4 increaseLambda: 0.798 0.001000 Undoing: newLoss 6.015945814455571, oldLoss 6.015947161871178, deltaLossBound -1.3474735702899968E-6 increaseLambda: 0.311 0.001000 increaseLambda: 0.798 0.000000 Search: 0.311 0.000000 Search: 0.798 0.000000 increaseLambda: 0.311 0.000000 64: time = 0.311000 loss = 6.055627 testLoss 6.971658 'PTL__rev lambda = -0.1725 alpha = -0.172468 lossBound = -0.000867 W1 = 0.364938 N1 = 0.334334 deltaLoss = -0.001858 increaseLambda: 0.799 0.001000 220: time = 0.799000 loss = 6.015946 testLoss 7.004013 'NTL_COND lambda = -1.3843 alpha = -0.013608 lossBound = -0.000001 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.952 0.002000 Updating 6 features NewtonStep: 0.403 0.002000 increaseLambda: 0.952 0.000000 Undoing: newLoss 6.022296465571786, oldLoss 6.0222977536178215, deltaLossBound -1.2880990253844417E-6 increaseLambda: 0.404 0.001000 Undoing: newLoss 6.10780889670574, oldLoss 6.108426717259837, deltaLossBound -6.382437257666002E-4 increaseLambda: 0.953 0.001000 increaseLambda: 0.404 0.000000 Search: 0.953 0.000000 Updating 7 features NewtonStep: 0.313 0.002000 Search: 0.404 0.000000 increaseLambda: 0.953 0.000000 276: time = 0.953000 loss = 6.022296 testLoss 6.998356 Updating 7 features 'NTL_COND lambda = -1.2388 alpha = -0.013305 lossBound = -0.000001 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000001 increaseLambda: 0.313 0.000000 65: time = 0.313000 loss = 6.054083 testLoss 7.024077 increaseLambda: 0.404 0.000000 NTL_COND^2: lambda = -1.0045 min = 1.0000 max = 9.0000 alpha = -0.266785 lossBound = -0.000543 W1 = 0.129029 N1 = 0.121324 deltaLoss = -0.001544 increaseLambda: 0.801 0.002000 Undoing contribution: was 0.09750485734395387 now 0.09750094111992613 221: time = 0.801000 loss = 6.015942 testLoss 7.004124 (LAKE_ORIGIN=0.0) lambda = -0.3572 alpha = 0.009316 lossBound = -0.000004 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000004 Undoing contribution: was 0.15991509914640642 now 0.15927685542064116 100: time = 0.405000 loss = 6.107788 testLoss 7.069968 'NTL_COND lambda = -1.4008 alpha = 0.311806 lossBound = -0.000638 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000638 Updating 8 features NewtonStep: 0.315 0.002000 Updating 7 features NewtonStep: 0.955 0.002000 Updating 6 features increaseLambda: 0.315 0.000000 NewtonStep: 0.802 0.001000 66: time = 0.315000 loss = 6.052912 testLoss 7.028622 CHLA_COND: lambda = 1.4869 min = 1.0000 max = 9.0000 alpha = 0.246969 lossBound = -0.000581 W1 = 0.104970 N1 = 0.113971 deltaLoss = -0.001171 increaseLambda: 0.955 0.000000 Undoing contribution: was 0.0010214704894510212 now 0.0010196957790999 277: time = 0.955000 loss = 6.022295 testLoss 6.998457 ANC^2: lambda = -5.4922 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.081687 lossBound = -0.000001 W1 = 0.001696 N1 = 0.000695 deltaLoss = -0.000002 increaseLambda: 0.803 0.001000 Undoing contribution: was 0.012360333658422203 now 0.0123591617660293 222: time = 0.803000 loss = 6.015941 testLoss 7.003776 'COND__rev lambda = -0.3694 alpha = 0.005059 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.407 0.002000 increaseLambda: 0.407 0.000000 Undoing contribution: was 0.05191529864171521 now 0.05014668024334071 101: time = 0.407000 loss = 6.106020 testLoss 7.061297 'DOC__rev lambda = 0.3824 alpha = -0.313075 lossBound = -0.000285 W1 = 0.607248 N1 = 0.622445 deltaLoss = -0.001769 Updating 6 features Reducing newton stepsize from -0.22776882639812904 to -0.14231431760970004 NewtonStep: 0.317 0.002000 increaseLambda: 0.317 0.000000 Undoing contribution: was 0.011952172648138845 now 0.010895033929093398 Updating 6 features 67: time = 0.317000 loss = 6.051854 testLoss 7.022108 'CHLA__rev lambda = 0.0000 alpha = -0.142314 lossBound = -0.001057 W1 = 0.042731 N1 = 0.058824 deltaLoss = -0.001057 NewtonStep: 0.804 0.001000 increaseLambda: 0.805 0.001000 Undoing contribution: was 0.010231450065556752 now 0.010230856637616187 223: time = 0.805000 loss = 6.015940 testLoss 7.004191 'CHLA__rev lambda = -0.9936 alpha = 0.003455 lossBound = -0.000000 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000001 Updating 7 features NewtonStep: 0.958 0.003000 increaseLambda: 0.958 0.000000 Undoing contribution: was 0.002423229538810459 now 0.0024221121961804843 278: time = 0.958000 loss = 6.022294 testLoss 6.998223 SALINITY_COND: lambda = 0.5791 min = 1.0000 max = 3.0000 alpha = -0.006697 lossBound = -0.000001 W1 = 0.078854 N1 = 0.088235 deltaLoss = -0.000001 Updating 7 features NewtonStep: 0.319 0.002000 increaseLambda: 0.319 0.000000 68: time = 0.319000 loss = 6.051108 testLoss 7.017824 COND^2: lambda = -3.3015 min = 16.0000 max = 2,559,348,100.0000 alpha = -3.301482 lossBound = -0.000407 W1 = 0.000743 N1 = 0.000135 deltaLoss = -0.000746 Updating 7 features NewtonStep: 0.807 0.002000 increaseLambda: 0.807 0.000000 224: time = 0.807000 loss = 6.015939 testLoss 7.004537 'COND__rev lambda = -0.2826 alpha = -0.005352 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 8 features increaseLambda: 0.321 0.002000 69: time = 0.321000 loss = 6.050803 testLoss 7.016456 (URBAN=0.0) lambda = -0.2064 alpha = -0.050266 lossBound = -0.000305 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000305 Updating 7 features NewtonStep: 0.809 0.002000 increaseLambda: 0.809 0.000000 225: time = 0.809000 loss = 6.015938 testLoss 7.004453 ANC^2: lambda = -3.4061 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.065695 lossBound = -0.000000 W1 = 0.001695 N1 = 0.000695 deltaLoss = -0.000001 Updating 7 features NewtonStep: 0.322 0.001000 increaseLambda: 0.323 0.001000 Undoing: newLoss 6.050772237890115, oldLoss 6.050803350286076, deltaLossBound -2.9535559045418725E-4 increaseLambda: 0.323 0.000000 Search: 0.323 0.000000 increaseLambda: 0.324 0.001000 70: time = 0.324000 loss = 6.050508 testLoss 7.015479 Updating 6 features NewtonStep: 0.811 0.002000 increaseLambda: 0.811 0.000000 Undoing contribution: was 0.0123591617660293 now 0.012358356104473164 226: time = 0.811000 loss = 6.015937 testLoss 7.004164 'COND__rev lambda = -0.3652 alpha = 0.004196 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000001 ANC_COND: lambda = -0.6820 min = 1.0000 max = 2.0000 alpha = -0.682004 lossBound = -0.000295 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000295 Updating 6 features NewtonStep: 0.813 0.002000 Updating 7 features NewtonStep: 0.966 0.008000 increaseLambda: 0.813 0.000000 227: time = 0.813000 loss = 6.015936 testLoss 7.004518 'COND__rev lambda = -0.2881 alpha = -0.005472 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 8 features NewtonStep: 0.327 0.003000 increaseLambda: 0.966 0.000000 279: time = 0.967000 loss = 6.022293 testLoss 6.998480 CHLA_COND^2: lambda = 2.0525 min = 1.0000 max = 81.0000 alpha = 0.006218 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.815 0.002000 Updating 6 features NewtonStep: 0.419 0.012000 increaseLambda: 0.815 0.000000 Undoing contribution: was 0.012358356104473164 now 0.01235732610958112 228: time = 0.815000 loss = 6.015935 testLoss 7.004191 'COND__rev lambda = -0.3605 alpha = 0.004743 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000001 increaseLambda: 0.419 0.000000 Undoing: newLoss 6.105472918945062, oldLoss 6.106019855135697, deltaLossBound -5.469756890215207E-4 increaseLambda: 0.42 0.001000 Search: 0.42 0.000000 Updating 9 features NewtonStep: 0.969 0.002000 increaseLambda: 0.42 0.000000 102: time = 0.420000 loss = 6.105473 testLoss 7.078114 'PTL_COND__rev lambda = 0.3784 alpha = 0.068525 lossBound = -0.000547 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000547 increaseLambda: 0.969 0.000000 Undoing: newLoss 6.025614670524892, oldLoss 6.0222926730578035, deltaLossBound -8.824045705505423E-7 Updating 4 features increaseLambda: 0.97 0.001000 NewtonStep: 0.817 0.002000 increaseLambda: 0.33 0.003000 Undoing contribution: was 0.19426706938932928 now 0.1937242693179865 71: time = 0.330000 loss = 6.049965 testLoss 7.016478 'PTL__rev lambda = -1.4733 alpha = 0.130606 lossBound = -0.000299 W1 = 0.145618 N1 = 0.122951 deltaLoss = -0.000543 Search: 0.97 0.000000 increaseLambda: 0.817 0.000000 229: time = 0.817000 loss = 6.015934 testLoss 7.004532 'COND__rev lambda = -0.2934 alpha = -0.005272 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 increaseLambda: 0.971 0.001000 280: time = 0.971000 loss = 6.022272 testLoss 6.998268 CHLA: lambda = 0.2479 min = 0.0000 max = 871.2000 alpha = 0.247894 lossBound = -0.000001 W1 = 0.030466 N1 = 0.031710 deltaLoss = -0.000021 Updating 5 features NewtonStep: 0.819 0.002000 increaseLambda: 0.82 0.001000 Undoing contribution: was 0.01235732610958112 now 0.012356369508113748 230: time = 0.820000 loss = 6.015933 testLoss 7.004217 'COND__rev lambda = -0.3559 alpha = 0.004571 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000001 Updating 8 features NewtonStep: 0.973 0.002000 increaseLambda: 0.974 0.001000 Undoing contribution: was 1.1345847954991796E-4 now 1.0037148335029968E-4 281: time = 0.974000 loss = 6.022259 testLoss 6.999377 'CHLA__rev lambda = -0.0870 alpha = 0.014403 lossBound = -0.000008 W1 = 0.310091 N1 = 0.279805 deltaLoss = -0.000013 Updating 3 features NewtonStep: 0.821 0.001000 increaseLambda: 0.821 0.000000 Undoing contribution: was 0.009938033415012416 now 0.009937140648429089 231: time = 0.821000 loss = 6.015932 testLoss 7.002878 NTL_COND^2: lambda = -1.0946 min = 1.0000 max = 9.0000 alpha = 0.006615 lossBound = -0.000000 W1 = 0.128610 N1 = 0.121324 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.426 0.006000 increaseLambda: 0.426 0.000000 Undoing contribution: was 0.0015082204017427586 now 0.0010002870393502378 103: time = 0.426000 loss = 6.104965 testLoss 7.066896 'NTL__rev lambda = -0.3429 alpha = 0.461460 lossBound = -0.000227 W1 = 0.015105 N1 = 0.007382 deltaLoss = -0.000508 Updating 7 features NewtonStep: 0.975 0.001000 increaseLambda: 0.976 0.001000 282: time = 0.976000 loss = 6.022257 testLoss 6.998607 'CHLA__rev lambda = -0.0499 alpha = -0.006376 lossBound = -0.000001 W1 = 0.179132 N1 = 0.152846 deltaLoss = -0.000002 Updating 4 features NewtonStep: 0.823 0.002000 increaseLambda: 0.823 0.000000 232: time = 0.823000 loss = 6.015927 testLoss 7.002801 CHLA: lambda = 0.7895 min = 0.0000 max = 871.2000 alpha = 0.093228 lossBound = -0.000000 W1 = 0.030404 N1 = 0.031710 deltaLoss = -0.000005 Updating 7 features NewtonStep: 0.428 0.002000 Updating 7 features increaseLambda: 0.428 0.000000 NewtonStep: 0.977 0.001000 104: time = 0.428000 loss = 6.104750 testLoss 7.062165 'CHLA__rev lambda = -0.3632 alpha = -0.057959 lossBound = -0.000127 W1 = 0.310136 N1 = 0.279805 deltaLoss = -0.000215 increaseLambda: 0.978 0.001000 283: time = 0.978000 loss = 6.022250 testLoss 6.998672 'NTL__rev lambda = 0.0498 alpha = 0.013845 lossBound = -0.000002 W1 = 0.339690 N1 = 0.361703 deltaLoss = -0.000006 Updating 5 features NewtonStep: 0.825 0.002000 increaseLambda: 0.825 0.000000 Undoing contribution: was 4.226457497932591E-4 now 4.195232975960129E-4 233: time = 0.825000 loss = 6.015924 testLoss 7.003343 'CHLA__rev lambda = -0.0734 alpha = 0.007029 lossBound = -0.000002 W1 = 0.311248 N1 = 0.280945 deltaLoss = -0.000003 Updating 5 features NewtonStep: 0.827 0.002000 increaseLambda: 0.827 0.000000 Updating 7 features Updating 7 features NewtonStep: 0.98 0.002000 234: time = 0.827000 loss = 6.015922 testLoss 7.004597 PTL_COND: lambda = -0.0166 min = 1.0000 max = 3.0000 alpha = -0.005017 lossBound = -0.000001 W1 = 0.235003 N1 = 0.220588 deltaLoss = -0.000001 increaseLambda: 0.981 0.001000 Updating 6 features 284: time = 0.981000 loss = 6.022245 testLoss 6.999471 'ANC__rev lambda = -0.4084 alpha = -0.011500 lossBound = -0.000002 W1 = 0.502157 N1 = 0.473488 deltaLoss = -0.000006 NewtonStep: 0.432 0.004000 increaseLambda: 0.432 0.000000 Undoing contribution: was 0.0702003167622694 now 0.06987343590188894 105: time = 0.432000 loss = 6.104423 testLoss 7.062994 'TURB__rev lambda = -0.5523 alpha = 0.101817 lossBound = -0.000170 W1 = 0.150371 N1 = 0.128983 deltaLoss = -0.000327 NewtonStep: 0.34 0.010000 Updating 4 features NewtonStep: 0.829 0.002000 increaseLambda: 0.342 0.002000 Undoing: newLoss 6.062084558886392, oldLoss 6.049965194624279, deltaLossBound -5.444569770752233E-4 increaseLambda: 0.829 0.000000 increaseLambda: 0.342 0.000000 235: time = 0.829000 loss = 6.015921 testLoss 7.004525 'PTL__rev lambda = -0.0583 alpha = -0.006701 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Search: 0.343 0.001000 Updating 4 features NewtonStep: 0.831 0.002000 Updating 7 features NewtonStep: 0.984 0.003000 increaseLambda: 0.831 0.000000 Undoing: newLoss 6.015920339621544, oldLoss 6.015920827913184, deltaLossBound -4.882993061163763E-7 increaseLambda: 0.985 0.001000 Undoing: newLoss 6.0222439963430885, oldLoss 6.022244780294438, deltaLossBound -7.839710531963985E-7 increaseLambda: 0.832 0.001000 Search: 0.832 0.000000 increaseLambda: 0.985 0.000000 increaseLambda: 0.345 0.002000 72: time = 0.345000 loss = 6.049086 testLoss 7.003755 increaseLambda: 0.832 0.000000 'CHLA__rev lambda = -0.1434 alpha = -0.143362 lossBound = -0.000544 W1 = 0.296971 N1 = 0.269770 deltaLoss = -0.000880 Search: 0.985 0.000000 236: time = 0.832000 loss = 6.015920 testLoss 7.005850 'NTL_COND lambda = -1.3925 alpha = -0.008199 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 increaseLambda: 0.986 0.001000 285: time = 0.986000 loss = 6.022244 testLoss 7.001151 'NTL_COND lambda = -1.2492 alpha = -0.010385 lossBound = -0.000001 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000001 Updating 7 features NewtonStep: 0.347 0.002000 Updating 5 features NewtonStep: 0.834 0.002000 increaseLambda: 0.347 0.000000 Undoing contribution: was 0.029796519460541637 now 0.029038078346947726 increaseLambda: 0.834 0.000000 73: time = 0.347000 loss = 6.048327 testLoss 7.003138 'TURB__rev lambda = -0.4918 alpha = 0.144994 lossBound = -0.000383 W1 = 0.187808 N1 = 0.164242 deltaLoss = -0.000758 237: time = 0.834000 loss = 6.015919 testLoss 7.005877 'NTL__rev lambda = 0.0518 alpha = 0.005300 lossBound = -0.000000 W1 = 0.339690 N1 = 0.361703 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.987 0.001000 increaseLambda: 0.988 0.001000 286: time = 0.988000 loss = 6.022243 testLoss 7.000555 'CHLA__rev lambda = -0.0549 alpha = -0.004936 lossBound = -0.000001 W1 = 0.179132 N1 = 0.152846 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.836 0.002000 increaseLambda: 0.836 0.000000 238: time = 0.836000 loss = 6.015918 testLoss 7.006273 'COND__rev lambda = -0.2995 alpha = -0.006141 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 7 features NewtonStep: 0.349 0.002000 increaseLambda: 0.35 0.001000 74: time = 0.350000 loss = 6.047284 testLoss 6.996590 'PTL__rev lambda = -0.3100 alpha = -0.137567 lossBound = -0.000489 W1 = 0.363603 N1 = 0.334334 deltaLoss = -0.001044 Updating 4 features NewtonStep: 0.838 0.002000 increaseLambda: 0.838 0.000000 Undoing contribution: was 0.012356369508113748 now 0.012355506122922851 Updating 6 features 239: time = 0.838000 loss = 6.015917 testLoss 7.005974 'COND__rev lambda = -0.3516 Updating 5 features NewtonStep: 0.991 0.003000 alpha = 0.004343 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000001 Updating 30 features Updating 5 features increaseLambda: 0.991 0.000000 NewtonStep: 0.351 0.001000 287: time = 0.991000 loss = 6.022241 testLoss 7.000586 'NTL__rev lambda = 0.0561 alpha = 0.006314 lossBound = -0.000000 W1 = 0.339690 N1 = 0.361703 deltaLoss = -0.000001 Newton: returning 0.17452987104274667 Updating 6 features increaseLambda: 0.352 0.001000 Undoing contribution: was 0.1937242693179865 now 0.19305763980127857 75: time = 0.352000 loss = 6.046617 testLoss 6.997628 'PTL__rev lambda = -1.3289 alpha = 0.144347 lossBound = -0.000373 W1 = 0.145681 N1 = 0.122951 deltaLoss = -0.000667 Loss was 6.015917185018325, now 6.015910841053253, delta -0.000006 parallelUpdate: 0.839 0.001000 Updating 3 features NewtonStep: 0.994 0.003000 NewtonStep: 0.442 0.010000 Updating 6 features NewtonStep: 0.354 0.002000 increaseLambda: 0.994 0.000000 288: time = 0.994000 loss = 6.022240 testLoss 7.001104 'NTL__rev lambda = -0.2552 increaseLambda: 0.445 0.003000 Undoing contribution: was 0.0015555576702472912 now 0.0012358717387808177 increaseLambda: 0.354 0.000000 alpha = -0.017367 lossBound = -0.000001 W1 = 0.024085 N1 = 0.012042 deltaLoss = -0.000001 106: time = 0.445000 loss = 6.104103 testLoss 7.066750 'ANC__rev lambda = 0.1961 alpha = -0.084242 lossBound = -0.000176 W1 = 0.197046 N1 = 0.222828 deltaLoss = -0.000320 76: time = 0.354000 loss = 6.045873 testLoss 7.001451 CHLA_COND: lambda = 1.6842 min = 1.0000 max = 9.0000 alpha = 0.197318 lossBound = -0.000353 W1 = 0.104601 N1 = 0.113971 deltaLoss = -0.000744 Updating 5 features Updating 7 features increaseLambda: 0.996 0.002000 Undoing contribution: was 0.09647107798135757 now 0.09647085903988017 289: time = 0.996000 loss = 6.022240 testLoss 7.001131 (LAKE_ORIGIN=0.0) lambda = -0.5260 alpha = 0.002201 lossBound = -0.000000 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000000 increaseLambda: 0.356 0.002000 77: time = 0.357000 loss = 6.045515 testLoss 7.000008 (LAKE_ORIGIN=1.0) lambda = 0.9834 alpha = 0.087929 lossBound = -0.000358 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000358 Updating 6 features increaseLambda: 0.998 0.002000 290: time = 0.998000 loss = 6.022239 testLoss 7.001095 (URBAN=0.0) lambda = -0.1488 alpha = -0.001684 lossBound = -0.000000 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000000 Updating 6 features NewtonStep: 0.358 0.001000 Updating 5 features NewtonStep: 0.45 0.005000 increaseLambda: 0.359 0.001000 Undoing: newLoss 6.056773268866503, oldLoss 6.0455147947215675, deltaLossBound -3.2710645856564875E-4 increaseLambda: 0.45 0.000000 Undoing contribution: was 0.013019748007832012 now 0.012671983385065479 107: time = 0.450000 loss = 6.103755 testLoss 7.064547 'ANC__rev lambda = -0.4226 alpha = 0.197478 lossBound = -0.000171 W1 = 0.043239 N1 = 0.028343 deltaLoss = -0.000348 increaseLambda: 0.359 0.000000 Search: 0.359 0.000000 increaseLambda: 0.36 0.001000 78: time = 0.360000 loss = 6.045079 testLoss 6.991595 'CHLA__rev lambda = -0.0662 alpha = -0.066233 lossBound = -0.000327 W1 = 0.182381 N1 = 0.152846 deltaLoss = -0.000436 Updating 7 features NewtonStep: 1.0 0.002000 increaseLambda: 1.0 0.000000 291: time = 1.000000 loss = 6.022239 testLoss 7.001247 CHLA_COND^2: lambda = 2.0562 min = 1.0000 max = 81.0000 alpha = 0.003694 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 3 features NewtonStep: 0.452 0.002000 increaseLambda: 0.452 0.000000 Undoing: newLoss 6.103579168083224, oldLoss 6.103755206033602, deltaLossBound -1.8451653640524967E-4 Updating 5 features NewtonStep: 0.361 0.001000 increaseLambda: 0.452 0.000000 increaseLambda: 0.361 0.000000 Undoing: newLoss 6.1834894822583175, oldLoss 6.045078898845459, deltaLossBound -1.791690144372478E-4 Search: 0.452 0.000000 increaseLambda: 0.362 0.001000 increaseLambda: 0.453 0.001000 Updating 7 features NewtonStep: 1.002 0.002000 108: time = 0.453000 loss = 6.103571 testLoss 7.063810 ANC_COND: lambda = -1.1079 min = 1.0000 max = 2.0000 alpha = -0.552088 lossBound = -0.000185 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000185 Search: 0.362 0.000000 increaseLambda: 1.002 0.000000 Undoing contribution: was 0.012889096977267736 now 0.012887701315373238 increaseLambda: 0.362 0.000000 292: time = 1.002000 loss = 6.022238 testLoss 7.001073 CHLA_COND: lambda = 0.3096 min = 1.0000 max = 9.0000 alpha = -0.007486 lossBound = -0.000001 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 79: time = 0.362000 loss = 6.043136 testLoss 6.989963 PTL: lambda = 1.1256 min = 1.0000 max = 4,865.0000 alpha = 1.125589 lossBound = -0.000179 W1 = 0.018532 N1 = 0.021255 deltaLoss = -0.001943 Updating 7 features NewtonStep: 1.004 0.002000 Updating 6 features NewtonStep: 0.364 0.002000 Updating 2 features increaseLambda: 1.004 0.000000 NewtonStep: 0.455 0.002000 293: time = 1.004000 loss = 6.022236 testLoss 7.001382 CHLA_COND^2: lambda = 2.0637 min = 1.0000 max = 81.0000 alpha = 0.007501 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 increaseLambda: 0.365 0.001000 Undoing: newLoss 6.042640273428311, oldLoss 6.0431355754455245, deltaLossBound -4.953347129534082E-4 increaseLambda: 0.456 0.001000 Undoing: newLoss 6.103466935910559, oldLoss 6.1035706894971975, deltaLossBound -1.0377660997061187E-4 increaseLambda: 0.365 0.000000 Search: 0.365 0.000000 increaseLambda: 0.456 0.000000 Search: 0.456 0.000000 Updating 5 features NewtonStep: 0.853 0.014000 increaseLambda: 0.457 0.001000 Undoing contribution: was 0.08802102901534033 now 0.08791725240537003 increaseLambda: 0.853 0.000000 Undoing: newLoss 6.015908436408004, oldLoss 6.015910841053253, deltaLossBound -2.404646180624809E-6 109: time = 0.457000 loss = 6.103467 testLoss 7.053995 'TURB_COND__rev lambda = 0.3839 alpha = -0.041034 lossBound = -0.000104 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000104 Updating 8 features NewtonStep: 1.006 0.002000 increaseLambda: 0.853 0.000000 increaseLambda: 1.006 0.000000 Undoing contribution: was 0.012887701315373238 now 0.012886459781003704 Search: 0.853 0.000000 294: time = 1.006000 loss = 6.022235 testLoss 7.001218 CHLA_COND: lambda = 0.3026 min = 1.0000 max = 9.0000 alpha = -0.007061 lossBound = -0.000001 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 increaseLambda: 0.365 0.000000 80: time = 0.367000 loss = 6.042640 testLoss 7.005995 'PTL_COND__rev lambda = 0.1372 alpha = 0.065219 lossBound = -0.000495 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000495 Updating 7 features NewtonStep: 1.008 0.002000 increaseLambda: 1.009 0.001000 295: time = 1.009000 loss = 6.022234 testLoss 7.001509 CHLA_COND^2: lambda = 2.0708 min = 1.0000 max = 81.0000 alpha = 0.007054 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.369 0.002000 increaseLambda: 0.37 0.001000 Undoing: newLoss 6.048428549793732, oldLoss 6.04264024073257, deltaLossBound -2.3949344642852264E-4 increaseLambda: 0.37 0.000000 Search: 0.37 0.000000 Updating 8 features NewtonStep: 1.011 0.002000 increaseLambda: 0.371 0.001000 81: time = 0.371000 loss = 6.042325 testLoss 7.009293 CHLA_COND^2: lambda = 0.0872 min = 1.0000 max = 81.0000 alpha = 0.087218 lossBound = -0.000239 W1 = 0.067608 N1 = 0.079044 deltaLoss = -0.000315 increaseLambda: 1.011 0.000000 Undoing contribution: was 0.012886459781003704 now 0.012885361458980152 Updating 4 features 296: time = 1.011000 loss = 6.022233 testLoss 7.001354 CHLA_COND: lambda = 0.2959 min = 1.0000 max = 9.0000 alpha = -0.006641 lossBound = -0.000001 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 NewtonStep: 0.462 0.005000 increaseLambda: 0.462 0.000000 110: time = 0.462000 loss = 6.103337 testLoss 7.050352 'CHLA__rev lambda = -0.4083 alpha = -0.045086 lossBound = -0.000077 W1 = 0.310117 N1 = 0.279805 deltaLoss = -0.000130 Updating 6 features NewtonStep: 0.372 0.001000 Updating 8 features NewtonStep: 1.013 0.002000 increaseLambda: 0.373 0.001000 Undoing: newLoss 6.04214277211916, oldLoss 6.042324835821907, deltaLossBound -1.8213598305034918E-4 increaseLambda: 1.013 0.000000 increaseLambda: 0.373 0.000000 297: time = 1.013000 loss = 6.022232 testLoss 7.001628 CHLA_COND^2: lambda = 2.0774 min = 1.0000 max = 81.0000 alpha = 0.006635 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 Search: 0.373 0.000000 Updating 6 features increaseLambda: 0.374 0.001000 Undoing contribution: was 0.06126062220401447 now 0.061078486220962416 NewtonStep: 0.465 0.003000 82: time = 0.374000 loss = 6.042143 testLoss 6.996224 'TURB_COND__rev lambda = 0.5044 alpha = -0.054449 lossBound = -0.000182 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000182 increaseLambda: 0.465 0.000000 Undoing contribution: was 0.0012358717387808177 now 0.0011332247502033915 111: time = 0.465000 loss = 6.103234 testLoss 7.052567 'ANC__rev lambda = 0.1482 alpha = -0.047895 lossBound = -0.000057 W1 = 0.196978 N1 = 0.222828 deltaLoss = -0.000103 Updating 7 features NewtonStep: 1.015 0.002000 increaseLambda: 1.015 0.000000 Undoing contribution: was 0.012885361458980152 now 0.012884389693259815 298: time = 1.015000 loss = 6.022231 testLoss 7.001482 CHLA_COND: lambda = 0.2897 min = 1.0000 max = 9.0000 alpha = -0.006246 lossBound = -0.000001 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.375 0.001000 increaseLambda: 0.376 0.001000 Undoing contribution: was 0.029038078346947726 now 0.028735638335260615 83: time = 0.376000 loss = 6.041840 testLoss 6.996009 'TURB__rev lambda = -0.4017 alpha = 0.090065 lossBound = -0.000154 W1 = 0.187638 N1 = 0.164242 deltaLoss = -0.000302 Updating 4 features NewtonStep: 0.467 0.002000 increaseLambda: 0.467 0.000000 112: time = 0.467000 loss = 6.102903 testLoss 7.072775 TURB_COND: lambda = -1.6563 min = 1.0000 max = 3.0000 alpha = -0.112686 lossBound = -0.000210 W1 = 0.082629 N1 = 0.073529 deltaLoss = -0.000331 Updating 6 features NewtonStep: 1.017 0.002000 increaseLambda: 1.017 0.000000 299: time = 1.017000 loss = 6.022230 testLoss 7.001740 CHLA_COND^2: lambda = 2.0837 min = 1.0000 max = 81.0000 alpha = 0.006241 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 Updating 33 features Updating 6 features NewtonStep: 0.377 0.001000 Reducing stepsize from 0.7271892531224061 to 0.008945973849263687 Newton: returning 0.008945973849263687 increaseLambda: 0.377 0.000000 84: time = 0.377000 loss = 6.041317 testLoss 6.983429 'CHLA__rev lambda = -0.1663 alpha = -0.100114 lossBound = -0.000350 W1 = 0.179365 N1 = 0.152846 deltaLoss = -0.000523 Zeroing out 'PTL__rev Updating 6 features Loss was 6.022230004786415, now 6.022228627727795, delta -0.000001 parallelUpdate: 1.018 0.001000 Updating 5 features NewtonStep: 0.47 0.003000 increaseLambda: 0.47 0.000000 Undoing: newLoss 6.102702741038219, oldLoss 6.10290339353721, deltaLossBound -2.0074064082257126E-4 Updating 7 features NewtonStep: 0.379 0.002000 increaseLambda: 0.379 0.000000 85: time = 0.379000 loss = 6.040932 testLoss 6.988922 CHLA_COND^2: lambda = 0.2291 min = 1.0000 max = 81.0000 alpha = 0.141879 lossBound = -0.000261 W1 = 0.069732 N1 = 0.079044 deltaLoss = -0.000385 increaseLambda: 0.471 0.001000 Updating 6 features NewtonStep: 1.02 0.002000 Search: 0.471 0.000000 increaseLambda: 1.02 0.000000 Undoing contribution: was 0.00793691835453677 now 0.00793427187615011 increaseLambda: 0.471 0.000000 Undoing contribution: was 0.08791725240537003 now 0.08771651176454716 113: time = 0.471000 loss = 6.102703 testLoss 7.059041 'TURB_COND__rev lambda = 0.3267 alpha = -0.057180 lossBound = -0.000201 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000201 increaseLambda: 0.868 0.015000 Undoing contribution: was 0.005500829031231319 now 0.005498424385051365 241: time = 0.868000 loss = 6.015908 testLoss 7.005894 'PTL_COND__rev lambda = 0.4693 alpha = -0.004558 lossBound = -0.000002 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000002 Updating 7 features NewtonStep: 0.381 0.002000 301: time = 1.020000 loss = 6.022226 testLoss 6.999447 NTL_COND^2: lambda = -1.2152 min = 1.0000 max = 9.0000 alpha = 0.011397 lossBound = -0.000001 W1 = 0.128610 N1 = 0.121324 deltaLoss = -0.000003 increaseLambda: 0.381 0.000000 86: time = 0.381000 loss = 6.040435 testLoss 7.012795 TURB_COND: lambda = -1.2737 min = 1.0000 max = 3.0000 alpha = -0.133711 lossBound = -0.000330 W1 = 0.082732 N1 = 0.073529 deltaLoss = -0.000497 Updating 4 features NewtonStep: 0.473 0.002000 increaseLambda: 0.474 0.001000 Updating 4 features NewtonStep: 1.023 0.003000 114: time = 0.474000 loss = 6.102510 testLoss 7.074735 TURB_COND: lambda = -1.7435 min = 1.0000 max = 3.0000 alpha = -0.087157 lossBound = -0.000121 W1 = 0.082551 N1 = 0.073529 deltaLoss = -0.000192 Updating 5 features NewtonStep: 0.383 0.002000 increaseLambda: 1.023 0.000000 Undoing contribution: was 0.012884389693259815 now 0.012883504768063584 302: time = 1.023000 loss = 6.022225 testLoss 6.999308 CHLA_COND: lambda = 0.2822 min = 1.0000 max = 9.0000 alpha = -0.005963 lossBound = -0.000000 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 increaseLambda: 0.383 0.000000 Undoing: newLoss 6.039927894053062, oldLoss 6.040435079104774, deltaLossBound -5.077770428486943E-4 increaseLambda: 0.384 0.001000 Search: 0.384 0.000000 increaseLambda: 0.384 0.000000 Undoing contribution: was 0.061078486220962416 now 0.06057070917811387 87: time = 0.384000 loss = 6.039927 testLoss 6.990678 'TURB_COND__rev lambda = 0.4131 alpha = -0.091311 lossBound = -0.000508 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000508 Updating 5 features NewtonStep: 0.476 0.002000 Updating 8 features NewtonStep: 1.025 0.002000 increaseLambda: 0.476 0.000000 Undoing: newLoss 6.102345636850977, oldLoss 6.102510347266068, deltaLossBound -1.6476934451876003E-4 increaseLambda: 1.025 0.000000 303: time = 1.025000 loss = 6.022224 testLoss 6.999593 CHLA_COND^2: lambda = 2.0922 min = 1.0000 max = 81.0000 alpha = 0.006895 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 increaseLambda: 0.476 0.000000 Search: 0.476 0.000000 Updating 5 features NewtonStep: 0.386 0.002000 increaseLambda: 0.477 0.001000 Undoing contribution: was 0.08771651176454716 now 0.08755174242002857 115: time = 0.477000 loss = 6.102346 testLoss 7.062317 'TURB_COND__rev lambda = 0.2749 alpha = -0.051771 lossBound = -0.000165 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000165 increaseLambda: 0.386 0.000000 88: time = 0.386000 loss = 6.039450 testLoss 7.014262 TURB_COND: lambda = -1.4057 min = 1.0000 max = 3.0000 alpha = -0.132016 lossBound = -0.000312 W1 = 0.082718 N1 = 0.073529 deltaLoss = -0.000477 Updating 6 features NewtonStep: 1.027 0.002000 increaseLambda: 1.027 0.000000 Undoing contribution: was 0.012883504768063584 now 0.012882456819628888 304: time = 1.027000 loss = 6.022223 testLoss 6.999442 CHLA_COND: lambda = 0.2758 min = 1.0000 max = 9.0000 alpha = -0.006486 lossBound = -0.000001 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 Updating 3 features NewtonStep: 0.388 0.002000 increaseLambda: 0.388 0.000000 Undoing: newLoss 6.039052594394662, oldLoss 6.039449965986013, deltaLossBound -3.977293568453587E-4 increaseLambda: 0.388 0.000000 Updating 6 features NewtonStep: 1.029 0.002000 Search: 0.389 0.001000 increaseLambda: 1.029 0.000000 305: time = 1.029000 loss = 6.022222 testLoss 6.999709 CHLA_COND^2: lambda = 2.0987 min = 1.0000 max = 81.0000 alpha = 0.006481 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 increaseLambda: 0.39 0.001000 Undoing contribution: was 0.06057070917811387 now 0.06017297982126919 89: time = 0.390000 loss = 6.039052 testLoss 6.994763 'TURB_COND__rev lambda = 0.3324 alpha = -0.080711 lossBound = -0.000398 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000398 Updating 26 features Newton: returning 0.3525800834551895 Updating 4 features Loss was 6.039052236629169, now 6.037532733774746, delta -0.001520 parallelUpdate: 0.391 0.001000 Updating 4 features NewtonStep: 0.482 0.005000 Updating 3 features NewtonStep: 0.878 0.010000 increaseLambda: 0.482 0.000000 116: time = 0.482000 loss = 6.102192 testLoss 7.076461 TURB_COND: lambda = -1.8219 min = 1.0000 max = 3.0000 alpha = -0.078439 lossBound = -0.000096 W1 = 0.082529 N1 = 0.073529 deltaLoss = -0.000153 increaseLambda: 0.879 0.001000 242: time = 0.879000 loss = 6.015906 testLoss 7.006576 'NTL__rev lambda = -0.0371 alpha = -0.022891 lossBound = -0.000001 W1 = 0.024086 N1 = 0.012042 deltaLoss = -0.000003 Updating 3 features NewtonStep: 0.392 0.001000 increaseLambda: 0.392 0.000000 Undoing contribution: was 7.783848697808324E-4 now 1.3201622797249547E-4 91: time = 0.392000 loss = 6.036886 testLoss 6.990705 CHLA_COND^2: lambda = 0.1540 min = 1.0000 max = 81.0000 alpha = -0.155871 lossBound = -0.000458 W1 = 0.069875 N1 = 0.079044 deltaLoss = -0.000646 Updating 6 features Updating 5 features NewtonStep: 0.484 0.002000 increaseLambda: 0.881 0.002000 Undoing contribution: was 0.09750094111992613 now 0.09750042384843827 243: time = 0.881000 loss = 6.015905 testLoss 7.006617 (LAKE_ORIGIN=0.0) lambda = -0.3538 increaseLambda: 0.485 0.001000 Undoing: newLoss 6.102059910399186, oldLoss 6.102192099138936, deltaLossBound -1.3222639939515675E-4 increaseLambda: 0.485 0.000000 Updating 5 features NewtonStep: 0.394 0.002000 Search: 0.485 0.000000 increaseLambda: 0.394 0.000000 92: time = 0.394000 loss = 6.036499 testLoss 7.012349 TURB_COND: lambda = -1.6327 min = 1.0000 max = 3.0000 alpha = -0.120878 lossBound = -0.000248 W1 = 0.082662 N1 = 0.073529 deltaLoss = -0.000387 increaseLambda: 0.486 0.001000 Undoing contribution: was 0.08755174242002857 now 0.08741951602063354 117: time = 0.486000 loss = 6.102060 testLoss 7.065359 'TURB_COND__rev lambda = 0.2286 alpha = -0.046348 lossBound = -0.000132 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000132 alpha = 0.003383 lossBound = -0.000001 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.396 0.002000 increaseLambda: 0.396 0.000000 Undoing: newLoss 6.0362488849186695, oldLoss 6.036499125528699, deltaLossBound -2.503790480641278E-4 Updating 6 features Updating 3 features NewtonStep: 0.487 0.001000 increaseLambda: 0.396 0.000000 Search: 0.397 0.001000 increaseLambda: 0.488 0.001000 Updating 6 features NewtonStep: 1.037 0.008000 118: time = 0.488000 loss = 6.101937 testLoss 7.078106 TURB_COND: lambda = -1.8925 min = 1.0000 max = 3.0000 alpha = -0.070606 lossBound = -0.000076 W1 = 0.082511 N1 = 0.073529 deltaLoss = -0.000123 increaseLambda: 0.397 0.000000 Undoing contribution: was 0.06017297982126919 now 0.05992260077320395 increaseLambda: 1.037 0.000000 Undoing contribution: was 0.012882456819628888 now 0.012881529577670118 93: time = 0.397000 loss = 6.036249 testLoss 6.996974 'TURB_COND__rev lambda = 0.1916 alpha = -0.063911 lossBound = -0.000250 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000250 306: time = 1.037000 loss = 6.022221 testLoss 6.999567 CHLA_COND: lambda = 0.2697 min = 1.0000 max = 9.0000 alpha = -0.006101 lossBound = -0.000000 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 NewtonStep: 0.883 0.002000 increaseLambda: 0.885 0.002000 Undoing contribution: was 0.009937140648429089 now 0.009936007991347185 244: time = 0.885000 loss = 6.015904 testLoss 7.005109 NTL_COND^2: lambda = -1.0855 min = 1.0000 max = 9.0000 alpha = 0.007452 lossBound = -0.000000 W1 = 0.128610 N1 = 0.121324 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.49 0.002000 increaseLambda: 0.49 0.000000 Undoing: newLoss 6.1018308935967305, oldLoss 6.101937135468235, deltaLossBound -1.0626602949065627E-4 Updating 5 features NewtonStep: 0.399 0.002000 increaseLambda: 0.491 0.001000 increaseLambda: 0.4 0.001000 Undoing contribution: was 0.014555984832027186 now 0.014232761953032963 Search: 0.491 0.000000 94: time = 0.400000 loss = 6.035926 testLoss 6.993999 CHLA_COND: lambda = 1.7446 min = 1.0000 max = 9.0000 alpha = -0.114555 lossBound = -0.000157 W1 = 0.104241 N1 = 0.113971 deltaLoss = -0.000323 Updating 8 features NewtonStep: 0.887 0.002000 increaseLambda: 0.491 0.000000 Undoing contribution: was 0.08741951602063354 now 0.08731324999114383 119: time = 0.491000 loss = 6.101831 testLoss 7.068172 'TURB_COND__rev lambda = 0.1871 alpha = -0.041526 lossBound = -0.000106 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000106 Updating 32 features increaseLambda: 0.887 0.000000 245: time = 0.887000 loss = 6.015903 testLoss 7.006303 PTL_COND: lambda = -0.0230 min = 1.0000 max = 3.0000 alpha = -0.004776 lossBound = -0.000001 W1 = 0.235003 N1 = 0.220588 deltaLoss = -0.000001 Reducing stepsize from 0.4441731323246709 to 0.4196260014448919 Newton: returning 0.4196260014448919 Updating 5 features Updating 4 features NewtonStep: 0.402 0.002000 Updating 8 features increaseLambda: 0.402 0.000000 Loss was 6.1018308694387455, now 6.099426882382552, delta -0.002404 parallelUpdate: 0.493 0.002000 95: time = 0.402000 loss = 6.035699 testLoss 6.998215 CHLA_COND^2: lambda = 0.2612 min = 1.0000 max = 81.0000 alpha = 0.107240 lossBound = -0.000154 W1 = 0.069579 N1 = 0.079044 deltaLoss = -0.000227 Updating 6 features NewtonStep: 1.043 0.006000 increaseLambda: 1.043 0.000000 307: time = 1.043000 loss = 6.022220 testLoss 6.999819 CHLA_COND^2: lambda = 2.1048 min = 1.0000 max = 81.0000 alpha = 0.006096 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.403 0.001000 NewtonStep: 0.889 0.002000 increaseLambda: 0.404 0.001000 96: time = 0.404000 loss = 6.035492 testLoss 7.014377 TURB_COND: lambda = -1.7225 min = 1.0000 max = 3.0000 alpha = -0.089807 lossBound = -0.000131 W1 = 0.082560 N1 = 0.073529 deltaLoss = -0.000207 increaseLambda: 0.891 0.002000 246: time = 0.891000 loss = 6.015902 testLoss 7.006651 'COND__rev lambda = -0.3174 alpha = -0.005392 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.406 0.002000 Updating 4 features NewtonStep: 0.497 0.004000 increaseLambda: 0.406 0.000000 Undoing: newLoss 6.035281655554843, oldLoss 6.035492229938279, deltaLossBound -2.1067165607489054E-4 Updating 7 features NewtonStep: 0.893 0.002000 increaseLambda: 0.406 0.000000 increaseLambda: 0.893 0.000000 Undoing contribution: was 0.009526335656915819 now 0.00952569976187253 247: time = 0.893000 loss = 6.015901 testLoss 7.006436 Search: 0.406 0.000000 CHLA_COND^2: lambda = 1.8318 min = 1.0000 max = 81.0000 alpha = -0.005187 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000001 increaseLambda: 0.498 0.001000 Undoing contribution: was 0.22174177815131418 now 0.22151829268405127 increaseLambda: 0.407 0.001000 121: time = 0.498000 loss = 6.099203 testLoss 7.071910 'PTL__rev lambda = -0.9938 alpha = 0.081733 lossBound = -0.000126 W1 = 0.145470 N1 = 0.122951 deltaLoss = -0.000223 Undoing contribution: was 0.05992260077320395 now 0.05971192911713093 Updating 7 features NewtonStep: 0.895 0.002000 97: time = 0.408000 loss = 6.035282 testLoss 7.000301 Updating 5 features NewtonStep: 1.048 0.005000 increaseLambda: 1.048 0.000000 Undoing contribution: was 0.012881529577670118 now 0.012880709026486673 increaseLambda: 0.895 0.000000 Undoing contribution: was 0.012355506122922851 now 0.012354927681722135 308: time = 1.048000 loss = 6.022219 testLoss 6.999685 CHLA_COND: lambda = 0.2639 min = 1.0000 max = 9.0000 248: time = 0.895000 loss = 6.015901 testLoss 7.006191 'TURB_COND__rev lambda = 0.1330 'COND__rev lambda = -0.3386 alpha = 0.003554 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000001 alpha = -0.005739 lossBound = -0.000000 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.5 0.002000 increaseLambda: 0.5 0.000000 alpha = -0.058588 lossBound = -0.000211 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000211 122: time = 0.500000 loss = 6.098999 testLoss 7.075786 CHLA_COND^2: lambda = 2.4263 min = 1.0000 max = 81.0000 alpha = 0.098496 lossBound = -0.000147 W1 = 0.069558 N1 = 0.079044 deltaLoss = -0.000205 Updating 6 features NewtonStep: 0.897 0.002000 increaseLambda: 0.897 0.000000 249: time = 0.897000 loss = 6.015900 testLoss 7.006477 'COND__rev lambda = -0.3218 alpha = -0.004423 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.411 0.003000 increaseLambda: 0.411 0.000000 Undoing: newLoss 6.061506092199255, oldLoss 6.035281558282206, deltaLossBound -1.3494775757901846E-4 increaseLambda: 0.411 0.000000 Updating 6 features NewtonStep: 0.503 0.003000 Search: 0.412 0.001000 increaseLambda: 0.412 0.000000 Updating 7 features increaseLambda: 0.503 0.000000 Undoing contribution: was 0.007610242155191895 now 0.007348225409115163 98: time = 0.412000 loss = 6.034789 testLoss 6.998932 'TURB__rev lambda = -0.1571 alpha = -0.157146 lossBound = -0.000135 W1 = 0.771133 N1 = 0.749584 deltaLoss = -0.000492 123: time = 0.503000 loss = 6.098737 testLoss 7.070251 'COND__rev lambda = -0.3825 alpha = 0.076814 lossBound = -0.000098 W1 = 0.626318 N1 = 0.597545 deltaLoss = -0.000262 Updating 6 features NewtonStep: 1.053 0.005000 increaseLambda: 1.053 0.000000 Updating 3 features NewtonStep: 0.413 0.001000 309: time = 1.053000 loss = 6.022219 testLoss 6.999922 CHLA_COND^2: lambda = 2.1105 min = 1.0000 max = 81.0000 alpha = 0.005735 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 increaseLambda: 0.414 0.001000 Updating 6 features 99: time = 0.414000 loss = 6.034240 testLoss 7.024526 TURB_COND: lambda = -1.8660 min = 1.0000 max = 3.0000 alpha = -0.143441 lossBound = -0.000349 W1 = 0.082748 N1 = 0.073529 deltaLoss = -0.000550 NewtonStep: 0.505 0.002000 NewtonStep: 0.899 0.002000 increaseLambda: 0.505 0.000000 Undoing: newLoss 6.122950039838059, oldLoss 6.098736819452747, deltaLossBound -8.398277491249281E-5 increaseLambda: 0.901 0.002000 Undoing contribution: was 0.012354927681722135 now 0.012354253852814797 250: time = 0.901000 loss = 6.015899 testLoss 7.006213 'COND__rev lambda = -0.3348 alpha = 0.003836 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000001 increaseLambda: 0.506 0.001000 Search: 0.506 0.000000 Updating 6 features NewtonStep: 0.415 0.001000 increaseLambda: 0.506 0.000000 124: time = 0.506000 loss = 6.098448 testLoss 7.069272 'TURB__rev lambda = -0.1239 alpha = -0.123875 lossBound = -0.000084 W1 = 0.770995 N1 = 0.749584 deltaLoss = -0.000289 increaseLambda: 0.416 0.001000 Undoing: newLoss 6.0340537465310735, oldLoss 6.034239844700685, deltaLossBound -1.8617375495120483E-4 Updating 6 features increaseLambda: 0.416 0.000000 NewtonStep: 0.903 0.002000 Search: 0.416 0.000000 increaseLambda: 0.903 0.000000 251: time = 0.903000 loss = 6.015899 testLoss 7.006175 'PTL__rev lambda = -0.0640 alpha = -0.003589 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.417 0.001000 Undoing contribution: was 0.05971192911713093 now 0.0595257553621807 100: time = 0.417000 loss = 6.034054 testLoss 7.011311 'TURB_COND__rev lambda = 0.0779 alpha = -0.055053 lossBound = -0.000186 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000186 Updating 6 features NewtonStep: 1.057 0.004000 increaseLambda: 1.057 0.000000 Undoing contribution: was 0.012880709026486673 now 0.012879982802330306 310: time = 1.057000 loss = 6.022218 testLoss 6.999796 CHLA_COND: lambda = 0.2585 min = 1.0000 max = 9.0000 alpha = -0.005399 lossBound = -0.000000 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 Updating 7 features NewtonStep: 0.508 0.002000 increaseLambda: 0.509 0.001000 Updating 8 features NewtonStep: 0.905 0.002000 Updating 6 features NewtonStep: 0.418 0.001000 125: time = 0.509000 loss = 6.098311 testLoss 7.082841 TURB_COND: lambda = -2.2657 min = 1.0000 max = 3.0000 alpha = -0.075201 lossBound = -0.000083 W1 = 0.082517 N1 = 0.073529 deltaLoss = -0.000137 increaseLambda: 0.906 0.001000 increaseLambda: 0.419 0.001000 Undoing contribution: was 0.028735638335260615 now 0.028319539527240655 252: time = 0.906000 loss = 6.015898 testLoss 7.006421 'COND__rev lambda = -0.3257 alpha = -0.003808 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 101: time = 0.419000 loss = 6.033638 testLoss 7.010998 'TURB__rev lambda = -0.2164 alpha = 0.105810 lossBound = -0.000213 W1 = 0.187680 N1 = 0.164242 deltaLoss = -0.000416 Updating 4 features NewtonStep: 1.06 0.003000 Updating 5 features NewtonStep: 0.907 0.001000 Updating 7 features NewtonStep: 0.42 0.001000 Updating 8 features NewtonStep: 0.511 0.002000 increaseLambda: 1.06 0.000000 increaseLambda: 0.908 0.001000 Undoing contribution: was 0.012354253852814797 now 0.01235362058520489 increaseLambda: 0.421 0.001000 Undoing: newLoss 6.033783483391475, oldLoss 6.033637572137715, deltaLossBound -1.479037288889293E-4 311: time = 1.061000 loss = 6.022217 testLoss 7.000019 CHLA_COND^2: lambda = 2.1159 min = 1.0000 max = 81.0000 253: time = 0.908000 loss = 6.015898 testLoss 7.006165 alpha = 0.005395 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000001 'COND__rev lambda = -0.3311 alpha = 0.003719 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000001 increaseLambda: 0.512 0.001000 Undoing contribution: was 0.0013791448622968603 now 0.001107233016381953 increaseLambda: 0.421 0.000000 126: time = 0.512000 loss = 6.098039 testLoss 7.083435 'DOC__rev lambda = -0.2740 alpha = 0.100463 lossBound = -0.000084 W1 = 0.232421 N1 = 0.211964 deltaLoss = -0.000272 Search: 0.421 0.000000 increaseLambda: 0.421 0.000000 102: time = 0.421000 loss = 6.033316 testLoss 7.009695 ANC^2: lambda = -0.7821 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.782055 lossBound = -0.000148 W1 = 0.001776 N1 = 0.000695 deltaLoss = -0.000322 Updating 7 features NewtonStep: 0.909 0.001000 increaseLambda: 0.91 0.001000 254: time = 0.910000 loss = 6.015897 testLoss 7.006432 'COND__rev lambda = -0.3298 alpha = -0.004132 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 7 features NewtonStep: 0.423 0.002000 Updating 7 features NewtonStep: 0.514 0.002000 increaseLambda: 0.423 0.000000 Undoing contribution: was 0.004693527217060083 now 0.00449742057575288 103: time = 0.423000 loss = 6.033120 testLoss 7.008099 'ANC__rev lambda = -0.4382 alpha = 0.149011 lossBound = -0.000092 W1 = 0.043148 N1 = 0.028343 deltaLoss = -0.000196 increaseLambda: 0.514 0.000000 Undoing contribution: was 0.010634118845640472 now 0.010333670098939152 127: time = 0.514000 loss = 6.097739 testLoss 7.058425 NTL_COND^2: lambda = -0.9134 min = 1.0000 max = 9.0000 alpha = 0.122161 lossBound = -0.000114 W1 = 0.128714 N1 = 0.121324 deltaLoss = -0.000300 Updating 3 features Updating 5 features Updating 6 features NewtonStep: 0.425 0.002000 NewtonStep: 1.065 0.004000 increaseLambda: 0.425 0.000000 increaseLambda: 1.065 0.000000 NewtonStep: 0.912 0.002000 312: time = 1.065000 loss = 6.022217 testLoss 6.999611 'CHLA__rev lambda = -0.0584 alpha = -0.003385 lossBound = -0.000000 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000001 Updating 7 features NewtonStep: 0.516 0.002000 increaseLambda: 0.913 0.001000 Undoing contribution: was 0.01235362058520489 now 0.012353032238811065 255: time = 0.913000 loss = 6.015897 testLoss 7.006185 'COND__rev lambda = -0.3275 alpha = 0.003584 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000001 increaseLambda: 0.517 0.001000 Undoing: newLoss 6.097520852177958, oldLoss 6.097739019172833, deltaLossBound -2.1942108942221076E-4 increaseLambda: 0.517 0.000000 Search: 0.517 0.000000 increaseLambda: 0.518 0.001000 128: time = 0.518000 loss = 6.097520 testLoss 7.085587 'NTL_COND lambda = -1.3633 alpha = -0.169272 lossBound = -0.000219 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000219 Updating 4 features NewtonStep: 1.067 0.002000 Updating 6 features increaseLambda: 1.067 0.000000 Undoing contribution: was 0.0029244890394690168 now 0.00292181206173531 NewtonStep: 0.914 0.001000 313: time = 1.067000 loss = 6.022214 testLoss 6.999596 PTL: lambda = 3.6919 min = 1.0000 max = 4,865.0000 alpha = -0.043413 lossBound = -0.000000 W1 = 0.019302 N1 = 0.021255 deltaLoss = -0.000003 increaseLambda: 0.914 0.000000 256: time = 0.914000 loss = 6.015896 testLoss 7.006443 'COND__rev lambda = -0.3338 alpha = -0.003981 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 104: time = 0.425000 loss = 6.032965 testLoss 7.001344 'CHLA__rev lambda = -0.2798 alpha = -0.054805 lossBound = -0.000104 W1 = 0.179203 N1 = 0.152846 deltaLoss = -0.000154 Updating 7 features NewtonStep: 0.519 0.001000 increaseLambda: 0.52 0.001000 Undoing contribution: was 0.0014299928336609278 now 0.0013087953917900372 129: time = 0.520000 loss = 6.097398 testLoss 7.086471 DOC^2: lambda = -1.3878 min = 0.1156 max = 84,430.9249 alpha = 1.109960 lossBound = -0.000087 W1 = 0.001723 N1 = 0.000369 deltaLoss = -0.000121 Updating 5 features NewtonStep: 1.069 0.002000 increaseLambda: 1.069 0.000000 Updating 7 features NewtonStep: 0.429 0.004000 314: time = 1.069000 loss = 6.022208 testLoss 6.999513 CHLA: lambda = 0.3502 min = 0.0000 max = 871.2000 alpha = 0.100054 lossBound = -0.000000 W1 = 0.030404 N1 = 0.031710 deltaLoss = -0.000006 increaseLambda: 0.429 0.000000 105: time = 0.430000 loss = 6.032864 testLoss 7.012857 TURB_COND: lambda = -1.9297 min = 1.0000 max = 3.0000 alpha = -0.063719 lossBound = -0.000063 W1 = 0.082500 N1 = 0.073529 deltaLoss = -0.000101 Updating 7 features NewtonStep: 0.522 0.002000 Updating 5 features NewtonStep: 1.071 0.002000 increaseLambda: 0.522 0.000000 130: time = 0.522000 loss = 6.097226 testLoss 7.078962 COND: lambda = -2.1379 min = 4.0000 max = 50,590.0000 alpha = -2.137909 lossBound = -0.000070 W1 = 0.008800 N1 = 0.008479 deltaLoss = -0.000172 Updating 5 features NewtonStep: 0.431 0.001000 increaseLambda: 0.431 0.000000 Undoing: newLoss 6.03268959626399, oldLoss 6.032864330014606, deltaLossBound -1.748002206203936E-4 increaseLambda: 0.432 0.001000 Search: 0.432 0.000000 increaseLambda: 0.432 0.000000 Undoing contribution: was 0.0595257553621807 now 0.05935095514155904 106: time = 0.432000 loss = 6.032690 testLoss 7.000060 'TURB_COND__rev lambda = 0.0246 alpha = -0.053334 lossBound = -0.000175 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000175 Updating 7 features NewtonStep: 0.524 0.002000 increaseLambda: 0.524 0.000000 Undoing: newLoss 6.120186375940324, oldLoss 6.097225965991134, deltaLossBound -1.881958295724916E-4 increaseLambda: 0.525 0.001000 Updating 7 features NewtonStep: 0.434 0.002000 Search: 0.525 0.000000 increaseLambda: 0.434 0.000000 Undoing contribution: was 8.296409960129782E-4 now 5.078079066452492E-4 increaseLambda: 0.525 0.000000 increaseLambda: 1.074 0.003000 Undoing contribution: was 1.0037148335029968E-4 now 9.696725913666739E-5 131: time = 0.525000 loss = 6.096677 testLoss 7.089453 315: time = 1.074000 loss = 6.022205 testLoss 7.000082 'COND__rev lambda = -0.1704 'CHLA__rev lambda = -0.0796 alpha = -0.170418 lossBound = -0.000188 W1 = 0.701048 N1 = 0.677996 deltaLoss = -0.000549 alpha = 0.007344 lossBound = -0.000002 W1 = 0.310089 N1 = 0.279805 deltaLoss = -0.000003 Updating 2 features NewtonStep: 0.922 0.008000 increaseLambda: 0.923 0.001000 Undoing contribution: was 0.012353032238811065 now 0.01235248581088327 257: time = 0.923000 loss = 6.015895 testLoss 7.006205 'COND__rev lambda = -0.3241 alpha = 0.003454 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.076 0.002000 Updating 6 features NewtonStep: 0.527 0.002000 increaseLambda: 1.076 0.000000 Undoing contribution: was 0.012879982802330306 now 0.01287869488520003 316: time = 1.076000 loss = 6.022203 testLoss 6.999914 CHLA_COND: lambda = 0.2513 min = 1.0000 max = 9.0000 alpha = -0.007189 lossBound = -0.000001 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 increaseLambda: 0.527 0.000000 132: time = 0.527000 loss = 6.095828 testLoss 7.088978 PTL: lambda = 3.6399 min = 1.0000 max = 4,865.0000 alpha = 1.350368 lossBound = -0.000100 W1 = 0.020350 N1 = 0.021255 deltaLoss = -0.000849 Updating 4 features NewtonStep: 0.924 0.001000 increaseLambda: 0.925 0.001000 258: time = 0.925000 loss = 6.015895 testLoss 7.006453 'COND__rev lambda = -0.3376 alpha = -0.003837 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 7 features NewtonStep: 1.078 0.002000 increaseLambda: 1.078 0.000000 Undoing contribution: was 0.0010197128042716882 now 0.00101752117484708 Updating 6 features 107: time = 0.434000 loss = 6.032368 testLoss 7.002664 COND^2: lambda = -1.7353 min = 16.0000 max = 2,559,348,100.0000 alpha = 2.730236 lossBound = -0.000134 W1 = 0.001520 N1 = 0.000135 deltaLoss = -0.000322 NewtonStep: 0.529 0.002000 317: time = 1.078000 loss = 6.022201 testLoss 7.000026 ANC^2: lambda = -5.4013 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.091086 lossBound = -0.000001 W1 = 0.001696 N1 = 0.000695 deltaLoss = -0.000002 increaseLambda: 0.53 0.001000 Undoing contribution: was 0.012144070855575388 now 0.011645841839062636 133: time = 0.530000 loss = 6.095330 testLoss 7.092258 'PTL__rev lambda = -1.1329 alpha = 0.094442 lossBound = -0.000244 W1 = 0.363589 N1 = 0.334334 deltaLoss = -0.000498 Updating 6 features NewtonStep: 0.44 0.006000 increaseLambda: 0.44 0.000000 108: time = 0.440000 loss = 6.032107 testLoss 7.001569 ANC^2: lambda = -1.4466 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.664506 lossBound = -0.000113 W1 = 0.001826 N1 = 0.000695 deltaLoss = -0.000261 Updating 7 features NewtonStep: 1.081 0.003000 Updating 5 features NewtonStep: 0.532 0.002000 increaseLambda: 1.081 0.000000 318: time = 1.081000 loss = 6.022200 testLoss 7.000302 CHLA_COND^2: lambda = 2.1226 min = 1.0000 max = 81.0000 alpha = 0.006690 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 increaseLambda: 0.532 0.000000 Undoing contribution: was 0.007348225409115163 now 0.007069400865781329 134: time = 0.532000 loss = 6.095051 testLoss 7.086556 'COND__rev lambda = -0.3035 alpha = 0.079009 lossBound = -0.000104 W1 = 0.626313 N1 = 0.597545 deltaLoss = -0.000279 Updating 5 features NewtonStep: 0.442 0.002000 increaseLambda: 0.442 0.000000 109: time = 0.442000 loss = 6.031958 testLoss 7.015478 TURB_COND: lambda = -2.0068 min = 1.0000 max = 3.0000 alpha = -0.077124 lossBound = -0.000093 W1 = 0.082526 N1 = 0.073529 deltaLoss = -0.000148 Updating 6 features NewtonStep: 1.083 0.002000 increaseLambda: 1.083 0.000000 Undoing: newLoss 6.022199593864922, oldLoss 6.02220015418276, deltaLossBound -5.603279253519201E-7 increaseLambda: 1.083 0.000000 Updating 5 features Reducing newton stepsize from -0.04817001211402024 to -0.024608085488425906 NewtonStep: 0.444 0.002000 Updating 2 features Search: 1.084 0.001000 NewtonStep: 0.931 0.006000 increaseLambda: 0.444 0.000000 Undoing: newLoss 6.031852117008899, oldLoss 6.031958098135033, deltaLossBound -1.0598112613370071E-4 increaseLambda: 1.084 0.000000 increaseLambda: 0.931 0.000000 Undoing contribution: was 0.01235248581088327 now 0.012351978313315744 319: time = 1.084000 loss = 6.022200 testLoss 7.001722 'NTL_COND lambda = -1.2581 259: time = 0.931000 loss = 6.015894 testLoss 7.006224 alpha = -0.008782 lossBound = -0.000001 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000001 'COND__rev lambda = -0.3207 alpha = 0.003329 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000001 increaseLambda: 0.444 0.000000 Search: 0.444 0.000000 increaseLambda: 0.445 0.001000 Undoing contribution: was 0.05935095514155904 now 0.05924497401542535 110: time = 0.445000 loss = 6.031852 testLoss 7.009548 'TURB_COND__rev lambda = 0.0000 alpha = -0.024608 lossBound = -0.000106 W1 = 0.857119 N1 = 0.882353 deltaLoss = -0.000106 Updating 5 features NewtonStep: 0.932 0.001000 Updating 8 features NewtonStep: 1.086 0.002000 increaseLambda: 0.933 0.001000 increaseLambda: 1.086 0.000000 Undoing contribution: was 0.04335875926434837 now 0.04335799071774957 320: time = 1.086000 loss = 6.022199 testLoss 7.000688 TURB_COND: lambda = -2.2064 min = 1.0000 max = 3.0000 alpha = 0.005674 lossBound = -0.000000 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.446 0.001000 increaseLambda: 0.447 0.001000 111: time = 0.447000 loss = 6.031620 testLoss 7.008762 'TURB__rev lambda = -0.2564 alpha = -0.099268 lossBound = -0.000065 W1 = 0.771695 N1 = 0.749584 deltaLoss = -0.000232 Updating 5 features NewtonStep: 0.448 0.001000 increaseLambda: 0.449 0.001000 Undoing contribution: was 0.19305763980127857 now 0.19286781527969535 112: time = 0.449000 loss = 6.031430 testLoss 7.009459 'PTL__rev lambda = -1.0935 alpha = 0.075129 lossBound = -0.000107 W1 = 0.145455 N1 = 0.122951 deltaLoss = -0.000190 Updating 8 features NewtonStep: 1.09 0.004000 increaseLambda: 1.09 0.000000 Undoing contribution: was 0.01287869488520003 now 0.012877787526127707 321: time = 1.090000 loss = 6.022198 testLoss 7.000547 CHLA_COND: lambda = 0.2453 min = 1.0000 max = 9.0000 alpha = -0.006036 lossBound = -0.000000 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 Updating 7 features NewtonStep: 0.45 0.001000 increaseLambda: 0.451 0.001000 113: time = 0.451000 loss = 6.031310 testLoss 7.012521 CHLA_COND^2: lambda = 0.3381 min = 1.0000 max = 81.0000 alpha = 0.076814 lossBound = -0.000082 W1 = 0.069479 N1 = 0.079044 deltaLoss = -0.000120 Updating 8 features NewtonStep: 1.092 0.002000 increaseLambda: 1.092 0.000000 322: time = 1.092000 loss = 6.022197 testLoss 7.000806 CHLA_COND^2: lambda = 2.1289 min = 1.0000 max = 81.0000 alpha = 0.006287 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 Updating 7 features NewtonStep: 0.452 0.001000 increaseLambda: 0.453 0.001000 114: time = 0.453000 loss = 6.031217 testLoss 7.007292 'CHLA__rev lambda = -0.3224 alpha = -0.042643 lossBound = -0.000063 W1 = 0.179175 N1 = 0.152846 deltaLoss = -0.000093 Updating 8 features NewtonStep: 1.094 0.002000 increaseLambda: 1.094 0.000000 260: time = 0.933000 loss = 6.015894 testLoss 7.006463 Undoing contribution: was 0.012877787526127707 now 0.012876915246753643 323: time = 1.094000 loss = 6.022196 testLoss 7.000669 CHLA_COND: lambda = 0.2394 min = 1.0000 max = 9.0000 'COND__rev lambda = -0.3413 alpha = -0.005917 lossBound = -0.000000 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 alpha = -0.003697 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000000 Updating 6 features NewtonStep: 0.454 0.001000 increaseLambda: 0.455 0.001000 115: time = 0.455000 loss = 6.031100 testLoss 7.019664 TURB_COND: lambda = -2.0753 min = 1.0000 max = 3.0000 alpha = -0.068516 lossBound = -0.000073 W1 = 0.082509 N1 = 0.073529 deltaLoss = -0.000117 Updating 7 features NewtonStep: 1.096 0.002000 increaseLambda: 1.096 0.000000 Updating 7 features NewtonStep: 0.456 0.001000 324: time = 1.096000 loss = 6.022195 testLoss 7.000913 CHLA_COND^2: lambda = 2.1348 min = 1.0000 max = 81.0000 alpha = 0.005913 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 increaseLambda: 0.457 0.001000 116: time = 0.457000 loss = 6.028653 testLoss 7.020826 DOC: lambda = -5.6259 min = 0.3400 max = 290.5700 alpha = -5.625935 lossBound = -0.000053 W1 = 0.017674 N1 = 0.016866 deltaLoss = -0.002447 Updating 7 features Updating 5 features NewtonStep: 1.098 0.002000 NewtonStep: 0.458 0.001000 increaseLambda: 0.459 0.001000 Undoing contribution: was 0.0174498199483551 now 0.016138252924611303 increaseLambda: 1.099 0.001000 117: time = 0.459000 loss = 6.027341 testLoss 7.013662 Updating 3 features NewtonStep: 0.946 0.013000 'DOC__rev lambda = 0.2260 alpha = -0.278038 lossBound = -0.000199 W1 = 0.617589 N1 = 0.632645 deltaLoss = -0.001312 325: time = 1.099000 loss = 6.022195 testLoss 7.000430 'CHLA__rev lambda = -0.0624 alpha = -0.004003 lossBound = -0.000001 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000001 increaseLambda: 0.946 0.000000 Undoing contribution: was 0.012351978313315744 now 0.012351506971165545 261: time = 0.946000 loss = 6.015893 testLoss 7.006242 'COND__rev lambda = -0.3175 alpha = 0.003208 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 Updating 6 features Updating 7 features NewtonStep: 1.1 0.001000 increaseLambda: 0.461 0.002000 Undoing contribution: was 0.16854587913782026 now 0.16853986551912659 Updating 4 features NewtonStep: 0.948 0.002000 118: time = 0.461000 loss = 6.027335 testLoss 7.013798 (LAKE_ORIGIN=1.0) lambda = 0.9718 alpha = -0.011548 lossBound = -0.000006 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000006 increaseLambda: 1.101 0.001000 Undoing contribution: was 0.00292181206173531 now 0.002919934207541389 326: time = 1.101000 loss = 6.022193 testLoss 7.000418 PTL: lambda = 3.6556 min = 1.0000 max = 4,865.0000 alpha = -0.036368 lossBound = -0.000000 W1 = 0.019302 N1 = 0.021255 deltaLoss = -0.000002 increaseLambda: 0.948 0.000000 262: time = 0.948000 loss = 6.015893 testLoss 7.006473 'COND__rev lambda = -0.3449 alpha = -0.003563 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000000 Updating 4 features NewtonStep: 0.462 0.001000 Updating 7 features NewtonStep: 1.102 0.001000 increaseLambda: 0.462 0.000000 Undoing: newLoss 6.027253076232806, oldLoss 6.027335185783252, deltaLossBound -8.236491717630748E-5 Updating 3 features NewtonStep: 0.95 0.002000 increaseLambda: 1.103 0.001000 Undoing contribution: was 0.00101752117484708 now 0.0010162123045087453 327: time = 1.103000 loss = 6.022191 testLoss 7.000504 ANC^2: lambda = -5.3315 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.069857 lossBound = -0.000000 W1 = 0.001695 N1 = 0.000695 deltaLoss = -0.000001 increaseLambda: 0.463 0.001000 increaseLambda: 0.95 0.000000 Undoing contribution: was 0.012351506971165545 now 0.012351069207406081 263: time = 0.950000 loss = 6.015893 testLoss 7.006260 'COND__rev lambda = -0.3144 alpha = 0.003091 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 Search: 0.463 0.000000 increaseLambda: 0.463 0.000000 Undoing contribution: was 0.13639136753032613 now 0.13630900261314885 119: time = 0.463000 loss = 6.027253 testLoss 6.996165 'NTL_COND lambda = -1.5566 alpha = 0.108497 lossBound = -0.000082 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000082 Updating 28 features Newton: returning 0.16337629587446206 Updating 9 features Updating 7 features NewtonStep: 1.105 0.002000 Loss was 6.0272528208660745, now 6.026902288149785, delta -0.000351 parallelUpdate: 0.465 0.002000 increaseLambda: 1.105 0.000000 Undoing contribution: was 0.00793427187615011 now 0.007933792177235742 328: time = 1.105000 loss = 6.022191 testLoss 6.999523 NTL_COND^2: lambda = -1.2104 min = 1.0000 max = 9.0000 alpha = 0.004847 lossBound = -0.000000 W1 = 0.128609 N1 = 0.121324 deltaLoss = -0.000000 Updating 5 features increaseLambda: 0.953 0.003000 Undoing contribution: was 0.06914318865023006 now 0.06914301787154731 264: time = 0.953000 loss = 6.015892 testLoss 7.006285 (URBAN=1.0) lambda = 0.4685 alpha = -0.001191 lossBound = -0.000000 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000000 Updating 8 features NewtonStep: 0.466 0.001000 increaseLambda: 0.466 0.000000 Undoing contribution: was 0.001789370113671647 now 0.001234249901668323 121: time = 0.466000 loss = 6.026347 testLoss 6.980065 TURB_COND^2: lambda = -0.0261 min = 1.0000 max = 9.0000 alpha = 0.183236 lossBound = -0.000322 W1 = 0.070973 N1 = 0.062500 deltaLoss = -0.000555 Updating 6 features Updating 7 features NewtonStep: 0.558 0.026000 NewtonStep: 1.107 0.002000 increaseLambda: 1.107 0.000000 increaseLambda: 0.558 0.000000 Undoing contribution: was 0.0013920099583412929 now 0.0010391344590225651 329: time = 1.107000 loss = 6.022190 testLoss 6.999549 'NTL__rev lambda = 0.0615 alpha = 0.005177 lossBound = -0.000000 W1 = 0.339690 N1 = 0.361703 deltaLoss = -0.000001 135: time = 0.558000 loss = 6.094698 testLoss 7.084566 'NTL__rev lambda = 0.1189 alpha = -0.151397 lossBound = -0.000055 W1 = 0.708843 N1 = 0.723652 deltaLoss = -0.000353 Updating 32 features Updating 5 features NewtonStep: 0.954 0.001000 Newton: returning 2.1789867985151625 Updating 7 features increaseLambda: 0.955 0.001000 265: time = 0.955000 loss = 6.015892 testLoss 7.006488 'COND__rev lambda = -0.3480 alpha = -0.003145 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000000 Updating 9 features NewtonStep: 0.468 0.002000 increaseLambda: 0.468 0.000000 Undoing: newLoss 6.026222002388396, oldLoss 6.026347167937781, deltaLossBound -1.2516783301055488E-4 Loss was 6.022189938363344, now 6.022154436453296, delta -0.000036 parallelUpdate: 1.108 0.001000 increaseLambda: 0.469 0.001000 Updating 8 features NewtonStep: 0.56 0.002000 Updating 3 features increaseLambda: 0.56 0.000000 NewtonStep: 0.957 0.002000 136: time = 0.561000 loss = 6.094340 testLoss 7.081357 ANC^2: lambda = -2.2725 min = 0.2500 max = 8,396,588,362.4100 alpha = -2.272510 lossBound = -0.000279 W1 = 0.001239 N1 = 0.000695 deltaLoss = -0.000358 increaseLambda: 0.957 0.000000 Undoing contribution: was 0.012351069207406081 now 0.012350661831714679 266: time = 0.957000 loss = 6.015892 testLoss 7.006283 'COND__rev lambda = -0.3114 alpha = 0.002982 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.11 0.002000 increaseLambda: 1.11 0.000000 331: time = 1.110000 loss = 6.022151 testLoss 6.995306 CHLA_COND^2: lambda = 2.2583 min = 1.0000 max = 81.0000 alpha = 0.012113 lossBound = -0.000002 W1 = 0.069374 N1 = 0.079044 deltaLoss = -0.000003 Search: 0.471 0.002000 Updating 5 features NewtonStep: 0.959 0.002000 increaseLambda: 0.472 0.001000 Updating 6 features NewtonStep: 1.112 0.002000 122: time = 0.472000 loss = 6.026222 testLoss 6.988259 'PTL_COND__rev lambda = 0.1980 alpha = 0.032831 lossBound = -0.000125 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000125 increaseLambda: 0.959 0.000000 Updating 6 features Reducing newton stepsize from 4.819383144372839 to 1.3877598749751565 NewtonStep: 0.563 0.002000 267: time = 0.959000 loss = 6.015891 testLoss 7.006498 'COND__rev lambda = -0.3513 alpha = -0.003312 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000000 increaseLambda: 1.112 0.000000 Undoing contribution: was 1.0062027506616503E-4 now 9.851426285531987E-5 332: time = 1.112000 loss = 6.022149 testLoss 6.993786 PTL_COND: lambda = -0.1570 min = 1.0000 max = 3.0000 alpha = 0.006067 lossBound = -0.000001 W1 = 0.235003 N1 = 0.220588 deltaLoss = -0.000002 increaseLambda: 0.563 0.000000 Undoing contribution: was 0.0013087953917900372 now 6.100074813252996E-4 137: time = 0.563000 loss = 6.093641 testLoss 7.081914 DOC^2: lambda = 0.0000 min = 0.1156 max = 84,430.9249 alpha = 1.387760 lossBound = -0.000242 W1 = 0.001112 N1 = 0.000369 deltaLoss = -0.000699 Updating 3 features NewtonStep: 0.961 0.002000 Updating 6 features NewtonStep: 1.114 0.002000 increaseLambda: 0.961 0.000000 Undoing: newLoss 6.0158910966056816, oldLoss 6.015891250864591, deltaLossBound -1.54259677455678E-7 increaseLambda: 1.114 0.000000 333: time = 1.114000 loss = 6.022144 testLoss 6.996939 NTL_COND^2: lambda = -1.1903 min = 1.0000 max = 9.0000 alpha = -0.015616 lossBound = -0.000002 W1 = 0.128611 N1 = 0.121324 deltaLoss = -0.000005 increaseLambda: 0.961 0.000000 Updating 6 features NewtonStep: 0.565 0.002000 Search: 0.962 0.001000 Updating 8 features NewtonStep: 0.475 0.003000 increaseLambda: 0.566 0.001000 Undoing contribution: was 0.001107233016381953 now 9.235454735718905E-4 increaseLambda: 0.962 0.000000 268: time = 0.962000 loss = 6.015891 testLoss 7.007243 138: time = 0.566000 loss = 6.093457 testLoss 7.082437 'NTL_COND lambda = -1.3944 alpha = -0.004611 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 increaseLambda: 0.475 0.000000 Undoing: newLoss 6.040909535466725, oldLoss 6.026222000104773, deltaLossBound -5.546918373053138E-5 'DOC__rev lambda = -0.1920 alpha = 0.082025 lossBound = -0.000057 W1 = 0.232407 N1 = 0.211964 deltaLoss = -0.000184 Updating 6 features increaseLambda: 0.476 0.001000 NewtonStep: 1.116 0.002000 Search: 0.476 0.000000 increaseLambda: 1.116 0.000000 334: time = 1.116000 loss = 6.022141 testLoss 6.997558 'ANC__rev lambda = -0.4175 alpha = -0.008896 lossBound = -0.000001 W1 = 0.502157 N1 = 0.473488 deltaLoss = -0.000003 increaseLambda: 0.476 0.000000 123: time = 0.476000 loss = 6.026108 testLoss 6.986368 'PTL__rev lambda = -0.0439 alpha = -0.043853 lossBound = -0.000055 W1 = 0.359733 N1 = 0.330426 deltaLoss = -0.000114 Updating 4 features NewtonStep: 0.964 0.002000 increaseLambda: 0.964 0.000000 269: time = 0.964000 loss = 6.015888 testLoss 7.007184 CHLA: lambda = 0.9010 min = 0.0000 max = 871.2000 alpha = 0.072933 lossBound = -0.000000 W1 = 0.030404 N1 = 0.031710 deltaLoss = -0.000003 Updating 30 features Newton: returning 0.7682676504126498 Updating 3 features Updating 6 features NewtonStep: 0.569 0.003000 Updating 7 features NewtonStep: 1.118 0.002000 increaseLambda: 1.118 0.000000 Loss was 6.015887905738539, now 6.015881066552639, delta -0.000007 parallelUpdate: 0.965 0.001000 335: time = 1.118000 loss = 6.022140 testLoss 6.997027 'CHLA__rev lambda = -0.0833 alpha = -0.004404 lossBound = -0.000001 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000001 increaseLambda: 0.569 0.000000 139: time = 0.569000 loss = 6.093348 testLoss 7.086608 'NTL__rev lambda = -0.8111 alpha = -0.143948 lossBound = -0.000046 W1 = 0.023658 N1 = 0.011802 deltaLoss = -0.000110 Updating 8 features NewtonStep: 0.48 0.004000 Updating 3 features NewtonStep: 0.967 0.002000 Updating 6 features NewtonStep: 1.12 0.002000 increaseLambda: 0.48 0.000000 Undoing contribution: was 9.832145924464227E-4 now 7.957400289419921E-4 124: time = 0.480000 loss = 6.025920 testLoss 6.990704 'CHLA__rev lambda = -0.1474 alpha = 0.054753 lossBound = -0.000114 W1 = 0.299909 N1 = 0.269770 deltaLoss = -0.000187 increaseLambda: 0.967 0.000000 Undoing contribution: was 4.195232975960129E-4 now 4.146248686233468E-4 increaseLambda: 1.12 0.000000 271: time = 0.967000 loss = 6.015876 testLoss 7.008755 'CHLA__rev lambda = -0.0555 alpha = 0.008810 lossBound = -0.000003 W1 = 0.311248 N1 = 0.280945 deltaLoss = -0.000005 336: time = 1.120000 loss = 6.022138 testLoss 6.998553 TURB_COND: lambda = -2.2023 min = 1.0000 max = 3.0000 alpha = -0.008383 lossBound = -0.000001 W1 = 0.082444 N1 = 0.073529 deltaLoss = -0.000002 Updating 6 features Reducing newton stepsize from 3.31208713267217 to 1.0640281068014898 NewtonStep: 0.572 0.003000 increaseLambda: 0.572 0.000000 Undoing contribution: was 0.0 now 0.0 140: time = 0.572000 loss = 6.092884 testLoss 7.087284 COND^2: lambda = 0.0000 min = 16.0000 max = 2,559,348,100.0000 alpha = 1.064028 lossBound = -0.000191 W1 = 0.000816 N1 = 0.000135 deltaLoss = -0.000464 Updating 3 features Updating 7 features NewtonStep: 0.969 0.002000 NewtonStep: 1.122 0.002000 increaseLambda: 0.969 0.000000 Undoing: newLoss 6.0158756694445294, oldLoss 6.0158761681236665, deltaLossBound -4.986871341217111E-7 increaseLambda: 1.122 0.000000 Undoing contribution: was 9.851426285531987E-5 now 9.747042206285031E-5 Updating 8 features NewtonStep: 0.482 0.002000 337: time = 1.122000 loss = 6.022137 testLoss 6.997484 PTL_COND: lambda = -0.1527 min = 1.0000 max = 3.0000 alpha = 0.004270 lossBound = -0.000001 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000001 increaseLambda: 0.969 0.000000 increaseLambda: 0.483 0.001000 Undoing contribution: was 0.014232761953032963 now 0.01399631592451916 125: time = 0.483000 loss = 6.025684 testLoss 6.988189 Search: 0.97 0.001000 CHLA_COND: lambda = 1.6560 min = 1.0000 max = 9.0000 alpha = -0.098432 lossBound = -0.000115 W1 = 0.104185 N1 = 0.113971 deltaLoss = -0.000236 Updating 7 features NewtonStep: 0.574 0.002000 increaseLambda: 0.97 0.000000 272: time = 0.970000 loss = 6.015876 testLoss 7.010095 'NTL_COND lambda = -1.4041 alpha = -0.008285 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 increaseLambda: 0.574 0.000000 Undoing: newLoss 6.092844573138666, oldLoss 6.0928838247269335, deltaLossBound -3.929718106372704E-5 increaseLambda: 0.575 0.001000 Updating 7 features NewtonStep: 1.124 0.002000 Search: 0.575 0.000000 increaseLambda: 1.124 0.000000 Undoing: newLoss 6.022135628302475, oldLoss 6.0221368622454445, deltaLossBound -1.233943208608446E-6 increaseLambda: 0.575 0.000000 141: time = 0.575000 loss = 6.092845 testLoss 7.099018 'NTL_COND lambda = -1.4361 alpha = -0.072782 lossBound = -0.000039 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000039 increaseLambda: 1.124 0.000000 Updating 3 features NewtonStep: 0.972 0.002000 Search: 1.125 0.001000 increaseLambda: 1.125 0.000000 increaseLambda: 0.972 0.000000 Undoing contribution: was 0.0011857655945315558 now 0.0011847060449945589 338: time = 1.125000 loss = 6.022136 testLoss 6.998310 'PTL_COND__rev lambda = 0.3083 alpha = 0.003264 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 273: time = 0.972000 loss = 6.015875 testLoss 7.009642 'NTL__rev lambda = -0.6523 alpha = 0.015189 lossBound = -0.000000 W1 = 0.023604 N1 = 0.011802 deltaLoss = -0.000001 Updating 7 features NewtonStep: 0.578 0.003000 Updating 8 features NewtonStep: 0.487 0.004000 Updating 3 features Updating 5 features NewtonStep: 1.127 0.002000 NewtonStep: 0.974 0.002000 increaseLambda: 0.578 0.000000 Undoing contribution: was 0.06987343590188894 now 0.06981303031269342 increaseLambda: 0.487 0.000000 increaseLambda: 1.127 0.000000 Undoing contribution: was 9.747042206285031E-5 now 9.643894166930736E-5 142: time = 0.578000 loss = 6.092784 testLoss 7.099446 increaseLambda: 0.974 0.000000 Undoing contribution: was 0.003290362030352984 now 0.0032897377422553224 126: time = 0.487000 loss = 6.025575 testLoss 6.986302 'PTL__rev lambda = -0.0878 alpha = -0.043908 lossBound = -0.000053 W1 = 0.359588 N1 = 0.330426 deltaLoss = -0.000109 339: time = 1.127000 loss = 6.022135 testLoss 6.997246 PTL_COND: lambda = -0.1485 min = 1.0000 max = 3.0000 'TURB__rev lambda = -0.3995 274: time = 0.974000 loss = 6.015874 testLoss 7.009617 'NTL__rev lambda = 0.4414 alpha = 0.004243 lossBound = -0.000001 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000001 alpha = -0.004292 lossBound = -0.000000 W1 = 0.346797 N1 = 0.368874 deltaLoss = -0.000001 alpha = 0.042959 lossBound = -0.000032 W1 = 0.150255 N1 = 0.128983 deltaLoss = -0.000060 Updating 7 features NewtonStep: 1.129 0.002000 Updating 3 features NewtonStep: 0.976 0.002000 increaseLambda: 1.129 0.000000 Undoing: newLoss 6.022133732248558, oldLoss 6.022134596821842, deltaLossBound -8.64573401527171E-7 increaseLambda: 0.976 0.000000 Undoing contribution: was 0.012350661831714679 now 0.012349747982609845 increaseLambda: 1.129 0.000000 275: time = 0.976000 loss = 6.015873 testLoss 7.009310 'COND__rev lambda = -0.2761 alpha = 0.004463 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000001 Search: 1.13 0.001000 Updating 6 features NewtonStep: 0.581 0.003000 increaseLambda: 1.13 0.000000 340: time = 1.130000 loss = 6.022134 testLoss 6.997938 'PTL_COND__rev lambda = 0.3111 alpha = 0.002732 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 increaseLambda: 0.581 0.000000 Undoing contribution: was 0.0011332247502033915 now 0.0010846157557871145 143: time = 0.581000 loss = 6.092736 testLoss 7.100994 'ANC__rev lambda = 0.0941 alpha = -0.033004 lossBound = -0.000027 W1 = 0.196961 N1 = 0.222828 deltaLoss = -0.000049 Updating 6 features NewtonStep: 0.491 0.004000 increaseLambda: 0.491 0.000000 Undoing contribution: was 7.957400289419921E-4 now 7.089797731649624E-4 127: time = 0.491000 loss = 6.025488 testLoss 6.989292 'CHLA__rev lambda = -0.1102 alpha = 0.037241 lossBound = -0.000052 W1 = 0.299882 N1 = 0.269770 deltaLoss = -0.000087 Updating 3 features NewtonStep: 0.978 0.002000 increaseLambda: 0.978 0.000000 276: time = 0.978000 loss = 6.015873 testLoss 7.009903 PTL_COND: lambda = -0.0304 min = 1.0000 max = 3.0000 alpha = -0.002372 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.132 0.002000 increaseLambda: 1.132 0.000000 Undoing contribution: was 9.643894166930736E-5 now 9.571647137416265E-5 341: time = 1.132000 loss = 6.022133 testLoss 6.997049 PTL_COND: lambda = -0.1449 min = 1.0000 max = 3.0000 Updating 8 features alpha = 0.003550 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000001 NewtonStep: 0.583 0.002000 increaseLambda: 0.583 0.000000 Undoing contribution: was 0.012671983385065479 now 0.012599709444127695 Updating 6 features NewtonStep: 0.492 0.001000 144: time = 0.583000 loss = 6.092663 testLoss 7.100106 'ANC__rev lambda = -0.2609 alpha = 0.086825 lossBound = -0.000036 W1 = 0.043087 N1 = 0.028343 deltaLoss = -0.000072 increaseLambda: 0.493 0.001000 128: time = 0.493000 loss = 6.025427 testLoss 6.998291 TURB_COND: lambda = -2.2344 min = 1.0000 max = 3.0000 alpha = -0.049709 lossBound = -0.000038 W1 = 0.082478 N1 = 0.073529 deltaLoss = -0.000061 Updating 4 features NewtonStep: 0.98 0.002000 increaseLambda: 0.98 0.000000 Undoing contribution: was 0.0032897377422553224 now 0.0032894218123002365 277: time = 0.980000 loss = 6.015872 testLoss 7.009886 'NTL__rev lambda = 0.4384 alpha = -0.003054 lossBound = -0.000000 W1 = 0.346797 N1 = 0.368874 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.134 0.002000 increaseLambda: 1.134 0.000000 Undoing contribution: was 0.005381548394853754 now 0.005379446961239966 342: time = 1.134000 loss = 6.022131 testLoss 6.997097 'TURB__rev lambda = -0.9720 alpha = 0.008892 lossBound = -0.000001 W1 = 0.770440 N1 = 0.748154 deltaLoss = -0.000002 Updating 8 features NewtonStep: 0.585 0.002000 Updating 6 features NewtonStep: 0.494 0.001000 increaseLambda: 0.586 0.001000 increaseLambda: 0.495 0.001000 129: time = 0.495000 loss = 6.025117 testLoss 6.998151 145: time = 0.586000 loss = 6.092475 testLoss 7.100049 PTL: lambda = 2.2020 min = 1.0000 max = 4,865.0000 PTL: lambda = 4.1122 min = 1.0000 max = 4,865.0000 alpha = 0.614696 lossBound = -0.000039 W1 = 0.019597 N1 = 0.021255 deltaLoss = -0.000310 alpha = 0.472290 lossBound = -0.000021 W1 = 0.019439 N1 = 0.021255 deltaLoss = -0.000188 Updating 3 features NewtonStep: 0.982 0.002000 increaseLambda: 0.982 0.000000 Undoing contribution: was 0.18910808397032344 now 0.1891077622787212 278: time = 0.982000 loss = 6.015872 testLoss 7.009921 'PTL__rev lambda = -0.7033 alpha = 0.003060 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.135 0.001000 increaseLambda: 1.136 0.001000 343: time = 1.136000 loss = 6.022130 testLoss 6.997020 ANC^2: lambda = -5.0415 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.060357 lossBound = -0.000000 W1 = 0.001695 N1 = 0.000695 deltaLoss = -0.000001 Updating 7 features NewtonStep: 0.496 0.001000 Updating 10 features NewtonStep: 0.587 0.001000 increaseLambda: 0.496 0.000000 Undoing: newLoss 6.025047553365372, oldLoss 6.025117425474218, deltaLossBound -6.987283666124366E-5 Updating 3 features increaseLambda: 0.588 0.001000 NewtonStep: 0.984 0.002000 146: time = 0.588000 loss = 6.092401 testLoss 7.099470 ANC^2: lambda = -2.6744 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.401909 lossBound = -0.000030 W1 = 0.001737 N1 = 0.000695 deltaLoss = -0.000074 increaseLambda: 0.984 0.000000 279: time = 0.984000 loss = 6.015872 testLoss 7.009898 'PTL__rev lambda = -0.0705 alpha = -0.002193 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.137 0.001000 increaseLambda: 0.497 0.001000 increaseLambda: 1.138 0.001000 Undoing contribution: was 9.571647137416265E-5 now 9.497813585166385E-5 344: time = 1.138000 loss = 6.022129 testLoss 6.996121 PTL_COND: lambda = -0.1413 min = 1.0000 max = 3.0000 Search: 0.498 0.001000 alpha = 0.003589 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000001 increaseLambda: 0.498 0.000000 130: time = 0.498000 loss = 6.025048 testLoss 7.004299 'PTL_COND__rev lambda = 0.2225 alpha = 0.024539 lossBound = -0.000070 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000070 Updating 4 features NewtonStep: 0.986 0.002000 Updating 9 features NewtonStep: 0.59 0.002000 increaseLambda: 0.986 0.000000 Undoing contribution: was 0.00952569976187253 now 0.009525481162922034 280: time = 0.986000 loss = 6.015872 testLoss 7.009772 CHLA_COND^2: lambda = 1.8237 min = 1.0000 max = 81.0000 alpha = -0.003047 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 increaseLambda: 0.59 0.000000 147: time = 0.590000 loss = 6.092338 testLoss 7.108852 TURB_COND: lambda = -2.3175 min = 1.0000 max = 3.0000 alpha = -0.051822 lossBound = -0.000038 W1 = 0.082478 N1 = 0.073529 deltaLoss = -0.000064 Updating 6 features NewtonStep: 0.5 0.002000 increaseLambda: 0.5 0.000000 131: time = 0.500000 loss = 6.024922 testLoss 7.007415 CHLA_COND^2: lambda = 0.4341 min = 1.0000 max = 81.0000 alpha = 0.078214 lossBound = -0.000086 W1 = 0.069484 N1 = 0.079044 deltaLoss = -0.000125 Updating 4 features NewtonStep: 0.988 0.002000 Updating 7 features NewtonStep: 1.141 0.003000 increaseLambda: 0.988 0.000000 Undoing contribution: was 0.005859078420403862 now 0.005858768873460229 281: time = 0.988000 loss = 6.015871 testLoss 7.009791 'TURB__rev lambda = -1.0334 alpha = 0.003435 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000000 increaseLambda: 1.141 0.000000 Undoing: newLoss 6.022128438954419, oldLoss 6.022129096876272, deltaLossBound -6.579219195770332E-7 Updating 9 features NewtonStep: 0.592 0.002000 increaseLambda: 1.142 0.001000 increaseLambda: 0.593 0.001000 Undoing: newLoss 6.0923188288095815, oldLoss 6.092337695549557, deltaLossBound -1.9106779119375668E-5 Search: 1.142 0.000000 increaseLambda: 0.593 0.000000 increaseLambda: 1.142 0.000000 Updating 7 features 345: time = 1.142000 loss = 6.022128 testLoss 6.996725 'PTL_COND__rev lambda = 0.3135 Search: 0.593 0.000000 alpha = 0.002383 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 NewtonStep: 0.502 0.002000 increaseLambda: 0.503 0.001000 132: time = 0.503000 loss = 6.024743 testLoss 7.000129 'CHLA__rev lambda = -0.4070 alpha = -0.059003 lossBound = -0.000122 W1 = 0.179214 N1 = 0.152846 deltaLoss = -0.000180 increaseLambda: 0.594 0.001000 Undoing contribution: was 0.0014569181137029136 now 0.0014378113345849303 Updating 5 features NewtonStep: 0.99 0.002000 148: time = 0.594000 loss = 6.092319 testLoss 7.109035 ANC_COND: lambda = -1.1446 min = 1.0000 max = 2.0000 alpha = 0.202156 lossBound = -0.000019 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000019 increaseLambda: 0.99 0.000000 Undoing: newLoss 6.015871244250398, oldLoss 6.015871426571501, deltaLossBound -1.8232110831971582E-7 increaseLambda: 0.99 0.000000 Search: 0.991 0.001000 increaseLambda: 0.991 0.000000 Undoing contribution: was 0.005498424385051365 now 0.00549824206394382 282: time = 0.991000 loss = 6.015871 testLoss 7.009473 'PTL_COND__rev lambda = 0.4648 alpha = -0.001255 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.144 0.002000 increaseLambda: 1.144 0.000000 Updating 6 features 346: time = 1.144000 loss = 6.022128 testLoss 6.996570 NewtonStep: 0.504 0.001000 'PTL__rev lambda = -0.7905 alpha = -0.003793 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Updating 10 features NewtonStep: 0.596 0.002000 increaseLambda: 0.505 0.001000 Undoing contribution: was 0.01399631592451916 now 0.013926967571167787 133: time = 0.505000 loss = 6.024673 testLoss 6.998800 CHLA_COND: lambda = 1.6016 min = 1.0000 max = 9.0000 alpha = -0.054394 lossBound = -0.000034 W1 = 0.104074 N1 = 0.113971 deltaLoss = -0.000069 increaseLambda: 0.596 0.000000 149: time = 0.596000 loss = 6.091021 testLoss 7.119915 NTL: lambda = -8.5217 min = 5.0000 max = 26,100.0000 alpha = -2.065047 lossBound = -0.000024 W1 = 0.028753 N1 = 0.027624 deltaLoss = -0.001298 Updating 33 features Updating 6 features NewtonStep: 0.992 0.001000 Newton: returning 0.22026978969633765 Updating 6 features increaseLambda: 0.993 0.001000 283: time = 0.993000 loss = 6.015871 testLoss 7.009511 'ANC__rev lambda = -0.5965 alpha = -0.004085 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = -0.000000 Loss was 6.091020990033049, now 6.0905587786648985, delta -0.000462 parallelUpdate: 0.598 0.002000 Updating 7 features NewtonStep: 0.507 0.002000 increaseLambda: 0.507 0.000000 134: time = 0.507000 loss = 6.024462 testLoss 7.002869 CHLA_COND^2: lambda = 0.5374 min = 1.0000 max = 81.0000 alpha = 0.103306 lossBound = -0.000144 W1 = 0.069565 N1 = 0.079044 deltaLoss = -0.000212 Updating 6 features NewtonStep: 0.994 0.001000 increaseLambda: 0.995 0.001000 Undoing contribution: was 0.1891077622787212 now 0.1891076111470256 Updating 4 features 284: time = 0.995000 loss = 6.015871 testLoss 7.009536 'PTL__rev lambda = -0.7012 alpha = 0.002097 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 NewtonStep: 1.148 0.004000 increaseLambda: 1.148 0.000000 Undoing contribution: was 0.18998746735474595 now 0.1899865244382384 Updating 7 features NewtonStep: 0.599 0.001000 347: time = 1.148000 loss = 6.022127 testLoss 6.996631 'PTL__rev lambda = -0.6336 alpha = 0.005224 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 7 features NewtonStep: 0.509 0.002000 increaseLambda: 0.6 0.001000 Undoing contribution: was 0.010333670098939152 now 0.009550267641498245 151: time = 0.600000 loss = 6.089775 testLoss 7.100151 NTL_COND^2: lambda = -0.7004 min = 1.0000 max = 9.0000 alpha = 0.203657 lossBound = -0.000286 W1 = 0.128867 N1 = 0.121324 deltaLoss = -0.000783 increaseLambda: 0.509 0.000000 Undoing contribution: was 0.013926967571167787 now 0.01371319644935381 135: time = 0.509000 loss = 6.024248 testLoss 7.000495 CHLA_COND: lambda = 1.5083 min = 1.0000 max = 9.0000 alpha = -0.093333 lossBound = -0.000105 W1 = 0.104170 N1 = 0.113971 deltaLoss = -0.000214 Updating 7 features NewtonStep: 0.996 0.001000 increaseLambda: 0.997 0.001000 285: time = 0.997000 loss = 6.015871 testLoss 7.009512 'PTL__rev lambda = -0.0727 alpha = -0.002193 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.15 0.002000 Updating 7 features NewtonStep: 0.511 0.002000 increaseLambda: 1.151 0.001000 348: time = 1.151000 loss = 6.022126 testLoss 6.996499 'PTL__rev lambda = -0.7938 alpha = -0.003248 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Updating 7 features NewtonStep: 0.602 0.002000 increaseLambda: 0.511 0.000000 136: time = 0.511000 loss = 6.024075 testLoss 7.004159 Updating 6 features CHLA_COND^2: lambda = 0.6300 min = 1.0000 max = 81.0000 alpha = 0.092627 lossBound = -0.000118 W1 = 0.069528 N1 = 0.079044 deltaLoss = -0.000173 NewtonStep: 0.998 0.001000 increaseLambda: 0.602 0.000000 Undoing contribution: was 0.0010846157557871145 now 8.574641083061202E-4 152: time = 0.602000 loss = 6.089548 testLoss 7.103341 'ANC__rev lambda = 0.0115 alpha = -0.070616 lossBound = -0.000127 W1 = 0.197019 N1 = 0.222828 deltaLoss = -0.000227 increaseLambda: 0.999 0.001000 Undoing contribution: was 0.1891076111470256 now 0.18910745700056822 286: time = 0.999000 loss = 6.015871 testLoss 7.009537 'PTL__rev lambda = -0.6991 alpha = 0.002118 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.153 0.002000 Updating 6 features NewtonStep: 0.513 0.002000 increaseLambda: 1.153 0.000000 Undoing: newLoss 6.022125617086517, oldLoss 6.0221260950265725, deltaLossBound -4.779400903061673E-7 increaseLambda: 0.513 0.000000 Undoing contribution: was 0.01371319644935381 now 0.013530793921028789 137: time = 0.513000 loss = 6.023892 testLoss 7.001982 Updating 7 features CHLA_COND: lambda = 1.4221 min = 1.0000 max = 9.0000 Updating 5 features Reducing newton stepsize from -0.1680306461357016 to -0.1031752895646634 NewtonStep: 0.604 0.002000 NewtonStep: 1.0 0.001000 alpha = -0.086182 lossBound = -0.000090 W1 = 0.104150 N1 = 0.113971 deltaLoss = -0.000182 increaseLambda: 1.153 0.000000 increaseLambda: 0.605 0.001000 increaseLambda: 1.001 0.001000 Search: 1.154 0.001000 287: time = 1.001000 loss = 6.015870 testLoss 7.009514 'PTL__rev lambda = -0.0748 alpha = -0.002185 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Undoing contribution: was 0.0010391344590225651 now 6.746062123892096E-4 153: time = 0.605000 loss = 6.089184 testLoss 7.101860 'NTL__rev lambda = 0.0000 alpha = -0.103175 lossBound = -0.000064 W1 = 0.710878 N1 = 0.723652 deltaLoss = -0.000365 increaseLambda: 1.154 0.000000 349: time = 1.154000 loss = 6.022126 testLoss 6.997013 'PTL_COND__rev lambda = 0.3155 alpha = 0.002032 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 7 features NewtonStep: 0.515 0.002000 Updating 3 features NewtonStep: 1.002 0.001000 increaseLambda: 0.515 0.000000 138: time = 0.515000 loss = 6.023742 testLoss 7.005387 CHLA_COND^2: lambda = 0.7158 min = 1.0000 max = 81.0000 alpha = 0.085803 lossBound = -0.000103 W1 = 0.069507 N1 = 0.079044 deltaLoss = -0.000150 increaseLambda: 1.002 0.000000 Updating 6 features NewtonStep: 0.607 0.002000 Undoing contribution: was 0.18910745700056822 now 0.18910730401807932 288: time = 1.003000 loss = 6.015870 testLoss 7.009539 'PTL__rev lambda = -0.6970 alpha = 0.002110 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 increaseLambda: 0.607 0.000000 Undoing: newLoss 6.089130350396948, oldLoss 6.089183696313343, deltaLossBound -5.342889093480391E-5 increaseLambda: 0.607 0.000000 Search: 0.607 0.000000 increaseLambda: 0.608 0.001000 154: time = 0.608000 loss = 6.089130 testLoss 7.115508 'NTL_COND lambda = -1.5285 alpha = -0.084701 lossBound = -0.000053 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000053 Updating 4 features Updating 5 features NewtonStep: 1.157 0.003000 NewtonStep: 0.517 0.002000 Updating 5 features NewtonStep: 1.004 0.001000 increaseLambda: 1.157 0.000000 Undoing contribution: was 9.497813585166385E-5 now 9.448301553358577E-5 increaseLambda: 0.517 0.000000 Undoing contribution: was 0.013530793921028789 now 0.013373951514828392 350: time = 1.157000 loss = 6.022125 testLoss 6.996277 PTL_COND: lambda = -0.1384 min = 1.0000 max = 3.0000 alpha = 0.002937 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000000 139: time = 0.517000 loss = 6.023586 testLoss 7.003381 CHLA_COND: lambda = 1.3422 min = 1.0000 max = 9.0000 alpha = -0.079879 lossBound = -0.000078 W1 = 0.104133 N1 = 0.113971 deltaLoss = -0.000157 increaseLambda: 1.005 0.001000 289: time = 1.005000 loss = 6.015870 testLoss 7.009515 'PTL__rev lambda = -0.0770 alpha = -0.002177 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 5 features NewtonStep: 0.61 0.002000 Updating 7 features NewtonStep: 0.519 0.002000 increaseLambda: 0.61 0.000000 Undoing: newLoss 6.089106884429903, oldLoss 6.0891302674224095, deltaLossBound -2.3383076309577123E-5 Updating 3 features NewtonStep: 1.006 0.001000 increaseLambda: 0.519 0.000000 140: time = 0.519000 loss = 6.023455 testLoss 7.006547 increaseLambda: 0.61 0.000000 CHLA_COND^2: lambda = 0.7954 min = 1.0000 max = 81.0000 alpha = 0.079558 lossBound = -0.000090 W1 = 0.069488 N1 = 0.079044 deltaLoss = -0.000130 Updating 5 features increaseLambda: 1.007 0.001000 Undoing contribution: was 0.18910730401807932 now 0.1891071521908743 NewtonStep: 1.16 0.003000 Search: 0.611 0.001000 290: time = 1.007000 loss = 6.015870 testLoss 7.009540 'PTL__rev lambda = -0.6949 alpha = 0.002102 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 increaseLambda: 1.16 0.000000 Undoing: newLoss 6.022124707134447, oldLoss 6.022125121966164, deltaLossBound -4.1483174370730077E-7 increaseLambda: 0.611 0.000000 155: time = 0.611000 loss = 6.089107 testLoss 7.119084 'PTL_COND__rev lambda = 0.4573 alpha = 0.014202 lossBound = -0.000023 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000023 increaseLambda: 1.16 0.000000 Search: 1.16 0.000000 increaseLambda: 1.161 0.001000 351: time = 1.161000 loss = 6.022125 testLoss 6.996757 'PTL_COND__rev lambda = 0.3174 alpha = 0.001893 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 7 features NewtonStep: 0.521 0.002000 Updating 4 features NewtonStep: 1.008 0.001000 increaseLambda: 0.521 0.000000 141: time = 0.521000 loss = 6.023249 testLoss 7.005473 COND^2: lambda = -2.2895 min = 16.0000 max = 2,559,348,100.0000 alpha = -0.810048 lossBound = -0.000074 W1 = 0.001206 N1 = 0.000135 deltaLoss = -0.000206 increaseLambda: 1.009 0.001000 291: time = 1.009000 loss = 6.015870 testLoss 7.009517 'PTL__rev lambda = -0.0792 alpha = -0.002169 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 5 features NewtonStep: 0.613 0.002000 increaseLambda: 0.613 0.000000 156: time = 0.613000 loss = 6.088986 testLoss 7.118573 'TURB__rev lambda = -0.2211 alpha = -0.069944 lossBound = -0.000035 W1 = 0.771748 N1 = 0.749584 deltaLoss = -0.000120 Updating 6 features NewtonStep: 0.523 0.002000 increaseLambda: 0.523 0.000000 Undoing contribution: was 0.013373951514828392 now 0.013230875155438021 142: time = 0.523000 loss = 6.023106 testLoss 7.003566 CHLA_COND: lambda = 1.2660 min = 1.0000 max = 9.0000 alpha = -0.076215 lossBound = -0.000072 W1 = 0.104124 N1 = 0.113971 deltaLoss = -0.000143 Updating 4 features NewtonStep: 1.01 0.001000 increaseLambda: 1.011 0.001000 Undoing contribution: was 0.1891071521908743 now 0.18910700151033158 292: time = 1.011000 loss = 6.015870 testLoss 7.009542 'PTL__rev lambda = -0.6928 alpha = 0.002094 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 7 features NewtonStep: 0.525 0.002000 increaseLambda: 0.525 0.000000 Updating 4 features NewtonStep: 0.616 0.003000 143: time = 0.525000 loss = 6.022991 testLoss 7.006538 CHLA_COND^2: lambda = 0.8699 min = 1.0000 max = 81.0000 alpha = 0.074518 lossBound = -0.000080 W1 = 0.069475 N1 = 0.079044 deltaLoss = -0.000115 Updating 4 features NewtonStep: 1.013 0.002000 increaseLambda: 0.617 0.001000 Undoing: newLoss 6.088962134951483, oldLoss 6.088986449911336, deltaLossBound -2.431505040374055E-5 increaseLambda: 1.013 0.000000 293: time = 1.013000 loss = 6.015870 testLoss 7.009519 'PTL__rev lambda = -0.0813 alpha = -0.002161 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.617 0.000000 Search: 0.617 0.000000 increaseLambda: 0.618 0.001000 157: time = 0.618000 loss = 6.088962 testLoss 7.122218 'PTL_COND__rev lambda = 0.4718 alpha = 0.014482 lossBound = -0.000024 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000024 Updating 5 features NewtonStep: 1.167 0.006000 increaseLambda: 1.167 0.000000 Undoing: newLoss 6.0221244727094225, oldLoss 6.02212470713442, deltaLossBound -2.3442677181813944E-7 Updating 4 features NewtonStep: 1.014 0.001000 increaseLambda: 1.168 0.001000 increaseLambda: 1.015 0.001000 Undoing contribution: was 0.18910700151033158 now 0.18910685196789714 Search: 1.168 0.000000 294: time = 1.015000 loss = 6.015869 testLoss 7.009543 'PTL__rev lambda = -0.6907 alpha = 0.002086 lossBound = -0.000000 W1 = 0.145368 N1 = 0.122951 deltaLoss = -0.000000 increaseLambda: 1.168 0.000000 352: time = 1.168000 loss = 6.022124 testLoss 6.997676 'NTL_COND lambda = -1.2832 alpha = -0.005683 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 3 features NewtonStep: 0.619 0.001000 increaseLambda: 0.62 0.001000 Undoing contribution: was 0.05014668024334071 now 0.05004493812296587 158: time = 0.620000 loss = 6.088860 testLoss 7.120528 'DOC__rev lambda = 0.1610 alpha = -0.072055 lossBound = -0.000017 W1 = 0.607713 N1 = 0.622445 deltaLoss = -0.000102 Updating 4 features NewtonStep: 1.016 0.001000 increaseLambda: 1.017 0.001000 Updating 4 features NewtonStep: 1.17 0.002000 295: time = 1.017000 loss = 6.015869 testLoss 7.009520 'PTL__rev lambda = -0.0835 alpha = -0.002152 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 7 features NewtonStep: 0.53 0.005000 increaseLambda: 1.17 0.000000 Undoing contribution: was 9.448301553358577E-5 now 9.402444343062869E-5 353: time = 1.170000 loss = 6.022124 testLoss 6.996968 increaseLambda: 0.53 0.000000 PTL_COND: lambda = -0.1356 min = 1.0000 max = 3.0000 alpha = 0.002827 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000000 Undoing contribution: was 0.013230875155438021 now 0.013111824543951706 Updating 2 features NewtonStep: 0.621 0.001000 144: time = 0.530000 loss = 6.022872 testLoss 7.004809 CHLA_COND: lambda = 1.1965 min = 1.0000 max = 9.0000 increaseLambda: 0.622 0.001000 Undoing contribution: was 9.235454735718905E-4 now 7.507493135530284E-4 alpha = -0.069538 lossBound = -0.000060 W1 = 0.104108 N1 = 0.113971 deltaLoss = -0.000119 159: time = 0.622000 loss = 6.088688 testLoss 7.121041 'DOC__rev lambda = -0.0966 alpha = 0.079520 lossBound = -0.000054 W1 = 0.232405 N1 = 0.211964 deltaLoss = -0.000173 Updating 3 features NewtonStep: 1.018 0.001000 increaseLambda: 1.019 0.001000 Undoing contribution: was 0.18910685196789714 now 0.18910670355507733 296: time = 1.019000 loss = 6.015869 testLoss 7.009545 'PTL__rev lambda = -0.6886 alpha = 0.002078 lossBound = -0.000000 W1 = 0.145368 N1 = 0.122951 deltaLoss = -0.000000 Updating 7 features NewtonStep: 0.533 0.003000 Updating 4 features NewtonStep: 0.624 0.002000 increaseLambda: 0.533 0.000000 145: time = 0.533000 loss = 6.022771 testLoss 7.007580 CHLA_COND^2: lambda = 0.9392 min = 1.0000 max = 81.0000 alpha = 0.069306 lossBound = -0.000070 W1 = 0.069461 N1 = 0.079044 deltaLoss = -0.000101 increaseLambda: 0.624 0.000000 Undoing contribution: was 0.05004493812296587 now 0.04993845131033772 160: time = 0.624000 loss = 6.088581 testLoss 7.119321 'DOC__rev lambda = 0.0879 alpha = -0.073164 lossBound = -0.000018 W1 = 0.607711 N1 = 0.622445 deltaLoss = -0.000106 Updating 5 features NewtonStep: 1.02 0.001000 Updating 4 features NewtonStep: 1.174 0.004000 increaseLambda: 1.021 0.001000 increaseLambda: 1.174 0.000000 Undoing: newLoss 6.0221236964706115, oldLoss 6.022124014135547, deltaLossBound -3.176649505960135E-7 297: time = 1.021000 loss = 6.015869 testLoss 7.009522 'PTL__rev lambda = -0.0856 alpha = -0.002144 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 1.174 0.000000 Search: 1.174 0.000000 Updating 7 features increaseLambda: 1.175 0.001000 NewtonStep: 0.535 0.002000 354: time = 1.175000 loss = 6.022124 testLoss 6.997387 'PTL_COND__rev lambda = 0.3190 alpha = 0.001656 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 increaseLambda: 0.535 0.000000 Updating 4 features NewtonStep: 0.626 0.002000 146: time = 0.535000 loss = 6.022680 testLoss 7.002404 'CHLA__rev lambda = -0.4492 alpha = -0.042223 lossBound = -0.000062 W1 = 0.179174 N1 = 0.152846 deltaLoss = -0.000091 increaseLambda: 0.626 0.000000 Updating 3 features NewtonStep: 1.022 0.001000 161: time = 0.626000 loss = 6.088489 testLoss 7.132660 NTL_COND^2: lambda = -0.7668 min = 1.0000 max = 9.0000 alpha = -0.066400 lossBound = -0.000033 W1 = 0.128637 N1 = 0.121324 deltaLoss = -0.000092 increaseLambda: 1.023 0.001000 Undoing contribution: was 0.18910670355507733 now 0.18910655626344067 298: time = 1.023000 loss = 6.015869 testLoss 7.009546 'PTL__rev lambda = -0.6865 alpha = 0.002070 lossBound = -0.000000 W1 = 0.145368 N1 = 0.122951 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.176 0.001000 Updating 5 features Reducing newton stepsize from 0.07383164663863086 to 0.026099875963845 NewtonStep: 0.536 0.001000 increaseLambda: 1.177 0.001000 Undoing contribution: was 9.402444343062869E-5 now 9.37588776861226E-5 355: time = 1.177000 loss = 6.022123 testLoss 6.996849 PTL_COND: lambda = -0.1334 min = 1.0000 max = 3.0000 alpha = 0.002150 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000000 increaseLambda: 0.537 0.001000 Undoing contribution: was 0.001234249901668323 now 0.0011755286505063037 147: time = 0.537000 loss = 6.022621 testLoss 6.998046 TURB_COND^2: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = 0.026100 lossBound = -0.000050 W1 = 0.068826 N1 = 0.062500 deltaLoss = -0.000059 Updating 5 features Updating 5 features NewtonStep: 1.024 0.001000 increaseLambda: 0.628 0.002000 162: time = 0.628000 loss = 6.088465 testLoss 7.132338 (URBAN=0.0) lambda = -0.1074 alpha = -0.014122 lossBound = -0.000024 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000024 increaseLambda: 1.025 0.001000 299: time = 1.025000 loss = 6.015869 testLoss 7.009524 'PTL__rev lambda = -0.0878 alpha = -0.002136 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 30 features Newton: returning 1.105735555596458 Updating 5 features Updating 4 features NewtonStep: 1.178 0.001000 Updating 6 features NewtonStep: 0.538 0.001000 increaseLambda: 1.178 0.000000 Undoing: newLoss 6.02212320845859, oldLoss 6.022123430904852, deltaLossBound -2.2244626908076353E-7 increaseLambda: 0.539 0.001000 Undoing contribution: was 0.19286781527969535 now 0.19277757212855154 148: time = 0.539000 loss = 6.022531 testLoss 6.998564 'PTL__rev lambda = -1.0036 alpha = 0.051515 lossBound = -0.000051 W1 = 0.145409 N1 = 0.122951 deltaLoss = -0.000090 increaseLambda: 1.179 0.001000 Loss was 6.015868668434001, now 6.015861341801152, delta -0.000007 parallelUpdate: 1.026 0.001000 Search: 1.179 0.000000 increaseLambda: 1.18 0.001000 356: time = 1.180000 loss = 6.022123 testLoss 6.997200 'PTL_COND__rev lambda = 0.3204 alpha = 0.001386 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 6 features NewtonStep: 0.54 0.001000 Updating 2 features NewtonStep: 1.027 0.001000 increaseLambda: 0.541 0.001000 Undoing: newLoss 6.026821231167423, oldLoss 6.022531132416589, deltaLossBound -4.2614057758739966E-5 increaseLambda: 1.028 0.001000 increaseLambda: 0.541 0.000000 Search: 0.541 0.000000 301: time = 1.028000 loss = 6.015861 testLoss 7.011876 'CHLA__rev lambda = -0.0873 alpha = -0.003188 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000001 increaseLambda: 0.541 0.000000 149: time = 0.541000 loss = 6.022471 testLoss 7.000896 SALINITY_COND: lambda = 0.0688 min = 1.0000 max = 3.0000 alpha = 0.068841 lossBound = -0.000043 W1 = 0.079602 N1 = 0.088235 deltaLoss = -0.000060 Updating 5 features NewtonStep: 1.181 0.001000 Updating 29 features Updating 5 features NewtonStep: 0.633 0.005000 increaseLambda: 1.182 0.001000 357: time = 1.182000 loss = 6.022113 testLoss 6.998571 NTL: lambda = -8.4356 min = 5.0000 max = 26,100.0000 alpha = -0.234214 lossBound = -0.000000 W1 = 0.028625 N1 = 0.027624 deltaLoss = -0.000010 Newton: returning 0.830065179582241 Updating 6 features increaseLambda: 0.633 0.000000 Undoing contribution: was 0.007069400865781329 now 0.007027877013203611 163: time = 0.633000 loss = 6.088424 testLoss 7.130175 'COND__rev lambda = -0.2395 alpha = 0.030902 lossBound = -0.000015 W1 = 0.626377 N1 = 0.597545 deltaLoss = -0.000042 Loss was 6.02247132460869, now 6.021140643271461, delta -0.001331 parallelUpdate: 0.543 0.002000 Updating 4 features NewtonStep: 1.03 0.002000 increaseLambda: 1.03 0.000000 Undoing: newLoss 6.015860393950307, oldLoss 6.01586069852301, deltaLossBound -3.045757454465058E-7 Updating 3 features NewtonStep: 1.183 0.001000 increaseLambda: 1.03 0.000000 Search: 1.031 0.001000 increaseLambda: 1.184 0.001000 Updating 6 features 358: time = 1.184000 loss = 6.022109 testLoss 6.998215 'PTL__rev lambda = -0.8025 NewtonStep: 0.635 0.002000 alpha = -0.008684 lossBound = -0.000002 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000004 Updating 6 features NewtonStep: 0.544 0.001000 increaseLambda: 0.635 0.000000 Undoing: newLoss 6.10111552126028, oldLoss 6.088423709103267, deltaLossBound -2.1443955875985574E-5 increaseLambda: 0.544 0.000000 Undoing contribution: was 0.015863718463738907 now 0.015385022685002747 151: time = 0.544000 loss = 6.020662 testLoss 7.009275 NTL_COND: lambda = -0.2449 min = 1.0000 max = 3.0000 alpha = 0.124523 lossBound = -0.000218 W1 = 0.171610 N1 = 0.161765 deltaLoss = -0.000479 increaseLambda: 1.032 0.001000 Undoing contribution: was 0.13669389794081632 now 0.13669359336507036 302: time = 1.032000 loss = 6.015860 testLoss 7.010825 'NTL_COND lambda = -1.4084 alpha = 0.006491 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 increaseLambda: 0.636 0.001000 Search: 0.636 0.000000 increaseLambda: 0.636 0.000000 164: time = 0.636000 loss = 6.088387 testLoss 7.129734 'PTL__rev lambda = -0.0383 alpha = -0.038250 lossBound = -0.000021 W1 = 0.134614 N1 = 0.113003 deltaLoss = -0.000037 Updating 3 features NewtonStep: 1.186 0.002000 Updating 6 features NewtonStep: 0.546 0.002000 increaseLambda: 1.186 0.000000 Undoing: newLoss 6.022108206287408, oldLoss 6.022108760808997, deltaLossBound -5.545317025724007E-7 increaseLambda: 0.546 0.000000 Undoing contribution: was 8.953672377559502E-5 now 0.0 Updating 7 features NewtonStep: 1.033 0.001000 152: time = 0.546000 loss = 6.020492 testLoss 7.006270 SALINITY_COND: lambda = 0.0444 min = 1.0000 max = 3.0000 alpha = -0.081631 lossBound = -0.000112 W1 = 0.078954 N1 = 0.088235 deltaLoss = -0.000170 increaseLambda: 1.186 0.000000 increaseLambda: 1.034 0.001000 Search: 1.187 0.001000 increaseLambda: 1.187 0.000000 Undoing contribution: was 0.13544866041195522 now 0.13544810588025288 359: time = 1.187000 loss = 6.022108 testLoss 6.996797 'NTL_COND lambda = -1.2745 alpha = 0.008761 lossBound = -0.000001 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000001 Updating 32 features Updating 5 features NewtonStep: 0.638 0.002000 Newton: returning 0.912187845672008 Updating 4 features increaseLambda: 0.638 0.000000 Undoing contribution: was 0.011645841839062636 now 0.011602025063720371 165: time = 0.638000 loss = 6.088343 testLoss 7.130806 'PTL__rev lambda = -1.1169 alpha = 0.027885 lossBound = -0.000021 W1 = 0.363543 N1 = 0.334334 deltaLoss = -0.000044 Updating 7 features NewtonStep: 0.548 0.002000 increaseLambda: 0.548 0.000000 Undoing: newLoss 6.020413408544129, oldLoss 6.020492345162863, deltaLossBound -7.91143072857315E-5 increaseLambda: 0.548 0.000000 Loss was 6.022108206277295, now 6.022084096250304, delta -0.000024 parallelUpdate: 1.188 0.001000 Search: 0.549 0.001000 increaseLambda: 0.549 0.000000 153: time = 0.549000 loss = 6.020413 testLoss 7.022815 'NTL_COND lambda = -1.5929 alpha = -0.102764 lossBound = -0.000079 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000079 Updating 5 features 303: time = 1.034000 loss = 6.015859 testLoss 7.012212 NewtonStep: 0.641 0.003000 NTL_COND^2: lambda = -1.0776 min = 1.0000 max = 9.0000 alpha = -0.006862 lossBound = -0.000000 W1 = 0.128610 N1 = 0.121324 deltaLoss = -0.000001 Updating 5 features increaseLambda: 0.641 0.000000 Undoing: newLoss 6.088325079730804, oldLoss 6.088342728951718, deltaLossBound -1.7660059516928837E-5 increaseLambda: 1.19 0.002000 Undoing contribution: was 0.09647085903988017 now 0.09646822542767808 361: time = 1.190000 loss = 6.022081 testLoss 6.994428 (LAKE_ORIGIN=0.0) lambda = -0.5184 alpha = 0.007638 lossBound = -0.000003 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000003 increaseLambda: 0.642 0.001000 Search: 0.642 0.000000 Updating 5 features increaseLambda: 0.642 0.000000 Undoing contribution: was 0.1596085647393284 now 0.15959090467981055 NewtonStep: 0.551 0.002000 166: time = 0.642000 loss = 6.088325 testLoss 7.122737 'NTL_COND lambda = -1.4788 alpha = 0.049770 lossBound = -0.000018 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000018 increaseLambda: 0.552 0.001000 Updating 5 features NewtonStep: 1.039 0.005000 increaseLambda: 1.039 0.000000 Undoing: newLoss 6.015859163871132, oldLoss 6.015859430054427, deltaLossBound -2.661856178145898E-7 Updating 5 features NewtonStep: 1.192 0.002000 increaseLambda: 1.039 0.000000 increaseLambda: 1.193 0.001000 Undoing: newLoss 6.022080407096166, oldLoss 6.022081462638102, deltaLossBound -1.0555421103341036E-6 Search: 1.04 0.001000 increaseLambda: 1.193 0.000000 increaseLambda: 1.04 0.000000 Undoing contribution: was 0.13669359336507036 now 0.13669332717945282 Search: 1.193 0.000000 304: time = 1.040000 loss = 6.015859 testLoss 7.011231 'NTL_COND lambda = -1.4023 alpha = 0.006067 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 7 features NewtonStep: 0.644 0.002000 Undoing: newLoss 6.0203506632082435, oldLoss 6.020413230855576, deltaLossBound -6.256830939980226E-5 increaseLambda: 1.193 0.000000 362: time = 1.193000 loss = 6.022080 testLoss 6.995192 increaseLambda: 0.644 0.000000 'PTL_COND__rev lambda = 0.3372 alpha = 0.003019 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 167: time = 0.644000 loss = 6.087646 testLoss 7.131832 increaseLambda: 0.554 0.002000 NTL: lambda = -11.0545 min = 5.0000 max = 26,100.0000 alpha = -1.657515 lossBound = -0.000011 W1 = 0.028681 N1 = 0.027624 deltaLoss = -0.000679 Search: 0.558 0.004000 increaseLambda: 0.558 0.000000 Undoing contribution: was 0.0036637752585077688 now 0.0036012069491102206 154: time = 0.558000 loss = 6.020351 testLoss 7.016855 'PTL_COND__rev lambda = 0.2501 alpha = -0.023271 lossBound = -0.000063 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000063 Updating 5 features NewtonStep: 1.199 0.006000 increaseLambda: 1.199 0.000000 Undoing contribution: was 2.2419441247107595E-5 now 1.8927859315971072E-5 Updating 3 features NewtonStep: 0.65 0.006000 363: time = 1.199000 loss = 6.022077 testLoss 6.995136 'NTL__rev lambda = 0.0739 alpha = -0.010161 lossBound = -0.000001 W1 = 0.339690 N1 = 0.361703 deltaLoss = -0.000003 Updating 5 features NewtonStep: 1.046 0.006000 increaseLambda: 0.65 0.000000 168: time = 0.650000 loss = 6.087471 testLoss 7.130903 increaseLambda: 1.047 0.001000 'PTL__rev lambda = -0.1097 alpha = -0.071447 lossBound = -0.000099 W1 = 0.134989 N1 = 0.113003 deltaLoss = -0.000175 Undoing contribution: was 0.0032894218123002365 now 0.0032890027867037933 305: time = 1.047000 loss = 6.015859 testLoss 7.011210 'NTL__rev lambda = 0.4267 alpha = -0.003517 lossBound = -0.000000 W1 = 0.346797 N1 = 0.368874 deltaLoss = -0.000000 Updating 6 features NewtonStep: 0.561 0.003000 Updating 5 features NewtonStep: 1.201 0.002000 increaseLambda: 0.561 0.000000 155: time = 0.561000 loss = 6.020294 testLoss 7.018926 CHLA_COND^2: lambda = 1.4895 min = 1.0000 max = 81.0000 alpha = 0.051356 lossBound = -0.000040 W1 = 0.069421 N1 = 0.079044 deltaLoss = -0.000057 increaseLambda: 1.201 0.000000 Undoing contribution: was 0.1899865244382384 now 0.18998352334003202 364: time = 1.201000 loss = 6.022074 testLoss 6.995243 'PTL__rev lambda = -0.6191 alpha = 0.009331 lossBound = -0.000002 W1 = 0.145370 N1 = 0.122951 deltaLoss = -0.000003 Updating 4 features Updating 4 features NewtonStep: 1.048 0.001000 Reducing newton stepsize from -0.12459003121874886 to -0.08787669784439024 NewtonStep: 0.652 0.002000 increaseLambda: 0.653 0.001000 Undoing contribution: was 0.04993845131033772 now 0.04966039517100654 169: time = 0.653000 loss = 6.087193 testLoss 7.128687 'DOC__rev lambda = 0.0000 alpha = -0.087877 lossBound = -0.000051 W1 = 0.609146 N1 = 0.622445 deltaLoss = -0.000278 increaseLambda: 1.049 0.001000 306: time = 1.049000 loss = 6.015858 testLoss 7.012134 NTL_COND^2: lambda = -1.0822 min = 1.0000 max = 9.0000 alpha = -0.004568 lossBound = -0.000000 W1 = 0.128609 N1 = 0.121324 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.203 0.002000 increaseLambda: 1.203 0.000000 Undoing: newLoss 6.035994802439249, oldLoss 6.022073914415852, deltaLossBound -6.775213109503475E-7 increaseLambda: 1.203 0.000000 Search: 1.204 0.001000 Updating 5 features NewtonStep: 0.655 0.002000 Updating 6 features increaseLambda: 1.204 0.000000 NewtonStep: 1.051 0.002000 365: time = 1.204000 loss = 6.022073 testLoss 6.994852 increaseLambda: 0.655 0.000000 Undoing: newLoss 6.087163464344952, oldLoss 6.08719254150009, deltaLossBound -2.910717248478091E-5 'CHLA__rev lambda = -0.0050 alpha = -0.005028 lossBound = -0.000001 W1 = 0.311150 N1 = 0.280945 deltaLoss = -0.000001 Updating 7 features NewtonStep: 0.564 0.003000 increaseLambda: 1.051 0.000000 Undoing: newLoss 6.0158582066380175, oldLoss 6.015858317834788, deltaLossBound -1.1119677335342273E-7 increaseLambda: 0.655 0.000000 Search: 0.656 0.001000 increaseLambda: 0.656 0.000000 Undoing contribution: was 0.15959090467981055 now 0.15956179750732405 170: time = 0.656000 loss = 6.087163 testLoss 7.118298 'NTL_COND lambda = -1.4147 alpha = 0.064042 lossBound = -0.000029 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000029 Updating 4 features NewtonStep: 1.206 0.002000 increaseLambda: 1.053 0.002000 increaseLambda: 1.206 0.000000 Undoing contribution: was 0.18998352334003202 now 0.18998297785983145 366: time = 1.206000 loss = 6.022072 testLoss 6.994899 'PTL__rev lambda = -0.6151 Search: 1.053 0.000000 alpha = 0.003971 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 0.567 0.003000 Undoing contribution: was 0.04249312156844606 now 0.04226142107448691 156: time = 0.567000 loss = 6.020062 testLoss 6.999999 TURB_COND: lambda = -2.2639 min = 1.0000 max = 3.0000 alpha = 0.102574 lossBound = -0.000146 W1 = 0.082586 N1 = 0.073529 deltaLoss = -0.000232 Updating 3 features NewtonStep: 0.658 0.002000 increaseLambda: 1.054 0.001000 Undoing contribution: was 0.00549824206394382 now 0.005498130867171142 307: time = 1.054000 loss = 6.015858 testLoss 7.011885 'PTL_COND__rev lambda = 0.4588 alpha = -0.000980 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 increaseLambda: 0.659 0.001000 Undoing contribution: was 0.0037892267667788723 now 0.0037736552136483944 171: time = 0.659000 loss = 6.087148 testLoss 7.119507 'CHLA__rev lambda = -0.4502 alpha = 0.015711 lossBound = -0.000009 W1 = 0.310092 N1 = 0.279805 deltaLoss = -0.000016 Updating 3 features NewtonStep: 1.208 0.002000 increaseLambda: 1.208 0.000000 367: time = 1.208000 loss = 6.022072 testLoss 6.994860 'PTL__rev lambda = -0.0780 Updating 6 features NewtonStep: 0.568 0.001000 alpha = -0.003666 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.569 0.001000 Updating 4 features 157: time = 0.569000 loss = 6.019957 testLoss 6.999255 ANC^2: lambda = -2.3883 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.509208 lossBound = -0.000037 W1 = 0.001743 N1 = 0.000695 deltaLoss = -0.000105 increaseLambda: 1.056 0.002000 Undoing contribution: was 0.09750042384843827 now 0.09750035727017448 308: time = 1.056000 loss = 6.015858 testLoss 7.011900 (LAKE_ORIGIN=0.0) lambda = -0.3526 alpha = 0.001213 lossBound = -0.000000 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000000 Updating 3 features NewtonStep: 0.66 0.001000 increaseLambda: 0.661 0.001000 Undoing: newLoss 6.108384465271906, oldLoss 6.087147862774473, deltaLossBound -1.811046399005032E-5 Updating 3 features increaseLambda: 0.661 0.000000 NewtonStep: 1.21 0.002000 Search: 0.661 0.000000 Updating 6 features increaseLambda: 1.21 0.000000 Undoing contribution: was 0.18998297785983145 now 0.18998254400530581 NewtonStep: 0.57 0.001000 368: time = 1.210000 loss = 6.022071 testLoss 6.994901 'PTL__rev lambda = -0.6116 alpha = 0.003541 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 increaseLambda: 0.662 0.001000 Updating 6 features 172: time = 0.662000 loss = 6.087092 testLoss 7.118326 'CHLA__rev lambda = -0.0553 increaseLambda: 0.571 0.001000 NewtonStep: 1.058 0.002000 alpha = -0.055259 lossBound = -0.000018 W1 = 0.743891 N1 = 0.721007 deltaLoss = -0.000056 Undoing contribution: was 0.01238021388071617 now 0.012305865840764959 158: time = 0.571000 loss = 6.019883 testLoss 6.996370 'COND__rev lambda = -0.4276 alpha = 0.040956 lossBound = -0.000028 W1 = 0.625247 N1 = 0.596381 deltaLoss = -0.000074 increaseLambda: 1.059 0.001000 Undoing contribution: was 0.0011847060449945589 now 0.0011845507761931871 309: time = 1.059000 loss = 6.015858 testLoss 7.011728 'NTL__rev lambda = -0.6279 alpha = 0.005795 lossBound = -0.000000 W1 = 0.023604 N1 = 0.011802 deltaLoss = -0.000000 Updating 2 features NewtonStep: 1.212 0.002000 increaseLambda: 1.212 0.000000 Updating 2 features 369: time = 1.212000 loss = 6.022071 testLoss 6.994862 'PTL__rev lambda = -0.0817 NewtonStep: 0.664 0.002000 alpha = -0.003652 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.664 0.000000 Undoing contribution: was 0.0037736552136483944 now 0.0037297282758305436 173: time = 0.664000 loss = 6.087048 testLoss 7.120340 'CHLA__rev lambda = -0.4238 alpha = 0.026406 lossBound = -0.000026 W1 = 0.310099 N1 = 0.279805 deltaLoss = -0.000044 Updating 6 features Updating 2 features NewtonStep: 1.214 0.002000 increaseLambda: 1.062 0.003000 Undoing contribution: was 0.022140380316118424 now 0.022140328997557468 310: time = 1.062000 loss = 6.015858 testLoss 7.011741 (URBAN=0.0) lambda = -0.2882 increaseLambda: 1.215 0.001000 alpha = 0.000653 lossBound = -0.000000 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000000 Undoing contribution: was 0.18998254400530581 now 0.1899821133620452 370: time = 1.215000 loss = 6.022071 testLoss 6.994903 'PTL__rev lambda = -0.6081 alpha = 0.003528 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 3 features NewtonStep: 0.666 0.002000 Updating 7 features NewtonStep: 0.575 0.004000 increaseLambda: 0.666 0.000000 174: time = 0.666000 loss = 6.087010 testLoss 7.120085 'TURB__rev lambda = -0.2599 increaseLambda: 0.575 0.000000 alpha = -0.038827 lossBound = -0.000011 W1 = 0.771785 N1 = 0.749584 deltaLoss = -0.000038 159: time = 0.575000 loss = 6.019850 testLoss 6.993296 'CHLA__rev lambda = -0.5796 alpha = -0.025250 lossBound = -0.000022 W1 = 0.179146 N1 = 0.152846 deltaLoss = -0.000032 Updating 5 features NewtonStep: 1.063 0.001000 Updating 2 features NewtonStep: 1.216 0.001000 increaseLambda: 1.063 0.000000 Undoing contribution: was 6.405136348867304E-4 now 6.39865995607636E-4 311: time = 1.063000 loss = 6.015857 testLoss 7.011888 COND: lambda = -2.9360 min = 4.0000 max = 50,590.0000 alpha = 0.042963 lossBound = -0.000000 W1 = 0.009480 N1 = 0.008479 deltaLoss = -0.000001 increaseLambda: 1.217 0.001000 371: time = 1.217000 loss = 6.022070 testLoss 6.994864 'PTL__rev lambda = -0.0853 alpha = -0.003638 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 7 features NewtonStep: 0.577 0.002000 Updating 3 features NewtonStep: 0.668 0.002000 increaseLambda: 0.577 0.000000 Undoing contribution: was 0.19277757212855154 now 0.19272813851620132 160: time = 0.577000 loss = 6.019801 testLoss 6.993695 'PTL__rev lambda = -0.8910 alpha = 0.037918 lossBound = -0.000028 W1 = 0.145391 N1 = 0.122951 deltaLoss = -0.000049 increaseLambda: 0.668 0.000000 Undoing contribution: was 0.020934482290212924 now 0.020891269250205274 175: time = 0.668000 loss = 6.086967 testLoss 7.111993 TURB_COND: lambda = -2.3670 min = 1.0000 max = 3.0000 alpha = 0.044160 lossBound = -0.000026 W1 = 0.082468 N1 = 0.073529 deltaLoss = -0.000043 Updating 6 features NewtonStep: 1.065 0.002000 Updating 1 features NewtonStep: 1.218 0.001000 increaseLambda: 1.065 0.000000 312: time = 1.065000 loss = 6.015857 testLoss 7.011763 'CHLA__rev lambda = -0.0204 alpha = -0.001043 lossBound = -0.000000 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000000 increaseLambda: 1.219 0.001000 Undoing contribution: was 0.1899821133620452 now 0.1899816859070458 372: time = 1.219000 loss = 6.022070 testLoss 6.994905 'PTL__rev lambda = -0.6046 alpha = 0.003515 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 3 features NewtonStep: 0.67 0.002000 Updating 8 features NewtonStep: 0.579 0.002000 increaseLambda: 0.671 0.001000 Undoing contribution: was 0.011602025063720371 now 0.01156371046192333 176: time = 0.671000 loss = 6.086929 testLoss 7.113000 'PTL__rev lambda = -1.0908 alpha = 0.026123 lossBound = -0.000019 W1 = 0.363543 N1 = 0.334334 deltaLoss = -0.000038 increaseLambda: 0.58 0.001000 Undoing: newLoss 6.041377418430358, oldLoss 6.019800820467486, deltaLossBound -1.656470858776301E-5 increaseLambda: 0.58 0.000000 Updating 1 features Search: 0.58 0.000000 NewtonStep: 1.22 0.001000 increaseLambda: 0.581 0.001000 increaseLambda: 1.221 0.001000 161: time = 0.581000 loss = 6.019754 testLoss 6.996917 'COND__rev lambda = -0.0505 373: time = 1.221000 loss = 6.022069 testLoss 6.994867 alpha = -0.050456 lossBound = -0.000017 W1 = 0.702754 N1 = 0.677996 deltaLoss = -0.000047 'PTL__rev lambda = -0.0889 alpha = -0.003625 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 4 features NewtonStep: 0.672 0.001000 increaseLambda: 0.673 0.001000 Undoing contribution: was 7.507493135530284E-4 now 7.259144486444656E-4 177: time = 0.673000 loss = 6.086904 testLoss 7.113234 'DOC__rev lambda = -0.0666 alpha = 0.030001 lossBound = -0.000008 W1 = 0.232382 N1 = 0.211964 deltaLoss = -0.000025 Updating 6 features NewtonStep: 1.069 0.004000 increaseLambda: 1.069 0.000000 Updating 1 features NewtonStep: 1.222 0.001000 313: time = 1.069000 loss = 6.015856 testLoss 7.011692 ANC^2: lambda = -3.4602 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.055669 lossBound = -0.000000 W1 = 0.001695 N1 = 0.000695 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.582 0.001000 increaseLambda: 1.223 0.001000 Undoing contribution: was 0.1899816859070458 now 0.18998126161718656 374: time = 1.223000 loss = 6.022069 testLoss 6.994908 'PTL__rev lambda = -0.6011 alpha = 0.003502 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 increaseLambda: 0.583 0.001000 Undoing contribution: was 0.012305865840764959 now 0.012243236997109804 162: time = 0.583000 loss = 6.019691 testLoss 6.994274 'COND__rev lambda = -0.3901 alpha = 0.037586 lossBound = -0.000023 W1 = 0.625250 N1 = 0.596381 deltaLoss = -0.000063 Updating 3 features NewtonStep: 0.675 0.002000 Updating 8 features NewtonStep: 1.071 0.002000 increaseLambda: 0.675 0.000000 Undoing contribution: was 0.004546463432923065 now 0.00450211425823397 178: time = 0.675000 loss = 6.086860 testLoss 7.112989 'NTL__rev lambda = 0.3312 alpha = -0.036122 lossBound = -0.000013 W1 = 0.345311 N1 = 0.367373 deltaLoss = -0.000044 increaseLambda: 1.071 0.000000 Undoing contribution: was 6.39865995607636E-4 now 6.393855842480536E-4 314: time = 1.071000 loss = 6.015856 testLoss 7.011818 COND: lambda = -2.8991 min = 4.0000 max = 50,590.0000 alpha = 0.036930 lossBound = -0.000000 W1 = 0.009480 N1 = 0.008479 deltaLoss = -0.000000 Updating 7 features NewtonStep: 0.584 0.001000 increaseLambda: 0.585 0.001000 Updating 1 features 163: time = 0.585000 loss = 6.019578 testLoss 7.009052 NTL_COND^2: lambda = -1.2144 min = 1.0000 max = 9.0000 alpha = -0.073619 lossBound = -0.000041 W1 = 0.128643 N1 = 0.121324 deltaLoss = -0.000113 NewtonStep: 1.225 0.002000 increaseLambda: 1.225 0.000000 375: time = 1.225000 loss = 6.022068 testLoss 6.994869 'PTL__rev lambda = -0.0926 alpha = -0.003612 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 6 features Updating 6 features NewtonStep: 1.073 0.002000 NewtonStep: 0.586 0.001000 increaseLambda: 0.587 0.001000 increaseLambda: 1.074 0.001000 Undoing contribution: was 0.04213282876981409 now 0.04213263654576852 Updating 1 features 164: time = 0.587000 loss = 6.019532 testLoss 7.005379 'CHLA__rev lambda = -0.6097 alpha = -0.030121 lossBound = -0.000031 W1 = 0.179153 N1 = 0.152846 deltaLoss = -0.000046 NewtonStep: 1.227 0.002000 315: time = 1.074000 loss = 6.015856 testLoss 7.011307 TURB_COND: lambda = -2.1331 min = 1.0000 max = 3.0000 alpha = 0.002804 lossBound = -0.000000 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000000 increaseLambda: 1.227 0.000000 Undoing contribution: was 0.18998126161718656 now 0.1899808404695116 376: time = 1.227000 loss = 6.022068 testLoss 6.994910 'PTL__rev lambda = -0.5976 alpha = 0.003489 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 8 features NewtonStep: 0.588 0.001000 Updating 6 features NewtonStep: 1.076 0.002000 increaseLambda: 0.589 0.001000 Updating 5 features 165: time = 0.589000 loss = 6.019484 testLoss 7.007296 NewtonStep: 0.68 0.005000 CHLA_COND^2: lambda = 1.5370 min = 1.0000 max = 81.0000 alpha = 0.047454 lossBound = -0.000034 W1 = 0.069414 N1 = 0.079044 deltaLoss = -0.000049 Updating 1 features NewtonStep: 1.229 0.002000 increaseLambda: 1.076 0.000000 316: time = 1.076000 loss = 6.015855 testLoss 7.011270 ANC^2: lambda = -3.4895 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.029294 lossBound = -0.000000 W1 = 0.001695 N1 = 0.000695 deltaLoss = -0.000000 increaseLambda: 0.68 0.000000 Undoing contribution: was 0.012599709444127695 now 0.012584663140752019 increaseLambda: 1.229 0.000000 179: time = 0.680000 loss = 6.086845 testLoss 7.112609 'ANC__rev lambda = -0.1864 alpha = 0.038869 lossBound = -0.000007 W1 = 0.043057 N1 = 0.028343 deltaLoss = -0.000015 Updating 33 features 377: time = 1.229000 loss = 6.022068 testLoss 6.994872 'PTL__rev lambda = -0.0962 alpha = -0.003598 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 5 features NewtonStep: 0.59 0.001000 Reducing stepsize from 0.6176097974897449 to 0.13972117461254077 Newton: returning 0.13972117461254077 Updating 6 features increaseLambda: 0.591 0.001000 Updating 7 features NewtonStep: 1.078 0.002000 166: time = 0.591000 loss = 6.019432 testLoss 7.009803 'COND__rev lambda = -0.0900 alpha = -0.039497 lossBound = -0.000017 W1 = 0.703514 N1 = 0.677996 deltaLoss = -0.000052 Updating 1 features NewtonStep: 1.231 0.002000 increaseLambda: 1.078 0.000000 Undoing contribution: was 0.012349747982609845 now 0.012349589021202253 317: time = 1.078000 loss = 6.015855 testLoss 7.011142 increaseLambda: 1.231 0.000000 'COND__rev lambda = -0.2352 Undoing contribution: was 0.1899808404695116alpha = 0.001862 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 now 0.18998042244122584 378: time = 1.231000 loss = 6.022067 testLoss 6.994912 'PTL__rev lambda = -0.5941 alpha = 0.003476 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Loss was 6.0868446082977155, now 6.08661151327441, delta -0.000233 parallelUpdate: 0.682 0.002000 Updating 4 features NewtonStep: 0.592 0.001000 increaseLambda: 0.592 0.000000 167: time = 0.592000 loss = 6.019414 testLoss 7.007500 'CHLA__rev lambda = -0.6287 alpha = -0.018967 lossBound = -0.000012 W1 = 0.179140 N1 = 0.152846 deltaLoss = -0.000018 Updating 8 features NewtonStep: 1.08 0.002000 Updating 1 features NewtonStep: 1.233 0.002000 increaseLambda: 1.08 0.000000 Undoing contribution: was 0.18910655626344067 now 0.18910649562430074 Updating 5 features NewtonStep: 0.684 0.002000 318: time = 1.080000 loss = 6.015855 testLoss 7.011157 'PTL__rev lambda = -0.6620 alpha = 0.001328 lossBound = -0.000000 W1 = 0.145368 N1 = 0.122951 deltaLoss = -0.000000 increaseLambda: 1.233 0.000000 379: time = 1.233000 loss = 6.022067 testLoss 6.994874 'PTL__rev lambda = -0.0997 alpha = -0.003585 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.684 0.000000 Undoing contribution: was 4.6974137038241417E-4 now 4.34635945259109E-4 181: time = 0.684000 loss = 6.086576 testLoss 7.113425 ANC^2: lambda = -2.9478 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.397987 lossBound = -0.000012 W1 = 0.001722 N1 = 0.000695 deltaLoss = -0.000035 Updating 4 features NewtonStep: 0.594 0.002000 increaseLambda: 0.594 0.000000 Undoing contribution: was 0.013111824543951706 now 0.01306488985497905 168: time = 0.594000 loss = 6.019367 testLoss 7.006439 CHLA_COND: lambda = 0.6977 min = 1.0000 max = 9.0000 alpha = -0.043821 lossBound = -0.000024 W1 = 0.104060 N1 = 0.113971 deltaLoss = -0.000047 Updating 3 features NewtonStep: 1.235 0.002000 increaseLambda: 1.235 0.000000 Undoing contribution: was 0.18998042244122584 now 0.1899800075096905 380: time = 1.235000 loss = 6.022066 testLoss 6.994914 'PTL__rev lambda = -0.5906 alpha = 0.003464 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 5 features NewtonStep: 0.596 0.002000 Updating 6 features increaseLambda: 0.596 0.000000 NewtonStep: 1.083 0.003000 Updating 5 features 169: time = 0.596000 loss = 6.019303 testLoss 7.008625 CHLA_COND^2: lambda = 1.5913 min = 1.0000 max = 81.0000 NewtonStep: 0.687 0.003000 alpha = 0.054302 lossBound = -0.000044 W1 = 0.069427 N1 = 0.079044 deltaLoss = -0.000063 increaseLambda: 1.084 0.001000 increaseLambda: 0.688 0.001000 319: time = 1.084000 loss = 6.015855 testLoss 7.011135 Updating 4 features 'PTL__rev lambda = -0.1162 alpha = -0.002086 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 NewtonStep: 1.237 0.002000 182: time = 0.688000 loss = 6.086549 testLoss 7.115240 increaseLambda: 1.237 0.000000 381: time = 1.237000 loss = 6.022066 testLoss 6.995076 CHLA_COND^2: lambda = 2.3749 min = 1.0000 max = 81.0000 alpha = 0.003915 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 5 features NewtonStep: 0.598 0.002000 increaseLambda: 0.598 0.000000 Undoing contribution: was 0.01306488985497905 now 0.013002206725029325 170: time = 0.598000 loss = 6.019241 testLoss 7.007397 CHLA_COND: lambda = 0.6473 min = 1.0000 max = 9.0000 alpha = -0.050378 lossBound = -0.000032 W1 = 0.104071 N1 = 0.113971 deltaLoss = -0.000063 Updating 7 features NewtonStep: 1.085 0.001000 Updating 3 features NewtonStep: 1.239 0.002000 increaseLambda: 1.086 0.001000 Undoing contribution: was 0.18910649562430074 now 0.18910635625555486 320: time = 1.086000 loss = 6.015855 testLoss 7.011159 'PTL__rev lambda = -0.6600 alpha = 0.002014 lossBound = -0.000000 W1 = 0.145368 N1 = 0.122951 deltaLoss = -0.000000 increaseLambda: 1.239 0.000000 Undoing contribution: was 0.014441424333846212 now 0.014439924556695741 Converged after 320 iterations 382: time = 1.239000 loss = 6.022064 testLoss 6.994885 'DOC__rev lambda = 0.0610 'COND__rev lambda = -0.2416 alpha = -0.009020 lossBound = -0.000000 W1 = 0.617939 N1 = 0.632645 deltaLoss = -0.000001 alpha = -0.028439 lossBound = -0.000009 W1 = 0.703523 N1 = 0.677996 deltaLoss = -0.000027 Updating 6 features NewtonStep: 0.6 0.002000 increaseLambda: 0.6 0.000000 Undoing contribution: was 0.015385022685002747 now 0.015273737800882481 171: time = 0.600000 loss = 6.019129 testLoss 6.994698 NTL_COND: lambda = -0.1852 min = 1.0000 max = 3.0000 alpha = 0.059691 lossBound = -0.000050 W1 = 0.171508 N1 = 0.161765 deltaLoss = -0.000111 Updating 6 features Updating 6 features NewtonStep: 0.692 0.004000 increaseLambda: 1.241 0.002000 383: time = 1.241000 loss = 6.022064 testLoss 6.994855 (URBAN=0.0) lambda = -0.1502 alpha = -0.001392 lossBound = -0.000000 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000000 increaseLambda: 0.692 0.000000 Undoing: newLoss 6.086542175082148, oldLoss 6.086549257354769, deltaLossBound -7.083837795153659E-6 increaseLambda: 0.692 0.000000 Updating 5 features NewtonStep: 0.601 0.001000 Search: 0.693 0.001000 increaseLambda: 0.602 0.001000 172: time = 0.602000 loss = 6.018960 testLoss 7.012757 NTL_COND^2: lambda = -1.3045 min = 1.0000 max = 9.0000 alpha = -0.090117 lossBound = -0.000061 W1 = 0.128660 N1 = 0.121324 deltaLoss = -0.000170 increaseLambda: 0.693 0.000000 183: time = 0.693000 loss = 6.086542 testLoss 7.120266 'NTL_COND lambda = -1.4429 alpha = -0.031112 lossBound = -0.000007 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000007 Updating 6 features increaseLambda: 1.243 0.002000 384: time = 1.243000 loss = 6.022064 testLoss 6.994813 (LAKE_ORIGIN=0.0) lambda = -0.5218 alpha = -0.003390 lossBound = -0.000001 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.603 0.001000 increaseLambda: 0.604 0.001000 Undoing contribution: was 0.015273737800882481 now 0.01511240147371784 173: time = 0.604000 loss = 6.018799 testLoss 6.997392 NTL_COND: lambda = -0.1131 min = 1.0000 max = 3.0000 alpha = 0.072097 lossBound = -0.000072 W1 = 0.171521 N1 = 0.161765 deltaLoss = -0.000161 Updating 6 features NewtonStep: 0.695 0.002000 increaseLambda: 0.695 0.000000 184: time = 0.695000 loss = 6.086236 testLoss 7.126961 NTL: lambda = -12.5957 min = 5.0000 max = 26,100.0000 alpha = -1.187268 lossBound = -0.000004 W1 = 0.028647 N1 = 0.027624 deltaLoss = -0.000306 Updating 6 features NewtonStep: 1.244 0.001000 increaseLambda: 1.245 0.001000 Undoing: newLoss 6.022063461082519, oldLoss 6.0220636857427845, deltaLossBound -2.2466027513066218E-7 increaseLambda: 1.245 0.000000 Updating 5 features NewtonStep: 0.605 0.001000 Search: 1.245 0.000000 increaseLambda: 0.605 0.000000 174: time = 0.605000 loss = 6.018634 testLoss 7.015248 NTL_COND^2: lambda = -1.3936 min = 1.0000 max = 9.0000 alpha = -0.089090 lossBound = -0.000059 W1 = 0.128658 N1 = 0.121324 deltaLoss = -0.000165 increaseLambda: 1.246 0.001000 385: time = 1.246000 loss = 6.022063 testLoss 6.995166 'PTL_COND__rev lambda = 0.3386 alpha = 0.001393 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 320: time = 1.086000 loss = 6.015855 testLoss 7.011159 Updating 6 features NewtonStep: 0.607 0.002000 increaseLambda: 0.608 0.001000 Undoing contribution: was 0.01511240147371784 now 0.014956266198952628 175: time = 0.608000 loss = 6.018477 testLoss 7.000124 NTL_COND: lambda = -0.0422 min = 1.0000 max = 3.0000 alpha = 0.070981 lossBound = -0.000070 W1 = 0.171519 N1 = 0.161765 deltaLoss = -0.000156 Updating 5 features NewtonStep: 0.609 0.001000 increaseLambda: 0.61 0.001000 176: time = 0.610000 loss = 6.018318 testLoss 7.017726 NTL_COND^2: lambda = -1.4814 min = 1.0000 max = 9.0000 alpha = -0.087813 lossBound = -0.000057 W1 = 0.128656 N1 = 0.121324 deltaLoss = -0.000160 Making features Updating 6 features NewtonStep: 0.611 0.001000 Updating 4 features makeFeatures: max memory 1908932608, total allocated 719847424, free 576621096, used 143226328, increment -522474832 Daphnia_lumholtzi NTL_COND: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 NewtonStep: 0.713 0.018000 increaseLambda: 0.714 0.001000 Undoing contribution: was 0.00450211425823397 now 0.004303672517349955 185: time = 0.714000 loss = 6.086038 testLoss 7.126337 'NTL__rev lambda = 0.2498 alpha = -0.076531 lossBound = -0.000059 W1 = 0.345314 N1 = 0.367373 deltaLoss = -0.000198 Updating 5 features NewtonStep: 0.718 0.004000 increaseLambda: 0.719 0.001000 Undoing: newLoss 6.089723391117787, oldLoss 6.086037830403922, deltaLossBound -9.920366190037108E-6 increaseLambda: 0.719 0.000000 Search: 0.719 0.000000 increaseLambda: 0.72 0.001000 186: time = 0.720000 loss = 6.085787 testLoss 7.125444 CHLA: lambda = 0.8336 min = 0.0000 max = 871.2000 alpha = 0.833562 lossBound = -0.000010 W1 = 0.030575 N1 = 0.031710 deltaLoss = -0.000251 Updating 5 features NewtonStep: 0.721 0.001000 increaseLambda: 0.722 0.001000 Undoing contribution: was 0.0037297282758305436 now 0.0035704524687591196 187: time = 0.722000 loss = 6.085628 testLoss 7.129211 'CHLA__rev lambda = -0.3689 alpha = 0.050390 lossBound = -0.000095 W1 = 0.310127 N1 = 0.279805 deltaLoss = -0.000159 Updating 4 features NewtonStep: 0.724 0.002000 increaseLambda: 0.725 0.001000 Undoing contribution: was 0.01156371046192333 now 0.011541162292719558 188: time = 0.725000 loss = 6.085605 testLoss 7.129989 'PTL__rev lambda = -1.0649 alpha = 0.020011 lossBound = -0.000011 W1 = 0.363541 N1 = 0.334334 deltaLoss = -0.000023 34 samples Updating 5 features NewtonStep: 0.727 0.002000 increaseLambda: 0.728 0.001000 Undoing: newLoss 6.097993861228165, oldLoss 6.0856052034168675, deltaLossBound -2.062250810323205E-5 increaseLambda: 0.728 0.000000 Search: 0.728 0.000000 Density: max memory 1908932608, total allocated 719847424, free 570213928, used 149633496, increment 6407168 linearPredictor: max memory 1908932608, total allocated 719847424, free 570213928, used 149633496, increment 0 increaseLambda: 0.729 0.001000 189: time = 0.729000 loss = 6.085578 testLoss 7.127948 'CHLA__rev lambda = -0.0167 alpha = -0.016718 lossBound = -0.000021 W1 = 0.179922 N1 = 0.152846 deltaLoss = -0.000027 FeaturedSpace: max memory 1908932608, total allocated 719847424, free 570213928, used 149633496, increment 0 Sequential: max memory 1908932608, total allocated 719847424, free 570213928, used 149633496, increment 0 Initial loss: 7.023758954738443 Initial test loss: 7.023758954738443 Updating 28 features increaseLambda: 0.003 0.003000 0: time = 0.003000 loss = 7.009281 testLoss 7.008778 (LAKE_ORIGIN=0.0) lambda = -0.0407 alpha = -0.040711 lossBound = -0.307792 W1 = 0.451165 N1 = 0.088235 deltaLoss = -0.014478 Updating 5 features NewtonStep: 0.734 0.005000 Updating 28 features increaseLambda: 0.735 0.001000 Undoing contribution: was 7.259144486444656E-4 now 7.053776391514775E-4 190: time = 0.735000 loss = 6.085557 testLoss 7.128163 'DOC__rev lambda = -0.0219 alpha = 0.027263 lossBound = -0.000006 W1 = 0.232381 N1 = 0.211964 deltaLoss = -0.000021 increaseLambda: 0.006 0.003000 1: time = 0.006000 loss = 6.995490 testLoss 6.994495 (LAKE_ORIGIN=0.0) lambda = -0.0806 alpha = -0.039897 lossBound = -0.293314 W1 = 0.441307 N1 = 0.088235 deltaLoss = -0.013790 Updating 28 features increaseLambda: 0.009 0.003000 2: time = 0.009000 loss = 6.982356 testLoss 6.980879 (LAKE_ORIGIN=0.0) lambda = -0.1197 alpha = -0.039099 lossBound = -0.279524 W1 = 0.431690 N1 = 0.088235 deltaLoss = -0.013134 Updating 3 features increaseLambda: 0.65 0.039000 Undoing: newLoss 6.018238861528653, oldLoss 6.0183178503103845, deltaLossBound -7.922435886055653E-5 increaseLambda: 0.651 0.001000 Search: 0.651 0.000000 Updating 8 features NewtonStep: 1.291 0.045000 increaseLambda: 0.651 0.000000 Undoing contribution: was 0.13638811692043554 now 0.13630889256157389 177: time = 0.651000 loss = 6.018239 testLoss 7.000440 'NTL_COND lambda = -1.4866 increaseLambda: 1.291 0.000000 Updating 28 features Undoing contribution: was 0.003624465907445365 now 0.0036240359284285288 386: time = 1.291000 loss = 6.022063 testLoss 6.994878 'NTL__rev lambda = -0.6139 alpha = 0.009647 lossBound = -0.000000 W1 = 0.023604 N1 = 0.011802 deltaLoss = -0.000000 increaseLambda: 0.014 0.005000 3: time = 0.014000 loss = 6.969849 testLoss 6.967898 (LAKE_ORIGIN=0.0) lambda = -0.1580 alpha = -0.038317 lossBound = -0.266390 W1 = 0.422315 N1 = 0.088235 deltaLoss = -0.012507 Updating 6 features NewtonStep: 1.293 0.002000 increaseLambda: 1.293 0.000000 387: time = 1.293000 loss = 6.022063 testLoss 6.994837 'PTL__rev lambda = -0.1036 alpha = -0.003823 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 28 features increaseLambda: 0.016 0.002000 4: time = 0.016000 loss = 6.957939 testLoss 6.955525 (LAKE_ORIGIN=1.0) lambda = 0.0376 alpha = 0.037551 lossBound = -0.253882 W1 = 0.586818 N1 = 0.911765 deltaLoss = -0.011910 Updating 7 features NewtonStep: 1.295 0.002000 Updating 28 features increaseLambda: 0.019 0.003000 5: time = 0.019000 loss = 6.946599 testLoss 6.943731 (LAKE_ORIGIN=0.0) lambda = -0.1948 alpha = -0.036800 lossBound = -0.241973 W1 = 0.404289 N1 = 0.088235 deltaLoss = -0.011340 increaseLambda: 1.299 0.004000 Undoing contribution: was 0.1899800075096905 now 0.18997959850399718 388: time = 1.299000 loss = 6.022062 testLoss 6.994878 'PTL__rev lambda = -0.5872 alpha = 0.003439 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 28 features increaseLambda: 0.022 0.003000 6: time = 0.022000 loss = 6.935803 testLoss 6.932489 (LAKE_ORIGIN=0.0) lambda = -0.2309 alpha = -0.036064 lossBound = -0.230633 W1 = 0.395634 N1 = 0.088235 deltaLoss = -0.010797 Updating 5 features NewtonStep: 1.302 0.003000 increaseLambda: 1.302 0.000000 389: time = 1.302000 loss = 6.022062 testLoss 6.994840 'PTL__rev lambda = -0.1071 alpha = -0.003547 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 28 features Updating 33 features Reducing stepsize from 0.5280192505045983 to 0.2974664542979748 Newton: returning 0.2974664542979748 Updating 7 features increaseLambda: 0.025 0.003000 7: time = 0.025000 loss = 6.925524 testLoss 6.921774 (LAKE_ORIGIN=1.0) lambda = 0.0729 alpha = 0.035342 lossBound = -0.219836 W1 = 0.612785 N1 = 0.911765 deltaLoss = -0.010279 Loss was 6.022061738487423, now 6.02205673377979, delta -0.000005 parallelUpdate: 1.303 0.001000 Updating 3 features NewtonStep: 1.305 0.002000 increaseLambda: 1.306 0.001000 Undoing contribution: was 0.18997959850399718 now 0.18997916258626327 391: time = 1.306000 loss = 6.022056 testLoss 6.994301 'PTL__rev lambda = -0.5698 alpha = 0.003550 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 28 features increaseLambda: 0.029 0.004000 8: time = 0.029000 loss = 6.915738 testLoss 6.911561 (LAKE_ORIGIN=1.0) lambda = 0.1075 alpha = 0.034635 lossBound = -0.209557 W1 = 0.620970 N1 = 0.911765 deltaLoss = -0.009786 Updating 7 features NewtonStep: 1.308 0.002000 increaseLambda: 1.308 0.000000 392: time = 1.308000 loss = 6.022056 testLoss 6.994264 'PTL__rev lambda = -0.1204 alpha = -0.003512 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 6 features increaseLambda: 0.031 0.002000 9: time = 0.031000 loss = 6.906422 testLoss 6.901826 (LAKE_ORIGIN=1.0) lambda = 0.1415 alpha = 0.033943 lossBound = -0.199771 W1 = 0.628926 N1 = 0.911765 deltaLoss = -0.009316 Updating 4 features NewtonStep: 1.31 0.002000 increaseLambda: 1.31 0.000000 Undoing contribution: was 0.18997916258626327 now 0.18997876454332865 393: time = 1.310000 loss = 6.022055 testLoss 6.994303 'PTL__rev lambda = -0.5664 alpha = 0.003393 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 6 features increaseLambda: 0.033 0.002000 10: time = 0.033000 loss = 6.864612 testLoss 6.857963 (LAKE_ORIGIN=1.0) lambda = 0.3078 alpha = 0.166320 lossBound = -0.190455 W1 = 0.666841 N1 = 0.911765 deltaLoss = -0.041810 Updating 5 features NewtonStep: 1.312 0.002000 increaseLambda: 1.312 0.000000 394: time = 1.312000 loss = 6.022055 testLoss 6.994266 'PTL__rev lambda = -0.1239 alpha = -0.003499 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.315 0.003000 increaseLambda: 1.315 0.000000 Undoing contribution: was 0.18997876454332865 now 0.18997836945247795 395: time = 1.315000 loss = 6.022055 testLoss 6.994306 'PTL__rev lambda = -0.5630 alpha = 0.003380 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 6 features increaseLambda: 0.038 0.005000 11: time = 0.038000 loss = 6.832244 testLoss 6.823747 (LAKE_ORIGIN=1.0) lambda = 0.4575 alpha = 0.149688 lossBound = -0.148645 W1 = 0.699227 N1 = 0.911765 deltaLoss = -0.032368 alpha = 0.106373 lossBound = -0.000079 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000079 Updating 6 features increaseLambda: 0.041 0.003000 12: time = 0.041000 loss = 6.809219 testLoss 6.798619 (URBAN=1.0) lambda = 0.0995 alpha = 0.099452 lossBound = -0.121859 W1 = 0.376561 N1 = 0.617647 deltaLoss = -0.023024 Updating 6 features NewtonStep: 0.679 0.028000 increaseLambda: 0.679 0.000000 178: time = 0.679000 loss = 6.018183 testLoss 7.002482 CHLA_COND^2: lambda = 1.6419 min = 1.0000 max = 81.0000 alpha = 0.050627 lossBound = -0.000039 W1 = 0.069420 N1 = 0.079044 deltaLoss = -0.000055 Updating 6 features increaseLambda: 0.043 0.002000 13: time = 0.043000 loss = 6.784448 testLoss 6.772194 (LAKE_ORIGIN=1.0) lambda = 0.5915 alpha = 0.133991 lossBound = -0.114825 W1 = 0.728078 N1 = 0.911765 deltaLoss = -0.024771 Updating 5 features Reducing newton stepsize from 0.05297774172422221 to 0.04215767166272487 NewtonStep: 0.681 0.002000 increaseLambda: 0.682 0.001000 Undoing contribution: was 0.014956266198952628 now 0.014871551296149699 179: time = 0.682000 loss = 6.018099 testLoss 6.993507 NTL_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = 0.042158 lossBound = -0.000040 W1 = 0.170810 N1 = 0.161765 deltaLoss = -0.000085 Updating 29 features Newton: returning 0.41335591477838796 Updating 6 features Updating 6 features increaseLambda: 0.045 0.002000 14: time = 0.045000 loss = 6.766063 testLoss 6.751934 (URBAN=0.0) lambda = -0.0886 alpha = -0.088643 lossBound = -0.096944 W1 = 0.600342 N1 = 0.382353 deltaLoss = -0.018385 Loss was 6.018098642692802, now 6.017421901684817, delta -0.000677 parallelUpdate: 0.684 0.002000 Updating 4 features NewtonStep: 1.325 0.010000 Updating 5 features increaseLambda: 1.325 0.000000 396: time = 1.325000 loss = 6.022054 testLoss 6.994268 'PTL__rev lambda = -0.1274 alpha = -0.003486 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.047 0.002000 15: time = 0.047000 loss = 6.747066 testLoss 6.731456 (LAKE_ORIGIN=0.0) lambda = -0.3508 alpha = -0.119925 lossBound = -0.088916 W1 = 0.247595 N1 = 0.088235 deltaLoss = -0.018997 Updating 7 features NewtonStep: 0.686 0.002000 increaseLambda: 0.686 0.000000 Undoing: newLoss 6.017372038113388, oldLoss 6.017421901684817, deltaLossBound -4.995443583571068E-5 Updating 3 features increaseLambda: 0.687 0.001000 NewtonStep: 1.327 0.002000 Search: 0.687 0.000000 Updating 6 features increaseLambda: 1.327 0.000000 Undoing contribution: was 0.18997836945247795 now 0.1899779772923265 NewtonStep: 0.049 0.002000 397: time = 1.327000 loss = 6.022054 testLoss 6.994308 'PTL__rev lambda = -0.5597 alpha = 0.003368 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 increaseLambda: 0.687 0.000000 Undoing contribution: was 0.13630889256157389 now 0.1362589381257371 181: time = 0.687000 loss = 6.017372 testLoss 7.010059 'NTL_COND lambda = -1.3885 alpha = 0.084169 lossBound = -0.000050 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000050 increaseLambda: 0.049 0.000000 Undoing: newLoss 6.717990560538992, oldLoss 6.747065572694002, deltaLossBound -0.08567922663152915 increaseLambda: 0.05 0.001000 Search: 0.05 0.000000 increaseLambda: 0.05 0.000000 16: time = 0.050000 loss = 6.711841 testLoss 6.693970 'PTL__rev lambda = -0.2142 alpha = -0.214212 lossBound = -0.085679 W1 = 0.286129 N1 = 0.113003 deltaLoss = -0.035225 Updating 4 features NewtonStep: 1.329 0.002000 Updating 5 features NewtonStep: 0.689 0.002000 increaseLambda: 1.329 0.000000 increaseLambda: 0.689 0.000000 Undoing contribution: was 0.013002206725029325 now 0.012934127810095447 182: time = 0.689000 loss = 6.017304 testLoss 7.008791 CHLA_COND: lambda = 0.3685 min = 1.0000 max = 9.0000 alpha = -0.051813 lossBound = -0.000036 W1 = 0.104075 N1 = 0.113971 deltaLoss = -0.000068 NewtonStep: 0.781 0.046000 increaseLambda: 0.781 0.000000 Undoing contribution: was 0.02503833234971851 now 0.024974062811999192 191: time = 0.781000 loss = 6.085493 testLoss 7.126912 'DOC__rev lambda = 0.5230 alpha = -0.058591 lossBound = -0.000010 W1 = 0.626142 N1 = 0.640866 deltaLoss = -0.000064 Updating 6 features NewtonStep: 0.053 0.003000 increaseLambda: 0.053 0.000000 Undoing: newLoss 6.692114907009536, oldLoss 6.711840814252057, deltaLossBound -0.09383685994538606 Updating 8 features NewtonStep: 0.691 0.002000 increaseLambda: 0.053 0.000000 Search: 0.053 0.000000 increaseLambda: 0.691 0.000000 Undoing: newLoss 6.017268539033213, oldLoss 6.0173038683340465, deltaLossBound -3.532950878657468E-5 increaseLambda: 0.054 0.001000 increaseLambda: 0.692 0.001000 17: time = 0.054000 loss = 6.692385 testLoss 6.700290 'TURB_COND__rev lambda = 0.1089 alpha = 0.108913 lossBound = -0.093837 W1 = 0.687530 N1 = 0.882353 deltaLoss = -0.019456 Updating 4 features Reducing newton stepsize from 0.03790538232591616 to 0.02187115668768224 NewtonStep: 0.783 0.002000 Search: 0.692 0.000000 increaseLambda: 0.783 0.000000 Undoing contribution: was 7.053776391514775E-4 now 6.727391674235137E-4 192: time = 0.783000 loss = 6.085461 testLoss 7.127068 increaseLambda: 0.692 0.000000 Undoing contribution: was 0.00361176902550058 now 0.003576439516714538 183: time = 0.692000 loss = 6.017269 testLoss 7.004326 'PTL_COND__rev lambda = 0.2441 alpha = -0.017482 lossBound = -0.000035 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000035 Updating 6 features increaseLambda: 0.056 0.002000 18: time = 0.056000 loss = 6.678072 testLoss 6.684326 (URBAN=0.0) lambda = -0.1667 alpha = -0.078079 lossBound = -0.075248 W1 = 0.577328 N1 = 0.382353 deltaLoss = -0.014313 398: time = 1.329000 loss = 6.022054 testLoss 6.994271 'PTL__rev lambda = -0.1309 alpha = -0.003473 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.336 0.007000 Updating 6 features NewtonStep: 0.058 0.002000 increaseLambda: 1.336 0.000000 Undoing contribution: was 0.1899779772923265 now 0.18997758804156242 399: time = 1.336000 loss = 6.022053 testLoss 6.994310 'PTL__rev lambda = -0.5563 alpha = 0.003355 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 increaseLambda: 0.058 0.000000 Undoing: newLoss 6.665938380124913, oldLoss 6.6780723061668255, deltaLossBound -0.0733179583043848 increaseLambda: 0.058 0.000000 Search: 0.058 0.000000 increaseLambda: 0.059 0.001000 19: time = 0.059000 loss = 6.662968 testLoss 6.692269 'TURB_COND__rev lambda = 0.2063 alpha = 0.097382 lossBound = -0.073318 W1 = 0.709381 N1 = 0.882353 deltaLoss = -0.015104 Updating 4 features NewtonStep: 1.338 0.002000 increaseLambda: 1.338 0.000000 400: time = 1.338000 loss = 6.022053 testLoss 6.994273 'PTL__rev lambda = -0.1343 alpha = -0.003460 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 6 features NewtonStep: 0.061 0.002000 increaseLambda: 0.061 0.000000 Undoing: newLoss 6.603813401722348, oldLoss 6.662968254326467, deltaLossBound -0.0727555922534757 increaseLambda: 0.062 0.001000 Updating 4 features NewtonStep: 1.34 0.002000 Search: 0.062 0.000000 Updating 8 features NewtonStep: 0.7 0.008000 increaseLambda: 1.34 0.000000 Undoing contribution: was 0.18997758804156242 now 0.18997720167902757 401: time = 1.340000 loss = 6.022052 testLoss 6.994312 increaseLambda: 0.062 0.000000 20: time = 0.062000 loss = 6.581422 testLoss 6.603721 'PTL__rev lambda = -0.8775 alpha = -0.663289 lossBound = -0.072756 W1 = 0.221430 N1 = 0.113003 deltaLoss = -0.081547 increaseLambda: 0.701 0.001000 Undoing contribution: was 0.028319539527240655 now 0.028282080628965877 184: time = 0.701000 loss = 6.017231 testLoss 7.004319 'TURB__rev lambda = -0.1193 alpha = 0.031265 lossBound = -0.000019 W1 = 0.187541 N1 = 0.164242 deltaLoss = -0.000037 Updating 7 features Updating 8 features NewtonStep: 0.702 0.001000 NewtonStep: 0.064 0.002000 increaseLambda: 0.702 0.000000 Undoing contribution: was 0.01207035138730542 now 0.012025585850392515 increaseLambda: 0.065 0.001000 185: time = 0.702000 loss = 6.017186 testLoss 6.994760 Undoing: newLoss 6.542075129042344, oldLoss 6.581421535331967, deltaLossBound -0.08094372509020406 NTL_COND^2: lambda = -1.5811 min = 1.0000 max = 9.0000 alpha = 0.047037 lossBound = -0.000016 W1 = 0.128624 N1 = 0.121324 deltaLoss = -0.000045 increaseLambda: 0.065 0.000000 Search: 0.065 0.000000 increaseLambda: 0.065 0.000000 21: time = 0.065000 loss = 6.533990 testLoss 6.636645 'TURB_COND__rev lambda = 0.5458 alpha = 0.339537 lossBound = -0.080944 W1 = 0.748332 N1 = 0.882353 deltaLoss = -0.047431 Updating 9 features increaseLambda: 0.704 0.002000 186: time = 0.704000 loss = 6.017169 testLoss 6.994493 (URBAN=1.0) lambda = 0.4869 alpha = 0.011837 lossBound = -0.000017 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000017 Updating 9 features NewtonStep: 0.706 0.002000 increaseLambda: 0.707 0.001000 'DOC__rev lambda = 0.0000 alpha = 0.021871 lossBound = -0.000012 W1 = 0.231493 N1 = 0.211964 deltaLoss = -0.000033 187: time = 0.707000 loss = 6.017149 testLoss 6.995717 CHLA_COND^2: lambda = 1.9624 min = 1.0000 max = 81.0000 alpha = 0.030043 lossBound = -0.000014 W1 = 0.069388 N1 = 0.079044 deltaLoss = -0.000020 Updating 6 features NewtonStep: 0.709 0.002000 Updating 5 features NewtonStep: 0.8 0.017000 increaseLambda: 0.709 0.000000 Undoing: newLoss 6.017135817728897, oldLoss 6.017149346535055, deltaLossBound -1.3534431153118195E-5 increaseLambda: 0.8 0.000000 Undoing: newLoss 6.08605814972806, oldLoss 6.085460503240453, deltaLossBound -7.381486360014758E-6 increaseLambda: 0.709 0.000000 increaseLambda: 0.8 0.000000 Search: 0.709 0.000000 Search: 0.801 0.001000 increaseLambda: 0.71 0.001000 188: time = 0.710000 loss = 6.017136 testLoss 7.002647 'NTL_COND lambda = -1.4314 alpha = -0.042922 lossBound = -0.000014 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000014 Updating 6 features increaseLambda: 0.801 0.000000 193: time = 0.801000 loss = 6.085099 testLoss 7.127892 DOC: lambda = -1.8478 min = 0.3400 max = 290.5700 alpha = -1.847776 lossBound = -0.000007 W1 = 0.017830 N1 = 0.016866 deltaLoss = -0.000362 increaseLambda: 0.072 0.007000 22: time = 0.072000 loss = 6.500117 testLoss 6.598707 (LAKE_ORIGIN=1.0) lambda = 0.9208 alpha = 0.329295 lossBound = -0.057242 W1 = 0.822331 N1 = 0.911765 deltaLoss = -0.033874 Updating 3 features NewtonStep: 0.803 0.002000 Updating 7 features increaseLambda: 0.803 0.000000 Undoing contribution: was 0.024974062811999192 now 0.02466988047919803 194: time = 0.803000 loss = 6.084795 testLoss 7.124972 'DOC__rev lambda = 0.3939 alpha = -0.129142 lossBound = -0.000049 W1 = 0.626077 N1 = 0.640866 deltaLoss = -0.000304 increaseLambda: 0.075 0.003000 23: time = 0.075000 loss = 6.470780 testLoss 6.564766 (URBAN=0.0) lambda = -0.3844 alpha = -0.217726 lossBound = -0.052625 W1 = 0.511137 N1 = 0.382353 deltaLoss = -0.029336 Updating 4 features NewtonStep: 0.805 0.002000 Updating 7 features NewtonStep: 0.076 0.001000 increaseLambda: 0.806 0.001000 Undoing: newLoss 6.099262605147812, oldLoss 6.084794584763662, deltaLossBound -1.1732665519096567E-5 increaseLambda: 0.077 0.001000 Undoing: newLoss 6.4444044577038735, oldLoss 6.470780074457693, deltaLossBound -0.03705641475078154 increaseLambda: 0.806 0.000000 increaseLambda: 0.077 0.000000 Search: 0.077 0.000000 Search: 0.806 0.000000 increaseLambda: 0.077 0.000000 increaseLambda: 0.807 0.001000 24: time = 0.078000 loss = 6.447520 testLoss 6.594695 TURB_COND: lambda = -0.2918 min = 1.0000 max = 3.0000 alpha = -0.291828 lossBound = -0.037056 W1 = 0.147716 N1 = 0.073529 deltaLoss = -0.023260 195: time = 0.807000 loss = 6.084761 testLoss 7.125015 'NTL__rev lambda = 0.0433 alpha = 0.043328 lossBound = -0.000012 W1 = 0.277732 N1 = 0.298438 deltaLoss = -0.000033 Updating 7 features NewtonStep: 0.079 0.001000 Updating 3 features NewtonStep: 0.808 0.001000 increaseLambda: 0.809 0.001000 Undoing contribution: was 4.34635945259109E-4 now 3.879095872424957E-4 increaseLambda: 0.08 0.001000 25: time = 0.080000 loss = 6.405157 testLoss 6.547096 'TURB__rev lambda = -0.4814 alpha = -0.481412 lossBound = -0.036686 W1 = 0.216252 N1 = 0.130602 deltaLoss = -0.042363 196: time = 0.809000 loss = 6.084715 testLoss 7.125581 ANC^2: lambda = -2.4590 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.488869 lossBound = -0.000015 W1 = 0.001728 N1 = 0.000695 deltaLoss = -0.000047 Updating 6 features NewtonStep: 0.081 0.001000 Updating 3 features NewtonStep: 0.811 0.002000 increaseLambda: 0.082 0.001000 Undoing: newLoss 6.441459260918483, oldLoss 6.405157086791608, deltaLossBound -0.03156274300659 increaseLambda: 0.811 0.000000 Undoing: newLoss 6.0972032766959225, oldLoss 6.084714720294901, deltaLossBound -1.8014227950268044E-5 'PTL__rev lambda = -0.5530 alpha = 0.003343 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 increaseLambda: 0.811 0.000000 Search: 0.811 0.000000 Updating 6 features NewtonStep: 0.721 0.011000 increaseLambda: 0.812 0.001000 197: time = 0.812000 loss = 6.084680 testLoss 7.125517 increaseLambda: 0.721 0.000000 Undoing contribution: was 0.012934127810095447'TURB__rev lambda = -0.0307 alpha = -0.030706 lossBound = -0.000018 W1 = 0.187440 N1 = 0.164242 deltaLoss = -0.000035 increaseLambda: 0.083 0.001000 Search: 0.083 0.000000 now 0.012909665472809856 189: time = 0.722000 loss = 6.017111 testLoss 7.001895 CHLA_COND: lambda = 0.3371 min = 1.0000 max = 9.0000 alpha = -0.031417 lossBound = -0.000013 W1 = 0.104045 N1 = 0.113971 deltaLoss = -0.000024 Updating 3 features NewtonStep: 1.362 0.022000 increaseLambda: 1.362 0.000000 402: time = 1.362000 loss = 6.022052 testLoss 6.994275 'PTL__rev lambda = -0.1378 alpha = -0.003447 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 4 features NewtonStep: 0.814 0.002000 increaseLambda: 0.814 0.000000 Undoing contribution: was 6.383518770171877E-5 now 4.897462855670527E-5 198: time = 0.814000 loss = 6.084665 testLoss 7.125954 'CHLA__rev lambda = -0.0408 alpha = 0.022181 lossBound = -0.000005 W1 = 0.744501 N1 = 0.721007 deltaLoss = -0.000015 Updating 8 features NewtonStep: 0.723 0.001000 increaseLambda: 0.085 0.002000 26: time = 0.085000 loss = 6.389731 testLoss 6.552662 'CHLA__rev lambda = 0.5475 alpha = 0.547454 lossBound = -0.031563 W1 = 0.013165 N1 = 0.058824 deltaLoss = -0.015426 increaseLambda: 0.724 0.001000 190: time = 0.724000 loss = 6.017089 testLoss 7.003172 CHLA_COND^2: lambda = 1.9938 min = 1.0000 max = 81.0000 alpha = 0.031335 lossBound = -0.000016 W1 = 0.069390 N1 = 0.079044 deltaLoss = -0.000022 Updating 4 features NewtonStep: 1.364 0.002000 increaseLambda: 1.364 0.000000 Undoing contribution: was 0.18997720167902757 now 0.18997681818370674 403: time = 1.364000 loss = 6.022052 testLoss 6.994314 'PTL__rev lambda = -0.5496 alpha = 0.003330 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 5 features NewtonStep: 0.816 0.002000 Updating 6 features NewtonStep: 0.725 0.001000 increaseLambda: 0.816 0.000000 199: time = 0.816000 loss = 6.084654 testLoss 7.124156 'CHLA__rev lambda = -0.0316 alpha = -0.014834 lossBound = -0.000008 W1 = 0.179136 N1 = 0.152846 deltaLoss = -0.000011 increaseLambda: 0.725 0.000000 Undoing contribution: was 0.012909665472809856 now 0.012888290873834635 191: time = 0.725000 loss = 6.017068 testLoss 7.002471 CHLA_COND: lambda = 0.3077 min = 1.0000 max = 9.0000 alpha = -0.029362 lossBound = -0.000011 W1 = 0.104042 N1 = 0.113971 deltaLoss = -0.000021 Updating 4 features NewtonStep: 1.366 0.002000 increaseLambda: 1.366 0.000000 404: time = 1.366000 loss = 6.022051 testLoss 6.994278 'PTL__rev lambda = -0.1412 alpha = -0.003434 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 6 features NewtonStep: 0.089 0.004000 Updating 8 features NewtonStep: 0.727 0.002000 increaseLambda: 0.089 0.000000 Undoing: newLoss 6.372710926079087, oldLoss 6.389731010093357, deltaLossBound -0.02653672676420917 increaseLambda: 0.727 0.000000 192: time = 0.727000 loss = 6.017049 testLoss 7.003667 CHLA_COND^2: lambda = 2.0231 min = 1.0000 max = 81.0000 alpha = 0.029327 lossBound = -0.000014 W1 = 0.069388 N1 = 0.079044 deltaLoss = -0.000019 increaseLambda: 0.09 0.001000 Search: 0.09 0.000000 increaseLambda: 0.09 0.000000 27: time = 0.090000 loss = 6.373181 testLoss 6.581894 TURB_COND: lambda = -0.5430 min = 1.0000 max = 3.0000 alpha = -0.251189 lossBound = -0.026537 W1 = 0.136930 N1 = 0.073529 deltaLoss = -0.016550 Updating 4 features NewtonStep: 1.369 0.003000 Updating 7 features increaseLambda: 1.369 0.000000 Undoing contribution: was 0.18997681818370674 now 0.18997643753473661 NewtonStep: 0.729 0.002000 405: time = 1.369000 loss = 6.022051 testLoss 6.994316 'PTL__rev lambda = -0.5463 alpha = 0.003318 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 increaseLambda: 0.729 0.000000 193: time = 0.730000 loss = 6.017030 testLoss 7.001347 'CHLA__rev lambda = -0.7220 alpha = -0.019107 lossBound = -0.000013 W1 = 0.179140 N1 = 0.152846 deltaLoss = -0.000018 Updating 5 features NewtonStep: 0.821 0.005000 Updating 6 features increaseLambda: 0.821 0.000000 Undoing contribution: was 0.06981303031269342 now 0.06980695723968183 increaseLambda: 0.092 0.002000 200: time = 0.821000 loss = 6.084648 testLoss 7.124303 'TURB__rev lambda = -0.3476 alpha = 0.013512 lossBound = -0.000003 W1 = 0.150231 N1 = 0.128983 deltaLoss = -0.000006 28: time = 0.092000 loss = 6.363013 testLoss 6.569008 (URBAN=0.0) lambda = -0.5130 alpha = -0.128523 lossBound = -0.018231 W1 = 0.466587 N1 = 0.382353 deltaLoss = -0.010168 Updating 5 features NewtonStep: 1.371 0.002000 Updating 7 features NewtonStep: 0.731 0.001000 increaseLambda: 1.371 0.000000 406: time = 1.371000 loss = 6.022050 testLoss 6.994280 'PTL__rev lambda = -0.1447 alpha = -0.003422 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.731 0.000000 Undoing: newLoss 6.020415270269751, oldLoss 6.017030456087842, deltaLossBound -1.38731127249722E-5 increaseLambda: 0.732 0.001000 Search: 0.732 0.000000 Updating 5 features increaseLambda: 0.732 0.000000 194: time = 0.732000 loss = 6.017011 testLoss 7.007539 PTL_COND: lambda = -0.0248 min = 1.0000 max = 3.0000 alpha = -0.024819 lossBound = -0.000014 W1 = 0.234345 N1 = 0.220588 deltaLoss = -0.000020 increaseLambda: 0.094 0.002000 29: time = 0.094000 loss = 6.353071 testLoss 6.556713 (LAKE_ORIGIN=1.0) lambda = 1.1114 alpha = 0.190600 lossBound = -0.017218 W1 = 0.859315 N1 = 0.911765 deltaLoss = -0.009942 Updating 5 features Updating 6 features increaseLambda: 0.824 0.003000 Undoing contribution: was 0.008227156339366992 now 0.008223930115483391 Updating 4 features NewtonStep: 1.373 0.002000 201: time = 0.824000 loss = 6.084645 testLoss 7.124410 (URBAN=0.0) lambda = -0.1023 alpha = 0.005179 lossBound = -0.000003 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000003 Newton: returning 0.6771280510881288 Updating 5 features increaseLambda: 1.373 0.000000 Undoing contribution: was 0.18997643753473661 now 0.18997605971140044 407: time = 1.373000 loss = 6.022050 testLoss 6.994319 'PTL__rev lambda = -0.5430 alpha = 0.003306 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Loss was 6.353070883621536, now 6.296129827891247, delta -0.056941 parallelUpdate: 0.095 0.001000 Updating 7 features NewtonStep: 0.734 0.002000 increaseLambda: 0.734 0.000000 Undoing: newLoss 6.016988328693865, oldLoss 6.017010887408209, deltaLossBound -2.255879835729715E-5 increaseLambda: 0.734 0.000000 Updating 6 features Search: 0.735 0.001000 NewtonStep: 0.826 0.002000 Updating 3 features NewtonStep: 1.375 0.002000 increaseLambda: 0.735 0.000000 Undoing contribution: was 0.003576439516714538 now 0.0035538807183572076 increaseLambda: 0.826 0.000000 195: time = 0.735000 loss = 6.016988 testLoss 7.003978 'PTL_COND__rev lambda = 0.2301 alpha = -0.013967 lossBound = -0.000023 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000023 202: time = 0.826000 loss = 6.084640 testLoss 7.124393 'TURB__rev lambda = -0.0422 Updating 10 features alpha = -0.011491 lossBound = -0.000003 W1 = 0.187530 N1 = 0.164242 deltaLoss = -0.000005 increaseLambda: 1.375 0.000000 NewtonStep: 0.097 0.002000 408: time = 1.375000 loss = 6.022050 testLoss 6.994282 'PTL__rev lambda = -0.1481 alpha = -0.003409 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.097 0.000000 31: time = 0.097000 loss = 6.287718 testLoss 6.674303 CHLA_COND^2: lambda = 0.5807 min = 1.0000 max = 81.0000 alpha = 0.580746 lossBound = -0.005166 W1 = 0.064840 N1 = 0.079044 deltaLoss = -0.008412 Updating 6 features NewtonStep: 0.736 0.001000 Updating 3 features increaseLambda: 0.737 0.001000 Undoing contribution: was 0.04226142107448691 now 0.04222405907168689 NewtonStep: 1.377 0.002000 Updating 6 features NewtonStep: 0.828 0.002000 196: time = 0.737000 loss = 6.016951 testLoss 6.996632 TURB_COND: lambda = -2.2360 min = 1.0000 max = 3.0000 alpha = 0.040097 lossBound = -0.000024 W1 = 0.082465 N1 = 0.073529 deltaLoss = -0.000037 increaseLambda: 1.377 0.000000 Undoing contribution: was 0.18997605971140044 now 0.18997568469312534 409: time = 1.377000 loss = 6.022049 testLoss 6.994321 'PTL__rev lambda = -0.5397 alpha = 0.003293 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 increaseLambda: 0.828 0.000000 Undoing: newLoss 6.085609642352307, oldLoss 6.0846395857018205, deltaLossBound -2.927447134658215E-6 Updating 8 features NewtonStep: 0.099 0.002000 increaseLambda: 0.828 0.000000 increaseLambda: 0.1 0.001000 32: time = 0.100000 loss = 6.275873 testLoss 6.718431 PTL_COND: lambda = -0.2236 min = 1.0000 max = 3.0000 alpha = -0.223629 lossBound = -0.011773 W1 = 0.272444 N1 = 0.220588 deltaLoss = -0.011845 Search: 0.829 0.001000 increaseLambda: 0.829 0.000000 203: time = 0.829000 loss = 6.084582 testLoss 7.122966 ANC: lambda = -0.2545 min = -63.0000 max = 91,632.9000 alpha = -0.254462 lossBound = -0.000003 W1 = 0.023682 N1 = 0.022588 deltaLoss = -0.000058 Updating 6 features NewtonStep: 0.738 0.001000 increaseLambda: 0.739 0.001000 197: time = 0.739000 loss = 6.016925 testLoss 7.001843 PTL_COND: lambda = -0.0457 min = 1.0000 max = 3.0000 alpha = -0.020922 lossBound = -0.000017 W1 = 0.235012 N1 = 0.220588 deltaLoss = -0.000026 Updating 3 features NewtonStep: 1.379 0.002000 increaseLambda: 1.379 0.000000 410: time = 1.379000 loss = 6.022049 testLoss 6.994285 'PTL__rev lambda = -0.1515 alpha = -0.003396 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 5 features NewtonStep: 0.831 0.002000 Updating 7 features increaseLambda: 0.831 0.000000 Undoing contribution: was 3.879095872424957E-4 now 3.624196369142455E-4 NewtonStep: 0.74 0.001000 204: time = 0.831000 loss = 6.084556 testLoss 7.123370 ANC^2: lambda = -2.1168 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.342152 lossBound = -0.000008 W1 = 0.001712 N1 = 0.000695 deltaLoss = -0.000025 increaseLambda: 0.741 0.001000 Undoing: newLoss 6.016916846586846, oldLoss 6.016925273249184, deltaLossBound -8.426673898307509E-6 increaseLambda: 0.741 0.000000 Updating 2 features NewtonStep: 1.381 0.002000 Search: 0.741 0.000000 Updating 8 features NewtonStep: 0.104 0.004000 increaseLambda: 1.382 0.001000 increaseLambda: 0.742 0.001000 Undoing contribution: was 0.0035538807183572076 now 0.003545454044459875 198: time = 0.742000 loss = 6.016917 testLoss 6.999672 'PTL_COND__rev lambda = 0.2216 alpha = -0.008534 lossBound = -0.000008 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000008 increaseLambda: 0.104 0.000000 33: time = 0.104000 loss = 6.251071 testLoss 6.703952 'DOC__rev lambda = 0.5097 alpha = 0.509733 lossBound = -0.008307 W1 = 0.591719 N1 = 0.640866 deltaLoss = -0.024801 Updating 7 features NewtonStep: 0.833 0.002000 increaseLambda: 0.834 0.001000 205: time = 0.834000 loss = 6.084544 testLoss 7.124561 'COND__rev lambda = -0.2602 alpha = -0.018568 lossBound = -0.000004 W1 = 0.703528 N1 = 0.677996 deltaLoss = -0.000012 Undoing contribution: was 0.18997568469312534 now 0.18997531245948499 411: time = 1.383000 loss = 6.022049 testLoss 6.994323 'PTL__rev lambda = -0.5364 alpha = 0.003281 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 6 features NewtonStep: 0.743 0.001000 increaseLambda: 0.744 0.001000 Undoing: newLoss 6.017933473257884, oldLoss 6.0169168465752865, deltaLossBound -8.422748441735496E-6 increaseLambda: 0.744 0.000000 Updating 9 features NewtonStep: 0.106 0.002000 Search: 0.744 0.000000 increaseLambda: 0.106 0.000000 34: time = 0.106000 loss = 6.242030 testLoss 6.660154 'CHLA__rev lambda = -0.2886 alpha = -0.288628 lossBound = -0.006758 W1 = 0.195219 N1 = 0.153039 deltaLoss = -0.009041 increaseLambda: 0.744 0.000000 199: time = 0.744000 loss = 6.016847 testLoss 6.997293 COND: lambda = -0.6730 min = 4.0000 max = 50,590.0000 alpha = -0.673042 lossBound = -0.000008 W1 = 0.009316 N1 = 0.008479 deltaLoss = -0.000069 Updating 5 features NewtonStep: 0.836 0.002000 Updating 3 features NewtonStep: 1.385 0.002000 increaseLambda: 0.836 0.000000 Undoing contribution: was 0.007027877013203611 now 0.0070169887642256195 increaseLambda: 1.385 0.000000 206: time = 0.836000 loss = 6.084533 testLoss 7.123465 'COND__rev lambda = -0.2148 alpha = 0.015804 lossBound = -0.000004 W1 = 0.626386 N1 = 0.597545 deltaLoss = -0.000011 412: time = 1.385000 loss = 6.022047 testLoss 6.994330 PTL: lambda = 3.3107 min = 1.0000 max = 4,865.0000 alpha = 0.032106 lossBound = -0.000000 W1 = 0.019301 N1 = 0.021255 deltaLoss = -0.000001 Updating 9 features NewtonStep: 0.746 0.002000 Updating 8 features NewtonStep: 0.108 0.002000 increaseLambda: 0.746 0.000000 200: time = 0.746000 loss = 6.016795 testLoss 6.999820 'COND__rev lambda = -0.1670 alpha = -0.039830 lossBound = -0.000017 W1 = 0.703514 N1 = 0.677996 deltaLoss = -0.000053 increaseLambda: 0.108 0.000000 35: time = 0.108000 loss = 6.226789 testLoss 6.649612 'NTL__rev lambda = 0.4345 alpha = 0.434474 lossBound = -0.005115 W1 = 0.685466 N1 = 0.723652 deltaLoss = -0.015241 Updating 5 features NewtonStep: 1.387 0.002000 Updating 6 features NewtonStep: 0.838 0.002000 increaseLambda: 1.387 0.000000 413: time = 1.387000 loss = 6.022047 testLoss 6.995462 NTL_COND^2: lambda = -1.1722 min = 1.0000 max = 9.0000 alpha = -0.005597 lossBound = -0.000000 W1 = 0.128609 N1 = 0.121324 deltaLoss = -0.000001 increaseLambda: 0.838 0.000000 207: time = 0.838000 loss = 6.084523 testLoss 7.124589 'COND__rev lambda = -0.2777 alpha = -0.017514 lossBound = -0.000003 W1 = 0.703529 N1 = 0.677996 deltaLoss = -0.000010 Updating 8 features NewtonStep: 0.748 0.002000 Updating 8 features NewtonStep: 0.11 0.002000 increaseLambda: 0.749 0.001000 Undoing contribution: was 8.465561198472604E-4 now 6.738870237158101E-4 Updating 3 features 201: time = 0.749000 loss = 6.016622 testLoss 7.001110 COND^2: lambda = -1.5752 min = 16.0000 max = 2,559,348,100.0000 alpha = 1.364396 lossBound = -0.000057 W1 = 0.001244 N1 = 0.000135 deltaLoss = -0.000173 NewtonStep: 1.389 0.002000 increaseLambda: 0.111 0.001000 36: time = 0.111000 loss = 6.215787 testLoss 6.644025 'ANC__rev lambda = -0.5764 alpha = -0.576399 lossBound = -0.006767 W1 = 0.054188 N1 = 0.028343 deltaLoss = -0.011002 increaseLambda: 1.389 0.000000 414: time = 1.389000 loss = 6.022046 testLoss 6.995426 'PTL__rev lambda = -0.1548 alpha = -0.003374 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 4 features NewtonStep: 0.841 0.003000 increaseLambda: 0.841 0.000000 Undoing contribution: was 0.0070169887642256195 now 0.007006881170509839 Updating 6 features NewtonStep: 0.75 0.001000 208: time = 0.841000 loss = 6.084513 testLoss 7.123534 'COND__rev lambda = -0.1996 alpha = 0.015225 lossBound = -0.000004 W1 = 0.626386 N1 = 0.597545 deltaLoss = -0.000010 Updating 6 features increaseLambda: 0.75 0.000000 Undoing contribution: was 0.012243236997109804 now 0.012184027137553151 NewtonStep: 0.112 0.001000 202: time = 0.750000 loss = 6.016563 testLoss 6.998547 'COND__rev lambda = -0.3215 alpha = 0.036479 lossBound = -0.000022 W1 = 0.625251 N1 = 0.596381 deltaLoss = -0.000059 Updating 5 features NewtonStep: 1.391 0.002000 increaseLambda: 0.113 0.001000 37: time = 0.113000 loss = 6.206173 testLoss 6.662672 'COND__rev lambda = -0.4118 alpha = -0.411751 lossBound = -0.003615 W1 = 0.630714 N1 = 0.596381 deltaLoss = -0.009614 increaseLambda: 1.391 0.000000 Undoing contribution: was 0.18997531245948499 now 0.1899749419166539 415: time = 1.391000 loss = 6.022046 testLoss 6.995464 'PTL__rev lambda = -0.5332 alpha = 0.003274 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 6 features NewtonStep: 0.843 0.002000 Updating 7 features NewtonStep: 0.752 0.002000 increaseLambda: 0.843 0.000000 increaseLambda: 0.752 0.000000 209: time = 0.843000 loss = 6.084506 testLoss 7.123791 'ANC__rev lambda = -0.7810 alpha = -0.029905 lossBound = -0.000003 W1 = 0.032025 N1 = 0.017316 deltaLoss = -0.000007 203: time = 0.752000 loss = 6.016432 testLoss 6.996821 Updating 37 features COND: lambda = -1.1380 min = 4.0000 max = 50,590.0000 alpha = -0.464939 lossBound = -0.000014 W1 = 0.009540 N1 = 0.008479 deltaLoss = -0.000130 Updating 3 features NewtonStep: 1.393 0.002000 increaseLambda: 1.393 0.000000 Newton: returning 1.3340711075652034 Updating 5 features 416: time = 1.393000 loss = 6.022045 testLoss 6.995428 'PTL__rev lambda = -0.1582 alpha = -0.003376 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 6 features NewtonStep: 0.115 0.002000 increaseLambda: 0.115 0.000000 38: time = 0.115000 loss = 6.198140 testLoss 6.657274 'NTL__rev lambda = 0.6781 alpha = 0.243591 lossBound = -0.003578 W1 = 0.682185 N1 = 0.723652 deltaLoss = -0.008033 Updating 6 features NewtonStep: 0.754 0.002000 increaseLambda: 0.754 0.000000 204: time = 0.754000 loss = 6.016350 testLoss 6.999967 'COND__rev lambda = -0.2168 alpha = -0.049832 lossBound = -0.000027 W1 = 0.703503 N1 = 0.677996 deltaLoss = -0.000083 Updating 5 features NewtonStep: 1.395 0.002000 Loss was 6.084506229240503, now 6.083387927389067, delta -0.001118 parallelUpdate: 0.846 0.003000 Updating 4 features NewtonStep: 0.117 0.002000 increaseLambda: 1.396 0.001000 417: time = 1.396000 loss = 6.022045 testLoss 6.995360 ANC^2: lambda = -4.7521 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.053858 lossBound = -0.000000 W1 = 0.001695 N1 = 0.000695 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.756 0.002000 increaseLambda: 0.118 0.001000 Undoing: newLoss 6.195818396275469, oldLoss 6.1981401476120705, deltaLossBound -0.0028129745863181843 increaseLambda: 0.757 0.001000 Undoing contribution: was 0.028282080628965877 now 0.028260376237294393 205: time = 0.757000 loss = 6.016328 testLoss 6.999968 'TURB__rev lambda = -0.0955 alpha = 0.023781 lossBound = -0.000011 W1 = 0.187536 N1 = 0.164242 deltaLoss = -0.000022 increaseLambda: 0.119 0.001000 Search: 0.119 0.000000 Updating 4 features NewtonStep: 0.848 0.002000 Updating 6 features NewtonStep: 1.397 0.001000 increaseLambda: 0.119 0.000000 39: time = 0.119000 loss = 6.195177 testLoss 6.638929 increaseLambda: 0.848 0.000000 'CHLA__rev lambda = -0.4164 alpha = -0.127736 lossBound = -0.002813 W1 = 0.195895 N1 = 0.153039 deltaLoss = -0.002963 211: time = 0.848000 loss = 6.083086 testLoss 7.137798 ANC^2: lambda = -1.3475 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.760491 lossBound = -0.000116 W1 = 0.001823 N1 = 0.000695 deltaLoss = -0.000302 increaseLambda: 1.397 0.000000 Undoing contribution: was 0.1899749419166539 now 0.18997460497577426 418: time = 1.398000 loss = 6.022044 testLoss 6.995396 'PTL__rev lambda = -0.5300 alpha = 0.003122 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 5 features NewtonStep: 0.758 0.001000 increaseLambda: 0.758 0.000000 Undoing contribution: was 0.012184027137553151 now 0.012158661609804696 206: time = 0.758000 loss = 6.016303 testLoss 6.998300 'COND__rev lambda = -0.2976 alpha = 0.023932 lossBound = -0.000010 W1 = 0.625260 N1 = 0.596381 deltaLoss = -0.000025 Updating 5 features NewtonStep: 0.121 0.002000 Updating 3 features Updating 4 features Reducing newton stepsize from 0.06721135630652446 to 0.021509315005626386 NewtonStep: 0.85 0.002000 NewtonStep: 1.399 0.001000 increaseLambda: 0.121 0.000000 40: time = 0.121000 loss = 6.185131 testLoss 6.636903 'DOC__rev lambda = 0.4355 alpha = 0.435483 lossBound = -0.002329 W1 = 0.631536 N1 = 0.659715 deltaLoss = -0.010047 increaseLambda: 1.399 0.000000 419: time = 1.399000 loss = 6.022044 testLoss 6.995361 'PTL__rev lambda = -0.1616 alpha = -0.003359 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 32 features increaseLambda: 0.85 0.000000 Undoing contribution: was 4.897462855670527E-5 now 0.0 Updating 4 features NewtonStep: 0.76 0.002000 Newton: returning 0.22624206606478034 Updating 7 features increaseLambda: 0.76 0.000000 207: time = 0.760000 loss = 6.016276 testLoss 6.998756 'ANC__rev lambda = -0.4397 alpha = -0.051382 lossBound = -0.000013 W1 = 0.043062 N1 = 0.028343 deltaLoss = -0.000027 Loss was 6.0220438586992175, now 6.022042617336908, delta -0.000001 parallelUpdate: 1.401 0.002000 Updating 6 features NewtonStep: 0.124 0.003000 increaseLambda: 0.124 0.000000 41: time = 0.124000 loss = 6.177606 testLoss 6.617333 'PTL__rev lambda = -0.3011 alpha = -0.301056 lossBound = -0.003638 W1 = 0.371980 N1 = 0.334334 deltaLoss = -0.007525 Updating 5 features NewtonStep: 1.403 0.002000 212: time = 0.851000 loss = 6.083011 testLoss 7.138161 Updating 6 features 'CHLA__rev lambda = 0.0000 NewtonStep: 0.763 0.003000 alpha = 0.021509 lossBound = -0.000044 W1 = 0.741696 N1 = 0.721007 deltaLoss = -0.000075 increaseLambda: 1.403 0.000000 Undoing contribution: was 0.18997460497577426 now 0.18997405996463404 421: time = 1.404000 loss = 6.022042 testLoss 6.995683 'PTL__rev lambda = -0.5132 alpha = 0.003972 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 0.764 0.001000 Undoing contribution: was 6.738870237158101E-4 now 6.413930375145005E-4 208: time = 0.764000 loss = 6.016244 testLoss 6.999231 COND^2: lambda = -1.1021 min = 16.0000 max = 2,559,348,100.0000 alpha = 0.473058 lossBound = -0.000011 W1 = 0.001150 N1 = 0.000135 deltaLoss = -0.000032 Updating 6 features NewtonStep: 0.126 0.002000 increaseLambda: 0.126 0.000000 42: time = 0.126000 loss = 6.171978 testLoss 6.614013 'NTL__rev lambda = 0.8914 alpha = 0.213347 lossBound = -0.002313 W1 = 0.687579 N1 = 0.723652 deltaLoss = -0.005627 Updating 3 features Updating 6 features NewtonStep: 0.765 0.001000 NewtonStep: 0.856 0.005000 Updating 3 features NewtonStep: 1.406 0.002000 increaseLambda: 0.766 0.001000 increaseLambda: 0.857 0.001000 Undoing contribution: was 0.06980695723968183 now 0.0697511606508428 209: time = 0.766000 loss = 6.016150 testLoss 6.997734 COND: lambda = -1.5468 min = 4.0000 max = 50,590.0000 alpha = -0.408807 lossBound = -0.000010 W1 = 0.009524 N1 = 0.008479 deltaLoss = -0.000094 Updating 31 features 213: time = 0.857000 loss = 6.082956 testLoss 7.138574 'TURB__rev lambda = -0.2821 alpha = 0.041279 lossBound = -0.000029 W1 = 0.150253 N1 = 0.128983 deltaLoss = -0.000056 increaseLambda: 1.406 0.000000 422: time = 1.406000 loss = 6.022041 testLoss 6.995409 'CHLA__rev lambda = -0.0465 alpha = -0.003504 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000001 Reducing stepsize from 1.0327207455191163 to 0.9061516192182365 Reducing stepsize from 0.9061516192182365 to 0.6690511887221763 Reducing stepsize from 0.6690511887221763 to 0.41546413862568027 Newton: returning 0.41546413862568027 Updating 6 features Updating 5 features NewtonStep: 0.129 0.003000 Loss was 6.016149740841985, now 6.015717052982803, delta -0.000433 parallelUpdate: 0.767 0.001000 increaseLambda: 0.129 0.000000 Undoing: newLoss 6.170933969649034, oldLoss 6.171978269233157, deltaLossBound -0.0018520860330024204 increaseLambda: 0.129 0.000000 Search: 0.129 0.000000 Updating 2 features Updating 4 features NewtonStep: 0.858 0.001000 NewtonStep: 1.408 0.002000 increaseLambda: 0.13 0.001000 increaseLambda: 0.859 0.001000 43: time = 0.130000 loss = 6.170802 testLoss 6.612349 increaseLambda: 1.408 0.000000 Undoing contribution: was 0.0018348151585552456 now 0.0018345101303285686 Undoing: newLoss 6.082942464062361, oldLoss 6.082955537279318, deltaLossBound -1.3079106097073118E-5 423: time = 1.408000 loss = 6.022041 testLoss 6.995502 'PTL__rev lambda = -0.1975 alpha = 0.002325 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 ANC_COND: lambda = -0.4878 min = 1.0000 max = 2.0000 alpha = -0.487837 lossBound = -0.001852 W1 = 0.002649 N1 = 0.000000 deltaLoss = -0.001176 increaseLambda: 0.859 0.000000 Updating 6 features NewtonStep: 0.768 0.001000 Search: 0.859 0.000000 increaseLambda: 0.769 0.001000 Undoing contribution: was 0.012075597919533011 now 0.011933563015342053 211: time = 0.769000 loss = 6.015575 testLoss 6.982719 NTL_COND^2: lambda = -1.5379 min = 1.0000 max = 9.0000 alpha = 0.084586 lossBound = -0.000052 W1 = 0.128655 N1 = 0.121324 deltaLoss = -0.000142 increaseLambda: 0.86 0.001000 Undoing contribution: was 0.15958165882459835 now 0.15956857971850064 214: time = 0.860000 loss = 6.082942 testLoss 7.131640 'NTL_COND lambda = -1.4376 alpha = 0.042783 lossBound = -0.000013 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000013 Updating 4 features NewtonStep: 1.41 0.002000 Updating 6 features NewtonStep: 0.132 0.002000 Updating 7 features Reducing newton stepsize from 0.991663366506647 to 0.41773688777012785 NewtonStep: 0.77 0.001000 increaseLambda: 1.41 0.000000 424: time = 1.410000 loss = 6.022040 testLoss 6.995509 PTL: lambda = 3.3351 min = 1.0000 max = 4,865.0000 alpha = 0.027724 lossBound = -0.000000 W1 = 0.019301 N1 = 0.021255 deltaLoss = -0.000001 increaseLambda: 0.132 0.000000 Undoing: newLoss 6.170018291805729, oldLoss 6.17080209774412, deltaLossBound -0.0013623940599346651 increaseLambda: 0.77 0.000000 Undoing contribution: was 6.413930375145005E-4 now 5.546059028801087E-4 212: time = 0.770000 loss = 6.015488 testLoss 6.983080 COND^2: lambda = 0.0000 min = 16.0000 max = 2,559,348,100.0000 alpha = 0.417737 lossBound = -0.000038 W1 = 0.000990 N1 = 0.000135 deltaLoss = -0.000087 Updating 1 features NewtonStep: 0.862 0.002000 increaseLambda: 0.133 0.001000 Search: 0.133 0.000000 increaseLambda: 0.862 0.000000 Undoing: newLoss 6.093800081529981, oldLoss 6.08294245817322, deltaLossBound -1.1656210863979704E-5 increaseLambda: 0.133 0.000000 Undoing contribution: was 0.09774432906362432 now 0.09699471054893163 increaseLambda: 0.862 0.000000 44: time = 0.133000 loss = 6.170052 testLoss 6.599717 'TURB_COND__rev lambda = 0.8652 alpha = -0.050208 lossBound = -0.001362 W1 = 0.866369 N1 = 0.882353 deltaLoss = -0.000750 Search: 0.863 0.001000 increaseLambda: 0.863 0.000000 215: time = 0.863000 loss = 6.082872 testLoss 7.133074 'DOC__rev lambda = 0.0806 alpha = 0.080551 lossBound = -0.000012 W1 = 0.642953 N1 = 0.657093 deltaLoss = -0.000070 Updating 7 features NewtonStep: 0.772 0.002000 increaseLambda: 0.772 0.000000 Undoing contribution: was 7.82741876752459E-4 now 7.246553840122643E-4 213: time = 0.772000 loss = 6.015430 testLoss 6.983723 ANC^2: lambda = -2.2419 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.559132 lossBound = -0.000018 W1 = 0.001734 N1 = 0.000695 deltaLoss = -0.000058 Updating 5 features NewtonStep: 1.413 0.003000 increaseLambda: 1.414 0.001000 425: time = 1.414000 loss = 6.022039 testLoss 6.995455 ANC^2: lambda = -4.7887 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.042233 lossBound = -0.000000 W1 = 0.001695 N1 = 0.000695 deltaLoss = -0.000001 Updating 2 features NewtonStep: 0.865 0.002000 Updating 8 features NewtonStep: 0.774 0.002000 increaseLambda: 0.865 0.000000 Undoing: newLoss 6.0976406321170495, oldLoss 6.0828723815002785, deltaLossBound -1.0877770887378249E-5 increaseLambda: 0.774 0.000000 increaseLambda: 0.865 0.000000 214: time = 0.774000 loss = 6.015410 testLoss 6.988364 PTL_COND: lambda = -0.0834 min = 1.0000 max = 3.0000 alpha = -0.018623 lossBound = -0.000013 W1 = 0.235010 N1 = 0.220588 deltaLoss = -0.000020 Search: 0.866 0.001000 increaseLambda: 0.866 0.000000 216: time = 0.866000 loss = 6.082850 testLoss 7.132265 'PTL__rev lambda = -0.0194 alpha = -0.019431 lossBound = -0.000011 W1 = 0.359636 N1 = 0.330426 deltaLoss = -0.000022 Updating 6 features Updating 6 features NewtonStep: 1.415 0.001000 increaseLambda: 0.138 0.005000 45: time = 0.138000 loss = 6.169311 testLoss 6.598235 (URBAN=0.0) lambda = -0.5479 alpha = -0.034975 lossBound = -0.001333 W1 = 0.420446 N1 = 0.382353 deltaLoss = -0.000742 increaseLambda: 1.416 0.001000 Undoing: newLoss 6.023151612745134, oldLoss 6.0220394202866085, deltaLossBound -1.0122765156427092E-7 Updating 8 features increaseLambda: 1.416 0.000000 NewtonStep: 0.776 0.002000 Search: 1.416 0.000000 increaseLambda: 0.776 0.000000 215: time = 0.776000 loss = 6.015377 testLoss 6.990351 'COND__rev lambda = -0.3007 alpha = -0.031165 lossBound = -0.000011 W1 = 0.703521 N1 = 0.677996 deltaLoss = -0.000033 increaseLambda: 1.416 0.000000 426: time = 1.416000 loss = 6.022039 testLoss 6.995441 ANC_COND: lambda = -0.0142 min = 1.0000 max = 2.0000 alpha = -0.014202 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Updating 6 features NewtonStep: 0.868 0.002000 increaseLambda: 0.868 0.000000 217: time = 0.868000 loss = 6.082784 testLoss 7.130506 ANC: lambda = -0.9086 min = -63.0000 max = 91,632.9000 alpha = -0.314642 lossBound = -0.000003 W1 = 0.023622 N1 = 0.022588 deltaLoss = -0.000066 Updating 8 features NewtonStep: 0.139 0.001000 Updating 7 features NewtonStep: 0.778 0.002000 Updating 5 features NewtonStep: 1.418 0.002000 increaseLambda: 0.14 0.001000 Undoing: newLoss 6.168295826974671, oldLoss 6.169310555270405, deltaLossBound -0.0012432044640170135 increaseLambda: 0.778 0.000000 216: time = 0.778000 loss = 6.015271 testLoss 6.988748 COND: lambda = -2.6256 min = 4.0000 max = 50,590.0000 alpha = -0.436161 lossBound = -0.000011 W1 = 0.009529 N1 = 0.008479 deltaLoss = -0.000106 increaseLambda: 1.418 0.000000 Undoing contribution: was 0.008422601331135503increaseLambda: 0.14 0.000000 now 0.008422409138094465 427: time = 1.418000 loss = 6.022039 testLoss 6.995399 'ANC__rev lambda = -0.5772 alpha = 0.004448 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = -0.000000 Search: 0.141 0.001000 Updating 3 features increaseLambda: 0.141 0.000000 NewtonStep: 0.87 0.002000 46: time = 0.141000 loss = 6.168017 testLoss 6.616367 PTL_COND: lambda = -0.3012 min = 1.0000 max = 3.0000 alpha = -0.077612 lossBound = -0.001243 W1 = 0.246815 N1 = 0.220588 deltaLoss = -0.001294 increaseLambda: 0.87 0.000000 Undoing contribution: was 0.004303672517349955 now 0.004289290305020433 218: time = 0.870000 loss = 6.082770 testLoss 7.130377 'NTL__rev lambda = 0.1206 alpha = -0.020571 lossBound = -0.000004 W1 = 0.345310 N1 = 0.367373 deltaLoss = -0.000014 Updating 7 features NewtonStep: 0.78 0.002000 increaseLambda: 0.78 0.000000 Undoing: newLoss 6.0152620319122585, oldLoss 6.015271123248459, deltaLossBound -9.141605819686381E-6 Updating 4 features NewtonStep: 1.42 0.002000 increaseLambda: 0.78 0.000000 increaseLambda: 1.42 0.000000 Search: 0.78 0.000000 428: time = 1.420000 loss = 6.022039 testLoss 6.995373 'PTL__rev lambda = -0.1763 alpha = -0.002404 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.781 0.001000 Undoing contribution: was 0.0017894513539386918 now 0.0017803097481196954 Updating 6 features NewtonStep: 0.143 0.002000 217: time = 0.781000 loss = 6.015262 testLoss 6.988877 ANC_COND^2: lambda = -0.4641 min = 1.0000 max = 4.0000 alpha = 0.138397 lossBound = -0.000009 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000009 Updating 3 features NewtonStep: 0.872 0.002000 increaseLambda: 0.872 0.000000 Undoing contribution: was 0.0010002870393502378 now 9.881603677722212E-4 219: time = 0.872000 loss = 6.082757 testLoss 7.128926 'NTL__rev lambda = -0.1578 alpha = 0.062005 lossBound = -0.000005 W1 = 0.014771 N1 = 0.007382 deltaLoss = -0.000012 Updating 4 features NewtonStep: 1.422 0.002000 increaseLambda: 1.422 0.000000 Undoing contribution: was 0.18997405996463404 now 0.18997370565971353 429: time = 1.422000 loss = 6.022039 testLoss 6.995411 'PTL__rev lambda = -0.5100 alpha = 0.003202 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 7 features NewtonStep: 0.783 0.002000 increaseLambda: 0.783 0.000000 Undoing contribution: was 7.246553840122643E-4 now 6.978616923540087E-4 218: time = 0.783000 loss = 6.015235 testLoss 6.989296 ANC^2: lambda = -1.8865 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.355320 lossBound = -0.000008 W1 = 0.001711 N1 = 0.000695 deltaLoss = -0.000027 Updating 5 features NewtonStep: 0.874 0.002000 increaseLambda: 0.875 0.001000 220: time = 0.875000 loss = 6.082746 testLoss 7.130334 'NTL__rev lambda = -0.9222 alpha = -0.047742 lossBound = -0.000005 W1 = 0.023609 N1 = 0.011802 deltaLoss = -0.000011 Updating 4 features NewtonStep: 1.424 0.002000 increaseLambda: 1.424 0.000000 increaseLambda: 0.146 0.003000 47: time = 0.146000 loss = 6.162840 testLoss 6.608224 430: time = 1.424000 loss = 6.022038 testLoss 6.995376 'TURB__rev lambda = -0.5230 'PTL__rev lambda = -0.1796 alpha = -0.523003 lossBound = -0.001424 W1 = 0.767327 N1 = 0.748154 deltaLoss = -0.005177 alpha = -0.003300 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 8 features NewtonStep: 0.785 0.002000 increaseLambda: 0.785 0.000000 Undoing: newLoss 6.015229053546721, oldLoss 6.0152351879509816, deltaLossBound -6.13441036369629E-6 increaseLambda: 0.786 0.001000 Updating 4 features NewtonStep: 0.877 0.002000 Search: 0.786 0.000000 Updating 3 features increaseLambda: 0.786 0.000000 Undoing contribution: was 0.003545454044459875 now 0.00353931963409442 NewtonStep: 1.426 0.002000 increaseLambda: 0.877 0.000000 Undoing: newLoss 6.082740975780992, oldLoss 6.082746274111714, deltaLossBound -5.298335111555356E-6 219: time = 0.786000 loss = 6.015229 testLoss 6.987445 'PTL_COND__rev lambda = 0.2024 Updating 6 features NewtonStep: 0.148 0.002000 alpha = -0.007281 lossBound = -0.000006 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000006 increaseLambda: 1.426 0.000000 Undoing contribution: was 0.18997370565971353 now 0.18997335423941977 increaseLambda: 0.877 0.000000 431: time = 1.426000 loss = 6.022038 testLoss 6.995413 'PTL__rev lambda = -0.5068 alpha = 0.003189 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Search: 0.878 0.001000 increaseLambda: 0.878 0.000000 increaseLambda: 0.149 0.001000 Undoing: newLoss 6.160587842794889, oldLoss 6.1628397465741855, deltaLossBound -0.002784291807010693 221: time = 0.878000 loss = 6.082741 testLoss 7.132042 'PTL_COND__rev lambda = 0.4917 alpha = 0.006763 lossBound = -0.000005 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000005 increaseLambda: 0.149 0.000000 Search: 0.15 0.001000 Updating 8 features NewtonStep: 0.788 0.002000 increaseLambda: 0.15 0.000000 48: time = 0.150000 loss = 6.159938 testLoss 6.634253 PTL_COND: lambda = -0.4168 min = 1.0000 max = 3.0000 alpha = -0.115589 lossBound = -0.002784 W1 = 0.252728 N1 = 0.220588 deltaLoss = -0.002902 Updating 4 features NewtonStep: 1.428 0.002000 increaseLambda: 0.788 0.000000 220: time = 0.788000 loss = 6.015218 testLoss 6.988367 CHLA_COND^2: lambda = 2.2040 min = 1.0000 max = 81.0000 alpha = 0.022537 lossBound = -0.000008 W1 = 0.069381 N1 = 0.079044 deltaLoss = -0.000011 increaseLambda: 1.428 0.000000 432: time = 1.428000 loss = 6.022038 testLoss 6.995378 'PTL__rev lambda = -0.1829 alpha = -0.003288 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 4 features NewtonStep: 0.88 0.002000 increaseLambda: 0.88 0.000000 Undoing contribution: was 6.644423342938014E-4 now 6.520753978375696E-4 222: time = 0.880000 loss = 6.082729 testLoss 7.132320 ANC^2: lambda = -1.1164 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.231091 lossBound = -0.000004 W1 = 0.001702 N1 = 0.000695 deltaLoss = -0.000012 Updating 8 features NewtonStep: 0.79 0.002000 Updating 4 features NewtonStep: 1.43 0.002000 increaseLambda: 0.79 0.000000 Undoing: newLoss 6.029021475369641, oldLoss 6.015217617648056, deltaLossBound -6.860413400519165E-6 Updating 5 features NewtonStep: 0.152 0.002000 increaseLambda: 1.43 0.000000 Undoing contribution: was 0.18997335423941977 now 0.1899730054318414 increaseLambda: 0.79 0.000000 433: time = 1.430000 loss = 6.022037 testLoss 6.995415 'PTL__rev lambda = -0.5036 alpha = 0.003177 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Search: 0.791 0.001000 increaseLambda: 0.153 0.001000 49: time = 0.153000 loss = 6.156056 testLoss 6.632335 'NTL__rev lambda = 1.0730 alpha = 0.181567 lossBound = -0.001532 W1 = 0.691655 N1 = 0.723652 deltaLoss = -0.003882 increaseLambda: 0.791 0.000000 Updating 6 features NewtonStep: 0.882 0.002000 221: time = 0.791000 loss = 6.015206 testLoss 6.987108 'CHLA__rev lambda = -0.0160 alpha = -0.016009 lossBound = -0.000007 W1 = 0.309773 N1 = 0.279805 deltaLoss = -0.000011 increaseLambda: 0.882 0.000000 223: time = 0.882000 loss = 6.082717 testLoss 7.137043 NTL_COND^2: lambda = -0.7424 min = 1.0000 max = 9.0000 alpha = -0.023405 lossBound = -0.000004 W1 = 0.128613 N1 = 0.121324 deltaLoss = -0.000011 Updating 3 features NewtonStep: 1.432 0.002000 Updating 7 features NewtonStep: 0.793 0.002000 increaseLambda: 1.433 0.001000 434: time = 1.433000 loss = 6.022037 testLoss 6.995380 'PTL__rev lambda = -0.1862 alpha = -0.003276 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.793 0.000000 222: time = 0.793000 loss = 6.015194 testLoss 6.990739 PTL_COND: lambda = -0.0979 min = 1.0000 max = 3.0000 alpha = -0.014553 lossBound = -0.000008 W1 = 0.235007 N1 = 0.220588 deltaLoss = -0.000012 Updating 5 features NewtonStep: 0.155 0.002000 Updating 6 features NewtonStep: 0.884 0.002000 increaseLambda: 0.155 0.000000 50: time = 0.155000 loss = 6.152720 testLoss 6.648738 'COND__rev lambda = -0.6993 alpha = -0.287593 lossBound = -0.001244 W1 = 0.624182 N1 = 0.596381 deltaLoss = -0.003336 increaseLambda: 0.885 0.001000 Undoing: newLoss 6.082710270484752, oldLoss 6.082717381597174, deltaLossBound -7.112827883870408E-6 increaseLambda: 0.885 0.000000 Updating 2 features NewtonStep: 1.434 0.001000 Updating 8 features NewtonStep: 0.794 0.001000 increaseLambda: 1.435 0.001000 Undoing contribution: was 0.1899730054318414 now 0.1899726592179092 increaseLambda: 0.795 0.001000 435: time = 1.435000 loss = 6.022036 testLoss 6.995417 Undoing: newLoss 6.0274968045333415, oldLoss 6.015194070744973, deltaLossBound -4.628872166105515E-6 Search: 0.886 0.001000 increaseLambda: 0.795 0.000000 increaseLambda: 0.886 0.000000 Undoing contribution: was 0.15956857971850064 now 0.1595614668906175 Updating 6 features NewtonStep: 0.157 0.002000 'PTL__rev lambda = -0.5004 alpha = 0.003165 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 224: time = 0.886000 loss = 6.082710 testLoss 7.131941 'NTL_COND lambda = -1.4061 alpha = 0.031493 lossBound = -0.000007 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000007 Search: 0.795 0.000000 increaseLambda: 0.796 0.001000 223: time = 0.796000 loss = 6.015162 testLoss 6.991563 'DOC__rev lambda = 0.0515 alpha = 0.051487 lossBound = -0.000005 W1 = 0.663444 N1 = 0.677961 deltaLoss = -0.000032 increaseLambda: 0.158 0.001000 51: time = 0.158000 loss = 6.146253 testLoss 6.647882 'NTL__rev lambda = 1.5917 alpha = 0.518723 lossBound = -0.001313 W1 = 0.707020 N1 = 0.723652 deltaLoss = -0.006467 Updating 7 features NewtonStep: 0.888 0.002000 Updating 1 features NewtonStep: 1.437 0.002000 Updating 8 features increaseLambda: 0.888 0.000000 Undoing contribution: was 9.881603677722212E-4 now 9.816527188911167E-4 increaseLambda: 1.437 0.000000 225: time = 0.888000 loss = 6.082704 testLoss 7.130887 'NTL__rev lambda = -0.1127 alpha = 0.045124 lossBound = -0.000003 W1 = 0.014768 N1 = 0.007382 deltaLoss = -0.000007 436: time = 1.437000 loss = 6.022036 testLoss 6.995382 'PTL__rev lambda = -0.1894 alpha = -0.003264 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.798 0.002000 Undoing contribution: was 0.16853986551912659 now 0.16852609178966205 Updating 4 features 224: time = 0.798000 loss = 6.015148 testLoss 6.991766 (LAKE_ORIGIN=1.0) lambda = 0.9543 alpha = -0.017491 lossBound = -0.000014 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000014 NewtonStep: 0.16 0.002000 increaseLambda: 0.16 0.000000 52: time = 0.160000 loss = 6.141874 testLoss 6.632223 'PTL__rev lambda = -0.5830 alpha = -0.281931 lossBound = -0.002024 W1 = 0.363740 N1 = 0.334334 deltaLoss = -0.004379 Updating 1 features NewtonStep: 1.439 0.002000 Updating 9 features Updating 5 features NewtonStep: 0.799 0.001000 NewtonStep: 0.89 0.002000 increaseLambda: 1.439 0.000000 Undoing contribution: was 0.1899726592179092 now 0.1899723155786979 437: time = 1.439000 loss = 6.022036 testLoss 6.995419 'PTL__rev lambda = -0.4973 alpha = 0.003153 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 increaseLambda: 0.8 0.001000 Undoing: newLoss 6.0151351138823275, oldLoss 6.015148217967838, deltaLossBound -1.3104113615324345E-5 increaseLambda: 0.891 0.001000 226: time = 0.891000 loss = 6.082693 testLoss 7.132253 'NTL__rev lambda = -0.9685 alpha = -0.046290 lossBound = -0.000004 W1 = 0.023609 N1 = 0.011802 deltaLoss = -0.000011 Updating 6 features increaseLambda: 0.8 0.000000 Search: 0.8 0.000000 increaseLambda: 0.162 0.002000 53: time = 0.162000 loss = 6.140667 testLoss 6.628904 (URBAN=0.0) lambda = -0.6478 alpha = -0.099855 lossBound = -0.001207 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.001207 increaseLambda: 0.8 0.000000 Undoing contribution: was 0.00353931963409442 now 0.0035262155204788728 225: time = 0.800000 loss = 6.015135 testLoss 6.989055 'PTL_COND__rev lambda = 0.1918 alpha = -0.010644 lossBound = -0.000013 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000013 Updating 1 features NewtonStep: 1.441 0.002000 increaseLambda: 1.441 0.000000 Updating 4 features NewtonStep: 0.892 0.001000 438: time = 1.441000 loss = 6.022035 testLoss 6.995385 'PTL__rev lambda = -0.1927 alpha = -0.003252 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.893 0.001000 Undoing contribution: was 9.816527188911167E-4 now 9.723899827876509E-4 227: time = 0.893000 loss = 6.082684 testLoss 7.130992 'NTL__rev lambda = -0.0588 alpha = 0.053961 lossBound = -0.000004 W1 = 0.014769 N1 = 0.007382 deltaLoss = -0.000009 Updating 1 features NewtonStep: 1.443 0.002000 Updating 3 features NewtonStep: 0.895 0.002000 increaseLambda: 1.444 0.001000 Undoing contribution: was 0.1899723155786979 now 0.18997197449540917 Updating 6 features 439: time = 1.444000 loss = 6.022035 testLoss 6.995421 NewtonStep: 0.166 0.004000 'PTL__rev lambda = -0.4941 alpha = 0.003141 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 increaseLambda: 0.895 0.000000 228: time = 0.895000 loss = 6.082675 testLoss 7.132245 'NTL__rev lambda = -1.0109 alpha = -0.042437 lossBound = -0.000004 W1 = 0.023608 N1 = 0.011802 deltaLoss = -0.000009 increaseLambda: 0.166 0.000000 Undoing: newLoss 6.153021771933478, oldLoss 6.14066684542109, deltaLossBound -8.286575214758187E-4 increaseLambda: 0.167 0.001000 Search: 0.167 0.000000 increaseLambda: 0.167 0.000000 54: time = 0.167000 loss = 6.139838 testLoss 6.649434 'PTL_COND__rev lambda = 0.0843 alpha = 0.084287 lossBound = -0.000829 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000829 Updating 5 features NewtonStep: 0.897 0.002000 increaseLambda: 0.897 0.000000 Undoing contribution: was 9.723899827876509E-4 now 9.646830605414864E-4 229: time = 0.897000 loss = 6.082667 testLoss 7.131097 'NTL__rev lambda = -0.0097 alpha = 0.049090 lossBound = -0.000004 W1 = 0.014769 N1 = 0.007382 deltaLoss = -0.000008 Updating 10 features NewtonStep: 0.807 0.007000 Updating 7 features NewtonStep: 0.17 0.003000 increaseLambda: 0.808 0.001000 226: time = 0.808000 loss = 6.015117 testLoss 6.990552 'COND__rev lambda = -0.3240 alpha = -0.023379 lossBound = -0.000006 W1 = 0.703526 N1 = 0.677996 deltaLoss = -0.000018 increaseLambda: 0.17 0.000000 55: time = 0.170000 loss = 6.138638 testLoss 6.659028 CHLA_COND^2: lambda = 0.8413 min = 1.0000 max = 81.0000 alpha = 0.260556 lossBound = -0.000855 W1 = 0.070596 N1 = 0.079044 deltaLoss = -0.001200 Updating 3 features Updating 3 features NewtonStep: 0.899 0.002000 NewtonStep: 1.448 0.004000 increaseLambda: 1.449 0.001000 Undoing contribution: was 0.0017182311367930506 now 0.0017177653924637252 increaseLambda: 0.9 0.001000 440: time = 1.449000 loss = 6.022035 testLoss 6.995237 CHLA_COND^2: lambda = 2.4130 min = 1.0000 max = 81.0000 230: time = 0.900000 loss = 6.082660 testLoss 7.132239 alpha = -0.004444 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 'NTL__rev lambda = -1.0495 Converged after 440 iterations alpha = -0.038648 lossBound = -0.000003 W1 = 0.023607 N1 = 0.011802 deltaLoss = -0.000007 440: time = 1.449000 loss = 6.022035 testLoss 6.995237 Updating 7 features NewtonStep: 0.809 0.001000 increaseLambda: 0.81 0.001000 Undoing contribution: was 0.012158661609804696 now 0.012129623803389307 227: time = 0.810000 loss = 6.015088 testLoss 6.988763 'COND__rev lambda = -0.2335 alpha = 0.025635 lossBound = -0.000011 W1 = 0.625259 N1 = 0.596381 deltaLoss = -0.000029 Updating 6 features NewtonStep: 0.172 0.002000 increaseLambda: 0.172 0.000000 Undoing: newLoss 6.136670939212609, oldLoss 6.138637711163, deltaLossBound -0.001997483489891932 Updating 5 features increaseLambda: 0.172 0.000000 NewtonStep: 0.901 0.001000 Search: 0.173 0.001000 increaseLambda: 0.902 0.001000 Undoing contribution: was 0.012584663140752019 now 0.012577770234197152 231: time = 0.902000 loss = 6.082653 testLoss 7.131986 'ANC__rev lambda = -0.1359 alpha = 0.026255 lossBound = -0.000003 W1 = 0.043053 N1 = 0.028343 deltaLoss = -0.000007 increaseLambda: 0.173 0.000000 Undoing contribution: was 0.018389945744488396 now 0.01639246225459558 56: time = 0.173000 loss = 6.136640 testLoss 6.645014 'CHLA__rev lambda = 0.6048 alpha = -0.313396 lossBound = -0.001997 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.001997 Making features Updating 4 features NewtonStep: 0.904 0.002000 increaseLambda: 0.904 0.000000 232: time = 0.904000 loss = 6.082646 testLoss 7.132934 'COND__rev lambda = -0.3856 alpha = -0.014756 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000007 Updating 2 features NewtonStep: 0.906 0.002000 Updating 7 features NewtonStep: 0.178 0.005000 increaseLambda: 0.907 0.001000 Undoing contribution: was 0.007006881170509839 now 0.007000813988965117 233: time = 0.907000 loss = 6.082640 testLoss 7.132120 'COND__rev lambda = -0.1345 alpha = 0.011774 lossBound = -0.000002 W1 = 0.626387 N1 = 0.597545 deltaLoss = -0.000006 increaseLambda: 0.178 0.000000 57: time = 0.178000 loss = 6.134900 testLoss 6.656773 CHLA_COND^2: lambda = 1.1671 min = 1.0000 max = 81.0000 Updating 6 features NewtonStep: 0.816 0.006000 alpha = 0.325842 lossBound = -0.001228 W1 = 0.071228 N1 = 0.079044 deltaLoss = -0.001740 increaseLambda: 0.817 0.001000 228: time = 0.817000 loss = 6.015060 testLoss 6.990595 'COND__rev lambda = -0.3527 alpha = -0.028709 lossBound = -0.000009 W1 = 0.703523 N1 = 0.677996 deltaLoss = -0.000028 Updating 3 features NewtonStep: 0.909 0.002000 Updating 5 features NewtonStep: 0.18 0.002000 increaseLambda: 0.909 0.000000 234: time = 0.909000 loss = 6.082634 testLoss 7.132958 'COND__rev lambda = -0.3986 alpha = -0.013024 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000006 increaseLambda: 0.18 0.000000 Undoing: newLoss 6.132855714822632, oldLoss 6.13490008563922, deltaLossBound -0.0020773405892543784 Updating 6 features NewtonStep: 0.819 0.002000 increaseLambda: 0.181 0.001000 increaseLambda: 0.819 0.000000 Undoing contribution: was 0.012129623803389307 now 0.012102566059391947 229: time = 0.819000 loss = 6.015033 testLoss 6.988870 'COND__rev lambda = -0.2088 Search: 0.181 0.000000 alpha = 0.024740 lossBound = -0.000010 W1 = 0.625259 N1 = 0.596381 deltaLoss = -0.000027 makeFeatures: max memory 1908932608, total allocated 719847424, free 338372512, used 381474912, increment 231841416 Daphnia_lumholtzi PTL: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 increaseLambda: 0.181 0.000000 Undoing contribution: was 0.01639246225459558 now 0.014315121665342007 58: time = 0.181000 loss = 6.132823 testLoss 6.642452 'CHLA__rev lambda = 0.2855 alpha = -0.319299 lossBound = -0.002077 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.002077 Updating 2 features NewtonStep: 0.911 0.002000 increaseLambda: 0.911 0.000000 Undoing contribution: was 0.007000813988965117 now 0.006995185222636526 235: time = 0.911000 loss = 6.082628 testLoss 7.132174 'COND__rev lambda = -0.1232 alpha = 0.011340 lossBound = -0.000002 W1 = 0.626387 N1 = 0.597545 deltaLoss = -0.000006 Updating 6 features NewtonStep: 0.183 0.002000 Updating 3 features increaseLambda: 0.914 0.003000 Undoing contribution: was 0.07898309429087647 now 0.07898126132406258 236: time = 0.914000 loss = 6.082626 testLoss 7.132255 (URBAN=1.0) lambda = 0.4660 alpha = -0.003903 lossBound = -0.000002 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000002 increaseLambda: 0.186 0.003000 59: time = 0.186000 loss = 6.131178 testLoss 6.653909 CHLA_COND^2: lambda = 1.4834 min = 1.0000 max = 81.0000 alpha = 0.316229 lossBound = -0.001152 W1 = 0.071114 N1 = 0.079044 deltaLoss = -0.001645 Updating 17 features Newton: returning 0.12165319769210031 Updating 7 features Loss was 6.131178105140139, now 6.128701197841632, delta -0.002477 parallelUpdate: 0.187 0.001000 Updating 2 features NewtonStep: 0.916 0.002000 increaseLambda: 0.916 0.000000 Updating 6 features 237: time = 0.916000 loss = 6.082621 testLoss 7.133025 NewtonStep: 0.825 0.006000 'COND__rev lambda = -0.4105 alpha = -0.011971 lossBound = -0.000002 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000005 increaseLambda: 0.826 0.001000 230: time = 0.826000 loss = 6.015007 testLoss 6.990635 'COND__rev lambda = -0.3804 alpha = -0.027637 lossBound = -0.000008 W1 = 0.703523 N1 = 0.677996 deltaLoss = -0.000026 Updating 5 features Reducing newton stepsize from -0.3712409130211884 to -0.25358249706074737 NewtonStep: 0.188 0.001000 increaseLambda: 0.189 0.001000 Undoing: newLoss 6.125136626117809, oldLoss 6.128701197841632, deltaLossBound -0.003564571723823807 Updating 3 features increaseLambda: 0.189 0.000000 NewtonStep: 0.918 0.002000 Search: 0.189 0.000000 increaseLambda: 0.918 0.000000 Undoing contribution: was 0.006995185222636526 now 0.006990011191975722 238: time = 0.918000 loss = 6.082616 testLoss 7.132274 'COND__rev lambda = -0.1123 alpha = 0.010870 lossBound = -0.000002 W1 = 0.626387 N1 = 0.597545 deltaLoss = -0.000005 increaseLambda: 0.19 0.001000 Undoing contribution: was 0.014315121665342007 now 0.010750549941518268 61: time = 0.190000 loss = 6.125137 testLoss 6.677309 'CHLA__rev lambda = 0.0000 alpha = -0.253582 lossBound = -0.003565 W1 = 0.046344 N1 = 0.058824 deltaLoss = -0.003565 Updating 6 features NewtonStep: 0.828 0.002000 increaseLambda: 0.828 0.000000 Undoing contribution: was 0.012102566059391947 now 0.012077458645457369 231: time = 0.828000 loss = 6.014982 testLoss 6.988974 'COND__rev lambda = -0.1849 alpha = 0.023828 lossBound = -0.000009 W1 = 0.625260 N1 = 0.596381 deltaLoss = -0.000025 Updating 2 features NewtonStep: 0.92 0.002000 Updating 5 features increaseLambda: 0.921 0.001000 239: time = 0.921000 loss = 6.082611 testLoss 7.133048 'COND__rev lambda = -0.4226 alpha = -0.012027 lossBound = -0.000002 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000005 Updating 5 features Updating 38 features increaseLambda: 0.192 0.002000 Undoing contribution: was 0.0950438198610346 now 0.09294402380493416 62: time = 0.192000 loss = 6.123037 testLoss 6.677949 (LAKE_ORIGIN=0.0) lambda = -0.1289 alpha = 0.221901 lossBound = -0.002100 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.002100 Reducing stepsize from 0.9621128062233214 to 0.5745746345743266 Reducing stepsize from 0.5745746345743266 to 0.04512299594789316 Newton: returning 0.04512299594789316 Updating 4 features Loss was 6.082611352979702, now 6.082557212688685, delta -0.000054 parallelUpdate: 0.923 0.002000 34 samples Updating 4 features NewtonStep: 0.925 0.002000 increaseLambda: 0.925 0.000000 Undoing contribution: was 0.006990011191975722 now 0.006984891499528846 241: time = 0.925000 loss = 6.082552 testLoss 7.132709 'COND__rev lambda = -0.0975 alpha = 0.010810 lossBound = -0.000002 W1 = 0.626387 N1 = 0.597545 deltaLoss = -0.000005 Density: max memory 1908932608, total allocated 719847424, free 322975272, used 396872152, increment 15397240 linearPredictor: max memory 1908932608, total allocated 719847424, free 322975272, used 396872152, increment 0 FeaturedSpace: max memory 1908932608, total allocated 719847424, free 322975272, used 396872152, increment 0 Sequential: max memory 1908932608, total allocated 719847424, free 322975272, used 396872152, increment 0 Initial loss: 7.023758954738443 Initial test loss: 7.023758954738443 Updating 6 features NewtonStep: 0.198 0.006000 Updating 4 features NewtonStep: 0.927 0.002000 increaseLambda: 0.198 0.000000 Undoing contribution: was 0.05059746438583916 now 0.04890650288921376 63: time = 0.198000 loss = 6.121346 testLoss 6.678904 'TURB__rev lambda = -0.6037 alpha = 0.243332 lossBound = -0.000850 W1 = 0.152703 N1 = 0.130602 deltaLoss = -0.001691 increaseLambda: 0.927 0.000000 242: time = 0.927000 loss = 6.082549 testLoss 7.132892 'ANC__rev lambda = -0.8442 alpha = -0.021130 lossBound = -0.000002 W1 = 0.032023 N1 = 0.017316 deltaLoss = -0.000003 Updating 28 features increaseLambda: 0.002 0.002000 0: time = 0.002000 loss = 7.009281 testLoss 7.008778 (LAKE_ORIGIN=0.0) lambda = -0.0407 alpha = -0.040711 lossBound = -0.307792 W1 = 0.451165 N1 = 0.088235 deltaLoss = -0.014478 Updating 5 features NewtonStep: 0.2 0.002000 Updating 6 features NewtonStep: 0.929 0.002000 increaseLambda: 0.2 0.000000 Undoing: newLoss 6.120286441507656, oldLoss 6.121345868565083, deltaLossBound -0.0010621748795092453 increaseLambda: 0.93 0.001000 Undoing contribution: was 0.0697511606508428 now 0.06974756859825676 243: time = 0.930000 loss = 6.082545 testLoss 7.133006 'TURB__rev lambda = -0.2687 alpha = 0.010384 lossBound = -0.000002 W1 = 0.150230 N1 = 0.128983 deltaLoss = -0.000004 increaseLambda: 0.201 0.001000 Search: 0.202 0.001000 Updating 28 features increaseLambda: 0.202 0.000000 Undoing contribution: was 0.09717049860864974 now 0.09610832372913963 64: time = 0.202000 loss = 6.120284 testLoss 6.646433 'TURB_COND__rev lambda = 0.7714 alpha = -0.132715 lossBound = -0.001062 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.001062 Updating 3 features increaseLambda: 0.005 0.003000 NewtonStep: 0.83 0.002000 1: time = 0.005000 loss = 6.995490 testLoss 6.994495 (LAKE_ORIGIN=0.0) lambda = -0.0806 alpha = -0.039897 lossBound = -0.293314 W1 = 0.441307 N1 = 0.088235 deltaLoss = -0.013790 increaseLambda: 0.841 0.011000 232: time = 0.841000 loss = 6.014958 testLoss 6.990674 'COND__rev lambda = -0.4070 alpha = -0.026606 lossBound = -0.000008 W1 = 0.703524 N1 = 0.677996 deltaLoss = -0.000024 Updating 6 features NewtonStep: 0.204 0.002000 Updating 28 features increaseLambda: 0.204 0.000000 65: time = 0.204000 loss = 6.119423 testLoss 6.630138 'CHLA__rev lambda = -0.5952 alpha = -0.128175 lossBound = -0.000568 W1 = 0.179707 N1 = 0.153039 deltaLoss = -0.000860 Updating 5 features NewtonStep: 0.842 0.001000 increaseLambda: 0.007 0.002000 2: time = 0.007000 loss = 6.982356 testLoss 6.980879 (LAKE_ORIGIN=0.0) lambda = -0.1197 alpha = -0.039099 lossBound = -0.279524 W1 = 0.431690 N1 = 0.088235 deltaLoss = -0.013134 increaseLambda: 0.843 0.001000 Undoing contribution: was 0.012888290873834635 now 0.012870127803775994 233: time = 0.843000 loss = 6.014940 testLoss 6.990029 CHLA_COND: lambda = 0.1395 min = 1.0000 max = 9.0000 alpha = -0.027090 lossBound = -0.000009 W1 = 0.104040 N1 = 0.113971 deltaLoss = -0.000018 Updating 7 features NewtonStep: 0.206 0.002000 NewtonStep: 0.932 0.002000 Updating 28 features increaseLambda: 0.206 0.000000 increaseLambda: 0.935 0.003000 66: time = 0.206000 loss = 6.118252 testLoss 6.639752 CHLA_COND^2: lambda = 1.9242 min = 1.0000 max = 81.0000 alpha = 0.260334 lossBound = -0.000813 W1 = 0.070564 N1 = 0.079044 deltaLoss = -0.001171 244: time = 0.935000 loss = 6.082541 testLoss 7.132993 Updating 5 features 'TURB__rev lambda = -0.1109 alpha = -0.009872 lossBound = -0.000002 W1 = 0.187529 N1 = 0.164242 deltaLoss = -0.000004 NewtonStep: 0.845 0.002000 increaseLambda: 0.009 0.002000 3: time = 0.009000 loss = 6.969849 testLoss 6.967898 (LAKE_ORIGIN=0.0) lambda = -0.1580 alpha = -0.038317 lossBound = -0.266390 W1 = 0.422315 N1 = 0.088235 deltaLoss = -0.012507 Updating 5 features NewtonStep: 0.938 0.003000 Updating 28 features increaseLambda: 0.939 0.001000 Undoing contribution: was 0.06974756859825676 now 0.06974385278989531 245: time = 0.939000 loss = 6.082538 testLoss 7.133109 'TURB__rev lambda = -0.2582 alpha = 0.010561 lossBound = -0.000002 W1 = 0.150230 N1 = 0.128983 deltaLoss = -0.000004 increaseLambda: 0.013 0.004000 4: time = 0.013000 loss = 6.957939 testLoss 6.955525 (LAKE_ORIGIN=1.0) lambda = 0.0376 alpha = 0.037551 lossBound = -0.253882 W1 = 0.586818 N1 = 0.911765 deltaLoss = -0.011910 Updating 2 features NewtonStep: 0.941 0.002000 Updating 28 features increaseLambda: 0.942 0.001000 Updating 7 features NewtonStep: 0.213 0.007000 246: time = 0.942000 loss = 6.082534 testLoss 7.133096 'TURB__rev lambda = -0.1205 alpha = -0.009547 lossBound = -0.000002 W1 = 0.187529 N1 = 0.164242 deltaLoss = -0.000004 increaseLambda: 0.213 0.000000 Undoing contribution: was 0.1394700776782985 now 0.13847835840686057 67: time = 0.214000 loss = 6.117260 testLoss 6.640725 'PTL__rev lambda = -1.3579 alpha = 0.186092 lossBound = -0.000542 W1 = 0.135398 N1 = 0.113003 deltaLoss = -0.000992 increaseLambda: 0.852 0.007000 Undoing contribution: was 0.012077458645457369 now 0.012057205548435675 234: time = 0.852000 loss = 6.014920 testLoss 6.988539 'COND__rev lambda = -0.1635 alpha = 0.021404 lossBound = -0.000008 W1 = 0.625261 N1 = 0.596381 deltaLoss = -0.000020 increaseLambda: 0.015 0.002000 5: time = 0.016000 loss = 6.946599 testLoss 6.943731 (LAKE_ORIGIN=0.0) lambda = -0.1948 alpha = -0.036800 lossBound = -0.241973 W1 = 0.404289 N1 = 0.088235 deltaLoss = -0.011340 Updating 4 features NewtonStep: 0.944 0.002000 increaseLambda: 0.944 0.000000 Undoing contribution: was 0.06974385278989531 now 0.06974037790655602 Updating 6 features 247: time = 0.944000 loss = 6.082530 testLoss 7.133208 NewtonStep: 0.216 0.002000 'TURB__rev lambda = -0.2479 alpha = 0.010210 lossBound = -0.000002 W1 = 0.150230 N1 = 0.128983 deltaLoss = -0.000003 Updating 28 features increaseLambda: 0.216 0.000000 68: time = 0.216000 loss = 6.115819 testLoss 6.619652 'CHLA__rev lambda = -0.7582 alpha = -0.163026 lossBound = -0.000965 W1 = 0.179957 N1 = 0.153039 deltaLoss = -0.001441 Updating 4 features NewtonStep: 0.854 0.002000 increaseLambda: 0.018 0.002000 6: time = 0.018000 loss = 6.935803 testLoss 6.932489 (LAKE_ORIGIN=0.0) lambda = -0.2309 alpha = -0.036064 lossBound = -0.230633 W1 = 0.395634 N1 = 0.088235 deltaLoss = -0.010797 increaseLambda: 0.854 0.000000 235: time = 0.854000 loss = 6.014896 testLoss 6.990230 'COND__rev lambda = -0.4335 alpha = -0.026471 lossBound = -0.000008 W1 = 0.703524 N1 = 0.677996 deltaLoss = -0.000024 Updating 1 features NewtonStep: 0.946 0.002000 increaseLambda: 0.947 0.001000 Updating 8 features NewtonStep: 0.218 0.002000 248: time = 0.947000 loss = 6.082527 testLoss 7.133196 'TURB__rev lambda = -0.1297 alpha = -0.009230 lossBound = -0.000002 W1 = 0.187529 N1 = 0.164242 deltaLoss = -0.000003 Updating 28 features increaseLambda: 0.218 0.000000 Undoing: newLoss 6.115929086262225, oldLoss 6.1158191422362425, deltaLossBound -0.0010650206446534596 increaseLambda: 0.02 0.002000 increaseLambda: 0.218 0.000000 7: time = 0.020000 loss = 6.925524 testLoss 6.921774 (LAKE_ORIGIN=1.0) lambda = 0.0729 alpha = 0.035342 lossBound = -0.219836 W1 = 0.612785 N1 = 0.911765 deltaLoss = -0.010279 Search: 0.219 0.001000 increaseLambda: 0.219 0.000000 69: time = 0.219000 loss = 6.114411 testLoss 6.647181 TURB_COND^2: lambda = -0.1757 min = 1.0000 max = 9.0000 alpha = -0.175690 lossBound = -0.001065 W1 = 0.074363 N1 = 0.062500 deltaLoss = -0.001408 Updating 3 features NewtonStep: 0.949 0.002000 Updating 28 features increaseLambda: 0.949 0.000000 Undoing contribution: was 0.06974037790655602 now 0.06973712809514049 Updating 4 features 249: time = 0.949000 loss = 6.082524 testLoss 7.133305 'TURB__rev lambda = -0.2381 NewtonStep: 0.858 0.004000 alpha = 0.009872 lossBound = -0.000002 W1 = 0.150230 N1 = 0.128983 deltaLoss = -0.000003 increaseLambda: 0.023 0.003000 8: time = 0.023000 loss = 6.915738 testLoss 6.911561 (LAKE_ORIGIN=1.0) lambda = 0.1075 alpha = 0.034635 lossBound = -0.209557 W1 = 0.620970 N1 = 0.911765 deltaLoss = -0.009786 Updating 7 features NewtonStep: 0.221 0.002000 increaseLambda: 0.221 0.000000 Undoing: newLoss 6.113885853765025, oldLoss 6.114410967169711, deltaLossBound -5.257495079702738E-4 increaseLambda: 0.222 0.001000 increaseLambda: 0.859 0.001000 Undoing contribution: was 0.012057205548435675 now 0.01203416173758329 Search: 0.222 0.000000 236: time = 0.860000 loss = 6.014873 testLoss 6.988641 'COND__rev lambda = -0.1407 alpha = 0.022818 lossBound = -0.000009 W1 = 0.625261 N1 = 0.596381 deltaLoss = -0.000023 Updating 6 features increaseLambda: 0.222 0.000000 Undoing contribution: was 0.09610832372913963 now 0.09558257422116961 70: time = 0.222000 loss = 6.113885 testLoss 6.624662 'TURB_COND__rev lambda = 0.6784 alpha = -0.092931 lossBound = -0.000526 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000526 increaseLambda: 0.025 0.002000 9: time = 0.025000 loss = 6.906422 testLoss 6.901826 (LAKE_ORIGIN=1.0) lambda = 0.1415 alpha = 0.033943 lossBound = -0.199771 W1 = 0.628926 N1 = 0.911765 deltaLoss = -0.009316 Updating 1 features NewtonStep: 0.952 0.003000 increaseLambda: 0.952 0.000000 250: time = 0.952000 loss = 6.082521 testLoss 7.133293 'TURB__rev lambda = -0.1386 alpha = -0.008925 lossBound = -0.000002 W1 = 0.187529 N1 = 0.164242 deltaLoss = -0.000003 Updating 4 features NewtonStep: 0.862 0.002000 increaseLambda: 0.862 0.000000 237: time = 0.862000 loss = 6.014851 testLoss 6.990269 'COND__rev lambda = -0.4589 alpha = -0.025468 lossBound = -0.000007 W1 = 0.703525 N1 = 0.677996 deltaLoss = -0.000022 Updating 8 features NewtonStep: 0.224 0.002000 Updating 6 features increaseLambda: 0.224 0.000000 71: time = 0.224000 loss = 6.112840 testLoss 6.656680 TURB_COND^2: lambda = -0.3764 min = 1.0000 max = 9.0000 alpha = -0.200736 lossBound = -0.000697 W1 = 0.071250 N1 = 0.062500 deltaLoss = -0.001045 increaseLambda: 0.027 0.002000 10: time = 0.027000 loss = 6.864612 testLoss 6.857963 (LAKE_ORIGIN=1.0) lambda = 0.3078 alpha = 0.166320 lossBound = -0.190455 W1 = 0.666841 N1 = 0.911765 deltaLoss = -0.041810 Updating 4 features Updating 6 features NewtonStep: 0.864 0.002000 NewtonStep: 0.226 0.002000 Updating 6 features increaseLambda: 0.865 0.001000 Undoing contribution: was 0.01203416173758329 now 0.012012777869445742 increaseLambda: 0.227 0.001000 increaseLambda: 0.029 0.002000 Undoing: newLoss 6.112115646882491, oldLoss 6.1128403123540345, deltaLossBound -7.259069016409955E-4 11: time = 0.029000 loss = 6.832244 testLoss 6.823747 (LAKE_ORIGIN=1.0) lambda = 0.4575 alpha = 0.149688 lossBound = -0.148645 W1 = 0.699227 N1 = 0.911765 deltaLoss = -0.032368 increaseLambda: 0.227 0.000000 Updating 3 features Search: 0.227 0.000000 238: time = 0.865000 loss = 6.014830 testLoss 6.988739 'COND__rev lambda = -0.1187 alpha = 0.021977 lossBound = -0.000008 W1 = 0.625261 N1 = 0.596381 deltaLoss = -0.000021 increaseLambda: 0.228 0.001000 Undoing contribution: was 0.09558257422116961 now 0.09485666731952774 72: time = 0.228000 loss = 6.112114 testLoss 6.630060 'TURB_COND__rev lambda = 0.5690 alpha = -0.109411 lossBound = -0.000726 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000726 Updating 5 features NewtonStep: 0.03 0.001000 increaseLambda: 0.031 0.001000 Undoing: newLoss 6.813793068979806, oldLoss 6.83224367002155, deltaLossBound -0.13896137713437098 Updating 4 features NewtonStep: 0.867 0.002000 increaseLambda: 0.031 0.000000 increaseLambda: 0.867 0.000000 239: time = 0.867000 loss = 6.014810 testLoss 6.990308 'COND__rev lambda = -0.4835 alpha = -0.024520 lossBound = -0.000007 W1 = 0.703525 N1 = 0.677996 deltaLoss = -0.000020 Search: 0.031 0.000000 Updating 7 features NewtonStep: 0.229 0.001000 increaseLambda: 0.032 0.001000 12: time = 0.032000 loss = 6.794368 testLoss 6.828849 'NTL_COND lambda = -0.2657 alpha = -0.265681 lossBound = -0.138961 W1 = 0.140208 N1 = 0.007353 deltaLoss = -0.037876 increaseLambda: 0.23 0.001000 Undoing: newLoss 6.11185099996397, oldLoss 6.112114405452393, deltaLossBound -4.3250237948683115E-4 increaseLambda: 0.23 0.000000 Search: 0.23 0.000000 increaseLambda: 0.23 0.000000 73: time = 0.230000 loss = 6.111682 testLoss 6.628822 ANC_COND^2: lambda = -0.8063 min = 1.0000 max = 4.0000 alpha = -0.806271 lossBound = -0.000433 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000433 Updating 5 features increaseLambda: 0.033 0.001000 13: time = 0.033000 loss = 6.772307 testLoss 6.804730 (URBAN=1.0) lambda = 0.0973 alpha = 0.097293 lossBound = -0.116668 W1 = 0.381133 N1 = 0.617647 deltaLoss = -0.022061 Updating 7 features NewtonStep: 0.232 0.002000 increaseLambda: 0.233 0.001000 74: time = 0.233000 loss = 6.111013 testLoss 6.655468 TURB_COND^2: lambda = -0.5423 min = 1.0000 max = 9.0000 alpha = -0.165842 lossBound = -0.000433 W1 = 0.071011 N1 = 0.062500 deltaLoss = -0.000669 Updating 5 features increaseLambda: 0.035 0.002000 14: time = 0.035000 loss = 6.748002 testLoss 6.778784 (LAKE_ORIGIN=1.0) lambda = 0.5904 alpha = 0.132936 lossBound = -0.112740 W1 = 0.729954 N1 = 0.911765 deltaLoss = -0.024305 Updating 5 features NewtonStep: 0.037 0.002000 increaseLambda: 0.038 0.001000 Undoing: newLoss 6.7359022539473274, oldLoss 6.748002064681441, deltaLossBound -0.0983203958890434 Updating 31 features Updating 7 features NewtonStep: 0.236 0.003000 NewtonStep: 0.956 0.004000 increaseLambda: 0.236 0.000000 Undoing: newLoss 6.110554323844025, oldLoss 6.111012978471917, deltaLossBound -4.5913552537489794E-4 Reducing stepsize from 1.417021096732985 to 0.8297396877558352 Reducing stepsize from 0.8297396877558352 to 0.6639330121855495 Newton: returning 0.6639330121855495 Updating 6 features increaseLambda: 0.966 0.010000 Undoing contribution: was 0.06973712809514049 now 0.06973408857265789 increaseLambda: 0.237 0.001000 251: time = 0.966000 loss = 6.082518 testLoss 7.133398 'TURB__rev lambda = -0.2285 alpha = 0.009545 lossBound = -0.000002 W1 = 0.150230 N1 = 0.128983 deltaLoss = -0.000003 Search: 0.237 0.000000 Loss was 6.01480964703385, now 6.014308485370056, delta -0.000501 parallelUpdate: 0.875 0.008000 increaseLambda: 0.237 0.000000 Undoing contribution: was 0.09485666731952774 now 0.09439753179415084 75: time = 0.237000 loss = 6.110554 testLoss 6.634471 'TURB_COND__rev lambda = 0.4822 alpha = -0.086781 lossBound = -0.000459 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000459 Updating 1 features NewtonStep: 0.968 0.002000 Updating 5 features NewtonStep: 0.877 0.002000 increaseLambda: 0.968 0.000000 increaseLambda: 0.877 0.000000 252: time = 0.968000 loss = 6.082515 testLoss 7.132567 241: time = 0.877000 loss = 6.014280 testLoss 6.985651 'CHLA__rev lambda = -0.8045 CHLA_COND^2: lambda = 2.3602 min = 1.0000 max = 81.0000 alpha = -0.006884 lossBound = -0.000002 W1 = 0.179334 N1 = 0.153039 deltaLoss = -0.000002 alpha = 0.036130 lossBound = -0.000021 W1 = 0.069396 N1 = 0.079044 deltaLoss = -0.000029 Updating 6 features NewtonStep: 0.239 0.002000 increaseLambda: 0.239 0.000000 76: time = 0.239000 loss = 6.109964 testLoss 6.660309 TURB_COND: lambda = -1.1004 min = 1.0000 max = 3.0000 alpha = -0.144995 lossBound = -0.000391 W1 = 0.082784 N1 = 0.073529 deltaLoss = -0.000590 Updating 5 features Reducing newton stepsize from -0.03893265245134519 to -0.027230738987566037 NewtonStep: 0.878 0.001000 Updating 5 features NewtonStep: 0.97 0.002000 increaseLambda: 0.879 0.001000 Undoing contribution: was 0.0 now 0.0 242: time = 0.879000 loss = 6.014246 testLoss 6.984672 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.027231 lossBound = -0.000024 W1 = 0.079428 N1 = 0.088235 deltaLoss = -0.000033 increaseLambda: 0.97 0.000000 Updating 6 features 253: time = 0.970000 loss = 6.082512 testLoss 7.133229 'COND__rev lambda = -0.4394 alpha = -0.010282 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000004 NewtonStep: 0.241 0.002000 increaseLambda: 0.241 0.000000 Undoing: newLoss 6.109477343968668, oldLoss 6.109964219380512, deltaLossBound -4.874194384748708E-4 increaseLambda: 0.242 0.001000 Search: 0.242 0.000000 Updating 6 features NewtonStep: 0.88 0.001000 increaseLambda: 0.242 0.000000 Undoing contribution: was 0.09439753179415084 now 0.0939101123556752 77: time = 0.242000 loss = 6.109477 testLoss 6.638654 'TURB_COND__rev lambda = 0.3928 alpha = -0.089442 lossBound = -0.000487 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000487 increaseLambda: 0.881 0.001000 Undoing: newLoss 6.014231334298661, oldLoss 6.014246168216411, deltaLossBound -1.4840662981131759E-5 Updating 3 features NewtonStep: 0.972 0.002000 increaseLambda: 0.881 0.000000 Search: 0.881 0.000000 increaseLambda: 0.882 0.001000 243: time = 0.882000 loss = 6.014231 testLoss 6.991925 'NTL_COND lambda = -1.4382 alpha = -0.044931 lossBound = -0.000015 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000015 Updating 6 features NewtonStep: 0.244 0.002000 increaseLambda: 0.974 0.002000 254: time = 0.974000 loss = 6.082506 testLoss 7.136605 NTL_COND^2: lambda = -0.7590 min = 1.0000 max = 9.0000 alpha = -0.016719 lossBound = -0.000002 W1 = 0.128611 N1 = 0.121324 deltaLoss = -0.000006 increaseLambda: 0.047 0.009000 increaseLambda: 0.245 0.001000 Undoing: newLoss 6.136512618751732, oldLoss 6.109476799942036, deltaLossBound -3.141113332625449E-4 Search: 0.047 0.000000 increaseLambda: 0.245 0.000000 increaseLambda: 0.047 0.000000 Search: 0.245 0.000000 15: time = 0.047000 loss = 6.722046 testLoss 6.791148 'NTL_COND lambda = -0.5026 alpha = -0.236886 lossBound = -0.098320 W1 = 0.111776 N1 = 0.007353 deltaLoss = -0.025956 Updating 7 features NewtonStep: 0.883 0.001000 increaseLambda: 0.246 0.001000 78: time = 0.246000 loss = 6.108353 testLoss 6.636190 'TURB__rev lambda = -0.2402 alpha = -0.240208 lossBound = -0.000314 W1 = 0.770540 N1 = 0.749584 deltaLoss = -0.001123 increaseLambda: 0.884 0.001000 Undoing contribution: was 0.012870127803775994 now 0.01285699600732842 244: time = 0.884000 loss = 6.014218 testLoss 6.991379 CHLA_COND: lambda = 0.0049 min = 1.0000 max = 9.0000 alpha = -0.023025 lossBound = -0.000007 W1 = 0.104037 N1 = 0.113971 deltaLoss = -0.000013 Updating 4 features NewtonStep: 0.247 0.001000 Updating 5 features Updating 6 features NewtonStep: 0.886 0.002000 increaseLambda: 0.248 0.001000 79: time = 0.248000 loss = 6.107076 testLoss 6.672835 increaseLambda: 0.886 0.000000 TURB_COND: lambda = -1.3085 min = 1.0000 max = 3.0000 alpha = -0.208067 lossBound = -0.000847 W1 = 0.083160 N1 = 0.073529 deltaLoss = -0.001277 increaseLambda: 0.05 0.003000 245: time = 0.886000 loss = 6.014204 testLoss 6.992397 16: time = 0.050000 loss = 6.705056 testLoss 6.772357 CHLA_COND^2: lambda = 2.3851 min = 1.0000 max = 81.0000 Updating 4 features (URBAN=0.0) lambda = -0.0852 NewtonStep: 0.977 0.003000 alpha = 0.024897 lossBound = -0.000010 W1 = 0.069383 N1 = 0.079044 deltaLoss = -0.000014 alpha = -0.085157 lossBound = -0.089491 W1 = 0.592791 N1 = 0.382353 deltaLoss = -0.016990 increaseLambda: 0.977 0.000000 Undoing: newLoss 6.082504304173616, oldLoss 6.082505918863273, deltaLossBound -1.6146900754669452E-6 increaseLambda: 0.978 0.001000 Search: 0.978 0.000000 increaseLambda: 0.978 0.000000 Undoing contribution: was 0.0068521009088927335 now 0.006850486218816865 255: time = 0.978000 loss = 6.082504 testLoss 7.135657 'PTL_COND__rev lambda = 0.4887 alpha = -0.003735 lossBound = -0.000002 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000002 Updating 7 features Updating 6 features NewtonStep: 0.888 0.002000 NewtonStep: 0.25 0.002000 Updating 5 features increaseLambda: 0.888 0.000000 Undoing contribution: was 0.0033524809618457763 now 0.003337209126557843 increaseLambda: 0.25 0.000000 Undoing contribution: was 0.04890650288921376 now 0.04786022720146148 246: time = 0.888000 loss = 6.014189 testLoss 6.991105 'COND__rev lambda = -0.4716 alpha = 0.018596 lossBound = -0.000006 W1 = 0.626384 N1 = 0.597545 deltaLoss = -0.000015 80: time = 0.250000 loss = 6.106030 testLoss 6.673836 'TURB__rev lambda = -0.4155 alpha = 0.188229 lossBound = -0.000528 W1 = 0.152403 N1 = 0.130602 deltaLoss = -0.001046 increaseLambda: 0.052 0.002000 17: time = 0.052000 loss = 6.686692 testLoss 6.752534 (LAKE_ORIGIN=0.0) lambda = -0.3491 alpha = -0.118229 lossBound = -0.086061 W1 = 0.244762 N1 = 0.088235 deltaLoss = -0.018364 Updating 6 features Updating 4 features NewtonStep: 0.981 0.003000 Updating 9 features NewtonStep: 0.252 0.002000 increaseLambda: 0.981 0.000000 NewtonStep: 0.89 0.002000 256: time = 0.981000 loss = 6.082477 testLoss 7.134498 ANC: lambda = -1.1485 min = -63.0000 max = 91,632.9000 alpha = -0.210361 lossBound = -0.000001 W1 = 0.023602 N1 = 0.022588 deltaLoss = -0.000027 increaseLambda: 0.252 0.000000 Undoing: newLoss 6.105352455021015, oldLoss 6.1060299579026305, deltaLossBound -6.785820590533577E-4 increaseLambda: 0.89 0.000000 247: time = 0.890000 loss = 6.014173 testLoss 6.992473 'COND__rev lambda = -0.6818 alpha = -0.021357 lossBound = -0.000005 W1 = 0.703527 N1 = 0.677996 deltaLoss = -0.000015 Updating 5 features increaseLambda: 0.252 0.000000 NewtonStep: 0.054 0.002000 Search: 0.253 0.001000 increaseLambda: 0.055 0.001000 Undoing: newLoss 6.657242808063177, oldLoss 6.686691916469166, deltaLossBound -0.0811186916740276 increaseLambda: 0.253 0.000000 Undoing contribution: was 0.0939101123556752 now 0.09323153029662296 81: time = 0.253000 loss = 6.105351 testLoss 6.648133 'TURB_COND__rev lambda = 0.2871 alpha = -0.105738 lossBound = -0.000679 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000679 increaseLambda: 0.055 0.000000 Search: 0.055 0.000000 Updating 6 features NewtonStep: 0.892 0.002000 increaseLambda: 0.056 0.001000 18: time = 0.056000 loss = 6.653531 testLoss 6.717080 'TURB__rev lambda = -0.2020 alpha = -0.201957 lossBound = -0.081119 W1 = 0.302274 N1 = 0.128983 deltaLoss = -0.033161 increaseLambda: 0.892 0.000000 Undoing contribution: was 0.003337209126557843 now 0.003322101046442887 248: time = 0.892000 loss = 6.014158 testLoss 6.991189 'COND__rev lambda = -0.4531 alpha = 0.018491 lossBound = -0.000006 W1 = 0.626384 N1 = 0.597545 deltaLoss = -0.000015 Updating 4 features NewtonStep: 0.984 0.003000 increaseLambda: 0.984 0.000000 Updating 8 features Undoing contribution: was 0.004289290305020433 now 0.004281039053948699 NewtonStep: 0.255 0.002000 257: time = 0.984000 loss = 6.082469 testLoss 7.134403 'NTL__rev lambda = 0.0991 alpha = -0.015594 lossBound = -0.000002 W1 = 0.345310 N1 = 0.367373 deltaLoss = -0.000008 increaseLambda: 0.255 0.000000 Undoing: newLoss 6.117120934106358, oldLoss 6.105351375843578, deltaLossBound -4.2891137890812767E-4 Updating 7 features NewtonStep: 0.057 0.001000 increaseLambda: 0.256 0.001000 Updating 5 features NewtonStep: 0.894 0.002000 increaseLambda: 0.058 0.001000 Undoing: newLoss 6.644200394025344, oldLoss 6.653530776380036, deltaLossBound -0.07492486550964592 Search: 0.256 0.000000 increaseLambda: 0.894 0.000000 249: time = 0.894000 loss = 6.014144 testLoss 6.992508 'COND__rev lambda = -0.7024 alpha = -0.020581 lossBound = -0.000005 W1 = 0.703527 N1 = 0.677996 deltaLoss = -0.000014 increaseLambda: 0.058 0.000000 increaseLambda: 0.256 0.000000 82: time = 0.256000 loss = 6.104387 testLoss 6.658301 'NTL__rev lambda = -0.3744 alpha = -0.374416 lossBound = -0.000429 W1 = 0.024174 N1 = 0.011802 deltaLoss = -0.000965 Search: 0.058 0.000000 Updating 3 features NewtonStep: 0.986 0.002000 Updating 6 features NewtonStep: 0.896 0.002000 increaseLambda: 0.987 0.001000 Undoing contribution: was 0.06973408857265789 now 0.06972754289124766 258: time = 0.987000 loss = 6.082462 testLoss 7.134556 'TURB__rev lambda = -0.2145 increaseLambda: 0.896 0.000000 Updating 5 features alpha = 0.014030 lossBound = -0.000003 W1 = 0.150232 N1 = 0.128983 deltaLoss = -0.000007 NewtonStep: 0.258 0.002000 Undoing contribution: was 0.003322101046442887 now 0.00330805315606038 250: time = 0.896000 loss = 6.014130 testLoss 6.991270 'COND__rev lambda = -0.4353 alpha = 0.017828 lossBound = -0.000005 W1 = 0.626385 N1 = 0.597545 deltaLoss = -0.000014 increaseLambda: 0.06 0.002000 increaseLambda: 0.258 0.000000 Undoing: newLoss 6.111130414894904, oldLoss 6.104386816651988, deltaLossBound -3.713383300307741E-4 19: time = 0.060000 loss = 6.634251 testLoss 6.732709 'NTL_COND lambda = -0.7184 increaseLambda: 0.259 0.001000 alpha = -0.215800 lossBound = -0.074925 W1 = 0.094277 N1 = 0.007353 deltaLoss = -0.019280 Search: 0.259 0.000000 increaseLambda: 0.259 0.000000 83: time = 0.259000 loss = 6.102488 testLoss 6.659011 'NTL__rev lambda = 0.2399 alpha = 0.239931 lossBound = -0.000371 W1 = 0.709349 N1 = 0.727569 deltaLoss = -0.001899 Updating 7 features Reducing newton stepsize from -0.023064776265764128 to -0.004860116817292138 NewtonStep: 0.898 0.002000 increaseLambda: 0.898 0.000000 Undoing contribution: was 0.01285699600732842 now 0.012852041964220235 251: time = 0.898000 loss = 6.014125 testLoss 6.991152 CHLA_COND: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.004860 lossBound = -0.000004 W1 = 0.104927 N1 = 0.113971 deltaLoss = -0.000005 Updating 6 features NewtonStep: 0.989 0.002000 Updating 5 features NewtonStep: 0.063 0.003000 increaseLambda: 0.99 0.001000 259: time = 0.990000 loss = 6.082459 testLoss 7.134545 'TURB__rev lambda = -0.1473 alpha = -0.008729 lossBound = -0.000002 W1 = 0.187529 N1 = 0.164242 deltaLoss = -0.000003 increaseLambda: 0.063 0.000000 Undoing: newLoss 6.592199404594194, oldLoss 6.63425118202837, deltaLossBound -0.06809345265432618 Updating 6 features NewtonStep: 0.261 0.002000 increaseLambda: 0.063 0.000000 Search: 0.063 0.000000 increaseLambda: 0.261 0.000000 84: time = 0.261000 loss = 6.102067 testLoss 6.664644 CHLA_COND^2: lambda = 2.0703 min = 1.0000 max = 81.0000 alpha = 0.146133 lossBound = -0.000297 W1 = 0.069768 N1 = 0.079044 deltaLoss = -0.000421 Updating 6 features NewtonStep: 0.9 0.002000 increaseLambda: 0.064 0.001000 20: time = 0.064000 loss = 6.594473 testLoss 6.767207 'TURB_COND__rev lambda = 0.3139 alpha = 0.313853 lossBound = -0.068093 W1 = 0.757883 N1 = 0.882353 deltaLoss = -0.039779 increaseLambda: 0.9 0.000000 252: time = 0.900000 loss = 6.014111 testLoss 6.992455 'COND__rev lambda = -0.7228 alpha = -0.020330 lossBound = -0.000005 W1 = 0.703527 N1 = 0.677996 deltaLoss = -0.000014 Updating 6 features NewtonStep: 0.992 0.002000 increaseLambda: 0.992 0.000000 Undoing contribution: was 0.06972754289124766 now 0.06972464892613034 260: time = 0.992000 loss = 6.082456 testLoss 7.134648 'TURB__rev lambda = -0.2052 alpha = 0.009316 lossBound = -0.000002 W1 = 0.150230 N1 = 0.128983 deltaLoss = -0.000003 Updating 6 features NewtonStep: 0.263 0.002000 Updating 5 features NewtonStep: 0.065 0.001000 Updating 6 features NewtonStep: 0.902 0.002000 increaseLambda: 0.264 0.001000 Undoing: newLoss 6.114895062496474, oldLoss 6.102066811069213, deltaLossBound -3.067616006621988E-4 increaseLambda: 0.066 0.001000 Undoing: newLoss 6.524288856247308, oldLoss 6.594472545142059, deltaLossBound -0.08028020237577677 increaseLambda: 0.902 0.000000 Undoing contribution: was 0.00330805315606038 now 0.0032948029406670454 253: time = 0.902000 loss = 6.014098 testLoss 6.991254 increaseLambda: 0.264 0.000000 increaseLambda: 0.066 0.000000 'COND__rev lambda = -0.4180 alpha = 0.017312 lossBound = -0.000005 W1 = 0.626385 N1 = 0.597545 deltaLoss = -0.000013 Search: 0.264 0.000000 increaseLambda: 0.264 0.000000 85: time = 0.264000 loss = 6.101564 testLoss 6.655824 'CHLA__rev lambda = -0.1067 alpha = -0.106748 lossBound = -0.000307 W1 = 0.308024 N1 = 0.279805 deltaLoss = -0.000502 Updating 6 features NewtonStep: 0.994 0.002000 increaseLambda: 0.994 0.000000 261: time = 0.994000 loss = 6.082454 testLoss 7.134637 'TURB__rev lambda = -0.1558 alpha = -0.008421 lossBound = -0.000001 W1 = 0.187529 N1 = 0.164242 deltaLoss = -0.000003 Updating 6 features NewtonStep: 0.904 0.002000 increaseLambda: 0.904 0.000000 254: time = 0.904000 loss = 6.014085 testLoss 6.992489 'COND__rev lambda = -0.7420 alpha = -0.019256 lossBound = -0.000004 W1 = 0.703528 N1 = 0.677996 deltaLoss = -0.000013 Search: 0.068 0.002000 Updating 6 features NewtonStep: 0.266 0.002000 increaseLambda: 0.069 0.001000 21: time = 0.069000 loss = 6.503276 testLoss 6.668404 'TURB__rev lambda = -0.8720 alpha = -0.670014 lossBound = -0.080280 W1 = 0.248921 N1 = 0.128983 deltaLoss = -0.091197 increaseLambda: 0.267 0.001000 Undoing contribution: was 0.13847835840686057 now 0.13766407860572177 86: time = 0.267000 loss = 6.100750 testLoss 6.656781 'PTL__rev lambda = -1.1901 alpha = 0.167791 lossBound = -0.000444 W1 = 0.135305 N1 = 0.113003 deltaLoss = -0.000814 Updating 5 features NewtonStep: 0.906 0.002000 Updating 4 features NewtonStep: 0.997 0.003000 increaseLambda: 0.906 0.000000 Undoing contribution: was 0.0032948029406670454 now 0.003282485453113564 increaseLambda: 0.997 0.000000 Undoing contribution: was 0.06972464892613034 now 0.06972194182999641 262: time = 0.997000 loss = 6.082451 testLoss 7.134736 'TURB__rev lambda = -0.1962 alpha = 0.009008 lossBound = -0.000001 W1 = 0.150230 N1 = 0.128983 deltaLoss = -0.000003 Updating 8 features NewtonStep: 0.07 0.001000 255: time = 0.906000 loss = 6.014073 testLoss 6.991331 'COND__rev lambda = -0.4013 alpha = 0.016690 lossBound = -0.000005 W1 = 0.626385 N1 = 0.597545 deltaLoss = -0.000012 Updating 7 features NewtonStep: 0.269 0.002000 increaseLambda: 0.071 0.001000 Undoing: newLoss 6.468802902304612, oldLoss 6.503275902654988, deltaLossBound -0.04869705907100391 increaseLambda: 0.269 0.000000 87: time = 0.269000 loss = 6.099847 testLoss 6.650750 'PTL__rev lambda = -0.7821 alpha = -0.128170 lossBound = -0.000422 W1 = 0.363599 N1 = 0.334334 deltaLoss = -0.000903 increaseLambda: 0.071 0.000000 Search: 0.071 0.000000 increaseLambda: 0.072 0.001000 22: time = 0.072000 loss = 6.472297 testLoss 6.697457 TURB_COND: lambda = -0.3294 min = 1.0000 max = 3.0000 alpha = -0.329367 lossBound = -0.048697 W1 = 0.159579 N1 = 0.073529 deltaLoss = -0.030979 Updating 5 features NewtonStep: 0.908 0.002000 increaseLambda: 0.908 0.000000 Updating 5 features NewtonStep: 0.999 0.002000 256: time = 0.908000 loss = 6.014061 testLoss 6.992521 'COND__rev lambda = -0.7606 alpha = -0.018560 lossBound = -0.000004 W1 = 0.703528 N1 = 0.677996 deltaLoss = -0.000012 Updating 4 features NewtonStep: 0.271 0.002000 increaseLambda: 1.0 0.001000 263: time = 1.000000 loss = 6.082448 testLoss 7.134726 'TURB__rev lambda = -0.1639 alpha = -0.008144 lossBound = -0.000001 W1 = 0.187529 N1 = 0.164242 deltaLoss = -0.000003 increaseLambda: 0.271 0.000000 88: time = 0.271000 loss = 6.099370 testLoss 6.674371 TURB_COND: lambda = -1.4407 min = 1.0000 max = 3.0000 alpha = -0.132217 lossBound = -0.000311 W1 = 0.082716 N1 = 0.073529 deltaLoss = -0.000477 Updating 6 features increaseLambda: 0.074 0.002000 23: time = 0.074000 loss = 6.441405 testLoss 6.661839 (URBAN=1.0) lambda = 0.3207 alpha = 0.223418 lossBound = -0.055423 W1 = 0.486018 N1 = 0.617647 deltaLoss = -0.030892 Updating 5 features NewtonStep: 0.91 0.002000 increaseLambda: 0.91 0.000000 Undoing contribution: was 0.003282485453113564 now 0.0032710319356102514 257: time = 0.910000 loss = 6.014049 testLoss 6.991405 'COND__rev lambda = -0.3852 alpha = 0.016092 lossBound = -0.000004 W1 = 0.626385 N1 = 0.597545 deltaLoss = -0.000011 Updating 5 features NewtonStep: 1.002 0.002000 Updating 6 features NewtonStep: 0.273 0.002000 increaseLambda: 1.002 0.000000 Undoing contribution: was 0.06972194182999641 now 0.06971940941849991 264: time = 1.002000 loss = 6.082446 testLoss 7.134822 'TURB__rev lambda = -0.1875 alpha = 0.008711 lossBound = -0.000001 W1 = 0.150230 N1 = 0.128983 deltaLoss = -0.000003 increaseLambda: 0.273 0.000000 Undoing: newLoss 6.099001124731661, oldLoss 6.099370385343945, deltaLossBound -3.695682217489155E-4 Updating 7 features increaseLambda: 0.274 0.001000 increaseLambda: 0.076 0.002000 24: time = 0.076000 loss = 6.412371 testLoss 6.629006 (LAKE_ORIGIN=1.0) lambda = 0.8983 alpha = 0.307900 lossBound = -0.049236 W1 = 0.828496 N1 = 0.911765 deltaLoss = -0.029033 Search: 0.274 0.000000 Updating 6 features NewtonStep: 0.912 0.002000 increaseLambda: 0.274 0.000000 Undoing contribution: was 0.09323153029662296 now 0.09286196207487413 increaseLambda: 0.912 0.000000 89: time = 0.274000 loss = 6.099001 testLoss 6.655595 'TURB_COND__rev lambda = 0.2093 alpha = -0.077774 lossBound = -0.000370 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000370 Updating 22 features 258: time = 0.912000 loss = 6.014039 testLoss 6.992553 'COND__rev lambda = -0.7785 alpha = -0.017890 lossBound = -0.000004 W1 = 0.703529 N1 = 0.677996 deltaLoss = -0.000011 Reducing stepsize from 0.7415809336273962 to 0.3190601022753226 Newton: returning 0.3190601022753226 Updating 5 features Loss was 6.099000817122196, now 6.094665426705857, delta -0.004335 parallelUpdate: 0.275 0.001000 Updating 9 features NewtonStep: 0.077 0.001000 Updating 6 features NewtonStep: 0.914 0.002000 increaseLambda: 0.078 0.001000 Undoing: newLoss 6.395410387486956, oldLoss 6.412371438139925, deltaLossBound -0.04439184198025252 increaseLambda: 0.914 0.000000 Undoing contribution: was 0.0032710319356102514 now 0.003260381695986707 259: time = 0.914000 loss = 6.014028 testLoss 6.991478 'COND__rev lambda = -0.3697 alpha = 0.015516 lossBound = -0.000004 W1 = 0.626386 N1 = 0.597545 deltaLoss = -0.000011 increaseLambda: 0.079 0.001000 Search: 0.079 0.000000 Updating 5 features NewtonStep: 0.277 0.002000 increaseLambda: 0.079 0.000000 25: time = 0.079000 loss = 6.383638 testLoss 6.696718 'NTL_COND lambda = -1.3146 increaseLambda: 0.277 0.000000 alpha = -0.596212 lossBound = -0.044392 W1 = 0.046875 N1 = 0.007353 deltaLoss = -0.028734 Undoing: newLoss 6.094339398675804, oldLoss 6.094665426705857, deltaLossBound -3.2604269099146795E-4 increaseLambda: 0.278 0.001000 Search: 0.278 0.000000 Updating 7 features NewtonStep: 0.916 0.002000 Updating 6 features NewtonStep: 1.007 0.005000 increaseLambda: 0.278 0.000000 increaseLambda: 0.916 0.000000 Undoing: newLoss 6.0140242822368775, oldLoss 6.014027865682761, deltaLossBound -3.589196919386988E-6 91: time = 0.278000 loss = 6.094339 testLoss 6.677772 'PTL_COND__rev lambda = 0.1508 alpha = 0.052941 lossBound = -0.000326 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000326 increaseLambda: 1.007 0.000000 increaseLambda: 0.917 0.001000 265: time = 1.007000 loss = 6.082443 testLoss 7.134812 'TURB__rev lambda = -0.1718 alpha = -0.007875 lossBound = -0.000001 W1 = 0.187529 N1 = 0.164242 deltaLoss = -0.000002 Search: 0.917 0.000000 Updating 8 features NewtonStep: 0.081 0.002000 increaseLambda: 0.917 0.000000 260: time = 0.917000 loss = 6.014024 testLoss 6.991390 ANC_COND: lambda = -1.1007 min = 1.0000 max = 2.0000 alpha = -0.083589 lossBound = -0.000004 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000004 increaseLambda: 0.081 0.000000 26: time = 0.081000 loss = 6.343020 testLoss 6.655648 'TURB__rev lambda = -0.4658 alpha = -0.465772 lossBound = -0.033174 W1 = 0.249987 N1 = 0.164242 deltaLoss = -0.040617 Updating 8 features NewtonStep: 0.28 0.002000 increaseLambda: 0.28 0.000000 Undoing: newLoss 6.3132544499748935, oldLoss 6.094339384014868, deltaLossBound -2.8640259178399345E-4 increaseLambda: 0.281 0.001000 Updating 6 features NewtonStep: 0.919 0.002000 Updating 4 features NewtonStep: 1.01 0.003000 Search: 0.281 0.000000 increaseLambda: 0.919 0.000000 261: time = 0.919000 loss = 6.014014 testLoss 6.992476 'COND__rev lambda = -0.7954 alpha = -0.016905 lossBound = -0.000003 W1 = 0.703529 N1 = 0.677996 deltaLoss = -0.000010 Updating 7 features NewtonStep: 0.083 0.002000 increaseLambda: 1.01 0.000000 Undoing contribution: was 0.06971940941849991 now 0.06971704027919917 increaseLambda: 0.281 0.000000 92: time = 0.281000 loss = 6.091417 testLoss 6.675246 PTL: lambda = 1.4317 min = 1.0000 max = 4,865.0000 266: time = 1.010000 loss = 6.082441 testLoss 7.134905 alpha = 1.431658 lossBound = -0.000286 W1 = 0.018713 N1 = 0.021255 deltaLoss = -0.002922 'TURB__rev lambda = -0.1790 alpha = 0.008424 lossBound = -0.000001 W1 = 0.150230 N1 = 0.128983 deltaLoss = -0.000002 increaseLambda: 0.084 0.001000 Undoing: newLoss 6.3612985145852345, oldLoss 6.343020348205134, deltaLossBound -0.028815756846269962 increaseLambda: 0.084 0.000000 Search: 0.084 0.000000 increaseLambda: 0.084 0.000000 27: time = 0.084000 loss = 6.328845 testLoss 6.661307 'CHLA__rev lambda = 0.5173 alpha = 0.517266 lossBound = -0.028816 W1 = 0.013972 N1 = 0.058824 deltaLoss = -0.014175 Updating 6 features NewtonStep: 0.921 0.002000 increaseLambda: 0.921 0.000000 Undoing contribution: was 0.003260381695986707 now 0.003250428977897917 262: time = 0.921000 loss = 6.014005 testLoss 6.991436 'COND__rev lambda = -0.3547 alpha = 0.014998 lossBound = -0.000004 W1 = 0.626386 N1 = 0.597545 deltaLoss = -0.000010 Updating 7 features NewtonStep: 0.283 0.002000 increaseLambda: 0.283 0.000000 Updating 5 features NewtonStep: 1.012 0.002000 93: time = 0.283000 loss = 6.090142 testLoss 6.671654 ANC^2: lambda = -1.8477 min = 0.2500 max = 8,396,588,362.4100 alpha = -1.847732 lossBound = -0.000691 W1 = 0.001538 N1 = 0.000695 deltaLoss = -0.001275 increaseLambda: 1.013 0.001000 267: time = 1.013000 loss = 6.082439 testLoss 7.134895 'TURB__rev lambda = -0.1794 alpha = -0.007616 lossBound = -0.000001 W1 = 0.187529 N1 = 0.164242 deltaLoss = -0.000002 Updating 6 features NewtonStep: 0.923 0.002000 increaseLambda: 0.923 0.000000 263: time = 0.923000 loss = 6.013995 testLoss 6.992507 'COND__rev lambda = -0.8120 alpha = -0.016668 lossBound = -0.000003 W1 = 0.703529 N1 = 0.677996 deltaLoss = -0.000010 Updating 6 features NewtonStep: 0.285 0.002000 Updating 6 features NewtonStep: 0.087 0.003000 increaseLambda: 0.286 0.001000 Undoing contribution: was 0.13766407860572177 now 0.13711203699216573 94: time = 0.286000 loss = 6.089590 testLoss 6.672539 'PTL__rev lambda = -0.9641 alpha = 0.136143 lossBound = -0.000305 W1 = 0.135177 N1 = 0.113003 deltaLoss = -0.000552 increaseLambda: 0.088 0.001000 Undoing: newLoss 6.310697135857139, oldLoss 6.328845192515068, deltaLossBound -0.02748761857381635 increaseLambda: 0.088 0.000000 Search: 0.088 0.000000 Updating 3 features NewtonStep: 1.015 0.002000 Updating 6 features NewtonStep: 0.924 0.001000 increaseLambda: 0.088 0.000000 28: time = 0.088000 loss = 6.311595 testLoss 6.690573 TURB_COND: lambda = -0.5846 min = 1.0000 max = 3.0000 alpha = -0.255218 lossBound = -0.027488 W1 = 0.138693 N1 = 0.073529 deltaLoss = -0.017250 increaseLambda: 0.925 0.001000 Undoing contribution: was 0.002717857198690894 now 0.002690387664222478 increaseLambda: 1.016 0.001000 Undoing contribution: was 0.06971704027919917 now 0.069714823758601 264: time = 0.925000 loss = 6.013968 testLoss 6.992440 PTL: lambda = 3.0207 min = 1.0000 max = 4,865.0000 alpha = -0.139655 lossBound = -0.000004 W1 = 0.019318 N1 = 0.021255 deltaLoss = -0.000027 268: time = 1.016000 loss = 6.082436 testLoss 7.134986 'TURB__rev lambda = -0.1709 alpha = 0.008146 lossBound = -0.000001 W1 = 0.150230 N1 = 0.128983 deltaLoss = -0.000002 Updating 7 features NewtonStep: 0.287 0.001000 increaseLambda: 0.288 0.001000 95: time = 0.288000 loss = 6.089288 testLoss 6.692049 TURB_COND: lambda = -1.7185 min = 1.0000 max = 3.0000 alpha = -0.108705 lossBound = -0.000189 W1 = 0.082611 N1 = 0.073529 deltaLoss = -0.000302 Updating 5 features NewtonStep: 0.926 0.001000 increaseLambda: 0.927 0.001000 Undoing: newLoss 6.013962733753396, oldLoss 6.013967560263381, deltaLossBound -4.8265137558891604E-6 Updating 6 features Updating 3 features NewtonStep: 0.091 0.003000 NewtonStep: 1.018 0.002000 increaseLambda: 0.927 0.000000 increaseLambda: 0.091 0.000000 increaseLambda: 1.018 0.000000 Search: 0.927 0.000000 29: time = 0.091000 loss = 6.288975 testLoss 6.621708 'CHLA__rev lambda = -0.3840 alpha = -0.384028 lossBound = -0.018117 W1 = 0.217742 N1 = 0.153039 deltaLoss = -0.022620 Updating 7 features 269: time = 1.018000 loss = 6.082434 testLoss 7.134976 'TURB__rev lambda = -0.1868 alpha = -0.007365 lossBound = -0.000001 W1 = 0.187529 N1 = 0.164242 deltaLoss = -0.000002 Updating 37 features Newton: returning 0.5198429735392818 Updating 5 features Updating 6 features NewtonStep: 0.289 0.001000 increaseLambda: 0.927 0.000000 Undoing contribution: was 0.0035262155204788728 now 0.0035213890067230993 265: time = 0.927000 loss = 6.013963 testLoss 6.990799 'PTL_COND__rev lambda = 0.1655 alpha = -0.006458 lossBound = -0.000005 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000005 increaseLambda: 0.29 0.001000 Undoing: newLoss 6.089466858651829, oldLoss 6.089287610605227, deltaLossBound -1.861871400428138E-4 Loss was 6.288974659672681, now 6.237608374965823, delta -0.051366 parallelUpdate: 0.092 0.001000 Reducing stepsize from 1.70816921333636 to 1.5372623905621345 Newton: returning 1.5372623905621345 Updating 4 features increaseLambda: 0.29 0.000000 Search: 0.29 0.000000 increaseLambda: 0.291 0.001000 96: time = 0.291000 loss = 6.088863 testLoss 6.689380 COND^2: lambda = -2.0937 min = 16.0000 max = 2,559,348,100.0000 alpha = -2.093684 lossBound = -0.000186 W1 = 0.000926 N1 = 0.000135 deltaLoss = -0.000425 Loss was 6.082434276675137, now 6.082318041475362, delta -0.000116 parallelUpdate: 1.02 0.002000 Updating 7 features NewtonStep: 0.929 0.002000 increaseLambda: 0.929 0.000000 Updating 7 features 266: time = 0.929000 loss = 6.013712 testLoss 6.991613 DOC: lambda = -9.4998 min = 0.3400 max = 290.5700 NewtonStep: 0.093 0.001000 alpha = -1.658353 lossBound = -0.000002 W1 = 0.017886 N1 = 0.016866 deltaLoss = -0.000250 Updating 6 features NewtonStep: 0.292 0.001000 Updating 2 features NewtonStep: 1.022 0.002000 increaseLambda: 0.293 0.001000 97: time = 0.293000 loss = 6.087696 testLoss 6.688863 PTL: lambda = 3.7758 min = 1.0000 max = 4,865.0000 alpha = 2.344164 lossBound = -0.000218 W1 = 0.022503 N1 = 0.021255 deltaLoss = -0.001166 increaseLambda: 1.022 0.000000 Updating 7 features NewtonStep: 0.931 0.002000 increaseLambda: 0.095 0.002000 Undoing contribution: was 6.705596580332935E-4 now 5.886898959604875E-4 increaseLambda: 0.932 0.001000 Undoing contribution: was 0.016138252924611303 now 0.01591449355578651 271: time = 1.023000 loss = 6.082236 testLoss 7.139227 ANC^2: lambda = -0.3099 min = 0.2500 max = 8,396,588,362.4100 Undoing: newLoss 6.226242749561656, oldLoss 6.237608374965823, deltaLossBound -0.014554610028053819 267: time = 0.932000 loss = 6.013489 testLoss 6.989039 'DOC__rev lambda = 0.0077 alpha = -0.111649 lossBound = -0.000035 W1 = 0.617881 N1 = 0.632645 deltaLoss = -0.000224 increaseLambda: 0.096 0.001000 Search: 0.096 0.000000 Updating 6 features NewtonStep: 0.295 0.002000 increaseLambda: 0.097 0.001000 31: time = 0.097000 loss = 6.230165 testLoss 6.761511 'CHLA__rev lambda = 1.1298 alpha = 0.343667 lossBound = -0.014555 W1 = 0.019658 N1 = 0.058824 deltaLoss = -0.007444 increaseLambda: 0.295 0.000000 98: time = 0.295000 loss = 6.086644 testLoss 6.686449 ANC^2: lambda = -2.9343 min = 0.2500 max = 8,396,588,362.4100 alpha = -1.086552 lossBound = -0.000492 W1 = 0.002124 N1 = 0.000695 deltaLoss = -0.001052 alpha = 0.691963 lossBound = -0.000025 W1 = 0.001754 N1 = 0.000695 deltaLoss = -0.000082 Updating 6 features NewtonStep: 0.933 0.001000 increaseLambda: 0.934 0.001000 Undoing contribution: was 0.19272813851620132 now 0.19271888823828523 268: time = 0.934000 loss = 6.013479 testLoss 6.989222 'PTL__rev lambda = -0.7960 alpha = 0.016313 lossBound = -0.000005 W1 = 0.145373 N1 = 0.122951 deltaLoss = -0.000009 Updating 9 features NewtonStep: 0.099 0.002000 Updating 6 features NewtonStep: 0.297 0.002000 increaseLambda: 0.297 0.000000 increaseLambda: 0.099 0.000000 Undoing: newLoss 6.228233116420782, oldLoss 6.230164636350433, deltaLossBound -0.00431410694643199 99: time = 0.297000 loss = 6.086042 testLoss 6.710657 PTL_COND: lambda = -0.5828 min = 1.0000 max = 3.0000 alpha = -0.099125 lossBound = -0.000391 W1 = 0.235223 N1 = 0.220588 deltaLoss = -0.000602 Updating 3 features increaseLambda: 0.099 0.000000 NewtonStep: 0.935 0.001000 Updating 3 features Search: 0.1 0.001000 NewtonStep: 1.027 0.004000 increaseLambda: 0.936 0.001000 Undoing: newLoss 6.028193043234873, oldLoss 6.013479366161887, deltaLossBound -3.6364348677072505E-6 increaseLambda: 1.027 0.000000 Undoing: newLoss 6.085669852672898, oldLoss 6.082236171713289, deltaLossBound -8.930757266027348E-6 increaseLambda: 0.1 0.000000 32: time = 0.100000 loss = 6.227291 testLoss 6.757973 ANC_COND^2: lambda = -0.6638 min = 1.0000 max = 4.0000 alpha = -0.663781 lossBound = -0.004314 W1 = 0.003761 N1 = 0.000000 deltaLoss = -0.002874 increaseLambda: 0.936 0.000000 increaseLambda: 1.027 0.000000 Search: 0.936 0.000000 Search: 1.027 0.000000 increaseLambda: 0.936 0.000000 269: time = 0.937000 loss = 6.013472 testLoss 6.988755 'PTL__rev lambda = -0.0113 alpha = -0.011264 lossBound = -0.000004 W1 = 0.355726 N1 = 0.326615 deltaLoss = -0.000007 Updating 29 features increaseLambda: 1.028 0.001000 272: time = 1.028000 loss = 6.082223 testLoss 7.144200 PTL_COND: lambda = -0.0199 min = 1.0000 max = 3.0000 alpha = -0.019918 lossBound = -0.000009 W1 = 0.234496 N1 = 0.220588 deltaLoss = -0.000013 Updating 8 features NewtonStep: 0.299 0.002000 Reducing stepsize from 0.2003297453641892 to 0.06677277176737086 Newton: returning 0.06677277176737086 Updating 5 features increaseLambda: 0.299 0.000000 Undoing: newLoss 6.095219265944655, oldLoss 6.08604219929243, deltaLossBound -1.3917952681813818E-4 Updating 9 features increaseLambda: 0.3 0.001000 Loss was 6.013471949918566, now 6.0134328283263505, delta -0.000039 parallelUpdate: 0.938 0.001000 increaseLambda: 0.102 0.002000 Search: 0.3 0.000000 33: time = 0.102000 loss = 6.221328 testLoss 6.749925 (URBAN=1.0) lambda = 0.4193 alpha = 0.098606 lossBound = -0.010696 W1 = 0.548270 N1 = 0.617647 deltaLoss = -0.005963 increaseLambda: 0.3 0.000000 100: time = 0.300000 loss = 6.085318 testLoss 6.711551 'NTL__rev lambda = 0.1479 alpha = 0.147935 lossBound = -0.000139 W1 = 0.715823 N1 = 0.732820 deltaLoss = -0.000724 Updating 5 features NewtonStep: 1.03 0.002000 Updating 4 features NewtonStep: 0.939 0.001000 increaseLambda: 0.94 0.001000 Undoing contribution: was 0.003250428977897917 now 0.0032288089698749457 271: time = 0.940000 loss = 6.013411 testLoss 6.987995 'COND__rev lambda = -0.3236 alpha = 0.022063 lossBound = -0.000008 W1 = 0.626383 N1 = 0.597545 deltaLoss = -0.000022 Updating 8 features NewtonStep: 0.104 0.002000 Updating 7 features increaseLambda: 1.03 0.000000 Undoing: newLoss 6.082218179662257, oldLoss 6.082223366282298, deltaLossBound -5.187526866589639E-6 NewtonStep: 0.302 0.002000 increaseLambda: 0.104 0.000000 34: time = 0.104000 loss = 6.206464 testLoss 6.768125 CHLA_COND^2: lambda = 0.7981 min = 1.0000 max = 81.0000 alpha = 0.798055 lossBound = -0.008969 W1 = 0.063806 N1 = 0.079044 deltaLoss = -0.014864 increaseLambda: 1.031 0.001000 increaseLambda: 0.302 0.000000 101: time = 0.302000 loss = 6.084875 testLoss 6.707543 'PTL__rev lambda = -0.9347 alpha = -0.089117 lossBound = -0.000211 W1 = 0.363572 N1 = 0.334334 deltaLoss = -0.000443 Search: 1.032 0.001000 increaseLambda: 1.032 0.000000 Undoing contribution: was 0.1595614668906175 now 0.1595562793637499 273: time = 1.032000 loss = 6.082218 testLoss 7.139847 'NTL_COND lambda = -1.3750 alpha = 0.026875 lossBound = -0.000005 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000005 Updating 4 features NewtonStep: 0.941 0.001000 increaseLambda: 0.941 0.000000 Undoing contribution: was 6.978616923540087E-4 now 6.743940618413673E-4 272: time = 0.941000 loss = 6.013388 testLoss 6.988383 ANC^2: lambda = -0.9968 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.327851 lossBound = -0.000007 W1 = 0.001709 N1 = 0.000695 deltaLoss = -0.000023 Updating 9 features NewtonStep: 0.106 0.002000 increaseLambda: 0.106 0.000000 Updating 8 features 35: time = 0.106000 loss = 6.194076 testLoss 6.822207 NTL_COND: lambda = -0.3152 min = 1.0000 max = 3.0000 alpha = -0.315215 lossBound = -0.007920 W1 = 0.199553 N1 = 0.161765 deltaLoss = -0.012388 NewtonStep: 0.304 0.002000 increaseLambda: 0.305 0.001000 Undoing contribution: was 0.011163948176715162 now 0.010947351814440938 102: time = 0.305000 loss = 6.084658 testLoss 6.705861 'ANC__rev lambda = -0.5129 alpha = 0.155968 lossBound = -0.000103 W1 = 0.043160 N1 = 0.028343 deltaLoss = -0.000217 Updating 5 features NewtonStep: 0.943 0.002000 increaseLambda: 0.943 0.000000 Updating 4 features Undoing: newLoss 6.013381924301567, oldLoss 6.013387740687815, deltaLossBound -5.816391531783679E-6 NewtonStep: 1.034 0.002000 increaseLambda: 0.944 0.001000 increaseLambda: 1.035 0.001000 Undoing contribution: was 0.012577770234197152 now 0.012571746751806058 274: time = 1.035000 loss = 6.082212 testLoss 7.139610 'ANC__rev lambda = -0.1067 alpha = 0.024557 lossBound = -0.000003 W1 = 0.043052 N1 = 0.028343 deltaLoss = -0.000006 Search: 0.944 0.000000 Updating 9 features NewtonStep: 0.108 0.002000 increaseLambda: 0.944 0.000000 273: time = 0.944000 loss = 6.013382 testLoss 6.990172 'PTL_COND__rev lambda = 0.1709 alpha = 0.007085 lossBound = -0.000006 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000006 increaseLambda: 0.108 0.000000 36: time = 0.108000 loss = 6.174859 testLoss 6.837967 Updating 9 features 'COND__rev lambda = -0.5096 alpha = -0.509590 lossBound = -0.007600 W1 = 0.641324 N1 = 0.596381 deltaLoss = -0.019217 increaseLambda: 0.307 0.002000 Undoing contribution: was 0.07415156563172243 now 0.07401925438157875 103: time = 0.307000 loss = 6.084526 testLoss 6.706431 (URBAN=0.0) lambda = -0.6146 alpha = 0.033194 lossBound = -0.000132 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000132 Updating 3 features NewtonStep: 1.037 0.002000 Updating 6 features NewtonStep: 0.946 0.002000 increaseLambda: 1.037 0.000000 Undoing contribution: was 0.020891269250205274 now 0.020884223196269407 275: time = 1.037000 loss = 6.082205 testLoss 7.136390 TURB_COND: lambda = -2.3665 min = 1.0000 max = 3.0000 alpha = 0.017629 lossBound = -0.000004 W1 = 0.082447 N1 = 0.073529 deltaLoss = -0.000007 increaseLambda: 0.946 0.000000 Updating 7 features 274: time = 0.946000 loss = 6.013375 testLoss 6.991067 'COND__rev lambda = -0.8479 alpha = -0.013916 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000007 increaseLambda: 0.11 0.002000 37: time = 0.110000 loss = 6.170559 testLoss 6.832072 (LAKE_ORIGIN=0.0) lambda = -0.4783 alpha = -0.129211 lossBound = -0.007536 W1 = 0.126487 N1 = 0.088235 deltaLoss = -0.004300 Updating 9 features NewtonStep: 0.309 0.002000 increaseLambda: 0.309 0.000000 104: time = 0.309000 loss = 6.080631 testLoss 6.730790 NTL: lambda = -4.7914 min = 5.0000 max = 26,100.0000 alpha = -4.791385 lossBound = -0.000101 W1 = 0.028185 N1 = 0.027624 deltaLoss = -0.003895 Updating 6 features NewtonStep: 0.948 0.002000 Updating 5 features NewtonStep: 1.039 0.002000 increaseLambda: 0.948 0.000000 Undoing contribution: was 0.0032288089698749457 now 0.0032205102426823996 275: time = 0.948000 loss = 6.013367 testLoss 6.990119 'COND__rev lambda = -0.3099 alpha = 0.013687 lossBound = -0.000003 W1 = 0.626386 N1 = 0.597545 deltaLoss = -0.000008 Updating 8 features NewtonStep: 0.311 0.002000 increaseLambda: 0.311 0.000000 105: time = 0.311000 loss = 6.078896 testLoss 6.722020 'PTL__rev lambda = -1.1106 alpha = -0.175842 lossBound = -0.000823 W1 = 0.363653 N1 = 0.334334 deltaLoss = -0.001735 Updating 5 features increaseLambda: 1.041 0.002000 276: time = 1.041000 loss = 6.082196 testLoss 7.137458 'COND__rev lambda = -0.4819 alpha = -0.016629 lossBound = -0.000003 W1 = 0.703529 N1 = 0.677996 deltaLoss = -0.000009 increaseLambda: 0.95 0.002000 Undoing contribution: was 0.0962631881851781 now 0.09625978001293678 276: time = 0.950000 loss = 6.013364 testLoss 6.990223 (LAKE_ORIGIN=0.0) lambda = -0.4463 alpha = 0.008690 lossBound = -0.000003 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000003 Updating 7 features NewtonStep: 0.313 0.002000 increaseLambda: 0.314 0.001000 Undoing: newLoss 6.099368459122523, oldLoss 6.078896335599141, deltaLossBound -2.6969162678201373E-4 Updating 6 features NewtonStep: 0.952 0.002000 increaseLambda: 0.314 0.000000 Updating 5 features NewtonStep: 1.043 0.002000 increaseLambda: 0.952 0.000000 Undoing contribution: was 0.04222405907168689 now 0.04221890110614332 Search: 0.314 0.000000 277: time = 0.952000 loss = 6.013358 testLoss 6.987533 TURB_COND: lambda = -2.2015 min = 1.0000 max = 3.0000 alpha = 0.014733 lossBound = -0.000003 W1 = 0.082446 N1 = 0.073529 deltaLoss = -0.000005 increaseLambda: 1.043 0.000000 277: time = 1.043000 loss = 6.082187 testLoss 7.137478 'NTL__rev lambda = 0.1241 alpha = 0.016377 lossBound = -0.000003 W1 = 0.277096 N1 = 0.298438 deltaLoss = -0.000009 increaseLambda: 0.315 0.001000 106: time = 0.315000 loss = 6.078390 testLoss 6.734722 'COND__rev lambda = -0.1924 alpha = -0.192431 lossBound = -0.000270 W1 = 0.620304 N1 = 0.597545 deltaLoss = -0.000507 Updating 6 features NewtonStep: 0.954 0.002000 increaseLambda: 0.954 0.000000 Undoing contribution: was 0.002690387664222478 now 0.0026766761729840674 278: time = 0.954000 loss = 6.013345 testLoss 6.987492 PTL: lambda = 2.9165 min = 1.0000 max = 4,865.0000 alpha = -0.099172 lossBound = -0.000002 W1 = 0.019309 N1 = 0.021255 deltaLoss = -0.000014 Updating 8 features NewtonStep: 0.118 0.008000 Updating 6 features Updating 4 features NewtonStep: 0.316 0.001000 NewtonStep: 1.045 0.002000 increaseLambda: 0.317 0.001000 Undoing contribution: was 0.13711203699216573 now 0.1368848264613856 increaseLambda: 1.046 0.001000 107: time = 0.317000 loss = 6.078163 testLoss 6.735400 'PTL__rev lambda = -0.8783 alpha = 0.085819 lossBound = -0.000126 W1 = 0.135018 N1 = 0.113003 deltaLoss = -0.000227 278: time = 1.046000 loss = 6.082179 testLoss 7.137456 'TURB__rev lambda = -0.3368 alpha = -0.014344 lossBound = -0.000004 W1 = 0.187531 N1 = 0.164242 deltaLoss = -0.000008 increaseLambda: 0.119 0.001000 38: time = 0.119000 loss = 6.154253 testLoss 6.826219 'DOC__rev lambda = 0.4742 alpha = 0.474194 lossBound = -0.004446 W1 = 0.585082 N1 = 0.622445 deltaLoss = -0.016306 Updating 5 features NewtonStep: 0.956 0.002000 increaseLambda: 0.956 0.000000 279: time = 0.956000 loss = 6.013335 testLoss 6.988596 'COND__rev lambda = -0.8651 alpha = -0.017202 lossBound = -0.000003 W1 = 0.703529 N1 = 0.677996 deltaLoss = -0.000010 Updating 4 features NewtonStep: 0.319 0.002000 Updating 6 features increaseLambda: 0.319 0.000000 NewtonStep: 1.048 0.002000 108: time = 0.319000 loss = 6.077817 testLoss 6.729355 'CHLA__rev lambda = -0.2140 alpha = -0.073145 lossBound = -0.000205 W1 = 0.310166 N1 = 0.279805 deltaLoss = -0.000346 Updating 6 features NewtonStep: 0.958 0.002000 increaseLambda: 0.958 0.000000 Undoing contribution: was 0.0027188326256395797 now 0.002713674598610085 280: time = 0.958000 loss = 6.013329 testLoss 6.987978 CHLA_COND^2: lambda = 2.3824 min = 1.0000 max = 81.0000 alpha = -0.014797 lossBound = -0.000004 W1 = 0.069375 N1 = 0.079044 deltaLoss = -0.000005 Updating 4 features NewtonStep: 0.321 0.002000 increaseLambda: 0.321 0.000000 Updating 9 features NewtonStep: 0.123 0.004000 109: time = 0.321000 loss = 6.076972 testLoss 6.718998 COND: lambda = -2.7721 min = 4.0000 max = 50,590.0000 alpha = -2.772054 lossBound = -0.000105 W1 = 0.009007 N1 = 0.008479 deltaLoss = -0.000844 increaseLambda: 1.05 0.002000 Undoing contribution: was 0.0035704524687591196 now 0.003567911534481025 279: time = 1.050000 loss = 6.082176 testLoss 7.137947 'CHLA__rev lambda = -0.2811 alpha = 0.006337 lossBound = -0.000002 W1 = 0.310089 N1 = 0.279805 deltaLoss = -0.000003 increaseLambda: 0.124 0.001000 Undoing: newLoss 6.151520596147116, oldLoss 6.154253047271018, deltaLossBound -0.0036032603203609115 Updating 8 features NewtonStep: 0.96 0.002000 increaseLambda: 0.124 0.000000 Search: 0.124 0.000000 increaseLambda: 0.96 0.000000 Undoing contribution: was 0.0032205102426823996 now 0.0032130844248497593 281: time = 0.960000 loss = 6.013322 testLoss 6.987081 'COND__rev lambda = -0.2970 alpha = 0.012951 lossBound = -0.000003 W1 = 0.626387 N1 = 0.597545 deltaLoss = -0.000007 increaseLambda: 0.125 0.001000 39: time = 0.125000 loss = 6.152064 testLoss 6.842021 TURB_COND: lambda = -0.9872 min = 1.0000 max = 3.0000 alpha = -0.098706 lossBound = -0.003603 W1 = 0.101501 N1 = 0.073529 deltaLoss = -0.002189 Updating 3 features NewtonStep: 0.323 0.002000 Updating 8 features NewtonStep: 1.052 0.002000 increaseLambda: 0.323 0.000000 Undoing contribution: was 0.03982652319013108 now 0.03909269646732322 110: time = 0.323000 loss = 6.076238 testLoss 6.715871 'NTL__rev lambda = 1.6258 alpha = -0.221317 lossBound = -0.000112 W1 = 0.708720 N1 = 0.723652 deltaLoss = -0.000734 increaseLambda: 1.053 0.001000 Undoing: newLoss 6.082175080460642, oldLoss 6.082176233471223, deltaLossBound -1.1537186760849253E-6 Updating 7 features increaseLambda: 1.053 0.000000 NewtonStep: 0.962 0.002000 Search: 1.053 0.000000 Updating 8 features NewtonStep: 0.126 0.001000 increaseLambda: 0.962 0.000000 282: time = 0.962000 loss = 6.013316 testLoss 6.986644 'PTL__rev lambda = -0.0226 alpha = -0.010553 lossBound = -0.000003 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000006 increaseLambda: 1.053 0.000000 Undoing contribution: was 0.0014384771496321952 now 0.001437323430956045 280: time = 1.053000 loss = 6.082175 testLoss 7.137995 ANC_COND: lambda = -1.1071 min = 1.0000 max = 2.0000 alpha = 0.048447 lossBound = -0.000001 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000001 increaseLambda: 0.127 0.001000 40: time = 0.127000 loss = 6.145458 testLoss 6.840753 'ANC__rev lambda = -0.5683 alpha = -0.568325 lossBound = -0.003459 W1 = 0.047918 N1 = 0.028343 deltaLoss = -0.006607 Updating 4 features NewtonStep: 0.325 0.002000 increaseLambda: 0.326 0.001000 Undoing: newLoss 6.075996280482776, oldLoss 6.076238285249703, deltaLossBound -2.420130099683505E-4 Updating 8 features NewtonStep: 0.964 0.002000 increaseLambda: 0.326 0.000000 Search: 0.326 0.000000 increaseLambda: 0.964 0.000000 Undoing contribution: was 0.19271888823828523 now 0.19271354146677702 Updating 10 features 283: time = 0.964000 loss = 6.013310 testLoss 6.986785 'PTL__rev lambda = -0.7816 alpha = 0.012382 lossBound = -0.000003 W1 = 0.145371 N1 = 0.122951 deltaLoss = -0.000005 increaseLambda: 0.326 0.000000 111: time = 0.326000 loss = 6.075996 testLoss 6.727190 'PTL_COND__rev lambda = 0.1964 alpha = 0.045626 lossBound = -0.000242 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000242 Updating 6 features NewtonStep: 1.056 0.003000 increaseLambda: 0.129 0.002000 41: time = 0.129000 loss = 6.143868 testLoss 6.838083 (URBAN=0.0) lambda = -0.1363 alpha = -0.051112 lossBound = -0.002855 W1 = 0.428329 N1 = 0.382353 deltaLoss = -0.001590 increaseLambda: 1.056 0.000000 281: time = 1.056000 loss = 6.082174 testLoss 7.137922 'PTL__rev lambda = -0.1545 alpha = -0.006733 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000001 Updating 8 features NewtonStep: 0.966 0.002000 increaseLambda: 0.966 0.000000 Updating 5 features 284: time = 0.966000 loss = 6.013302 testLoss 6.987781 'COND__rev lambda = -0.8806 alpha = -0.015496 lossBound = -0.000003 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000008 NewtonStep: 0.328 0.002000 increaseLambda: 0.329 0.001000 Undoing contribution: was 0.04786022720146148 now 0.047625463456470826 112: time = 0.329000 loss = 6.075762 testLoss 6.727896 'TURB__rev lambda = -0.2040 alpha = 0.086430 lossBound = -0.000120 W1 = 0.152043 N1 = 0.130602 deltaLoss = -0.000235 Updating 8 features NewtonStep: 0.131 0.002000 increaseLambda: 0.131 0.000000 Undoing: newLoss 6.141979454514822, oldLoss 6.143867959043448, deltaLossBound -0.00244501486080166 Updating 5 features NewtonStep: 1.058 0.002000 increaseLambda: 0.131 0.000000 Search: 0.132 0.001000 increaseLambda: 1.059 0.001000 Undoing contribution: was 0.004808766159115201 now 0.004804854343204006 282: time = 1.059000 loss = 6.082170 testLoss 7.137987 'TURB__rev lambda = -0.7237 alpha = 0.012248 lossBound = -0.000001 W1 = 0.770440 N1 = 0.748154 deltaLoss = -0.000004 Updating 8 features NewtonStep: 0.968 0.002000 increaseLambda: 0.132 0.000000 42: time = 0.132000 loss = 6.141308 testLoss 6.865373 TURB_COND: lambda = -1.1510 min = 1.0000 max = 3.0000 alpha = -0.163775 lossBound = -0.002445 W1 = 0.093270 N1 = 0.073529 deltaLoss = -0.002560 increaseLambda: 0.968 0.000000 Undoing contribution: was 0.0032130844248497593 now 0.0032045096484657077 285: time = 0.968000 loss = 6.013294 testLoss 6.986817 'COND__rev lambda = -0.2830 alpha = 0.013911 lossBound = -0.000003 W1 = 0.626386 N1 = 0.597545 deltaLoss = -0.000009 Updating 5 features NewtonStep: 0.33 0.001000 increaseLambda: 0.331 0.001000 113: time = 0.331000 loss = 6.075471 testLoss 6.734373 'NTL__rev lambda = -0.7215 alpha = -0.227622 lossBound = -0.000123 W1 = 0.023745 N1 = 0.011802 deltaLoss = -0.000290 Updating 5 features NewtonStep: 1.06 0.001000 Updating 8 features Updating 7 features NewtonStep: 0.134 0.002000 NewtonStep: 0.97 0.002000 increaseLambda: 0.97 0.000000 increaseLambda: 0.134 0.000000 Undoing: newLoss 6.139520528865022, oldLoss 6.14130840626915, deltaLossBound -0.0021792498738650284 increaseLambda: 0.134 0.000000 Search: 0.135 0.001000 Updating 4 features NewtonStep: 0.333 0.002000 286: time = 0.970000 loss = 6.013285 testLoss 6.987810 'COND__rev lambda = -0.8961 alpha = -0.015456 lossBound = -0.000003 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000008 increaseLambda: 0.333 0.000000 114: time = 0.333000 loss = 6.075168 testLoss 6.733442 'TURB__rev lambda = -0.4295 alpha = -0.112673 lossBound = -0.000086 W1 = 0.771662 N1 = 0.749584 deltaLoss = -0.000303 increaseLambda: 0.136 0.001000 43: time = 0.136000 loss = 6.139021 testLoss 6.849515 'CHLA__rev lambda = -0.6964 alpha = -0.112695 lossBound = -0.002179 W1 = 0.193777 N1 = 0.153039 deltaLoss = -0.002287 Updating 6 features NewtonStep: 0.973 0.003000 Updating 2 features NewtonStep: 0.335 0.002000 increaseLambda: 0.973 0.000000 Undoing contribution: was 0.0032045096484657077 now 0.0031965324605448143 increaseLambda: 0.335 0.000000 287: time = 0.973000 loss = 6.013277 testLoss 6.986881 'COND__rev lambda = -0.2696 alpha = 0.013417 lossBound = -0.000003 W1 = 0.626386 N1 = 0.597545 deltaLoss = -0.000008 Undoing contribution: was 0.1368848264613856 now 0.13656329669413908 115: time = 0.336000 loss = 6.074847 testLoss 6.734201 'PTL__rev lambda = -0.7759 alpha = 0.102400 lossBound = -0.000179 W1 = 0.135064 N1 = 0.113003 deltaLoss = -0.000322 Updating 4 features NewtonStep: 0.975 0.002000 Updating 8 features NewtonStep: 0.14 0.004000 increaseLambda: 0.976 0.001000 288: time = 0.976000 loss = 6.013270 testLoss 6.987839 'COND__rev lambda = -0.9109 alpha = -0.014899 lossBound = -0.000003 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000008 increaseLambda: 0.14 0.000000 44: time = 0.140000 loss = 6.133743 testLoss 6.901955 NTL_COND^2: lambda = -0.2853 min = 1.0000 max = 9.0000 alpha = -0.285348 lossBound = -0.002501 W1 = 0.140880 N1 = 0.121324 deltaLoss = -0.005279 Updating 6 features NewtonStep: 0.338 0.002000 increaseLambda: 0.338 0.000000 116: time = 0.338000 loss = 6.074766 testLoss 6.744634 TURB_COND: lambda = -1.7762 min = 1.0000 max = 3.0000 alpha = -0.057685 lossBound = -0.000050 W1 = 0.082489 N1 = 0.073529 deltaLoss = -0.000081 Updating 3 features NewtonStep: 0.977 0.001000 Updating 7 features NewtonStep: 0.142 0.002000 increaseLambda: 0.978 0.001000 Undoing contribution: was 0.0031965324605448143 now 0.0031891140522669215 289: time = 0.978000 loss = 6.013262 testLoss 6.986944 'COND__rev lambda = -0.2567 alpha = 0.012937 lossBound = -0.000003 W1 = 0.626387 N1 = 0.597545 deltaLoss = -0.000007 increaseLambda: 0.142 0.000000 Undoing contribution: was 0.14026271207695695 now 0.13824876961572274 45: time = 0.142000 loss = 6.131729 testLoss 6.901287 'TURB__rev lambda = -1.2067 alpha = 0.118563 lossBound = -0.001776 W1 = 0.136774 N1 = 0.128983 deltaLoss = -0.002014 Updating 6 features NewtonStep: 0.34 0.002000 increaseLambda: 0.341 0.001000 Undoing: newLoss 6.0746486459263025, oldLoss 6.074765656135995, deltaLossBound -1.3911660907217773E-4 increaseLambda: 0.341 0.000000 Search: 0.341 0.000000 Updating 3 features NewtonStep: 0.979 0.001000 increaseLambda: 0.341 0.000000 Undoing contribution: was 0.0023267707201624077 now 0.001879682081481704 117: time = 0.341000 loss = 6.074319 testLoss 6.746368 ANC^2: lambda = -1.1950 min = 0.2500 max = 8,396,588,362.4100 alpha = 1.739244 lossBound = -0.000139 W1 = 0.001941 N1 = 0.000695 deltaLoss = -0.000447 increaseLambda: 0.979 0.000000 290: time = 0.979000 loss = 6.013255 testLoss 6.987867 'COND__rev lambda = -0.9253 alpha = -0.014364 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000007 Updating 6 features NewtonStep: 0.144 0.002000 increaseLambda: 0.144 0.000000 46: time = 0.144000 loss = 6.128285 testLoss 6.879015 'CHLA__rev lambda = -0.2279 alpha = -0.227919 lossBound = -0.002053 W1 = 0.300440 N1 = 0.269770 deltaLoss = -0.003443 Updating 3 features NewtonStep: 0.981 0.002000 Updating 6 features NewtonStep: 0.343 0.002000 increaseLambda: 0.343 0.000000 increaseLambda: 0.982 0.001000 Undoing contribution: was 0.0031891140522669215 now 0.003182215221930589 118: time = 0.344000 loss = 6.074120 testLoss 6.750205 CHLA_COND^2: lambda = 2.3550 min = 1.0000 max = 81.0000 alpha = 0.097407 lossBound = -0.000141 W1 = 0.069552 N1 = 0.079044 deltaLoss = -0.000198 291: time = 0.982000 loss = 6.013248 testLoss 6.987004 'COND__rev lambda = -0.2442 alpha = 0.012474 lossBound = -0.000003 W1 = 0.626387 N1 = 0.597545 deltaLoss = -0.000007 Updating 4 features NewtonStep: 0.346 0.002000 Updating 2 features NewtonStep: 0.984 0.002000 increaseLambda: 0.346 0.000000 Undoing: newLoss 6.086206278612415, oldLoss 6.074120495074917, deltaLossBound -6.246837380838744E-5 increaseLambda: 0.984 0.000000 292: time = 0.984000 loss = 6.013242 testLoss 6.987894 'COND__rev lambda = -0.9392 increaseLambda: 0.346 0.000000 alpha = -0.013847 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000007 Search: 0.347 0.001000 Updating 5 features NewtonStep: 0.149 0.005000 increaseLambda: 0.347 0.000000 119: time = 0.347000 loss = 6.074038 testLoss 6.746623 'CHLA__rev lambda = -0.0291 increaseLambda: 0.149 0.000000 Undoing contribution: was 0.13824876961572274 now 0.13525332962221148 alpha = -0.029059 lossBound = -0.000062 W1 = 0.180498 N1 = 0.152846 deltaLoss = -0.000082 Updating 29 features 47: time = 0.149000 loss = 6.125290 testLoss 6.877685 'TURB__rev lambda = -1.0600 alpha = 0.146720 lossBound = -0.002617 W1 = 0.134099 N1 = 0.128983 deltaLoss = -0.002995 Newton: returning 0.24518267225672002 Updating 8 features Updating 3 features NewtonStep: 0.986 0.002000 Loss was 6.0740380715578475, now 6.073011560283336, delta -0.001027 parallelUpdate: 0.348 0.001000 increaseLambda: 0.987 0.001000 Undoing contribution: was 0.003182215221930589 now 0.003175799522501981 293: time = 0.987000 loss = 6.013235 testLoss 6.987062 'COND__rev lambda = -0.2322 alpha = 0.012029 lossBound = -0.000002 W1 = 0.626387 N1 = 0.597545 deltaLoss = -0.000006 Updating 5 features NewtonStep: 0.151 0.002000 increaseLambda: 0.151 0.000000 48: time = 0.151000 loss = 6.121694 testLoss 6.897064 'COND__rev lambda = -0.3347 alpha = -0.334709 lossBound = -0.001362 W1 = 0.622386 N1 = 0.597545 deltaLoss = -0.003596 Updating 9 features NewtonStep: 0.35 0.002000 Updating 2 features NewtonStep: 0.988 0.001000 increaseLambda: 0.35 0.000000 Undoing contribution: was 0.003950007221875322 now 0.0033847838898620683 121: time = 0.350000 loss = 6.072446 testLoss 6.754748 TURB_COND^2: lambda = -0.5714 min = 1.0000 max = 9.0000 alpha = 0.186355 lossBound = -0.000323 W1 = 0.070975 N1 = 0.062500 deltaLoss = -0.000565 increaseLambda: 0.99 0.002000 294: time = 0.990000 loss = 6.013231 testLoss 6.986699 'PTL__rev lambda = -0.0314 alpha = -0.008800 lossBound = -0.000002 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000004 Updating 10 features Reducing newton stepsize from 3.008877343102886 to 2.6070196056056596 NewtonStep: 0.352 0.002000 increaseLambda: 0.353 0.001000 Undoing contribution: was 4.4532162115767606E-4 now 0.0 122: time = 0.353000 loss = 6.071985 testLoss 6.757081 COND^2: lambda = 0.0000 min = 16.0000 max = 2,559,348,100.0000 alpha = 2.607020 lossBound = -0.000103 W1 = 0.001272 N1 = 0.000135 deltaLoss = -0.000461 Updating 3 features NewtonStep: 0.991 0.001000 increaseLambda: 0.992 0.001000 295: time = 0.992000 loss = 6.013031 testLoss 6.987500 DOC: lambda = -11.1776 min = 0.3400 max = 290.5700 alpha = -1.561321 lossBound = -0.000002 W1 = 0.017880 N1 = 0.016866 deltaLoss = -0.000200 Updating 9 features NewtonStep: 0.355 0.002000 increaseLambda: 0.355 0.000000 123: time = 0.355000 loss = 6.071390 testLoss 6.755370 ANC^2: lambda = -2.3775 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.889418 lossBound = -0.000274 W1 = 0.001961 N1 = 0.000695 deltaLoss = -0.000595 Updating 2 features Updating 10 features increaseLambda: 0.358 0.003000 Undoing contribution: was 0.1840559508792321 now 0.18393833536965332 124: time = 0.358000 loss = 6.071273 testLoss 6.755886 (LAKE_ORIGIN=1.0) lambda = 1.0600 alpha = -0.051343 lossBound = -0.000118 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000118 NewtonStep: 0.997 0.005000 increaseLambda: 0.997 0.000000 Undoing contribution: was 0.006465003675108207 now 0.006346990181347813 296: time = 0.997000 loss = 6.012913 testLoss 6.985732 'DOC__rev lambda = 0.3388 alpha = -0.082274 lossBound = -0.000018 W1 = 0.628094 N1 = 0.642831 deltaLoss = -0.000118 Updating 9 features NewtonStep: 0.36 0.002000 increaseLambda: 0.361 0.001000 125: time = 0.361000 loss = 6.071161 testLoss 6.768026 TURB_COND: lambda = -1.9257 min = 1.0000 max = 3.0000 alpha = -0.067217 lossBound = -0.000069 W1 = 0.082506 N1 = 0.073529 deltaLoss = -0.000112 Updating 3 features NewtonStep: 1.0 0.003000 increaseLambda: 1.0 0.000000 Undoing: newLoss 6.012910257978963, oldLoss 6.012912880566621, deltaLossBound -2.6225887388459535E-6 increaseLambda: 1.0 0.000000 Search: 1.0 0.000000 increaseLambda: 1.001 0.001000 Updating 11 features NewtonStep: 0.363 0.002000 297: time = 1.001000 loss = 6.012910 testLoss 6.986935 'PTL_COND__rev lambda = 0.1756 alpha = 0.004758 lossBound = -0.000003 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000003 increaseLambda: 0.363 0.000000 Undoing contribution: was 0.0033847838898620683 now 0.0033013412716967824 126: time = 0.363000 loss = 6.071078 testLoss 6.756716 TURB_COND^2: lambda = -0.5032 min = 1.0000 max = 9.0000 alpha = 0.068159 lossBound = -0.000048 W1 = 0.070641 N1 = 0.062500 deltaLoss = -0.000083 Updating 3 features NewtonStep: 1.002 0.001000 increaseLambda: 1.003 0.001000 Undoing contribution: was 6.743940618413673E-4 now 6.665562141158559E-4 298: time = 1.003000 loss = 6.012902 testLoss 6.987153 ANC^2: lambda = -0.8170 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.179817 lossBound = -0.000002 W1 = 0.001699 N1 = 0.000695 deltaLoss = -0.000008 Updating 9 features NewtonStep: 0.365 0.002000 increaseLambda: 0.365 0.000000 127: time = 0.365000 loss = 6.070990 testLoss 6.767514 TURB_COND: lambda = -1.9854 min = 1.0000 max = 3.0000 alpha = -0.059724 lossBound = -0.000055 W1 = 0.082492 N1 = 0.073529 deltaLoss = -0.000088 Updating 3 features NewtonStep: 1.004 0.001000 increaseLambda: 1.004 0.000000 299: time = 1.004000 loss = 6.012897 testLoss 6.987926 'COND__rev lambda = -0.9512 alpha = -0.012010 lossBound = -0.000002 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000005 Updating 28 features Reducing stepsize from 2.231318696324338 to 1.505035419215893 Newton: returning 1.505035419215893 Updating 5 features Updating 8 features NewtonStep: 0.367 0.002000 increaseLambda: 0.367 0.000000 Undoing contribution: was 0.0033013412716967824 now 0.0032211715234354774 128: time = 0.367000 loss = 6.070910 testLoss 6.756454 TURB_COND^2: lambda = -0.4365 min = 1.0000 max = 9.0000 alpha = 0.066665 lossBound = -0.000046 W1 = 0.070639 N1 = 0.062500 deltaLoss = -0.000080 Updating 8 features NewtonStep: 0.37 0.003000 Loss was 6.012897444819551, now 6.012423850266798, delta -0.000474 parallelUpdate: 1.008 0.004000 increaseLambda: 0.37 0.000000 129: time = 0.370000 loss = 6.070826 testLoss 6.766985 TURB_COND: lambda = -2.0437 min = 1.0000 max = 3.0000 alpha = -0.058242 lossBound = -0.000052 W1 = 0.082490 N1 = 0.073529 deltaLoss = -0.000084 Updating 6 features NewtonStep: 1.01 0.002000 increaseLambda: 1.01 0.000000 Undoing: newLoss 6.013727341540977, oldLoss 6.012423850266798, deltaLossBound -2.1513954563722848E-5 Updating 8 features NewtonStep: 0.372 0.002000 increaseLambda: 1.01 0.000000 increaseLambda: 0.372 0.000000 Undoing contribution: was 0.0032211715234354774 now 0.003144737443089622 Search: 1.01 0.000000 130: time = 0.372000 loss = 6.070750 testLoss 6.756211 TURB_COND^2: lambda = -0.3716 min = 1.0000 max = 9.0000 alpha = 0.064950 lossBound = -0.000044 W1 = 0.070637 N1 = 0.062500 deltaLoss = -0.000076 increaseLambda: 1.011 0.001000 301: time = 1.011000 loss = 6.012370 testLoss 6.986319 ANC^2: lambda = -0.6215 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.621462 lossBound = -0.000022 W1 = 0.001605 N1 = 0.000695 deltaLoss = -0.000054 Updating 8 features NewtonStep: 0.374 0.002000 Updating 6 features NewtonStep: 1.012 0.001000 increaseLambda: 0.375 0.001000 131: time = 0.375000 loss = 6.070670 testLoss 6.766483 TURB_COND: lambda = -2.1004 min = 1.0000 max = 3.0000 alpha = -0.056793 lossBound = -0.000050 W1 = 0.082488 N1 = 0.073529 deltaLoss = -0.000080 increaseLambda: 1.013 0.001000 Undoing: newLoss 6.0123596366249155, oldLoss 6.01236973783553, deltaLossBound -1.0101227258260215E-5 increaseLambda: 1.013 0.000000 Search: 1.013 0.000000 increaseLambda: 1.014 0.001000 Undoing contribution: was 0.0035426089471778666 now 0.0035325077199196697 302: time = 1.014000 loss = 6.012360 testLoss 6.983941 'PTL_COND__rev lambda = 0.1815 alpha = -0.009344 lossBound = -0.000010 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000010 Updating 7 features NewtonStep: 0.376 0.001000 increaseLambda: 0.377 0.001000 Undoing contribution: was 0.003144737443089622 now 0.003071854962650382 132: time = 0.377000 loss = 6.070597 testLoss 6.755986 TURB_COND^2: lambda = -0.3083 min = 1.0000 max = 9.0000 alpha = 0.063287 lossBound = -0.000042 W1 = 0.070635 N1 = 0.062500 deltaLoss = -0.000073 Updating 7 features NewtonStep: 0.38 0.003000 increaseLambda: 0.38 0.000000 133: time = 0.380000 loss = 6.070521 testLoss 6.766005 TURB_COND: lambda = -2.1558 min = 1.0000 max = 3.0000 alpha = -0.055385 lossBound = -0.000047 W1 = 0.082486 N1 = 0.073529 deltaLoss = -0.000076 Updating 5 features NewtonStep: 0.183 0.032000 increaseLambda: 0.183 0.000000 49: time = 0.183000 loss = 6.113174 testLoss 6.897474 'DOC__rev lambda = 0.4242 alpha = 0.424187 lossBound = -0.001819 W1 = 0.606990 N1 = 0.632645 deltaLoss = -0.008520 Updating 6 features NewtonStep: 0.382 0.002000 increaseLambda: 0.382 0.000000 Undoing contribution: was 0.003071854962650382 now 0.0030023504326354075 134: time = 0.382000 loss = 6.070452 testLoss 6.755778 TURB_COND^2: lambda = -0.2466 min = 1.0000 max = 9.0000 alpha = 0.061673 lossBound = -0.000041 W1 = 0.070632 N1 = 0.062500 deltaLoss = -0.000070 Updating 7 features NewtonStep: 0.185 0.002000 increaseLambda: 0.185 0.000000 Undoing: newLoss 6.118421154859954, oldLoss 6.113173988148289, deltaLossBound -0.0014495499150674832 increaseLambda: 0.185 0.000000 Updating 6 features increaseLambda: 1.022 0.008000 Undoing contribution: was 0.16852609178966205 now 0.16851809470927215 Updating 5 features NewtonStep: 0.384 0.002000 303: time = 1.022000 loss = 6.012352 testLoss 6.984098 (LAKE_ORIGIN=1.0) lambda = 0.9410 alpha = -0.013320 lossBound = -0.000008 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000008 increaseLambda: 0.384 0.000000 135: time = 0.384000 loss = 6.070380 testLoss 6.765551 TURB_COND: lambda = -2.2099 min = 1.0000 max = 3.0000 alpha = -0.054017 lossBound = -0.000045 W1 = 0.082484 N1 = 0.073529 deltaLoss = -0.000072 Updating 5 features NewtonStep: 0.386 0.002000 increaseLambda: 0.387 0.001000 Undoing contribution: was 0.0030023504326354075 now 0.00293605912904759 136: time = 0.387000 loss = 6.070314 testLoss 6.755584 TURB_COND^2: lambda = -0.1865 min = 1.0000 max = 9.0000 alpha = 0.060108 lossBound = -0.000039 W1 = 0.070630 N1 = 0.062500 deltaLoss = -0.000066 Updating 7 features NewtonStep: 1.025 0.003000 increaseLambda: 1.025 0.000000 Undoing: newLoss 6.012348831026489, oldLoss 6.012351639527882, deltaLossBound -2.8087647129131413E-6 increaseLambda: 1.026 0.001000 Search: 1.026 0.000000 increaseLambda: 1.026 0.000000 Undoing contribution: was 0.13628892207568455 now 0.13628611331097218 304: time = 1.026000 loss = 6.012349 testLoss 6.980900 'NTL_COND lambda = -1.4234 alpha = 0.019753 lossBound = -0.000003 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000003 Updating 5 features NewtonStep: 0.389 0.002000 increaseLambda: 0.389 0.000000 137: time = 0.389000 loss = 6.070245 testLoss 6.765119 TURB_COND: lambda = -2.2625 min = 1.0000 max = 3.0000 alpha = -0.052688 lossBound = -0.000043 W1 = 0.082482 N1 = 0.073529 deltaLoss = -0.000069 Updating 5 features NewtonStep: 1.028 0.002000 increaseLambda: 1.028 0.000000 Undoing contribution: was 7.206686453841498E-4 now 7.139983298762103E-4 305: time = 1.028000 loss = 6.012342 testLoss 6.981100 ANC^2: lambda = -0.4568 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.164711 lossBound = -0.000002 W1 = 0.001698 N1 = 0.000695 deltaLoss = -0.000007 Updating 6 features NewtonStep: 0.391 0.002000 increaseLambda: 0.391 0.000000 Undoing contribution: was 0.00293605912904759 now 0.0028728247806554183 138: time = 0.391000 loss = 6.070182 testLoss 6.755405 TURB_COND^2: lambda = -0.1279 min = 1.0000 max = 9.0000 alpha = 0.058590 lossBound = -0.000037 W1 = 0.070628 N1 = 0.062500 deltaLoss = -0.000063 Updating 6 features NewtonStep: 1.03 0.002000 increaseLambda: 1.03 0.000000 306: time = 1.030000 loss = 6.012341 testLoss 6.982313 PTL_COND: lambda = -0.1432 min = 1.0000 max = 3.0000 alpha = -0.004855 lossBound = -0.000001 W1 = 0.235003 N1 = 0.220588 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.393 0.002000 increaseLambda: 0.393 0.000000 139: time = 0.393000 loss = 6.070116 testLoss 6.764707 TURB_COND: lambda = -2.3139 min = 1.0000 max = 3.0000 alpha = -0.051397 lossBound = -0.000041 W1 = 0.082481 N1 = 0.073529 deltaLoss = -0.000065 Updating 7 features NewtonStep: 0.396 0.003000 increaseLambda: 0.396 0.000000 Undoing: newLoss 6.070080562209035, oldLoss 6.070116099944034, deltaLossBound -3.6522132970710926E-5 increaseLambda: 0.397 0.001000 Search: 0.397 0.000000 Updating 6 features NewtonStep: 1.035 0.005000 increaseLambda: 0.397 0.000000 Undoing contribution: was 5.47208456107483E-4 now 5.106863231362546E-4 140: time = 0.397000 loss = 6.070080 testLoss 6.764954 ANC_COND^2: lambda = -0.8435 min = 1.0000 max = 4.0000 alpha = 0.283133 lossBound = -0.000037 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000037 increaseLambda: 1.036 0.001000 Undoing contribution: was 0.003175799522501981 now 0.00317410567221617 307: time = 1.036000 loss = 6.012339 testLoss 6.981888 'COND__rev lambda = -0.0416 alpha = 0.006174 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000002 Updating 7 features NewtonStep: 0.399 0.002000 Updating 4 features NewtonStep: 1.037 0.001000 increaseLambda: 0.399 0.000000 Undoing contribution: was 0.0028728247806554183 now 0.0028116757467079243 increaseLambda: 1.038 0.001000 141: time = 0.399000 loss = 6.070018 testLoss 6.755420 TURB_COND^2: lambda = -0.0704 min = 1.0000 max = 9.0000 alpha = 0.057512 lossBound = -0.000036 W1 = 0.070627 N1 = 0.062500 deltaLoss = -0.000061 308: time = 1.038000 loss = 6.012337 testLoss 6.982021 'ANC__rev lambda = -0.4862 alpha = -0.014407 lossBound = -0.000001 W1 = 0.043050 N1 = 0.028343 deltaLoss = -0.000002 Updating 8 features NewtonStep: 0.402 0.003000 Updating 6 features NewtonStep: 1.04 0.002000 increaseLambda: 1.04 0.000000 increaseLambda: 0.402 0.000000 309: time = 1.040000 loss = 6.012330 testLoss 6.981554 142: time = 0.402000 loss = 6.069956 testLoss 6.764492 COND: lambda = -3.5956 min = 4.0000 max = 50,590.0000 TURB_COND: lambda = -2.3640 min = 1.0000 max = 3.0000 alpha = -0.133969 lossBound = -0.000001 W1 = 0.009483 N1 = 0.008479 deltaLoss = -0.000007 alpha = -0.050114 lossBound = -0.000039 W1 = 0.082479 N1 = 0.073529 deltaLoss = -0.000062 Updating 7 features NewtonStep: 0.408 0.006000 increaseLambda: 0.409 0.001000 Undoing contribution: was 0.0028116757467079243 now 0.002754209758638486 143: time = 0.409000 loss = 6.069899 testLoss 6.755270 TURB_COND^2: lambda = -0.0148 min = 1.0000 max = 9.0000 alpha = 0.055638 lossBound = -0.000034 W1 = 0.070625 N1 = 0.062500 deltaLoss = -0.000057 Updating 6 features NewtonStep: 1.048 0.008000 increaseLambda: 1.048 0.000000 Undoing contribution: was 7.139983298762103E-4 now 7.090678736125027E-4 310: time = 1.048000 loss = 6.012325 testLoss 6.981725 ANC^2: lambda = -0.3164 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.140303 lossBound = -0.000002 W1 = 0.001697 N1 = 0.000695 deltaLoss = -0.000005 Updating 8 features NewtonStep: 0.411 0.002000 increaseLambda: 0.411 0.000000 144: time = 0.411000 loss = 6.069839 testLoss 6.764120 TURB_COND: lambda = -2.4129 min = 1.0000 max = 3.0000 alpha = -0.048881 lossBound = -0.000038 W1 = 0.082477 N1 = 0.073529 deltaLoss = -0.000059 Updating 6 features NewtonStep: 1.05 0.002000 increaseLambda: 1.05 0.000000 311: time = 1.050000 loss = 6.012322 testLoss 6.982327 'COND__rev lambda = -1.1699 alpha = -0.009330 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000003 Updating 7 features Reducing newton stepsize from 0.05425100252927745 to 0.014770117110107374 NewtonStep: 0.413 0.002000 increaseLambda: 0.413 0.000000 Undoing contribution: was 0.002754209758638486 now 0.0027281183935495765 145: time = 0.413000 loss = 6.069813 testLoss 6.761661 TURB_COND^2: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = 0.014770 lossBound = -0.000023 W1 = 0.069100 N1 = 0.062500 deltaLoss = -0.000026 Updating 6 features NewtonStep: 1.052 0.002000 increaseLambda: 1.052 0.000000 Undoing contribution: was 0.00317410567221617 now 0.0031720336512560277 312: time = 1.052000 loss = 6.012320 testLoss 6.981856 'COND__rev lambda = -0.0348 alpha = 0.006831 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000002 Updating 7 features NewtonStep: 0.415 0.002000 increaseLambda: 0.416 0.001000 146: time = 0.416000 loss = 6.069758 testLoss 6.761144 ANC^2: lambda = -2.7460 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.368522 lossBound = -0.000021 W1 = 0.001724 N1 = 0.000695 deltaLoss = -0.000055 Updating 5 features NewtonStep: 1.054 0.002000 increaseLambda: 1.055 0.001000 Updating 6 features NewtonStep: 0.418 0.002000 313: time = 1.055000 loss = 6.012318 testLoss 6.982343 'COND__rev lambda = -1.1775 alpha = -0.007557 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 increaseLambda: 0.419 0.001000 Undoing: newLoss 6.08248948890317, oldLoss 6.06975815510359, deltaLossBound -1.630085256564966E-5 increaseLambda: 0.419 0.000000 Search: 0.42 0.001000 increaseLambda: 0.42 0.000000 147: time = 0.420000 loss = 6.069726 testLoss 6.761084 'TURB__rev lambda = -0.0292 alpha = -0.029211 lossBound = -0.000016 W1 = 0.187485 N1 = 0.164242 deltaLoss = -0.000032 Updating 5 features NewtonStep: 1.059 0.004000 increaseLambda: 1.059 0.000000 Undoing contribution: was 0.002713674598610085 now 0.0027124807348138176 314: time = 1.059000 loss = 6.012317 testLoss 6.982046 CHLA_COND^2: lambda = 2.3712 min = 1.0000 max = 81.0000 alpha = -0.007154 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 Updating 8 features NewtonStep: 0.422 0.002000 increaseLambda: 0.422 0.000000 Undoing contribution: was 0.015504134847374758 now 0.015425521505969294 148: time = 0.422000 loss = 6.069648 testLoss 6.762502 'PTL__rev lambda = -1.1537 alpha = 0.037408 lossBound = -0.000038 W1 = 0.363546 N1 = 0.334334 deltaLoss = -0.000079 Updating 6 features NewtonStep: 1.061 0.002000 Updating 5 features NewtonStep: 0.424 0.002000 increaseLambda: 0.424 0.000000 149: time = 0.424000 loss = 6.069619 testLoss 6.759613 'CHLA__rev lambda = -0.0599 alpha = -0.023753 lossBound = -0.000019 W1 = 0.179145 N1 = 0.152846 deltaLoss = -0.000029 Updating 28 features increaseLambda: 1.063 0.002000 Undoing contribution: was 0.0031720336512560277 now 0.003170355955352049 315: time = 1.063000 loss = 6.012315 testLoss 6.981622 'COND__rev lambda = -0.0286 alpha = 0.006147 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000002 Newton: returning 0.07266174359500097 Updating 5 features Loss was 6.069618933946068, now 6.06956572051501, delta -0.000053 parallelUpdate: 0.427 0.003000 Updating 5 features NewtonStep: 1.065 0.002000 increaseLambda: 1.065 0.000000 316: time = 1.065000 loss = 6.012311 testLoss 6.983914 TURB_COND: lambda = -2.1911 min = 1.0000 max = 3.0000 alpha = -0.012596 lossBound = -0.000002 W1 = 0.082445 N1 = 0.073529 deltaLoss = -0.000004 Updating 5 features NewtonStep: 0.428 0.001000 increaseLambda: 0.429 0.001000 Undoing: newLoss 6.069540018029779, oldLoss 6.06956572051501, deltaLossBound -2.5702594561258143E-5 Updating 5 features NewtonStep: 1.067 0.002000 increaseLambda: 0.429 0.000000 Search: 0.429 0.000000 increaseLambda: 1.067 0.000000 Undoing: newLoss 6.012309219774637, oldLoss 6.01231100991317, deltaLossBound -1.7901390511302511E-6 increaseLambda: 0.43 0.001000 Undoing contribution: was 0.0014367308882848797 now 0.0014110282937210763 151: time = 0.430000 loss = 6.069540 testLoss 6.765372 'PTL_COND__rev lambda = 0.2083 alpha = -0.014909 lossBound = -0.000026 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000026 increaseLambda: 1.068 0.001000 Search: 1.069 0.001000 increaseLambda: 1.069 0.000000 Undoing contribution: was 0.0035325077199196697 now 0.0035307175808702296 317: time = 1.069000 loss = 6.012309 testLoss 6.982916 'PTL_COND__rev lambda = 0.1775 alpha = -0.003933 lossBound = -0.000002 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000002 Updating 6 features NewtonStep: 0.432 0.002000 increaseLambda: 0.432 0.000000 152: time = 0.432000 loss = 6.069518 testLoss 6.766633 CHLA_COND^2: lambda = 2.4608 min = 1.0000 max = 81.0000 alpha = 0.030962 lossBound = -0.000016 W1 = 0.069390 N1 = 0.079044 deltaLoss = -0.000022 Updating 7 features NewtonStep: 1.071 0.002000 increaseLambda: 1.071 0.000000 318: time = 1.071000 loss = 6.012307 testLoss 6.983461 'COND__rev lambda = -1.1859 alpha = -0.008463 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 6 features NewtonStep: 0.434 0.002000 increaseLambda: 0.434 0.000000 Undoing contribution: was 0.03909269646732322 now 0.039018754218867524 153: time = 0.434000 loss = 6.069444 testLoss 6.765822 'NTL__rev lambda = 1.5157 alpha = -0.068181 lossBound = -0.000012 W1 = 0.708924 N1 = 0.723652 deltaLoss = -0.000074 Updating 5 features NewtonStep: 0.437 0.003000 increaseLambda: 0.437 0.000000 Undoing: newLoss 6.083886875269366, oldLoss 6.069444486225444, deltaLossBound -5.062164144653428E-5 Updating 6 features NewtonStep: 1.075 0.004000 increaseLambda: 0.437 0.000000 increaseLambda: 1.075 0.000000 Undoing contribution: was 0.19271354146677702 now 0.19271221794542318 319: time = 1.075000 loss = 6.012305 testLoss 6.983533 'PTL__rev lambda = -0.7539 alpha = 0.006145 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Search: 0.438 0.001000 increaseLambda: 0.438 0.000000 154: time = 0.438000 loss = 6.069303 testLoss 6.765839 'NTL__rev lambda = 0.0903 alpha = 0.090286 lossBound = -0.000051 W1 = 0.276415 N1 = 0.296367 deltaLoss = -0.000141 Updating 3 features NewtonStep: 0.44 0.002000 increaseLambda: 0.441 0.001000 155: time = 0.441000 loss = 6.069257 testLoss 6.765400 'PTL__rev lambda = -0.7042 alpha = -0.037213 lossBound = -0.000026 W1 = 0.134932 N1 = 0.113003 deltaLoss = -0.000046 Updating 5 features NewtonStep: 1.079 0.004000 increaseLambda: 1.08 0.001000 320: time = 1.080000 loss = 6.012304 testLoss 6.983525 'TURB__rev lambda = -0.0532 alpha = -0.005897 lossBound = -0.000001 W1 = 0.187529 N1 = 0.164242 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.443 0.002000 increaseLambda: 0.443 0.000000 Undoing contribution: was 0.039018754218867524 now 0.038926068133251224 156: time = 0.443000 loss = 6.069164 testLoss 6.764486 'NTL__rev lambda = 1.4398 alpha = -0.075896 lossBound = -0.000015 W1 = 0.708918 N1 = 0.723652 deltaLoss = -0.000093 Updating 6 features NewtonStep: 1.082 0.002000 increaseLambda: 1.082 0.000000 Undoing contribution: was 0.003170355955352049 now 0.0031687091620130215 321: time = 1.082000 loss = 6.012302 testLoss 6.983106 'COND__rev lambda = -0.0226 alpha = 0.006089 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.445 0.002000 increaseLambda: 0.446 0.001000 Undoing contribution: was 0.015426376938497494 now 0.015337444346310153 157: time = 0.446000 loss = 6.069075 testLoss 6.765990 'PTL__rev lambda = -1.1170 alpha = 0.039821 lossBound = -0.000043 W1 = 0.363547 N1 = 0.334334 deltaLoss = -0.000089 Updating 7 features NewtonStep: 1.084 0.002000 increaseLambda: 1.084 0.000000 322: time = 1.084000 loss = 6.012301 testLoss 6.983576 'COND__rev lambda = -1.1932 alpha = -0.007287 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.448 0.002000 increaseLambda: 0.449 0.001000 158: time = 0.449000 loss = 6.068148 testLoss 6.776342 NTL: lambda = -7.9643 min = 5.0000 max = 26,100.0000 alpha = -1.912748 lossBound = -0.000015 W1 = 0.028697 N1 = 0.027624 deltaLoss = -0.000927 Updating 7 features NewtonStep: 1.087 0.003000 increaseLambda: 1.087 0.000000 Undoing contribution: was 0.0031687091620130215 now 0.003166918756836905 323: time = 1.087000 loss = 6.012299 testLoss 6.983139 'COND__rev lambda = -0.0162 alpha = 0.006348 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000002 Search: 0.253 0.068000 Updating 2 features NewtonStep: 0.451 0.002000 increaseLambda: 0.253 0.000000 increaseLambda: 0.451 0.000000 Undoing contribution: was 0.038926068133251224 now 0.037879318996507816 159: time = 0.451000 loss = 6.067102 testLoss 6.772434 'NTL__rev lambda = 1.1752 alpha = -0.264562 lossBound = -0.000162 W1 = 0.708619 N1 = 0.723652 deltaLoss = -0.001047 Updating 7 features NewtonStep: 1.089 0.002000 increaseLambda: 1.09 0.001000 324: time = 1.090000 loss = 6.012297 testLoss 6.983592 'COND__rev lambda = -1.2002 alpha = -0.007026 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 50: time = 0.253000 loss = 6.109818 testLoss 6.914090 'NTL__rev lambda = -0.6717 alpha = -0.671708 lossBound = -0.001450 W1 = 0.024937 N1 = 0.011802 deltaLoss = -0.003356 Updating 4 features NewtonStep: 0.453 0.002000 Updating 6 features increaseLambda: 0.453 0.000000 Undoing: newLoss 6.081467615038417, oldLoss 6.067101573307127, deltaLossBound -2.225014284184271E-5 NewtonStep: 1.091 0.001000 increaseLambda: 1.183 0.123000 Undoing: newLoss 6.08216811235898, oldLoss 6.08216967151129, deltaLossBound -1.5591526983531106E-6 increaseLambda: 0.454 0.001000 increaseLambda: 1.092 0.001000 325: time = 1.092000 loss = 6.012289 testLoss 6.983093 COND: lambda = -3.7386 min = 4.0000 max = 50,590.0000 alpha = -0.142951 lossBound = -0.000001 W1 = 0.009483 N1 = 0.008479 deltaLoss = -0.000008 Search: 0.454 0.000000 increaseLambda: 0.455 0.001000 160: time = 0.455000 loss = 6.067038 testLoss 6.772502 'NTL__rev lambda = 0.0588 alpha = 0.058827 lossBound = -0.000022 W1 = 0.291495 N1 = 0.312155 deltaLoss = -0.000064 Updating 5 features NewtonStep: 0.257 0.004000 Updating 6 features NewtonStep: 1.094 0.002000 increaseLambda: 1.185 0.002000 increaseLambda: 0.258 0.001000 increaseLambda: 1.094 0.000000 326: time = 1.094000 loss = 6.012287 testLoss 6.983502 'COND__rev lambda = -1.2066 alpha = -0.006331 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Search: 1.185 0.000000 increaseLambda: 1.185 0.000000 Undoing contribution: was 0.006850486218816865 now 0.006848927066116584 Updating 4 features NewtonStep: 0.457 0.002000 283: time = 1.185000 loss = 6.082168 testLoss 7.137056 'PTL_COND__rev lambda = 0.4802 alpha = -0.003670 lossBound = -0.000002 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000002 increaseLambda: 0.457 0.000000 161: time = 0.457000 loss = 6.066986 testLoss 6.772415 'TURB__rev lambda = -0.0676 alpha = -0.036261 lossBound = -0.000026 W1 = 0.187546 N1 = 0.164242 deltaLoss = -0.000052 Updating 6 features NewtonStep: 1.096 0.002000 increaseLambda: 1.096 0.000000 Undoing contribution: was 0.003166918756836905 now 0.003165002916012254 327: time = 1.096000 loss = 6.012285 testLoss 6.983049 'COND__rev lambda = -0.0096 alpha = 0.006567 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000002 Updating 7 features NewtonStep: 1.187 0.002000 increaseLambda: 1.188 0.001000 Updating 5 features NewtonStep: 0.459 0.002000 284: time = 1.188000 loss = 6.082144 testLoss 7.135978 ANC: lambda = -1.7130 min = -63.0000 max = 91,632.9000 alpha = -0.195786 lossBound = -0.000001 W1 = 0.023601 N1 = 0.022588 deltaLoss = -0.000024 increaseLambda: 0.459 0.000000 162: time = 0.459000 loss = 6.066151 testLoss 6.782669 NTL: lambda = -9.8447 min = 5.0000 max = 26,100.0000 alpha = -1.880435 lossBound = -0.000013 W1 = 0.028681 N1 = 0.027624 deltaLoss = -0.000834 Updating 4 features NewtonStep: 1.097 0.001000 increaseLambda: 1.098 0.001000 328: time = 1.098000 loss = 6.012284 testLoss 6.983519 'COND__rev lambda = -1.2138 alpha = -0.007272 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Undoing contribution: was 0.13525332962221148 now 0.13159125576501973 51: time = 0.262000 loss = 6.106156 testLoss 6.914637 'TURB__rev lambda = -0.6892 alpha = 0.370812 lossBound = -0.001861 W1 = 0.151996 N1 = 0.128983 deltaLoss = -0.003662 Updating 5 features NewtonStep: 1.19 0.002000 Updating 5 features NewtonStep: 1.099 0.001000 increaseLambda: 1.19 0.000000 Undoing contribution: was 5.886898959604875E-4 now 5.805679069067322E-4 285: time = 1.190000 loss = 6.082136 testLoss 7.136201 ANC^2: lambda = -0.1262 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.183734 lossBound = -0.000003 W1 = 0.001699 N1 = 0.000695 deltaLoss = -0.000008 Updating 4 features increaseLambda: 1.1 0.001000 Undoing contribution: was 0.003165002916012254 now 0.003163219446630299 NewtonStep: 0.264 0.002000 329: time = 1.100000 loss = 6.012282 testLoss 6.983082 'COND__rev lambda = -0.0033 alpha = 0.006335 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000002 Updating 28 features increaseLambda: 0.264 0.000000 Undoing: newLoss 6.137760993430346, oldLoss 6.106155556492989, deltaLossBound -0.0019872554580457166 Reducing stepsize from 1.296365435614846 to 0.6322096188900614 Reducing stepsize from 0.6322096188900614 to 0.014458922544384425 Newton: returning 0.014458922544384425 Updating 6 features increaseLambda: 0.264 0.000000 Search: 0.265 0.001000 increaseLambda: 0.265 0.000000 52: time = 0.265000 loss = 6.099000 testLoss 6.903493 'TURB__rev lambda = -0.5801 alpha = -0.580144 lossBound = -0.001987 W1 = 0.734177 N1 = 0.714137 deltaLoss = -0.007156 Loss was 6.012281837132483, now 6.012275518533975, delta -0.000006 parallelUpdate: 1.101 0.001000 Updating 5 features NewtonStep: 1.193 0.003000 increaseLambda: 1.193 0.000000 286: time = 1.193000 loss = 6.082132 testLoss 7.136855 'COND__rev lambda = -0.4920 alpha = -0.010147 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000004 Updating 4 features increaseLambda: 0.267 0.002000 53: time = 0.267000 loss = 6.097322 testLoss 6.899328 (URBAN=1.0) lambda = 0.5370 alpha = 0.117640 lossBound = -0.001677 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.001677 Updating 7 features NewtonStep: 1.195 0.002000 Updating 5 features NewtonStep: 0.269 0.002000 increaseLambda: 1.196 0.001000 Undoing contribution: was 0.006984891499528846 now 0.00698124435348856 287: time = 1.196000 loss = 6.082129 testLoss 7.136225 'COND__rev lambda = -0.0658 alpha = 0.009115 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000004 increaseLambda: 0.269 0.000000 54: time = 0.269000 loss = 6.093000 testLoss 6.982658 NTL_COND^2: lambda = -0.7187 min = 1.0000 max = 9.0000 alpha = -0.433333 lossBound = -0.001517 W1 = 0.129739 N1 = 0.121324 deltaLoss = -0.004322 Updating 4 features Updating 5 features NewtonStep: 1.198 0.002000 increaseLambda: 1.198 0.000000 288: time = 1.198000 loss = 6.082126 testLoss 7.136389 'ANC__rev lambda = -0.8983 alpha = -0.018853 lossBound = -0.000001 W1 = 0.032023 N1 = 0.017316 deltaLoss = -0.000003 Updating 3 features NewtonStep: 0.47 0.011000 increaseLambda: 0.47 0.000000 Undoing contribution: was 0.037879318996507816 now 0.036932676193750236 163: time = 0.470000 loss = 6.065205 testLoss 6.779011 'NTL__rev lambda = 0.9245 alpha = -0.250723 lossBound = -0.000147 W1 = 0.708652 N1 = 0.723652 deltaLoss = -0.000947 Updating 6 features NewtonStep: 1.2 0.002000 increaseLambda: 1.2 0.000000 Undoing contribution: was 0.012571746751806058 now 0.012570075775397262 289: time = 1.200000 loss = 6.082125 testLoss 7.136266 'ANC__rev lambda = -0.0939 alpha = 0.012885 lossBound = -0.000001 W1 = 0.043050 N1 = 0.028343 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.472 0.002000 increaseLambda: 0.472 0.000000 Undoing contribution: was 0.047625463456470826 now 0.0475768275710096 164: time = 0.472000 loss = 6.065156 testLoss 6.779384 'TURB__rev lambda = -0.1097 alpha = 0.038740 lossBound = -0.000025 W1 = 0.151964 N1 = 0.130602 deltaLoss = -0.000049 Updating 3 features NewtonStep: 1.202 0.002000 NewtonStep: 0.271 0.002000 increaseLambda: 1.202 0.000000 290: time = 1.202000 loss = 6.082121 testLoss 7.136899 'COND__rev lambda = -0.5018 alpha = -0.009827 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000003 increaseLambda: 0.276 0.005000 Undoing: newLoss 6.104445942706488, oldLoss 6.0930003557925225, deltaLossBound -9.257731912759382E-4 increaseLambda: 0.276 0.000000 Search: 0.276 0.000000 increaseLambda: 0.276 0.000000 55: time = 0.276000 loss = 6.091471 testLoss 6.966713 'CHLA__rev lambda = -0.1850 alpha = -0.185001 lossBound = -0.000926 W1 = 0.306645 N1 = 0.279805 deltaLoss = -0.001529 Updating 5 features NewtonStep: 1.204 0.002000 increaseLambda: 1.205 0.001000 Undoing contribution: was 0.00698124435348856 now 0.006977831113385559 291: time = 1.205000 loss = 6.082118 testLoss 7.136291 'COND__rev lambda = -0.0569 alpha = 0.008818 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000003 Updating 6 features NewtonStep: 0.278 0.002000 increaseLambda: 0.279 0.001000 Undoing contribution: was 0.13159125576501973 now 0.1281954855626145 56: time = 0.279000 loss = 6.088075 testLoss 6.967319 'TURB__rev lambda = -0.3367 alpha = 0.352458 lossBound = -0.001758 W1 = 0.151869 N1 = 0.128983 deltaLoss = -0.003396 Updating 3 features NewtonStep: 1.207 0.002000 increaseLambda: 1.207 0.000000 Updating 6 features 292: time = 1.207000 loss = 6.082115 testLoss 7.136919 'COND__rev lambda = -0.5116 alpha = -0.009749 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000003 increaseLambda: 0.281 0.002000 57: time = 0.281000 loss = 6.086805 testLoss 6.964025 (LAKE_ORIGIN=1.0) lambda = 1.0623 alpha = 0.163975 lossBound = -0.001271 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.001271 Updating 5 features NewtonStep: 1.209 0.002000 Updating 6 features NewtonStep: 0.282 0.001000 increaseLambda: 1.21 0.001000 Undoing contribution: was 0.006977831113385559 now 0.006974660120533262 293: time = 1.210000 loss = 6.082111 testLoss 7.136332 'COND__rev lambda = -0.0484 alpha = 0.008498 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000003 increaseLambda: 0.283 0.001000 58: time = 0.283000 loss = 6.085293 testLoss 7.002747 TURB_COND: lambda = -1.3717 min = 1.0000 max = 3.0000 alpha = -0.220749 lossBound = -0.001039 W1 = 0.083312 N1 = 0.073529 deltaLoss = -0.001512 Updating 2 features NewtonStep: 1.211 0.001000 Updating 6 features NewtonStep: 0.284 0.001000 increaseLambda: 1.212 0.001000 increaseLambda: 0.285 0.001000 Undoing: newLoss 6.091095698512681, oldLoss 6.08529296698278, deltaLossBound -0.0011566851300856289 294: time = 1.212000 loss = 6.082108 testLoss 7.136938 'COND__rev lambda = -0.5210 alpha = -0.009394 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000003 increaseLambda: 0.285 0.000000 Search: 0.285 0.000000 increaseLambda: 0.286 0.001000 59: time = 0.286000 loss = 6.083035 testLoss 7.007938 CHLA_COND: lambda = 0.3218 min = 1.0000 max = 9.0000 alpha = 0.321840 lossBound = -0.001157 W1 = 0.104639 N1 = 0.113971 deltaLoss = -0.002258 Updating 21 features Newton: returning 0.10552531979634637 Updating 7 features Updating 3 features NewtonStep: 1.214 0.002000 Loss was 6.0830352797197085, now 6.081390511141584, delta -0.001645 parallelUpdate: 0.287 0.001000 increaseLambda: 1.214 0.000000 Undoing contribution: was 0.006974660120533262 now 0.006971714785520934 295: time = 1.214000 loss = 6.082105 testLoss 7.136373 'COND__rev lambda = -0.0402 alpha = 0.008190 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000003 Updating 6 features NewtonStep: 0.288 0.001000 increaseLambda: 0.289 0.001000 Undoing: newLoss 6.076775036495157, oldLoss 6.081390511141584, deltaLossBound -0.0047585505934745805 Updating 2 features NewtonStep: 1.216 0.002000 increaseLambda: 0.289 0.000000 Search: 0.289 0.000000 increaseLambda: 0.289 0.000000 Undoing contribution: was 0.023523013405806606 now 0.018764462812331975 61: time = 0.289000 loss = 6.076632 testLoss 7.046920 'CHLA__rev lambda = 0.7229 alpha = -0.471602 lossBound = -0.004759 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.004759 Updating 4 features increaseLambda: 0.488 0.016000 Undoing contribution: was 0.07401925438157875 now 0.07401526024961047 165: time = 0.488000 loss = 6.065152 testLoss 6.779502 (URBAN=0.0) lambda = -0.6088 alpha = 0.005762 lossBound = -0.000004 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000004 Updating 6 features NewtonStep: 1.126 0.025000 increaseLambda: 1.127 0.001000 Undoing contribution: was 7.095636993153541E-4 now 7.063680410457927E-4 331: time = 1.127000 loss = 6.012272 testLoss 6.983149 ANC^2: lambda = -0.1974 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.111837 lossBound = -0.000001 W1 = 0.001696 N1 = 0.000695 deltaLoss = -0.000003 Updating 9 features NewtonStep: 0.291 0.002000 increaseLambda: 0.291 0.000000 Undoing: newLoss 6.075578993036397, oldLoss 6.076631960548109, deltaLossBound -0.001055680233869569 increaseLambda: 0.292 0.001000 Updating 4 features NewtonStep: 0.49 0.002000 Search: 0.292 0.000000 increaseLambda: 0.49 0.000000 166: time = 0.490000 loss = 6.064243 testLoss 6.790424 NTL: lambda = -11.8511 min = 5.0000 max = 26,100.0000 alpha = -2.006416 lossBound = -0.000013 W1 = 0.028679 N1 = 0.027624 deltaLoss = -0.000909 increaseLambda: 0.292 0.000000 Undoing contribution: was 0.0449162921481943 now 0.04386061191432504 Updating 6 features 62: time = 0.292000 loss = 6.075576 testLoss 7.014553 'TURB_COND__rev lambda = 0.3619 alpha = -0.132302 lossBound = -0.001056 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.001056 increaseLambda: 1.129 0.002000 Undoing contribution: was 0.02024104044365327 now 0.020240545445000535 332: time = 1.129000 loss = 6.012272 testLoss 6.983192 (URBAN=0.0) lambda = -0.2044 alpha = 0.002028 lossBound = -0.000000 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000000 Updating 4 features Updating 6 features NewtonStep: 0.294 0.002000 NewtonStep: 0.492 0.002000 Updating 7 features NewtonStep: 1.13 0.001000 increaseLambda: 0.294 0.000000 increaseLambda: 0.492 0.000000 Undoing contribution: was 0.036932676193750236 now 0.03609471387623148 63: time = 0.294000 loss = 6.073910 testLoss 7.019871 CHLA_COND: lambda = 0.6576 min = 1.0000 max = 9.0000 alpha = 0.301758 lossBound = -0.000823 W1 = 0.105410 N1 = 0.113971 deltaLoss = -0.001667 167: time = 0.492000 loss = 6.063405 testLoss 6.787042 'NTL__rev lambda = 0.6893 alpha = -0.235230 lossBound = -0.000130 W1 = 0.708689 N1 = 0.723652 deltaLoss = -0.000838 increaseLambda: 1.131 0.001000 333: time = 1.131000 loss = 6.012271 testLoss 6.983536 'COND__rev lambda = -1.2230 alpha = -0.005335 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.296 0.002000 increaseLambda: 0.296 0.000000 Undoing: newLoss 6.072506105739724, oldLoss 6.073909735941605, deltaLossBound -0.0014201092075207117 Updating 7 features NewtonStep: 1.133 0.002000 increaseLambda: 0.297 0.001000 Search: 0.297 0.000000 increaseLambda: 1.133 0.000000 Undoing contribution: was 0.19271221794542318 now 0.1927115656127091 334: time = 1.133000 loss = 6.012270 testLoss 6.983586 increaseLambda: 0.297 0.000000 'PTL__rev lambda = -0.7492 alpha = 0.004312 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Undoing contribution: was 0.018764462812331975increaseLambda: 1.224 0.008000 Undoing contribution: was 0.004281039053948699 now 0.004277738882758154 now 0.01734435360481297 64: time = 0.297000 loss = 6.072490 testLoss 7.008242 'CHLA__rev lambda = 0.4566 296: time = 1.224000 loss = 6.082102 testLoss 7.136315 'NTL__rev lambda = 0.0563 alpha = -0.009859 lossBound = -0.000001 W1 = 0.345310 N1 = 0.367373 deltaLoss = -0.000003 alpha = -0.266234 lossBound = -0.001420 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.001420 Updating 6 features NewtonStep: 0.299 0.002000 Updating 3 features NewtonStep: 0.497 0.005000 increaseLambda: 0.3 0.001000 Undoing: newLoss 6.071850703314867, oldLoss 6.072489626734086, deltaLossBound -6.610153080405853E-4 increaseLambda: 0.498 0.001000 Undoing: newLoss 6.077541934013091, oldLoss 6.063405062264703, deltaLossBound -1.541690478482462E-5 increaseLambda: 0.3 0.000000 increaseLambda: 0.498 0.000000 Search: 0.3 0.000000 Search: 0.498 0.000000 increaseLambda: 0.3 0.000000 Undoing contribution: was 0.12629052712505867 now 0.1256295118170176 65: time = 0.300000 loss = 6.071829 testLoss 6.956204 'NTL_COND lambda = -1.7525 alpha = 0.317604 lossBound = -0.000661 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000661 Updating 5 features NewtonStep: 1.137 0.004000 increaseLambda: 0.5 0.002000 increaseLambda: 1.138 0.001000 Undoing: newLoss 6.025348872785269, oldLoss 6.012270182517169, deltaLossBound -5.54268233199346E-7 168: time = 0.500000 loss = 6.063357 testLoss 6.787239 'NTL__rev lambda = 0.0469 alpha = 0.046913 lossBound = -0.000015 W1 = 0.340727 N1 = 0.362145 deltaLoss = -0.000048 increaseLambda: 1.138 0.000000 Search: 1.138 0.000000 Updating 7 features NewtonStep: 0.302 0.002000 increaseLambda: 1.139 0.001000 increaseLambda: 0.303 0.001000 335: time = 1.139000 loss = 6.012269 testLoss 6.983520 'PTL__rev lambda = -0.0062 alpha = -0.006162 lossBound = -0.000001 W1 = 0.134864 N1 = 0.113003 deltaLoss = -0.000001 66: time = 0.303000 loss = 6.070744 testLoss 6.990094 TURB_COND: lambda = -1.6467 min = 1.0000 max = 3.0000 alpha = -0.191890 lossBound = -0.000726 W1 = 0.083061 N1 = 0.073529 deltaLoss = -0.001084 Updating 5 features Updating 3 features NewtonStep: 0.502 0.002000 Updating 2 features NewtonStep: 1.232 0.008000 increaseLambda: 0.503 0.001000 increaseLambda: 1.232 0.000000 Undoing contribution: was 0.22151829268405127 now 0.22151607111099242 169: time = 0.503000 loss = 6.063306 testLoss 6.787153 'TURB__rev lambda = -0.1036 alpha = -0.035960 lossBound = -0.000026 W1 = 0.187545 N1 = 0.164242 deltaLoss = -0.000051 297: time = 1.232000 loss = 6.082100 testLoss 7.136407 'PTL__rev lambda = -0.9325 alpha = 0.007973 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 Updating 4 features NewtonStep: 0.505 0.002000 Updating 3 features NewtonStep: 1.234 0.002000 increaseLambda: 0.505 0.000000 increaseLambda: 1.234 0.000000 170: time = 0.505000 loss = 6.062613 testLoss 6.797087 NTL: lambda = -13.6533 min = 5.0000 max = 26,100.0000 alpha = -1.802230 lossBound = -0.000010 W1 = 0.028662 N1 = 0.027624 deltaLoss = -0.000693 298: time = 1.234000 loss = 6.082089 testLoss 7.135846 COND: lambda = -2.9327 min = 4.0000 max = 50,590.0000 alpha = -0.160284 lossBound = -0.000001 W1 = 0.009485 N1 = 0.008479 deltaLoss = -0.000011 NewtonStep: 0.304 0.001000 Updating 3 features NewtonStep: 0.507 0.002000 Updating 2 features NewtonStep: 1.236 0.002000 increaseLambda: 0.309 0.005000 Undoing: newLoss 6.07022987098136, oldLoss 6.070744381446872, deltaLossBound -5.151202794279513E-4 increaseLambda: 0.507 0.000000 Undoing contribution: was 0.03609471387623148 now 0.03529690343753361 increaseLambda: 1.236 0.000000 171: time = 0.507000 loss = 6.061816 testLoss 6.793810 'NTL__rev lambda = 0.4600 alpha = -0.229260 lossBound = -0.000124 W1 = 0.708702 N1 = 0.723652 deltaLoss = -0.000798 299: time = 1.236000 loss = 6.082082 testLoss 7.136747 'COND__rev lambda = -0.5350 alpha = -0.014020 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000007 Updating 37 features increaseLambda: 0.309 0.000000 Search: 0.31 0.001000 Reducing stepsize from 0.1490188745791672 to 0.13353708492304878 Newton: returning 0.13353708492304878 Updating 5 features increaseLambda: 0.31 0.000000 Undoing contribution: was 0.04386061191432504 now 0.04334549163489769 67: time = 0.310000 loss = 6.070229 testLoss 6.967812 'TURB_COND__rev lambda = 0.2699 alpha = -0.091976 lossBound = -0.000515 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000515 Loss was 6.082082273038764, now 6.082061175809497, delta -0.000021 parallelUpdate: 1.238 0.002000 Updating 3 features NewtonStep: 0.509 0.002000 increaseLambda: 0.509 0.000000 Undoing contribution: was 0.0475768275710096 now 0.04753869566442796 172: time = 0.509000 loss = 6.061777 testLoss 6.794144 'TURB__rev lambda = -0.0754 alpha = 0.034238 lossBound = -0.000020 W1 = 0.151960 N1 = 0.130602 deltaLoss = -0.000038 Updating 5 features NewtonStep: 0.312 0.002000 increaseLambda: 0.312 0.000000 68: time = 0.312000 loss = 6.069293 testLoss 6.972010 CHLA_COND: lambda = 0.8794 min = 1.0000 max = 9.0000 alpha = 0.221862 lossBound = -0.000450 W1 = 0.104764 N1 = 0.113971 deltaLoss = -0.000936 Updating 3 features NewtonStep: 1.239 0.001000 Updating 6 features NewtonStep: 1.149 0.010000 increaseLambda: 1.24 0.001000 Undoing contribution: was 1.4324039373219078E-4 now 1.31952198836926E-4 301: time = 1.240000 loss = 6.082050 testLoss 7.136756 'TURB__rev lambda = -0.3399 alpha = 0.016922 lossBound = -0.000006 W1 = 0.187532 N1 = 0.164242 deltaLoss = -0.000011 increaseLambda: 1.149 0.000000 Undoing contribution: was 0.1927115656127091 now 0.19271031856343637 336: time = 1.149000 loss = 6.012268 testLoss 6.983590 'PTL__rev lambda = -0.7432 alpha = 0.005965 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.314 0.002000 increaseLambda: 0.314 0.000000 Undoing: newLoss 6.068443662794978, oldLoss 6.069292937384206, deltaLossBound -8.557157304299066E-4 increaseLambda: 0.314 0.000000 Search: 0.314 0.000000 Updating 5 features increaseLambda: 0.315 0.001000 Undoing contribution: was 0.01734435360481297 now 0.016488637874383774 NewtonStep: 1.242 0.002000 69: time = 0.315000 loss = 6.068437 testLoss 6.963158 'CHLA__rev lambda = 0.2481 alpha = -0.208556 lossBound = -0.000856 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000856 increaseLambda: 1.242 0.000000 Undoing contribution: was 0.006971714785520934 now 0.006967514099347806 302: time = 1.242000 loss = 6.082046 testLoss 7.136081 'COND__rev lambda = -0.0228 alpha = 0.009778 lossBound = -0.000002 W1 = 0.626387 N1 = 0.597545 deltaLoss = -0.000004 Updating 5 features NewtonStep: 0.316 0.001000 increaseLambda: 0.317 0.001000 70: time = 0.317000 loss = 6.067723 testLoss 6.991477 TURB_COND: lambda = -1.8060 min = 1.0000 max = 3.0000 alpha = -0.159296 lossBound = -0.000470 W1 = 0.082850 N1 = 0.073529 deltaLoss = -0.000714 Updating 4 features NewtonStep: 1.244 0.002000 increaseLambda: 1.244 0.000000 303: time = 1.244000 loss = 6.082043 testLoss 7.136671 'COND__rev lambda = -0.5569 alpha = -0.009166 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000003 Updating 5 features NewtonStep: 0.318 0.001000 increaseLambda: 0.319 0.001000 Undoing: newLoss 6.067312269778036, oldLoss 6.067723034921271, deltaLossBound -4.111481987066367E-4 increaseLambda: 0.319 0.000000 Updating 4 features NewtonStep: 1.246 0.002000 Search: 0.319 0.000000 increaseLambda: 0.319 0.000000 Undoing contribution: was 0.04334549163489769 now 0.042934343436189557 71: time = 0.319000 loss = 6.067312 testLoss 6.971642 'TURB_COND__rev lambda = 0.1879 alpha = -0.082075 lossBound = -0.000411 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000411 increaseLambda: 1.246 0.000000 Undoing contribution: was 0.006967514099347806 now 0.0069647066647749905 304: time = 1.247000 loss = 6.082040 testLoss 7.136120 'COND__rev lambda = -0.0148 alpha = 0.007996 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000003 Updating 5 features NewtonStep: 1.157 0.008000 increaseLambda: 1.158 0.001000 337: time = 1.158000 loss = 6.012267 testLoss 6.983531 'PTL__rev lambda = -0.0116 alpha = -0.005427 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.249 0.002000 increaseLambda: 1.249 0.000000 305: time = 1.249000 loss = 6.082038 testLoss 7.136261 'ANC__rev lambda = -0.9218 alpha = -0.016228 lossBound = -0.000001 W1 = 0.032023 N1 = 0.017316 deltaLoss = -0.000002 Updating 7 features NewtonStep: 1.159 0.001000 increaseLambda: 1.16 0.001000 Undoing contribution: was 0.19271031856343637 now 0.1927093525331273 338: time = 1.160000 loss = 6.012266 testLoss 6.983592 'PTL__rev lambda = -0.7380 alpha = 0.005249 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.251 0.002000 increaseLambda: 1.251 0.000000 306: time = 1.251000 loss = 6.081973 testLoss 7.139724 NTL: lambda = -15.5044 min = 5.0000 max = 26,100.0000 alpha = -0.598278 lossBound = -0.000001 W1 = 0.028628 N1 = 0.027624 deltaLoss = -0.000065 Updating 5 features NewtonStep: 1.161 0.001000 increaseLambda: 1.162 0.001000 Updating 5 features NewtonStep: 0.326 0.007000 339: time = 1.162000 loss = 6.012265 testLoss 6.983534 'PTL__rev lambda = -0.0170 alpha = -0.005406 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 0.326 0.000000 72: time = 0.326000 loss = 6.066680 testLoss 6.975198 CHLA_COND: lambda = 1.0603 min = 1.0000 max = 9.0000 alpha = 0.180914 lossBound = -0.000298 W1 = 0.104510 N1 = 0.113971 deltaLoss = -0.000631 Updating 8 features NewtonStep: 1.164 0.002000 Updating 5 features NewtonStep: 0.328 0.002000 increaseLambda: 1.164 0.000000 Undoing contribution: was 0.1927093525331273 now 0.19270839363529416 340: time = 1.164000 loss = 6.012264 testLoss 6.983595 'PTL__rev lambda = -0.7328 alpha = 0.005229 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.255 0.004000 increaseLambda: 1.255 0.000000 Undoing contribution: was 0.004277738882758154 now 0.004229720969199913 307: time = 1.255000 loss = 6.081925 testLoss 7.139467 'NTL__rev lambda = 0.0130 alpha = -0.037635 lossBound = -0.000014 W1 = 0.345311 N1 = 0.367373 deltaLoss = -0.000048 Updating 3 features NewtonStep: 0.527 0.018000 Updating 5 features NewtonStep: 1.166 0.002000 increaseLambda: 0.528 0.001000 Undoing: newLoss 6.081259764417391, oldLoss 6.061777370417638, deltaLossBound -1.297333011800227E-5 increaseLambda: 1.166 0.000000 341: time = 1.166000 loss = 6.012263 testLoss 6.983537 'PTL__rev lambda = -0.0224 alpha = -0.005386 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 0.528 0.000000 Updating 1 features NewtonStep: 1.257 0.002000 increaseLambda: 0.328 0.000000 Undoing: newLoss 6.066106638110869, oldLoss 6.066680474756638, deltaLossBound -5.769045762839299E-4 increaseLambda: 1.258 0.001000 Undoing: newLoss 6.08192270196176, oldLoss 6.08192490003348, deltaLossBound -2.1982325162270245E-6 increaseLambda: 0.331 0.003000 Search: 0.331 0.000000 increaseLambda: 1.258 0.000000 increaseLambda: 0.331 0.000000 Undoing contribution: was 0.016488637874383774 now 0.015911733298099986 73: time = 0.331000 loss = 6.066104 testLoss 6.968018 'CHLA__rev lambda = 0.0759 alpha = -0.172222 lossBound = -0.000577 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000577 Updating 6 features NewtonStep: 1.168 0.002000 increaseLambda: 1.168 0.000000 Undoing contribution: was 0.19270839363529416 now 0.1927074418204983 342: time = 1.168000 loss = 6.012262 testLoss 6.983598 'PTL__rev lambda = -0.7275 alpha = 0.005210 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.333 0.002000 increaseLambda: 0.333 0.000000 74: time = 0.333000 loss = 6.065564 testLoss 6.993111 TURB_COND: lambda = -1.9466 min = 1.0000 max = 3.0000 alpha = -0.140639 lossBound = -0.000350 W1 = 0.082750 N1 = 0.073529 deltaLoss = -0.000540 Updating 4 features NewtonStep: 1.17 0.002000 increaseLambda: 1.17 0.000000 343: time = 1.170000 loss = 6.012261 testLoss 6.983540 'PTL__rev lambda = -0.0277 alpha = -0.005366 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.335 0.002000 increaseLambda: 0.335 0.000000 Undoing: newLoss 6.065242586051231, oldLoss 6.065563625885762, deltaLossBound -3.212705510854644E-4 Updating 6 features NewtonStep: 1.171 0.001000 increaseLambda: 0.336 0.001000 increaseLambda: 1.172 0.001000 Undoing contribution: was 0.1927074418204983 now 0.19270649703804246 Search: 0.336 0.000000 344: time = 1.172000 loss = 6.012260 testLoss 6.983601 'PTL__rev lambda = -0.7224 alpha = 0.005191 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 0.336 0.000000 Undoing contribution: was 0.042934343436189557 now 0.04261307288510534 75: time = 0.336000 loss = 6.065242 testLoss 6.975639 'TURB_COND__rev lambda = 0.1154 alpha = -0.072469 lossBound = -0.000321 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000321 Search: 0.528 0.000000 Search: 1.258 0.000000 increaseLambda: 1.264 0.006000 Undoing contribution: was 0.1595562793637499 now 0.15955408113123476 308: time = 1.264000 loss = 6.081923 testLoss 7.136639 'NTL_COND lambda = -1.3536 alpha = 0.017468 lossBound = -0.000002 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000002 Updating 4 features NewtonStep: 1.174 0.002000 Updating 5 features NewtonStep: 0.338 0.002000 increaseLambda: 1.174 0.000000 increaseLambda: 0.338 0.000000 Undoing: newLoss 6.065328626251745, oldLoss 6.065242355334678, deltaLossBound -2.3581029395557443E-4 345: time = 1.174000 loss = 6.012259 testLoss 6.983543 'PTL__rev lambda = -0.0331 alpha = -0.005346 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 0.339 0.001000 Search: 0.339 0.000000 increaseLambda: 0.339 0.000000 76: time = 0.339000 loss = 6.065007 testLoss 6.974786 ANC_COND: lambda = -0.6168 min = 1.0000 max = 2.0000 alpha = -0.616782 lossBound = -0.000236 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000236 Updating 2 features NewtonStep: 1.266 0.002000 increaseLambda: 1.267 0.001000 Undoing: newLoss 6.096437660576664, oldLoss 6.0819227018009645, deltaLossBound -2.047202529808126E-6 Updating 6 features NewtonStep: 1.176 0.002000 increaseLambda: 1.267 0.000000 increaseLambda: 0.538 0.010000 increaseLambda: 1.176 0.000000 Search: 1.268 0.001000 Updating 5 features NewtonStep: 0.341 0.002000 increaseLambda: 1.268 0.000000 309: time = 1.268000 loss = 6.081917 testLoss 7.136665 'NTL__rev lambda = 0.0181 alpha = 0.018132 lossBound = -0.000002 W1 = 0.275316 N1 = 0.296367 deltaLoss = -0.000006 increaseLambda: 0.341 0.000000 Undoing contribution: was 0.12823328170832202 now 0.12783599336976412 77: time = 0.341000 loss = 6.064609 testLoss 6.975668 173: time = 0.538000 loss = 6.061747 testLoss 6.796088 'NTL__rev lambda = -0.0661 alpha = -0.066102 lossBound = -0.000013 W1 = 0.024228 N1 = 0.012042 deltaLoss = -0.000031 Updating 2 features Reducing newton stepsize from -0.016267471044918658 to -0.01299517100184655 NewtonStep: 1.27 0.002000 Updating 3 features NewtonStep: 0.541 0.003000 increaseLambda: 1.27 0.000000 Undoing contribution: was 0.004229720969199913 now 0.004221111375304321 310: time = 1.270000 loss = 6.081908 testLoss 7.136584 'NTL__rev lambda = 0.0000 alpha = -0.012995 lossBound = -0.000003 W1 = 0.345532 N1 = 0.367373 deltaLoss = -0.000009 increaseLambda: 0.541 0.000000 174: time = 0.541000 loss = 6.060917 testLoss 6.807014 NTL: lambda = -15.6469 min = 5.0000 max = 26,100.0000 alpha = -1.993543 lossBound = -0.000011 W1 = 0.028666 N1 = 0.027624 deltaLoss = -0.000829 Updating 2 features NewtonStep: 1.272 0.002000 Updating 2 features NewtonStep: 0.543 0.002000 Undoing contribution: was 0.19270649703804246 now 0.1927055592375714 increaseLambda: 1.272 0.000000 Undoing contribution: was 0.002787966623133813 now 0.002778185138044358 'TURB__rev lambda = -0.1676 alpha = 0.112629 lossBound = -0.000207 W1 = 0.150403 N1 = 0.128983 deltaLoss = -0.000397 346: time = 1.181000 loss = 6.012258 testLoss 6.983603 'PTL__rev lambda = -0.7172 alpha = 0.005172 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 311: time = 1.272000 loss = 6.081898 testLoss 7.136212 'DOC__rev lambda = 0.8137 alpha = -0.026814 lossBound = -0.000001 W1 = 0.695389 N1 = 0.710098 deltaLoss = -0.000010 Updating 5 features Updating 4 features NewtonStep: 0.347 0.006000 NewtonStep: 1.183 0.002000 Updating 2 features NewtonStep: 1.274 0.002000 increaseLambda: 0.347 0.000000 Undoing: newLoss 6.078227506948615, oldLoss 6.064609256702163, deltaLossBound -3.9658603417424155E-4 increaseLambda: 0.545 0.002000 Undoing contribution: was 0.03529690343753361 now 0.034575964892953504 175: time = 0.545000 loss = 6.060196 testLoss 6.803937 increaseLambda: 1.275 0.001000 increaseLambda: 1.183 0.000000 increaseLambda: 0.348 0.001000 347: time = 1.184000 loss = 6.012257 testLoss 6.983546 'PTL__rev lambda = -0.0384 alpha = -0.005327 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Search: 0.348 0.000000 increaseLambda: 0.348 0.000000 78: time = 0.348000 loss = 6.063877 testLoss 6.996270 'NTL__rev lambda = -0.7140 alpha = -0.714046 lossBound = -0.000397 W1 = 0.021954 N1 = 0.012042 deltaLoss = -0.000732 Updating 4 features NewtonStep: 1.185 0.001000 increaseLambda: 1.185 0.000000 Undoing contribution: was 0.1927055592375714 now 0.1927046283690718 348: time = 1.185000 loss = 6.012257 testLoss 6.983606 'PTL__rev lambda = -0.7120 alpha = 0.005153 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.35 0.002000 increaseLambda: 0.35 0.000000 Undoing: newLoss 6.071904566859921, oldLoss 6.063876804077895, deltaLossBound -2.540031276433237E-4 increaseLambda: 0.35 0.000000 Search: 0.351 0.001000 Updating 2 features increaseLambda: 0.351 0.000000 NewtonStep: 1.187 0.002000 79: time = 0.351000 loss = 6.062311 testLoss 7.002174 'DOC__rev lambda = 0.3724 alpha = 0.372355 lossBound = -0.000254 W1 = 0.630431 N1 = 0.642831 deltaLoss = -0.001566 increaseLambda: 1.187 0.000000 Undoing: newLoss 6.096413190114269, oldLoss 6.081898485751084, deltaLossBound -3.4632880613852553E-6 349: time = 1.187000 loss = 6.012256 testLoss 6.983549 'NTL__rev lambda = 0.2421 alpha = -0.217888 lossBound = -0.000112 W1 = 0.708727 N1 = 0.723652 deltaLoss = -0.000721 increaseLambda: 1.279 0.004000 'PTL__rev lambda = -0.0437 alpha = -0.005307 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Search: 1.279 0.000000 increaseLambda: 1.279 0.000000 312: time = 1.279000 loss = 6.081889 testLoss 7.136243 'NTL__rev lambda = 0.0236 alpha = 0.023552 lossBound = -0.000003 W1 = 0.276671 N1 = 0.297664 deltaLoss = -0.000010 Updating 5 features NewtonStep: 1.189 0.002000 increaseLambda: 1.19 0.001000 Undoing contribution: was 0.1927046283690718 now 0.19270370438288023 350: time = 1.190000 loss = 6.012255 testLoss 6.983609 'PTL__rev lambda = -0.7069 alpha = 0.005134 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 3 features NewtonStep: 0.552 0.007000 Updating 2 features NewtonStep: 1.282 0.003000 increaseLambda: 0.553 0.001000 increaseLambda: 1.282 0.000000 Undoing contribution: was 0.002439796424351711 now 0.0024313468818291627 176: time = 0.553000 loss = 6.060144 testLoss 6.804088 'NTL__rev lambda = 0.0860 alpha = 0.039121 lossBound = -0.000016 W1 = 0.340130 N1 = 0.362145 deltaLoss = -0.000052 Updating 3 features NewtonStep: 1.191 0.001000 increaseLambda: 1.192 0.001000 351: time = 1.192000 loss = 6.012254 testLoss 6.983552 'PTL__rev lambda = -0.0490 alpha = -0.005287 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 3 features NewtonStep: 0.555 0.002000 313: time = 1.282000 loss = 6.081880 testLoss 7.136148 'NTL__rev lambda = 0.3845 alpha = -0.015783 lossBound = -0.000003 W1 = 0.344027 N1 = 0.366078 deltaLoss = -0.000008 Updating 5 features NewtonStep: 1.193 0.001000 increaseLambda: 1.194 0.001000 Undoing contribution: was 0.19270370438288023 now 0.1927027872296602 352: time = 1.194000 loss = 6.012253 testLoss 6.983612 'PTL__rev lambda = -0.7018 alpha = 0.005115 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 2 features NewtonStep: 1.286 0.004000 increaseLambda: 0.557 0.002000 Undoing contribution: was 0.051724416598061755 now 0.051694601865497174 increaseLambda: 1.286 0.000000 177: time = 0.557000 loss = 6.060114 testLoss 6.797530 314: time = 1.286000 loss = 6.081876 testLoss 7.136163 TURB_COND: lambda = -2.4234 min = 1.0000 max = 3.0000 'NTL__rev lambda = 0.1375 alpha = 0.035818 lossBound = -0.000019 W1 = 0.082461 N1 = 0.073529 deltaLoss = -0.000030 Updating 3 features NewtonStep: 1.196 0.002000 increaseLambda: 1.196 0.000000 353: time = 1.196000 loss = 6.012252 testLoss 6.983432 'PTL__rev lambda = -0.0664 alpha = -0.004367 lossBound = -0.000001 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000001 Updating 3 features NewtonStep: 0.559 0.002000 increaseLambda: 0.559 0.000000 Updating 5 features 178: time = 0.559000 loss = 6.059580 testLoss 6.806633 NTL: lambda = -17.2811 min = 5.0000 max = 26,100.0000 alpha = -1.634240 lossBound = -0.000007 W1 = 0.028650 N1 = 0.027624 deltaLoss = -0.000534 NewtonStep: 1.197 0.001000 alpha = 0.010689 lossBound = -0.000001 W1 = 0.277096 N1 = 0.298438 deltaLoss = -0.000004 increaseLambda: 1.198 0.001000 Undoing contribution: was 0.1927027872296602 now 0.19270211354127956 354: time = 1.198000 loss = 6.012251 testLoss 6.983484 'PTL__rev lambda = -0.6974 alpha = 0.004382 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 2 features Updating 4 features NewtonStep: 1.2 0.002000 NewtonStep: 1.291 0.005000 Updating 3 features increaseLambda: 1.2 0.000000 NewtonStep: 0.562 0.003000 increaseLambda: 1.291 0.000000 315: time = 1.291000 loss = 6.081874 testLoss 7.136075 'PTL__rev lambda = -0.1638 alpha = -0.008126 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 increaseLambda: 0.562 0.000000 Undoing contribution: was 0.034575964892953504 now 0.03386209366792786 179: time = 0.562000 loss = 6.058866 testLoss 6.803580 'NTL__rev lambda = 0.0258 alpha = -0.216300 lossBound = -0.000111 W1 = 0.708729 N1 = 0.723652 deltaLoss = -0.000714 Updating 32 features Reducing stepsize from 3.1335311674947057 to 0.9827410427535688 Reducing stepsize from 0.9827410427535688 to 0.016533442062180034 Newton: returning 0.016533442062180034 Zeroing out 'NTL__rev Updating 5 features Loss was 6.058866317923309, now 6.058718907987319, delta -0.000147 parallelUpdate: 0.564 0.002000 Updating 2 features NewtonStep: 1.293 0.002000 increaseLambda: 1.293 0.000000 Undoing contribution: was 0.22151607111099242 now 0.22151495500518464 316: time = 1.293000 loss = 6.081873 testLoss 7.136141 'PTL__rev lambda = -0.9257 alpha = 0.005649 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.565 0.001000 increaseLambda: 0.566 0.001000 181: time = 0.566000 loss = 6.058693 testLoss 6.809544 PTL_COND: lambda = -0.6341 min = 1.0000 max = 3.0000 alpha = -0.020913 lossBound = -0.000017 W1 = 0.235012 N1 = 0.220588 deltaLoss = -0.000026 Updating 2 features NewtonStep: 1.295 0.002000 increaseLambda: 1.295 0.000000 Undoing contribution: was 0.0024313468818291627 now 0.0024285901952719145 317: time = 1.295000 loss = 6.081870 testLoss 7.136089 'NTL__rev lambda = 0.3755 alpha = -0.009015 lossBound = -0.000001 W1 = 0.344027 N1 = 0.366078 deltaLoss = -0.000003 355: time = 1.200000 loss = 6.012250 testLoss 6.983426 'PTL__rev lambda = -0.0544 alpha = -0.005364 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.568 0.002000 Updating 1 features NewtonStep: 1.297 0.002000 increaseLambda: 0.569 0.001000 increaseLambda: 1.298 0.001000 182: time = 0.569000 loss = 6.058036 testLoss 6.819637 NTL: lambda = -19.2914 min = 5.0000 max = 26,100.0000 alpha = -1.823241 lossBound = -0.000009 W1 = 0.028654 N1 = 0.027624 deltaLoss = -0.000657 318: time = 1.298000 loss = 6.081867 testLoss 7.136104 'NTL__rev lambda = 0.1480 alpha = 0.010455 lossBound = -0.000001 W1 = 0.277096 N1 = 0.298438 deltaLoss = -0.000004 Updating 5 features NewtonStep: 1.207 0.007000 increaseLambda: 1.207 0.000000 Undoing contribution: was 0.19270211354127956 now 0.19270116882252922 356: time = 1.207000 loss = 6.012249 testLoss 6.983486 'PTL__rev lambda = -0.6922 alpha = 0.005191 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.57 0.001000 Updating 2 features NewtonStep: 1.299 0.001000 increaseLambda: 0.571 0.001000 Undoing: newLoss 6.057913160385699, oldLoss 6.058035823185694, deltaLossBound -1.2266540640184348E-4 increaseLambda: 1.3 0.001000 Undoing contribution: was 0.0024285901952719145 now 0.002425180270746948 319: time = 1.300000 loss = 6.081864 testLoss 7.136045 'NTL__rev lambda = 0.3655 alpha = -0.010024 lossBound = -0.000001 W1 = 0.344027 N1 = 0.366078 deltaLoss = -0.000003 Updating 5 features NewtonStep: 1.209 0.002000 increaseLambda: 0.571 0.000000 Search: 0.571 0.000000 increaseLambda: 1.209 0.000000 357: time = 1.209000 loss = 6.012248 testLoss 6.983429 'PTL__rev lambda = -0.0597 alpha = -0.005346 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 0.572 0.001000 Undoing contribution: was 0.0014110282937210763 now 0.0012883628873189203 183: time = 0.572000 loss = 6.057913 testLoss 6.811255 'PTL_COND__rev lambda = 0.1754 alpha = -0.032597 lossBound = -0.000123 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000123 Updating 5 features NewtonStep: 1.211 0.002000 increaseLambda: 1.211 0.000000 Undoing contribution: was 0.19270116882252922 now 0.19270023108720338 358: time = 1.211000 loss = 6.012247 testLoss 6.983489 'PTL__rev lambda = -0.6870 alpha = 0.005172 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.574 0.002000 increaseLambda: 0.574 0.000000 Undoing contribution: was 7.598121856120602E-4 now 2.835939314001027E-4 184: time = 0.574000 loss = 6.057437 testLoss 6.808805 'NTL__rev lambda = 0.0066 alpha = -0.180317 lossBound = -0.000072 W1 = 0.717969 N1 = 0.732820 deltaLoss = -0.000476 Updating 5 features NewtonStep: 1.213 0.002000 increaseLambda: 1.213 0.000000 359: time = 1.213000 loss = 6.012246 testLoss 6.983432 'PTL__rev lambda = -0.0650 alpha = -0.005326 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 28 features Updating 5 features Reducing stepsize from 1.7585716677781165 to 1.6575726482760131 NewtonStep: 0.576 0.002000 Newton: returning 1.6575726482760131 Updating 6 features increaseLambda: 0.576 0.000000 Undoing: newLoss 6.057363525650612, oldLoss 6.05743693952508, deltaLossBound -7.34146766068909E-5 increaseLambda: 0.576 0.000000 Search: 0.577 0.001000 Loss was 6.01224638514394, now 6.012222605668557, delta -0.000024 parallelUpdate: 1.215 0.002000 increaseLambda: 0.577 0.000000 185: time = 0.577000 loss = 6.057364 testLoss 6.815105 'PTL_COND__rev lambda = 0.2006 alpha = 0.025152 lossBound = -0.000073 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000073 Updating 5 features NewtonStep: 1.216 0.001000 increaseLambda: 1.217 0.001000 Undoing contribution: was 9.83888288053722E-4 now 9.722164158987162E-4 361: time = 1.217000 loss = 6.012211 testLoss 6.983163 'COND__rev lambda = -1.2199 alpha = 0.018186 lossBound = -0.000004 W1 = 0.703528 N1 = 0.677996 deltaLoss = -0.000012 Updating 6 features NewtonStep: 0.579 0.002000 increaseLambda: 0.58 0.001000 186: time = 0.580000 loss = 6.056794 testLoss 6.824671 NTL: lambda = -21.0103 min = 5.0000 max = 26,100.0000 alpha = -1.718814 lossBound = -0.000007 W1 = 0.028648 N1 = 0.027624 deltaLoss = -0.000569 Updating 5 features NewtonStep: 1.218 0.001000 increaseLambda: 1.219 0.001000 Undoing contribution: was 0.0026766761729840674 now 0.0026596799355754833 362: time = 1.219000 loss = 6.012194 testLoss 6.983116 PTL: lambda = 2.6463 min = 1.0000 max = 4,865.0000 alpha = -0.107375 lossBound = -0.000002 W1 = 0.019312 N1 = 0.021255 deltaLoss = -0.000017 Updating 4 features NewtonStep: 0.582 0.002000 increaseLambda: 0.582 0.000000 Undoing contribution: was 0.002403239203352272 now 0.001758221859177724 187: time = 0.582000 loss = 6.056149 testLoss 6.821765 'NTL__rev lambda = 0.1287 alpha = -0.207971 lossBound = -0.000099 W1 = 0.712668 N1 = 0.727569 deltaLoss = -0.000645 Updating 6 features NewtonStep: 1.22 0.001000 increaseLambda: 1.221 0.001000 363: time = 1.221000 loss = 6.012192 testLoss 6.982842 COND: lambda = -3.8310 min = 4.0000 max = 50,590.0000 alpha = -0.079065 lossBound = -0.000000 W1 = 0.009481 N1 = 0.008479 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.584 0.002000 Updating 5 features NewtonStep: 1.222 0.001000 increaseLambda: 1.222 0.000000 364: time = 1.222000 loss = 6.012189 testLoss 6.983405 'COND__rev lambda = -1.2286 alpha = -0.008720 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000003 increaseLambda: 0.585 0.001000 188: time = 0.585000 loss = 6.056101 testLoss 6.821913 'NTL__rev lambda = 0.1250 alpha = 0.037549 lossBound = -0.000015 W1 = 0.340129 N1 = 0.362145 deltaLoss = -0.000048 Updating 7 features NewtonStep: 1.224 0.002000 increaseLambda: 1.224 0.000000 Undoing contribution: was 0.19270023108720338 now 0.19269976880656473 365: time = 1.224000 loss = 6.012188 testLoss 6.983447 'PTL__rev lambda = -0.5726 alpha = 0.003632 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 3 features NewtonStep: 0.587 0.002000 increaseLambda: 0.587 0.000000 189: time = 0.587000 loss = 6.056081 testLoss 6.821633 'PTL__rev lambda = -0.7292 alpha = -0.024561 lossBound = -0.000011 W1 = 0.134920 N1 = 0.113003 deltaLoss = -0.000020 Updating 5 features NewtonStep: 1.226 0.002000 increaseLambda: 1.226 0.000000 366: time = 1.226000 loss = 6.012188 testLoss 6.983394 'PTL__rev lambda = -0.1778 alpha = -0.004973 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.589 0.002000 increaseLambda: 0.589 0.000000 Undoing contribution: was 0.051694601865497174 now 0.05169359916813825 190: time = 0.589000 loss = 6.056080 testLoss 6.820449 TURB_COND: lambda = -2.4171 min = 1.0000 max = 3.0000 alpha = 0.006494 lossBound = -0.000001 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000001 Updating 7 features NewtonStep: 1.228 0.002000 increaseLambda: 1.228 0.000000 Undoing contribution: was 0.19269976880656473 now 0.19269895757269975 367: time = 1.228000 loss = 6.012187 testLoss 6.983450 'PTL__rev lambda = -0.5677 alpha = 0.004812 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 5 features increaseLambda: 0.592 0.003000 Undoing contribution: was 0.18393833536965332 now 0.1839283850540241 191: time = 0.592000 loss = 6.056070 testLoss 6.820622 (LAKE_ORIGIN=1.0) lambda = 1.0452 alpha = -0.014861 lossBound = -0.000010 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000010 Updating 3 features NewtonStep: 1.23 0.002000 increaseLambda: 1.23 0.000000 368: time = 1.230000 loss = 6.012186 testLoss 6.983397 'PTL__rev lambda = -0.1828 alpha = -0.004957 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.593 0.001000 increaseLambda: 0.594 0.001000 Updating 5 features NewtonStep: 1.232 0.002000 192: time = 0.594000 loss = 6.055534 testLoss 6.829974 NTL: lambda = -22.6870 min = 5.0000 max = 26,100.0000 alpha = -1.676771 lossBound = -0.000007 W1 = 0.028646 N1 = 0.027624 deltaLoss = -0.000535 increaseLambda: 1.232 0.000000 Undoing contribution: was 0.19269895757269975 now 0.1926981523634023 369: time = 1.232000 loss = 6.012185 testLoss 6.983452 'PTL__rev lambda = -0.5629 alpha = 0.004795 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 4 features Reducing newton stepsize from -0.20449846721047027 to -0.12866893762793397 NewtonStep: 0.596 0.002000 increaseLambda: 0.596 0.000000 Undoing contribution: was 0.001758221859177724 now 0.0012108637126518793 193: time = 0.596000 loss = 6.054987 testLoss 6.828028 'NTL__rev lambda = 0.0000 alpha = -0.128669 lossBound = -0.000096 W1 = 0.715104 N1 = 0.727569 deltaLoss = -0.000547 Updating 5 features NewtonStep: 0.598 0.002000 increaseLambda: 0.598 0.000000 Undoing contribution: was 0.016935330081040322 now 0.016935089198951824 194: time = 0.598000 loss = 6.054987 testLoss 6.827517 PTL_COND: lambda = -0.6321 min = 1.0000 max = 3.0000 alpha = 0.002043 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000000 Updating 6 features NewtonStep: 0.401 0.050000 increaseLambda: 0.402 0.001000 80: time = 0.402000 loss = 6.061253 testLoss 7.011373 CHLA_COND^2: lambda = 1.1299 min = 1.0000 max = 81.0000 alpha = 0.247602 lossBound = -0.000723 W1 = 0.070439 N1 = 0.079044 deltaLoss = -0.001058 Updating 4 features Reducing newton stepsize from -0.0720432824987929 to -0.006567758215221403 NewtonStep: 0.6 0.002000 increaseLambda: 0.601 0.001000 Undoing contribution: was 2.835939314001027E-4 now 2.696919002036583E-4 195: time = 0.601000 loss = 6.054973 testLoss 6.827431 'NTL__rev lambda = 0.0000 alpha = -0.006568 lossBound = -0.000010 W1 = 0.720129 N1 = 0.732820 deltaLoss = -0.000014 Updating 6 features Reducing newton stepsize from -0.23975380784540057 to -0.07585635572234678 NewtonStep: 0.404 0.002000 Updating 5 features NewtonStep: 0.602 0.001000 increaseLambda: 0.603 0.001000 196: time = 0.603000 loss = 6.054963 testLoss 6.827406 'TURB__rev lambda = -0.1205 alpha = -0.015729 lossBound = -0.000005 W1 = 0.187531 N1 = 0.164242 deltaLoss = -0.000010 increaseLambda: 0.406 0.002000 Undoing contribution: was 0.015911733298099986 now 0.015186183015453783 81: time = 0.406000 loss = 6.060527 testLoss 7.007739 'CHLA__rev lambda = 0.0000 alpha = -0.075856 lossBound = -0.000726 W1 = 0.046198 N1 = 0.058824 deltaLoss = -0.000726 Updating 7 features NewtonStep: 0.605 0.002000 increaseLambda: 0.605 0.000000 Undoing contribution: was 0.04753869566442796 now 0.04752173829690358 197: time = 0.605000 loss = 6.054946 testLoss 6.827637 'TURB__rev lambda = -0.0514 alpha = 0.022780 lossBound = -0.000009 W1 = 0.151951 N1 = 0.130602 deltaLoss = -0.000017 Updating 6 features NewtonStep: 0.407 0.001000 increaseLambda: 0.408 0.001000 Undoing: newLoss 6.088036245322654, oldLoss 6.060527360315506, deltaLossBound -3.117816127411878E-4 increaseLambda: 0.408 0.000000 Search: 0.408 0.000000 increaseLambda: 0.409 0.001000 82: time = 0.409000 loss = 6.059391 testLoss 7.005249 'TURB__rev lambda = -0.2388 alpha = -0.238802 lossBound = -0.000312 W1 = 0.769367 N1 = 0.748154 deltaLoss = -0.001136 Updating 2 features Updating 4 features NewtonStep: 1.336 0.036000 NewtonStep: 1.245 0.013000 increaseLambda: 1.246 0.001000 increaseLambda: 1.337 0.001000 370: time = 1.246000 loss = 6.012184 testLoss 6.983399 'PTL__rev lambda = -0.1877 320: time = 1.337000 loss = 6.081860 testLoss 7.136060 alpha = -0.004938 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 'NTL__rev lambda = 0.1581 alpha = 0.010125 lossBound = -0.000001 W1 = 0.277095 N1 = 0.298438 deltaLoss = -0.000003 Updating 7 features NewtonStep: 0.41 0.001000 increaseLambda: 0.411 0.001000 83: time = 0.411000 loss = 6.058430 testLoss 7.037959 TURB_COND: lambda = -2.1313 min = 1.0000 max = 3.0000 alpha = -0.184737 lossBound = -0.000622 W1 = 0.082976 N1 = 0.073529 deltaLoss = -0.000961 Updating 3 features NewtonStep: 1.339 0.002000 Updating 4 features NewtonStep: 1.248 0.002000 increaseLambda: 1.339 0.000000 Undoing contribution: was 0.002425180270746948 now 0.0024219812126707284 321: time = 1.339000 loss = 6.081857 testLoss 7.136004 'NTL__rev lambda = 0.3558 alpha = -0.009708 lossBound = -0.000001 W1 = 0.344027 N1 = 0.366078 deltaLoss = -0.000003 increaseLambda: 1.248 0.000000 Undoing contribution: was 0.1926981523634023 now 0.19269735313348094 Updating 7 features NewtonStep: 0.412 0.001000 increaseLambda: 0.413 0.001000 Undoing contribution: was 0.12783599336976412 now 0.12718831328550959 84: time = 0.413000 loss = 6.057783 testLoss 7.038962 'TURB__rev lambda = -0.0222 alpha = 0.145427 lossBound = -0.000335 W1 = 0.150514 N1 = 0.128983 deltaLoss = -0.000648 Updating 5 features NewtonStep: 0.611 0.006000 increaseLambda: 0.611 0.000000 198: time = 0.611000 loss = 6.054930 testLoss 6.827600 'TURB__rev lambda = -0.1411 alpha = -0.020593 lossBound = -0.000008 W1 = 0.187534 N1 = 0.164242 deltaLoss = -0.000017 Updating 3 features NewtonStep: 1.341 0.002000 increaseLambda: 1.341 0.000000 322: time = 1.341000 loss = 6.081854 testLoss 7.136018 'NTL__rev lambda = 0.1679 alpha = 0.009806 lossBound = -0.000001 W1 = 0.277095 N1 = 0.298438 deltaLoss = -0.000003 Updating 6 features NewtonStep: 0.414 0.001000 increaseLambda: 0.415 0.001000 Undoing: newLoss 6.05734450895811, oldLoss 6.057782550241518, deltaLossBound -4.3847864010094616E-4 increaseLambda: 0.415 0.000000 Updating 6 features NewtonStep: 0.613 0.002000 Search: 0.415 0.000000 increaseLambda: 0.614 0.001000 increaseLambda: 0.416 0.001000 Undoing contribution: was 0.04261307288510534 now 0.042174594245003624 85: time = 0.416000 loss = 6.057344 testLoss 7.018458 'TURB_COND__rev lambda = 0.0306 alpha = -0.084786 lossBound = -0.000438 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000438 Updating 3 features NewtonStep: 1.343 0.002000 increaseLambda: 1.343 0.000000 323: time = 1.343000 loss = 6.081852 testLoss 7.135939 'PTL__rev lambda = -0.1710 alpha = -0.007260 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 Updating 7 features NewtonStep: 0.417 0.001000 increaseLambda: 0.418 0.001000 86: time = 0.418000 loss = 6.056917 testLoss 7.007015 'CHLA__rev lambda = -0.8208 alpha = -0.091469 lossBound = -0.000281 W1 = 0.179521 N1 = 0.153039 deltaLoss = -0.000428 Updating 3 features NewtonStep: 1.345 0.002000 371: time = 1.248000 loss = 6.012184 testLoss 6.983455 'PTL__rev lambda = -0.5582 alpha = 0.004777 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 1.345 0.000000 Undoing contribution: was 0.22151495500518464 now 0.2215138371551703 324: time = 1.345000 loss = 6.081851 testLoss 7.136005 'PTL__rev lambda = -0.9201 alpha = 0.005653 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Time since start: 7.082 Updating 7 features NewtonStep: 0.419 0.001000 increaseLambda: 0.42 0.001000 87: time = 0.420000 loss = 6.056445 testLoss 7.013097 CHLA_COND^2: lambda = 1.2880 min = 1.0000 max = 81.0000 alpha = 0.158170 lossBound = -0.000321 W1 = 0.069819 N1 = 0.079044 deltaLoss = -0.000471 Updating 3 features NewtonStep: 1.347 0.002000 increaseLambda: 1.348 0.001000 Undoing contribution: was 0.0024219812126707284 now 0.0024194397176562875 325: time = 1.348000 loss = 6.081849 testLoss 7.135955 'NTL__rev lambda = 0.3471 alpha = -0.008652 lossBound = -0.000001 W1 = 0.344027 N1 = 0.366078 deltaLoss = -0.000003 Updating 7 features Updating 3 features increaseLambda: 0.422 0.002000 Undoing contribution: was 0.018579175065549514 now 0.01828897255452766 NewtonStep: 1.258 0.010000 88: time = 0.422000 loss = 6.056155 testLoss 7.013847 (URBAN=0.0) lambda = -0.0871 alpha = 0.049186 lossBound = -0.000290 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000290 increaseLambda: 1.258 0.000000 372: time = 1.258000 loss = 6.012183 testLoss 6.983402 'PTL__rev lambda = -0.1927 alpha = -0.004920 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.35 0.002000 increaseLambda: 1.35 0.000000 326: time = 1.350000 loss = 6.081846 testLoss 7.135969 'NTL__rev lambda = 0.1775 alpha = 0.009562 lossBound = -0.000001 W1 = 0.277095 N1 = 0.298438 deltaLoss = -0.000003 Updating 6 features NewtonStep: 0.423 0.001000 Updating 3 features NewtonStep: 1.26 0.002000 increaseLambda: 0.424 0.001000 89: time = 0.424000 loss = 6.055806 testLoss 7.034516 TURB_COND: lambda = -2.2467 min = 1.0000 max = 3.0000 alpha = -0.115317 lossBound = -0.000222 W1 = 0.082640 N1 = 0.073529 deltaLoss = -0.000349 Updating 24 features increaseLambda: 1.26 0.000000 Undoing contribution: was 0.19269735313348094 now 0.1926965598397871 373: time = 1.260000 loss = 6.012182 testLoss 6.983458 'PTL__rev lambda = -0.5534 alpha = 0.004759 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Newton: returning 0.056053654073310866 Updating 7 features Updating 3 features NewtonStep: 1.352 0.002000 Loss was 6.055805994446241, now 6.055691386915665, delta -0.000115 parallelUpdate: 0.425 0.001000 increaseLambda: 1.352 0.000000 Undoing contribution: was 0.0024194397176562875 now 0.0024165855198812723 327: time = 1.352000 loss = 6.081843 testLoss 7.135916 'NTL__rev lambda = 0.3380 alpha = -0.009167 lossBound = -0.000001 W1 = 0.344027 N1 = 0.366078 deltaLoss = -0.000003 Updating 2 features NewtonStep: 1.262 0.002000 Updating 7 features NewtonStep: 0.427 0.002000 increaseLambda: 1.263 0.001000 374: time = 1.263000 loss = 6.012181 testLoss 6.983292 'PTL__rev lambda = -0.0784 alpha = -0.004048 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000001 increaseLambda: 0.427 0.000000 Undoing: newLoss 6.0672436400455725, oldLoss 6.055691386915665, deltaLossBound -2.250806146402314E-4 Updating 1 features NewtonStep: 1.354 0.002000 increaseLambda: 0.427 0.000000 increaseLambda: 1.354 0.000000 328: time = 1.354000 loss = 6.081840 testLoss 7.135929 'NTL__rev lambda = 0.1867 alpha = 0.009261 lossBound = -0.000001 W1 = 0.277095 N1 = 0.298438 deltaLoss = -0.000003 Updating 4 features NewtonStep: 1.265 0.002000 increaseLambda: 1.265 0.000000 Undoing contribution: was 0.1926965598397871 now 0.19269598063945584 Updating 2 features Undoing contribution: was 0.04752173829690358 now 0.047505873616221536 375: time = 1.265000 loss = 6.012180 testLoss 6.983339 'PTL__rev lambda = -0.5493 alpha = 0.004065 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 NewtonStep: 1.356 0.002000 199: time = 0.627000 loss = 6.054914 testLoss 6.827824 Search: 0.427 0.000000 'TURB__rev lambda = -0.0293 alpha = 0.022023 lossBound = -0.000008 W1 = 0.151950 N1 = 0.130602 deltaLoss = -0.000016 increaseLambda: 1.357 0.001000 increaseLambda: 0.43 0.003000 329: time = 1.357000 loss = 6.081838 testLoss 7.136564 'NTL__rev lambda = -1.0937 alpha = -0.021410 lossBound = -0.000001 W1 = 0.023605 N1 = 0.011802 deltaLoss = -0.000002 Updating 37 features 91: time = 0.430000 loss = 6.055392 testLoss 7.032863 'CHLA__rev lambda = -0.0550 alpha = -0.055007 lossBound = -0.000225 W1 = 0.181801 N1 = 0.152846 deltaLoss = -0.000299 Reducing stepsize from 0.6103676308852096 to 0.582952636536825 Newton: returning 0.582952636536825 Updating 2 features Updating 5 features NewtonStep: 0.629 0.002000 Loss was 6.08183773922322, now 6.081780231401325, delta -0.000058 parallelUpdate: 1.358 0.001000 Updating 8 features NewtonStep: 0.432 0.002000 increaseLambda: 0.63 0.001000 200: time = 0.630000 loss = 6.054898 testLoss 6.827789 'TURB__rev lambda = -0.1611 alpha = -0.019945 lossBound = -0.000008 W1 = 0.187533 N1 = 0.164242 deltaLoss = -0.000016 increaseLambda: 0.432 0.000000 Undoing: newLoss 6.055683774961636, oldLoss 6.055392216459191, deltaLossBound -1.7791227865959617E-4 increaseLambda: 0.432 0.000000 Search: 0.432 0.000000 increaseLambda: 0.433 0.001000 92: time = 0.433000 loss = 6.055096 testLoss 7.030369 COND^2: lambda = -2.0506 min = 16.0000 max = 2,559,348,100.0000 alpha = -2.050621 lossBound = -0.000178 W1 = 0.000842 N1 = 0.000135 deltaLoss = -0.000296 Updating 1 features NewtonStep: 1.36 0.002000 increaseLambda: 1.36 0.000000 Undoing contribution: was 0.0024165855198812723 now 0.0023609314741013764 Updating 5 features 331: time = 1.360000 loss = 6.081725 testLoss 7.136355 'NTL__rev lambda = 0.2611 alpha = -0.040483 lossBound = -0.000017 W1 = 0.344028 N1 = 0.366078 deltaLoss = -0.000056 NewtonStep: 0.631 0.001000 increaseLambda: 0.632 0.001000 Undoing contribution: was 0.047505873616221536 now 0.04749097795470307 201: time = 0.632000 loss = 6.054883 testLoss 6.828006 'TURB__rev lambda = -0.0080 alpha = 0.021329 lossBound = -0.000008 W1 = 0.151950 N1 = 0.130602 deltaLoss = -0.000015 Updating 7 features NewtonStep: 0.434 0.001000 increaseLambda: 0.435 0.001000 Undoing: newLoss 6.0784577503554615, oldLoss 6.0550958869772655, deltaLossBound -1.826260270254398E-4 increaseLambda: 0.435 0.000000 Updating 2 features NewtonStep: 1.362 0.002000 Search: 0.435 0.000000 increaseLambda: 1.362 0.000000 Undoing contribution: was 0.003567911534481025 now 0.0035644561609044253 Updating 3 features NewtonStep: 0.634 0.002000 increaseLambda: 0.436 0.001000 93: time = 0.436000 loss = 6.054549 testLoss 7.040697 'COND__rev lambda = -0.1679 alpha = -0.167870 lossBound = -0.000183 W1 = 0.701265 N1 = 0.677996 deltaLoss = -0.000547 increaseLambda: 0.634 0.000000 202: time = 0.634000 loss = 6.054869 testLoss 6.827972 'TURB__rev lambda = -0.1804 alpha = -0.019319 lossBound = -0.000007 W1 = 0.187533 N1 = 0.164242 deltaLoss = -0.000015 332: time = 1.362000 loss = 6.081721 testLoss 7.136927 'CHLA__rev lambda = -0.2713 alpha = 0.007392 lossBound = -0.000002 W1 = 0.310089 N1 = 0.279805 deltaLoss = -0.000003 Updating 6 features NewtonStep: 0.437 0.001000 increaseLambda: 0.438 0.001000 Undoing contribution: was 0.045863790818563205 now 0.0455585986205608 Updating 4 features 94: time = 0.438000 loss = 6.054244 testLoss 7.040480 Reducing newton stepsize from 0.020659492360253193 to 0.008020157886509508 NewtonStep: 0.636 0.002000 Updating 2 features NewtonStep: 1.365 0.003000 increaseLambda: 0.636 0.000000 Undoing contribution: was 0.04749097795470307 now 0.04748220329729351 203: time = 0.636000 loss = 6.054860 testLoss 6.828051 'TURB__rev lambda = 0.0000 alpha = 0.008020 lossBound = -0.000007 W1 = 0.151114 N1 = 0.130602 deltaLoss = -0.000009 Updating 3 features NewtonStep: 1.275 0.010000 'TURB__rev lambda = -0.6442 alpha = 0.090673 lossBound = -0.000155 W1 = 0.187638 N1 = 0.164242 deltaLoss = -0.000305 increaseLambda: 1.365 0.000000 333: time = 1.366000 loss = 6.081719 testLoss 7.137465 'COND__rev lambda = -0.5781 alpha = -0.008338 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 4 features NewtonStep: 0.441 0.003000 increaseLambda: 0.441 0.000000 Updating 1 features increaseLambda: 1.277 0.002000 NewtonStep: 1.368 0.002000 95: time = 0.441000 loss = 6.053944 testLoss 7.030993 'CHLA__rev lambda = -0.1313 alpha = -0.076289 lossBound = -0.000200 W1 = 0.179267 N1 = 0.152846 deltaLoss = -0.000299 376: time = 1.277000 loss = 6.012180 testLoss 6.983286 'PTL__rev lambda = -0.1977 alpha = -0.004991 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 1.369 0.001000 Undoing contribution: was 0.012570075775397262 now 0.012567155182645619 334: time = 1.369000 loss = 6.081716 testLoss 7.137302 'ANC__rev lambda = -0.0683 alpha = 0.017067 lossBound = -0.000001 W1 = 0.043051 N1 = 0.028343 deltaLoss = -0.000003 Updating 7 features NewtonStep: 0.443 0.002000 Updating 5 features NewtonStep: 1.279 0.002000 increaseLambda: 0.443 0.000000 Undoing contribution: was 0.003389687185336562 now 0.0030545436047946873 96: time = 0.443000 loss = 6.053609 testLoss 7.021599 'NTL__rev lambda = -0.4419 alpha = 0.304683 lossBound = -0.000125 W1 = 0.023782 N1 = 0.011802 deltaLoss = -0.000335 Updating 1 features NewtonStep: 1.37 0.001000 increaseLambda: 1.371 0.001000 335: time = 1.371000 loss = 6.081712 testLoss 7.137581 'DOC__rev lambda = 0.1061 alpha = 0.015160 lossBound = -0.000001 W1 = 0.642386 N1 = 0.657093 deltaLoss = -0.000004 Updating 7 features NewtonStep: 0.445 0.002000 increaseLambda: 0.445 0.000000 increaseLambda: 1.279 0.000000 Undoing contribution: was 0.19269598063945584 now 0.1926951635008324 Undoing: newLoss 6.056790895193918, oldLoss 6.053609185025294, deltaLossBound 0.0 377: time = 1.281000 loss = 6.012179 testLoss 6.983342 'PTL__rev lambda = -0.5445 alpha = 0.004830 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 0.446 0.001000 Updating 1 features NewtonStep: 1.373 0.002000 Search: 0.446 0.000000 increaseLambda: 0.446 0.000000 97: time = 0.446000 loss = 6.053609 testLoss 7.021599 TURB_COND^2: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.069504 N1 = 0.062500 deltaLoss = 0.000000 increaseLambda: 1.373 0.000000 Undoing contribution: was 0.0023609314741013764 now 0.0023567117912324763 336: time = 1.373000 loss = 6.081708 testLoss 7.137515 'NTL__rev lambda = 0.2500 alpha = -0.011151 lossBound = -0.000001 W1 = 0.344027 N1 = 0.366078 deltaLoss = -0.000004 Updating 3 features NewtonStep: 1.283 0.002000 Updating 5 features NewtonStep: 0.447 0.001000 increaseLambda: 1.284 0.001000 378: time = 1.284000 loss = 6.012178 testLoss 6.983288 'PTL__rev lambda = -0.2026 alpha = -0.004975 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 0.448 0.001000 Undoing: newLoss 6.055823542153979, oldLoss 6.053609185025294, deltaLossBound -0.0013872899615130954 Updating 1 features NewtonStep: 1.375 0.002000 increaseLambda: 0.448 0.000000 increaseLambda: 1.375 0.000000 Search: 0.448 0.000000 337: time = 1.375000 loss = 6.081705 testLoss 7.137529 'NTL__rev lambda = 0.2322 alpha = 0.008952 lossBound = -0.000001 W1 = 0.277095 N1 = 0.298438 deltaLoss = -0.000003 increaseLambda: 0.449 0.001000 98: time = 0.449000 loss = 6.053594 testLoss 7.027598 TURB_COND: lambda = -2.3287 min = 1.0000 max = 3.0000 alpha = -0.033001 lossBound = -0.001387 W1 = 0.082121 N1 = 0.073529 deltaLoss = -0.000015 Updating 4 features NewtonStep: 1.285 0.001000 increaseLambda: 1.286 0.001000 Undoing contribution: was 0.1926951635008324 now 0.1926943524290751 379: time = 1.286000 loss = 6.012177 testLoss 6.983344 'PTL__rev lambda = -0.5397 alpha = 0.004812 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 1 features NewtonStep: 1.377 0.002000 Updating 5 features NewtonStep: 0.45 0.001000 increaseLambda: 1.377 0.000000 Undoing contribution: was 0.0023567117912324763 now 0.0023542123237008626 338: time = 1.377000 loss = 6.081702 testLoss 7.137479 'NTL__rev lambda = 0.2414 alpha = -0.008581 lossBound = -0.000001 W1 = 0.344027 N1 = 0.366078 deltaLoss = -0.000002 increaseLambda: 0.451 0.001000 Undoing: newLoss 6.0783114595949295, oldLoss 6.053593841644747, deltaLossBound -8.115066389663547E-5 increaseLambda: 0.451 0.000000 Updating 4 features Search: 0.451 0.000000 NewtonStep: 1.287 0.001000 increaseLambda: 0.451 0.000000 increaseLambda: 1.287 0.000000 99: time = 0.451000 loss = 6.053309 testLoss 7.026633 'TURB__rev lambda = -0.1218 alpha = -0.121763 lossBound = -0.000081 W1 = 0.771115 N1 = 0.749584 deltaLoss = -0.000285 380: time = 1.287000 loss = 6.012176 testLoss 6.983291 'PTL__rev lambda = -0.2076 alpha = -0.004956 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.289 0.002000 Updating 7 features NewtonStep: 0.453 0.002000 increaseLambda: 1.289 0.000000 increaseLambda: 0.453 0.000000 Undoing contribution: was 0.006672533585900105 now 0.006485396256547389 Undoing contribution: was 0.1926943524290751 now 0.19269354737923053 100: time = 0.454000 loss = 6.053122 testLoss 7.025076 'ANC__rev lambda = -0.4858 381: time = 1.290000 loss = 6.012176 testLoss 6.983347 'PTL__rev lambda = -0.5349 alpha = 0.004794 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 alpha = 0.145828 lossBound = -0.000087 W1 = 0.043143 N1 = 0.028343 deltaLoss = -0.000187 Updating 4 features NewtonStep: 1.291 0.001000 Updating 9 features NewtonStep: 0.455 0.001000 increaseLambda: 1.292 0.001000 382: time = 1.292000 loss = 6.012175 testLoss 6.983294 'PTL__rev lambda = -0.2125 alpha = -0.004938 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 0.456 0.001000 101: time = 0.456000 loss = 6.051046 testLoss 7.025226 DOC: lambda = -3.4683 min = 0.3400 max = 290.5700 alpha = -3.468289 lossBound = -0.000066 W1 = 0.017915 N1 = 0.016866 deltaLoss = -0.002076 Updating 6 features NewtonStep: 1.293 0.001000 increaseLambda: 1.294 0.001000 Undoing contribution: was 0.19269354737923053 now 0.19269274830785968 383: time = 1.294000 loss = 6.012174 testLoss 6.983350 'PTL__rev lambda = -0.5301 alpha = 0.004777 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 7 features increaseLambda: 0.459 0.003000 Undoing contribution: was 0.09871082951560695 now 0.09841600628408376 102: time = 0.459000 loss = 6.050751 testLoss 7.025939 (LAKE_ORIGIN=0.0) lambda = -0.3967 alpha = 0.081616 lossBound = -0.000295 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000295 Updating 4 features NewtonStep: 1.295 0.001000 increaseLambda: 1.296 0.001000 384: time = 1.296000 loss = 6.012173 testLoss 6.983297 'PTL__rev lambda = -0.2174 alpha = -0.004920 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.461 0.002000 increaseLambda: 0.461 0.000000 103: time = 0.461000 loss = 6.050662 testLoss 7.020788 'CHLA__rev lambda = -0.1733 alpha = -0.042033 lossBound = -0.000059 W1 = 0.179172 N1 = 0.152846 deltaLoss = -0.000089 Updating 5 features NewtonStep: 1.297 0.001000 increaseLambda: 1.298 0.001000 Undoing contribution: was 0.19269274830785968 now 0.1926919551718175 385: time = 1.298000 loss = 6.012172 testLoss 6.983353 'PTL__rev lambda = -0.5254 alpha = 0.004759 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 8 features NewtonStep: 0.463 0.002000 increaseLambda: 0.463 0.000000 104: time = 0.463000 loss = 6.050471 testLoss 7.039930 NTL_COND^2: lambda = -0.8944 min = 1.0000 max = 9.0000 alpha = -0.095582 lossBound = -0.000069 W1 = 0.128666 N1 = 0.121324 deltaLoss = -0.000191 Updating 4 features NewtonStep: 1.299 0.001000 increaseLambda: 1.3 0.001000 386: time = 1.300000 loss = 6.012172 testLoss 6.983300 'PTL__rev lambda = -0.2223 alpha = -0.004901 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 8 features NewtonStep: 0.465 0.002000 increaseLambda: 0.465 0.000000 Undoing contribution: was 0.01646778609039019 now 0.01601483384765474 105: time = 0.465000 loss = 6.050018 testLoss 7.035886 'DOC__rev lambda = 0.3641 alpha = -0.162932 lossBound = -0.000067 W1 = 0.607624 N1 = 0.622445 deltaLoss = -0.000453 Updating 5 features NewtonStep: 1.301 0.001000 increaseLambda: 1.302 0.001000 Undoing contribution: was 0.1926919551718175 now 0.19269116792825827 387: time = 1.302000 loss = 6.012171 testLoss 6.983355 'PTL__rev lambda = -0.5206 alpha = 0.004741 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 10 features NewtonStep: 0.467 0.002000 increaseLambda: 0.467 0.000000 Undoing contribution: was 2.9632948192581665E-4 now 2.016476779607146E-4 Updating 3 features NewtonStep: 1.303 0.001000 106: time = 0.467000 loss = 6.049924 testLoss 7.036693 COND^2: lambda = -1.2090 min = 16.0000 max = 2,559,348,100.0000 alpha = 0.841572 lossBound = -0.000037 W1 = 0.001197 N1 = 0.000135 deltaLoss = -0.000095 increaseLambda: 1.304 0.001000 388: time = 1.304000 loss = 6.012170 testLoss 6.983303 'PTL__rev lambda = -0.2272 alpha = -0.004883 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 3 features NewtonStep: 0.667 0.031000 Updating 3 features NewtonStep: 1.305 0.001000 increaseLambda: 0.667 0.000000 increaseLambda: 1.305 0.000000 Undoing contribution: was 0.19269116792825827 now 0.1926903865346338 204: time = 0.667000 loss = 6.054519 testLoss 6.835718 NTL: lambda = -24.0449 min = 5.0000 max = 26,100.0000 alpha = -1.357913 lossBound = -0.000004 W1 = 0.028638 N1 = 0.027624 deltaLoss = -0.000341 389: time = 1.305000 loss = 6.012169 testLoss 6.983358 'PTL__rev lambda = -0.5159 alpha = 0.004724 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 27 features Newton: returning 1.0831618194377457 Updating 3 features Loss was 6.012169235961764, now 6.012135139907605, delta -0.000034 parallelUpdate: 1.307 0.002000 Updating 1 features NewtonStep: 1.308 0.001000 increaseLambda: 1.309 0.001000 391: time = 1.309000 loss = 6.012131 testLoss 6.982944 'PTL__rev lambda = -0.4135 alpha = -0.010587 lossBound = -0.000002 W1 = 0.134913 N1 = 0.113003 deltaLoss = -0.000004 Updating 3 features NewtonStep: 0.672 0.005000 Updating 3 features NewtonStep: 1.31 0.001000 increaseLambda: 0.672 0.000000 Undoing contribution: was 1.5123346150727399E-4 now 0.0 205: time = 0.672000 loss = 6.054302 testLoss 6.835084 'NTL__rev lambda = 0.0453 alpha = -0.079694 lossBound = -0.000066 W1 = 0.340134 N1 = 0.362145 deltaLoss = -0.000217 increaseLambda: 1.311 0.001000 392: time = 1.311000 loss = 6.012104 testLoss 6.982959 PTL: lambda = 2.6813 min = 1.0000 max = 4,865.0000 alpha = 0.155364 lossBound = -0.000004 W1 = 0.019320 N1 = 0.021255 deltaLoss = -0.000027 Updating 3 features Updating 5 features NewtonStep: 1.312 0.001000 NewtonStep: 0.674 0.002000 increaseLambda: 1.313 0.001000 Undoing contribution: was 0.1926903865346338 now 0.19268717215809109 increaseLambda: 0.675 0.001000 393: time = 1.313000 loss = 6.012101 testLoss 6.983070 'PTL__rev lambda = -0.3210 alpha = 0.009600 lossBound = -0.000002 W1 = 0.145370 N1 = 0.122951 deltaLoss = -0.000003 206: time = 0.675000 loss = 6.054289 testLoss 6.834944 'TURB__rev lambda = -0.5021 alpha = -0.022717 lossBound = -0.000004 W1 = 0.771796 N1 = 0.749584 deltaLoss = -0.000013 Updating 4 features NewtonStep: 1.314 0.001000 Updating 5 features increaseLambda: 1.314 0.000000 Undoing contribution: was 0.0027124807348138176 now 0.002712164706754096 394: time = 1.314000 loss = 6.012101 testLoss 6.982916 CHLA_COND^2: lambda = 2.3668 min = 1.0000 max = 81.0000 alpha = -0.003688 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 NewtonStep: 0.677 0.002000 increaseLambda: 0.677 0.000000 Undoing contribution: was 0.015337444346310153 now 0.015321679457281273 207: time = 0.677000 loss = 6.054273 testLoss 6.835599 'PTL__rev lambda = -1.0996 alpha = 0.016751 lossBound = -0.000008 W1 = 0.363540 N1 = 0.334334 deltaLoss = -0.000016 Updating 4 features NewtonStep: 1.316 0.002000 increaseLambda: 1.316 0.000000 395: time = 1.316000 loss = 6.012100 testLoss 6.982865 'PTL__rev lambda = -0.4183 alpha = -0.004826 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 2 features NewtonStep: 0.68 0.003000 increaseLambda: 0.68 0.000000 Updating 5 features NewtonStep: 1.318 0.002000 208: time = 0.680000 loss = 6.054268 testLoss 6.834438 'CHLA__rev lambda = -0.0718 alpha = -0.009598 lossBound = -0.000003 W1 = 0.179133 N1 = 0.152846 deltaLoss = -0.000005 increaseLambda: 1.318 0.000000 396: time = 1.318000 loss = 6.012099 testLoss 6.984214 TURB_COND: lambda = -2.1979 min = 1.0000 max = 3.0000 alpha = -0.007412 lossBound = -0.000001 W1 = 0.082444 N1 = 0.073529 deltaLoss = -0.000001 Updating 5 features Updating 5 features NewtonStep: 0.682 0.002000 NewtonStep: 1.32 0.002000 increaseLambda: 1.32 0.000000 Undoing contribution: was 0.0032562022628942157increaseLambda: 0.682 0.000000 209: time = 0.682000 loss = 6.054229 testLoss 6.833283 COND: lambda = -3.8272 min = 4.0000 max = 50,590.0000 alpha = -0.325289 lossBound = -0.000003 W1 = 0.009495 N1 = 0.008479 deltaLoss = -0.000039 now 0.0032556019782704294 397: time = 1.321000 loss = 6.012098 testLoss 6.984344 'PTL__rev lambda = -0.4594 alpha = 0.003251 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000001 Updating 28 features Newton: returning 0.15532174105168348 Updating 5 features Updating 6 features NewtonStep: 1.322 0.001000 increaseLambda: 1.322 0.000000 398: time = 1.322000 loss = 6.012097 testLoss 6.984300 'PTL__rev lambda = -0.4224 alpha = -0.004057 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Loss was 6.054229464827052, now 6.0540689105824805, delta -0.000161 parallelUpdate: 0.685 0.003000 Updating 5 features NewtonStep: 1.324 0.002000 increaseLambda: 1.324 0.000000 Undoing contribution: was 0.19268717215809109 now 0.1926865374968129 399: time = 1.324000 loss = 6.012097 testLoss 6.984350 'PTL__rev lambda = -0.3167 alpha = 0.004260 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 3 features Reducing newton stepsize from -0.05624424961437284 to -0.0389867076274023 NewtonStep: 0.687 0.002000 increaseLambda: 0.688 0.001000 Undoing contribution: was 0.0 now 0.0 211: time = 0.688000 loss = 6.053971 testLoss 6.838929 'NTL__rev lambda = 0.0000 alpha = -0.038987 lossBound = -0.000032 W1 = 0.341303 N1 = 0.362145 deltaLoss = -0.000097 Updating 7 features NewtonStep: 1.326 0.002000 increaseLambda: 1.326 0.000000 400: time = 1.326000 loss = 6.012096 testLoss 6.984303 'PTL__rev lambda = -0.4267 alpha = -0.004387 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.689 0.001000 increaseLambda: 0.69 0.001000 Undoing contribution: was 0.0026365432256103024 now 0.002589997101588529 212: time = 0.690000 loss = 6.053925 testLoss 6.839468 ANC^2: lambda = -2.3939 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.466888 lossBound = -0.000016 W1 = 0.001730 N1 = 0.000695 deltaLoss = -0.000047 Updating 6 features NewtonStep: 0.692 0.002000 increaseLambda: 0.692 0.000000 Undoing: newLoss 6.0744346126427065, oldLoss 6.053924888574491, deltaLossBound -1.1529426997620832E-5 increaseLambda: 0.692 0.000000 Updating 2 features NewtonStep: 1.422 0.045000 Search: 0.693 0.001000 increaseLambda: 1.422 0.000000 Undoing contribution: was 0.016971728398617554 now 0.01697023843136753 increaseLambda: 0.693 0.000000 339: time = 1.422000 loss = 6.081701 testLoss 7.137148 CHLA_COND^2: lambda = 2.4752 min = 1.0000 max = 81.0000 alpha = -0.007958 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 213: time = 0.693000 loss = 6.053895 testLoss 6.842165 'COND__rev lambda = -0.0421 alpha = -0.042088 lossBound = -0.000012 W1 = 0.702751 N1 = 0.677996 deltaLoss = -0.000030 Updating 3 features NewtonStep: 1.424 0.002000 Updating 5 features increaseLambda: 1.424 0.000000 Undoing: newLoss 6.0961796657411815, oldLoss 6.0817009473494235, deltaLossBound -6.987089818305523E-7 increaseLambda: 0.695 0.002000 Undoing contribution: was 0.09294402380493416 now 0.0929349636992276 214: time = 0.695000 loss = 6.053886 testLoss 6.842331 (LAKE_ORIGIN=0.0) lambda = -0.1147 alpha = 0.014180 lossBound = -0.000009 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000009 Updating 5 features NewtonStep: 0.697 0.002000 increaseLambda: 1.426 0.002000 Search: 1.426 0.000000 increaseLambda: 0.697 0.000000 Undoing contribution: was 0.013141974248033107 now 0.013131398664211104 215: time = 0.697000 loss = 6.053875 testLoss 6.841273 'COND__rev lambda = -0.8035 alpha = 0.015256 lossBound = -0.000004 W1 = 0.625264 N1 = 0.596381 deltaLoss = -0.000011 increaseLambda: 1.427 0.001000 340: time = 1.427000 loss = 6.081699 testLoss 7.137164 'NTL__rev lambda = 0.0106 alpha = 0.010561 lossBound = -0.000001 W1 = 0.277754 N1 = 0.298953 deltaLoss = -0.000002 Updating 6 features NewtonStep: 0.699 0.002000 Updating 3 features NewtonStep: 1.429 0.002000 increaseLambda: 0.7 0.001000 216: time = 0.700000 loss = 6.053871 testLoss 6.841832 CHLA_COND^2: lambda = 2.4751 min = 1.0000 max = 81.0000 alpha = 0.013605 lossBound = -0.000003 W1 = 0.069375 N1 = 0.079044 deltaLoss = -0.000004 increaseLambda: 1.429 0.000000 Undoing contribution: was 0.0023542123237008626 now 0.0023505344959198725 341: time = 1.429000 loss = 6.081695 testLoss 7.137104 'NTL__rev lambda = 0.2310 alpha = -0.010405 lossBound = -0.000001 W1 = 0.344027 N1 = 0.366078 deltaLoss = -0.000004 Updating 8 features NewtonStep: 0.701 0.001000 increaseLambda: 0.702 0.001000 217: time = 0.702000 loss = 6.053836 testLoss 6.840730 COND: lambda = -4.1889 min = 4.0000 max = 50,590.0000 alpha = -0.311038 lossBound = -0.000002 W1 = 0.009493 N1 = 0.008479 deltaLoss = -0.000035 Updating 3 features NewtonStep: 1.432 0.003000 Updating 8 features NewtonStep: 0.505 0.038000 increaseLambda: 1.432 0.000000 increaseLambda: 0.505 0.000000 342: time = 1.432000 loss = 6.081693 testLoss 7.137116 107: time = 0.505000 loss = 6.049796 testLoss 7.039831 'NTL__rev lambda = 0.0187 CHLA_COND^2: lambda = 1.3943 min = 1.0000 max = 81.0000 alpha = 0.008168 lossBound = -0.000001 W1 = 0.277602 N1 = 0.298953 deltaLoss = -0.000002 alpha = 0.078840 lossBound = -0.000088 W1 = 0.069486 N1 = 0.079044 deltaLoss = -0.000128 Updating 7 features NewtonStep: 0.704 0.002000 increaseLambda: 0.704 0.000000 Undoing contribution: was 0.016936782742182164 now 0.016930736257879584 218: time = 0.704000 loss = 6.053830 testLoss 6.838149 PTL_COND: lambda = -0.6247 min = 1.0000 max = 3.0000 alpha = 0.010287 lossBound = -0.000004 W1 = 0.235004 N1 = 0.220588 deltaLoss = -0.000006 Updating 7 features NewtonStep: 0.507 0.002000 Updating 3 features NewtonStep: 1.434 0.002000 increaseLambda: 0.507 0.000000 Undoing contribution: was 0.00554117985796512 now 0.005365321271616844 108: time = 0.507000 loss = 6.049620 testLoss 7.037696 CHLA_COND: lambda = 1.0171 min = 1.0000 max = 9.0000 alpha = -0.084648 lossBound = -0.000087 W1 = 0.104146 N1 = 0.113971 deltaLoss = -0.000176 increaseLambda: 1.434 0.000000 343: time = 1.434000 loss = 6.081691 testLoss 7.137250 'ANC__rev lambda = -0.9508 alpha = -0.015380 lossBound = -0.000001 W1 = 0.032023 N1 = 0.017316 deltaLoss = -0.000002 Updating 6 features NewtonStep: 0.706 0.002000 Updating 6 features NewtonStep: 0.509 0.002000 increaseLambda: 0.707 0.001000 219: time = 0.707000 loss = 6.053822 testLoss 6.839165 'COND__rev lambda = -0.0579 alpha = -0.015820 lossBound = -0.000003 W1 = 0.703529 N1 = 0.677996 deltaLoss = -0.000009 Updating 7 features Updating 3 features NewtonStep: 1.345 0.019000 increaseLambda: 0.509 0.000000 109: time = 0.509000 loss = 6.049472 testLoss 7.041073 CHLA_COND^2: lambda = 1.4794 min = 1.0000 max = 81.0000 alpha = 0.085077 lossBound = -0.000102 W1 = 0.069505 N1 = 0.079044 deltaLoss = -0.000148 increaseLambda: 1.345 0.000000 Undoing contribution: was 0.1926865374968129 now 0.19268590777312103 401: time = 1.345000 loss = 6.012096 testLoss 6.984353 'PTL__rev lambda = -0.3124 alpha = 0.004243 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 NewtonStep: 1.436 0.002000 increaseLambda: 1.437 0.001000 Undoing contribution: was 0.012567155182645619 now 0.012565953878459714 344: time = 1.437000 loss = 6.081690 testLoss 7.137146 'ANC__rev lambda = -0.0574 alpha = 0.010925 lossBound = -0.000001 W1 = 0.043050 N1 = 0.028343 deltaLoss = -0.000001 Updating 7 features Updating 7 features NewtonStep: 0.511 0.002000 increaseLambda: 0.511 0.000000 Undoing contribution: was 0.005365321271616844 now 0.005210611164305015 110: time = 0.511000 loss = 6.049317 testLoss 7.039082 CHLA_COND: lambda = 0.9378 min = 1.0000 max = 9.0000 alpha = -0.079328 lossBound = -0.000077 W1 = 0.104132 N1 = 0.113971 deltaLoss = -0.000155 Updating 5 features NewtonStep: 1.347 0.002000 Updating 3 features increaseLambda: 1.348 0.001000 NewtonStep: 1.439 0.002000 NewtonStep: 0.709 0.002000 402: time = 1.348000 loss = 6.012095 testLoss 6.984306 'PTL__rev lambda = -0.4311 alpha = -0.004370 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 1.439 0.000000 345: time = 1.439000 loss = 6.081689 testLoss 7.137085 'PTL__rev lambda = -0.1863 alpha = -0.005700 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 0.71 0.001000 Undoing contribution: was 1.9878433496317316E-4 now 1.9282396360225962E-4 220: time = 0.710000 loss = 6.053816 testLoss 6.839172 'TURB__rev lambda = -0.1799 alpha = 0.012434 lossBound = -0.000003 W1 = 0.187530 N1 = 0.164242 deltaLoss = -0.000006 Updating 7 features NewtonStep: 0.513 0.002000 increaseLambda: 0.513 0.000000 111: time = 0.513000 loss = 6.049188 testLoss 7.042223 CHLA_COND^2: lambda = 1.5584 min = 1.0000 max = 81.0000 alpha = 0.078931 lossBound = -0.000089 W1 = 0.069487 N1 = 0.079044 deltaLoss = -0.000129 Updating 6 features NewtonStep: 1.35 0.002000 Updating 4 features increaseLambda: 1.35 0.000000 Undoing contribution: was 0.19268590777312103 now 0.19268528275696487 NewtonStep: 1.441 0.002000 403: time = 1.350000 loss = 6.012094 testLoss 6.984355 'PTL__rev lambda = -0.3082 alpha = 0.004227 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 9 features NewtonStep: 0.712 0.002000 increaseLambda: 1.441 0.000000 Undoing contribution: was 0.2215138371551703 now 0.22151280259681577 346: time = 1.441000 loss = 6.081688 testLoss 7.137148 'PTL__rev lambda = -0.9074 alpha = 0.005441 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 0.712 0.000000 Undoing contribution: was 0.025169184831398562 now 0.025159547645814784 221: time = 0.712000 loss = 6.053806 testLoss 6.838694 'DOC__rev lambda = 0.5736 alpha = -0.023091 lossBound = -0.000001 W1 = 0.626157 N1 = 0.640866 deltaLoss = -0.000010 Updating 6 features NewtonStep: 0.515 0.002000 increaseLambda: 0.515 0.000000 Undoing contribution: was 0.005210611164305015 now 0.005076974641846335 112: time = 0.515000 loss = 6.049055 testLoss 7.040384 CHLA_COND: lambda = 0.8641 min = 1.0000 max = 9.0000 alpha = -0.073696 lossBound = -0.000067 W1 = 0.104118 N1 = 0.113971 deltaLoss = -0.000134 Updating 5 features Updating 4 features NewtonStep: 1.443 0.002000 Updating 8 features NewtonStep: 0.714 0.002000 increaseLambda: 1.443 0.000000 Undoing contribution: was 0.0023505344959198725 now 0.0023485531482481635 347: time = 1.443000 loss = 6.081686 testLoss 7.137104 'NTL__rev lambda = 0.2234 alpha = -0.007637 lossBound = -0.000001 W1 = 0.344027 N1 = 0.366078 deltaLoss = -0.000002 increaseLambda: 0.715 0.001000 222: time = 0.715000 loss = 6.053780 testLoss 6.838710 PTL: lambda = 4.9194 min = 1.0000 max = 4,865.0000 alpha = 0.149288 lossBound = -0.000003 W1 = 0.019318 N1 = 0.021255 deltaLoss = -0.000026 Updating 7 features NewtonStep: 0.517 0.002000 increaseLambda: 0.517 0.000000 113: time = 0.517000 loss = 6.048943 testLoss 7.043311 CHLA_COND^2: lambda = 1.6317 min = 1.0000 max = 81.0000 alpha = 0.073356 lossBound = -0.000078 W1 = 0.069472 N1 = 0.079044 deltaLoss = -0.000112 Updating 2 features NewtonStep: 1.445 0.002000 Updating 8 features NewtonStep: 0.716 0.001000 increaseLambda: 1.446 0.001000 348: time = 1.446000 loss = 6.081684 testLoss 7.137116 'NTL__rev lambda = 0.0267 alpha = 0.007947 lossBound = -0.000001 W1 = 0.277602 N1 = 0.298953 deltaLoss = -0.000002 increaseLambda: 0.717 0.001000 Undoing: newLoss 6.053771945636457, oldLoss 6.053780169943169, deltaLossBound -8.224317241290293E-6 NewtonStep: 1.352 0.002000 Updating 5 features NewtonStep: 0.519 0.002000 increaseLambda: 0.717 0.000000 increaseLambda: 1.355 0.003000 404: time = 1.355000 loss = 6.012094 testLoss 6.984309 'PTL__rev lambda = -0.4355 increaseLambda: 0.519 0.000000 alpha = -0.004354 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Undoing contribution: was 0.005076974641846335 now 0.004961310858037885 Search: 0.717 0.000000 114: time = 0.519000 loss = 6.048827 testLoss 7.041609 CHLA_COND: lambda = 0.7955 min = 1.0000 max = 9.0000 alpha = -0.068534 lossBound = -0.000058 W1 = 0.104106 N1 = 0.113971 deltaLoss = -0.000116 increaseLambda: 0.719 0.002000 Updating 2 features 223: time = 0.719000 loss = 6.053772 testLoss 6.840837 'PTL_COND__rev lambda = 0.2078 NewtonStep: 1.448 0.002000 alpha = 0.008425 lossBound = -0.000008 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000008 increaseLambda: 1.448 0.000000 Updating 6 features NewtonStep: 0.521 0.002000 349: time = 1.448000 loss = 6.081683 testLoss 7.137053 'PTL__rev lambda = -0.1922 alpha = -0.005910 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 0.522 0.001000 115: time = 0.522000 loss = 6.048729 testLoss 7.044338 CHLA_COND^2: lambda = 1.7000 min = 1.0000 max = 81.0000 alpha = 0.068239 lossBound = -0.000068 W1 = 0.069459 N1 = 0.079044 deltaLoss = -0.000098 Updating 7 features NewtonStep: 0.721 0.002000 Updating 5 features NewtonStep: 1.359 0.004000 increaseLambda: 0.721 0.000000 224: time = 0.721000 loss = 6.053767 testLoss 6.843541 Updating 2 features increaseLambda: 1.359 0.000000 Undoing contribution: was 0.19268528275696487 now 0.19268466241402873 NewtonStep: 1.45 0.002000 405: time = 1.359000 loss = 6.012093 testLoss 6.984358 'PTL__rev lambda = -0.3040 alpha = 0.004212 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.523 0.001000 increaseLambda: 1.45 0.000000 Undoing contribution: was 0.22151280259681577 now 0.22151177325077892 350: time = 1.450000 loss = 6.081682 testLoss 7.137116 'PTL__rev lambda = -0.9020 alpha = 0.005427 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 0.524 0.001000 Undoing contribution: was 0.004961310858037885 now 0.004861029025903599 116: time = 0.524000 loss = 6.048629 testLoss 7.042762 CHLA_COND: lambda = 0.7317 min = 1.0000 max = 9.0000 alpha = -0.063791 lossBound = -0.000051 W1 = 0.104096 N1 = 0.113971 deltaLoss = -0.000100 Updating 4 features NewtonStep: 1.361 0.002000 increaseLambda: 1.361 0.000000 406: time = 1.361000 loss = 6.012092 testLoss 6.984311 'PTL__rev lambda = -0.4398 alpha = -0.004338 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 2 features Updating 5 features NewtonStep: 0.525 0.001000 NewtonStep: 1.452 0.002000 increaseLambda: 0.526 0.001000 increaseLambda: 1.453 0.001000 117: time = 0.526000 loss = 6.048543 testLoss 7.045308 CHLA_COND^2: lambda = 1.7635 min = 1.0000 max = 81.0000 alpha = 0.063534 lossBound = -0.000060 W1 = 0.069447 N1 = 0.079044 deltaLoss = -0.000086 351: time = 1.453000 loss = 6.081681 testLoss 7.137228 'ANC__rev lambda = -0.9637 alpha = -0.012868 lossBound = -0.000001 W1 = 0.032022 N1 = 0.017316 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.363 0.002000 increaseLambda: 1.363 0.000000 Undoing contribution: was 0.19268466241402873 now 0.192684046710235 407: time = 1.363000 loss = 6.012092 testLoss 6.984360 'PTL__rev lambda = -0.2998 alpha = 0.004196 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.527 0.001000 Updating 3 features NewtonStep: 1.454 0.001000 increaseLambda: 0.527 0.000000 Undoing contribution: was 0.01251140010055348 now 0.012379231507980001 118: time = 0.528000 loss = 6.048411 testLoss 7.031430 NTL_COND: lambda = -0.2852 min = 1.0000 max = 3.0000 alpha = 0.065185 lossBound = -0.000059 W1 = 0.171513 N1 = 0.161765 deltaLoss = -0.000132 increaseLambda: 1.455 0.001000 Undoing contribution: was 0.012565953878459714 now 0.012564837329275937 352: time = 1.455000 loss = 6.081680 testLoss 7.137128 'ANC__rev lambda = -0.0468 alpha = 0.010533 lossBound = -0.000001 W1 = 0.043050 N1 = 0.028343 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.364 0.001000 TURB_COND: lambda = -2.4309 min = 1.0000 max = 3.0000 alpha = -0.014866 lossBound = -0.000003 W1 = 0.082446 N1 = 0.073529 deltaLoss = -0.000005 Updating 4 features NewtonStep: 0.529 0.001000 increaseLambda: 1.366 0.002000 Updating 2 features 408: time = 1.366000 loss = 6.012091 testLoss 6.984314 'PTL__rev lambda = -0.4441 alpha = -0.004322 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 NewtonStep: 1.457 0.002000 increaseLambda: 1.457 0.000000 Undoing contribution: was 0.0023485531482481635 now 0.0023466165182637853 353: time = 1.457000 loss = 6.081678 testLoss 7.137084 'NTL__rev lambda = 0.2158 alpha = -0.007549 lossBound = -0.000001 W1 = 0.344027 N1 = 0.366078 deltaLoss = -0.000002 Updating 7 features NewtonStep: 0.728 0.007000 increaseLambda: 0.729 0.001000 225: time = 0.729000 loss = 6.053758 testLoss 6.843433 'TURB__rev lambda = -0.5235 alpha = -0.017880 lossBound = -0.000002 W1 = 0.771799 N1 = 0.749584 deltaLoss = -0.000008 Updating 2 features increaseLambda: 0.53 0.001000 Undoing contribution: was 0.004861029025903599 now 0.004768548341848836 NewtonStep: 1.367 0.001000 increaseLambda: 1.367 0.000000 Undoing contribution: was 0.192684046710235 now 0.19268343561174942 409: time = 1.367000 loss = 6.012091 testLoss 6.984363 'PTL__rev lambda = -0.2956 alpha = 0.004180 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 119: time = 0.531000 loss = 6.048319 testLoss 7.029915 CHLA_COND: lambda = 0.6702 min = 1.0000 max = 9.0000 alpha = -0.061488 lossBound = -0.000046 W1 = 0.104091 N1 = 0.113971 deltaLoss = -0.000092 Updating 29 features Updating 1 features NewtonStep: 1.459 0.002000 increaseLambda: 1.459 0.000000 Undoing: newLoss 6.096146902471071, oldLoss 6.081677588493126, deltaLossBound -6.178563239889225E-7 Reducing stepsize from 0.9992141522373299 to 0.25721118954227445 Reducing stepsize from 0.25721118954227445 to 0.22354638110949654 Newton: returning 0.22354638110949654 Updating 7 features increaseLambda: 1.459 0.000000 Search: 1.46 0.001000 Loss was 6.048318594501913, now 6.047413608158198, delta -0.000905 parallelUpdate: 0.533 0.002000 increaseLambda: 1.46 0.000000 Updating 3 features 354: time = 1.460000 loss = 6.081676 testLoss 7.137100 'NTL__rev lambda = 0.0099 alpha = 0.009923 lossBound = -0.000001 W1 = 0.278503 N1 = 0.299723 deltaLoss = -0.000002 NewtonStep: 1.369 0.002000 increaseLambda: 1.37 0.001000 410: time = 1.370000 loss = 6.012090 testLoss 6.984317 'PTL__rev lambda = -0.4484 alpha = -0.004306 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.732 0.003000 increaseLambda: 0.733 0.001000 Undoing contribution: was 0.015321679457281273 now 0.015313505940657751 Updating 8 features NewtonStep: 0.535 0.002000 226: time = 0.733000 loss = 6.053750 testLoss 6.843907 'PTL__rev lambda = -1.0849 alpha = 0.012063 lossBound = -0.000004 W1 = 0.363540 N1 = 0.334334 deltaLoss = -0.000008 Updating 1 features NewtonStep: 1.462 0.002000 increaseLambda: 0.535 0.000000 121: time = 0.535000 loss = 6.047267 testLoss 7.032772 CHLA_COND^2: lambda = 1.9540 min = 1.0000 max = 81.0000 alpha = 0.084218 lossBound = -0.000102 W1 = 0.069504 N1 = 0.079044 deltaLoss = -0.000147 Updating 3 features NewtonStep: 1.371 0.001000 increaseLambda: 1.462 0.000000 355: time = 1.462000 loss = 6.081674 testLoss 7.137023 'PTL__rev lambda = -0.1993 alpha = -0.007106 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 increaseLambda: 1.372 0.001000 Undoing contribution: was 0.19268343561174942 now 0.19268282908496684 411: time = 1.372000 loss = 6.012089 testLoss 6.984365 'PTL__rev lambda = -0.2915 alpha = 0.004165 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 2 features NewtonStep: 1.464 0.002000 Updating 6 features NewtonStep: 0.736 0.003000 increaseLambda: 0.736 0.000000 227: time = 0.736000 loss = 6.053719 testLoss 6.842862 COND: lambda = -4.4844 min = 4.0000 max = 50,590.0000 alpha = -0.295514 lossBound = -0.000002 W1 = 0.009491 N1 = 0.008479 deltaLoss = -0.000031 increaseLambda: 1.465 0.001000 Undoing contribution: was 0.22151177325077892 now 0.22151075329712228 356: time = 1.465000 loss = 6.081673 testLoss 7.137086 'PTL__rev lambda = -0.8966 alpha = 0.005402 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.376 0.004000 Updating 2 features NewtonStep: 1.467 0.002000 Updating 3 features NewtonStep: 0.738 0.002000 increaseLambda: 1.468 0.001000 Undoing contribution: was 0.0023466165182637853 now 0.0023440350473822834 increaseLambda: 0.739 0.001000 357: time = 1.468000 loss = 6.081671 testLoss 7.137036 'NTL__rev lambda = 0.2071 alpha = -0.008715 lossBound = -0.000001 W1 = 0.344027 N1 = 0.366078 deltaLoss = -0.000003 228: time = 0.739000 loss = 6.053695 testLoss 6.842878 PTL: lambda = 5.0653 min = 1.0000 max = 4,865.0000 alpha = 0.145841 lossBound = -0.000003 W1 = 0.019317 N1 = 0.021255 deltaLoss = -0.000024 Updating 7 features NewtonStep: 0.541 0.006000 increaseLambda: 0.541 0.000000 Undoing contribution: was 0.004768548341848836 now 0.004672853828741411 122: time = 0.541000 loss = 6.047171 testLoss 7.031235 CHLA_COND: lambda = 0.5208 min = 1.0000 max = 9.0000 alpha = -0.062268 lossBound = -0.000048 W1 = 0.104093 N1 = 0.113971 deltaLoss = -0.000096 Updating 1 features Updating 7 features NewtonStep: 1.469 0.001000 increaseLambda: 1.376 0.000000 412: time = 1.378000 loss = 6.012089 testLoss 6.984319 'PTL__rev lambda = -0.4527 alpha = -0.004290 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 1.47 0.001000 Updating 7 features NewtonStep: 0.543 0.002000 358: time = 1.470000 loss = 6.081669 testLoss 7.137047 'NTL__rev lambda = 0.0174 alpha = 0.007486 lossBound = -0.000001 W1 = 0.278360 N1 = 0.299723 deltaLoss = -0.000002 increaseLambda: 0.543 0.000000 123: time = 0.543000 loss = 6.047092 testLoss 7.033679 CHLA_COND^2: lambda = 2.0149 min = 1.0000 max = 81.0000 alpha = 0.060886 lossBound = -0.000055 W1 = 0.069441 N1 = 0.079044 deltaLoss = -0.000079 Updating 3 features NewtonStep: 1.38 0.002000 increaseLambda: 1.38 0.000000 Undoing contribution: was 0.19268282908496684 now 0.1926822270965273 413: time = 1.380000 loss = 6.012088 testLoss 6.984368 'PTL__rev lambda = -0.2873 alpha = 0.004149 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 2 features NewtonStep: 1.472 0.002000 Updating 7 features NewtonStep: 0.545 0.002000 increaseLambda: 1.472 0.000000 359: time = 1.472000 loss = 6.081668 testLoss 7.137156 'ANC__rev lambda = -0.9762 alpha = -0.012453 lossBound = -0.000001 W1 = 0.032022 N1 = 0.017316 deltaLoss = -0.000001 Updating 38 features increaseLambda: 0.545 0.000000 Undoing contribution: was 0.004672853828741411 now 0.0045926471513900976 NewtonStep: 0.74 0.001000 Reducing stepsize from 2.6948421960102116 to 1.1243086467155128 Newton: returning 1.1243086467155128 Zeroing out 'ANC__rev Updating 4 features increaseLambda: 0.744 0.004000 124: time = 0.545000 loss = 6.047012 testLoss 7.032279 CHLA_COND: lambda = 0.4638 min = 1.0000 max = 9.0000 alpha = -0.057018 lossBound = -0.000041 W1 = 0.104083 N1 = 0.113971 deltaLoss = -0.000080 229: time = 0.744000 loss = 6.053694 testLoss 6.843886 PTL_COND: lambda = -0.6288 min = 1.0000 max = 3.0000 alpha = -0.004031 lossBound = -0.000001 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.382 0.002000 increaseLambda: 1.382 0.000000 Loss was 6.081667601980827, now 6.081534524552839, delta -0.000133 414: time = 1.382000 loss = 6.012088 testLoss 6.984322 parallelUpdate: 1.473 0.001000 'PTL__rev lambda = -0.4570 alpha = -0.004274 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.746 0.002000 increaseLambda: 0.746 0.000000 Undoing: newLoss 6.055502123160441, oldLoss 6.053694035461538, deltaLossBound -2.27324190700436E-6 Updating 3 features NewtonStep: 1.475 0.002000 Updating 3 features NewtonStep: 1.384 0.002000 increaseLambda: 0.746 0.000000 increaseLambda: 1.385 0.001000 Undoing contribution: was 0.1926822270965273 now 0.19268162961329552 415: time = 1.385000 loss = 6.012087 testLoss 6.984370 Search: 0.747 0.001000 'PTL__rev lambda = -0.2832 alpha = 0.004134 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 8 features NewtonStep: 0.549 0.004000 increaseLambda: 0.747 0.000000 230: time = 0.747000 loss = 6.053554 testLoss 6.844406 DOC: lambda = -1.0275 min = 0.3400 max = 290.5700 alpha = -1.027537 lossBound = -0.000002 W1 = 0.017879 N1 = 0.016866 deltaLoss = -0.000140 increaseLambda: 0.549 0.000000 125: time = 0.549000 loss = 6.046943 testLoss 7.034564 CHLA_COND^2: lambda = 2.0717 min = 1.0000 max = 81.0000 alpha = 0.056812 lossBound = -0.000048 W1 = 0.069432 N1 = 0.079044 deltaLoss = -0.000069 Updating 3 features NewtonStep: 1.386 0.001000 increaseLambda: 1.387 0.001000 416: time = 1.387000 loss = 6.012086 testLoss 6.984325 'PTL__rev lambda = -0.4613 alpha = -0.004258 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.749 0.002000 Updating 7 features NewtonStep: 0.551 0.002000 increaseLambda: 0.749 0.000000 Undoing contribution: was 0.025159547645814784 now 0.025102322753585527 231: time = 0.749000 loss = 6.053497 testLoss 6.843202 'DOC__rev lambda = 0.5170 increaseLambda: 0.551 0.000000 alpha = -0.056629 lossBound = -0.000009 W1 = 0.626145 N1 = 0.640866 deltaLoss = -0.000057 126: time = 0.551000 loss = 6.046888 testLoss 7.030537 'CHLA__rev lambda = -0.2451 alpha = -0.032981 lossBound = -0.000037 W1 = 0.179157 N1 = 0.152846 deltaLoss = -0.000055 Updating 3 features NewtonStep: 1.388 0.001000 increaseLambda: 1.389 0.001000 Undoing contribution: was 0.19268162961329552 now 0.19268103660237693 417: time = 1.389000 loss = 6.012086 testLoss 6.984373 'PTL__rev lambda = -0.2791 alpha = 0.004118 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 6 features Updating 5 features NewtonStep: 0.751 0.002000 increaseLambda: 0.752 0.001000 Undoing: newLoss 6.075837960364214, oldLoss 6.053497066210975, deltaLossBound -7.507573103360959E-7 increaseLambda: 0.752 0.000000 NewtonStep: 0.553 0.002000 Updating 3 features Search: 0.752 0.000000 NewtonStep: 1.39 0.001000 increaseLambda: 0.554 0.001000 increaseLambda: 1.39 0.000000 increaseLambda: 0.752 0.000000 418: time = 1.390000 loss = 6.012085 testLoss 6.984327 'PTL__rev lambda = -0.4655 alpha = -0.004242 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 127: time = 0.554000 loss = 6.046761 testLoss 7.046287 NTL_COND^2: lambda = -0.9952 min = 1.0000 max = 9.0000 alpha = -0.078496 lossBound = -0.000046 W1 = 0.128647 N1 = 0.121324 deltaLoss = -0.000127 increaseLambda: 1.482 0.007000 Undoing contribution: was 0.0023873788553554006 now 0.0023630604689672337 361: time = 1.482000 loss = 6.081510 testLoss 7.137387 'COND__rev lambda = -0.5436 alpha = 0.023494 lossBound = -0.000009 W1 = 0.627658 N1 = 0.598874 deltaLoss = -0.000024 Updating 3 features NewtonStep: 1.392 0.002000 Updating 6 features NewtonStep: 0.556 0.002000 increaseLambda: 1.392 0.000000 Undoing contribution: was 0.19268103660237693 now 0.1926804480311052 419: time = 1.392000 loss = 6.012085 testLoss 6.984375 'PTL__rev lambda = -0.2750 increaseLambda: 0.557 0.001000 Undoing contribution: was 0.012379231507980001 now 0.012222696875198799 128: time = 0.557000 loss = 6.046604 testLoss 7.031141 NTL_COND: lambda = -0.1999 min = 1.0000 max = 3.0000 alpha = 0.071080 lossBound = -0.000070 W1 = 0.171519 N1 = 0.161765 deltaLoss = -0.000157 232: time = 0.752000 loss = 6.053495 testLoss 6.843323 'ANC__rev lambda = -0.0139 alpha = -0.013905 lossBound = -0.000001 W1 = 0.032042 N1 = 0.017316 deltaLoss = -0.000002 Updating 3 features NewtonStep: 1.484 0.002000 increaseLambda: 1.484 0.000000 362: time = 1.484000 loss = 6.081501 testLoss 7.137402 PTL: lambda = 4.8155 min = 1.0000 max = 4,865.0000 alpha = 0.086466 lossBound = -0.000001 W1 = 0.019307 N1 = 0.021255 deltaLoss = -0.000009 Updating 6 features NewtonStep: 0.757 0.005000 Updating 5 features NewtonStep: 1.486 0.002000 increaseLambda: 0.757 0.000000 233: time = 0.757000 loss = 6.053493 testLoss 6.843335 'NTL__rev lambda = 0.1001 alpha = 0.008065 lossBound = -0.000001 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000002 increaseLambda: 1.486 0.000000 Undoing: newLoss 6.081499703908313, oldLoss 6.08150095556735, deltaLossBound -1.2517090865967097E-6 increaseLambda: 1.487 0.001000 Search: 1.487 0.000000 increaseLambda: 1.487 0.000000 363: time = 1.487000 loss = 6.081500 testLoss 7.139522 'NTL_COND lambda = -1.3403 alpha = -0.013116 lossBound = -0.000001 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000001 Updating 5 features Updating 6 features NewtonStep: 0.561 0.004000 NewtonStep: 0.759 0.002000 increaseLambda: 0.562 0.001000 increaseLambda: 0.76 0.001000 129: time = 0.562000 loss = 6.046445 testLoss 7.048717 NTL_COND^2: lambda = -1.0828 min = 1.0000 max = 9.0000 alpha = -0.087676 lossBound = -0.000057 W1 = 0.128656 N1 = 0.121324 deltaLoss = -0.000159 234: time = 0.760000 loss = 6.053491 testLoss 6.842542 'CHLA__rev lambda = -0.0799 alpha = -0.006562 lossBound = -0.000001 W1 = 0.179132 N1 = 0.152846 deltaLoss = -0.000002 Updating 4 features NewtonStep: 1.489 0.002000 increaseLambda: 1.49 0.001000 Undoing contribution: was 0.0023440350473822834 now 0.002343030590763958 364: time = 1.490000 loss = 6.081499 testLoss 7.139492 'NTL__rev lambda = 0.0545 alpha = -0.005431 lossBound = -0.000000 W1 = 0.344027 N1 = 0.366078 deltaLoss = -0.000001 Updating 7 features Updating 5 features NewtonStep: 0.761 0.001000 NewtonStep: 0.564 0.002000 increaseLambda: 0.564 0.000000 Undoing: newLoss 6.0463633978945115, oldLoss 6.046445287497781, deltaLossBound -8.214354749018526E-5 increaseLambda: 0.762 0.001000 Undoing contribution: was 9.986619933062182E-4 now 9.964760348901616E-4 235: time = 0.762000 loss = 6.053489 testLoss 6.842998 'CHLA__rev lambda = -0.2363 alpha = 0.005877 lossBound = -0.000001 W1 = 0.310089 N1 = 0.279805 deltaLoss = -0.000002 increaseLambda: 0.564 0.000000 Search: 0.564 0.000000 Updating 4 features NewtonStep: 1.491 0.001000 increaseLambda: 0.565 0.001000 Undoing contribution: was 0.1256295118170176 now 0.12554736826952645 130: time = 0.565000 loss = 6.046363 testLoss 7.031108 'NTL_COND lambda = -1.6273 alpha = 0.108349 lossBound = -0.000082 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000082 increaseLambda: 1.492 0.001000 Undoing contribution: was 0.22151075329712228 now 0.22150985059617628 365: time = 1.492000 loss = 6.081498 testLoss 7.139551 'PTL__rev lambda = -0.8650 alpha = 0.005082 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.764 0.002000 increaseLambda: 0.764 0.000000 Undoing contribution: was 0.002589997101588529 now 0.00258309729547718 236: time = 0.764000 loss = 6.053482 testLoss 6.843197 ANC^2: lambda = -2.2297 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.164265 lossBound = -0.000002 W1 = 0.001699 N1 = 0.000695 deltaLoss = -0.000007 Updating 5 features NewtonStep: 0.566 0.001000 increaseLambda: 0.567 0.001000 Undoing contribution: was 0.012222696875198799 now 0.012147697540826527 Updating 4 features NewtonStep: 1.494 0.002000 131: time = 0.567000 loss = 6.046288 testLoss 7.020737 NTL_COND: lambda = -0.1511 min = 1.0000 max = 3.0000 alpha = 0.048823 lossBound = -0.000034 W1 = 0.171499 N1 = 0.161765 deltaLoss = -0.000075 increaseLambda: 1.494 0.000000 366: time = 1.494000 loss = 6.081497 testLoss 7.139491 'PTL__rev lambda = -0.2368 alpha = -0.005602 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.568 0.001000 increaseLambda: 0.569 0.001000 132: time = 0.569000 loss = 6.046109 testLoss 7.039202 NTL_COND^2: lambda = -1.1750 min = 1.0000 max = 9.0000 alpha = -0.092169 lossBound = -0.000065 W1 = 0.128663 N1 = 0.121324 deltaLoss = -0.000179 alpha = 0.004103 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 27 features Reducing stepsize from 4.641924113560727 to 1.1411970780179317 Newton: returning 1.1411970780179317 Updating 4 features Updating 6 features NewtonStep: 0.57 0.001000 Loss was 6.012084594128481, now 6.012008108948313, delta -0.000076 parallelUpdate: 1.407 0.015000 increaseLambda: 0.571 0.001000 Undoing contribution: was 0.012147697540826527 now 0.011977026606904103 133: time = 0.571000 loss = 6.045939 testLoss 7.023416 NTL_COND: lambda = -0.0770 min = 1.0000 max = 3.0000 alpha = 0.074050 lossBound = -0.000077 W1 = 0.171524 N1 = 0.161765 deltaLoss = -0.000171 Updating 6 features NewtonStep: 0.573 0.002000 Updating 4 features NewtonStep: 1.409 0.002000 increaseLambda: 0.573 0.000000 134: time = 0.573000 loss = 6.045764 testLoss 7.041714 NTL_COND^2: lambda = -1.2663 min = 1.0000 max = 9.0000 alpha = -0.091326 lossBound = -0.000063 W1 = 0.128662 N1 = 0.121324 deltaLoss = -0.000175 increaseLambda: 1.409 0.000000 Undoing contribution: was 9.748627143315453E-4 now 9.735956211225222E-4 421: time = 1.409000 loss = 6.012007 testLoss 6.985166 'COND__rev lambda = -1.2358 alpha = 0.006016 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.575 0.002000 Updating 3 features NewtonStep: 1.411 0.002000 increaseLambda: 0.575 0.000000 Undoing contribution: was 0.011977026606904103 now 0.011811965747670036 135: time = 0.575000 loss = 6.045599 testLoss 7.026180 NTL_COND: lambda = -0.0042 min = 1.0000 max = 3.0000 alpha = 0.072883 lossBound = -0.000074 W1 = 0.171522 N1 = 0.161765 deltaLoss = -0.000165 increaseLambda: 1.411 0.000000 422: time = 1.411000 loss = 6.012006 testLoss 6.985118 'PTL__rev lambda = -0.7418 alpha = -0.004406 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 5 features Updating 5 features NewtonStep: 0.577 0.002000 NewtonStep: 1.413 0.002000 increaseLambda: 0.577 0.000000 increaseLambda: 1.413 0.000000 Undoing contribution: was 0.0070300840509521225 now 0.007029002962558205 136: time = 0.577000 loss = 6.045430 testLoss 7.044216 NTL_COND^2: lambda = -1.3563 min = 1.0000 max = 9.0000 alpha = -0.090001 lossBound = -0.000061 W1 = 0.128660 N1 = 0.121324 deltaLoss = -0.000169 423: time = 1.413000 loss = 6.012005 testLoss 6.985678 'CHLA__rev lambda = -0.4935 alpha = 0.004656 lossBound = -0.000001 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.579 0.002000 increaseLambda: 0.579 0.000000 Undoing: newLoss 6.045388917072901, oldLoss 6.045429990443928, deltaLossBound -4.113432389722172E-5 increaseLambda: 0.579 0.000000 Search: 0.58 0.001000 increaseLambda: 0.58 0.000000 Undoing contribution: was 0.12554736826952645 now 0.12550623394562915 137: time = 0.580000 loss = 6.045389 testLoss 7.031835 'NTL_COND lambda = -1.5510 alpha = 0.076281 lossBound = -0.000041 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000041 Updating 3 features NewtonStep: 1.417 0.004000 increaseLambda: 1.417 0.000000 424: time = 1.417000 loss = 6.011968 testLoss 6.986124 DOC: lambda = -14.6938 min = 0.3400 max = 290.5700 alpha = -0.753574 lossBound = -0.000000 W1 = 0.017868 N1 = 0.016866 deltaLoss = -0.000038 Updating 6 features NewtonStep: 0.781 0.017000 increaseLambda: 0.781 0.000000 237: time = 0.781000 loss = 6.053480 testLoss 6.842384 'CHLA__rev lambda = -0.0866 Updating 4 features NewtonStep: 1.51 0.016000 increaseLambda: 1.511 0.001000 Undoing contribution: was 0.22150985059617628 now 0.22150882491038398 367: time = 1.511000 loss = 6.081496 testLoss 7.139554 'PTL__rev lambda = -0.8596 alpha = 0.005418 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.42 0.003000 increaseLambda: 1.421 0.001000 Undoing contribution: was 0.006346990181347813 now 0.006315308837199708 425: time = 1.421000 loss = 6.011936 testLoss 6.985240 'DOC__rev lambda = 0.1609 alpha = -0.042489 lossBound = -0.000005 W1 = 0.628117 N1 = 0.642831 deltaLoss = -0.000032 Updating 3 features NewtonStep: 1.513 0.002000 increaseLambda: 1.513 0.000000 Updating 4 features NewtonStep: 1.422 0.001000 368: time = 1.513000 loss = 6.081495 testLoss 7.139494 'PTL__rev lambda = -0.2424 alpha = -0.005583 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 1.423 0.001000 426: time = 1.423000 loss = 6.011935 testLoss 6.985207 'TURB__rev lambda = -0.5633 alpha = -0.005608 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000001 Updating 4 features Updating 3 features NewtonStep: 1.425 0.002000 NewtonStep: 1.516 0.003000 increaseLambda: 1.425 0.000000 Undoing: newLoss 6.011934548719715, oldLoss 6.011935109119257, deltaLossBound -5.603995905838422E-7 increaseLambda: 1.516 0.000000 Undoing contribution: was 0.22150882491038398 now 0.2215078067058544 369: time = 1.516000 loss = 6.081494 testLoss 7.139556 'PTL__rev lambda = -0.8542 alpha = 0.005399 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 1.425 0.000000 Search: 1.425 0.000000 increaseLambda: 1.426 0.001000 427: time = 1.426000 loss = 6.011935 testLoss 6.985764 'PTL_COND__rev lambda = 0.1799 alpha = 0.002200 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.518 0.002000 increaseLambda: 1.518 0.000000 Updating 4 features 370: time = 1.518000 loss = 6.081493 testLoss 7.139497 NewtonStep: 1.427 0.001000 'PTL__rev lambda = -0.2479 alpha = -0.005562 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 1.428 0.001000 428: time = 1.428000 loss = 6.011934 testLoss 6.986847 NTL_COND^2: lambda = -1.5095 min = 1.0000 max = 9.0000 alpha = -0.005358 lossBound = -0.000000 W1 = 0.128609 N1 = 0.121324 deltaLoss = -0.000001 alpha = -0.006737 lossBound = -0.000002 W1 = 0.179132 N1 = 0.152846 deltaLoss = -0.000002 Updating 3 features NewtonStep: 1.521 0.003000 Updating 2 features NewtonStep: 1.43 0.002000 increaseLambda: 1.43 0.000000 Undoing: newLoss 6.011933323323348, oldLoss 6.011933961837788, deltaLossBound -6.385278617241421E-7 Updating 7 features increaseLambda: 1.521 0.000000 Undoing contribution: was 0.2215078067058544 now 0.22150679592897976 371: time = 1.522000 loss = 6.081492 testLoss 7.139559 'PTL__rev lambda = -0.8489 increaseLambda: 1.431 0.001000 NewtonStep: 0.793 0.012000 Search: 1.431 0.000000 increaseLambda: 0.793 0.000000 238: time = 0.793000 loss = 6.053459 testLoss 6.841530 COND: lambda = -4.7272 min = 4.0000 max = 50,590.0000 alpha = -0.242800 lossBound = -0.000001 W1 = 0.009488 N1 = 0.008479 deltaLoss = -0.000021 increaseLambda: 1.431 0.000000 Undoing contribution: was 0.13628611331097218 now 0.13628547478311137 Updating 5 features NewtonStep: 0.595 0.015000 429: time = 1.431000 loss = 6.011933 testLoss 6.985326 'NTL_COND lambda = -1.4124 alpha = 0.009402 lossBound = -0.000001 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000001 alpha = 0.005379 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.433 0.002000 increaseLambda: 1.433 0.000000 Updating 3 features 430: time = 1.433000 loss = 6.011907 testLoss 6.985711 DOC: lambda = -15.3352 min = 0.3400 max = 290.5700 NewtonStep: 1.525 0.003000 alpha = -0.641327 lossBound = -0.000000 W1 = 0.017867 N1 = 0.016866 deltaLoss = -0.000026 increaseLambda: 1.525 0.000000 372: time = 1.525000 loss = 6.081491 testLoss 7.139500 'PTL__rev lambda = -0.2535 alpha = -0.005542 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.435 0.002000 increaseLambda: 1.436 0.001000 Undoing contribution: was 0.006315308837199708 now 0.006292354273125291 431: time = 1.436000 loss = 6.011884 testLoss 6.984963 'DOC__rev lambda = 0.1247 alpha = -0.036152 lossBound = -0.000003 W1 = 0.628119 N1 = 0.642831 deltaLoss = -0.000023 Updating 5 features NewtonStep: 0.798 0.005000 Updating 3 features NewtonStep: 1.527 0.002000 increaseLambda: 0.799 0.001000 Undoing contribution: was 0.00258309729547718 now 0.0025712918519122416 239: time = 0.799000 loss = 6.053447 testLoss 6.841792 increaseLambda: 1.528 0.001000 Undoing contribution: was 0.22150679592897976ANC^2: lambda = -2.0112 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.218437 lossBound = -0.000004 W1 = 0.001702 N1 = 0.000695 deltaLoss = -0.000012 Updating 30 features Newton: returning 0.90286305314509 Updating 7 features now 0.22150579252731223 Updating 5 features NewtonStep: 1.437 0.001000 373: time = 1.528000 loss = 6.081490 testLoss 7.139562 'PTL__rev lambda = -0.8435 alpha = 0.005359 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 1.438 0.001000 Undoing contribution: was 6.900806004579361E-4 now 6.886852529164254E-4 432: time = 1.438000 loss = 6.011883 testLoss 6.985179 COND: lambda = -3.9703 min = 4.0000 max = 50,590.0000 alpha = 0.063539 lossBound = -0.000000 W1 = 0.009480 N1 = 0.008479 deltaLoss = -0.000001 Loss was 6.053447233196994, now 6.053206695495642, delta -0.000241 parallelUpdate: 0.8 0.001000 Updating 3 features NewtonStep: 1.53 0.002000 Updating 5 features NewtonStep: 1.44 0.002000 Updating 4 features NewtonStep: 0.802 0.002000 increaseLambda: 1.44 0.000000 increaseLambda: 1.531 0.001000 433: time = 1.440000 loss = 6.011882 testLoss 6.986242 NTL_COND^2: lambda = -1.5147 min = 1.0000 max = 9.0000 alpha = -0.005256 lossBound = -0.000000 W1 = 0.128609 N1 = 0.121324 deltaLoss = -0.000001 increaseLambda: 0.802 0.000000 Undoing contribution: was 6.596486240219697E-5 now 2.3851971887829464E-5 374: time = 1.531000 loss = 6.081489 testLoss 7.139503 'PTL__rev lambda = -0.2590 alpha = -0.005522 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 241: time = 0.802000 loss = 6.053165 testLoss 6.849873 'NTL__rev lambda = 0.0242 alpha = -0.035857 lossBound = -0.000013 W1 = 0.290648 N1 = 0.312155 deltaLoss = -0.000042 Updating 4 features NewtonStep: 1.442 0.002000 Updating 3 features increaseLambda: 1.442 0.000000 NewtonStep: 1.533 0.002000 Updating 6 features NewtonStep: 0.804 0.002000 434: time = 1.442000 loss = 6.011882 testLoss 6.986056 'CHLA__rev lambda = -0.0309 alpha = -0.002382 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 increaseLambda: 1.533 0.000000 Undoing contribution: was 0.22150579252731223 now 0.22150479644875304 increaseLambda: 0.804 0.000000 375: time = 1.533000 loss = 6.081488 testLoss 7.139565 242: time = 0.804000 loss = 6.053123 testLoss 6.849414 'PTL__rev lambda = -0.8382 ANC^2: lambda = -1.5774 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.005340 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 alpha = -0.332917 lossBound = -0.000015 W1 = 0.001716 N1 = 0.000695 deltaLoss = -0.000041 Updating 4 features NewtonStep: 1.443 0.001000 increaseLambda: 1.444 0.001000 Undoing contribution: was 0.007029002962558205 now 0.007028655335794386 435: time = 1.444000 loss = 6.011881 testLoss 6.986373 'CHLA__rev lambda = -0.4909 alpha = 0.002638 lossBound = -0.000000 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000000 Updating 3 features Updating 7 features NewtonStep: 1.535 0.002000 NewtonStep: 0.806 0.002000 increaseLambda: 1.535 0.000000 increaseLambda: 0.806 0.000000 Undoing: newLoss 6.073563473034779, oldLoss 6.053123215474608, deltaLossBound -1.8501231636722855E-6 376: time = 1.535000 loss = 6.081487 testLoss 7.139506 'PTL__rev lambda = -0.2645 alpha = -0.005502 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 0.807 0.001000 Search: 0.807 0.000000 increaseLambda: 0.807 0.000000 243: time = 0.807000 loss = 6.053118 testLoss 6.849049 'CHLA__rev lambda = -0.0176 alpha = -0.017648 lossBound = -0.000002 W1 = 0.744288 N1 = 0.721007 deltaLoss = -0.000005 Updating 3 features NewtonStep: 1.537 0.002000 increaseLambda: 1.538 0.001000 Undoing contribution: was 0.22150479644875304 now 0.2215038076415507 377: time = 1.538000 loss = 6.081486 testLoss 7.139568 'PTL__rev lambda = -0.8328 alpha = 0.005321 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 0.612 0.017000 Undoing: newLoss 6.046280673117454, oldLoss 6.045388856120031, deltaLossBound -2.0149055801752372E-5 increaseLambda: 0.612 0.000000 Search: 0.612 0.000000 Updating 5 features NewtonStep: 0.811 0.004000 Updating 3 features increaseLambda: 0.811 0.000000 Undoing contribution: was 9.964760348901616E-4 now 9.891567856914387E-4 NewtonStep: 1.54 0.002000 244: time = 0.811000 loss = 6.053110 testLoss 6.849880 'CHLA__rev lambda = -0.2202 alpha = 0.010767 lossBound = -0.000004 W1 = 0.310090 N1 = 0.279805 deltaLoss = -0.000007 increaseLambda: 1.54 0.000000 378: time = 1.540000 loss = 6.081485 testLoss 7.139509 'PTL__rev lambda = -0.2700 alpha = -0.005482 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 8 features Updating 3 features NewtonStep: 1.542 0.002000 increaseLambda: 0.813 0.002000 Undoing contribution: was 0.0929349636992276 now 0.0929339642370568 245: time = 0.813000 loss = 6.053109 testLoss 6.849937 (LAKE_ORIGIN=0.0) lambda = -0.1100 alpha = 0.004704 lossBound = -0.000001 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000001 increaseLambda: 1.542 0.000000 379: time = 1.542000 loss = 6.081484 testLoss 7.139771 CHLA_COND^2: lambda = 2.4726 min = 1.0000 max = 81.0000 alpha = 0.006356 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.815 0.002000 Updating 4 features NewtonStep: 1.544 0.002000 increaseLambda: 0.815 0.000000 Undoing contribution: was 0.010947351814440938 now 0.010944708562328638 246: time = 0.815000 loss = 6.053107 testLoss 6.849781 'ANC__rev lambda = -0.4613 alpha = 0.016423 lossBound = -0.000001 W1 = 0.043051 N1 = 0.028343 deltaLoss = -0.000003 increaseLambda: 1.545 0.001000 Undoing contribution: was 0.2215038076415507 now 0.221502638152327 380: time = 1.545000 loss = 6.081483 testLoss 7.139838 'PTL__rev lambda = -0.8270 alpha = 0.005787 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.817 0.002000 Updating 5 features NewtonStep: 1.546 0.001000 increaseLambda: 0.818 0.001000 247: time = 0.818000 loss = 6.053105 testLoss 6.849703 'PTL__rev lambda = -0.7438 alpha = -0.007155 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 increaseLambda: 1.547 0.001000 381: time = 1.547000 loss = 6.081482 testLoss 7.139780 'PTL__rev lambda = -0.2754 alpha = -0.005459 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 0.62 0.008000 138: time = 0.620000 loss = 6.044366 testLoss 7.045093 NTL: lambda = -2.4220 min = 5.0000 max = 26,100.0000 alpha = -2.421997 lossBound = -0.000020 W1 = 0.028462 N1 = 0.027624 deltaLoss = -0.001023 Updating 5 features NewtonStep: 1.549 0.002000 Updating 4 features NewtonStep: 0.622 0.002000 increaseLambda: 1.549 0.000000 Undoing contribution: was 0.221502638152327 now 0.22150166512553365 increaseLambda: 0.622 0.000000 Undoing: newLoss 6.044198506177445, oldLoss 6.044365556303742, deltaLossBound -1.6818735571476557E-4 382: time = 1.549000 loss = 6.081481 testLoss 7.139841 'PTL__rev lambda = -0.8218 alpha = 0.005278 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 0.622 0.000000 Search: 0.623 0.001000 increaseLambda: 0.623 0.000000 Undoing contribution: was 0.12550623394562915 now 0.1253380465899156 139: time = 0.623000 loss = 6.044197 testLoss 7.019655 'NTL_COND lambda = -1.3948 alpha = 0.156218 lossBound = -0.000168 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000168 Updating 5 features increaseLambda: 0.821 0.003000 Undoing contribution: was 0.023024221877255613 now 0.02302366961069957 248: time = 0.821000 loss = 6.053105 testLoss 6.849748 (URBAN=1.0) lambda = 0.0973 alpha = -0.002142 lossBound = -0.000001 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.551 0.002000 increaseLambda: 1.551 0.000000 383: time = 1.551000 loss = 6.081480 testLoss 7.139783 'PTL__rev lambda = -0.2809 alpha = -0.005438 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.625 0.002000 increaseLambda: 0.625 0.000000 140: time = 0.625000 loss = 6.044013 testLoss 7.015292 'CHLA__rev lambda = -0.2595 alpha = -0.053619 lossBound = -0.000109 W1 = 0.310129 N1 = 0.279805 deltaLoss = -0.000185 Updating 6 features NewtonStep: 0.823 0.002000 increaseLambda: 0.824 0.001000 249: time = 0.824000 loss = 6.053104 testLoss 6.850717 TURB_COND: lambda = -2.4488 min = 1.0000 max = 3.0000 alpha = -0.005322 lossBound = -0.000000 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.553 0.002000 increaseLambda: 1.553 0.000000 Undoing contribution: was 0.22150166512553365 now 0.22150069920628773 384: time = 1.553000 loss = 6.081479 testLoss 7.139844 'PTL__rev lambda = -0.8165 alpha = 0.005259 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.627 0.002000 increaseLambda: 0.627 0.000000 141: time = 0.627000 loss = 6.043856 testLoss 7.014683 'TURB__rev lambda = -0.3349 alpha = -0.079729 lossBound = -0.000045 W1 = 0.770369 N1 = 0.748154 deltaLoss = -0.000157 Updating 6 features NewtonStep: 0.825 0.001000 increaseLambda: 0.826 0.001000 Undoing: newLoss 6.0657231769076345, oldLoss 6.053103869459249, deltaLossBound -4.298711996265038E-7 increaseLambda: 0.826 0.000000 Updating 5 features NewtonStep: 1.555 0.002000 Search: 0.826 0.000000 increaseLambda: 1.556 0.001000 Updating 7 features 385: time = 1.556000 loss = 6.081478 testLoss 7.139786 'PTL__rev lambda = -0.2863 alpha = -0.005419 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 0.629 0.002000 Undoing contribution: was 0.09841600628408376 now 0.09837137294287324 increaseLambda: 0.827 0.001000 142: time = 0.629000 loss = 6.043811 testLoss 7.015028 (LAKE_ORIGIN=0.0) lambda = -0.3652 alpha = 0.031545 lossBound = -0.000045 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000045 250: time = 0.827000 loss = 6.053101 testLoss 6.850977 'DOC__rev lambda = 0.0157 alpha = 0.015677 lossBound = -0.000000 W1 = 0.661818 N1 = 0.676471 deltaLoss = -0.000003 Updating 5 features NewtonStep: 1.466 0.022000 increaseLambda: 1.466 0.000000 Undoing contribution: was 0.04222568438645181 now 0.042224076869959444 436: time = 1.466000 loss = 6.011880 testLoss 6.984877 TURB_COND: lambda = -2.1978 min = 1.0000 max = 3.0000 alpha = 0.008198 lossBound = -0.000001 W1 = 0.082444 N1 = 0.073529 deltaLoss = -0.000002 Updating 5 features NewtonStep: 0.631 0.002000 Updating 5 features NewtonStep: 0.829 0.002000 increaseLambda: 0.631 0.000000 143: time = 0.631000 loss = 6.043693 testLoss 7.018784 'COND__rev lambda = -0.2652 alpha = -0.059796 lossBound = -0.000038 W1 = 0.703490 N1 = 0.677996 deltaLoss = -0.000118 increaseLambda: 0.829 0.000000 Undoing: newLoss 6.053099781683718, oldLoss 6.053100853418497, deltaLossBound -1.0717349642927715E-6 Updating 5 features NewtonStep: 1.468 0.002000 increaseLambda: 0.83 0.001000 Search: 0.83 0.000000 increaseLambda: 1.468 0.000000 437: time = 1.468000 loss = 6.011859 testLoss 6.985223 DOC: lambda = -15.9063 min = 0.3400 max = 290.5700 alpha = -0.571121 lossBound = -0.000000 W1 = 0.017867 N1 = 0.016866 deltaLoss = -0.000021 increaseLambda: 0.83 0.000000 Undoing contribution: was 0.0013739268934801407 now 0.0013728551585171422 251: time = 0.830000 loss = 6.053100 testLoss 6.850205 'PTL_COND__rev lambda = 0.2113 alpha = -0.003043 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.633 0.002000 increaseLambda: 0.633 0.000000 Undoing contribution: was 0.0455585986205608 now 0.04549520933444287 144: time = 0.633000 loss = 6.043630 testLoss 7.018760 'TURB__rev lambda = -0.5834 alpha = 0.040889 lossBound = -0.000032 W1 = 0.187550 N1 = 0.164242 deltaLoss = -0.000063 Updating 5 features NewtonStep: 1.469 0.001000 increaseLambda: 1.47 0.001000 Undoing contribution: was 0.006292354273125291 now 0.0062756355091449405 438: time = 1.470000 loss = 6.011842 testLoss 6.984588 'DOC__rev lambda = 0.0939 alpha = -0.030839 lossBound = -0.000003 W1 = 0.628121 N1 = 0.642831 deltaLoss = -0.000017 Updating 5 features NewtonStep: 0.832 0.002000 increaseLambda: 0.832 0.000000 Undoing contribution: was 0.004362849685973644 now 0.004344174187293689 252: time = 0.832000 loss = 6.053081 testLoss 6.850155 PTL: lambda = 5.2185 min = 1.0000 max = 4,865.0000 alpha = -0.113435 lossBound = -0.000003 W1 = 0.019312 N1 = 0.021255 deltaLoss = -0.000019 Updating 6 features Reducing newton stepsize from 0.09131581467295558 to 0.004166243253961144 NewtonStep: 0.635 0.002000 increaseLambda: 0.635 0.000000 Undoing contribution: was 0.011811965747670036 now 0.011788528308808352 145: time = 0.635000 loss = 6.043607 testLoss 7.017858 NTL_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 Updating 5 features alpha = 0.004166 lossBound = -0.000023 W1 = 0.165985 N1 = 0.161765 deltaLoss = -0.000023 NewtonStep: 1.471 0.001000 increaseLambda: 1.472 0.001000 Undoing: newLoss 6.011842247915967, oldLoss 6.011842425345192, deltaLossBound -1.7743025342581843E-7 increaseLambda: 1.472 0.000000 Search: 1.472 0.000000 Updating 5 features NewtonStep: 0.834 0.002000 increaseLambda: 0.835 0.001000 253: time = 0.835000 loss = 6.053076 testLoss 6.850909 'COND__rev lambda = -0.1219 alpha = -0.011705 lossBound = -0.000002 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000005 Updating 5 features NewtonStep: 0.637 0.002000 increaseLambda: 0.638 0.001000 146: time = 0.638000 loss = 6.043564 testLoss 7.018426 'ANC__rev lambda = -0.5190 alpha = -0.065032 lossBound = -0.000020 W1 = 0.043069 N1 = 0.028343 deltaLoss = -0.000043 Updating 6 features NewtonStep: 0.837 0.002000 increaseLambda: 1.475 0.003000 Undoing contribution: was 0.13628547478311137 now 0.13628529735285777 increaseLambda: 0.837 0.000000 Undoing: newLoss 6.053075205523443, oldLoss 6.053076275927275, deltaLossBound -1.0704040146903974E-6 439: time = 1.475000 loss = 6.011842 testLoss 6.983787 'NTL_COND lambda = -1.4074 alpha = 0.004953 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 increaseLambda: 0.837 0.000000 Updating 6 features NewtonStep: 0.639 0.001000 Search: 0.838 0.001000 increaseLambda: 0.64 0.001000 Undoing contribution: was 0.019408325419255443 now 0.019347761525581073 147: time = 0.640000 loss = 6.043503 testLoss 7.015826 'COND__rev lambda = -0.5300 alpha = 0.037005 lossBound = -0.000023 W1 = 0.625250 N1 = 0.596381 deltaLoss = -0.000061 increaseLambda: 0.838 0.000000 Undoing contribution: was 0.0013728551585171422 now 0.0013717847545019401 254: time = 0.838000 loss = 6.053075 testLoss 6.850137 'PTL_COND__rev lambda = 0.2083 alpha = -0.003041 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.567 0.011000 increaseLambda: 1.568 0.001000 Undoing contribution: was 0.22150069920628773 now 0.2214997403453824 Updating 7 features NewtonStep: 1.477 0.002000 386: time = 1.568000 loss = 6.081477 testLoss 7.139847 'PTL__rev lambda = -0.8113 alpha = 0.005240 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 1.477 0.000000 Undoing: newLoss 6.011842093647143, oldLoss 6.011842247914938, deltaLossBound -1.5426780070969379E-7 increaseLambda: 1.477 0.000000 Updating 3 features Search: 1.477 0.000000 NewtonStep: 0.641 0.001000 Updating 3 features NewtonStep: 0.84 0.002000 increaseLambda: 1.478 0.001000 increaseLambda: 0.642 0.001000 Undoing contribution: was 0.01601483384765474 now 0.01589722985853965 440: time = 1.478000 loss = 6.011842 testLoss 6.984079 'PTL_COND__rev lambda = 0.1811 148: time = 0.642000 loss = 6.043386 testLoss 7.013892 'DOC__rev lambda = 0.2459 alpha = -0.082379 lossBound = -0.000017 W1 = 0.607710 N1 = 0.622445 deltaLoss = -0.000118 increaseLambda: 0.84 0.000000 255: time = 0.840000 loss = 6.053073 testLoss 6.849957 'CHLA__rev lambda = -0.0264 alpha = -0.008727 lossBound = -0.000001 W1 = 0.744506 N1 = 0.721007 deltaLoss = -0.000002 alpha = 0.001154 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 5 features NewtonStep: 0.644 0.002000 increaseLambda: 0.644 0.000000 Undoing: newLoss 6.043363262223034, oldLoss 6.043385582439623, deltaLossBound -2.2335292738438696E-5 Updating 4 features NewtonStep: 0.842 0.002000 increaseLambda: 0.644 0.000000 increaseLambda: 0.842 0.000000 Undoing contribution: was 9.891567856914387E-4 now 9.882279498369863E-4 Search: 0.644 0.000000 256: time = 0.842000 loss = 6.053072 testLoss 6.850255 'CHLA__rev lambda = -0.2164 alpha = 0.003831 lossBound = -0.000001 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000001 Updating 7 features increaseLambda: 0.645 0.001000 149: time = 0.645000 loss = 6.043363 testLoss 7.022772 'NTL_COND lambda = -1.4498 alpha = -0.055030 lossBound = -0.000022 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000022 Updating 28 features increaseLambda: 1.481 0.003000 Undoing contribution: was 0.09625978001293678 now 0.09625940938393462 441: time = 1.481000 loss = 6.011842 testLoss 6.984114 (LAKE_ORIGIN=0.0) lambda = -0.4435 alpha = 0.002864 lossBound = -0.000000 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000000 Reducing stepsize from 0.1824855542603475 to 0.15059428949685572 Newton: returning 0.15059428949685572 Updating 5 features Loss was 6.0433632471468846, now 6.0431855386825415, delta -0.000178 parallelUpdate: 0.646 0.001000 Updating 5 features NewtonStep: 0.844 0.002000 increaseLambda: 0.844 0.000000 Updating 5 features NewtonStep: 1.483 0.002000 increaseLambda: 1.483 0.000000 Undoing contribution: was 9.735956211225222E-4 now 9.731403478554362E-4 442: time = 1.483000 loss = 6.011841 testLoss 6.983880 'COND__rev lambda = -1.2322 alpha = 0.003608 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000000 Updating 4 features NewtonStep: 0.648 0.002000 increaseLambda: 0.648 0.000000 151: time = 0.648000 loss = 6.043119 testLoss 7.033697 CHLA_COND^2: lambda = 2.1737 min = 1.0000 max = 81.0000 alpha = 0.055595 lossBound = -0.000047 W1 = 0.069430 N1 = 0.079044 deltaLoss = -0.000067 Updating 6 features NewtonStep: 1.485 0.002000 increaseLambda: 1.485 0.000000 443: time = 1.485000 loss = 6.011841 testLoss 6.983848 'PTL__rev lambda = -0.7448 alpha = -0.002957 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Undoing contribution: was 0.002612658982431518 now 0.002607039617316068 257: time = 0.847000 loss = 6.053066 testLoss 6.850435 ANC^2: lambda = -1.4294 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.147935 lossBound = -0.000002 W1 = 0.001698 N1 = 0.000695 deltaLoss = -0.000006 Updating 4 features NewtonStep: 0.65 0.002000 increaseLambda: 0.65 0.000000 152: time = 0.650000 loss = 6.043105 testLoss 7.031688 'CHLA__rev lambda = -0.2724 alpha = -0.016569 lossBound = -0.000009 W1 = 0.179137 N1 = 0.152846 deltaLoss = -0.000014 Updating 6 features NewtonStep: 1.487 0.002000 Updating 4 features NewtonStep: 0.849 0.002000 increaseLambda: 1.487 0.000000 Undoing contribution: was 0.007028655335794386 now 0.007028400760899888 444: time = 1.487000 loss = 6.011841 testLoss 6.984120 'CHLA__rev lambda = -0.4886 alpha = 0.002257 lossBound = -0.000000 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000000 increaseLambda: 0.849 0.000000 Undoing contribution: was 0.004344174187293689 now 0.004335710775599552 258: time = 0.849000 loss = 6.053058 testLoss 6.850405 PTL: lambda = 5.1411 min = 1.0000 max = 4,865.0000 alpha = -0.077377 lossBound = -0.000001 W1 = 0.019306 N1 = 0.021255 deltaLoss = -0.000008 Updating 5 features NewtonStep: 0.652 0.002000 increaseLambda: 0.652 0.000000 Undoing contribution: was 0.04549520933444287 now 0.04547650140406914 153: time = 0.652000 loss = 6.043086 testLoss 7.031691 'TURB__rev lambda = -0.5521 alpha = 0.022143 lossBound = -0.000009 W1 = 0.187535 N1 = 0.164242 deltaLoss = -0.000019 Updating 7 features NewtonStep: 1.489 0.002000 Updating 3 features NewtonStep: 0.851 0.002000 increaseLambda: 0.852 0.001000 Undoing contribution: was 0.002607039617316068 now 0.0026030640947142833 increaseLambda: 1.49 0.001000 259: time = 0.852000 loss = 6.053054 testLoss 6.850555 ANC^2: lambda = -1.3064 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.123056 lossBound = -0.000001 W1 = 0.001697 N1 = 0.000695 deltaLoss = -0.000004 445: time = 1.490000 loss = 6.011840 testLoss 6.983969 'CHLA__rev lambda = -0.0328 alpha = -0.001935 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 4 features NewtonStep: 0.654 0.002000 increaseLambda: 0.654 0.000000 Undoing: newLoss 6.043078027843211, oldLoss 6.043086211903397, deltaLossBound -8.186339594830696E-6 increaseLambda: 0.655 0.001000 Search: 0.655 0.000000 increaseLambda: 0.655 0.000000 Undoing contribution: was 0.12536038188265447 now 0.12535219554305982 154: time = 0.655000 loss = 6.043078 testLoss 7.026215 'NTL_COND lambda = -1.3725 alpha = 0.033799 lossBound = -0.000008 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000008 Updating 5 features NewtonStep: 1.491 0.001000 Updating 4 features NewtonStep: 0.853 0.001000 increaseLambda: 1.492 0.001000 Undoing contribution: was 0.007028400760899888 now 0.007028213356475465 446: time = 1.492000 loss = 6.011840 testLoss 6.984202 'CHLA__rev lambda = -0.4867 alpha = 0.001936 lossBound = -0.000000 W1 = 0.179332 N1 = 0.153039 deltaLoss = -0.000000 increaseLambda: 0.854 0.001000 260: time = 0.854000 loss = 6.053052 testLoss 6.849830 'CHLA__rev lambda = -0.1060 alpha = -0.006001 lossBound = -0.000001 W1 = 0.179132 N1 = 0.152846 deltaLoss = -0.000002 Updating 4 features increaseLambda: 0.657 0.002000 155: time = 0.657000 loss = 6.043072 testLoss 7.026063 (LAKE_ORIGIN=0.0) lambda = -0.3769 alpha = -0.011780 lossBound = -0.000006 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000006 Updating 6 features NewtonStep: 1.493 0.001000 increaseLambda: 1.494 0.001000 Updating 6 features NewtonStep: 0.856 0.002000 447: time = 1.494000 loss = 6.011826 testLoss 6.984501 DOC: lambda = -16.3952 min = 0.3400 max = 290.5700 alpha = -0.488944 lossBound = -0.000000 W1 = 0.017867 N1 = 0.016866 deltaLoss = -0.000015 increaseLambda: 0.856 0.000000 Undoing contribution: was 0.001525215705288029 now 0.001524112119111808 261: time = 0.856000 loss = 6.053051 testLoss 6.849370 'NTL__rev lambda = -0.7975 alpha = 0.015441 lossBound = -0.000000 W1 = 0.023604 N1 = 0.011802 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.659 0.002000 increaseLambda: 0.659 0.000000 Undoing contribution: was 0.06448454215763602 now 0.06447498069609794 156: time = 0.659000 loss = 6.043062 testLoss 7.022399 Updating 3 features TURB_COND: lambda = -2.3297 min = 1.0000 max = 3.0000 NewtonStep: 1.495 0.001000 alpha = 0.020052 lossBound = -0.000006 W1 = 0.082449 N1 = 0.073529 deltaLoss = -0.000010 increaseLambda: 1.496 0.001000 Undoing contribution: was 0.0062756355091449405 now 0.006263379072877264 Updating 7 features NewtonStep: 0.858 0.002000 448: time = 1.496000 loss = 6.011813 testLoss 6.983959 'DOC__rev lambda = 0.0675 alpha = -0.026392 lossBound = -0.000002 W1 = 0.628122 N1 = 0.642831 deltaLoss = -0.000012 increaseLambda: 0.858 0.000000 Undoing contribution: was 0.004335710775599552 now 0.004333317147678792 262: time = 0.858000 loss = 6.053049 testLoss 6.849356 PTL: lambda = 5.0995 min = 1.0000 max = 4,865.0000 alpha = -0.041595 lossBound = -0.000000 W1 = 0.019302 N1 = 0.021255 deltaLoss = -0.000002 Updating 6 features NewtonStep: 0.661 0.002000 increaseLambda: 0.661 0.000000 Undoing: newLoss 6.0441400694135226, oldLoss 6.043062168124766, deltaLossBound -5.412959550457905E-6 increaseLambda: 0.662 0.001000 Search: 0.662 0.000000 Updating 4 features Updating 4 features NewtonStep: 0.86 0.002000 increaseLambda: 0.662 0.000000 increaseLambda: 1.498 0.002000 Undoing contribution: was 0.020240545445000535 now 0.020240438360617397 increaseLambda: 0.861 0.001000 Undoing: newLoss 6.05304786188699, oldLoss 6.053048628335346, deltaLossBound -7.664484509108588E-7 449: time = 1.499000 loss = 6.011813 testLoss 6.983979 (URBAN=0.0) lambda = -0.2035 alpha = 0.000943 lossBound = -0.000000 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000000 Updating 26 features increaseLambda: 0.861 0.000000 Newton: returning 0.027470077802007595 Updating 8 features Updating 5 features Search: 0.861 0.000000 NewtonStep: 1.59 0.022000 increaseLambda: 0.861 0.000000 Undoing contribution: was 0.0013717847545019401 now 0.001371018306052344 increaseLambda: 1.59 0.000000 263: time = 0.861000 loss = 6.053048 testLoss 6.848704 'PTL_COND__rev lambda = 0.2057 alpha = -0.002573 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 387: time = 1.590000 loss = 6.081476 testLoss 7.139789 'PTL__rev lambda = -0.2917 alpha = -0.005399 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Loss was 6.0118131695970805, now 6.011811079717856, delta -0.000002 parallelUpdate: 1.5 0.001000 157: time = 0.662000 loss = 6.043017 testLoss 7.020500 COND: lambda = -0.5403 min = 4.0000 max = 50,590.0000 alpha = -0.540288 lossBound = -0.000005 W1 = 0.009348 N1 = 0.008479 deltaLoss = -0.000045 Updating 6 features NewtonStep: 0.863 0.002000 increaseLambda: 0.864 0.001000 Undoing contribution: was 0.0026030640947142833 now 0.0026018157550808415 264: time = 0.864000 loss = 6.053047 testLoss 6.848787 ANC^2: lambda = -1.2389 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.067459 lossBound = -0.000000 W1 = 0.001695 N1 = 0.000695 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.666 0.004000 increaseLambda: 0.667 0.001000 158: time = 0.667000 loss = 6.042949 testLoss 7.023366 'COND__rev lambda = -0.3251 alpha = -0.045293 lossBound = -0.000022 W1 = 0.703508 N1 = 0.677996 deltaLoss = -0.000068 Updating 3 features NewtonStep: 1.594 0.004000 Updating 6 features NewtonStep: 0.866 0.002000 increaseLambda: 1.595 0.001000 Undoing contribution: was 0.2214997403453824 now 0.22149878849284604 388: time = 1.595000 loss = 6.081475 testLoss 7.139849 'PTL__rev lambda = -0.8060 alpha = 0.005221 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 0.866 0.000000 265: time = 0.866000 loss = 6.053021 testLoss 6.849071 DOC: lambda = -2.4379 min = 0.3400 max = 290.5700 alpha = -0.482644 lossBound = -0.000000 W1 = 0.017875 N1 = 0.016866 deltaLoss = -0.000025 Updating 5 features NewtonStep: 0.668 0.001000 increaseLambda: 0.669 0.001000 Undoing contribution: was 0.019347761525581073 now 0.019315658567745895 159: time = 0.669000 loss = 6.042917 testLoss 7.021483 'COND__rev lambda = -0.4976 alpha = 0.026962 lossBound = -0.000012 W1 = 0.625258 N1 = 0.596381 deltaLoss = -0.000032 Updating 3 features NewtonStep: 1.597 0.002000 Updating 5 features NewtonStep: 0.868 0.002000 increaseLambda: 1.597 0.000000 389: time = 1.597000 loss = 6.081474 testLoss 7.139792 'PTL__rev lambda = -0.2971 alpha = -0.005379 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 37 features increaseLambda: 0.868 0.000000 Undoing contribution: was 0.025102322753585527 now 0.025087290675620922 266: time = 0.868000 loss = 6.053006 testLoss 6.848470 'DOC__rev lambda = 0.4161 alpha = -0.028954 lossBound = -0.000002 W1 = 0.626156 N1 = 0.640866 deltaLoss = -0.000015 Updating 6 features NewtonStep: 0.67 0.001000 increaseLambda: 0.671 0.001000 160: time = 0.671000 loss = 6.042887 testLoss 7.023394 'COND__rev lambda = -0.3551 alpha = -0.029961 lossBound = -0.000010 W1 = 0.703522 N1 = 0.677996 deltaLoss = -0.000030 Reducing stepsize from 1.7459476477848772 to 0.3575074938150336 Newton: returning 0.3575074938150336 Updating 4 features Updating 5 features NewtonStep: 0.87 0.002000 increaseLambda: 0.87 0.000000 Undoing contribution: was 0.0026018157550808415 now 0.002600902859874302 267: time = 0.870000 loss = 6.053006 testLoss 6.848542 ANC^2: lambda = -1.1811 min = 0.2500 max = 8,396,588,362.4100 Loss was 6.081473888927966, now 6.081422431255288, delta -0.000051 parallelUpdate: 1.599 0.002000 Updating 7 features NewtonStep: 0.673 0.002000 increaseLambda: 0.673 0.000000 Undoing contribution: was 2.416535962274479E-4 now 1.1670674775713922E-4 161: time = 0.673000 loss = 6.042762 testLoss 7.024356 COND^2: lambda = -0.5057 min = 16.0000 max = 2,559,348,100.0000 alpha = 1.014373 lossBound = -0.000050 W1 = 0.001223 N1 = 0.000135 deltaLoss = -0.000125 Updating 1 features NewtonStep: 1.601 0.002000 alpha = 0.057834 lossBound = -0.000000 W1 = 0.001695 N1 = 0.000695 deltaLoss = -0.000001 increaseLambda: 1.601 0.000000 Undoing contribution: was 0.002113513417120845 now 0.0021088251455090258 Updating 7 features 391: time = 1.602000 loss = 6.081418 testLoss 7.140680 NewtonStep: 0.675 0.002000 increaseLambda: 0.675 0.000000 Undoing contribution: was 0.019315658567745895 now 0.01926818668953526 162: time = 0.675000 loss = 6.042714 testLoss 7.022063 'COND__rev lambda = -0.4649 alpha = 0.032717 lossBound = -0.000018 W1 = 0.625254 N1 = 0.596381 deltaLoss = -0.000047 Updating 4 features NewtonStep: 1.512 0.012000 increaseLambda: 1.512 0.000000 Undoing contribution: was 1.0657730113831923E-4 now 1.0496842279754395E-4 451: time = 1.512000 loss = 6.011809 testLoss 6.983955 'PTL__rev lambda = -0.7454 alpha = 0.007021 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 Updating 4 features NewtonStep: 0.874 0.004000 'ANC__rev lambda = -1.0337 alpha = 0.025493 lossBound = -0.000002 W1 = 0.032024 N1 = 0.017316 deltaLoss = -0.000005 increaseLambda: 0.874 0.000000 Undoing contribution: was 0.004333317147678792 now 0.004330192080737569 268: time = 0.874000 loss = 6.053002 testLoss 6.848525 PTL: lambda = 5.0523 min = 1.0000 max = 4,865.0000 alpha = -0.047208 lossBound = -0.000000 W1 = 0.019302 N1 = 0.021255 deltaLoss = -0.000003 Updating 3 features NewtonStep: 0.876 0.002000 Updating 4 features NewtonStep: 1.606 0.004000 increaseLambda: 0.877 0.001000 Undoing contribution: was 0.002600902859874302 now 0.002599233174699292 269: time = 0.877000 loss = 6.053001 testLoss 6.848623 ANC^2: lambda = -1.1023 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.078739 lossBound = -0.000001 W1 = 0.001696 N1 = 0.000695 deltaLoss = -0.000002 Updating 32 features increaseLambda: 1.606 0.000000 Undoing contribution: was 0.22149878849284604 now 0.2214976075271537 392: time = 1.606000 loss = 6.081417 testLoss 7.140747 'PTL__rev lambda = -0.7679 alpha = 0.005818 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Reducing stepsize from 1.2326100642884354 to 1.2128048218578678 Reducing stepsize from 1.2128048218578678 to 0.6783184256410226 Newton: returning 0.6783184256410226 Updating 5 features Updating 7 features NewtonStep: 1.516 0.004000 Loss was 6.053000728204765, now 6.0528453073451844, delta -0.000155 parallelUpdate: 0.878 0.001000 increaseLambda: 1.516 0.000000 452: time = 1.516000 loss = 6.011809 testLoss 6.984786 NTL_COND^2: lambda = -1.5191 min = 1.0000 max = 9.0000 alpha = -0.004109 lossBound = -0.000000 W1 = 0.128609 N1 = 0.121324 deltaLoss = -0.000000 Updating 2 features NewtonStep: 1.608 0.002000 increaseLambda: 1.608 0.000000 393: time = 1.608000 loss = 6.081416 testLoss 7.140448 'CHLA__rev lambda = -0.2625 alpha = -0.003827 lossBound = -0.000001 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000001 Updating 3 features Updating 8 features NewtonStep: 0.88 0.002000 NewtonStep: 1.518 0.002000 increaseLambda: 0.88 0.000000 Undoing contribution: was 0.013131398664211104Updating 7 features NewtonStep: 0.682 0.007000 increaseLambda: 0.683 0.001000 163: time = 0.683000 loss = 6.042608 testLoss 7.020503 COND: lambda = -0.9640 min = 4.0000 max = 50,590.0000 alpha = -0.423730 lossBound = -0.000011 W1 = 0.009534 N1 = 0.008479 deltaLoss = -0.000107 Updating 3 features NewtonStep: 1.61 0.002000 increaseLambda: 1.61 0.000000 394: time = 1.610000 loss = 6.081411 testLoss 7.140072 COND: lambda = -3.0958 min = 4.0000 max = 50,590.0000 alpha = -0.108176 lossBound = -0.000000 W1 = 0.009482 N1 = 0.008479 deltaLoss = -0.000005 Updating 8 features NewtonStep: 0.685 0.002000 increaseLambda: 0.685 0.000000 Undoing contribution: was 0.010774345676455759 now 0.010675046970731088 164: time = 0.685000 loss = 6.042508 testLoss 7.006180 NTL_COND^2: lambda = -1.3556 min = 1.0000 max = 9.0000 alpha = 0.070316 lossBound = -0.000037 W1 = 0.128642 N1 = 0.121324 deltaLoss = -0.000099 Updating 6 features NewtonStep: 1.612 0.002000 increaseLambda: 1.612 0.000000 395: time = 1.612000 loss = 6.081409 testLoss 7.140573 'COND__rev lambda = -0.6181 alpha = -0.007766 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 8 features NewtonStep: 0.687 0.002000 increaseLambda: 0.687 0.000000 Undoing: newLoss 6.04248580351268, oldLoss 6.042508380135609, deltaLossBound -2.2592041329353774E-5 increaseLambda: 0.687 0.000000 Updating 3 features NewtonStep: 1.614 0.002000 Search: 0.687 0.000000 increaseLambda: 1.615 0.001000 Undoing contribution: was 0.0023630604689672337 now 0.002360787515881043 396: time = 1.615000 loss = 6.081407 testLoss 7.140076 increaseLambda: 0.688 0.001000 'COND__rev lambda = -0.5280 alpha = 0.007203 lossBound = -0.000001 W1 = 0.627664 N1 = 0.598874 deltaLoss = -0.000002 165: time = 0.688000 loss = 6.042486 testLoss 7.015110 'NTL_COND lambda = -1.4278 alpha = -0.055343 lossBound = -0.000023 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000023 Updating 7 features Updating 6 features NewtonStep: 0.69 0.002000 NewtonStep: 1.617 0.002000 increaseLambda: 0.69 0.000000 increaseLambda: 1.617 0.000000 166: time = 0.690000 loss = 6.042435 testLoss 7.017584 'COND__rev lambda = -0.3941 alpha = -0.038964 lossBound = -0.000016 W1 = 0.703514 N1 = 0.677996 deltaLoss = -0.000051 397: time = 1.617000 loss = 6.081404 testLoss 7.140589 'COND__rev lambda = -0.6260 alpha = -0.007951 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 7 features Updating 5 features NewtonStep: 1.619 0.002000 increaseLambda: 0.692 0.002000 167: time = 0.692000 loss = 6.042422 testLoss 7.017350 (URBAN=1.0) lambda = 0.5474 alpha = 0.010428 lossBound = -0.000013 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000013 increaseLambda: 1.619 0.000000 Undoing contribution: was 0.002360787515881043 now 0.0023586711246747567 398: time = 1.619000 loss = 6.081402 testLoss 7.140110 now 0.01312965806525458 increaseLambda: 1.518 0.000000 Undoing: newLoss 6.011808928898009, oldLoss 6.011809125607658, deltaLossBound -1.967109152683545E-7 271: time = 0.890000 loss = 6.052844 testLoss 6.852906 'COND__rev lambda = -0.7741 alpha = 0.006196 lossBound = -0.000001 W1 = 0.625266 N1 = 0.596381 deltaLoss = -0.000002 increaseLambda: 1.528 0.010000 Search: 1.529 0.001000 increaseLambda: 1.529 0.000000 Undoing contribution: was 0.13628529735285777 now 0.13628510064194443 453: time = 1.529000 loss = 6.011809 testLoss 6.983942 'NTL_COND lambda = -1.4018 alpha = 0.005215 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 4 features NewtonStep: 0.892 0.002000 increaseLambda: 0.892 0.000000 272: time = 0.892000 loss = 6.052842 testLoss 6.852747 'CHLA__rev lambda = -0.0520 alpha = -0.007751 lossBound = -0.000001 W1 = 0.744506 N1 = 0.721007 deltaLoss = -0.000002 Updating 8 features NewtonStep: 1.531 0.002000 increaseLambda: 1.531 0.000000 Undoing contribution: was 0.002712164706754096 now 0.002711919612261839 454: time = 1.531000 loss = 6.011809 testLoss 6.983807 CHLA_COND^2: lambda = 2.3589 min = 1.0000 max = 81.0000 alpha = -0.003248 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 'COND__rev lambda = -0.5211 alpha = 0.006950 lossBound = -0.000001 W1 = 0.627665 N1 = 0.598874 deltaLoss = -0.000002 Updating 8 features NewtonStep: 1.533 0.002000 Updating 5 features NewtonStep: 1.624 0.005000 increaseLambda: 1.533 0.000000 455: time = 1.533000 loss = 6.011808 testLoss 6.984290 PTL_COND: lambda = -0.1459 min = 1.0000 max = 3.0000 alpha = -0.001931 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000000 increaseLambda: 1.624 0.000000 399: time = 1.624000 loss = 6.081400 testLoss 7.140605 'COND__rev lambda = -0.6337 alpha = -0.007670 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 8 features NewtonStep: 1.535 0.002000 Updating 6 features NewtonStep: 0.897 0.005000 increaseLambda: 1.535 0.000000 Updating 4 features NewtonStep: 1.626 0.002000 increaseLambda: 0.898 0.001000 273: time = 0.898000 loss = 6.052841 testLoss 6.852848 'ANC__rev lambda = -0.0466 alpha = -0.011635 lossBound = -0.000000 W1 = 0.032022 N1 = 0.017316 deltaLoss = -0.000001 increaseLambda: 1.627 0.001000 Undoing contribution: was 0.0023586711246747567 now 0.0023567011815372537 400: time = 1.627000 loss = 6.081398 testLoss 7.140143 'COND__rev lambda = -0.5144 alpha = 0.006705 lossBound = -0.000001 W1 = 0.627665 N1 = 0.598874 deltaLoss = -0.000002 Updating 5 features NewtonStep: 0.701 0.009000 increaseLambda: 0.701 0.000000 Undoing contribution: was 0.0045926471513900976 now 0.004563901765027326 168: time = 0.701000 loss = 6.042393 testLoss 7.016527 CHLA_COND: lambda = 0.3984 min = 1.0000 max = 9.0000 alpha = -0.034301 lossBound = -0.000015 W1 = 0.104047 N1 = 0.113971 deltaLoss = -0.000029 Updating 4 features NewtonStep: 0.899 0.001000 Updating 5 features NewtonStep: 1.629 0.002000 increaseLambda: 0.9 0.001000 Undoing contribution: was 0.010944708562328638 now 0.010943637323089101 274: time = 0.900000 loss = 6.052840 testLoss 6.852749 'ANC__rev lambda = -0.4397 alpha = 0.010442 lossBound = -0.000001 W1 = 0.043050 N1 = 0.028343 deltaLoss = -0.000001 increaseLambda: 1.629 0.000000 401: time = 1.629000 loss = 6.081396 testLoss 7.140620 'COND__rev lambda = -0.6411 alpha = -0.007399 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 6 features NewtonStep: 0.703 0.002000 increaseLambda: 0.703 0.000000 Undoing contribution: was 1.1670674775713922E-4 now 8.824962631829851E-5 169: time = 0.703000 loss = 6.042365 testLoss 7.016932 COND^2: lambda = -0.1016 min = 16.0000 max = 2,559,348,100.0000 alpha = 0.404037 lossBound = -0.000011 W1 = 0.001151 N1 = 0.000135 deltaLoss = -0.000028 456: time = 1.535000 loss = 6.011807 testLoss 6.984298 PTL: lambda = 2.7539 min = 1.0000 max = 4,865.0000 alpha = 0.031625 lossBound = -0.000000 W1 = 0.019301 N1 = 0.021255 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.631 0.002000 increaseLambda: 1.631 0.000000 Undoing contribution: was 0.0023567011815372537 now 0.0023548675377964086 402: time = 1.631000 loss = 6.081395 testLoss 7.140175 'COND__rev lambda = -0.5079 alpha = 0.006469 lossBound = -0.000001 W1 = 0.627665 N1 = 0.598874 deltaLoss = -0.000002 Updating 9 features NewtonStep: 1.541 0.006000 increaseLambda: 1.541 0.000000 457: time = 1.542000 loss = 6.011807 testLoss 6.984792 PTL_COND: lambda = -0.1479 min = 1.0000 max = 3.0000 alpha = -0.001977 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000000 Updating 6 features NewtonStep: 0.706 0.003000 increaseLambda: 0.706 0.000000 Updating 6 features NewtonStep: 1.633 0.002000 170: time = 0.706000 loss = 6.042263 testLoss 7.015379 COND: lambda = -1.3869 min = 4.0000 max = 50,590.0000 alpha = -0.422871 lossBound = -0.000010 W1 = 0.009531 N1 = 0.008479 deltaLoss = -0.000101 increaseLambda: 1.633 0.000000 403: time = 1.633000 loss = 6.081393 testLoss 7.140635 'COND__rev lambda = -0.6482 alpha = -0.007137 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 8 features NewtonStep: 1.543 0.001000 increaseLambda: 1.543 0.000000 Undoing: newLoss 6.011806776832464, oldLoss 6.011806972036288, deltaLossBound -1.952038296147338E-7 increaseLambda: 1.544 0.001000 Updating 6 features Reducing newton stepsize from 0.6609518263747813 to 0.10161909793804713 NewtonStep: 0.708 0.002000 Search: 1.544 0.000000 increaseLambda: 0.708 0.000000 Undoing contribution: was 8.824962631829851E-5 now 6.712243989752113E-5 171: time = 0.708000 loss = 6.042242 testLoss 7.015467 COND^2: lambda = 0.0000 min = 16.0000 max = 2,559,348,100.0000 alpha = 0.101619 lossBound = -0.000018 W1 = 0.000945 N1 = 0.000135 deltaLoss = -0.000021 increaseLambda: 1.544 0.000000 Undoing contribution: was 0.0035314909380632985 now 0.0035312957342333094 458: time = 1.544000 loss = 6.011807 testLoss 6.984463 'PTL_COND__rev lambda = 0.1799 alpha = -0.001299 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 6 features Updating 7 features NewtonStep: 0.71 0.002000 increaseLambda: 1.546 0.002000 Undoing contribution: was 0.09625940938393462 now 0.09625928426109276 increaseLambda: 0.71 0.000000 Undoing contribution: was 0.0034777026732413807 now 0.003463753561913143 459: time = 1.546000 loss = 6.011807 testLoss 6.984484 (LAKE_ORIGIN=0.0) lambda = -0.4418 alpha = 0.001664 lossBound = -0.000000 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000000 172: time = 0.710000 loss = 6.042228 testLoss 7.016689 'CHLA__rev lambda = -0.2387 alpha = 0.014962 lossBound = -0.000008 W1 = 0.299863 N1 = 0.269770 deltaLoss = -0.000014 Updating 8 features NewtonStep: 1.548 0.002000 increaseLambda: 1.548 0.000000 460: time = 1.548000 loss = 6.011806 testLoss 6.984914 PTL_COND: lambda = -0.1496 min = 1.0000 max = 3.0000 alpha = -0.001720 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000000 Updating 8 features NewtonStep: 1.55 0.002000 Updating 6 features NewtonStep: 0.714 0.004000 increaseLambda: 1.55 0.000000 Undoing: newLoss 6.011806345031476, oldLoss 6.011806481124142, deltaLossBound -1.360926691468855E-7 increaseLambda: 0.714 0.000000 Undoing contribution: was 0.010675046970731088 now 0.010664765491635435 173: time = 0.714000 loss = 6.042218 testLoss 7.012129 NTL_COND^2: lambda = -1.3331 min = 1.0000 max = 9.0000 alpha = 0.022494 lossBound = -0.000004 W1 = 0.128613 N1 = 0.121324 deltaLoss = -0.000010 increaseLambda: 1.55 0.000000 Search: 1.55 0.000000 Updating 3 features NewtonStep: 0.913 0.013000 increaseLambda: 1.551 0.001000 Undoing contribution: was 0.0035312957342333094 now 0.003531159641566396 461: time = 1.551000 loss = 6.011806 testLoss 6.984639 'PTL_COND__rev lambda = 0.1788 alpha = -0.001084 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 increaseLambda: 0.913 0.000000 275: time = 0.913000 loss = 6.052839 testLoss 6.852855 'ANC__rev lambda = -0.0588 alpha = -0.012144 lossBound = -0.000000 W1 = 0.032022 N1 = 0.017316 deltaLoss = -0.000001 Updating 7 features NewtonStep: 0.716 0.002000 increaseLambda: 0.716 0.000000 Undoing contribution: was 0.01926818668953526 now 0.019260035661027106 Updating 8 features NewtonStep: 1.552 0.001000 174: time = 0.716000 loss = 6.042210 testLoss 7.011186 'COND__rev lambda = -0.4513 alpha = 0.013614 lossBound = -0.000003 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000008 increaseLambda: 1.553 0.001000 462: time = 1.553000 loss = 6.011794 testLoss 6.984915 DOC: lambda = -16.9134 min = 0.3400 max = 290.5700 alpha = -0.448687 lossBound = -0.000000 W1 = 0.017867 N1 = 0.016866 deltaLoss = -0.000012 Updating 3 features NewtonStep: 0.915 0.002000 increaseLambda: 0.915 0.000000 Undoing contribution: was 0.05170392830340772 now 0.05170231429512603 276: time = 0.915000 loss = 6.052837 testLoss 6.851352 TURB_COND: lambda = -2.4527 min = 1.0000 max = 3.0000 alpha = 0.008236 lossBound = -0.000001 W1 = 0.082444 N1 = 0.073529 deltaLoss = -0.000002 Updating 7 features NewtonStep: 1.554 0.001000 Updating 8 features NewtonStep: 0.719 0.003000 increaseLambda: 1.555 0.001000 Undoing contribution: was 0.006263379072877264 now 0.006254520248249619 463: time = 1.555000 loss = 6.011785 testLoss 6.984456 'DOC__rev lambda = 0.0412 alpha = -0.022428 lossBound = -0.000001 W1 = 0.628123 N1 = 0.642831 deltaLoss = -0.000009 increaseLambda: 0.719 0.000000 175: time = 0.719000 loss = 6.042179 testLoss 7.013116 'COND__rev lambda = -0.4243 alpha = -0.030265 lossBound = -0.000010 W1 = 0.703522 N1 = 0.677996 deltaLoss = -0.000031 Updating 4 features NewtonStep: 0.917 0.002000 increaseLambda: 0.918 0.001000 Undoing: newLoss 6.052836320976682, oldLoss 6.052837084203913, deltaLossBound -7.63227326090209E-7 Updating 8 features increaseLambda: 0.918 0.000000 increaseLambda: 1.557 0.002000 Undoing contribution: was 0.020240438360617397 now 0.02024043265875619 Search: 0.919 0.001000 Updating 8 features 464: time = 1.557000 loss = 6.011785 testLoss 6.984460 (URBAN=0.0) lambda = -0.2033 alpha = 0.000218 lossBound = -0.000000 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000000 increaseLambda: 0.919 0.000000 277: time = 0.919000 loss = 6.052836 testLoss 6.852002 'PTL_COND__rev lambda = 0.2068 alpha = 0.002567 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 Updating 4 features Updating 8 features NewtonStep: 1.558 0.001000 NewtonStep: 1.649 0.016000 increaseLambda: 1.559 0.001000 increaseLambda: 1.65 0.001000 Undoing contribution: was 0.0023548675377964086 now 0.0023531607494679603 465: time = 1.559000 loss = 6.011785 testLoss 6.984833 PTL_COND: lambda = -0.1511 min = 1.0000 max = 3.0000 alpha = -0.001487 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000000 404: time = 1.650000 loss = 6.081391 testLoss 7.140205 'COND__rev lambda = -0.5016 alpha = 0.006241 lossBound = -0.000001 W1 = 0.627665 N1 = 0.598874 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.921 0.002000 increaseLambda: 0.921 0.000000 Undoing contribution: was 0.010943637323089101 now 0.010942605647890498 278: time = 0.921000 loss = 6.052835 testLoss 6.851905 'ANC__rev lambda = -0.4295 alpha = 0.010247 lossBound = -0.000000 W1 = 0.043050 N1 = 0.028343 deltaLoss = -0.000001 NewtonStep: 0.721 0.002000 Updating 7 features NewtonStep: 1.563 0.004000 increaseLambda: 1.563 0.000000 Undoing contribution: was 0.042224076869959444 now 0.04222386582152827 466: time = 1.563000 loss = 6.011785 testLoss 6.984292 TURB_COND: lambda = -2.1949 min = 1.0000 max = 3.0000 alpha = 0.002965 lossBound = -0.000000 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000000 increaseLambda: 0.728 0.007000 Undoing contribution: was 0.019260035661027106 now 0.01923017916732842 176: time = 0.728000 loss = 6.042149 testLoss 7.011303 'COND__rev lambda = -0.4253 alpha = 0.025987 lossBound = -0.000011 W1 = 0.625259 N1 = 0.596381 deltaLoss = -0.000030 Updating 3 features NewtonStep: 0.927 0.006000 Updating 7 features increaseLambda: 0.927 0.000000 NewtonStep: 1.565 0.002000 279: time = 0.927000 loss = 6.052834 testLoss 6.852008 'ANC__rev lambda = -0.0706 alpha = -0.011822 lossBound = -0.000000 W1 = 0.032022 N1 = 0.017316 deltaLoss = -0.000001 increaseLambda: 1.565 0.000000 Updating 7 features NewtonStep: 0.729 0.001000 467: time = 1.565000 loss = 6.011785 testLoss 6.984222 'PTL__rev lambda = -0.1084 alpha = -0.001719 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000000 increaseLambda: 0.73 0.001000 177: time = 0.730000 loss = 6.042121 testLoss 7.013156 'COND__rev lambda = -0.4534 alpha = -0.029052 lossBound = -0.000009 W1 = 0.703522 N1 = 0.677996 deltaLoss = -0.000028 Updating 3 features NewtonStep: 0.929 0.002000 Updating 6 features NewtonStep: 1.567 0.002000 increaseLambda: 0.929 0.000000 Undoing contribution: was 0.010942605647890498 now 0.010941664208792263 increaseLambda: 1.567 0.000000 Undoing contribution: was 0.007028213356475465 now 0.007028010809181861 280: time = 0.929000 loss = 6.052833 testLoss 6.851915 'ANC__rev lambda = -0.4197 alpha = 0.009789 lossBound = -0.000000 W1 = 0.043050 N1 = 0.028343 deltaLoss = -0.000001 468: time = 1.567000 loss = 6.011785 testLoss 6.984464 'CHLA__rev lambda = -0.4844 alpha = 0.002013 lossBound = -0.000000 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000000 Updating 5 features NewtonStep: 0.732 0.002000 increaseLambda: 0.732 0.000000 Undoing contribution: was 0.01923017916732842 now 0.019202469602000814 178: time = 0.732000 loss = 6.042093 testLoss 7.011411 'COND__rev lambda = -0.4003 alpha = 0.025030 lossBound = -0.000010 W1 = 0.625259 N1 = 0.596381 deltaLoss = -0.000028 Updating 5 features NewtonStep: 1.569 0.002000 Updating 5 features increaseLambda: 1.569 0.000000 469: time = 1.569000 loss = 6.011784 testLoss 6.984332 'CHLA__rev lambda = -0.0346 alpha = -0.001691 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 increaseLambda: 0.931 0.002000 Undoing contribution: was 0.0929339642370568 now 0.09293349992550404 281: time = 0.931000 loss = 6.052833 testLoss 6.851954 (LAKE_ORIGIN=0.0) lambda = -0.1068 alpha = 0.003205 lossBound = -0.000000 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000000 Updating 6 features NewtonStep: 0.734 0.002000 increaseLambda: 0.734 0.000000 179: time = 0.734000 loss = 6.042067 testLoss 7.013196 'COND__rev lambda = -0.4814 alpha = -0.027971 lossBound = -0.000009 W1 = 0.703523 N1 = 0.677996 deltaLoss = -0.000026 Updating 27 features Newton: returning 0.5941406744476502 Updating 5 features Updating 5 features NewtonStep: 1.571 0.002000 increaseLambda: 1.571 0.000000 470: time = 1.571000 loss = 6.011784 testLoss 6.984781 PTL_COND: lambda = -0.1529 min = 1.0000 max = 3.0000 Updating 5 features alpha = -0.001795 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000000 NewtonStep: 0.933 0.002000 Loss was 6.0420670033601525, now 6.041775208433353, delta -0.000292 parallelUpdate: 0.735 0.001000 increaseLambda: 0.934 0.001000 282: time = 0.934000 loss = 6.052832 testLoss 6.852062 'ANC__rev lambda = -0.0829 alpha = -0.012313 lossBound = -0.000000 W1 = 0.032022 N1 = 0.017316 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.573 0.002000 increaseLambda: 1.573 0.000000 Undoing: newLoss 6.011784076999353, oldLoss 6.011784146685439, deltaLossBound -6.968608697538139E-8 Updating 5 features NewtonStep: 0.935 0.001000 increaseLambda: 0.936 0.001000 Undoing contribution: was 0.010941664208792263 now 0.010940776673679304 283: time = 0.936000 loss = 6.052831 testLoss 6.851972 'ANC__rev lambda = -0.4102 alpha = 0.009504 lossBound = -0.000000 W1 = 0.043050 N1 = 0.028343 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.665 0.015000 increaseLambda: 1.665 0.000000 405: time = 1.665000 loss = 6.081389 testLoss 7.140650 'COND__rev lambda = -0.6551 alpha = -0.006885 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 5 features NewtonStep: 0.938 0.002000 increaseLambda: 0.938 0.000000 284: time = 0.938000 loss = 6.052830 testLoss 6.852068 'ANC__rev lambda = -0.0940 alpha = -0.011065 lossBound = -0.000000 W1 = 0.032022 N1 = 0.017316 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.667 0.002000 Updating 5 features NewtonStep: 0.741 0.006000 increaseLambda: 1.668 0.001000 Undoing contribution: was 0.0023531607494679603 now 0.002351572028196088 406: time = 1.668000 loss = 6.081388 testLoss 7.140235 'COND__rev lambda = -0.4956 alpha = 0.006021 lossBound = -0.000001 W1 = 0.627665 N1 = 0.598874 deltaLoss = -0.000002 increaseLambda: 0.741 0.000000 Undoing contribution: was 0.019202469602000814 now 0.01916332478411323 181: time = 0.741000 loss = 6.041736 testLoss 7.005180 'COND__rev lambda = -0.2935 alpha = 0.029688 lossBound = -0.000015 W1 = 0.625256 N1 = 0.596381 deltaLoss = -0.000039 Updating 5 features NewtonStep: 0.94 0.002000 increaseLambda: 0.94 0.000000 Undoing contribution: was 0.010940776673679304 now 0.010939952193431675 285: time = 0.940000 loss = 6.052829 testLoss 6.851981 'ANC__rev lambda = -0.4010 alpha = 0.009161 lossBound = -0.000000 W1 = 0.043050 N1 = 0.028343 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.67 0.002000 Updating 5 features NewtonStep: 0.743 0.002000 increaseLambda: 1.67 0.000000 increaseLambda: 0.743 0.000000 407: time = 1.670000 loss = 6.081386 testLoss 7.140664 'COND__rev lambda = -0.6618 alpha = -0.006641 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 182: time = 0.743000 loss = 6.041714 testLoss 7.006820 'COND__rev lambda = -0.6354 alpha = -0.025649 lossBound = -0.000007 W1 = 0.703525 N1 = 0.677996 deltaLoss = -0.000022 Updating 4 features NewtonStep: 0.942 0.002000 increaseLambda: 0.942 0.000000 286: time = 0.942000 loss = 6.052828 testLoss 6.852074 'ANC__rev lambda = -0.1046 alpha = -0.010660 lossBound = -0.000000 W1 = 0.032022 N1 = 0.017316 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.745 0.002000 Updating 2 features NewtonStep: 1.672 0.002000 increaseLambda: 1.672 0.000000 Undoing contribution: was 0.002351572028196088 now 0.0023500931956161393 408: time = 1.672000 loss = 6.081385 testLoss 7.140264 'COND__rev lambda = -0.4898 alpha = 0.005809 lossBound = -0.000001 W1 = 0.627665 N1 = 0.598874 deltaLoss = -0.000001 increaseLambda: 0.745 0.000000 183: time = 0.745000 loss = 6.041700 testLoss 7.011071 TURB_COND: lambda = -2.3429 min = 1.0000 max = 3.0000 alpha = -0.023401 lossBound = -0.000009 W1 = 0.082451 N1 = 0.073529 deltaLoss = -0.000013 increaseLambda: 1.582 0.009000 Search: 1.582 0.000000 increaseLambda: 1.583 0.001000 Undoing contribution: was 0.003531159641566396 now 0.003531089955480161 471: time = 1.583000 loss = 6.011784 testLoss 6.984584 'PTL_COND__rev lambda = 0.1780 alpha = -0.000776 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.674 0.002000 Updating 3 features NewtonStep: 0.747 0.002000 increaseLambda: 1.674 0.000000 increaseLambda: 0.747 0.000000 Undoing contribution: was 0.01916332478411323 now 0.019146682415621927 409: time = 1.674000 loss = 6.081383 testLoss 7.140677 'COND__rev lambda = -0.6682 alpha = -0.006406 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 184: time = 0.747000 loss = 6.041684 testLoss 7.009724 'COND__rev lambda = -0.2741 alpha = 0.019388 lossBound = -0.000006 W1 = 0.625262 N1 = 0.596381 deltaLoss = -0.000017 Updating 5 features NewtonStep: 1.584 0.001000 increaseLambda: 1.585 0.001000 Undoing contribution: was 0.007028010809181861 now 0.0070278867302525075 472: time = 1.585000 loss = 6.011784 testLoss 6.984774 'CHLA__rev lambda = -0.4828 alpha = 0.001576 lossBound = -0.000000 W1 = 0.179332 N1 = 0.153039 deltaLoss = -0.000000 Updating 4 features NewtonStep: 0.749 0.002000 Updating 3 features NewtonStep: 1.676 0.002000 increaseLambda: 0.749 0.000000 increaseLambda: 1.677 0.001000 Undoing contribution: was 0.0023500931956161393 now 0.0023487166409156897 185: time = 0.749000 loss = 6.041663 testLoss 7.011301 'COND__rev lambda = -0.6601 alpha = -0.024660 lossBound = -0.000007 W1 = 0.703525 N1 = 0.677996 deltaLoss = -0.000021 410: time = 1.677000 loss = 6.081382 testLoss 7.140291 'COND__rev lambda = -0.4842 alpha = 0.005604 lossBound = -0.000001 W1 = 0.627665 N1 = 0.598874 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.586 0.001000 increaseLambda: 1.587 0.001000 473: time = 1.587000 loss = 6.011784 testLoss 6.984665 'CHLA__rev lambda = -0.0360 alpha = -0.001392 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 3 features NewtonStep: 0.751 0.002000 Updating 4 features NewtonStep: 1.678 0.001000 increaseLambda: 0.752 0.001000 Undoing contribution: was 0.019146682415621927 now 0.01912662845959637 186: time = 0.752000 loss = 6.041643 testLoss 7.009821 'COND__rev lambda = -0.2528 alpha = 0.021268 lossBound = -0.000008 W1 = 0.625261 N1 = 0.596381 deltaLoss = -0.000020 increaseLambda: 1.679 0.001000 411: time = 1.679000 loss = 6.081381 testLoss 7.140690 'COND__rev lambda = -0.6743 alpha = -0.006180 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.588 0.001000 increaseLambda: 1.589 0.001000 Undoing contribution: was 0.028261805666209137 now 0.028261625550562296 474: time = 1.589000 loss = 6.011784 testLoss 6.984667 'TURB__rev lambda = -0.0514 alpha = 0.002157 lossBound = -0.000000 W1 = 0.187528 N1 = 0.164242 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.681 0.002000 increaseLambda: 1.681 0.000000 Undoing contribution: was 0.0023487166409156897 now 0.0023474352813523465 412: time = 1.681000 loss = 6.081379 testLoss 7.140318 'COND__rev lambda = -0.4788 alpha = 0.005406 lossBound = -0.000000 W1 = 0.627665 N1 = 0.598874 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.59 0.001000 increaseLambda: 1.591 0.001000 475: time = 1.591000 loss = 6.011783 testLoss 6.984649 'TURB__rev lambda = -0.5667 alpha = -0.003230 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000000 Updating 3 features Updating 4 features NewtonStep: 1.683 0.002000 Updating 4 features NewtonStep: 0.954 0.012000 increaseLambda: 1.683 0.000000 413: time = 1.683000 loss = 6.081378 testLoss 7.140703 'COND__rev lambda = -0.6803 Updating 4 features NewtonStep: 0.756 0.004000 NewtonStep: 1.592 0.001000 increaseLambda: 0.954 0.000000 Undoing contribution: was 0.010939952193431675 now 0.01093918702468642 287: time = 0.954000 loss = 6.052828 testLoss 6.851991 'ANC__rev lambda = -0.3922 alpha = 0.008825 lossBound = -0.000000 W1 = 0.043050 N1 = 0.028343 deltaLoss = -0.000001 increaseLambda: 1.593 0.001000 476: time = 1.593000 loss = 6.011783 testLoss 6.985066 PTL_COND: lambda = -0.1546 min = 1.0000 max = 3.0000 alpha = -0.001667 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000000 alpha = -0.005962 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.594 0.001000 increaseLambda: 1.595 0.001000 Undoing: newLoss 6.011783161094612, oldLoss 6.011783217943881, deltaLossBound -5.6849270427272464E-8 increaseLambda: 1.595 0.000000 Search: 1.595 0.000000 increaseLambda: 1.595 0.000000 Undoing contribution: was 0.003531089955480161 now 0.003531033106211757 477: time = 1.595000 loss = 6.011783 testLoss 6.984888 'PTL_COND__rev lambda = 0.1773 alpha = -0.000701 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.687 0.004000 increaseLambda: 1.687 0.000000 Undoing contribution: was 0.0023474352813523465 now 0.002346242525529348 increaseLambda: 0.76 0.004000 414: time = 1.687000 loss = 6.081377 testLoss 7.140344 'COND__rev lambda = -0.4736 187: time = 0.760000 loss = 6.041624 testLoss 7.011339 alpha = 0.005216 lossBound = -0.000000 W1 = 0.627665 N1 = 0.598874 deltaLoss = -0.000001 Updating 3 features NewtonStep: 0.959 0.005000 increaseLambda: 0.959 0.000000 'COND__rev lambda = -0.6838 Updating 4 features alpha = -0.023729 lossBound = -0.000006 W1 = 0.703526 N1 = 0.677996 deltaLoss = -0.000019 NewtonStep: 1.689 0.002000 increaseLambda: 1.689 0.000000 415: time = 1.689000 loss = 6.081376 testLoss 7.140715 'COND__rev lambda = -0.6861 alpha = -0.005751 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 3 features NewtonStep: 0.764 0.004000 increaseLambda: 0.764 0.000000 Undoing contribution: was 0.004563901765027326 now 0.004547628855656208 188: time = 0.764000 loss = 6.041608 testLoss 7.010726 CHLA_COND: lambda = 0.3337 min = 1.0000 max = 9.0000 alpha = -0.025815 lossBound = -0.000008 W1 = 0.104039 N1 = 0.113971 deltaLoss = -0.000016 Updating 2 features NewtonStep: 1.691 0.002000 increaseLambda: 1.692 0.001000 Undoing contribution: was 0.002346242525529348 now 0.0023451322392326686 416: time = 1.692000 loss = 6.081375 testLoss 7.140369 'COND__rev lambda = -0.4686 alpha = 0.005032 lossBound = -0.000000 W1 = 0.627665 N1 = 0.598874 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.766 0.002000 increaseLambda: 0.766 0.000000 Undoing contribution: was 0.01912662845959637 now 0.019110473129926784 189: time = 0.766000 loss = 6.041592 testLoss 7.009399 Updating 4 features 'COND__rev lambda = -0.2337 alpha = 0.019092 lossBound = -0.000006 W1 = 0.625262 N1 = 0.596381 deltaLoss = -0.000016 NewtonStep: 1.694 0.002000 increaseLambda: 1.694 0.000000 417: time = 1.694000 loss = 6.081374 testLoss 7.140727 'COND__rev lambda = -0.6916 alpha = -0.005548 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.768 0.002000 increaseLambda: 0.768 0.000000 190: time = 0.768000 loss = 6.041553 testLoss 7.011091 CHLA_COND^2: lambda = 2.2761 min = 1.0000 max = 81.0000 alpha = 0.041771 lossBound = -0.000027 W1 = 0.069405 N1 = 0.079044 deltaLoss = -0.000038 Updating 2 features NewtonStep: 1.696 0.002000 increaseLambda: 1.696 0.000000 Undoing contribution: was 0.0023451322392326686 now 0.002344098713628014 418: time = 1.696000 loss = 6.081373 testLoss 7.140393 'COND__rev lambda = -0.4637 alpha = 0.004855 lossBound = -0.000000 W1 = 0.627665 N1 = 0.598874 deltaLoss = -0.000001 288: time = 0.959000 loss = 6.052827 testLoss 6.852343 'COND__rev lambda = -0.1708 alpha = -0.005454 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.77 0.002000 increaseLambda: 0.771 0.001000 Undoing contribution: was 0.004547628855656208 now 0.0045138004757109525 191: time = 0.771000 loss = 6.041519 testLoss 7.010202 CHLA_COND: lambda = 0.2967 min = 1.0000 max = 9.0000 alpha = -0.036962 lossBound = -0.000017 W1 = 0.104051 N1 = 0.113971 deltaLoss = -0.000034 Updating 4 features NewtonStep: 0.97 0.011000 increaseLambda: 0.97 0.000000 Undoing contribution: was 0.01312965806525458 now 0.01312862964320839 289: time = 0.970000 loss = 6.052826 testLoss 6.852015 'COND__rev lambda = -0.7694 alpha = 0.004763 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.772 0.001000 increaseLambda: 0.773 0.001000 192: time = 0.773000 loss = 6.041489 testLoss 7.011696 CHLA_COND^2: lambda = 2.3128 min = 1.0000 max = 81.0000 alpha = 0.036776 lossBound = -0.000021 W1 = 0.069397 N1 = 0.079044 deltaLoss = -0.000030 Updating 3 features NewtonStep: 0.972 0.002000 Updating 4 features NewtonStep: 1.61 0.015000 increaseLambda: 0.972 0.000000 290: time = 0.972000 loss = 6.052825 testLoss 6.852107 'ANC__rev lambda = -0.1152 alpha = -0.010571 lossBound = -0.000000 W1 = 0.032022 N1 = 0.017316 deltaLoss = -0.000001 increaseLambda: 1.61 0.000000 478: time = 1.610000 loss = 6.011775 testLoss 6.985112 DOC: lambda = -17.2747 min = 0.3400 max = 290.5700 alpha = -0.361255 lossBound = -0.000000 W1 = 0.017866 N1 = 0.016866 deltaLoss = -0.000008 Updating 3 features NewtonStep: 0.774 0.001000 increaseLambda: 0.775 0.001000 193: time = 0.775000 loss = 6.041464 testLoss 7.008968 'CHLA__rev lambda = -0.3111 alpha = -0.022440 lossBound = -0.000017 W1 = 0.179143 N1 = 0.152846 deltaLoss = -0.000025 Updating 1 features NewtonStep: 0.974 0.002000 increaseLambda: 0.974 0.000000 Undoing contribution: was 0.01093918702468642 now 0.010938481624028535 291: time = 0.974000 loss = 6.052824 testLoss 6.852027 'ANC__rev lambda = -0.3837 alpha = 0.008474 lossBound = -0.000000 W1 = 0.043050 N1 = 0.028343 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.704 0.008000 Updating 4 features increaseLambda: 1.705 0.001000 NewtonStep: 1.614 0.004000 419: time = 1.705000 loss = 6.081372 testLoss 7.140739 'COND__rev lambda = -0.6970 alpha = -0.005352 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 36 features Updating 2 features NewtonStep: 0.976 0.002000 increaseLambda: 1.614 0.000000 Undoing contribution: was 5.569504581140284E-5 now 4.8097913312309736E-5 479: time = 1.614000 loss = 6.011768 testLoss 6.984732 'DOC__rev lambda = 0.0693 alpha = -0.022383 lossBound = -0.000001 W1 = 0.663253 N1 = 0.677961 deltaLoss = -0.000008 Updating 26 features increaseLambda: 0.977 0.001000 Newton: returning 0.3582288087069649 Updating 4 features 292: time = 0.977000 loss = 6.052823 testLoss 6.852373 'COND__rev lambda = -0.1761 alpha = -0.005347 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Reducing stepsize from 2.741452936152922 to 1.5692247859289674 Newton: returning 1.5692247859289674 Updating 5 features Loss was 6.011767727820678, now 6.011724340293142, delta -0.000043 parallelUpdate: 1.615 0.001000 Loss was 6.081371698906606, now 6.081356616062501, delta -0.000015 parallelUpdate: 1.707 0.002000 Updating 3 features NewtonStep: 0.978 0.001000 increaseLambda: 0.979 0.001000 Undoing contribution: was 0.01312862964320839 now 0.013127677513784198 293: time = 0.979000 loss = 6.052822 testLoss 6.852057 'COND__rev lambda = -0.7648 alpha = 0.004583 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000001 Updating 5 features increaseLambda: 1.618 0.003000 Undoing contribution: was 0.09625928426109276 now 0.09625873117297523 481: time = 1.618000 loss = 6.011724 testLoss 6.985945 (LAKE_ORIGIN=0.0) lambda = -0.4383 alpha = 0.003498 lossBound = -0.000001 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000001 Updating 3 features NewtonStep: 0.981 0.002000 increaseLambda: 0.981 0.000000 294: time = 0.981000 loss = 6.052821 testLoss 6.852145 'ANC__rev lambda = -0.1253 alpha = -0.010094 lossBound = -0.000000 W1 = 0.032022 N1 = 0.017316 deltaLoss = -0.000001 Updating 2 features NewtonStep: 1.71 0.003000 Updating 5 features NewtonStep: 1.619 0.001000 increaseLambda: 1.711 0.001000 421: time = 1.711000 loss = 6.081350 testLoss 7.141049 'PTL__rev lambda = -0.3588 alpha = -0.014250 lossBound = -0.000004 W1 = 0.134914 N1 = 0.113003 deltaLoss = -0.000007 increaseLambda: 1.62 0.001000 Undoing contribution: was 0.0070278867302525075 now 0.0070274306299403224 482: time = 1.620000 loss = 6.011723 testLoss 6.986309 'CHLA__rev lambda = -0.4736 alpha = 0.003022 lossBound = -0.000000 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000000 Updating 3 features NewtonStep: 0.983 0.002000 increaseLambda: 0.983 0.000000 Undoing contribution: was 0.010938481624028535 now 0.010937830132591737 295: time = 0.983000 loss = 6.052821 testLoss 6.852068 'ANC__rev lambda = -0.3756 alpha = 0.008144 lossBound = -0.000000 W1 = 0.043050 N1 = 0.028343 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.621 0.001000 Updating 2 features NewtonStep: 1.712 0.001000 increaseLambda: 1.622 0.001000 Undoing: newLoss 6.011723265373622, oldLoss 6.0117233311047125, deltaLossBound -6.573123039024762E-8 increaseLambda: 1.713 0.001000 Undoing contribution: was 1.4177840820530179E-5 now 1.1685074937041833E-5 422: time = 1.713000 loss = 6.081347 testLoss 7.141031 'NTL__rev lambda = 0.0376 alpha = -0.008799 lossBound = -0.000001 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000002 increaseLambda: 1.622 0.000000 Search: 1.622 0.000000 increaseLambda: 1.623 0.001000 Undoing contribution: was 0.13628510064194443 now 0.1362850349107142 483: time = 1.623000 loss = 6.011723 testLoss 6.985821 Updating 3 features 'NTL_COND lambda = -1.3900 alpha = 0.003014 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 NewtonStep: 0.985 0.002000 increaseLambda: 0.985 0.000000 296: time = 0.985000 loss = 6.052820 testLoss 6.852401 'COND__rev lambda = -0.1813 alpha = -0.005152 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 2 features NewtonStep: 1.715 0.002000 increaseLambda: 1.715 0.000000 Undoing contribution: was 0.2214976075271537 now 0.22149411203048025 423: time = 1.715000 loss = 6.081344 testLoss 7.141146 'PTL__rev lambda = -0.7442 alpha = 0.010023 lossBound = -0.000002 W1 = 0.145370 N1 = 0.122951 deltaLoss = -0.000003 Updating 7 features NewtonStep: 1.624 0.001000 increaseLambda: 1.625 0.001000 Undoing contribution: was 0.0032556019782704294 now 0.0032554893919079743 484: time = 1.625000 loss = 6.011723 testLoss 6.985877 'PTL__rev lambda = -0.4541 alpha = 0.001408 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 Updating 3 features NewtonStep: 0.987 0.002000 increaseLambda: 0.987 0.000000 Undoing contribution: was 0.013127677513784198 now 0.013126796424247756 297: time = 0.987000 loss = 6.052819 testLoss 6.852097 'COND__rev lambda = -0.7604 alpha = 0.004409 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000001 Updating 2 features NewtonStep: 1.717 0.002000 increaseLambda: 1.717 0.000000 424: time = 1.717000 loss = 6.081343 testLoss 7.141259 'ANC__rev lambda = -1.0453 alpha = -0.012902 lossBound = -0.000001 W1 = 0.032022 N1 = 0.017316 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.626 0.001000 increaseLambda: 1.627 0.001000 485: time = 1.627000 loss = 6.011723 testLoss 6.985848 'PTL__rev lambda = -0.7492 alpha = -0.002750 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 4 features NewtonStep: 0.792 0.017000 Updating 6 features NewtonStep: 1.628 0.001000 increaseLambda: 0.792 0.000000 194: time = 0.792000 loss = 6.041448 testLoss 7.010363 'COND__rev lambda = -0.7056 alpha = -0.021792 lossBound = -0.000005 W1 = 0.703527 N1 = 0.677996 deltaLoss = -0.000016 increaseLambda: 1.629 0.001000 Undoing contribution: was 0.0032554893919079743 now 0.003255343981408333 486: time = 1.629000 loss = 6.011723 testLoss 6.985912 'PTL__rev lambda = -0.4525 alpha = 0.001600 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.72 0.003000 increaseLambda: 1.721 0.001000 425: time = 1.721000 loss = 6.081343 testLoss 7.141529 PTL_COND: lambda = -0.0278 min = 1.0000 max = 3.0000 alpha = -0.001079 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000000 Updating 3 features NewtonStep: 0.794 0.002000 Updating 4 features NewtonStep: 1.63 0.001000 increaseLambda: 0.795 0.001000 Undoing contribution: was 0.0045138004757109525 now 0.004500581242026372 195: time = 0.795000 loss = 6.041435 testLoss 7.009811 CHLA_COND: lambda = 0.2735 min = 1.0000 max = 9.0000 alpha = -0.023277 lossBound = -0.000007 W1 = 0.104037 N1 = 0.113971 deltaLoss = -0.000013 increaseLambda: 1.631 0.001000 Undoing: newLoss 6.0117226122837275, oldLoss 6.011722759093509, deltaLossBound -1.468097849653693E-7 increaseLambda: 1.631 0.000000 Search: 1.631 0.000000 increaseLambda: 1.632 0.001000 Undoing contribution: was 0.003531033106211757 now 0.0035308862964269837 487: time = 1.632000 loss = 6.011723 testLoss 6.985626 'PTL_COND__rev lambda = 0.1703 alpha = -0.001126 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.723 0.002000 Updating 4 features NewtonStep: 0.796 0.001000 increaseLambda: 1.723 0.000000 426: time = 1.724000 loss = 6.081342 testLoss 7.141289 'CHLA__rev lambda = -0.2657 alpha = -0.003075 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000001 increaseLambda: 0.797 0.001000 196: time = 0.797000 loss = 6.041402 testLoss 7.011375 CHLA_COND^2: lambda = 2.3514 min = 1.0000 max = 81.0000 alpha = 0.038543 lossBound = -0.000023 W1 = 0.069400 N1 = 0.079044 deltaLoss = -0.000033 Updating 6 features NewtonStep: 1.725 0.001000 Updating 4 features NewtonStep: 0.798 0.001000 increaseLambda: 1.726 0.001000 Undoing contribution: was 0.002778185138044358 now 0.002776359231132468 increaseLambda: 0.799 0.001000 Undoing contribution: was 0.004500581242026372 now 0.004468769942339493 197: time = 0.799000 loss = 6.041370 testLoss 7.010514 427: time = 1.726000 loss = 6.081340 testLoss 7.141131 'DOC__rev lambda = 0.7605 alpha = -0.011553 lossBound = -0.000000 W1 = 0.695391 N1 = 0.710098 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.997 0.010000 increaseLambda: 0.997 0.000000 298: time = 0.997000 loss = 6.052818 testLoss 6.852182 'ANC__rev lambda = -0.1350 alpha = -0.009696 lossBound = -0.000000 W1 = 0.032022 N1 = 0.017316 deltaLoss = -0.000001 CHLA_COND: lambda = 0.2376 min = 1.0000 max = 9.0000 Updating 2 features alpha = -0.035841 lossBound = -0.000016 W1 = 0.104050 N1 = 0.113971 deltaLoss = -0.000032 NewtonStep: 1.728 0.002000 increaseLambda: 1.728 0.000000 428: time = 1.728000 loss = 6.081336 testLoss 7.141424 'DOC__rev lambda = 0.1481 alpha = 0.015928 lossBound = -0.000001 W1 = 0.642386 N1 = 0.657093 deltaLoss = -0.000004 Updating 4 features NewtonStep: 0.802 0.003000 increaseLambda: 0.803 0.001000 198: time = 0.803000 loss = 6.041342 testLoss 7.011966 CHLA_COND^2: lambda = 2.3871 min = 1.0000 max = 81.0000 alpha = 0.035730 lossBound = -0.000020 W1 = 0.069396 N1 = 0.079044 deltaLoss = -0.000028 Updating 2 features NewtonStep: 1.73 0.002000 increaseLambda: 1.73 0.000000 Undoing contribution: was 0.002776359231132468 now 0.002771923746465803 429: time = 1.730000 loss = 6.081331 testLoss 7.141176 'DOC__rev lambda = 0.7425 alpha = -0.018024 lossBound = -0.000001 W1 = 0.695391 N1 = 0.710098 deltaLoss = -0.000004 Updating 3 features NewtonStep: 1.002 0.005000 increaseLambda: 1.002 0.000000 Undoing contribution: was 0.010937830132591737 now 0.010937228447747567 299: time = 1.002000 loss = 6.052818 testLoss 6.852108 'ANC__rev lambda = -0.3678 alpha = 0.007826 lossBound = -0.000000 W1 = 0.043050 N1 = 0.028343 deltaLoss = -0.000001 Updating 31 features Updating 2 features NewtonStep: 0.804 0.001000 Reducing stepsize from 0.7913719043792428 to 0.7879579501496603 Newton: returning 0.7879579501496603 Zeroing out ANC^2 Updating 4 features increaseLambda: 0.805 0.001000 Undoing contribution: was 0.004468769942339493 now 0.004440886026308236 199: time = 0.805000 loss = 6.041314 testLoss 7.011161 CHLA_COND: lambda = 0.2041 min = 1.0000 max = 9.0000 alpha = -0.033549 lossBound = -0.000014 W1 = 0.104047 N1 = 0.113971 deltaLoss = -0.000028 Updating 2 features NewtonStep: 1.732 0.002000 Loss was 6.052817696087652, now 6.052769197557228, delta -0.000048 parallelUpdate: 1.003 0.001000 increaseLambda: 1.732 0.000000 430: time = 1.732000 loss = 6.081327 testLoss 7.141467 'DOC__rev lambda = 0.1639 alpha = 0.015824 lossBound = -0.000001 W1 = 0.642386 N1 = 0.657093 deltaLoss = -0.000004 Updating 4 features Updating 5 features NewtonStep: 0.806 0.001000 NewtonStep: 1.642 0.010000 increaseLambda: 0.807 0.001000 increaseLambda: 1.643 0.001000 Undoing contribution: was 9.731403478554362E-4 now 9.730371822451594E-4 200: time = 0.807000 loss = 6.041289 testLoss 7.012523 CHLA_COND^2: lambda = 2.4206 min = 1.0000 max = 81.0000 alpha = 0.033460 lossBound = -0.000018 W1 = 0.069393 N1 = 0.079044 deltaLoss = -0.000025 488: time = 1.643000 loss = 6.011723 testLoss 6.985515 'COND__rev lambda = -1.2303 alpha = 0.001718 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.006 0.003000 increaseLambda: 1.006 0.000000 Undoing contribution: was 1.494398664177796E-4 now 1.3252851490217686E-4 301: time = 1.006000 loss = 6.052752 testLoss 6.854905 'NTL__rev lambda = 0.0937 alpha = -0.022925 lossBound = -0.000005 W1 = 0.275057 N1 = 0.296367 deltaLoss = -0.000017 Updating 2 features NewtonStep: 1.644 0.001000 Updating 4 features NewtonStep: 0.808 0.001000 increaseLambda: 1.645 0.001000 increaseLambda: 0.809 0.001000 Undoing contribution: was 0.004440886026308236 now 0.004416409937409463 201: time = 0.809000 loss = 6.041265 testLoss 7.011771 CHLA_COND: lambda = 0.1726 min = 1.0000 max = 9.0000 alpha = -0.031426 lossBound = -0.000013 W1 = 0.104045 N1 = 0.113971 deltaLoss = -0.000024 Updating 4 features increaseLambda: 1.008 0.002000 Undoing contribution: was 0.09293349992550404 now 0.09293297417810376 302: time = 1.008000 loss = 6.052752 testLoss 6.854947 (LAKE_ORIGIN=0.0) lambda = -0.1034 alpha = 0.003411 lossBound = -0.000001 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.81 0.001000 increaseLambda: 0.811 0.001000 202: time = 0.811000 loss = 6.041243 testLoss 7.013048 CHLA_COND^2: lambda = 2.4519 min = 1.0000 max = 81.0000 alpha = 0.031346 lossBound = -0.000016 W1 = 0.069390 N1 = 0.079044 deltaLoss = -0.000022 Updating 4 features NewtonStep: 1.01 0.002000 489: time = 1.645000 loss = 6.011722 testLoss 6.985503 'PTL__rev lambda = -0.7503 alpha = -0.001094 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 1.01 0.000000 Undoing contribution: was 9.882279498369863E-4 now 9.87211008934832E-4 303: time = 1.010000 loss = 6.052751 testLoss 6.855258 'CHLA__rev lambda = -0.1883 alpha = 0.004010 lossBound = -0.000001 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.65 0.005000 increaseLambda: 1.65 0.000000 Undoing contribution: was 0.003255343981408333 now 0.0032552273348679063 490: time = 1.650000 loss = 6.011722 testLoss 6.985561 'PTL__rev lambda = -0.4510 alpha = 0.001433 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.012 0.002000 Updating 1 features NewtonStep: 1.741 0.009000 increaseLambda: 1.013 0.001000 Undoing: newLoss 6.067633046727777, oldLoss 6.05275074351741, deltaLossBound -6.027899239574949E-7 increaseLambda: 1.742 0.001000 Undoing contribution: was 0.002771923746465803 now 0.0027675581466605915 431: time = 1.742000 loss = 6.081322 testLoss 7.141221 'DOC__rev lambda = 0.7246 alpha = -0.017879 lossBound = -0.000001 W1 = 0.695391 N1 = 0.710098 deltaLoss = -0.000004 increaseLambda: 1.013 0.000000 Search: 1.013 0.000000 increaseLambda: 1.014 0.001000 304: time = 1.014000 loss = 6.052750 testLoss 6.855071 'PTL__rev lambda = -0.0046 alpha = -0.004576 lossBound = -0.000001 W1 = 0.359594 N1 = 0.330426 deltaLoss = -0.000001 Updating 1 features NewtonStep: 1.652 0.002000 Updating 4 features NewtonStep: 0.816 0.005000 increaseLambda: 0.816 0.000000 Undoing contribution: was 0.004416409937409463 now 0.004394910023697876 203: time = 0.816000 loss = 6.041221 testLoss 7.012345 CHLA_COND: lambda = 0.1432 min = 1.0000 max = 9.0000 alpha = -0.029448 lossBound = -0.000011 W1 = 0.104043 N1 = 0.113971 deltaLoss = -0.000021 increaseLambda: 1.653 0.001000 491: time = 1.653000 loss = 6.011722 testLoss 6.985502 'PTL__rev lambda = -0.1132 alpha = -0.001439 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.015 0.001000 increaseLambda: 1.016 0.001000 Undoing contribution: was 1.9282396360225962E-4 now 1.9168500613258888E-4 305: time = 1.016000 loss = 6.052748 testLoss 6.855076 'TURB__rev lambda = -0.1734 alpha = 0.005430 lossBound = -0.000001 W1 = 0.187528 N1 = 0.164242 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.818 0.002000 increaseLambda: 0.818 0.000000 204: time = 0.819000 loss = 6.041202 testLoss 7.013542 CHLA_COND^2: lambda = 2.4813 min = 1.0000 max = 81.0000 alpha = 0.029376 lossBound = -0.000014 W1 = 0.069388 N1 = 0.079044 deltaLoss = -0.000019 Updating 3 features NewtonStep: 1.018 0.002000 increaseLambda: 1.018 0.000000 Updating 4 features NewtonStep: 0.82 0.001000 306: time = 1.018000 loss = 6.052748 testLoss 6.854950 'PTL__rev lambda = -0.0077 alpha = -0.003095 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Updating 2 features NewtonStep: 1.748 0.006000 increaseLambda: 0.821 0.001000 Undoing contribution: was 0.004394910023697876 now 0.004376011971893548 205: time = 0.821000 loss = 6.041183 testLoss 7.012884 CHLA_COND: lambda = 0.1156 min = 1.0000 max = 9.0000 alpha = -0.027604 lossBound = -0.000010 W1 = 0.104041 N1 = 0.113971 deltaLoss = -0.000019 increaseLambda: 1.748 0.000000 432: time = 1.748000 loss = 6.081318 testLoss 7.141509 'DOC__rev lambda = 0.1796 alpha = 0.015698 lossBound = -0.000001 W1 = 0.642386 N1 = 0.657093 deltaLoss = -0.000004 Updating 4 features NewtonStep: 1.02 0.002000 Updating 5 features NewtonStep: 0.822 0.001000 increaseLambda: 1.02 0.000000 Undoing: newLoss 6.052747302217472, oldLoss 6.052747828522602, deltaLossBound -5.263051740174191E-7 Updating 2 features increaseLambda: 0.823 0.001000 NewtonStep: 1.75 0.002000 206: time = 0.823000 loss = 6.041166 testLoss 7.014008 CHLA_COND^2: lambda = 2.5088 min = 1.0000 max = 81.0000 alpha = 0.027539 lossBound = -0.000012 W1 = 0.069386 N1 = 0.079044 deltaLoss = -0.000017 increaseLambda: 1.021 0.001000 increaseLambda: 1.75 0.000000 Undoing contribution: was 0.0027675581466605915 now 0.0027632613722807387 Search: 1.021 0.000000 433: time = 1.750000 loss = 6.081314 testLoss 7.141265 'DOC__rev lambda = 0.7069 alpha = -0.017734 lossBound = -0.000001 W1 = 0.695391 N1 = 0.710098 deltaLoss = -0.000004 increaseLambda: 1.021 0.000000 307: time = 1.021000 loss = 6.052747 testLoss 6.855489 'PTL_COND__rev lambda = 0.2098 alpha = 0.002132 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 Updating 3 features NewtonStep: 0.824 0.001000 increaseLambda: 0.825 0.001000 207: time = 0.825000 loss = 6.041151 testLoss 7.011905 'CHLA__rev lambda = -0.3285 alpha = -0.017336 lossBound = -0.000010 W1 = 0.179138 N1 = 0.152846 deltaLoss = -0.000015 Updating 2 features NewtonStep: 1.752 0.002000 Updating 3 features increaseLambda: 1.752 0.000000 NewtonStep: 1.023 0.002000 434: time = 1.752000 loss = 6.081310 testLoss 7.141552 'DOC__rev lambda = 0.1952 alpha = 0.015572 lossBound = -0.000001 W1 = 0.642386 N1 = 0.657093 deltaLoss = -0.000004 increaseLambda: 1.023 0.000000 Undoing contribution: was 0.001524112119111808 now 0.0015236667923550042 308: time = 1.023000 loss = 6.052747 testLoss 6.855198 'NTL__rev lambda = -0.7690 alpha = 0.009784 lossBound = -0.000000 W1 = 0.023604 N1 = 0.011802 deltaLoss = -0.000000 Updating 4 features NewtonStep: 0.826 0.001000 increaseLambda: 0.827 0.001000 Undoing contribution: was 0.019110473129926784 now 0.01909490993939492 208: time = 0.827000 loss = 6.041135 testLoss 7.010605 'COND__rev lambda = -0.2150 alpha = 0.018719 lossBound = -0.000006 W1 = 0.625263 N1 = 0.596381 deltaLoss = -0.000016 Updating 2 features NewtonStep: 1.025 0.002000 Updating 1 features NewtonStep: 1.754 0.002000 increaseLambda: 1.026 0.001000 Updating 1 features 309: time = 1.026000 loss = 6.052746 testLoss 6.854860 'CHLA__rev lambda = -0.1322 alpha = -0.002802 lossBound = -0.000000 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000000 NewtonStep: 1.664 0.011000 increaseLambda: 1.755 0.001000 Undoing contribution: was 0.0027632613722807387 now 0.0027590324324122274 435: time = 1.755000 loss = 6.081305 testLoss 7.141310 'DOC__rev lambda = 0.6893 alpha = -0.017590 lossBound = -0.000001 W1 = 0.695391 N1 = 0.710098 deltaLoss = -0.000004 increaseLambda: 1.664 0.000000 Undoing contribution: was 0.0032552273348679063 now 0.0032551108897921023 492: time = 1.664000 loss = 6.011722 testLoss 6.985559 'PTL__rev lambda = -0.4496 alpha = 0.001432 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 Updating 5 features NewtonStep: 0.828 0.001000 Updating 2 features Updating 1 features NewtonStep: 1.666 0.002000 NewtonStep: 1.757 0.002000 increaseLambda: 1.666 0.000000 Updating 3 features NewtonStep: 1.028 0.002000 increaseLambda: 1.757 0.000000 436: time = 1.757000 loss = 6.081301 testLoss 7.141594 'DOC__rev lambda = 0.2106 alpha = 0.015447 lossBound = -0.000001 W1 = 0.642386 N1 = 0.657093 deltaLoss = -0.000004 increaseLambda: 0.83 0.002000 209: time = 0.830000 loss = 6.041123 testLoss 7.010925 'ANC__rev lambda = -0.5624 493: time = 1.666000 loss = 6.011722 testLoss 6.985500 'PTL__rev lambda = -0.1146 alpha = -0.001438 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000000 alpha = -0.035391 lossBound = -0.000006 W1 = 0.043055 N1 = 0.028343 deltaLoss = -0.000012 Updating 27 features Reducing stepsize from 0.8949385447507922 to 0.40874741289121996 Newton: returning 0.40874741289121996 Updating 6 features Loss was 6.041122891321118, now 6.04093529505516, delta -0.000188 parallelUpdate: 0.832 0.002000 Updating 1 features NewtonStep: 1.668 0.002000 Updating 1 features NewtonStep: 1.759 0.002000 increaseLambda: 1.668 0.000000 Undoing contribution: was 0.0032551108897921023 now 0.003254994567676607 494: time = 1.668000 loss = 6.011722 testLoss 6.985557 'PTL__rev lambda = -0.4482 increaseLambda: 1.759 0.000000 alpha = 0.001431 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 increaseLambda: 1.028 0.000000 310: time = 1.030000 loss = 6.052746 testLoss 6.855110 'COND__rev lambda = -0.2319 alpha = -0.003864 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.833 0.001000 increaseLambda: 0.833 0.000000 Undoing contribution: was 3.8626352173464444E-4 now 2.4225076544736273E-4 211: time = 0.833000 loss = 6.040791 testLoss 7.012932 COND: lambda = -1.7082 min = 4.0000 max = 50,590.0000 alpha = 0.839535 lossBound = -0.000009 W1 = 0.009589 N1 = 0.008479 deltaLoss = -0.000144 Updating 1 features NewtonStep: 1.67 0.002000 increaseLambda: 1.67 0.000000 Updating 3 features NewtonStep: 1.032 0.002000 495: time = 1.670000 loss = 6.011722 testLoss 6.985499 'PTL__rev lambda = -0.1161 alpha = -0.001437 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000000 increaseLambda: 1.032 0.000000 Undoing contribution: was 0.013126796424247756 now 0.013126148717722897 311: time = 1.032000 loss = 6.052745 testLoss 6.854850 'COND__rev lambda = -0.7335 alpha = 0.003779 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.835 0.002000 Updating 2 features NewtonStep: 1.671 0.001000 increaseLambda: 0.835 0.000000 Undoing contribution: was 0.01909490993939492 now 0.019062918026548057 212: time = 0.836000 loss = 6.040759 testLoss 7.011063 'COND__rev lambda = -0.1125 alpha = 0.026765 lossBound = -0.000012 W1 = 0.625258 N1 = 0.596381 deltaLoss = -0.000032 increaseLambda: 1.672 0.001000 496: time = 1.672000 loss = 6.011722 testLoss 6.985908 TURB_COND: lambda = -2.1925 min = 1.0000 max = 3.0000 alpha = -0.002244 lossBound = -0.000000 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.034 0.002000 increaseLambda: 1.034 0.000000 Undoing contribution: was 0.004330192080737569 now 0.0043282409672427994 Undoing contribution: was 0.0027590324324122274 now 0.0027548703480364135 437: time = 1.764000 loss = 6.081297 testLoss 7.141354 'DOC__rev lambda = 0.6718 alpha = -0.017448 lossBound = -0.000001 W1 = 0.695391 N1 = 0.710098 deltaLoss = -0.000004 Updating 3 features NewtonStep: 1.673 0.001000 increaseLambda: 1.674 0.001000 Undoing contribution: was 0.003254994567676607 now 0.003254919570930016 497: time = 1.674000 loss = 6.011722 testLoss 6.985954 'PTL__rev lambda = -0.4470 alpha = 0.001149 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 Updating 7 features NewtonStep: 0.839 0.003000 Updating 1 features NewtonStep: 1.766 0.002000 increaseLambda: 1.766 0.000000 increaseLambda: 0.839 0.000000 Undoing: newLoss 6.0407558423761945, oldLoss 6.040759290386026, deltaLossBound -3.4546754718863893E-6 438: time = 1.766000 loss = 6.081293 testLoss 7.141636 'DOC__rev lambda = 0.2260 alpha = 0.015322 lossBound = -0.000001 W1 = 0.642386 N1 = 0.657093 deltaLoss = -0.000004 increaseLambda: 0.84 0.001000 Search: 0.84 0.000000 Updating 2 features NewtonStep: 1.676 0.002000 increaseLambda: 0.84 0.000000 Undoing contribution: was 2.3816094183310758E-4 now 2.3470626636030493E-4 213: time = 0.840000 loss = 6.040756 testLoss 7.011144 ANC_COND: lambda = -0.5769 min = 1.0000 max = 2.0000 alpha = 0.084331 lossBound = -0.000003 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000003 increaseLambda: 1.676 0.000000 498: time = 1.676000 loss = 6.011721 testLoss 6.985895 'PTL__rev lambda = -0.1175 alpha = -0.001435 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000000 Updating 1 features NewtonStep: 1.768 0.002000 increaseLambda: 1.768 0.000000 Undoing contribution: was 0.0027548703480364135 now 0.0027507741519403207 439: time = 1.768000 loss = 6.081289 testLoss 7.141398 'DOC__rev lambda = 0.6545 alpha = -0.017306 lossBound = -0.000001 W1 = 0.695391 N1 = 0.710098 deltaLoss = -0.000004 Updating 2 features NewtonStep: 1.678 0.002000 Updating 7 features NewtonStep: 0.842 0.002000 increaseLambda: 1.678 0.000000 Undoing contribution: was 0.003254919570930016 now 0.0032548037272478137 increaseLambda: 0.842 0.000000 Undoing contribution: was 0.06449237660160662 now 0.06447514953501027 499: time = 1.678000 loss = 6.011721 testLoss 6.985952 'PTL__rev lambda = -0.4456 alpha = 0.001428 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 214: time = 0.842000 loss = 6.040739 testLoss 7.006219 TURB_COND: lambda = -2.3213 min = 1.0000 max = 3.0000 alpha = 0.026927 lossBound = -0.000011 W1 = 0.082453 N1 = 0.073529 deltaLoss = -0.000017 500: time = 1.678000 loss = 6.011721 testLoss 6.985952 Updating 2 features NewtonStep: 1.77 0.002000 increaseLambda: 1.771 0.001000 440: time = 1.771000 loss = 6.081285 testLoss 7.141678 'DOC__rev lambda = 0.2412 alpha = 0.015199 lossBound = -0.000001 W1 = 0.642386 N1 = 0.657093 deltaLoss = -0.000004 Updating 6 features NewtonStep: 0.844 0.002000 increaseLambda: 0.844 0.000000 Undoing contribution: was 0.04547650140406914 now 0.045466471940803915 215: time = 0.844000 loss = 6.040729 testLoss 7.006224 'TURB__rev lambda = -0.5096 alpha = 0.016228 lossBound = -0.000005 W1 = 0.187532 N1 = 0.164242 deltaLoss = -0.000010 Making features Updating 3 features NewtonStep: 1.772 0.001000 increaseLambda: 1.773 0.001000 Undoing contribution: was 0.0027507741519403207 now 0.0027467428886482504 441: time = 1.773000 loss = 6.081281 testLoss 7.141442 'DOC__rev lambda = 0.6374 alpha = -0.017165 lossBound = -0.000001 W1 = 0.695391 N1 = 0.710098 deltaLoss = -0.000004 Updating 2 features NewtonStep: 1.775 0.002000 increaseLambda: 1.775 0.000000 442: time = 1.775000 loss = 6.081276 testLoss 7.141719 'DOC__rev lambda = 0.2562 alpha = 0.015077 lossBound = -0.000001 W1 = 0.642386 N1 = 0.657093 deltaLoss = -0.000004 Updating 7 features NewtonStep: 0.848 0.004000 increaseLambda: 0.849 0.001000 Undoing contribution: was 0.010664765491635435 now 0.010652223110388064 216: time = 0.849000 loss = 6.040716 testLoss 7.001197 NTL_COND^2: lambda = -1.2889 min = 1.0000 max = 9.0000 alpha = 0.024791 lossBound = -0.000005 W1 = 0.128613 N1 = 0.121324 deltaLoss = -0.000013 312: time = 1.034000 loss = 6.052743 testLoss 6.854838 PTL: lambda = 4.9996 min = 1.0000 max = 4,865.0000 alpha = -0.036933 lossBound = -0.000000 W1 = 0.019302 N1 = 0.021255 deltaLoss = -0.000002 Updating 8 features NewtonStep: 0.85 0.001000 increaseLambda: 0.851 0.001000 Undoing: newLoss 6.0407043840394605, oldLoss 6.040716036799444, deltaLossBound -1.1656949582574219E-5 increaseLambda: 0.851 0.000000 Search: 0.851 0.000000 Updating 3 features NewtonStep: 1.05 0.016000 increaseLambda: 0.852 0.001000 217: time = 0.852000 loss = 6.040704 testLoss 7.007632 'NTL_COND lambda = -1.4493 alpha = -0.039854 lossBound = -0.000012 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000012 increaseLambda: 1.05 0.000000 Undoing contribution: was 0.016931675690919388 now 0.0169295406538407 313: time = 1.050000 loss = 6.052741 testLoss 6.853307 PTL_COND: lambda = -0.6160 min = 1.0000 max = 3.0000 alpha = 0.006107 lossBound = -0.000001 W1 = 0.235003 N1 = 0.220588 deltaLoss = -0.000002 makeFeatures: max memory 1908932608, total allocated 662700032, free 438435568, used 224264464, increment -172607688 Daphnia_lumholtzi PTL_COND: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 Updating 8 features NewtonStep: 0.854 0.002000 increaseLambda: 0.855 0.001000 218: time = 0.855000 loss = 6.040701 testLoss 7.008129 CHLA_COND^2: lambda = 2.6579 min = 1.0000 max = 81.0000 alpha = 0.012075 lossBound = -0.000002 W1 = 0.069374 N1 = 0.079044 deltaLoss = -0.000003 Updating 7 features increaseLambda: 0.857 0.002000 219: time = 0.857000 loss = 6.040699 testLoss 7.008041 (URBAN=1.0) lambda = 0.5515 alpha = 0.004091 lossBound = -0.000002 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000002 Updating 8 features NewtonStep: 0.859 0.002000 increaseLambda: 0.859 0.000000 Undoing contribution: was 0.010652223110388064 now 0.01064817084146587 220: time = 0.859000 loss = 6.040695 testLoss 7.005184 NTL_COND^2: lambda = -1.2748 min = 1.0000 max = 9.0000 alpha = 0.014103 lossBound = -0.000001 W1 = 0.128611 N1 = 0.121324 deltaLoss = -0.000004 Updating 7 features NewtonStep: 0.861 0.002000 increaseLambda: 0.862 0.001000 Undoing contribution: was 0.0030545436047946873 now 0.0030515523269994483 221: time = 0.862000 loss = 6.040692 testLoss 7.004399 'NTL__rev lambda = -0.3298 alpha = 0.026297 lossBound = -0.000001 W1 = 0.023605 N1 = 0.011802 deltaLoss = -0.000003 Updating 7 features NewtonStep: 0.864 0.002000 increaseLambda: 0.864 0.000000 222: time = 0.864000 loss = 6.040688 testLoss 7.005058 'COND__rev lambda = -0.8075 alpha = -0.010218 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000004 34 samples Density: max memory 1908932608, total allocated 662700032, free 427517928, used 235182104, increment 10917640 linearPredictor: max memory 1908932608, total allocated 662700032, free 427517928, used 235182104, increment 0 Updating 4 features NewtonStep: 0.866 0.002000 FeaturedSpace: max memory 1908932608, total allocated 662700032, free 427517928, used 235182104, increment 0 Sequential: max memory 1908932608, total allocated 662700032, free 427517928, used 235182104, increment 0 Initial loss: 7.023758954738443 Initial test loss: 7.023758954738443 increaseLambda: 0.866 0.000000 Undoing contribution: was 0.019062918026548057 now 0.01905521832174809 223: time = 0.866000 loss = 6.040681 testLoss 7.004147 'COND__rev lambda = -0.0994 alpha = 0.013159 lossBound = -0.000003 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000008 Updating 28 features Updating 5 features NewtonStep: 0.868 0.002000 increaseLambda: 0.002 0.002000 0: time = 0.002000 loss = 7.009281 testLoss 7.008778 (LAKE_ORIGIN=0.0) lambda = -0.0407 alpha = -0.040711 lossBound = -0.307792 W1 = 0.451165 N1 = 0.088235 deltaLoss = -0.014478 increaseLambda: 0.868 0.000000 224: time = 0.868000 loss = 6.040673 testLoss 7.005088 'COND__rev lambda = -0.8221 alpha = -0.014648 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000007 Updating 28 features increaseLambda: 0.004 0.002000 1: time = 0.004000 loss = 6.995490 testLoss 6.994495 (LAKE_ORIGIN=0.0) lambda = -0.0806 alpha = -0.039897 lossBound = -0.293314 W1 = 0.441307 N1 = 0.088235 deltaLoss = -0.013790 Updating 5 features NewtonStep: 0.871 0.003000 increaseLambda: 0.871 0.000000 Undoing contribution: was 0.01905521832174809 now 0.019048047991339554 225: time = 0.871000 loss = 6.040666 testLoss 7.004210 'COND__rev lambda = -0.0867 alpha = 0.012697 lossBound = -0.000003 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000007 Updating 28 features increaseLambda: 0.007 0.003000 2: time = 0.007000 loss = 6.982356 testLoss 6.980879 (LAKE_ORIGIN=0.0) lambda = -0.1197 alpha = -0.039099 lossBound = -0.279524 W1 = 0.431690 N1 = 0.088235 deltaLoss = -0.013134 Updating 5 features NewtonStep: 0.873 0.002000 Updating 3 features NewtonStep: 1.072 0.022000 increaseLambda: 0.874 0.001000 226: time = 0.874000 loss = 6.040659 testLoss 7.005117 'COND__rev lambda = -0.8363 alpha = -0.014109 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000007 increaseLambda: 1.072 0.000000 Undoing: newLoss 6.0527403794377435, oldLoss 6.052741199103733, deltaLossBound -8.196660945296514E-7 increaseLambda: 1.072 0.000000 Search: 1.072 0.000000 Updating 28 features increaseLambda: 1.073 0.001000 314: time = 1.073000 loss = 6.052740 testLoss 6.853980 'PTL_COND__rev lambda = 0.2125 alpha = 0.002660 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 increaseLambda: 0.009 0.002000 3: time = 0.009000 loss = 6.969849 testLoss 6.967898 (LAKE_ORIGIN=0.0) lambda = -0.1580 alpha = -0.038317 lossBound = -0.266390 W1 = 0.422315 N1 = 0.088235 deltaLoss = -0.012507 Updating 5 features NewtonStep: 0.875 0.001000 increaseLambda: 0.876 0.001000 Undoing contribution: was 0.019048047991339554 now 0.019041391271603234 227: time = 0.876000 loss = 6.040653 testLoss 7.004270 'COND__rev lambda = -0.0744 alpha = 0.012233 lossBound = -0.000003 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000007 Updating 3 features NewtonStep: 1.074 0.001000 increaseLambda: 1.075 0.001000 Undoing contribution: was 0.0169295406538407 now 0.01692885720380014 Updating 28 features 315: time = 1.075000 loss = 6.052740 testLoss 6.853116 PTL_COND: lambda = -0.6126 min = 1.0000 max = 3.0000 alpha = 0.003452 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000001 Updating 3 features NewtonStep: 0.877 0.001000 increaseLambda: 0.011 0.002000 4: time = 0.011000 loss = 6.957939 testLoss 6.955525 (LAKE_ORIGIN=1.0) lambda = 0.0376 alpha = 0.037551 lossBound = -0.253882 W1 = 0.586818 N1 = 0.911765 deltaLoss = -0.011910 increaseLambda: 0.878 0.001000 228: time = 0.878000 loss = 6.040646 testLoss 7.005144 'COND__rev lambda = -0.8498 alpha = -0.013590 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000006 Updating 28 features Updating 2 features NewtonStep: 0.88 0.002000 increaseLambda: 0.88 0.000000 Undoing contribution: was 0.019041391271603234 now 0.01903521131481248 increaseLambda: 0.014 0.003000 5: time = 0.014000 loss = 6.946599 testLoss 6.943731 229: time = 0.880000 loss = 6.040640 testLoss 7.004329 'COND__rev lambda = -0.0626 alpha = 0.011785 lossBound = -0.000002 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000006 (LAKE_ORIGIN=0.0) lambda = -0.1948 alpha = -0.036800 lossBound = -0.241973 W1 = 0.404289 N1 = 0.088235 deltaLoss = -0.011340 Updating 1 features NewtonStep: 0.882 0.002000 Updating 28 features increaseLambda: 0.883 0.001000 230: time = 0.883000 loss = 6.040634 testLoss 7.005171 'COND__rev lambda = -0.8629 alpha = -0.013090 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000006 increaseLambda: 0.018 0.004000 6: time = 0.018000 loss = 6.935803 testLoss 6.932489 (LAKE_ORIGIN=0.0) lambda = -0.2309 alpha = -0.036064 lossBound = -0.230633 W1 = 0.395634 N1 = 0.088235 deltaLoss = -0.010797 Updating 3 features NewtonStep: 1.082 0.007000 increaseLambda: 1.083 0.001000 Undoing: newLoss 6.0527391232723255, oldLoss 6.052739695987598, deltaLossBound -5.727153267725003E-7 Updating 1 features NewtonStep: 0.885 0.002000 increaseLambda: 1.083 0.000000 increaseLambda: 0.885 0.000000 Undoing contribution: was 0.01903521131481248 now 0.019029473921690996 Search: 1.083 0.000000 231: time = 0.885000 loss = 6.040628 testLoss 7.004386 'COND__rev lambda = -0.0513 alpha = 0.011355 lossBound = -0.000002 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000006 Updating 28 features increaseLambda: 1.084 0.001000 316: time = 1.084000 loss = 6.052739 testLoss 6.853678 'PTL_COND__rev lambda = 0.2147 alpha = 0.002224 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 increaseLambda: 0.02 0.002000 7: time = 0.020000 loss = 6.925524 testLoss 6.921774 (LAKE_ORIGIN=1.0) lambda = 0.0729 alpha = 0.035342 lossBound = -0.219836 W1 = 0.612785 N1 = 0.911765 deltaLoss = -0.010279 Updating 1 features NewtonStep: 0.887 0.002000 increaseLambda: 0.887 0.000000 232: time = 0.887000 loss = 6.040623 testLoss 7.005198 'COND__rev lambda = -0.8755 alpha = -0.012609 lossBound = -0.000002 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000005 Updating 28 features increaseLambda: 0.023 0.003000 8: time = 0.023000 loss = 6.915738 testLoss 6.911561 (LAKE_ORIGIN=1.0) lambda = 0.1075 alpha = 0.034635 lossBound = -0.209557 W1 = 0.620970 N1 = 0.911765 deltaLoss = -0.009786 Updating 3 features NewtonStep: 1.087 0.003000 Updating 1 features NewtonStep: 0.889 0.002000 increaseLambda: 1.087 0.000000 317: time = 1.087000 loss = 6.052738 testLoss 6.854022 'COND__rev lambda = -0.2372 alpha = -0.005316 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 increaseLambda: 0.89 0.001000 Undoing contribution: was 0.019029473921690996 now 0.01902414735037986 233: time = 0.890000 loss = 6.040618 testLoss 7.004441 'COND__rev lambda = -0.0403 alpha = 0.010940 lossBound = -0.000002 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000005 Updating 6 features increaseLambda: 0.025 0.002000 9: time = 0.025000 loss = 6.906422 testLoss 6.901826 (LAKE_ORIGIN=1.0) lambda = 0.1415 alpha = 0.033943 lossBound = -0.199771 W1 = 0.628926 N1 = 0.911765 deltaLoss = -0.009316 Updating 4 features NewtonStep: 1.089 0.002000 Updating 1 features NewtonStep: 0.891 0.001000 increaseLambda: 0.892 0.001000 234: time = 0.892000 loss = 6.040613 testLoss 7.005223 'COND__rev lambda = -0.8877 alpha = -0.012146 lossBound = -0.000002 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000005 Updating 6 features increaseLambda: 0.027 0.002000 Updating 2 features NewtonStep: 1.82 0.045000 increaseLambda: 1.091 0.002000 Undoing contribution: was 0.013126148717722897 now 0.013125492261487749 318: time = 1.091000 loss = 6.052737 testLoss 6.853760 'COND__rev lambda = -0.7297 alpha = 0.003804 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000001 increaseLambda: 1.82 0.000000 Undoing contribution: was 0.0027467428886482504 now 0.0027427756143205296 443: time = 1.820000 loss = 6.081273 testLoss 7.141485 'DOC__rev lambda = 0.6203 alpha = -0.017026 lossBound = -0.000001 W1 = 0.695391 N1 = 0.710098 deltaLoss = -0.000004 Updating 1 features NewtonStep: 0.894 0.002000 increaseLambda: 0.894 0.000000 Undoing contribution: was 0.01902414735037986 now 0.019019202139610978 235: time = 0.894000 loss = 6.040608 testLoss 7.004495 'COND__rev lambda = -0.0298 alpha = 0.010540 lossBound = -0.000002 W1 = 0.625266 N1 = 0.596381 deltaLoss = -0.000005 Updating 3 features NewtonStep: 1.093 0.002000 Updating 2 features NewtonStep: 1.822 0.002000 10: time = 0.027000 loss = 6.864612 testLoss 6.857963 (LAKE_ORIGIN=1.0) lambda = 0.3078 alpha = 0.166320 lossBound = -0.190455 W1 = 0.666841 N1 = 0.911765 deltaLoss = -0.041810 increaseLambda: 1.822 0.000000 444: time = 1.823000 loss = 6.081269 testLoss 7.141761 'DOC__rev lambda = 0.2712 alpha = 0.014955 lossBound = -0.000001 W1 = 0.642386 N1 = 0.657093 deltaLoss = -0.000004 Updating 1 features NewtonStep: 0.897 0.003000 Updating 6 features increaseLambda: 0.897 0.000000 236: time = 0.897000 loss = 6.040603 testLoss 7.005248 'COND__rev lambda = -0.8994 alpha = -0.011700 lossBound = -0.000002 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000005 increaseLambda: 0.031 0.004000 11: time = 0.032000 loss = 6.832244 testLoss 6.823747 (LAKE_ORIGIN=1.0) lambda = 0.4575 alpha = 0.149688 lossBound = -0.148645 W1 = 0.699227 N1 = 0.911765 deltaLoss = -0.032368 Updating 1 features NewtonStep: 0.899 0.002000 increaseLambda: 0.899 0.000000 Undoing contribution: was 0.019019202139610978 now 0.0190146109445806 Updating 5 features 237: time = 0.899000 loss = 6.040598 testLoss 7.004546 NewtonStep: 0.033 0.001000 'COND__rev lambda = -0.0196 alpha = 0.010155 lossBound = -0.000002 W1 = 0.625266 N1 = 0.596381 deltaLoss = -0.000005 increaseLambda: 0.034 0.001000 Undoing: newLoss 6.813793068979806, oldLoss 6.83224367002155, deltaLossBound -0.13896137713437098 increaseLambda: 0.034 0.000000 Updating 2 features Search: 0.034 0.000000 NewtonStep: 1.827 0.004000 increaseLambda: 1.828 0.001000 Undoing contribution: was 0.0027427756143205296 now 0.0027388713966789036 increaseLambda: 1.099 0.006000 Undoing contribution: was 0.01692885720380014 now 0.0169284112133529 445: time = 1.828000 loss = 6.081265 testLoss 7.141529 'DOC__rev lambda = 0.6034 alpha = -0.016887 lossBound = -0.000001 W1 = 0.695391 N1 = 0.710098 deltaLoss = -0.000004 319: time = 1.099000 loss = 6.052737 testLoss 6.853062 PTL_COND: lambda = -0.6098 min = 1.0000 max = 3.0000 alpha = 0.002788 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.901 0.002000 increaseLambda: 0.902 0.001000 238: time = 0.902000 loss = 6.040596 testLoss 7.003746 'CHLA__rev lambda = -0.3580 alpha = -0.006629 lossBound = -0.000001 W1 = 0.179132 N1 = 0.152846 deltaLoss = -0.000002 Updating 2 features NewtonStep: 1.83 0.002000 increaseLambda: 0.035 0.001000 12: time = 0.037000 loss = 6.794368 testLoss 6.828849 'NTL_COND lambda = -0.2657 alpha = -0.265681 lossBound = -0.138961 W1 = 0.140208 N1 = 0.007353 deltaLoss = -0.037876 Updating 1 features NewtonStep: 0.903 0.001000 increaseLambda: 1.831 0.001000 increaseLambda: 0.904 0.001000 239: time = 0.904000 loss = 6.040591 testLoss 7.004509 'COND__rev lambda = -0.9112 alpha = -0.011851 lossBound = -0.000002 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000005 446: time = 1.831000 loss = 6.081261 testLoss 7.141802 'DOC__rev lambda = 0.2860 alpha = 0.014834 lossBound = -0.000001 W1 = 0.642386 N1 = 0.657093 deltaLoss = -0.000004 Updating 5 features Updating 26 features NewtonStep: 1.102 0.003000 Reducing stepsize from 0.1276198524434985 to 0.1005775113924235 Newton: returning 0.1005775113924235 Updating 5 features Updating 3 features increaseLambda: 1.103 0.001000 Undoing contribution: was 0.015443053038878853 now 0.015442249784822695 increaseLambda: 0.039 0.002000 320: time = 1.103000 loss = 6.052736 testLoss 6.852819 13: time = 0.039000 loss = 6.772307 testLoss 6.804730 (URBAN=1.0) lambda = 0.0973 alpha = 0.097293 lossBound = -0.116668 W1 = 0.381133 N1 = 0.617647 deltaLoss = -0.022061 Loss was 6.040591187768213, now 6.040581480790164, delta -0.000010 parallelUpdate: 0.905 0.001000 Updating 2 features NewtonStep: 1.833 0.002000 increaseLambda: 1.833 0.000000 Undoing contribution: was 0.0027388713966789036 now 0.002735029314915942 447: time = 1.833000 loss = 6.081257 testLoss 7.141572 'DOC__rev lambda = 0.5867 alpha = -0.016749 lossBound = -0.000000 W1 = 0.695391 N1 = 0.710098 deltaLoss = -0.000004 Updating 5 features Updating 2 features NewtonStep: 0.907 0.002000 increaseLambda: 0.041 0.002000 14: time = 0.041000 loss = 6.748002 testLoss 6.778784 (LAKE_ORIGIN=1.0) lambda = 0.5904 alpha = 0.132936 lossBound = -0.112740 W1 = 0.729954 N1 = 0.911765 deltaLoss = -0.024305 increaseLambda: 0.907 0.000000 Undoing contribution: was 0.0036314568104272335 now 0.0036260489474919974 241: time = 0.907000 loss = 6.040576 testLoss 7.003422 'COND__rev lambda = -0.3615 alpha = 0.011029 lossBound = -0.000002 W1 = 0.626387 N1 = 0.597545 deltaLoss = -0.000005 CHLA_COND^2: lambda = 2.4966 min = 1.0000 max = 81.0000 alpha = -0.005849 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 Updating 1 features Updating 5 features NewtonStep: 0.043 0.002000 Updating 2 features NewtonStep: 0.909 0.002000 increaseLambda: 0.043 0.000000 Undoing: newLoss 6.7359022539473274, oldLoss 6.748002064681441, deltaLossBound -0.0983203958890434 increaseLambda: 0.909 0.000000 Undoing: newLoss 6.040574737936297, oldLoss 6.040576072927228, deltaLossBound -1.3350478344949506E-6 increaseLambda: 0.043 0.000000 Updating 5 features NewtonStep: 1.107 0.004000 increaseLambda: 0.91 0.001000 Search: 0.044 0.001000 Search: 0.91 0.000000 increaseLambda: 1.108 0.001000 Undoing contribution: was 9.87211008934832E-4 now 9.861366796373085E-4 increaseLambda: 0.044 0.000000 15: time = 0.044000 loss = 6.722046 testLoss 6.791148 'NTL_COND lambda = -0.5026 321: time = 1.108000 loss = 6.052735 testLoss 6.853139 NewtonStep: 1.836 0.003000 'CHLA__rev lambda = -0.1841 alpha = 0.004122 lossBound = -0.000001 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000001 alpha = -0.236886 lossBound = -0.098320 W1 = 0.111776 N1 = 0.007353 deltaLoss = -0.025956 increaseLambda: 1.837 0.001000 448: time = 1.837000 loss = 6.081253 testLoss 7.141842 'DOC__rev lambda = 0.3007 alpha = 0.014714 lossBound = -0.000001 W1 = 0.642386 N1 = 0.657093 deltaLoss = -0.000004 Updating 5 features Updating 4 features NewtonStep: 0.046 0.002000 NewtonStep: 1.11 0.002000 increaseLambda: 0.91 0.000000 242: time = 0.912000 loss = 6.040575 testLoss 7.005612 'NTL_COND lambda = -1.4663 alpha = -0.013545 lossBound = -0.000001 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000001 increaseLambda: 0.046 0.000000 Undoing: newLoss 6.686584101219891, oldLoss 6.722045903289251, deltaLossBound -0.10480656696397078 increaseLambda: 0.046 0.000000 increaseLambda: 1.111 0.001000 322: time = 1.111000 loss = 6.052735 testLoss 6.853010 'PTL__rev lambda = -0.0108 alpha = -0.003159 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Search: 0.047 0.001000 Updating 1 features NewtonStep: 1.84 0.003000 increaseLambda: 0.047 0.000000 16: time = 0.047000 loss = 6.678973 testLoss 6.745369 'PTL__rev lambda = -0.2291 alpha = -0.229123 lossBound = -0.104807 W1 = 0.318438 N1 = 0.122951 deltaLoss = -0.043073 increaseLambda: 1.84 0.000000 Undoing contribution: was 0.002735029314915942 now 0.0027312484596106624 449: time = 1.840000 loss = 6.081249 testLoss 7.141614 'DOC__rev lambda = 0.5701 alpha = -0.016612 lossBound = -0.000000 W1 = 0.695391 N1 = 0.710098 deltaLoss = -0.000004 Updating 36 features Reducing stepsize from 7.1054359899071935 to 2.7915202979557825 Newton: returning 2.7915202979557825 Updating 1 features Updating 6 features NewtonStep: 1.112 0.001000 increaseLambda: 1.113 0.001000 Undoing: newLoss 6.052734043519331, oldLoss 6.052734583313096, deltaLossBound -5.397938092829439E-7 Updating 5 features Loss was 6.081249280255813, now 6.080993405054094, delta -0.000256 parallelUpdate: 1.842 0.002000 increaseLambda: 1.113 0.000000 increaseLambda: 0.049 0.002000 17: time = 0.049000 loss = 6.662156 testLoss 6.726760 (URBAN=0.0) lambda = -0.0847 alpha = -0.084716 lossBound = -0.088570 W1 = 0.591833 N1 = 0.382353 deltaLoss = -0.016817 Search: 1.113 0.000000 increaseLambda: 1.114 0.001000 323: time = 1.114000 loss = 6.052734 testLoss 6.853557 'PTL_COND__rev lambda = 0.2169 alpha = 0.002159 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 Updating 5 features Updating 1 features NewtonStep: 1.844 0.002000 increaseLambda: 0.051 0.002000 18: time = 0.051000 loss = 6.644944 testLoss 6.708128 increaseLambda: 1.844 0.000000 Undoing: newLoss 6.0922757602547, oldLoss 6.080993405054094, deltaLossBound -1.6644158657608778E-6 Updating 2 features NewtonStep: 0.918 0.006000 Updating 6 features NewtonStep: 1.116 0.002000 increaseLambda: 1.845 0.001000 increaseLambda: 0.918 0.000000 increaseLambda: 1.116 0.000000 Undoing contribution: was 0.0169284112133529 now 0.016928136050110485 243: time = 0.918000 loss = 6.040571 testLoss 7.006246 'COND__rev lambda = -0.9418 alpha = -0.009830 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000003 Search: 1.845 0.000000 324: time = 1.116000 loss = 6.052734 testLoss 6.853009 PTL_COND: lambda = -0.6076 min = 1.0000 max = 3.0000 alpha = 0.002189 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000000 increaseLambda: 1.845 0.000000 451: time = 1.845000 loss = 6.080983 testLoss 7.144695 'DOC__rev lambda = 0.0305 alpha = 0.030498 lossBound = -0.000002 W1 = 0.645210 N1 = 0.659715 deltaLoss = -0.000010 (LAKE_ORIGIN=0.0) lambda = -0.3459 alpha = -0.115047 lossBound = -0.080855 W1 = 0.239507 N1 = 0.088235 deltaLoss = -0.017213 Updating 6 features NewtonStep: 1.118 0.002000 increaseLambda: 1.118 0.000000 Undoing: newLoss 6.052733537867807, oldLoss 6.052733768356044, deltaLossBound -2.3048824594783853E-7 Updating 6 features NewtonStep: 0.055 0.004000 increaseLambda: 1.119 0.001000 increaseLambda: 0.055 0.000000 Undoing: newLoss 6.635331140188844, oldLoss 6.644943505609924, deltaLossBound -0.07731299527436453 Search: 1.119 0.000000 increaseLambda: 0.055 0.000000 Updating 1 features increaseLambda: 1.119 0.000000 Reducing newton stepsize from -0.02236867186357362 to -0.017244568207624187 NewtonStep: 1.849 0.004000 325: time = 1.119000 loss = 6.052734 testLoss 6.853366 'PTL_COND__rev lambda = 0.2183 alpha = 0.001411 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Search: 0.056 0.001000 increaseLambda: 1.849 0.000000 Undoing contribution: was 1.1685074937041833E-5 now 0.0 increaseLambda: 0.056 0.000000 19: time = 0.056000 loss = 6.624990 testLoss 6.723466 'NTL_COND lambda = -0.7207 alpha = -0.218167 lossBound = -0.077313 W1 = 0.096112 N1 = 0.007353 deltaLoss = -0.019953 452: time = 1.849000 loss = 6.080968 testLoss 7.144650 'NTL__rev lambda = 0.0000 alpha = -0.017245 lossBound = -0.000005 W1 = 0.275386 N1 = 0.296367 deltaLoss = -0.000015 Updating 6 features NewtonStep: 1.121 0.002000 Updating 6 features NewtonStep: 0.058 0.002000 increaseLambda: 1.122 0.001000 326: time = 1.122000 loss = 6.052733 testLoss 6.853428 'ANC__rev lambda = -0.2276 alpha = -0.007102 lossBound = -0.000000 W1 = 0.032022 N1 = 0.017316 deltaLoss = -0.000000 Updating 1 features NewtonStep: 1.851 0.002000 increaseLambda: 0.058 0.000000 Undoing: newLoss 6.5576140751070895, oldLoss 6.624990469684082, deltaLossBound -0.08155820284030152 increaseLambda: 1.851 0.000000 Undoing contribution: was 0.22149411203048025 now 0.22148818724356584 increaseLambda: 0.058 0.000000 453: time = 1.851000 loss = 6.080962 testLoss 7.144798 'PTL__rev lambda = -0.6649 alpha = 0.013064 lossBound = -0.000003 W1 = 0.145371 N1 = 0.122951 deltaLoss = -0.000006 Search: 0.059 0.001000 increaseLambda: 0.059 0.000000 20: time = 0.059000 loss = 6.533519 testLoss 6.623942 'PTL__rev lambda = -0.9110 alpha = -0.681886 lossBound = -0.081558 W1 = 0.240182 N1 = 0.122951 deltaLoss = -0.091471 Updating 7 features increaseLambda: 1.124 0.002000 327: time = 1.124000 loss = 6.052733 testLoss 6.853405 (URBAN=0.0) lambda = -0.6099 alpha = -0.001073 lossBound = -0.000000 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000000 Updating 1 features NewtonStep: 1.853 0.002000 increaseLambda: 1.854 0.001000 Undoing: newLoss 6.080959309437932, oldLoss 6.080961980377349, deltaLossBound -2.6709405671948214E-6 Updating 6 features NewtonStep: 0.061 0.002000 increaseLambda: 1.854 0.000000 Search: 1.854 0.000000 increaseLambda: 0.061 0.000000 Undoing: newLoss 6.4786460012199445, oldLoss 6.533519416108319, deltaLossBound -0.09218013076048523 increaseLambda: 1.854 0.000000 Undoing contribution: was 0.006848927066116584 now 0.0068462561255483115 increaseLambda: 0.061 0.000000 454: time = 1.854000 loss = 6.080959 testLoss 7.143578 'PTL_COND__rev lambda = 0.4723 alpha = -0.004804 lossBound = -0.000003 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000003 Search: 0.062 0.001000 Updating 7 features NewtonStep: 1.126 0.002000 increaseLambda: 0.062 0.000000 21: time = 0.062000 loss = 6.479378 testLoss 6.655030 'TURB_COND__rev lambda = 0.3601 increaseLambda: 1.126 0.000000 alpha = 0.360132 lossBound = -0.092180 W1 = 0.740496 N1 = 0.882353 deltaLoss = -0.054142 Undoing: newLoss 6.052732850560443, oldLoss 6.052733045513629, deltaLossBound -1.9497264502308802E-7 increaseLambda: 1.126 0.000000 Search: 1.127 0.001000 increaseLambda: 1.127 0.000000 Undoing contribution: was 5.106863231362546E-4 now 5.104913504911146E-4 328: time = 1.127000 loss = 6.052733 testLoss 6.853425 ANC_COND^2: lambda = -0.8073 min = 1.0000 max = 4.0000 alpha = 0.019822 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Updating 2 features NewtonStep: 1.857 0.003000 Updating 6 features increaseLambda: 1.857 0.000000 Undoing contribution: was 0.0021146082918285986 now 0.0021114250386439965 455: time = 1.857000 loss = 6.080956 testLoss 7.143390 'ANC__rev lambda = -1.0566 alpha = 0.020984 lossBound = -0.000002 W1 = 0.032023 N1 = 0.017316 deltaLoss = -0.000003 increaseLambda: 0.064 0.002000 22: time = 0.064000 loss = 6.444332 testLoss 6.614952 (URBAN=1.0) lambda = 0.3353 alpha = 0.237968 lossBound = -0.062896 W1 = 0.478753 N1 = 0.617647 deltaLoss = -0.035045 Updating 6 features NewtonStep: 1.129 0.002000 increaseLambda: 1.13 0.001000 Undoing contribution: was 0.0043282409672427994 now 0.004327379066822431 329: time = 1.130000 loss = 6.052732 testLoss 6.853417 PTL: lambda = 4.9748 min = 1.0000 max = 4,865.0000 alpha = -0.024772 lossBound = -0.000000 W1 = 0.019301 N1 = 0.021255 deltaLoss = -0.000001 Updating 31 features Updating 7 features NewtonStep: 0.066 0.002000 Updating 2 features NewtonStep: 1.859 0.002000 increaseLambda: 0.066 0.000000 Undoing: newLoss 6.422885319365949, oldLoss 6.444332375690884, deltaLossBound -0.0571253068058324 increaseLambda: 1.859 0.000000 Undoing contribution: was 2.5728344950595728E-5 now 2.06803865926114E-5 Newton: returning 0.17747042147809552 Updating 6 features 456: time = 1.859000 loss = 6.080951 testLoss 7.143363 'NTL__rev lambda = 0.0532 alpha = -0.012508 lossBound = -0.000002 W1 = 0.276333 N1 = 0.297664 deltaLoss = -0.000005 increaseLambda: 0.067 0.001000 Loss was 6.052731988640564, now 6.0527284032352995, delta -0.000004 parallelUpdate: 1.131 0.001000 Updating 2 features NewtonStep: 1.861 0.002000 Updating 2 features NewtonStep: 0.934 0.016000 increaseLambda: 1.862 0.001000 Undoing contribution: was 0.22148818724356584 now 0.22148575515629826 increaseLambda: 0.935 0.001000 Undoing contribution: was 0.0036260489474919974 now 0.0036231268203925945 457: time = 1.862000 loss = 6.080949 testLoss 7.143459 'PTL__rev lambda = -0.6566 244: time = 0.935000 loss = 6.040568 testLoss 7.005686 alpha = 0.008357 lossBound = -0.000001 W1 = 0.145370 N1 = 0.122951 deltaLoss = -0.000002 'COND__rev lambda = -0.3534 alpha = 0.008110 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000003 Updating 4 features NewtonStep: 1.133 0.002000 increaseLambda: 1.133 0.000000 Undoing contribution: was 0.016928136050110485 now 0.016927255694290242 331: time = 1.133000 loss = 6.052728 testLoss 6.852568 PTL_COND: lambda = -0.6008 min = 1.0000 max = 3.0000 alpha = 0.003917 lossBound = -0.000001 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.863 0.001000 Updating 2 features NewtonStep: 0.937 0.002000 increaseLambda: 1.864 0.001000 Undoing contribution: was 0.004933051305784194 now 0.004927426001512022 458: time = 1.864000 loss = 6.080943 testLoss 7.143436 PTL: lambda = 4.8254 min = 1.0000 max = 4,865.0000 alpha = -0.063406 lossBound = -0.000001 W1 = 0.019304 N1 = 0.021255 deltaLoss = -0.000006 increaseLambda: 0.937 0.000000 245: time = 0.937000 loss = 6.040566 testLoss 7.006265 'COND__rev lambda = -0.9507 Updating 5 features NewtonStep: 1.135 0.002000 alpha = -0.008984 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000003 increaseLambda: 1.136 0.001000 Undoing: newLoss 6.052727252064944, oldLoss 6.052727522879479, deltaLossBound -2.7081454832657086E-7 increaseLambda: 1.136 0.000000 Search: 1.136 0.000000 increaseLambda: 1.137 0.001000 332: time = 1.137000 loss = 6.052727 testLoss 6.852956 'PTL_COND__rev lambda = 0.2219 Updating 2 features alpha = 0.001529 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 NewtonStep: 1.866 0.002000 increaseLambda: 1.866 0.000000 459: time = 1.866000 loss = 6.080941 testLoss 7.143356 'PTL__rev lambda = -0.4409 alpha = -0.007378 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 Updating 2 features NewtonStep: 0.939 0.002000 increaseLambda: 0.94 0.001000 Undoing contribution: was 0.0036231268203925945 now 0.003620409635711783 246: time = 0.940000 loss = 6.040563 testLoss 7.005726 'COND__rev lambda = -0.3456 alpha = 0.007820 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000003 Updating 6 features NewtonStep: 1.138 0.001000 increaseLambda: 1.139 0.001000 333: time = 1.139000 loss = 6.052727 testLoss 6.853252 'COND__rev lambda = -0.2517 alpha = -0.004582 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.868 0.002000 increaseLambda: 1.868 0.000000 Undoing contribution: was 0.22148575515629826 now 0.2214849248767225 Updating 2 features NewtonStep: 0.941 0.001000 460: time = 1.868000 loss = 6.080940 testLoss 7.143413 'PTL__rev lambda = -0.6517 alpha = 0.004878 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 0.942 0.001000 247: time = 0.942000 loss = 6.040562 testLoss 7.005110 'CHLA__rev lambda = -0.3661 alpha = -0.005105 lossBound = -0.000001 W1 = 0.179132 N1 = 0.152846 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.141 0.002000 increaseLambda: 1.141 0.000000 Undoing contribution: was 0.013125492261487749 now 0.013124749681471605 334: time = 1.141000 loss = 6.052726 testLoss 6.852973 'COND__rev lambda = -0.7202 alpha = 0.004046 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.87 0.002000 increaseLambda: 1.87 0.000000 Undoing contribution: was 2.06803865926114E-5 now 1.9064254598158415E-5 461: time = 1.870000 loss = 6.080939 testLoss 7.143399 'NTL__rev lambda = 0.0461 alpha = -0.007080 lossBound = -0.000001 W1 = 0.276333 N1 = 0.297664 deltaLoss = -0.000002 Updating 6 features NewtonStep: 1.143 0.002000 Updating 3 features Updating 3 features NewtonStep: 0.945 0.003000 NewtonStep: 1.872 0.002000 increaseLambda: 1.143 0.000000 335: time = 1.143000 loss = 6.052725 testLoss 6.853263 'COND__rev lambda = -0.2562 alpha = -0.004487 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 increaseLambda: 0.946 0.001000 Undoing contribution: was 0.045466471940803915 now 0.04546381254570511 increaseLambda: 1.873 0.001000 Undoing contribution: was 0.003569081247258231 now 0.0035681347465999365 248: time = 0.946000 loss = 6.040559 testLoss 7.005115 'TURB__rev lambda = -0.4989 alpha = 0.008342 lossBound = -0.000001 W1 = 0.187529 N1 = 0.164242 deltaLoss = -0.000003 462: time = 1.873000 loss = 6.080938 testLoss 7.143700 'CHLA__rev lambda = -0.2709 alpha = 0.003868 lossBound = -0.000001 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.145 0.002000 Updating 4 features NewtonStep: 1.875 0.002000 increaseLambda: 1.146 0.001000 Undoing contribution: was 0.015442249784822695 now 0.015441867810931955 Updating 2 features NewtonStep: 0.948 0.002000 increaseLambda: 1.875 0.000000 336: time = 1.146000 loss = 6.052725 testLoss 6.853096 CHLA_COND^2: lambda = 2.4927 min = 1.0000 max = 81.0000 alpha = -0.004037 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 463: time = 1.875000 loss = 6.080936 testLoss 7.143893 'DOC__rev lambda = 0.0411 alpha = 0.010621 lossBound = -0.000000 W1 = 0.645009 N1 = 0.659715 deltaLoss = -0.000002 increaseLambda: 0.948 0.000000 249: time = 0.948000 loss = 6.040555 testLoss 7.005039 'TURB__rev lambda = -0.3707 alpha = -0.012606 lossBound = -0.000001 W1 = 0.770440 N1 = 0.748154 deltaLoss = -0.000004 Updating 4 features NewtonStep: 1.148 0.002000 Updating 3 features NewtonStep: 1.877 0.002000 Updating 3 features NewtonStep: 0.95 0.002000 increaseLambda: 1.148 0.000000 Undoing contribution: was 0.013124749681471605 now 0.013124122516258508 337: time = 1.148000 loss = 6.052724 testLoss 6.852840 'COND__rev lambda = -0.7165 alpha = 0.003719 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000001 increaseLambda: 1.877 0.000000 increaseLambda: 0.95 0.000000 464: time = 1.877000 loss = 6.080935 testLoss 7.143832 'PTL__rev lambda = -0.4466 alpha = -0.005738 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 250: time = 0.950000 loss = 6.040552 testLoss 7.005655 'COND__rev lambda = -0.9603 alpha = -0.009546 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000003 Updating 4 features NewtonStep: 1.15 0.002000 Updating 3 features NewtonStep: 0.952 0.002000 Updating 6 features NewtonStep: 1.879 0.002000 increaseLambda: 1.15 0.000000 increaseLambda: 0.952 0.000000 338: time = 1.150000 loss = 6.052723 testLoss 6.853127 251: time = 0.952000 loss = 6.040538 testLoss 7.005016 COND: lambda = -1.8397 min = 4.0000 max = 50,590.0000 alpha = -0.182085 lossBound = -0.000001 W1 = 0.009487 N1 = 0.008479 deltaLoss = -0.000014 increaseLambda: 1.879 0.000000 Undoing contribution: was 0.2214849248767225 now 0.22148410361800724 465: time = 1.879000 loss = 6.080934 testLoss 7.143888 'PTL__rev lambda = -0.6469 alpha = 0.004852 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 'COND__rev lambda = -0.2607 alpha = -0.004449 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.954 0.002000 Updating 3 features NewtonStep: 1.881 0.002000 Updating 2 features NewtonStep: 1.152 0.002000 increaseLambda: 1.882 0.001000 increaseLambda: 1.153 0.001000 Undoing contribution: was 0.013124122516258508 now 0.01312344517345 466: time = 1.882000 loss = 6.080933 testLoss 7.143834 'PTL__rev lambda = -0.4516 alpha = -0.005001 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 339: time = 1.153000 loss = 6.052723 testLoss 6.852861 'COND__rev lambda = -0.7127 alpha = 0.003864 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000001 increaseLambda: 0.955 0.001000 Undoing contribution: was 0.007227119045179109 now 0.007224451357143303 252: time = 0.955000 loss = 6.040535 testLoss 7.005077 'TURB__rev lambda = -0.6364 alpha = 0.009340 lossBound = -0.000001 W1 = 0.737822 N1 = 0.714137 deltaLoss = -0.000003 Updating 6 features NewtonStep: 1.883 0.001000 Updating 4 features NewtonStep: 1.155 0.002000 Search: 0.091 0.024000 increaseLambda: 1.155 0.000000 Updating 3 features NewtonStep: 0.957 0.002000 340: time = 1.155000 loss = 6.052722 testLoss 6.853138 'COND__rev lambda = -0.2649 alpha = -0.004285 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 increaseLambda: 0.091 0.000000 23: time = 0.091000 loss = 6.406858 testLoss 6.683197 'NTL_COND lambda = -1.3743 alpha = -0.653539 lossBound = -0.057125 W1 = 0.052272 N1 = 0.007353 deltaLoss = -0.037475 increaseLambda: 0.957 0.000000 253: time = 0.957000 loss = 6.040533 testLoss 7.005597 'COND__rev lambda = -0.9683 alpha = -0.008062 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 4 features NewtonStep: 1.157 0.002000 Updating 8 features Updating 2 features NewtonStep: 0.959 0.002000 increaseLambda: 1.157 0.000000 Undoing contribution: was 0.01312344517345 now 0.013122816694131635 increaseLambda: 0.093 0.002000 341: time = 1.157000 loss = 6.052721 testLoss 6.852882 24: time = 0.093000 loss = 6.378444 testLoss 6.651018 'COND__rev lambda = -0.7089 alpha = 0.003722 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000001 increaseLambda: 0.959 0.000000 Undoing contribution: was 0.003620409635711783 now 0.003617437406375354 254: time = 0.959000 loss = 6.040530 testLoss 7.005033 'COND__rev lambda = -0.3374 alpha = 0.008179 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000003 increaseLambda: 1.886 0.003000 Undoing contribution: was 0.22148410361800724 now 0.22148328781002252 467: time = 1.886000 loss = 6.080932 testLoss 7.143891 'PTL__rev lambda = -0.6420 alpha = 0.004836 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.159 0.002000 Updating 3 features NewtonStep: 0.961 0.002000 Updating 1 features increaseLambda: 1.159 0.000000 NewtonStep: 1.888 0.002000 increaseLambda: 0.961 0.000000 342: time = 1.159000 loss = 6.052721 testLoss 6.853149 'COND__rev lambda = -0.2691 alpha = -0.004127 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 255: time = 0.961000 loss = 6.040527 testLoss 7.005617 'COND__rev lambda = -0.9774 alpha = -0.009066 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000003 increaseLambda: 1.889 0.001000 Undoing contribution: was 1.9064254598158415E-5 now 1.7629879665551074E-5 468: time = 1.889000 loss = 6.080931 testLoss 7.143878 'NTL__rev lambda = 0.0395 alpha = -0.006671 lossBound = -0.000000 W1 = 0.276333 N1 = 0.297664 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.161 0.002000 Updating 2 features NewtonStep: 0.963 0.002000 increaseLambda: 1.161 0.000000 Undoing contribution: was 0.013122816694131635 now 0.013122233550791796 increaseLambda: 0.964 0.001000 Undoing contribution: was 0.003617437406375354 now 0.003614669900111198 343: time = 1.161000 loss = 6.052720 testLoss 6.852902 'COND__rev lambda = -0.7053 alpha = 0.003585 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000001 256: time = 0.964000 loss = 6.040524 testLoss 7.005073 'COND__rev lambda = -0.3295 alpha = 0.007892 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000003 (LAKE_ORIGIN=1.0) lambda = 0.8954 alpha = 0.305010 lossBound = -0.048209 W1 = 0.829316 N1 = 0.911765 deltaLoss = -0.028414 Updating 3 features NewtonStep: 0.965 0.001000 Updating 4 features NewtonStep: 1.893 0.004000 increaseLambda: 0.966 0.001000 257: time = 0.966000 loss = 6.040521 testLoss 7.005637 'COND__rev lambda = -0.9862 alpha = -0.008743 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000003 increaseLambda: 1.893 0.000000 Undoing contribution: was 0.0015999858156322037 now 0.0015991630306658225 469: time = 1.893000 loss = 6.080930 testLoss 7.143484 'NTL__rev lambda = -1.1219 alpha = 0.013197 lossBound = -0.000000 W1 = 0.023604 N1 = 0.011802 deltaLoss = -0.000001 Updating 8 features NewtonStep: 0.101 0.008000 increaseLambda: 0.101 0.000000 Undoing: newLoss 6.347162214246821, oldLoss 6.378443513797845, deltaLossBound -0.03684505988185305 Updating 2 features NewtonStep: 0.967 0.001000 increaseLambda: 0.102 0.001000 increaseLambda: 0.968 0.001000 Undoing contribution: was 0.003614669900111198 now 0.0036120953974139477 Updating 4 features NewtonStep: 1.895 0.002000 258: time = 0.968000 loss = 6.040519 testLoss 7.005112 'COND__rev lambda = -0.3219 alpha = 0.007611 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000003 Search: 0.102 0.000000 increaseLambda: 0.102 0.000000 25: time = 0.102000 loss = 6.337475 testLoss 6.604457 'PTL__rev lambda = -1.3845 alpha = -0.473485 lossBound = -0.036845 W1 = 0.207948 N1 = 0.122951 deltaLoss = -0.040969 Updating 2 features NewtonStep: 0.97 0.002000 increaseLambda: 0.971 0.001000 259: time = 0.971000 loss = 6.040516 testLoss 7.005655 'COND__rev lambda = -0.9946 alpha = -0.008431 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 9 features NewtonStep: 0.105 0.003000 increaseLambda: 1.898 0.003000 470: time = 1.898000 loss = 6.080907 testLoss 7.145610 NTL: lambda = -16.9744 min = 5.0000 max = 26,100.0000 alpha = -0.364397 lossBound = -0.000000 W1 = 0.028625 N1 = 0.027624 deltaLoss = -0.000023 increaseLambda: 0.106 0.001000 Undoing: newLoss 6.309904722953464, oldLoss 6.337474821950149, deltaLossBound -0.03775113332102834 increaseLambda: 0.106 0.000000 Search: 0.106 0.000000 Updating 4 features NewtonStep: 0.972 0.001000 increaseLambda: 0.107 0.001000 26: time = 0.107000 loss = 6.313646 testLoss 6.634260 TURB_COND: lambda = -0.2943 min = 1.0000 max = 3.0000 alpha = -0.294254 lossBound = -0.037751 W1 = 0.149179 N1 = 0.073529 deltaLoss = -0.023829 increaseLambda: 0.973 0.001000 Undoing contribution: was 0.018098741461237543 now 0.01809585943381816 260: time = 0.973000 loss = 6.040514 testLoss 7.005194 CHLA_COND^2: lambda = 2.6618 min = 1.0000 max = 81.0000 alpha = -0.011070 lossBound = -0.000002 W1 = 0.069373 N1 = 0.079044 deltaLoss = -0.000003 Updating 2 features NewtonStep: 1.9 0.002000 increaseLambda: 1.901 0.001000 Undoing contribution: was 1.7629879665551074E-5 now 1.216223810632245E-6 471: time = 1.901000 loss = 6.080890 testLoss 7.145554 'NTL__rev lambda = 0.0169 alpha = -0.022546 lossBound = -0.000005 W1 = 0.276334 N1 = 0.297664 deltaLoss = -0.000016 Updating 4 features NewtonStep: 0.975 0.002000 Updating 8 features increaseLambda: 0.975 0.000000 Undoing contribution: was 0.0036120953974139477 now 0.0036100808420274385 NewtonStep: 0.109 0.002000 261: time = 0.975000 loss = 6.040512 testLoss 7.004730 'COND__rev lambda = -0.3152 alpha = 0.006734 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000002 increaseLambda: 0.109 0.000000 Undoing: newLoss 6.335510130761723, oldLoss 6.313645606947027, deltaLossBound -0.029459038445327962 increaseLambda: 0.109 0.000000 Updating 3 features NewtonStep: 1.903 0.002000 Search: 0.11 0.001000 increaseLambda: 1.903 0.000000 Undoing: newLoss 6.080889507781002, oldLoss 6.080890390742406, deltaLossBound -8.829871256778521E-7 increaseLambda: 0.11 0.000000 27: time = 0.110000 loss = 6.299176 testLoss 6.639898 'CHLA__rev lambda = 0.5244 alpha = 0.524400 lossBound = -0.029459 W1 = 0.013777 N1 = 0.058824 deltaLoss = -0.014469 increaseLambda: 1.903 0.000000 Search: 1.903 0.000000 Updating 4 features NewtonStep: 0.977 0.002000 increaseLambda: 1.904 0.001000 Undoing contribution: was 0.15955613550666242 now 0.15955525251953723 increaseLambda: 0.977 0.000000 472: time = 1.904000 loss = 6.080890 testLoss 7.143764 'NTL_COND lambda = -1.3284 alpha = 0.011060 lossBound = -0.000001 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000001 262: time = 0.977000 loss = 6.040509 testLoss 7.005279 'COND__rev lambda = -1.0031 alpha = -0.008521 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000003 Updating 6 features increaseLambda: 0.112 0.002000 28: time = 0.112000 loss = 6.287136 testLoss 6.624902 (URBAN=1.0) lambda = 0.4750 alpha = 0.139776 lossBound = -0.021586 W1 = 0.527807 N1 = 0.617647 deltaLoss = -0.012040 Updating 5 features NewtonStep: 0.979 0.002000 increaseLambda: 0.979 0.000000 Undoing contribution: was 0.0036100808420274385 now 0.0036076355380565725 263: time = 0.979000 loss = 6.040507 testLoss 7.004767 'COND__rev lambda = -0.3078 alpha = 0.007417 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000002 Updating 2 features NewtonStep: 1.906 0.002000 increaseLambda: 1.907 0.001000 473: time = 1.907000 loss = 6.080888 testLoss 7.143724 'TURB__rev lambda = -0.3148 alpha = -0.006907 lossBound = -0.000000 W1 = 0.771802 N1 = 0.749584 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.114 0.002000 increaseLambda: 0.115 0.001000 29: time = 0.115000 loss = 6.260802 testLoss 6.598169 'TURB__rev lambda = -0.4103 alpha = -0.410344 lossBound = -0.019867 W1 = 0.231223 N1 = 0.164242 deltaLoss = -0.026334 Updating 6 features Newton: returning 0.5288208478553043 Updating 6 features Loss was 6.260801991724416, now 6.206262762045602, delta -0.054539 parallelUpdate: 0.115 0.000000 Updating 2 features NewtonStep: 1.909 0.002000 Updating 4 features NewtonStep: 1.18 0.019000 increaseLambda: 1.909 0.000000 Undoing contribution: was 0.22148328781002252 now 0.22148185189352038 474: time = 1.909000 loss = 6.080887 testLoss 7.143799 'PTL__rev lambda = -0.6356 alpha = 0.006417 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.983 0.004000 Updating 6 features NewtonStep: 0.117 0.002000 increaseLambda: 0.983 0.000000 264: time = 0.984000 loss = 6.040504 testLoss 7.005297 'COND__rev lambda = -1.0113 alpha = -0.008215 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 increaseLambda: 0.118 0.001000 Undoing: newLoss 6.187721189060896, oldLoss 6.206262762045602, deltaLossBound -0.022548792765345653 increaseLambda: 0.118 0.000000 Updating 3 features NewtonStep: 1.911 0.002000 Search: 0.118 0.000000 increaseLambda: 1.911 0.000000 increaseLambda: 0.119 0.001000 31: time = 0.119000 loss = 6.193646 testLoss 6.756207 'NTL_COND__rev lambda = 0.1448 alpha = 0.144761 lossBound = -0.022549 W1 = 0.566467 N1 = 0.676471 deltaLoss = -0.012617 increaseLambda: 1.18 0.000000 475: time = 1.911000 loss = 6.080886 testLoss 7.143744 'PTL__rev lambda = -0.4567 alpha = -0.005087 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 344: time = 1.183000 loss = 6.052720 testLoss 6.853159 Updating 8 features NewtonStep: 0.121 0.002000 'COND__rev lambda = -0.2730 alpha = -0.003975 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 3 features increaseLambda: 0.121 0.000000 Undoing: newLoss 6.1922603111903225, oldLoss 6.193645545966021, deltaLossBound -0.0027527250894620104 NewtonStep: 1.914 0.003000 increaseLambda: 0.121 0.000000 increaseLambda: 1.915 0.001000 Undoing contribution: was 0.22148185189352038 now 0.22148100877700777 Search: 0.122 0.001000 476: time = 1.915000 loss = 6.080885 testLoss 7.143801 'PTL__rev lambda = -0.6307 alpha = 0.004915 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 0.122 0.000000 32: time = 0.122000 loss = 6.191860 testLoss 6.753856 ANC_COND^2: lambda = -0.5658 min = 1.0000 max = 4.0000 alpha = -0.565823 lossBound = -0.002753 W1 = 0.003094 N1 = 0.000000 deltaLoss = -0.001786 Updating 4 features NewtonStep: 1.187 0.004000 increaseLambda: 1.187 0.000000 Undoing contribution: was 0.013122233550791796 now 0.013121692470975289 345: time = 1.187000 loss = 6.052719 testLoss 6.852922 'COND__rev lambda = -0.7019 alpha = 0.003453 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.916 0.001000 Updating 8 features NewtonStep: 0.124 0.002000 increaseLambda: 1.917 0.001000 477: time = 1.917000 loss = 6.080884 testLoss 7.143747 'PTL__rev lambda = -0.4618 alpha = -0.005065 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 0.124 0.000000 33: time = 0.124000 loss = 6.176028 testLoss 6.811273 NTL_COND: lambda = -0.3474 min = 1.0000 max = 3.0000 alpha = -0.347357 lossBound = -0.010257 W1 = 0.204635 N1 = 0.161765 deltaLoss = -0.015832 Updating 3 features NewtonStep: 1.189 0.002000 increaseLambda: 1.189 0.000000 346: time = 1.189000 loss = 6.052719 testLoss 6.853169 'COND__rev lambda = -0.2769 alpha = -0.003829 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.919 0.002000 Updating 10 features NewtonStep: 0.126 0.002000 increaseLambda: 1.919 0.000000 Undoing contribution: was 0.22148100877700777 now 0.22148017184356078 478: time = 1.919000 loss = 6.080883 testLoss 7.143804 'PTL__rev lambda = -0.6258 alpha = 0.004897 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 0.126 0.000000 34: time = 0.126000 loss = 6.168114 testLoss 6.814721 CHLA_COND: lambda = 0.4909 min = 1.0000 max = 9.0000 alpha = 0.490938 lossBound = -0.003739 W1 = 0.097215 N1 = 0.113971 deltaLoss = -0.007914 Updating 3 features NewtonStep: 1.191 0.002000 increaseLambda: 1.192 0.001000 Undoing contribution: was 0.013121692470975289 now 0.013121190418648466 347: time = 1.192000 loss = 6.052718 testLoss 6.852940 'COND__rev lambda = -0.6986 alpha = 0.003327 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000001 Updating 9 features NewtonStep: 0.128 0.002000 Updating 3 features increaseLambda: 0.128 0.000000 Undoing: newLoss 6.162578116050262, oldLoss 6.168114238946231, deltaLossBound -0.007777995701069188 NewtonStep: 1.921 0.002000 increaseLambda: 0.128 0.000000 increaseLambda: 1.922 0.001000 479: time = 1.922000 loss = 6.080883 testLoss 7.143750 Search: 0.129 0.001000 'PTL__rev lambda = -0.4668 alpha = -0.005046 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 35 features increaseLambda: 0.129 0.000000 35: time = 0.129000 loss = 6.163359 testLoss 6.835915 TURB_COND: lambda = -0.5922 min = 1.0000 max = 3.0000 alpha = -0.142373 lossBound = -0.007778 W1 = 0.110781 N1 = 0.073529 deltaLoss = -0.004755 Updating 2 features NewtonStep: 1.194 0.002000 increaseLambda: 1.194 0.000000 Undoing contribution: was 0.016927255694290242 now 0.01692698457859768 348: time = 1.194000 loss = 6.052718 testLoss 6.852396 PTL_COND: lambda = -0.5986 min = 1.0000 max = 3.0000 alpha = 0.002172 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000000 Updating 9 features Newton: returning 0.00961179241671285 Updating 4 features increaseLambda: 0.131 0.002000 36: time = 0.131000 loss = 6.160355 testLoss 6.831565 (LAKE_ORIGIN=1.0) lambda = 1.0045 alpha = 0.109092 lossBound = -0.005286 W1 = 0.877893 N1 = 0.911765 deltaLoss = -0.003004 Updating 4 features NewtonStep: 0.998 0.014000 Updating 2 features NewtonStep: 1.196 0.002000 Loss was 6.080882638859177, now 6.0808821534271615, delta -0.000000 parallelUpdate: 1.925 0.003000 increaseLambda: 0.998 0.000000 Undoing contribution: was 0.0036076355380565725 now 0.0036053607122506245 265: time = 0.998000 loss = 6.040502 testLoss 7.004804 'COND__rev lambda = -0.3006 alpha = 0.007153 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000002 increaseLambda: 1.196 0.000000 Undoing contribution: was 9.861366796373085E-4 now 9.857273721356388E-4 349: time = 1.196000 loss = 6.052717 testLoss 6.852594 'CHLA__rev lambda = -0.1783 alpha = 0.002544 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 8 features NewtonStep: 0.133 0.002000 increaseLambda: 0.133 0.000000 37: time = 0.133000 loss = 6.148500 testLoss 6.849531 'COND__rev lambda = -0.4345 alpha = -0.434480 lossBound = -0.004548 W1 = 0.633687 N1 = 0.596381 deltaLoss = -0.011855 Updating 4 features Updating 4 features NewtonStep: 1.0 0.002000 Updating 2 features NewtonStep: 1.198 0.002000 increaseLambda: 1.927 0.002000 Undoing contribution: was 0.008223930115483391 now 0.008223531070353118 increaseLambda: 1.0 0.000000 481: time = 1.927000 loss = 6.080882 testLoss 7.143886 (URBAN=0.0) lambda = -0.1004 alpha = 0.001821 lossBound = -0.000000 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000000 266: time = 1.000000 loss = 6.040500 testLoss 7.004924 'ANC__rev lambda = -0.5926 alpha = -0.012970 lossBound = -0.000001 W1 = 0.043050 N1 = 0.028343 deltaLoss = -0.000002 increaseLambda: 1.198 0.000000 350: time = 1.198000 loss = 6.052717 testLoss 6.852496 'PTL__rev lambda = -0.0152 alpha = -0.002427 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000000 Updating 9 features NewtonStep: 0.135 0.002000 increaseLambda: 0.135 0.000000 38: time = 0.135000 loss = 6.129209 testLoss 6.840740 'DOC__rev lambda = 0.4858 alpha = 0.485848 lossBound = -0.005735 W1 = 0.585162 N1 = 0.626905 deltaLoss = -0.019290 Updating 4 features NewtonStep: 1.002 0.002000 Updating 5 features NewtonStep: 1.929 0.002000 increaseLambda: 1.002 0.000000 increaseLambda: 1.929 0.000000 Undoing: newLoss 6.080881450823111, oldLoss 6.080881754382031, deltaLossBound -3.036064164352457E-7 267: time = 1.002000 loss = 6.040498 testLoss 7.004874 'TURB__rev lambda = -0.3792 alpha = -0.008462 lossBound = -0.000001 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000002 Updating 2 features NewtonStep: 1.2 0.002000 increaseLambda: 1.929 0.000000 increaseLambda: 1.201 0.001000 Undoing: newLoss 6.052716766062487, oldLoss 6.052717063477287, deltaLossBound -2.97414813674811E-7 Search: 1.93 0.001000 increaseLambda: 1.201 0.000000 Updating 9 features NewtonStep: 0.137 0.002000 Search: 1.201 0.000000 increaseLambda: 1.93 0.000000 Undoing contribution: was 0.001437323430956045 now 0.001437019824538705 482: time = 1.930000 loss = 6.080881 testLoss 7.143911 ANC_COND: lambda = -1.0643 min = 1.0000 max = 2.0000 alpha = 0.024756 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 increaseLambda: 1.202 0.001000 351: time = 1.202000 loss = 6.052717 testLoss 6.852901 'PTL_COND__rev lambda = 0.2235 alpha = 0.001603 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 increaseLambda: 0.138 0.001000 Undoing: newLoss 6.124982602491329, oldLoss 6.129209295248034, deltaLossBound -0.005753037171880158 increaseLambda: 0.138 0.000000 Search: 0.139 0.001000 increaseLambda: 0.139 0.000000 39: time = 0.139000 loss = 6.125699 testLoss 6.859727 TURB_COND: lambda = -0.7157 min = 1.0000 max = 3.0000 alpha = -0.123429 lossBound = -0.005753 W1 = 0.106730 N1 = 0.073529 deltaLoss = -0.003510 Updating 2 features NewtonStep: 1.204 0.002000 Updating 5 features NewtonStep: 1.933 0.003000 increaseLambda: 1.204 0.000000 Undoing contribution: was 0.005253940096465506 now 0.005253562465283182 352: time = 1.204000 loss = 6.052716 testLoss 6.852922 'TURB__rev lambda = -0.6085 alpha = 0.003787 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000000 increaseLambda: 1.933 0.000000 Undoing contribution: was 0.22148017184356078 now 0.22147971668686534 Updating 4 features 483: time = 1.933000 loss = 6.080881 testLoss 7.143953 'PTL__rev lambda = -0.6210 NewtonStep: 1.006 0.004000 alpha = 0.003610 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 increaseLambda: 1.006 0.000000 Undoing contribution: was 0.007224451357143303 now 0.007222224194560945 268: time = 1.006000 loss = 6.040496 testLoss 7.004931 'TURB__rev lambda = -0.6279 alpha = 0.008533 lossBound = -0.000001 W1 = 0.737822 N1 = 0.714137 deltaLoss = -0.000002 Updating 11 features increaseLambda: 0.141 0.002000 40: time = 0.141000 loss = 6.123668 testLoss 6.856475 (URBAN=0.0) lambda = -0.1425 alpha = -0.057737 lossBound = -0.003647 W1 = 0.431577 N1 = 0.382353 deltaLoss = -0.002031 Updating 2 features NewtonStep: 1.206 0.002000 Updating 4 features NewtonStep: 1.935 0.002000 increaseLambda: 1.206 0.000000 Undoing contribution: was 0.01692698457859768 now 0.01692658218031143 353: time = 1.206000 loss = 6.052716 testLoss 6.852260 PTL_COND: lambda = -0.5960 min = 1.0000 max = 3.0000 alpha = 0.002647 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000000 Updating 2 features NewtonStep: 1.008 0.002000 increaseLambda: 1.935 0.000000 484: time = 1.935000 loss = 6.080880 testLoss 7.143899 'PTL__rev lambda = -0.4729 alpha = -0.005038 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 1.008 0.000000 269: time = 1.008000 loss = 6.040494 testLoss 7.004877 'TURB__rev lambda = -0.3883 alpha = -0.009126 lossBound = -0.000001 W1 = 0.770440 N1 = 0.748154 deltaLoss = -0.000002 Updating 25 features Updating 10 features NewtonStep: 0.143 0.002000 Newton: returning 1.4146411807806287 Updating 3 features increaseLambda: 0.143 0.000000 Undoing: newLoss 6.121207402666986, oldLoss 6.123668382199741, deltaLossBound -0.0032600568614843464 increaseLambda: 0.143 0.000000 Loss was 6.040493961063607, now 6.040443433587441, delta -0.000051 parallelUpdate: 1.01 0.002000 Search: 0.144 0.001000 Updating 4 features NewtonStep: 1.208 0.002000 increaseLambda: 0.144 0.000000 41: time = 0.144000 loss = 6.121693 testLoss 6.871645 TURB_COND: lambda = -0.8097 min = 1.0000 max = 3.0000 alpha = -0.094072 lossBound = -0.003260 W1 = 0.100480 N1 = 0.073529 deltaLoss = -0.001975 Updating 6 features NewtonStep: 1.937 0.002000 increaseLambda: 1.208 0.000000 Undoing: newLoss 6.052715908719155, oldLoss 6.0527159860330055, deltaLossBound -7.731385210118141E-8 increaseLambda: 1.937 0.000000 Undoing contribution: was 0.22147971668686534 now 0.2214788878884159 increaseLambda: 1.208 0.000000 485: time = 1.937000 loss = 6.080879 testLoss 7.143956 'PTL__rev lambda = -0.6162 alpha = 0.004874 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Search: 1.209 0.001000 increaseLambda: 1.209 0.000000 354: time = 1.209000 loss = 6.052716 testLoss 6.852467 'PTL_COND__rev lambda = 0.2243 alpha = 0.000817 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 2 features NewtonStep: 1.011 0.001000 increaseLambda: 1.012 0.001000 Undoing contribution: was 0.0036053607122506245 now 0.0035893027294733623 271: time = 1.012000 loss = 6.040427 testLoss 7.006076 'COND__rev lambda = -0.1799 alpha = 0.018947 lossBound = -0.000006 W1 = 0.626384 N1 = 0.597545 deltaLoss = -0.000016 Updating 8 features NewtonStep: 0.146 0.002000 increaseLambda: 0.146 0.000000 42: time = 0.146000 loss = 6.117296 testLoss 6.836716 'CHLA__rev lambda = -0.2535 alpha = -0.253540 lossBound = -0.002959 W1 = 0.183750 N1 = 0.153039 deltaLoss = -0.004397 Updating 5 features NewtonStep: 1.94 0.003000 Updating 3 features increaseLambda: 1.94 0.000000 486: time = 1.940000 loss = 6.080879 testLoss 7.143902 'PTL__rev lambda = -0.4779 alpha = -0.005022 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 NewtonStep: 1.211 0.002000 increaseLambda: 1.212 0.001000 355: time = 1.212000 loss = 6.052716 testLoss 6.852382 'PTL__rev lambda = -0.0173 alpha = -0.002080 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000000 Updating 8 features NewtonStep: 0.148 0.002000 increaseLambda: 0.148 0.000000 43: time = 0.148000 loss = 6.111485 testLoss 6.891241 NTL_COND^2: lambda = -0.2983 min = 1.0000 max = 9.0000 alpha = -0.298289 lossBound = -0.002731 W1 = 0.141676 N1 = 0.121324 deltaLoss = -0.005811 Updating 2 features NewtonStep: 1.015 0.003000 Updating 5 features NewtonStep: 1.942 0.002000 increaseLambda: 1.015 0.000000 Undoing contribution: was 0.007222224194560945 now 0.007211693281648579 272: time = 1.015000 loss = 6.040417 testLoss 7.006192 'TURB__rev lambda = -0.5842 alpha = 0.018474 lossBound = -0.000003 W1 = 0.737818 N1 = 0.714137 deltaLoss = -0.000011 increaseLambda: 1.942 0.000000 Undoing contribution: was 0.2214788878884159 now 0.2214780651758183 487: time = 1.942000 loss = 6.080878 testLoss 7.143958 'PTL__rev lambda = -0.6113 alpha = 0.004856 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.214 0.002000 increaseLambda: 1.214 0.000000 Undoing contribution: was 0.13663625112767014 now 0.13663597936832622 Updating 8 features 356: time = 1.214000 loss = 6.052715 testLoss 6.852412 'PTL__rev lambda = -0.7548 NewtonStep: 0.15 0.002000 alpha = 0.002894 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.15 0.000000 44: time = 0.150000 loss = 6.106183 testLoss 6.891192 'ANC__rev lambda = -0.5592 alpha = -0.559174 lossBound = -0.002675 W1 = 0.046118 N1 = 0.028343 deltaLoss = -0.005302 Updating 4 features NewtonStep: 1.017 0.002000 Updating 4 features increaseLambda: 1.017 0.000000 NewtonStep: 1.944 0.002000 Undoing: newLoss 6.040414795336915, oldLoss 6.040416844691752, deltaLossBound -2.049494494690211E-6 increaseLambda: 1.018 0.001000 Updating 3 features NewtonStep: 1.216 0.002000 increaseLambda: 1.945 0.001000 488: time = 1.945000 loss = 6.080877 testLoss 7.143905 'PTL__rev lambda = -0.4829 alpha = -0.005003 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Search: 1.018 0.000000 increaseLambda: 1.216 0.000000 Undoing contribution: was 1.3252851490217686E-4 now 1.321940191306512E-4 Updating 7 features NewtonStep: 0.152 0.002000 357: time = 1.216000 loss = 6.052715 testLoss 6.852406 'NTL__rev lambda = 0.0871 alpha = -0.003227 lossBound = -0.000000 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000000 increaseLambda: 0.153 0.001000 Undoing: newLoss 6.104711588824666, oldLoss 6.10618275075831, deltaLossBound -0.0019035826341471521 increaseLambda: 0.153 0.000000 Search: 0.153 0.000000 increaseLambda: 0.153 0.000000 45: time = 0.153000 loss = 6.105035 testLoss 6.903265 TURB_COND: lambda = -0.8823 min = 1.0000 max = 3.0000 alpha = -0.072539 lossBound = -0.001904 W1 = 0.096100 N1 = 0.073529 deltaLoss = -0.001148 Updating 2 features NewtonStep: 1.218 0.002000 increaseLambda: 1.219 0.001000 Undoing: newLoss 6.0527149379535095, oldLoss 6.052715060300665, deltaLossBound -1.2234715898033798E-7 increaseLambda: 1.219 0.000000 Updating 4 features increaseLambda: 1.021 0.003000 Undoing contribution: was 0.12539761343971542 now 0.1253955639452213 NewtonStep: 1.948 0.003000 Search: 1.219 0.000000 273: time = 1.021000 loss = 6.040415 testLoss 7.003462 'NTL_COND lambda = -1.4735 alpha = 0.016865 lossBound = -0.000002 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000002 Updating 6 features NewtonStep: 0.155 0.002000 increaseLambda: 1.948 0.000000 Undoing contribution: was 0.2214780651758183 now 0.22147724850381184 increaseLambda: 1.219 0.000000 358: time = 1.219000 loss = 6.052715 testLoss 6.852667 489: time = 1.948000 loss = 6.080876 testLoss 7.143961 'PTL_COND__rev lambda = 0.2253 'PTL__rev lambda = -0.6065 alpha = 0.001028 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 alpha = 0.004838 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 0.156 0.001000 46: time = 0.156000 loss = 6.098000 testLoss 6.904343 'DOC__rev lambda = 0.4006 alpha = 0.400624 lossBound = -0.001481 W1 = 0.617286 N1 = 0.640866 deltaLoss = -0.007035 Updating 3 features NewtonStep: 1.023 0.002000 increaseLambda: 1.023 0.000000 274: time = 1.023000 loss = 6.040414 testLoss 7.004701 TURB_COND: lambda = -2.3229 min = 1.0000 max = 3.0000 alpha = -0.006802 lossBound = -0.000001 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.221 0.002000 Updating 4 features NewtonStep: 1.95 0.002000 Updating 6 features NewtonStep: 0.157 0.001000 increaseLambda: 1.222 0.001000 Undoing contribution: was 0.010937228447747567 now 0.010937027716536358 increaseLambda: 1.951 0.001000 increaseLambda: 0.158 0.001000 Undoing: newLoss 6.097013816106615, oldLoss 6.097999883435184, deltaLossBound -0.0012520124790579008 359: time = 1.222000 loss = 6.052715 testLoss 6.852624 'ANC__rev lambda = -0.2764 alpha = 0.004521 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = -0.000000 Updating 31 features 490: time = 1.951000 loss = 6.080875 testLoss 7.143908 'PTL__rev lambda = -0.4879 alpha = -0.004985 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 0.158 0.000000 Search: 0.158 0.000000 Newton: returning 1.1313014125928922 Updating 5 features increaseLambda: 0.158 0.000000 47: time = 0.158000 loss = 6.097247 testLoss 6.914373 TURB_COND: lambda = -0.9414 min = 1.0000 max = 3.0000 alpha = -0.059161 lossBound = -0.001252 W1 = 0.093469 N1 = 0.073529 deltaLoss = -0.000753 Loss was 6.052714737222296, now 6.0527079479802035, delta -0.000007 parallelUpdate: 1.223 0.001000 Updating 6 features NewtonStep: 0.16 0.002000 increaseLambda: 0.161 0.001000 48: time = 0.161000 loss = 6.094347 testLoss 6.934286 'COND__rev lambda = -0.3325 alpha = -0.332452 lossBound = -0.001106 W1 = 0.622118 N1 = 0.598874 deltaLoss = -0.002900 Updating 4 features NewtonStep: 1.225 0.002000 Updating 3 features NewtonStep: 1.954 0.003000 increaseLambda: 1.225 0.000000 361: time = 1.225000 loss = 6.052707 testLoss 6.851819 'ANC__rev lambda = -0.2717 alpha = -0.009131 lossBound = -0.000000 W1 = 0.032022 N1 = 0.017316 deltaLoss = -0.000001 increaseLambda: 1.954 0.000000 Undoing contribution: was 0.22147724850381184 now 0.22147643782931276 491: time = 1.954000 loss = 6.080874 testLoss 7.143964 'PTL__rev lambda = -0.6017 alpha = 0.004820 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.162 0.001000 increaseLambda: 0.163 0.001000 Undoing: newLoss 6.09345023615881, oldLoss 6.094346681573753, deltaLossBound -0.001124570620270675 Updating 4 features NewtonStep: 1.227 0.002000 increaseLambda: 0.163 0.000000 Search: 0.163 0.000000 increaseLambda: 1.227 0.000000 Undoing contribution: was 0.0010865050876349503 now 0.001083075705081018 362: time = 1.227000 loss = 6.052704 testLoss 6.852187 COND: lambda = -6.5815 min = 4.0000 max = 50,590.0000 alpha = 0.108080 lossBound = -0.000000 W1 = 0.009481 N1 = 0.008479 deltaLoss = -0.000003 Updating 2 features increaseLambda: 0.164 0.001000 NewtonStep: 1.957 0.003000 49: time = 0.164000 loss = 6.093170 testLoss 6.953574 TURB_COND: lambda = -1.0537 min = 1.0000 max = 3.0000 alpha = -0.112281 lossBound = -0.001125 W1 = 0.089809 N1 = 0.073529 deltaLoss = -0.001177 increaseLambda: 1.957 0.000000 492: time = 1.957000 loss = 6.080874 testLoss 7.143910 'PTL__rev lambda = -0.4929 alpha = -0.004967 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.229 0.002000 Updating 5 features NewtonStep: 0.165 0.001000 increaseLambda: 1.23 0.001000 Undoing contribution: was 0.013121190418648466 now 0.013119021330710757 363: time = 1.230000 loss = 6.052702 testLoss 6.851711 'COND__rev lambda = -0.6564 alpha = 0.006906 lossBound = -0.000001 W1 = 0.625266 N1 = 0.596381 deltaLoss = -0.000002 increaseLambda: 0.166 0.001000 Undoing: newLoss 6.126154529766642, oldLoss 6.093169780224781, deltaLossBound -0.0010836056518819318 Updating 2 features NewtonStep: 1.959 0.002000 increaseLambda: 0.166 0.000000 increaseLambda: 1.959 0.000000 Undoing contribution: was 0.22147643782931276 now 0.22147563310953305 493: time = 1.959000 loss = 6.080873 testLoss 7.143966 'PTL__rev lambda = -0.5968 alpha = 0.004803 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Search: 0.166 0.000000 increaseLambda: 0.167 0.001000 50: time = 0.167000 loss = 6.089046 testLoss 6.946914 'TURB__rev lambda = -0.4473 alpha = -0.447330 lossBound = -0.001084 W1 = 0.769001 N1 = 0.748154 deltaLoss = -0.004123 Updating 6 features NewtonStep: 1.231 0.001000 increaseLambda: 1.232 0.001000 364: time = 1.232000 loss = 6.052702 testLoss 6.852092 PTL_COND: lambda = -0.5844 min = 1.0000 max = 3.0000 alpha = -0.001525 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000000 Updating 2 features NewtonStep: 1.961 0.002000 Updating 4 features increaseLambda: 1.961 0.000000 NewtonStep: 0.168 0.001000 494: time = 1.961000 loss = 6.080872 testLoss 7.143913 'PTL__rev lambda = -0.4978 alpha = -0.004949 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 0.169 0.001000 Undoing contribution: was 0.19854824991982842 now 0.1939392349565033 51: time = 0.169000 loss = 6.084437 testLoss 6.947192 'PTL__rev lambda = -1.7028 alpha = 0.413858 lossBound = -0.002528 W1 = 0.147759 N1 = 0.122951 deltaLoss = -0.004609 Updating 7 features increaseLambda: 1.234 0.002000 365: time = 1.234000 loss = 6.052702 testLoss 6.852075 (URBAN=1.0) lambda = 0.0981 alpha = 0.000790 lossBound = -0.000000 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000000 Updating 5 features NewtonStep: 0.171 0.002000 increaseLambda: 0.171 0.000000 52: time = 0.171000 loss = 6.081138 testLoss 6.914332 'CHLA__rev lambda = -0.4990 alpha = -0.245478 lossBound = -0.002141 W1 = 0.180648 N1 = 0.153039 deltaLoss = -0.003299 Updating 6 features Updating 2 features NewtonStep: 1.236 0.002000 NewtonStep: 1.965 0.004000 increaseLambda: 1.966 0.001000 Undoing contribution: was 0.22147563310953305 now 0.2214748343019734 495: time = 1.966000 loss = 6.080871 testLoss 7.143969 'PTL__rev lambda = -0.5921 alpha = 0.004785 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.173 0.002000 increaseLambda: 0.173 0.000000 53: time = 0.173000 loss = 6.078928 testLoss 6.960093 TURB_COND: lambda = -1.3169 min = 1.0000 max = 3.0000 alpha = -0.263196 lossBound = -0.001511 W1 = 0.083680 N1 = 0.073529 deltaLoss = -0.002210 Updating 2 features NewtonStep: 1.967 0.001000 increaseLambda: 1.968 0.001000 496: time = 1.968000 loss = 6.080870 testLoss 7.143916 'PTL__rev lambda = -0.5027 alpha = -0.004931 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 4 features increaseLambda: 0.175 0.002000 54: time = 0.175000 loss = 6.077804 testLoss 6.956932 (URBAN=1.0) lambda = 0.5714 alpha = 0.096335 lossBound = -0.001123 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.001123 Updating 2 features NewtonStep: 1.97 0.002000 increaseLambda: 1.97 0.000000 Undoing contribution: was 0.2214748343019734 now 0.2214740413644249 Updating 5 features 497: time = 1.970000 loss = 6.080870 testLoss 7.143972 'PTL__rev lambda = -0.5873 NewtonStep: 0.177 0.002000 increaseLambda: 1.237 0.001000 366: time = 1.241000 loss = 6.052701 testLoss 6.852232 increaseLambda: 0.177 0.000000 'COND__rev lambda = -0.3242 alpha = 0.004768 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 alpha = -0.002421 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000000 Undoing: newLoss 6.077171917807831, oldLoss 6.07780435540125, deltaLossBound -6.325145227415022E-4 increaseLambda: 0.178 0.001000 Search: 0.178 0.000000 increaseLambda: 0.179 0.001000 Undoing contribution: was 0.01261721607958144 now 0.011984701556840172 55: time = 0.179000 loss = 6.077172 testLoss 6.939687 'NTL_COND__rev lambda = 0.0706 alpha = -0.074167 lossBound = -0.000633 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000633 Updating 6 features NewtonStep: 1.244 0.003000 increaseLambda: 1.245 0.001000 Undoing contribution: was 0.013119021330710757 now 0.01311888853619493 367: time = 1.245000 loss = 6.052701 testLoss 6.852114 'COND__rev lambda = -0.6547 alpha = 0.001710 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 Updating 6 features NewtonStep: 0.181 0.002000 Updating 2 features NewtonStep: 1.974 0.004000 increaseLambda: 0.181 0.000000 56: time = 0.181000 loss = 6.073944 testLoss 6.946772 CHLA_COND: lambda = 0.9365 min = 1.0000 max = 9.0000 alpha = 0.445582 lossBound = -0.001589 W1 = 0.106927 N1 = 0.113971 deltaLoss = -0.003228 increaseLambda: 1.974 0.000000 498: time = 1.974000 loss = 6.080869 testLoss 7.143919 'PTL__rev lambda = -0.5077 alpha = -0.004913 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.246 0.001000 increaseLambda: 1.247 0.001000 Updating 5 features 368: time = 1.247000 loss = 6.052701 testLoss 6.852237 NewtonStep: 0.183 0.002000 'COND__rev lambda = -0.3261 alpha = -0.001894 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000000 increaseLambda: 0.183 0.000000 Undoing: newLoss 6.07210521964084, oldLoss 6.073943947804446, deltaLossBound -0.0018658671070721448 Updating 2 features NewtonStep: 1.976 0.002000 increaseLambda: 0.183 0.000000 increaseLambda: 1.977 0.001000 Undoing contribution: was 0.2214740413644249 now 0.2214732542549664 499: time = 1.977000 loss = 6.080868 testLoss 7.143974 'PTL__rev lambda = -0.5825 alpha = 0.004750 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Search: 0.184 0.001000 500: time = 1.977000 loss = 6.080868 testLoss 7.143974 increaseLambda: 0.184 0.000000 Undoing contribution: was 0.016368338793189427 now 0.014502471686119275 57: time = 0.184000 loss = 6.072078 testLoss 6.933274 'CHLA__rev lambda = 0.4983 alpha = -0.303378 lossBound = -0.001866 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.001866 Updating 5 features NewtonStep: 1.249 0.002000 increaseLambda: 1.249 0.000000 Undoing contribution: was 0.015441867810931955 now 0.01544179287522365 369: time = 1.249000 loss = 6.052701 testLoss 6.852163 CHLA_COND^2: lambda = 2.4865 min = 1.0000 max = 81.0000 alpha = -0.001790 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 5 features NewtonStep: 0.186 0.002000 increaseLambda: 0.186 0.000000 Undoing: newLoss 6.082460744020783, oldLoss 6.072078080697376, deltaLossBound -0.0011818586040311442 increaseLambda: 0.186 0.000000 Search: 0.187 0.001000 Updating 7 features increaseLambda: 0.187 0.000000 NewtonStep: 1.251 0.002000 58: time = 0.187000 loss = 6.068706 testLoss 6.932262 'NTL__rev lambda = 0.4101 alpha = 0.410149 lossBound = -0.001182 W1 = 0.355671 N1 = 0.371211 deltaLoss = -0.003372 increaseLambda: 1.252 0.001000 Undoing contribution: was 0.01311888853619493 now 0.013118777103095737 370: time = 1.252000 loss = 6.052701 testLoss 6.852055 'COND__rev lambda = -0.6531 alpha = 0.001567 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 Making features Updating 4 features NewtonStep: 0.189 0.002000 increaseLambda: 0.189 0.000000 Undoing: newLoss 6.080166415423432, oldLoss 6.068705863502018, deltaLossBound -0.001662060275191357 Updating 5 features NewtonStep: 1.254 0.002000 increaseLambda: 0.19 0.001000 Search: 0.19 0.000000 increaseLambda: 1.254 0.000000 371: time = 1.254000 loss = 6.052701 testLoss 6.852177 'COND__rev lambda = -0.3279 alpha = -0.001881 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000000 increaseLambda: 0.19 0.000000 59: time = 0.190000 loss = 6.065125 testLoss 6.919140 'PTL__rev lambda = -0.2385 alpha = -0.238488 lossBound = -0.001662 W1 = 0.365603 N1 = 0.334334 deltaLoss = -0.003580 Updating 20 features Newton: returning 0.15479571362524114 Updating 8 features Loss was 6.065125459930112, now 6.062017712659039, delta -0.003108 parallelUpdate: 0.191 0.001000 Updating 3 features NewtonStep: 1.256 0.002000 increaseLambda: 1.256 0.000000 Undoing contribution: was 0.013118777103095737 now 0.013118655706564687 372: time = 1.256000 loss = 6.052701 testLoss 6.852064 'COND__rev lambda = -0.6515 alpha = 0.001635 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 Updating 5 features NewtonStep: 0.193 0.002000 increaseLambda: 0.193 0.000000 Undoing contribution: was 0.19426589685364898 now 0.19173010096792636 61: time = 0.193000 loss = 6.059482 testLoss 6.997679 'PTL__rev lambda = -1.4561 alpha = 0.295942 lossBound = -0.001398 W1 = 0.146623 N1 = 0.122951 deltaLoss = -0.002536 makeFeatures: max memory 1908932608, total allocated 662700032, free 165633520, used 497066512, increment 261884408 Daphnia_lumholtzi SALINITY_COND: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 Updating 4 features NewtonStep: 1.258 0.002000 Updating 2 features NewtonStep: 1.061 0.038000 increaseLambda: 1.062 0.001000 275: time = 1.062000 loss = 6.040411 testLoss 7.004646 'TURB__rev lambda = -0.4406 alpha = -0.009180 lossBound = -0.000001 W1 = 0.770440 N1 = 0.748154 deltaLoss = -0.000002 Updating 5 features NewtonStep: 1.064 0.002000 increaseLambda: 1.262 0.004000 373: time = 1.262000 loss = 6.052701 testLoss 6.852097 'ANC__rev lambda = -0.2755 alpha = -0.003764 lossBound = -0.000000 W1 = 0.032022 N1 = 0.017316 deltaLoss = -0.000000 increaseLambda: 1.064 0.000000 276: time = 1.064000 loss = 6.040343 testLoss 7.005164 DOC: lambda = -5.3777 min = 0.3400 max = 290.5700 alpha = -0.912710 lossBound = -0.000001 W1 = 0.017875 N1 = 0.016866 deltaLoss = -0.000068 Updating 3 features NewtonStep: 1.264 0.002000 Updating 3 features NewtonStep: 1.066 0.002000 increaseLambda: 1.264 0.000000 Undoing contribution: was 0.010937027716536358 now 0.01093691309145804 increaseLambda: 1.066 0.000000 Undoing contribution: was 0.01589722985853965374: time = 1.264000 loss = 6.052700 testLoss 6.852065 'ANC__rev lambda = -0.2531 alpha = 0.003417 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = -0.000000 now 0.01584195302216036 277: time = 1.067000 loss = 6.040288 testLoss 7.003866 'DOC__rev lambda = 0.1558 alpha = -0.056358 lossBound = -0.000008 W1 = 0.607726 N1 = 0.622445 deltaLoss = -0.000055 Updating 4 features NewtonStep: 1.069 0.002000 increaseLambda: 1.069 0.000000 Undoing contribution: was 0.003463753561913143 now 0.003462599064706864 278: time = 1.069000 loss = 6.040287 testLoss 7.004220 'CHLA__rev lambda = -0.2210 alpha = 0.004297 lossBound = -0.000001 W1 = 0.299860 N1 = 0.269770 deltaLoss = -0.000001 Updating 2 features NewtonStep: 1.269 0.005000 Updating 4 features NewtonStep: 1.071 0.002000 increaseLambda: 1.071 0.000000 Undoing contribution: was 0.0065508019897369775 now 0.00654975589733139 279: time = 1.071000 loss = 6.040286 testLoss 7.004121 'ANC__rev lambda = -0.6027 alpha = 0.010433 lossBound = -0.000000 W1 = 0.043050 N1 = 0.028343 deltaLoss = -0.000001 increaseLambda: 1.27 0.001000 375: time = 1.270000 loss = 6.052700 testLoss 6.852100 'ANC__rev lambda = -0.2795 alpha = -0.003978 lossBound = -0.000000 W1 = 0.032022 N1 = 0.017316 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.073 0.002000 increaseLambda: 1.073 0.000000 Undoing contribution: was 0.018096225832264386 now 0.018095599053223273 280: time = 1.073000 loss = 6.040285 testLoss 7.003906 CHLA_COND^2: lambda = 2.6622 min = 1.0000 max = 81.0000 alpha = -0.005180 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000001 Updating 2 features NewtonStep: 1.272 0.002000 increaseLambda: 1.272 0.000000 Undoing contribution: was 0.01093691309145804 now 0.010936806913575554 376: time = 1.272000 loss = 6.052700 testLoss 6.852069 'ANC__rev lambda = -0.2498 alpha = 0.003288 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = -0.000000 Updating 6 features increaseLambda: 1.075 0.002000 281: time = 1.075000 loss = 6.040285 testLoss 7.003863 (URBAN=0.0) lambda = -0.0891 alpha = -0.001984 lossBound = -0.000000 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000000 Updating 2 features NewtonStep: 1.274 0.002000 increaseLambda: 1.274 0.000000 377: time = 1.274000 loss = 6.052700 testLoss 6.852103 'ANC__rev lambda = -0.2833 alpha = -0.003829 lossBound = -0.000000 W1 = 0.032022 N1 = 0.017316 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.077 0.002000 increaseLambda: 1.077 0.000000 282: time = 1.077000 loss = 6.040283 testLoss 7.004267 'COND__rev lambda = -1.1592 alpha = -0.006250 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 2 features NewtonStep: 1.278 0.004000 increaseLambda: 1.278 0.000000 Undoing contribution: was 0.010936806913575554 now 0.010936708528994183 378: time = 1.278000 loss = 6.052700 testLoss 6.852073 'ANC__rev lambda = -0.2467 alpha = 0.003165 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = -0.000000 Updating 1 features NewtonStep: 1.28 0.002000 increaseLambda: 1.28 0.000000 Updating 7 features NewtonStep: 1.082 0.005000 increaseLambda: 1.083 0.001000 283: time = 1.083000 loss = 6.040239 testLoss 7.004726 DOC: lambda = -6.1623 min = 0.3400 max = 290.5700 alpha = -0.784588 lossBound = -0.000000 W1 = 0.017871 N1 = 0.016866 deltaLoss = -0.000045 Updating 5 features Reducing newton stepsize from -0.16573371202112053 to -0.08152174197638115 NewtonStep: 0.217 0.024000 increaseLambda: 0.217 0.000000 Undoing: newLoss 6.057243974171695, oldLoss 6.059481916773317, deltaLossBound -0.002237942601621866 increaseLambda: 0.218 0.001000 Search: 0.218 0.000000 increaseLambda: 0.218 0.000000 Undoing contribution: was 0.01219716435131233 now 0.00995922174969064 62: time = 0.218000 loss = 6.057244 testLoss 6.977181 'NTL_COND__rev lambda = 0.0000 Updating 6 features alpha = -0.081522 lossBound = -0.002238 W1 = 0.654060 N1 = 0.676471 deltaLoss = -0.002238 NewtonStep: 1.084 0.001000 increaseLambda: 1.085 0.001000 Undoing contribution: was 0.01584195302216036 now 0.015810496233593496 284: time = 1.085000 loss = 6.040207 testLoss 7.003758 'DOC__rev lambda = 0.1134 alpha = -0.042443 lossBound = -0.000005 W1 = 0.607731 N1 = 0.622445 deltaLoss = -0.000031 Updating 6 features NewtonStep: 0.22 0.002000 increaseLambda: 0.22 0.000000 Undoing: newLoss 6.05610234834339, oldLoss 6.057243974171695, deltaLossBound -0.0011448415848285933 Updating 9 features 379: time = 1.280000 loss = 6.052700 testLoss 6.852201 'COND__rev lambda = -0.3299 alpha = -0.001974 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000000 increaseLambda: 1.087 0.002000 285: time = 1.087000 loss = 6.040207 testLoss 7.003754 (URBAN=1.0) lambda = 0.5517 alpha = 0.000216 lossBound = -0.000000 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000000 Updating 2 features NewtonStep: 1.287 0.007000 increaseLambda: 1.287 0.000000 Undoing contribution: was 0.013118655706564687 now 0.013118545329746779 380: time = 1.287000 loss = 6.052700 testLoss 6.852094 'COND__rev lambda = -0.6499 alpha = 0.001559 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 Converged after 380 iterations 380: time = 1.288000 loss = 6.052700 testLoss 6.852094 Updating 8 features increaseLambda: 1.091 0.004000 Undoing contribution: was 0.17007761150699263 now 0.17007727359122438 286: time = 1.091000 loss = 6.040207 testLoss 7.003787 (LAKE_ORIGIN=1.0) lambda = 1.0596 alpha = -0.002734 lossBound = -0.000000 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000000 Making features 34 samples Density: max memory 1908932608, total allocated 662700032, free 137373408, used 525326624, increment 28260112 linearPredictor: max memory 1908932608, total allocated 662700032, free 137373408, used 525326624, increment 0 FeaturedSpace: max memory 1908932608, total allocated 662700032, free 137078952, used 525621080, increment 294456 Sequential: max memory 1908932608, total allocated 662700032, free 137078952, used 525621080, increment 0 Initial loss: 7.023758954738443 Initial test loss: 7.023758954738443 Updating 28 features increaseLambda: 0.004 0.004000 0: time = 0.004000 loss = 7.009281 testLoss 7.008778 (LAKE_ORIGIN=0.0) lambda = -0.0407 alpha = -0.040711 lossBound = -0.307792 W1 = 0.451165 N1 = 0.088235 deltaLoss = -0.014478 makeFeatures: max memory 1908932608, total allocated 662700032, free 136614008, used 526086024, increment 464944 Daphnia_lumholtzi TURB: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 Updating 9 features NewtonStep: 1.101 0.010000 Updating 28 features increaseLambda: 1.101 0.000000 Undoing contribution: was 0.0035893027294733623 now 0.0035887086497554985 287: time = 1.101000 loss = 6.040206 testLoss 7.003536 'COND__rev lambda = -0.1763 alpha = 0.003654 lossBound = -0.000000 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000001 increaseLambda: 0.006 0.002000 1: time = 0.006000 loss = 6.995490 testLoss 6.994495 (LAKE_ORIGIN=0.0) lambda = -0.0806 alpha = -0.039897 lossBound = -0.293314 W1 = 0.441307 N1 = 0.088235 deltaLoss = -0.013790 Updating 7 features NewtonStep: 1.103 0.002000 increaseLambda: 1.103 0.000000 288: time = 1.103000 loss = 6.040206 testLoss 7.003811 'COND__rev lambda = -1.1634 alpha = -0.004255 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 28 features increaseLambda: 0.011 0.005000 2: time = 0.011000 loss = 6.982356 testLoss 6.980879 Updating 6 features NewtonStep: 1.106 0.003000 increaseLambda: 0.24 0.020000 increaseLambda: 1.106 0.000000 Undoing contribution: was 0.0035887086497554985 now 0.0035880954591114597 289: time = 1.107000 loss = 6.040205 testLoss 7.003556 'COND__rev lambda = -0.1725 alpha = 0.003712 lossBound = -0.000000 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000001 Search: 0.241 0.001000 increaseLambda: 0.241 0.000000 Undoing contribution: was 0.061373710533582516 now 0.060228868948752214 63: time = 0.241000 loss = 6.056099 testLoss 6.943408 'TURB_COND__rev lambda = 0.4422 alpha = -0.137867 lossBound = -0.001145 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.001145 Updating 6 features NewtonStep: 1.108 0.001000 34 samples increaseLambda: 1.109 0.001000 290: time = 1.109000 loss = 6.040204 testLoss 7.003821 'COND__rev lambda = -1.1675 alpha = -0.004104 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 7 features NewtonStep: 0.243 0.002000 Density: max memory 1908932608, total allocated 662700032, free 122890656, used 539809376, increment 13723352 linearPredictor: max memory 1908932608, total allocated 662700032, free 122890656, used 539809376, increment 0 FeaturedSpace: max memory 1908932608, total allocated 662700032, free 122890656, used 539809376, increment 0 Sequential: max memory 1908932608, total allocated 662700032, free 122890656, used 539809376, increment 0 Initial loss: 7.023758954738443 Initial test loss: 7.023758954738443 (LAKE_ORIGIN=0.0) lambda = -0.1197 alpha = -0.039099 lossBound = -0.279524 W1 = 0.431690 N1 = 0.088235 deltaLoss = -0.013134 Updating 5 features NewtonStep: 1.11 0.001000 increaseLambda: 1.111 0.001000 Undoing contribution: was 0.0035880954591114597 now 0.0035875249563517594 291: time = 1.111000 loss = 6.040204 testLoss 7.003575 'COND__rev lambda = -0.1690 alpha = 0.003580 lossBound = -0.000000 W1 = 0.626389 N1 = 0.597545 deltaLoss = -0.000001 Updating 28 features increaseLambda: 0.002 0.002000 0: time = 0.002000 loss = 7.009281 testLoss 7.008778 (LAKE_ORIGIN=0.0) lambda = -0.0407 alpha = -0.040711 lossBound = -0.307792 W1 = 0.451165 N1 = 0.088235 deltaLoss = -0.014478 Updating 5 features NewtonStep: 1.113 0.002000 Updating 28 features Updating 28 features increaseLambda: 1.113 0.000000 292: time = 1.113000 loss = 6.040178 testLoss 7.003945 DOC: lambda = -6.7804 min = 0.3400 max = 290.5700 alpha = -0.618102 lossBound = -0.000000 W1 = 0.017868 N1 = 0.016866 deltaLoss = -0.000026 increaseLambda: 0.019 0.008000 3: time = 0.019000 loss = 6.969849 testLoss 6.967898 (LAKE_ORIGIN=0.0) lambda = -0.1580 alpha = -0.038317 lossBound = -0.266390 W1 = 0.422315 N1 = 0.088235 deltaLoss = -0.012507 increaseLambda: 0.004 0.002000 1: time = 0.004000 loss = 6.995490 testLoss 6.994495 (LAKE_ORIGIN=0.0) lambda = -0.0806 alpha = -0.039897 lossBound = -0.293314 W1 = 0.441307 N1 = 0.088235 deltaLoss = -0.013790 Updating 28 features Updating 28 features Updating 4 features NewtonStep: 1.116 0.003000 increaseLambda: 0.006 0.002000 2: time = 0.006000 loss = 6.982356 testLoss 6.980879 (LAKE_ORIGIN=0.0) lambda = -0.1197 alpha = -0.039099 lossBound = -0.279524 W1 = 0.431690 N1 = 0.088235 deltaLoss = -0.013134 increaseLambda: 0.021 0.002000 increaseLambda: 0.25 0.007000 Undoing: newLoss 6.065445185034226, oldLoss 6.056099132586865, deltaLossBound -7.493323364505811E-4 4: time = 0.021000 loss = 6.957939 testLoss 6.955525 (LAKE_ORIGIN=1.0) lambda = 0.0376 alpha = 0.037551 lossBound = -0.253882 W1 = 0.586818 N1 = 0.911765 deltaLoss = -0.011910 increaseLambda: 0.25 0.000000 Search: 0.251 0.001000 increaseLambda: 0.251 0.000000 64: time = 0.251000 loss = 6.054405 testLoss 6.956290 'NTL__rev lambda = -0.4902 alpha = -0.490230 lossBound = -0.000749 W1 = 0.024398 N1 = 0.011802 deltaLoss = -0.001694 Updating 28 features Updating 28 features increaseLambda: 0.008 0.002000 3: time = 0.008000 loss = 6.969849 testLoss 6.967898 (LAKE_ORIGIN=0.0) lambda = -0.1580 alpha = -0.038317 lossBound = -0.266390 W1 = 0.422315 N1 = 0.088235 deltaLoss = -0.012507 increaseLambda: 0.023 0.002000 5: time = 0.023000 loss = 6.946599 testLoss 6.943731 (LAKE_ORIGIN=0.0) lambda = -0.1948 alpha = -0.036800 lossBound = -0.241973 W1 = 0.404289 N1 = 0.088235 deltaLoss = -0.011340 Updating 6 features NewtonStep: 0.253 0.002000 increaseLambda: 0.253 0.000000 65: time = 0.253000 loss = 6.052482 testLoss 7.015716 NTL_COND^2: lambda = -0.6478 min = 1.0000 max = 9.0000 alpha = -0.303299 lossBound = -0.000648 W1 = 0.129078 N1 = 0.121324 deltaLoss = -0.001923 Updating 28 features increaseLambda: 0.01 0.002000 4: time = 0.010000 loss = 6.957939 testLoss 6.955525 (LAKE_ORIGIN=1.0) lambda = 0.0376 alpha = 0.037551 lossBound = -0.253882 W1 = 0.586818 N1 = 0.911765 deltaLoss = -0.011910 Updating 28 features increaseLambda: 1.116 0.000000 Undoing contribution: was 0.015810496233593496 now 0.015792218029698168 293: time = 1.120000 loss = 6.040160 testLoss 7.003215 'DOC__rev lambda = 0.0811 alpha = -0.032316 lossBound = -0.000003 W1 = 0.607735 N1 = 0.622445 deltaLoss = -0.000018 increaseLambda: 0.026 0.003000 6: time = 0.026000 loss = 6.935803 testLoss 6.932489 (LAKE_ORIGIN=0.0) lambda = -0.2309 alpha = -0.036064 lossBound = -0.230633 W1 = 0.395634 N1 = 0.088235 deltaLoss = -0.010797 Updating 28 features increaseLambda: 0.012 0.002000 5: time = 0.012000 loss = 6.946599 testLoss 6.943731 (LAKE_ORIGIN=0.0) lambda = -0.1948 alpha = -0.036800 lossBound = -0.241973 W1 = 0.404289 N1 = 0.088235 deltaLoss = -0.011340 Updating 28 features Updating 6 features NewtonStep: 1.123 0.003000 Updating 28 features increaseLambda: 0.028 0.002000 7: time = 0.028000 loss = 6.925524 testLoss 6.921774 (LAKE_ORIGIN=1.0) lambda = 0.0729 alpha = 0.035342 lossBound = -0.219836 W1 = 0.612785 N1 = 0.911765 deltaLoss = -0.010279 increaseLambda: 1.124 0.001000 Undoing: newLoss 6.040159511626341, oldLoss 6.040159684817058, deltaLossBound -1.732053063517735E-7 increaseLambda: 0.014 0.002000 increaseLambda: 1.124 0.000000 6: time = 0.014000 loss = 6.935803 testLoss 6.932489 (LAKE_ORIGIN=0.0) lambda = -0.2309 alpha = -0.036064 lossBound = -0.230633 W1 = 0.395634 N1 = 0.088235 deltaLoss = -0.010797 Search: 1.124 0.000000 increaseLambda: 1.124 0.000000 294: time = 1.124000 loss = 6.040160 testLoss 7.003196 ANC_COND: lambda = -0.5750 min = 1.0000 max = 2.0000 alpha = -0.018564 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Updating 28 features increaseLambda: 0.016 0.002000 7: time = 0.016000 loss = 6.925524 testLoss 6.921774 (LAKE_ORIGIN=1.0) lambda = 0.0729 alpha = 0.035342 lossBound = -0.219836 W1 = 0.612785 N1 = 0.911765 deltaLoss = -0.010279 Updating 5 features NewtonStep: 1.127 0.003000 increaseLambda: 1.127 0.000000 295: time = 1.127000 loss = 6.040159 testLoss 7.003478 'COND__rev lambda = -1.1719 alpha = -0.004367 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 28 features increaseLambda: 0.018 0.002000 8: time = 0.018000 loss = 6.915738 testLoss 6.911561 (LAKE_ORIGIN=1.0) lambda = 0.1075 alpha = 0.034635 lossBound = -0.209557 W1 = 0.620970 N1 = 0.911765 deltaLoss = -0.009786 Updating 6 features Updating 4 features NewtonStep: 1.13 0.003000 increaseLambda: 0.02 0.002000 9: time = 0.020000 loss = 6.906422 testLoss 6.901826 (LAKE_ORIGIN=1.0) lambda = 0.1415 alpha = 0.033943 lossBound = -0.199771 W1 = 0.628926 N1 = 0.911765 deltaLoss = -0.009316 increaseLambda: 1.13 0.000000 296: time = 1.130000 loss = 6.040158 testLoss 7.004713 NTL_COND^2: lambda = -1.2700 min = 1.0000 max = 9.0000 alpha = -0.006108 lossBound = -0.000000 W1 = 0.128610 N1 = 0.121324 deltaLoss = -0.000001 Updating 6 features increaseLambda: 0.022 0.002000 10: time = 0.022000 loss = 6.864612 testLoss 6.857963 (LAKE_ORIGIN=1.0) lambda = 0.3078 alpha = 0.166320 lossBound = -0.190455 W1 = 0.666841 N1 = 0.911765 deltaLoss = -0.041810 Updating 4 features NewtonStep: 1.133 0.003000 Updating 6 features NewtonStep: 0.267 0.014000 increaseLambda: 1.133 0.000000 Undoing: newLoss 6.04015760939423, oldLoss 6.040158080294352, deltaLossBound -4.709074092033058E-7 increaseLambda: 0.267 0.000000 Undoing: newLoss 6.0513758728700155, oldLoss 6.052481764624346, deltaLossBound -0.0011911384221814795 Updating 6 features increaseLambda: 1.134 0.001000 increaseLambda: 0.268 0.001000 Search: 1.134 0.000000 increaseLambda: 0.024 0.002000 11: time = 0.024000 loss = 6.832244 testLoss 6.823747 (LAKE_ORIGIN=1.0) lambda = 0.4575 alpha = 0.149688 lossBound = -0.148645 W1 = 0.699227 N1 = 0.911765 deltaLoss = -0.032368 Search: 0.268 0.000000 increaseLambda: 1.134 0.000000 Undoing contribution: was 0.1253955639452213 now 0.12539509303781224 297: time = 1.134000 loss = 6.040158 testLoss 7.003407 'NTL_COND lambda = -1.4655 alpha = 0.008073 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 increaseLambda: 0.268 0.000000 Undoing contribution: was 0.13745666943378573 now 0.13626553101160407 66: time = 0.268000 loss = 6.051291 testLoss 6.944319 'NTL_COND lambda = -1.7795 alpha = 0.434000 lossBound = -0.001191 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.001191 Updating 5 features NewtonStep: 0.025 0.001000 increaseLambda: 0.026 0.001000 Undoing: newLoss 6.813793068979806, oldLoss 6.83224367002155, deltaLossBound -0.13896137713437098 increaseLambda: 0.026 0.000000 Updating 7 features NewtonStep: 0.27 0.002000 Search: 0.026 0.000000 increaseLambda: 0.27 0.000000 Undoing: newLoss 6.050920912699048, oldLoss 6.051290626202165, deltaLossBound -3.7103868684484854E-4 increaseLambda: 0.027 0.001000 12: time = 0.027000 loss = 6.794368 testLoss 6.828849 'NTL_COND lambda = -0.2657 alpha = -0.265681 lossBound = -0.138961 W1 = 0.140208 N1 = 0.007353 deltaLoss = -0.037876 increaseLambda: 0.271 0.001000 Search: 0.271 0.000000 increaseLambda: 0.271 0.000000 Undoing contribution: was 0.014503059949901866 now 0.014132021263059348 67: time = 0.271000 loss = 6.050920 testLoss 6.938624 'CHLA__rev lambda = 0.3555 alpha = -0.138840 lossBound = -0.000371 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000371 Updating 5 features increaseLambda: 0.028 0.001000 13: time = 0.028000 loss = 6.772307 testLoss 6.804730 (URBAN=1.0) lambda = 0.0973 alpha = 0.097293 lossBound = -0.116668 W1 = 0.381133 N1 = 0.617647 deltaLoss = -0.022061 Updating 6 features NewtonStep: 0.273 0.002000 increaseLambda: 0.274 0.001000 Undoing: newLoss 6.058111203567759, oldLoss 6.050919587515322, deltaLossBound -0.0012223908473527644 Updating 5 features increaseLambda: 0.274 0.000000 increaseLambda: 0.03 0.002000 14: time = 0.030000 loss = 6.748002 testLoss 6.778784 (LAKE_ORIGIN=1.0) lambda = 0.5904 alpha = 0.132936 lossBound = -0.112740 W1 = 0.729954 N1 = 0.911765 deltaLoss = -0.024305 Updating 28 features Updating 5 features NewtonStep: 0.032 0.002000 Search: 0.276 0.002000 increaseLambda: 0.047 0.019000 8: time = 0.047000 loss = 6.915738 testLoss 6.911561 (LAKE_ORIGIN=1.0) lambda = 0.1075 alpha = 0.034635 lossBound = -0.209557 W1 = 0.620970 N1 = 0.911765 deltaLoss = -0.009786 increaseLambda: 0.276 0.000000 68: time = 0.276000 loss = 6.049320 testLoss 6.945320 CHLA_COND^2: lambda = 0.2002 min = 1.0000 max = 81.0000 alpha = 0.200232 lossBound = -0.001222 W1 = 0.065488 N1 = 0.079044 deltaLoss = -0.001600 Updating 6 features Updating 6 features NewtonStep: 0.278 0.002000 increaseLambda: 0.049 0.002000 9: time = 0.049000 loss = 6.906422 testLoss 6.901826 (LAKE_ORIGIN=1.0) lambda = 0.1415 alpha = 0.033943 lossBound = -0.199771 W1 = 0.628926 N1 = 0.911765 deltaLoss = -0.009316 increaseLambda: 0.278 0.000000 Undoing: newLoss 6.048570342973124, oldLoss 6.049319802977434, deltaLossBound -7.545482317791227E-4 increaseLambda: 0.279 0.001000 Search: 0.279 0.000000 increaseLambda: 0.279 0.000000 Undoing contribution: was 0.014132021263059348 now 0.013377473031280564 69: time = 0.279000 loss = 6.048565 testLoss 6.937042 Updating 6 features increaseLambda: 0.051 0.002000 10: time = 0.051000 loss = 6.864612 testLoss 6.857963 (LAKE_ORIGIN=1.0) lambda = 0.3078 alpha = 0.166320 lossBound = -0.190455 W1 = 0.666841 N1 = 0.911765 deltaLoss = -0.041810 'CHLA__rev lambda = 0.1592 alpha = -0.196220 lossBound = -0.000755 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000755 Updating 6 features Updating 6 features NewtonStep: 0.283 0.004000 increaseLambda: 0.054 0.003000 11: time = 0.054000 loss = 6.832244 testLoss 6.823747 (LAKE_ORIGIN=1.0) lambda = 0.4575 alpha = 0.149688 lossBound = -0.148645 W1 = 0.699227 N1 = 0.911765 deltaLoss = -0.032368 increaseLambda: 0.283 0.000000 70: time = 0.283000 loss = 6.046890 testLoss 6.948602 CHLA_COND^2: lambda = 0.5197 min = 1.0000 max = 81.0000 alpha = 0.319485 lossBound = -0.001176 W1 = 0.071152 N1 = 0.079044 deltaLoss = -0.001676 Updating 4 features NewtonStep: 1.149 0.015000 increaseLambda: 1.149 0.000000 298: time = 1.149000 loss = 6.040157 testLoss 7.003377 'TURB__rev lambda = -0.4457 alpha = -0.005087 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.055 0.001000 Updating 5 features increaseLambda: 0.056 0.001000 Undoing: newLoss 6.813793068979806, oldLoss 6.83224367002155, deltaLossBound -0.13896137713437098 Reducing newton stepsize from -0.2725308798989085 to -0.15924127646049072 NewtonStep: 0.285 0.002000 increaseLambda: 0.056 0.000000 increaseLambda: 0.285 0.000000 Undoing: newLoss 6.045354650487456, oldLoss 6.046889592695049, deltaLossBound -0.0015349422075932794 Search: 0.056 0.000000 increaseLambda: 0.285 0.000000 Search: 0.285 0.000000 increaseLambda: 0.056 0.000000 Updating 4 features 12: time = 0.057000 loss = 6.794368 testLoss 6.828849 'NTL_COND lambda = -0.2657 alpha = -0.265681 lossBound = -0.138961 W1 = 0.140208 N1 = 0.007353 deltaLoss = -0.037876 NewtonStep: 1.152 0.003000 increaseLambda: 0.286 0.001000 Undoing contribution: was 0.013377473031280564 now 0.01184253082368736 71: time = 0.286000 loss = 6.045355 testLoss 6.940961 'CHLA__rev lambda = 0.0000 increaseLambda: 1.152 0.000000 Undoing contribution: was 0.007211693281648579 now 0.007209930481540028 299: time = 1.152000 loss = 6.040155 testLoss 7.003427 'TURB__rev lambda = -0.5766 alpha = 0.007583 lossBound = -0.000001 W1 = 0.737822 N1 = 0.714137 deltaLoss = -0.000002 alpha = -0.159241 lossBound = -0.001535 W1 = 0.044433 N1 = 0.058824 deltaLoss = -0.001535 Updating 5 features increaseLambda: 0.059 0.002000 13: time = 0.059000 loss = 6.772307 testLoss 6.804730 (URBAN=1.0) lambda = 0.0973 alpha = 0.097293 lossBound = -0.116668 W1 = 0.381133 N1 = 0.617647 deltaLoss = -0.022061 Updating 25 features Updating 5 features NewtonStep: 0.288 0.002000 increaseLambda: 0.289 0.001000 72: time = 0.289000 loss = 6.044792 testLoss 6.936793 COND^2: lambda = -3.3648 min = 16.0000 max = 2,559,348,100.0000 alpha = -3.364754 lossBound = -0.000356 W1 = 0.000715 N1 = 0.000135 deltaLoss = -0.000563 Reducing stepsize from 0.7651012907106118 to 0.6154455631965523 Newton: returning 0.6154455631965523 Updating 6 features Updating 5 features Loss was 6.0401551615989515, now 6.040080796975886, delta -0.000074 parallelUpdate: 1.156 0.004000 increaseLambda: 0.061 0.002000 14: time = 0.061000 loss = 6.748002 testLoss 6.778784 (LAKE_ORIGIN=1.0) lambda = 0.5904 alpha = 0.132936 lossBound = -0.112740 W1 = 0.729954 N1 = 0.911765 deltaLoss = -0.024305 Updating 7 features NewtonStep: 0.291 0.002000 increaseLambda: 0.291 0.000000 Undoing contribution: was 0.029851524429337292 now 0.02907600434060524 73: time = 0.291000 loss = 6.044016 testLoss 6.936160 'TURB__rev lambda = -0.5138 alpha = 0.147085 lossBound = -0.000390 W1 = 0.187812 N1 = 0.164242 deltaLoss = -0.000776 Updating 5 features NewtonStep: 1.157 0.001000 Updating 5 features NewtonStep: 0.063 0.002000 increaseLambda: 1.158 0.001000 Undoing: newLoss 6.053198983230602, oldLoss 6.040080796975886, deltaLossBound -1.929926512494074E-6 increaseLambda: 1.158 0.000000 increaseLambda: 0.063 0.000000 Undoing: newLoss 6.7359022539473274, oldLoss 6.748002064681441, deltaLossBound -0.0983203958890434 Search: 1.158 0.000000 increaseLambda: 0.063 0.000000 increaseLambda: 1.159 0.001000 Search: 0.064 0.001000 301: time = 1.159000 loss = 6.040077 testLoss 7.002667 'TURB__rev lambda = -0.0100 alpha = -0.010001 lossBound = -0.000002 W1 = 0.190490 N1 = 0.167078 deltaLoss = -0.000004 Updating 5 features NewtonStep: 0.293 0.002000 increaseLambda: 0.064 0.000000 15: time = 0.064000 loss = 6.722046 testLoss 6.791148 'NTL_COND lambda = -0.5026 alpha = -0.236886 lossBound = -0.098320 W1 = 0.111776 N1 = 0.007353 deltaLoss = -0.025956 increaseLambda: 0.293 0.000000 Undoing: newLoss 6.056139648007873, oldLoss 6.044016291668369, deltaLossBound -6.312656628931794E-4 increaseLambda: 0.293 0.000000 Search: 0.294 0.001000 increaseLambda: 0.294 0.000000 74: time = 0.294000 loss = 6.042972 testLoss 6.923201 'CHLA__rev lambda = -0.1529 alpha = -0.152915 lossBound = -0.000631 W1 = 0.307259 N1 = 0.279805 deltaLoss = -0.001044 Updating 5 features NewtonStep: 0.066 0.002000 Updating 5 features NewtonStep: 1.161 0.002000 increaseLambda: 0.066 0.000000 Undoing: newLoss 6.686584101219891, oldLoss 6.722045903289251, deltaLossBound -0.10480656696397078 increaseLambda: 1.162 0.001000 Undoing: newLoss 6.052105811159495, oldLoss 6.040076953730456, deltaLossBound -5.405992719377493E-7 increaseLambda: 0.067 0.001000 increaseLambda: 1.162 0.000000 Updating 5 features NewtonStep: 0.296 0.002000 increaseLambda: 0.052 0.020000 Undoing: newLoss 6.7359022539473274, oldLoss 6.748002064681441, deltaLossBound -0.0983203958890434 Search: 1.162 0.000000 increaseLambda: 0.296 0.000000 75: time = 0.296000 loss = 6.041860 testLoss 6.932573 CHLA_COND^2: lambda = 0.7728 min = 1.0000 max = 81.0000 alpha = 0.253069 lossBound = -0.000770 W1 = 0.070499 N1 = 0.079044 deltaLoss = -0.001112 increaseLambda: 0.052 0.000000 increaseLambda: 1.162 0.000000 302: time = 1.162000 loss = 6.040073 testLoss 7.003015 'DOC__rev lambda = 0.0172 alpha = 0.017171 lossBound = -0.000001 W1 = 0.623974 N1 = 0.638612 deltaLoss = -0.000004 Search: 0.053 0.001000 increaseLambda: 0.053 0.000000 15: time = 0.053000 loss = 6.722046 testLoss 6.791148 'NTL_COND lambda = -0.5026 alpha = -0.236886 lossBound = -0.098320 W1 = 0.111776 N1 = 0.007353 deltaLoss = -0.025956 Search: 0.067 0.000000 Updating 6 features NewtonStep: 0.298 0.002000 increaseLambda: 0.069 0.002000 increaseLambda: 0.298 0.000000 Undoing contribution: was 0.19173010096792636 now 0.1910651516929402 16: time = 0.069000 loss = 6.678973 testLoss 6.745369 'PTL__rev lambda = -0.2291 alpha = -0.229123 lossBound = -0.104807 W1 = 0.318438 N1 = 0.122951 deltaLoss = -0.043073 76: time = 0.298000 loss = 6.041195 testLoss 6.933626 'PTL__rev lambda = -1.3106 alpha = 0.145493 lossBound = -0.000365 W1 = 0.145674 N1 = 0.122951 deltaLoss = -0.000665 Updating 5 features Updating 5 features Updating 4 features NewtonStep: 0.3 0.002000 increaseLambda: 1.166 0.004000 Undoing contribution: was 0.17007727359122438 now 0.17007592291038875 303: time = 1.166000 loss = 6.040072 testLoss 7.003081 (LAKE_ORIGIN=1.0) lambda = 1.0541 increaseLambda: 0.071 0.002000 17: time = 0.071000 loss = 6.662156 testLoss 6.726760 (URBAN=0.0) lambda = -0.0847 alpha = -0.084716 lossBound = -0.088570 W1 = 0.591833 N1 = 0.382353 deltaLoss = -0.016817 increaseLambda: 0.301 0.001000 77: time = 0.301000 loss = 6.040556 testLoss 6.919718 'CHLA__rev lambda = -0.6865 alpha = -0.110199 lossBound = -0.000427 W1 = 0.179618 N1 = 0.153039 deltaLoss = -0.000638 Updating 5 features NewtonStep: 0.057 0.004000 increaseLambda: 0.057 0.000000 Undoing: newLoss 6.686584101219891, oldLoss 6.722045903289251, deltaLossBound -0.10480656696397078 increaseLambda: 0.058 0.001000 Search: 0.058 0.000000 increaseLambda: 0.058 0.000000 Updating 5 features 16: time = 0.058000 loss = 6.678973 testLoss 6.745369 'PTL__rev lambda = -0.2291 alpha = -0.229123 lossBound = -0.104807 W1 = 0.318438 N1 = 0.122951 deltaLoss = -0.043073 Updating 7 features NewtonStep: 0.302 0.001000 increaseLambda: 0.073 0.002000 18: time = 0.073000 loss = 6.644944 testLoss 6.708128 (LAKE_ORIGIN=0.0) lambda = -0.3459 alpha = -0.115047 lossBound = -0.080855 W1 = 0.239507 N1 = 0.088235 deltaLoss = -0.017213 increaseLambda: 0.303 0.001000 Undoing: newLoss 6.040343164644751, oldLoss 6.040556499213494, deltaLossBound -2.252066853582216E-4 increaseLambda: 0.303 0.000000 Search: 0.303 0.000000 increaseLambda: 0.303 0.000000 78: time = 0.303000 loss = 6.040331 testLoss 6.918888 ANC_COND^2: lambda = -1.2576 min = 1.0000 max = 4.0000 alpha = -0.604155 lossBound = -0.000225 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000225 Updating 5 features Updating 6 features NewtonStep: 0.075 0.002000 alpha = -0.005469 lossBound = -0.000001 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000001 increaseLambda: 0.076 0.001000 Undoing: newLoss 6.635331140188844, oldLoss 6.644943505609924, deltaLossBound -0.07731299527436453 increaseLambda: 0.076 0.000000 Search: 0.076 0.000000 increaseLambda: 0.077 0.001000 19: time = 0.077000 loss = 6.624990 testLoss 6.723466 'NTL_COND lambda = -0.7207 alpha = -0.218167 lossBound = -0.077313 W1 = 0.096112 N1 = 0.007353 deltaLoss = -0.019953 Updating 5 features NewtonStep: 1.172 0.006000 increaseLambda: 1.173 0.001000 304: time = 1.173000 loss = 6.040070 testLoss 7.003029 'TURB__rev lambda = -0.4899 alpha = -0.008867 lossBound = -0.000001 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000002 Updating 6 features NewtonStep: 0.078 0.001000 increaseLambda: 0.079 0.001000 Undoing: newLoss 6.5576140751070895, oldLoss 6.624990469684082, deltaLossBound -0.08155820284030152 increaseLambda: 0.079 0.000000 Search: 0.079 0.000000 Updating 5 features NewtonStep: 1.174 0.001000 increaseLambda: 0.08 0.001000 20: time = 0.080000 loss = 6.533519 testLoss 6.623942 'PTL__rev lambda = -0.9110 alpha = -0.681886 lossBound = -0.081558 W1 = 0.240182 N1 = 0.122951 deltaLoss = -0.091471 Updating 6 features increaseLambda: 1.176 0.002000 NewtonStep: 0.082 0.002000 Undoing contribution: was 0.007209930481540028 now 0.0072083664659802985 305: time = 1.177000 loss = 6.040068 testLoss 7.003076 'TURB__rev lambda = -0.5378 alpha = 0.007141 lossBound = -0.000000 W1 = 0.737822 N1 = 0.714137 deltaLoss = -0.000002 increaseLambda: 0.082 0.000000 Undoing: newLoss 6.4786460012199445, oldLoss 6.533519416108319, deltaLossBound -0.09218013076048523 increaseLambda: 0.082 0.000000 Search: 0.082 0.000000 increaseLambda: 0.083 0.001000 21: time = 0.083000 loss = 6.479378 testLoss 6.655030 'TURB_COND__rev lambda = 0.3601 alpha = 0.360132 lossBound = -0.092180 W1 = 0.740496 N1 = 0.882353 deltaLoss = -0.054142 Updating 4 features NewtonStep: 1.179 0.002000 increaseLambda: 1.18 0.001000 Updating 6 features 306: time = 1.180000 loss = 6.040067 testLoss 7.003032 'TURB__rev lambda = -0.4975 alpha = -0.007625 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000002 increaseLambda: 0.085 0.002000 22: time = 0.085000 loss = 6.444332 testLoss 6.614952 (URBAN=1.0) lambda = 0.3353 alpha = 0.237968 lossBound = -0.062896 W1 = 0.478753 N1 = 0.617647 deltaLoss = -0.035045 Updating 7 features NewtonStep: 0.087 0.002000 Updating 5 features NewtonStep: 1.182 0.002000 increaseLambda: 0.087 0.000000 Undoing: newLoss 6.422885319365949, oldLoss 6.444332375690884, deltaLossBound -0.0571253068058324 increaseLambda: 0.087 0.000000 increaseLambda: 1.182 0.000000 Undoing contribution: was 0.0072083664659802985 now 0.007206834752466052 307: time = 1.182000 loss = 6.040065 testLoss 7.003079 'TURB__rev lambda = -0.5308 alpha = 0.007067 lossBound = -0.000000 W1 = 0.737822 N1 = 0.714137 deltaLoss = -0.000002 Search: 0.087 0.000000 increaseLambda: 0.088 0.001000 23: time = 0.088000 loss = 6.406858 testLoss 6.683197 'NTL_COND lambda = -1.3743 alpha = -0.653539 lossBound = -0.057125 W1 = 0.052272 N1 = 0.007353 deltaLoss = -0.037475 Updating 3 features NewtonStep: 1.184 0.002000 increaseLambda: 1.184 0.000000 308: time = 1.184000 loss = 6.040064 testLoss 7.003034 'TURB__rev lambda = -0.5051 alpha = -0.007549 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000002 Updating 8 features increaseLambda: 0.09 0.002000 24: time = 0.090000 loss = 6.378444 testLoss 6.651018 (LAKE_ORIGIN=1.0) lambda = 0.8954 alpha = 0.305010 lossBound = -0.048209 W1 = 0.829316 N1 = 0.911765 deltaLoss = -0.028414 Updating 7 features NewtonStep: 0.321 0.018000 increaseLambda: 0.321 0.000000 Undoing contribution: was 0.02907600434060524 now 0.028681408616230517 79: time = 0.321000 loss = 6.039937 testLoss 6.918595 'TURB__rev lambda = -0.4098 alpha = 0.104045 lossBound = -0.000198 W1 = 0.187669 N1 = 0.164242 deltaLoss = -0.000395 Updating 4 features NewtonStep: 1.189 0.005000 Updating 6 features NewtonStep: 0.323 0.002000 increaseLambda: 1.189 0.000000 Undoing contribution: was 0.007206834752466052 now 0.007205332944016008 309: time = 1.189000 loss = 6.040062 testLoss 7.003081 'TURB__rev lambda = -0.5238 alpha = 0.006997 lossBound = -0.000000 W1 = 0.737822 N1 = 0.714137 deltaLoss = -0.000002 increaseLambda: 0.323 0.000000 Undoing: newLoss 6.054027645979142, oldLoss 6.039936696803762, deltaLossBound -4.1579482487286287E-4 increaseLambda: 0.324 0.001000 Search: 0.324 0.000000 increaseLambda: 0.324 0.000000 80: time = 0.324000 loss = 6.039059 testLoss 6.912862 'PTL__rev lambda = -0.1199 alpha = -0.119857 lossBound = -0.000416 W1 = 0.360326 N1 = 0.330426 deltaLoss = -0.000877 Updating 7 features increaseLambda: 0.33 0.006000 81: time = 0.330000 loss = 6.038788 testLoss 6.911645 (LAKE_ORIGIN=1.0) lambda = 1.0811 alpha = 0.076599 lossBound = -0.000271 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000271 Updating 4 features NewtonStep: 1.196 0.007000 increaseLambda: 1.197 0.001000 310: time = 1.197000 loss = 6.040061 testLoss 7.003037 'TURB__rev lambda = -0.5126 alpha = -0.007475 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000001 Updating 8 features NewtonStep: 0.332 0.002000 increaseLambda: 0.332 0.000000 Undoing contribution: was 0.1910651516929402increaseLambda: 0.088 0.030000 17: time = 0.088000 loss = 6.662156 testLoss 6.726760 (URBAN=0.0) lambda = -0.0847 alpha = -0.084716 lossBound = -0.088570 W1 = 0.591833 N1 = 0.382353 deltaLoss = -0.016817 Updating 8 features NewtonStep: 0.104 0.014000 Updating 5 features NewtonStep: 1.199 0.002000 increaseLambda: 0.104 0.000000 Undoing: newLoss 6.347162214246821, oldLoss 6.378443513797845, deltaLossBound -0.03684505988185305 increaseLambda: 1.199 0.000000 Undoing contribution: was 0.007205332944016008 now 0.0072038604560000444 311: time = 1.199000 loss = 6.040059 testLoss 7.003083 'TURB__rev lambda = -0.5168 alpha = 0.006928 lossBound = -0.000000 W1 = 0.737822 N1 = 0.714137 deltaLoss = -0.000001 increaseLambda: 0.104 0.000000 Search: 0.105 0.001000 Updating 5 features increaseLambda: 0.105 0.000000 increaseLambda: 0.09 0.002000 25: time = 0.105000 loss = 6.337475 testLoss 6.604457 'PTL__rev lambda = -1.3845 alpha = -0.473485 lossBound = -0.036845 W1 = 0.207948 N1 = 0.122951 deltaLoss = -0.040969 now 0.1905214963115382 82: time = 0.334000 loss = 6.038245 testLoss 6.912644 'PTL__rev lambda = -1.1800 alpha = 0.130578 lossBound = -0.000300 W1 = 0.145618 N1 = 0.122951 deltaLoss = -0.000544 Updating 4 features NewtonStep: 1.201 0.002000 increaseLambda: 1.202 0.001000 312: time = 1.202000 loss = 6.040058 testLoss 7.003040 'TURB__rev lambda = -0.5200 alpha = -0.007401 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000001 Updating 7 features Updating 9 features NewtonStep: 0.107 0.002000 increaseLambda: 0.107 0.000000 Undoing: newLoss 6.309904722953464, oldLoss 6.337474821950149, deltaLossBound -0.03775113332102834 18: time = 0.090000 loss = 6.644944 testLoss 6.708128 NewtonStep: 0.336 0.002000 increaseLambda: 0.108 0.001000 increaseLambda: 0.337 0.001000 Search: 0.108 0.000000 83: time = 0.337000 loss = 6.037788 testLoss 6.920601 'NTL__rev lambda = -0.7732 alpha = -0.282991 lossBound = -0.000190 W1 = 0.023820 N1 = 0.011802 deltaLoss = -0.000457 Updating 4 features NewtonStep: 1.204 0.002000 increaseLambda: 0.109 0.001000 26: time = 0.109000 loss = 6.313646 testLoss 6.634260 TURB_COND: lambda = -0.2943 min = 1.0000 max = 3.0000 alpha = -0.294254 lossBound = -0.037751 W1 = 0.149179 N1 = 0.073529 deltaLoss = -0.023829 increaseLambda: 1.204 0.000000 Undoing contribution: was 0.0072038604560000444 now 0.007202416715209126 313: time = 1.204000 loss = 6.040056 testLoss 7.003086 'TURB__rev lambda = -0.5100 alpha = 0.006860 lossBound = -0.000000 W1 = 0.737822 N1 = 0.714137 deltaLoss = -0.000001 Updating 10 features NewtonStep: 0.339 0.002000 increaseLambda: 0.339 0.000000 84: time = 0.339000 loss = 6.037263 testLoss 6.951822 NTL_COND^2: lambda = -0.8047 min = 1.0000 max = 9.0000 alpha = -0.156945 lossBound = -0.000188 W1 = 0.128762 N1 = 0.121324 deltaLoss = -0.000524 Updating 8 features NewtonStep: 0.111 0.002000 (LAKE_ORIGIN=0.0) lambda = -0.3459 alpha = -0.115047 lossBound = -0.080855 W1 = 0.239507 N1 = 0.088235 deltaLoss = -0.017213 Updating 3 features NewtonStep: 1.206 0.002000 increaseLambda: 1.207 0.001000 314: time = 1.207000 loss = 6.040055 testLoss 7.003043 'TURB__rev lambda = -0.5273 alpha = -0.007327 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000001 Updating 8 features NewtonStep: 0.341 0.002000 increaseLambda: 0.341 0.000000 Undoing: newLoss 6.184074828433734, oldLoss 6.037263350298376, deltaLossBound -2.0530853312817254E-4 increaseLambda: 0.342 0.001000 Search: 0.342 0.000000 increaseLambda: 0.113 0.002000 Undoing: newLoss 6.335510130761723, oldLoss 6.313645606947027, deltaLossBound -0.029459038445327962 increaseLambda: 0.342 0.000000 increaseLambda: 0.113 0.000000 Updating 5 features 85: time = 0.342000 loss = 6.035090 testLoss 6.949983 PTL: lambda = 1.2068 min = 1.0000 max = 4,865.0000 NewtonStep: 1.208 0.001000 alpha = 1.206824 lossBound = -0.000205 W1 = 0.018598 N1 = 0.021255 deltaLoss = -0.002174 Search: 0.114 0.001000 increaseLambda: 1.209 0.001000 Undoing contribution: was 0.007202416715209126 now 0.0072010011596492455 315: time = 1.209000 loss = 6.040053 testLoss 7.003088 'TURB__rev lambda = -0.5032 alpha = 0.006792 lossBound = -0.000000 W1 = 0.737822 N1 = 0.714137 deltaLoss = -0.000001 increaseLambda: 0.114 0.000000 27: time = 0.114000 loss = 6.299176 testLoss 6.639898 'CHLA__rev lambda = 0.5244 alpha = 0.524400 lossBound = -0.029459 W1 = 0.013777 N1 = 0.058824 deltaLoss = -0.014469 Updating 6 features NewtonStep: 0.1 0.010000 increaseLambda: 0.1 0.000000 Undoing: newLoss 6.635331140188844, oldLoss 6.644943505609924, deltaLossBound -0.07731299527436453 Updating 11 features increaseLambda: 0.101 0.001000 Updating 3 features NewtonStep: 1.211 0.002000 increaseLambda: 0.345 0.003000 Undoing contribution: was 0.07026999449406723 now 0.07009510135651187 Search: 0.101 0.000000 86: time = 0.345000 loss = 6.034915 testLoss 6.950615 (URBAN=1.0) lambda = 0.5332 alpha = -0.038170 lossBound = -0.000175 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000175 increaseLambda: 1.211 0.000000 Undoing contribution: was 2.7322858852566774E-4 now 2.6728333022222635E-4 316: time = 1.211000 loss = 6.040048 testLoss 7.003553 COND: lambda = -2.0031 min = 4.0000 max = 50,590.0000 alpha = 0.137166 lossBound = -0.000000 W1 = 0.009483 N1 = 0.008479 deltaLoss = -0.000006 increaseLambda: 0.101 0.000000 19: time = 0.101000 loss = 6.624990 testLoss 6.723466 'NTL_COND lambda = -0.7207 alpha = -0.218167 lossBound = -0.077313 W1 = 0.096112 N1 = 0.007353 deltaLoss = -0.019953 Updating 6 features increaseLambda: 0.116 0.002000 28: time = 0.117000 loss = 6.287136 testLoss 6.624902 (URBAN=1.0) lambda = 0.4750 alpha = 0.139776 lossBound = -0.021586 W1 = 0.527807 N1 = 0.617647 deltaLoss = -0.012040 Updating 9 features NewtonStep: 0.347 0.002000 Updating 3 features NewtonStep: 1.213 0.002000 increaseLambda: 0.347 0.000000 87: time = 0.347000 loss = 6.034645 testLoss 6.968547 TURB_COND: lambda = -1.5751 min = 1.0000 max = 3.0000 alpha = -0.099868 lossBound = -0.000179 W1 = 0.082603 N1 = 0.073529 deltaLoss = -0.000270 increaseLambda: 1.213 0.000000 Undoing contribution: was 0.0035875249563517594 now 0.003585199539657888 317: time = 1.213000 loss = 6.040045 testLoss 7.003055 'COND__rev lambda = -0.0807 alpha = 0.007215 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000002 Updating 6 features NewtonStep: 0.103 0.002000 Updating 5 features NewtonStep: 0.119 0.002000 increaseLambda: 0.104 0.001000 Undoing: newLoss 6.5576140751070895, oldLoss 6.624990469684082, deltaLossBound -0.08155820284030152 increaseLambda: 0.119 0.000000 29: time = 0.119000 loss = 6.260802 testLoss 6.598169 'TURB__rev lambda = -0.4103 alpha = -0.410344 lossBound = -0.019867 W1 = 0.231223 N1 = 0.164242 deltaLoss = -0.026334 Updating 6 features Newton: returning 0.5288208478553043 Updating 6 features increaseLambda: 0.104 0.000000 Loss was 6.260801991724416, now 6.206262762045602, delta -0.054539 parallelUpdate: 0.12 0.001000 Updating 7 features NewtonStep: 0.349 0.002000 Search: 0.105 0.001000 Updating 3 features NewtonStep: 1.215 0.002000 increaseLambda: 0.349 0.000000 Undoing: newLoss 6.034100656551253, oldLoss 6.034644596546603, deltaLossBound -5.446242175107122E-4 increaseLambda: 0.105 0.000000 increaseLambda: 1.215 0.000000 20: time = 0.105000 loss = 6.533519 testLoss 6.623942 'PTL__rev lambda = -0.9110 alpha = -0.681886 lossBound = -0.081558 W1 = 0.240182 N1 = 0.122951 deltaLoss = -0.091471 318: time = 1.215000 loss = 6.040044 testLoss 7.003010 'TURB__rev lambda = -0.5350 alpha = -0.007703 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000002 increaseLambda: 0.349 0.000000 Search: 0.35 0.001000 Updating 6 features NewtonStep: 0.121 0.001000 increaseLambda: 0.122 0.001000 Undoing: newLoss 6.187721189060896, oldLoss 6.206262762045602, deltaLossBound -0.022548792765345653 Updating 4 features NewtonStep: 1.217 0.002000 Updating 6 features NewtonStep: 0.107 0.002000 increaseLambda: 0.122 0.000000 increaseLambda: 1.217 0.000000 Undoing contribution: was 0.0072010011596492455 now 0.0071996441592865005 increaseLambda: 0.107 0.000000 Undoing: newLoss 6.4786460012199445, oldLoss 6.533519416108319, deltaLossBound -0.09218013076048523 increaseLambda: 0.351 0.001000 Undoing contribution: was 0.060228868948752214 now 0.05968424473124199 319: time = 1.217000 loss = 6.040042 testLoss 7.003054 'TURB__rev lambda = -0.4965 alpha = 0.006649 lossBound = -0.000000 W1 = 0.737822 N1 = 0.714137 deltaLoss = -0.000001 88: time = 0.351000 loss = 6.034100 testLoss 6.945614 'TURB_COND__rev lambda = 0.3476 alpha = -0.094603 lossBound = -0.000545 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000545 increaseLambda: 0.108 0.001000 Search: 0.108 0.000000 increaseLambda: 0.108 0.000000 21: time = 0.108000 loss = 6.479378 testLoss 6.655030 'TURB_COND__rev lambda = 0.3601 alpha = 0.360132 lossBound = -0.092180 W1 = 0.740496 N1 = 0.882353 deltaLoss = -0.054142 Updating 4 features NewtonStep: 1.219 0.002000 Updating 6 features NewtonStep: 0.353 0.002000 increaseLambda: 1.219 0.000000 increaseLambda: 0.353 0.000000 320: time = 1.219000 loss = 6.040041 testLoss 7.003050 'TURB__rev lambda = -0.0147 alpha = -0.004674 lossBound = -0.000000 W1 = 0.190494 N1 = 0.167078 deltaLoss = -0.000001 89: time = 0.353000 loss = 6.033608 testLoss 6.969506 TURB_COND: lambda = -1.7089 min = 1.0000 max = 3.0000 alpha = -0.133785 lossBound = -0.000322 W1 = 0.082726 N1 = 0.073529 deltaLoss = -0.000492 Updating 24 features Updating 6 features Search: 0.122 0.000000 increaseLambda: 0.11 0.002000 22: time = 0.110000 loss = 6.444332 testLoss 6.614952 (URBAN=1.0) lambda = 0.3353 alpha = 0.237968 lossBound = -0.062896 W1 = 0.478753 N1 = 0.617647 deltaLoss = -0.035045 increaseLambda: 0.125 0.003000 31: time = 0.125000 loss = 6.193646 testLoss 6.756207 'NTL_COND__rev lambda = 0.1448 alpha = 0.144761 lossBound = -0.022549 W1 = 0.566467 N1 = 0.676471 deltaLoss = -0.012617 Updating 6 features NewtonStep: 1.221 0.002000 increaseLambda: 1.221 0.000000 Undoing contribution: was 0.018095599053223273 now 0.01809511435991112 321: time = 1.221000 loss = 6.040041 testLoss 7.002861 CHLA_COND^2: lambda = 2.6579 min = 1.0000 max = 81.0000 alpha = -0.004556 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 8 features NewtonStep: 0.128 0.003000 Updating 7 features NewtonStep: 0.113 0.003000 increaseLambda: 0.128 0.000000 Undoing: newLoss 6.1922603111903225, oldLoss 6.193645545966021, deltaLossBound -0.0027527250894620104 increaseLambda: 0.113 0.000000 Undoing: newLoss 6.422885319365949, oldLoss 6.444332375690884, deltaLossBound -0.0571253068058324 increaseLambda: 0.128 0.000000 Updating 5 features NewtonStep: 1.223 0.002000 Search: 0.128 0.000000 increaseLambda: 0.113 0.000000 Search: 0.114 0.001000 increaseLambda: 1.224 0.001000 Undoing contribution: was 0.028283416884663046increaseLambda: 0.129 0.001000 32: time = 0.129000 loss = 6.191860 testLoss 6.753856 ANC_COND^2: lambda = -0.5658 min = 1.0000 max = 4.0000 alpha = -0.565823 lossBound = -0.002753 W1 = 0.003094 N1 = 0.000000 deltaLoss = -0.001786 Newton: returning 0.29394484552428785 Updating 7 features increaseLambda: 0.114 0.000000 23: time = 0.114000 loss = 6.406858 testLoss 6.683197 'NTL_COND lambda = -1.3743 alpha = -0.653539 lossBound = -0.057125 W1 = 0.052272 N1 = 0.007353 deltaLoss = -0.037475 now 0.028282366547490254 322: time = 1.225000 loss = 6.040040 testLoss 7.003415 'CHLA__rev lambda = -0.8252 alpha = 0.004612 lossBound = -0.000001 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000001 Updating 8 features NewtonStep: 0.13 0.001000 increaseLambda: 0.131 0.001000 33: time = 0.131000 loss = 6.176028 testLoss 6.811273 NTL_COND: lambda = -0.3474 min = 1.0000 max = 3.0000 alpha = -0.347357 lossBound = -0.010257 W1 = 0.204635 N1 = 0.161765 deltaLoss = -0.015832 Updating 5 features NewtonStep: 1.226 0.001000 Updating 8 features Loss was 6.033608185006385, now 6.031709384670931, delta -0.001899 parallelUpdate: 0.361 0.008000 increaseLambda: 1.227 0.001000 323: time = 1.227000 loss = 6.040039 testLoss 7.003381 'TURB__rev lambda = -0.5409 alpha = -0.005876 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000001 increaseLambda: 0.117 0.003000 24: time = 0.117000 loss = 6.378444 testLoss 6.651018 (LAKE_ORIGIN=1.0) lambda = 0.8954 alpha = 0.305010 lossBound = -0.048209 W1 = 0.829316 N1 = 0.911765 deltaLoss = -0.028414 Updating 10 features NewtonStep: 0.133 0.002000 Updating 8 features Updating 6 features increaseLambda: 0.133 0.000000 NewtonStep: 0.118 0.001000 NewtonStep: 0.362 0.001000 34: time = 0.133000 loss = 6.168114 testLoss 6.814721 CHLA_COND: lambda = 0.4909 min = 1.0000 max = 9.0000 alpha = 0.490938 lossBound = -0.003739 W1 = 0.097215 N1 = 0.113971 deltaLoss = -0.007914 Updating 6 features NewtonStep: 1.228 0.001000 increaseLambda: 1.229 0.001000 Undoing contribution: was 0.0071996441592865005 now 0.0071982890016905835 324: time = 1.229000 loss = 6.040038 testLoss 7.003426 'TURB__rev lambda = -0.4899 increaseLambda: 0.119 0.001000 Undoing: newLoss 6.347162214246821, oldLoss 6.378443513797845, deltaLossBound -0.03684505988185305 alpha = 0.006645 lossBound = -0.000000 W1 = 0.737822 N1 = 0.714137 deltaLoss = -0.000001 increaseLambda: 0.119 0.000000 Search: 0.12 0.001000 increaseLambda: 0.12 0.000000 25: time = 0.120000 loss = 6.337475 testLoss 6.604457 'PTL__rev lambda = -1.3845 alpha = -0.473485 lossBound = -0.036845 W1 = 0.207948 N1 = 0.122951 deltaLoss = -0.040969 Updating 6 features NewtonStep: 1.231 0.002000 Updating 9 features NewtonStep: 0.136 0.003000 increaseLambda: 0.365 0.003000 Undoing: newLoss 6.031021381040122, oldLoss 6.031709384670931, deltaLossBound -6.891178932550233E-4 increaseLambda: 0.136 0.000000 Undoing: newLoss 6.162578116050262, oldLoss 6.168114238946231, deltaLossBound -0.007777995701069188 increaseLambda: 1.231 0.000000 increaseLambda: 0.365 0.000000 325: time = 1.231000 loss = 6.040036 testLoss 7.003384 'TURB__rev lambda = -0.5480 alpha = -0.007101 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000001 increaseLambda: 0.136 0.000000 Search: 0.365 0.000000 Updating 9 features NewtonStep: 0.122 0.002000 Search: 0.137 0.001000 increaseLambda: 0.366 0.001000 Undoing contribution: was 0.05968424473124199 now 0.058995126837987334 91: time = 0.366000 loss = 6.031020 testLoss 6.976072 'TURB_COND__rev lambda = 0.1814 alpha = -0.106566 lossBound = -0.000689 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000689 increaseLambda: 0.122 0.000000 increaseLambda: 0.137 0.000000 35: time = 0.137000 loss = 6.163359 testLoss 6.835915 TURB_COND: lambda = -0.5922 min = 1.0000 max = 3.0000 alpha = -0.142373 lossBound = -0.007778 W1 = 0.110781 N1 = 0.073529 deltaLoss = -0.004755 Undoing: newLoss 6.309904722953464, oldLoss 6.337474821950149, deltaLossBound -0.03775113332102834 increaseLambda: 0.122 0.000000 Search: 0.123 0.001000 Updating 5 features NewtonStep: 1.233 0.002000 increaseLambda: 0.123 0.000000 26: time = 0.123000 loss = 6.313646 testLoss 6.634260 TURB_COND: lambda = -0.2943 min = 1.0000 max = 3.0000 alpha = -0.294254 lossBound = -0.037751 W1 = 0.149179 N1 = 0.073529 deltaLoss = -0.023829 increaseLambda: 1.233 0.000000 Undoing contribution: was 0.0071982890016905835 now 0.0071969588536117905 326: time = 1.233000 loss = 6.040035 testLoss 7.003428 'TURB__rev lambda = -0.4833 alpha = 0.006583 lossBound = -0.000000 W1 = 0.737822 N1 = 0.714137 deltaLoss = -0.000001 Updating 9 features Updating 5 features NewtonStep: 0.368 0.002000 increaseLambda: 0.139 0.002000 36: time = 0.139000 loss = 6.160355 testLoss 6.831565 (LAKE_ORIGIN=0.0) lambda = -0.4550 alpha = -0.109092 lossBound = -0.005286 W1 = 0.122107 N1 = 0.088235 deltaLoss = -0.003004 increaseLambda: 0.368 0.000000 Undoing: newLoss 6.042185028446269, oldLoss 6.031020266777676, deltaLossBound -3.0231162668013073E-4 Updating 8 features NewtonStep: 0.125 0.002000 increaseLambda: 0.369 0.001000 increaseLambda: 0.125 0.000000 Undoing: newLoss 6.335510130761723, oldLoss 6.313645606947027, deltaLossBound -0.029459038445327962 Updating 4 features NewtonStep: 1.235 0.002000 increaseLambda: 0.125 0.000000 increaseLambda: 1.235 0.000000 327: time = 1.235000 loss = 6.040034 testLoss 7.003387 'TURB__rev lambda = -0.5550 alpha = -0.007031 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000001 Search: 0.126 0.001000 increaseLambda: 0.126 0.000000 27: time = 0.126000 loss = 6.299176 testLoss 6.639898 'CHLA__rev lambda = 0.5244 alpha = 0.524400 lossBound = -0.029459 W1 = 0.013777 N1 = 0.058824 deltaLoss = -0.014469 Updating 8 features NewtonStep: 0.142 0.003000 Search: 0.371 0.002000 Updating 4 features increaseLambda: 0.142 0.000000 Undoing: newLoss 6.1554036246403525, oldLoss 6.1603547346834855, deltaLossBound -0.005038148793711094 NewtonStep: 1.237 0.002000 increaseLambda: 0.371 0.000000 92: time = 0.371000 loss = 6.030620 testLoss 6.968002 'CHLA__rev lambda = -0.0637 alpha = -0.063690 lossBound = -0.000302 W1 = 0.182162 N1 = 0.152846 deltaLoss = -0.000400 increaseLambda: 0.143 0.001000 increaseLambda: 1.238 0.001000 Undoing contribution: was 0.0071969588536117905 now 0.007195654669802843 328: time = 1.238000 loss = 6.040032 testLoss 7.003430 Updating 6 features Search: 0.143 0.000000 increaseLambda: 0.128 0.002000 28: time = 0.128000 loss = 6.287136 testLoss 6.624902 (URBAN=1.0) lambda = 0.4750 alpha = 0.139776 lossBound = -0.021586 W1 = 0.527807 N1 = 0.617647 deltaLoss = -0.012040 increaseLambda: 0.143 0.000000 37: time = 0.143000 loss = 6.157544 testLoss 6.846223 'PTL_COND__rev lambda = 0.0689 alpha = 0.068940 lossBound = -0.005038 W1 = 0.603266 N1 = 0.676471 deltaLoss = -0.002811 Updating 7 features NewtonStep: 0.373 0.002000 increaseLambda: 0.373 0.000000 93: time = 0.373000 loss = 6.030245 testLoss 6.989313 Updating 6 features TURB_COND: lambda = -1.9431 min = 1.0000 max = 3.0000 'TURB__rev lambda = -0.4768 alpha = -0.118982 lossBound = -0.000240 W1 = 0.082655 N1 = 0.073529 deltaLoss = -0.000375 NewtonStep: 0.13 0.002000 increaseLambda: 0.13 0.000000 Updating 9 features alpha = 0.006518 lossBound = -0.000000 W1 = 0.737822 N1 = 0.714137 deltaLoss = -0.000001 NewtonStep: 0.145 0.002000 increaseLambda: 0.145 0.000000 38: time = 0.145000 loss = 6.145189 testLoss 6.864108 'COND__rev lambda = -0.4406 alpha = -0.440580 lossBound = -0.004742 W1 = 0.634246 N1 = 0.596381 deltaLoss = -0.012355 Updating 6 features NewtonStep: 0.375 0.002000 Updating 3 features NewtonStep: 1.242 0.004000 increaseLambda: 0.376 0.001000 Undoing: newLoss 6.0299886667481974, oldLoss 6.030245436445127, deltaLossBound -2.5691563058332354E-4 increaseLambda: 1.242 0.000000 increaseLambda: 0.376 0.000000 329: time = 1.242000 loss = 6.040031 testLoss 7.003389 'TURB__rev lambda = -0.5620 alpha = -0.006962 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000001 Updating 9 features Search: 0.376 0.000000 Undoing: newLoss 6.274047773655461, oldLoss 6.287135987301223, deltaLossBound -0.019547011680817204 Updating 26 features increaseLambda: 0.147 0.002000 39: time = 0.147000 loss = 6.142070 testLoss 6.859477 increaseLambda: 0.132 0.002000 Newton: returning 0.17506485735983462 Updating 5 features Search: 0.133 0.001000 increaseLambda: 0.133 0.000000 29: time = 0.133000 loss = 6.274985 testLoss 6.652587 TURB_COND: lambda = -0.5128 min = 1.0000 max = 3.0000 alpha = -0.218561 lossBound = -0.019547 W1 = 0.128914 N1 = 0.073529 deltaLoss = -0.012150 Updating 5 features Newton: returning 0.6224319856249833 Updating 6 features Loss was 6.040031038661367, now 6.040025549834278, delta -0.000005 parallelUpdate: 1.243 0.001000 (URBAN=0.0) lambda = -0.1562 alpha = -0.071467 lossBound = -0.005599 W1 = 0.438325 N1 = 0.382353 deltaLoss = -0.003119 Loss was 6.274985492329358, now 6.207720821219235, delta -0.067265 parallelUpdate: 0.133 0.000000 Updating 3 features NewtonStep: 1.245 0.002000 Updating 8 features NewtonStep: 0.135 0.002000 increaseLambda: 1.245 0.000000 Updating 8 features NewtonStep: 0.15 0.003000 increaseLambda: 0.136 0.001000 31: time = 0.136000 loss = 6.190448 testLoss 6.909512 NTL_COND^2: lambda = -0.4426 min = 1.0000 max = 9.0000 alpha = -0.442597 lossBound = -0.009018 W1 = 0.157711 N1 = 0.121324 deltaLoss = -0.017273 Undoing contribution: was 0.008604809904159839 now 0.008599980741915526 331: time = 1.246000 loss = 6.040021 testLoss 7.003339 'DOC__rev lambda = 0.4553 alpha = -0.016900 lossBound = -0.000001 W1 = 0.617938 N1 = 0.632645 deltaLoss = -0.000005 increaseLambda: 0.151 0.001000 40: time = 0.151000 loss = 6.124655 testLoss 6.852082 'DOC__rev lambda = 0.4759 alpha = 0.475949 lossBound = -0.004984 W1 = 0.593434 N1 = 0.632645 deltaLoss = -0.017415 Updating 9 features Updating 5 features NewtonStep: 1.248 0.002000 increaseLambda: 0.382 0.006000 Undoing contribution: was 0.058995126837987334 now 0.05873821120740506 increaseLambda: 0.138 0.002000 94: time = 0.382000 loss = 6.029989 testLoss 6.973733 32: time = 0.138000 loss = 6.185550 testLoss 6.902918 'TURB_COND__rev lambda = 0.1166 (LAKE_ORIGIN=0.0) lambda = -0.4833 alpha = -0.064746 lossBound = -0.000257 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000257 Updating 11 features NewtonStep: 0.153 0.002000 alpha = -0.137351 lossBound = -0.008571 W1 = 0.128297 N1 = 0.088235 deltaLoss = -0.004898 increaseLambda: 1.248 0.000000 Undoing contribution: was 0.007195654669802843 now 0.007193658682776516 332: time = 1.248000 loss = 6.040019 testLoss 7.003393 'TURB__rev lambda = -0.4513 alpha = 0.008059 lossBound = -0.000001 W1 = 0.737822 N1 = 0.714137 deltaLoss = -0.000002 increaseLambda: 0.153 0.000000 Undoing: newLoss 6.121148275779536, oldLoss 6.124654849547867, deltaLossBound -0.004732112392384802 increaseLambda: 0.153 0.000000 Search: 0.154 0.001000 increaseLambda: 0.154 0.000000 41: time = 0.154000 loss = 6.121776 testLoss 6.869701 TURB_COND: lambda = -0.7047 min = 1.0000 max = 3.0000 alpha = -0.112462 lossBound = -0.004732 W1 = 0.104349 N1 = 0.073529 deltaLoss = -0.002879 Updating 8 features NewtonStep: 0.139 0.001000 Updating 3 features NewtonStep: 1.25 0.002000 increaseLambda: 0.14 0.001000 33: time = 0.140000 loss = 6.173202 testLoss 6.896068 'ANC__rev lambda = -0.5852 alpha = -0.585216 lossBound = -0.007793 W1 = 0.055881 N1 = 0.028343 deltaLoss = -0.012348 increaseLambda: 1.25 0.000000 333: time = 1.250000 loss = 6.040018 testLoss 7.003354 'TURB__rev lambda = -0.5890 alpha = -0.006697 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000001 Updating 9 features NewtonStep: 0.156 0.002000 increaseLambda: 0.156 0.000000 42: time = 0.156000 loss = 6.117170 testLoss 6.834234 'CHLA__rev lambda = -0.2563 alpha = -0.256275 lossBound = -0.003100 W1 = 0.184269 N1 = 0.153039 deltaLoss = -0.004606 Updating 9 features Updating 4 features NewtonStep: 1.252 0.002000 increaseLambda: 0.142 0.002000 34: time = 0.142000 loss = 6.169485 testLoss 6.890701 (URBAN=1.0) lambda = 0.5530 alpha = 0.077976 lossBound = -0.006671 W1 = 0.558467 N1 = 0.617647 deltaLoss = -0.003717 increaseLambda: 1.252 0.000000 Undoing contribution: was 0.007193658682776516 now 0.0071924726908194295 334: time = 1.252000 loss = 6.040016 testLoss 7.003395 'TURB__rev lambda = -0.4451 alpha = 0.006215 lossBound = -0.000000 W1 = 0.737822 N1 = 0.714137 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.386 0.004000 Updating 8 features NewtonStep: 0.158 0.002000 increaseLambda: 0.159 0.001000 Undoing: newLoss 6.114789319686302, oldLoss 6.117169643269463, deltaLossBound -0.003142082930471929 Updating 3 features NewtonStep: 1.254 0.002000 increaseLambda: 0.159 0.000000 Search: 0.159 0.000000 Updating 8 features NewtonStep: 0.144 0.002000 increaseLambda: 0.159 0.000000 43: time = 0.159000 loss = 6.115266 testLoss 6.849174 TURB_COND: lambda = -0.7971 min = 1.0000 max = 3.0000 alpha = -0.092418 lossBound = -0.003142 W1 = 0.100148 N1 = 0.073529 deltaLoss = -0.001904 increaseLambda: 0.145 0.001000 35: time = 0.145000 loss = 6.160640 testLoss 6.904904 CHLA_COND^2: lambda = 0.5563 min = 1.0000 max = 81.0000 alpha = 0.556309 lossBound = -0.006095 W1 = 0.063711 N1 = 0.079044 deltaLoss = -0.008845 increaseLambda: 0.389 0.003000 Undoing contribution: was 0.01614288589657128 now 0.015764910063394946 95: time = 0.389000 loss = 6.029611 testLoss 6.949958 NTL_COND: lambda = -0.3060 min = 1.0000 max = 3.0000 alpha = 0.110952 lossBound = -0.000170 W1 = 0.171579 N1 = 0.161765 deltaLoss = -0.000378 Updating 7 features Updating 9 features NewtonStep: 0.146 0.001000 increaseLambda: 0.147 0.001000 Updating 4 features NewtonStep: 0.391 0.002000 36: time = 0.147000 loss = 6.151867 testLoss 6.861712 'CHLA__rev lambda = -0.2858 alpha = -0.285826 lossBound = -0.006557 W1 = 0.194698 N1 = 0.153039 deltaLoss = -0.008772 NewtonStep: 0.161 0.002000 increaseLambda: 1.257 0.003000 335: time = 1.257000 loss = 6.040015 testLoss 7.003356 'TURB__rev lambda = -0.5956 alpha = -0.006637 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000001 increaseLambda: 0.163 0.002000 44: time = 0.163000 loss = 6.110582 testLoss 6.849699 'ANC__rev lambda = -0.5545 alpha = -0.554499 lossBound = -0.002326 W1 = 0.045249 N1 = 0.028343 deltaLoss = -0.004684 Updating 9 features NewtonStep: 0.148 0.001000 increaseLambda: 0.149 0.001000 37: time = 0.149000 loss = 6.142397 testLoss 6.914994 NTL_COND: lambda = -0.2976 min = 1.0000 max = 3.0000 alpha = -0.297581 lossBound = -0.005503 W1 = 0.193422 N1 = 0.161765 deltaLoss = -0.009470 Updating 4 features NewtonStep: 1.259 0.002000 Updating 7 features NewtonStep: 0.164 0.001000 increaseLambda: 1.259 0.000000 Undoing contribution: was 0.0071924726908194295 now 0.007191309840784499 336: time = 1.259000 loss = 6.040014 testLoss 7.003398 'TURB__rev lambda = -0.4389 alpha = 0.006154 lossBound = -0.000000 W1 = 0.737822 N1 = 0.714137 deltaLoss = -0.000001 increaseLambda: 0.165 0.001000 45: time = 0.165000 loss = 6.104771 testLoss 6.904209 NTL_COND^2: lambda = -0.2982 min = 1.0000 max = 9.0000 alpha = -0.298216 lossBound = -0.002732 W1 = 0.141679 N1 = 0.121324 deltaLoss = -0.005811 Updating 10 features NewtonStep: 0.15 0.001000 increaseLambda: 0.151 0.001000 38: time = 0.151000 loss = 6.131560 testLoss 6.933680 'COND__rev lambda = -0.4301 alpha = -0.430137 lossBound = -0.004041 W1 = 0.632082 N1 = 0.596381 deltaLoss = -0.010837 Updating 3 features NewtonStep: 1.261 0.002000 increaseLambda: 1.261 0.000000 Updating 7 features NewtonStep: 0.166 0.001000 337: time = 1.261000 loss = 6.040013 testLoss 7.003359 'TURB__rev lambda = -0.6022 alpha = -0.006571 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000001 increaseLambda: 0.167 0.001000 46: time = 0.167000 loss = 6.102985 testLoss 6.934905 TURB_COND^2: lambda = -0.1972 min = 1.0000 max = 9.0000 alpha = -0.197204 lossBound = -0.001306 W1 = 0.075065 N1 = 0.062500 deltaLoss = -0.001786 Updating 7 features NewtonStep: 0.152 0.001000 increaseLambda: 0.152 0.000000 39: time = 0.152000 loss = 6.114074 testLoss 6.926160 'DOC__rev lambda = 0.4734 alpha = 0.473393 lossBound = -0.005069 W1 = 0.593161 N1 = 0.632645 deltaLoss = -0.017486 increaseLambda: 0.391 0.000000 96: time = 0.397000 loss = 6.029210 testLoss 6.972064 TURB_COND: lambda = -2.0665 min = 1.0000 max = 3.0000 alpha = -0.123485 lossBound = -0.000254 W1 = 0.082667 N1 = 0.073529 deltaLoss = -0.000401 Updating 4 features NewtonStep: 1.263 0.002000 increaseLambda: 1.264 0.001000 Undoing contribution: was 0.007191309840784499 now 0.007190169686648951 338: time = 1.264000 loss = 6.040012 testLoss 7.003400 'TURB__rev lambda = -0.4328 alpha = 0.006093 lossBound = -0.000000 W1 = 0.737822 N1 = 0.714137 deltaLoss = -0.000001 Updating 9 features NewtonStep: 0.154 0.002000 increaseLambda: 0.154 0.000000 Undoing: newLoss 6.111536641379668, oldLoss 6.11407396868646, deltaLossBound -0.0031024066566733705 increaseLambda: 0.155 0.001000 Updating 5 features NewtonStep: 0.399 0.002000 Search: 0.155 0.000000 increaseLambda: 0.399 0.000000 Undoing: newLoss 6.0289601487865525, oldLoss 6.029209987838954, deltaLossBound -2.5456382109548703E-4 increaseLambda: 0.155 0.000000 40: time = 0.155000 loss = 6.110812 testLoss 6.906760 'CHLA__rev lambda = -0.4198 alpha = -0.134016 lossBound = -0.003102 W1 = 0.196634 N1 = 0.153039 deltaLoss = -0.003262 increaseLambda: 0.399 0.000000 Search: 0.4 0.001000 increaseLambda: 0.4 0.000000 97: time = 0.400000 loss = 6.028683 testLoss 6.970275 ANC^2: lambda = -1.0057 min = 0.2500 max = 8,396,588,362.4100 alpha = -1.005708 lossBound = -0.000255 W1 = 0.001763 N1 = 0.000695 deltaLoss = -0.000527 Updating 8 features NewtonStep: 0.157 0.002000 Updating 3 features NewtonStep: 1.267 0.003000 increaseLambda: 0.157 0.000000 Undoing: newLoss 6.109336703103293, oldLoss 6.110812030645184, deltaLossBound -0.001699041333055814 increaseLambda: 1.268 0.001000 increaseLambda: 0.158 0.001000 339: time = 1.268000 loss = 6.040011 testLoss 7.003396 'TURB__rev lambda = -0.0215 alpha = -0.004283 lossBound = -0.000000 W1 = 0.190494 N1 = 0.167078 deltaLoss = -0.000001 Search: 0.158 0.000000 increaseLambda: 0.158 0.000000 41: time = 0.158000 loss = 6.109832 testLoss 6.909057 CHLA_COND^2: lambda = 0.6354 min = 1.0000 max = 81.0000 alpha = 0.079101 lossBound = -0.001699 W1 = 0.058462 N1 = 0.079044 deltaLoss = -0.000980 Updating 5 features Updating 7 features NewtonStep: 0.16 0.002000 increaseLambda: 0.16 0.000000 Undoing: newLoss 6.10892910604143, oldLoss 6.109831823067273, deltaLossBound -0.001503900833630591 increaseLambda: 0.16 0.000000 Search: 0.16 0.000000 increaseLambda: 0.161 0.001000 42: time = 0.161000 loss = 6.108887 testLoss 6.907661 ANC_COND: lambda = -0.4501 min = 1.0000 max = 2.0000 alpha = -0.450064 lossBound = -0.001504 W1 = 0.002456 N1 = 0.000000 deltaLoss = -0.000945 Updating 7 features NewtonStep: 0.163 0.002000 increaseLambda: 1.273 0.005000 Undoing contribution: was 0.018289446138292753 now 0.018289043432557328 340: time = 1.273000 loss = 6.040011 testLoss 7.003435 (URBAN=0.0) lambda = -0.0872 increaseLambda: 0.163 0.000000 43: time = 0.163000 loss = 6.101909 testLoss 6.908562 'DOC__rev lambda = 0.3927 alpha = 0.392736 lossBound = -0.001512 W1 = 0.619096 N1 = 0.642831 deltaLoss = -0.006978 Updating 4 features NewtonStep: 0.407 0.007000 increaseLambda: 0.407 0.000000 Undoing: newLoss 6.028498210208102, oldLoss 6.02868265668695, deltaLossBound -1.8452070192420764E-4 increaseLambda: 0.408 0.001000 Search: 0.408 0.000000 increaseLambda: 0.408 0.000000 Undoing contribution: was 0.05873821120740506 now 0.058553690505479074 98: time = 0.408000 loss = 6.028498 testLoss 6.957120 'TURB_COND__rev lambda = 0.0618 alpha = -0.054806 lossBound = -0.000185 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000185 Updating 7 features NewtonStep: 0.165 0.002000 increaseLambda: 0.165 0.000000 44: time = 0.165000 loss = 6.098318 testLoss 6.887099 'CHLA__rev lambda = -0.2294 alpha = -0.229372 lossBound = -0.002121 W1 = 0.310997 N1 = 0.279805 deltaLoss = -0.003590 Updating 4 features NewtonStep: 0.41 0.002000 Updating 6 features NewtonStep: 0.166 0.001000 increaseLambda: 0.41 0.000000 Undoing contribution: was 0.028681408616230517 now 0.02827308895985696 99: time = 0.410000 loss = 6.028090 testLoss 6.956815 'TURB__rev lambda = -0.2399 alpha = 0.105922 lossBound = -0.000204 W1 = 0.187673 N1 = 0.164242 deltaLoss = -0.000408 increaseLambda: 0.167 0.001000 Undoing: newLoss 6.0964736488780895, oldLoss 6.098318391475708, deltaLossBound -0.0020486806529351293 increaseLambda: 0.167 0.000000 Search: 0.167 0.000000 increaseLambda: 0.167 0.000000 45: time = 0.167000 loss = 6.097135 testLoss 6.889527 CHLA_COND^2: lambda = 0.7226 min = 1.0000 max = 81.0000 alpha = 0.087156 lossBound = -0.002049 W1 = 0.057356 N1 = 0.079044 deltaLoss = -0.001183 Updating 5 features NewtonStep: 0.412 0.002000 Updating 6 features NewtonStep: 0.169 0.002000 increaseLambda: 0.413 0.001000 Undoing: newLoss 6.053985091292874, oldLoss 6.0280898163286505, deltaLossBound -1.820558050939509E-4 increaseLambda: 0.169 0.000000 Undoing: newLoss 6.096050245553796, oldLoss 6.097135331420828, deltaLossBound -0.001255548444091219 increaseLambda: 0.413 0.000000 increaseLambda: 0.17 0.001000 Search: 0.414 0.001000 Search: 0.17 0.000000 increaseLambda: 0.414 0.000000 increaseLambda: 0.17 0.000000 100: time = 0.414000 loss = 6.027445 testLoss 6.955150 'TURB__rev lambda = -0.1826 alpha = -0.182631 lossBound = -0.000182 W1 = 0.770805 N1 = 0.749584 deltaLoss = -0.000645 46: time = 0.170000 loss = 6.096408 testLoss 6.891603 CHLA_COND^2: lambda = 0.7902 min = 1.0000 max = 81.0000 alpha = 0.067670 lossBound = -0.001256 W1 = 0.059916 N1 = 0.079044 deltaLoss = -0.000727 Updating 7 features NewtonStep: 0.185 0.018000 increaseLambda: 0.186 0.001000 47: time = 0.186000 loss = 6.096533 testLoss 6.936384 'DOC__rev lambda = 0.3953 alpha = 0.395347 lossBound = -0.001325 W1 = 0.620264 N1 = 0.642831 deltaLoss = -0.006452 Updating 6 features NewtonStep: 0.172 0.002000 Updating 6 features NewtonStep: 0.416 0.002000 increaseLambda: 0.172 0.000000 47: time = 0.172000 loss = 6.093401 testLoss 6.911292 'COND__rev lambda = -0.3306 alpha = -0.330650 lossBound = -0.001151 W1 = 0.621108 N1 = 0.597545 deltaLoss = -0.003007 increaseLambda: 0.416 0.000000 101: time = 0.416000 loss = 6.027038 testLoss 6.977390 TURB_COND: lambda = -2.1908 min = 1.0000 max = 3.0000 alpha = -0.124251 lossBound = -0.000258 W1 = 0.082671 N1 = 0.073529 deltaLoss = -0.000407 Updating 8 features NewtonStep: 0.187 0.001000 alpha = 0.001829 lossBound = -0.000000 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000000 increaseLambda: 0.188 0.001000 Undoing: newLoss 6.095558453468467, oldLoss 6.096533260959148, deltaLossBound -0.0017336504620262877 increaseLambda: 0.188 0.000000 Search: 0.188 0.000000 increaseLambda: 0.189 0.001000 Undoing contribution: was 0.01261721607958144 now 0.011657175954513654 48: time = 0.189000 loss = 6.095573 testLoss 6.926234 'NTL_COND__rev lambda = 0.1037 alpha = -0.041027 lossBound = -0.001734 W1 = 0.654533 N1 = 0.676471 deltaLoss = -0.000960 Updating 6 features NewtonStep: 0.418 0.002000 Updating 6 features NewtonStep: 1.284 0.011000 increaseLambda: 0.418 0.000000 Undoing: newLoss 6.0268344465468715, oldLoss 6.027037733679912, deltaLossBound -2.0337765421203418E-4 increaseLambda: 1.284 0.000000 Undoing contribution: was 0.01809511435991112 now 0.018094707559801967 increaseLambda: 0.418 0.000000 341: time = 1.284000 loss = 6.040010 testLoss 7.003261 CHLA_COND^2: lambda = 2.6529 min = 1.0000 max = 81.0000 alpha = -0.004174 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Search: 0.419 0.001000 increaseLambda: 0.419 0.000000 Undoing contribution: was 0.058553690505479074 now 0.058350312851268106 102: time = 0.419000 loss = 6.026834 testLoss 6.963565 'TURB_COND__rev lambda = 0.0042 alpha = -0.057557 lossBound = -0.000203 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000203 Updating 6 features NewtonStep: 0.19 0.001000 increaseLambda: 0.191 0.001000 49: time = 0.191000 loss = 6.090991 testLoss 6.918682 'TURB__rev lambda = -0.5236 alpha = -0.523587 lossBound = -0.001245 W1 = 0.766440 N1 = 0.748154 deltaLoss = -0.004583 Updating 5 features NewtonStep: 1.286 0.002000 increaseLambda: 1.287 0.001000 Undoing contribution: was 0.028282366547490254 now 0.02828195475862769 342: time = 1.287000 loss = 6.040010 testLoss 7.003609 'CHLA__rev lambda = -0.8215 alpha = 0.002887 lossBound = -0.000000 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000000 Updating 6 features NewtonStep: 0.421 0.002000 increaseLambda: 0.421 0.000000 103: time = 0.421000 loss = 6.026636 testLoss 6.979485 TURB_COND: lambda = -2.2792 min = 1.0000 max = 3.0000 alpha = -0.088435 lossBound = -0.000125 W1 = 0.082555 N1 = 0.073529 deltaLoss = -0.000198 Updating 4 features NewtonStep: 0.193 0.002000 increaseLambda: 0.193 0.000000 50: time = 0.193000 loss = 6.087837 testLoss 6.971573 TURB_COND: lambda = -1.1046 min = 1.0000 max = 3.0000 alpha = -0.307492 lossBound = -0.002173 W1 = 0.084177 N1 = 0.073529 deltaLoss = -0.003154 Updating 5 features NewtonStep: 1.288 0.001000 increaseLambda: 1.289 0.001000 Undoing: newLoss 6.040009555191384, oldLoss 6.040009798093324, deltaLossBound -2.4290387313590623E-7 increaseLambda: 1.289 0.000000 Updating 6 features NewtonStep: 0.423 0.002000 Search: 1.29 0.001000 increaseLambda: 0.424 0.001000 Undoing contribution: was 6.243695590083611E-4 now 3.171702044103633E-4 104: time = 0.424000 loss = 6.026329 testLoss 6.981794 COND^2: lambda = -1.9124 min = 16.0000 max = 2,559,348,100.0000 alpha = 2.441393 lossBound = -0.000116 W1 = 0.001445 N1 = 0.000135 deltaLoss = -0.000307 Updating 5 features increaseLambda: 1.29 0.000000 Undoing contribution: was 0.12539509303781224 now 0.12539485013393922 343: time = 1.290000 loss = 6.040010 testLoss 7.002671 'NTL_COND lambda = -1.4590 alpha = 0.005796 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 5 features NewtonStep: 0.181 0.009000 increaseLambda: 0.181 0.000000 48: time = 0.181000 loss = 6.091366 testLoss 6.932757 NTL_COND: lambda = -0.4090 min = 1.0000 max = 3.0000 alpha = -0.111440 lossBound = -0.001582 W1 = 0.186144 N1 = 0.161765 deltaLoss = -0.002035 Updating 5 features NewtonStep: 0.425 0.001000 Updating 6 features NewtonStep: 1.292 0.002000 increaseLambda: 0.426 0.001000 Undoing: newLoss 6.036134189190186, oldLoss 6.026328740196272, deltaLossBound -1.2747704777702114E-4 increaseLambda: 1.292 0.000000 344: time = 1.292000 loss = 6.040009 testLoss 7.002521 'CHLA__rev lambda = -0.2770 alpha = -0.001923 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 increaseLambda: 0.426 0.000000 Search: 0.426 0.000000 Updating 7 features NewtonStep: 0.183 0.002000 increaseLambda: 0.183 0.000000 Undoing contribution: was 0.20492701573212818 now 0.2036858681761649 49: time = 0.183000 loss = 6.090125 testLoss 6.932584 'PTL__rev lambda = -2.1558 alpha = 0.090438 lossBound = -0.001173 W1 = 0.134474 N1 = 0.122951 deltaLoss = -0.001241 Updating 6 features NewtonStep: 1.294 0.002000 increaseLambda: 1.294 0.000000 Undoing contribution: was 0.02828195475862769 now 0.02828174656424418 345: time = 1.294000 loss = 6.040009 testLoss 7.002768 'CHLA__rev lambda = -0.8194 alpha = 0.002052 lossBound = -0.000000 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000000 increaseLambda: 0.429 0.003000 105: time = 0.429000 loss = 6.025505 testLoss 6.985451 'DOC__rev lambda = 0.2699 alpha = 0.269882 lossBound = -0.000127 W1 = 0.665029 N1 = 0.678384 deltaLoss = -0.000823 Updating 9 features NewtonStep: 0.185 0.002000 increaseLambda: 0.186 0.001000 50: time = 0.186000 loss = 6.087357 testLoss 6.926440 COND^2: lambda = -3.1508 min = 16.0000 max = 2,559,348,100.0000 alpha = -3.150768 lossBound = -0.001030 W1 = 0.001129 N1 = 0.000135 deltaLoss = -0.002767 Updating 6 features NewtonStep: 1.296 0.002000 increaseLambda: 1.297 0.001000 Undoing contribution: was 0.018094707559801967 now 0.018094526782119365 Updating 6 features NewtonStep: 0.431 0.002000 346: time = 1.297000 loss = 6.040009 testLoss 7.002652 CHLA_COND^2: lambda = 2.6501 min = 1.0000 max = 81.0000 alpha = -0.002785 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 increaseLambda: 0.431 0.000000 Updating 7 features 106: time = 0.431000 loss = 6.025309 testLoss 6.977828 'CHLA__rev lambda = -0.1253 alpha = -0.061658 lossBound = -0.000133 W1 = 0.179222 N1 = 0.152846 deltaLoss = -0.000196 NewtonStep: 0.187 0.001000 increaseLambda: 0.187 0.000000 Undoing: newLoss 6.101095750117202, oldLoss 6.087357226169545, deltaLossBound -9.63660523799397E-4 increaseLambda: 0.188 0.001000 Search: 0.188 0.000000 increaseLambda: 0.188 0.000000 Updating 6 features NewtonStep: 1.298 0.001000 51: time = 0.188000 loss = 6.085205 testLoss 6.917014 'PTL__rev lambda = -0.1818 alpha = -0.181809 lossBound = -0.000964 W1 = 0.365956 N1 = 0.334334 deltaLoss = -0.002152 increaseLambda: 1.299 0.001000 347: time = 1.299000 loss = 6.040009 testLoss 7.002631 'TURB__rev lambda = -0.6059 alpha = -0.003706 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000000 Updating 7 features NewtonStep: 0.433 0.002000 increaseLambda: 0.433 0.000000 Undoing contribution: was 0.00540635426322127 now 0.005220063742969617 107: time = 0.433000 loss = 6.025123 testLoss 6.976275 'ANC__rev lambda = -0.5256 alpha = 0.145536 lossBound = -0.000087 W1 = 0.043143 N1 = 0.028343 deltaLoss = -0.000186 Updating 5 features NewtonStep: 1.3 0.001000 increaseLambda: 1.301 0.001000 Undoing contribution: was 0.007190169686648951 now 0.007188997049504231 348: time = 1.301000 loss = 6.040007 testLoss 7.002672 'TURB__rev lambda = -0.4266 alpha = 0.006181 lossBound = -0.000000 W1 = 0.737822 N1 = 0.714137 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.435 0.002000 increaseLambda: 0.435 0.000000 Undoing: newLoss 6.0475412447660695, oldLoss 6.025122913133523, deltaLossBound -1.1524524310201393E-4 increaseLambda: 0.436 0.001000 Search: 0.436 0.000000 increaseLambda: 0.436 0.000000 108: time = 0.436000 loss = 6.024793 testLoss 6.984579 'COND__rev lambda = -0.1333 alpha = -0.133274 lossBound = -0.000115 W1 = 0.701508 N1 = 0.677996 deltaLoss = -0.000330 Updating 3 features NewtonStep: 1.302 0.001000 increaseLambda: 1.303 0.001000 349: time = 1.303000 loss = 6.040006 testLoss 7.002633 'TURB__rev lambda = -0.6125 alpha = -0.006606 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000001 NewtonStep: 0.195 0.002000 increaseLambda: 0.21 0.015000 Undoing contribution: was 0.19854824991982842 now 0.19541407959555354 51: time = 0.210000 loss = 6.084703 testLoss 6.972375 'PTL__rev lambda = -1.7833 alpha = 0.333295 lossBound = -0.001720 W1 = 0.146944 N1 = 0.122951 deltaLoss = -0.003134 Updating 5 features NewtonStep: 0.441 0.005000 Updating 5 features NewtonStep: 0.212 0.002000 increaseLambda: 0.441 0.000000 Undoing contribution: was 0.1905214963115382 now 0.19041889690188557 109: time = 0.441000 loss = 6.024691 testLoss 6.985133 'PTL__rev lambda = -0.9708 alpha = 0.055578 lossBound = -0.000057 W1 = 0.145414 N1 = 0.122951 deltaLoss = -0.000103 increaseLambda: 0.213 0.001000 Undoing: newLoss 6.105958631041914, oldLoss 6.084702854250962, deltaLossBound -0.0015336324854126602 increaseLambda: 0.213 0.000000 Search: 0.213 0.000000 increaseLambda: 0.214 0.001000 52: time = 0.214000 loss = 6.081357 testLoss 7.000623 'COND__rev lambda = -0.4603 alpha = -0.460272 lossBound = -0.001534 W1 = 0.613537 N1 = 0.597545 deltaLoss = -0.003346 Updating 4 features NewtonStep: 0.443 0.002000 increaseLambda: 0.444 0.001000 110: time = 0.444000 loss = 6.024454 testLoss 6.984342 'TURB__rev lambda = -0.2819 alpha = -0.099272 lossBound = -0.000067 W1 = 0.771692 N1 = 0.749584 deltaLoss = -0.000237 Updating 5 features NewtonStep: 0.215 0.001000 increaseLambda: 0.216 0.001000 53: time = 0.216000 loss = 6.078947 testLoss 6.972749 'CHLA__rev lambda = -0.4677 alpha = -0.211461 lossBound = -0.001567 W1 = 0.180316 N1 = 0.153039 deltaLoss = -0.002410 Updating 7 features NewtonStep: 0.445 0.001000 increaseLambda: 0.446 0.001000 111: time = 0.446000 loss = 6.022628 testLoss 7.011134 NTL: lambda = -4.8533 min = 5.0000 max = 26,100.0000 alpha = -4.853269 lossBound = -0.000060 W1 = 0.027826 N1 = 0.027624 deltaLoss = -0.001826 Updating 5 features NewtonStep: 0.218 0.002000 increaseLambda: 0.218 0.000000 54: time = 0.218000 loss = 6.075758 testLoss 6.979697 CHLA_COND: lambda = 0.9290 min = 1.0000 max = 9.0000 alpha = 0.438019 lossBound = -0.001600 W1 = 0.106898 N1 = 0.113971 deltaLoss = -0.003189 Updating 5 features NewtonStep: 0.447 0.001000 increaseLambda: 0.448 0.001000 Undoing contribution: was 0.015764910063394946 now 0.013756309543903025 112: time = 0.448000 loss = 6.020619 testLoss 6.953497 NTL_COND: lambda = -0.0422 min = 1.0000 max = 3.0000 alpha = 0.263800 lossBound = -0.000900 W1 = 0.172025 N1 = 0.161765 deltaLoss = -0.002009 Updating 4 features Updating 6 features NewtonStep: 0.206 0.018000 Updating 5 features NewtonStep: 0.45 0.002000 increaseLambda: 0.45 0.000000 increaseLambda: 0.206 0.000000 Undoing contribution: was 0.2036858681761649 now 0.2001817593306719 52: time = 0.206000 loss = 6.081701 testLoss 6.917685 113: time = 0.450000 loss = 6.020438 testLoss 6.972306 NTL_COND^2: lambda = -1.0474 min = 1.0000 max = 9.0000 alpha = -0.093882 lossBound = -0.000064 W1 = 0.128661 N1 = 0.121324 deltaLoss = -0.000181 Updating 4 features NewtonStep: 1.316 0.013000 increaseLambda: 1.316 0.000000 Undoing contribution: was 0.007188997049504231 now 0.0071878448504125395 350: time = 1.317000 loss = 6.040005 testLoss 7.002674 'TURB__rev lambda = -0.4205 alpha = 0.006126 lossBound = -0.000000 W1 = 0.737822 N1 = 0.714137 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.452 0.002000 increaseLambda: 0.452 0.000000 Undoing: newLoss 6.034346995346112, oldLoss 6.020438247087447, deltaLossBound -3.2144692387955486E-4 Updating 2 features NewtonStep: 1.318 0.001000 increaseLambda: 0.452 0.000000 increaseLambda: 1.319 0.001000 351: time = 1.319000 loss = 6.040004 testLoss 7.002636 'TURB__rev lambda = -0.6191 alpha = -0.006541 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000001 NewtonStep: 0.224 0.006000 increaseLambda: 0.224 0.000000 Undoing: newLoss 6.073643968551288, oldLoss 6.075758176955314, deltaLossBound -0.002149269799643345 increaseLambda: 0.225 0.001000 Search: 0.225 0.000000 increaseLambda: 0.226 0.001000 Undoing contribution: was 0.016368338793189427 now 0.014219068993543513 55: time = 0.226000 loss = 6.073609 testLoss 6.965105 'CHLA__rev lambda = 0.4772 alpha = -0.324510 lossBound = -0.002149 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.002149 Updating 4 features NewtonStep: 1.321 0.002000 increaseLambda: 1.321 0.000000 Undoing contribution: was 0.0071878448504125395 now 0.007186715140139655 352: time = 1.321000 loss = 6.040003 testLoss 7.002677 'TURB__rev lambda = -0.4144 alpha = 0.006066 lossBound = -0.000000 W1 = 0.737822 N1 = 0.714137 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.228 0.002000 increaseLambda: 0.228 0.000000 Undoing: newLoss 6.083289341483175, oldLoss 6.073608907155668, deltaLossBound -0.0014484762599002196 increaseLambda: 0.228 0.000000 Updating 2 features NewtonStep: 1.323 0.002000 Search: 0.228 0.000000 increaseLambda: 1.324 0.001000 353: time = 1.324000 loss = 6.040002 testLoss 7.002639 'TURB__rev lambda = -0.6255 alpha = -0.006476 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000001 increaseLambda: 0.229 0.001000 56: time = 0.229000 loss = 6.069450 testLoss 6.963561 'NTL__rev lambda = 0.4543 alpha = 0.454332 lossBound = -0.001448 W1 = 0.356247 N1 = 0.371211 deltaLoss = -0.004159 'PTL__rev lambda = -1.8022 Search: 0.453 0.001000 increaseLambda: 0.46 0.007000 114: time = 0.460000 loss = 6.019777 testLoss 6.967332 'PTL__rev lambda = -0.1057 alpha = -0.105665 lossBound = -0.000321 W1 = 0.356045 N1 = 0.326615 deltaLoss = -0.000662 Updating 4 features NewtonStep: 0.462 0.002000 alpha = 0.353561 lossBound = -0.001936 W1 = 0.147157 N1 = 0.122951 deltaLoss = -0.003504 increaseLambda: 0.462 0.000000 Undoing: newLoss 6.019661084902086, oldLoss 6.019776515366157, deltaLossBound -1.1595112837948216E-4 increaseLambda: 0.462 0.000000 Search: 0.463 0.001000 increaseLambda: 0.463 0.000000 Undoing contribution: was 0.13626553101160407 now 0.13614957988322438 115: time = 0.463000 loss = 6.019661 testLoss 6.946323 'NTL_COND lambda = -1.5559 alpha = 0.129155 lossBound = -0.000116 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000116 Updating 5 features NewtonStep: 0.219 0.013000 increaseLambda: 0.22 0.001000 53: time = 0.220000 loss = 6.079589 testLoss 6.891875 'CHLA__rev lambda = -0.6166 alpha = -0.196794 lossBound = -0.001399 W1 = 0.180211 N1 = 0.153039 deltaLoss = -0.002112 Updating 5 features NewtonStep: 0.465 0.002000 increaseLambda: 0.465 0.000000 116: time = 0.465000 loss = 6.019457 testLoss 6.962490 TURB_COND: lambda = -2.3691 min = 1.0000 max = 3.0000 alpha = -0.089818 lossBound = -0.000127 W1 = 0.082557 N1 = 0.073529 deltaLoss = -0.000204 Updating 5 features NewtonStep: 0.221 0.001000 increaseLambda: 0.222 0.001000 54: time = 0.222000 loss = 6.077120 testLoss 6.906162 CHLA_COND^2: lambda = 1.1947 min = 1.0000 max = 81.0000 alpha = 0.404465 lossBound = -0.001748 W1 = 0.072166 N1 = 0.079044 deltaLoss = -0.002470 Updating 6 features NewtonStep: 0.467 0.002000 Updating 6 features NewtonStep: 0.223 0.001000 increaseLambda: 0.467 0.000000 Undoing contribution: was 0.019669614013228247 now 0.019271989597053944 117: time = 0.467000 loss = 6.019059 testLoss 6.958885 'DOC__rev lambda = 0.4347 alpha = -0.148447 lossBound = -0.000062 W1 = 0.612094 N1 = 0.626905 deltaLoss = -0.000398 increaseLambda: 0.223 0.000000 Undoing: newLoss 6.07478599372131, oldLoss 6.077119617013468, deltaLossBound -0.0023756148845046456 increaseLambda: 0.224 0.001000 Search: 0.224 0.000000 increaseLambda: 0.224 0.000000 Undoing contribution: was 0.0168942049236655 now 0.014518590039161505 55: time = 0.224000 loss = 6.074744 testLoss 6.890738 'CHLA__rev lambda = 0.5105 alpha = -0.340312 lossBound = -0.002376 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.002376 Updating 6 features NewtonStep: 0.469 0.002000 increaseLambda: 0.469 0.000000 118: time = 0.469000 loss = 6.018685 testLoss 6.985436 NTL_COND^2: lambda = -1.1806 min = 1.0000 max = 9.0000 alpha = -0.133113 lossBound = -0.000134 W1 = 0.128719 N1 = 0.121324 deltaLoss = -0.000374 Updating 7 features NewtonStep: 0.226 0.002000 Updating 4 features NewtonStep: 1.336 0.012000 increaseLambda: 1.336 0.000000 Undoing contribution: was 0.007186715140139655 now 0.007185607479109202 increaseLambda: 0.226 0.000000 354: time = 1.336000 loss = 6.040001 testLoss 7.002679 56: time = 0.226000 loss = 6.073074 testLoss 6.902284 CHLA_COND^2: lambda = 1.5137 min = 1.0000 max = 81.0000 alpha = 0.318994 lossBound = -0.001171 W1 = 0.071146 N1 = 0.079044 deltaLoss = -0.001670 Updating 4 features Reducing newton stepsize from -0.16238979898242312 to -0.10373377402062971 NewtonStep: 0.242 0.013000 increaseLambda: 0.242 0.000000 Undoing: newLoss 6.066934868004222, oldLoss 6.069449901490549, deltaLossBound -0.0025150334863283533 'TURB__rev lambda = -0.4084 alpha = 0.006006 lossBound = -0.000000 W1 = 0.737822 N1 = 0.714137 deltaLoss = -0.000001 increaseLambda: 0.243 0.001000 Search: 0.243 0.000000 Updating 6 features NewtonStep: 0.228 0.002000 increaseLambda: 0.243 0.000000 Undoing contribution: was 0.011657175954513654 now 0.009142142468186343 increaseLambda: 0.228 0.000000 Undoing: newLoss 6.07111898549692, oldLoss 6.0730741640147645, deltaLossBound -0.0019855586707432614 57: time = 0.243000 loss = 6.066935 testLoss 6.937811 'NTL_COND__rev lambda = 0.0000 alpha = -0.103734 lossBound = -0.002515 W1 = 0.648296 N1 = 0.676471 deltaLoss = -0.002515 increaseLambda: 0.229 0.001000 Search: 0.229 0.000000 increaseLambda: 0.23 0.001000 Undoing contribution: was 0.014518590039161505 now 0.012533031368418601 57: time = 0.230000 loss = 6.071089 testLoss 6.888316 'CHLA__rev lambda = 0.1980 alpha = -0.312503 lossBound = -0.001986 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.001986 Updating 6 features NewtonStep: 0.245 0.002000 increaseLambda: 0.246 0.001000 58: time = 0.246000 loss = 6.064792 testLoss 6.943652 CHLA_COND: lambda = 1.2740 min = 1.0000 max = 9.0000 alpha = 0.344995 lossBound = -0.001081 W1 = 0.105862 N1 = 0.113971 deltaLoss = -0.002143 Updating 2 features Updating 6 features NewtonStep: 0.231 0.001000 NewtonStep: 1.341 0.005000 increaseLambda: 0.232 0.001000 increaseLambda: 1.342 0.001000 58: time = 0.232000 loss = 6.069508 testLoss 6.899571 CHLA_COND^2: lambda = 1.8235 min = 1.0000 max = 81.0000 alpha = 0.309803 lossBound = -0.001100 W1 = 0.071039 N1 = 0.079044 deltaLoss = -0.001580 355: time = 1.342000 loss = 6.040000 testLoss 7.002642 'TURB__rev lambda = -0.6320 alpha = -0.006412 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.247 0.001000 increaseLambda: 0.248 0.001000 Undoing: newLoss 6.062933671432833, oldLoss 6.064791539766432, deltaLossBound -0.0018855290331294067 Updating 5 features Reducing newton stepsize from -0.26524624288080195 to -0.1979885075362477 NewtonStep: 0.233 0.001000 increaseLambda: 0.248 0.000000 Updating 4 features Search: 0.248 0.000000 NewtonStep: 1.343 0.001000 increaseLambda: 0.233 0.000000 Undoing: newLoss 6.067854039037252, oldLoss 6.069508457204299, deltaLossBound -0.001654418167048078 increaseLambda: 0.249 0.001000 Undoing contribution: was 0.014219068993543513 now 0.012333539960415404 increaseLambda: 1.344 0.001000 Undoing contribution: was 0.007185607479109202 now 0.007184521436363689 increaseLambda: 0.234 0.001000 59: time = 0.249000 loss = 6.062906 testLoss 6.930076 'CHLA__rev lambda = 0.1723 alpha = -0.304898 lossBound = -0.001886 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.001886 356: time = 1.344000 loss = 6.039998 testLoss 7.002681 'TURB__rev lambda = -0.4025 alpha = 0.005947 lossBound = -0.000000 W1 = 0.737822 N1 = 0.714137 deltaLoss = -0.000001 Updating 20 features Newton: returning 0.21156497388060932 Updating 8 features Loss was 6.062906010733304, now 6.057352872368238, delta -0.005553 parallelUpdate: 0.25 0.001000 Updating 1 features NewtonStep: 1.346 0.002000 Search: 0.236 0.002000 increaseLambda: 1.346 0.000000 357: time = 1.346000 loss = 6.039997 testLoss 7.002644 'TURB__rev lambda = -0.6383 alpha = -0.006349 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000001 increaseLambda: 0.236 0.000000 Undoing contribution: was 0.012533031368418601 now 0.010878613201371568 59: time = 0.236000 loss = 6.067854 testLoss 6.890324 'CHLA__rev lambda = 0.0000 alpha = -0.197989 lossBound = -0.001654 W1 = 0.042425 N1 = 0.058824 deltaLoss = -0.001654 Updating 17 features Newton: returning 0.14483009633414007 Updating 6 features Updating 5 features NewtonStep: 0.252 0.002000 Loss was 6.067854039037252, now 6.064516241830542, delta -0.003338 parallelUpdate: 0.237 0.001000 increaseLambda: 0.252 0.000000 Undoing: newLoss 6.056606899051552, oldLoss 6.057352872368238, deltaLossBound -7.472920119150446E-4 increaseLambda: 0.253 0.001000 Search: 0.253 0.000000 Updating 3 features NewtonStep: 1.348 0.002000 increaseLambda: 0.253 0.000000 Undoing contribution: was 0.06148911716120722 now 0.0607418251492934 increaseLambda: 1.348 0.000000 Undoing contribution: was 0.007184521436363689 now 0.007183456589385096 61: time = 0.253000 loss = 6.056606 testLoss 7.010190 'TURB_COND__rev lambda = 0.4798 alpha = -0.111032 lossBound = -0.000747 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000747 358: time = 1.348000 loss = 6.039996 testLoss 7.002684 'TURB__rev lambda = -0.3966 alpha = 0.005888 lossBound = -0.000000 W1 = 0.737822 N1 = 0.714137 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.239 0.002000 increaseLambda: 0.239 0.000000 Undoing contribution: was 0.20063772347941675 now 0.19763829355241433 61: time = 0.239000 loss = 6.061517 testLoss 6.955645 'PTL__rev lambda = -1.5384 alpha = 0.324379 lossBound = -0.001656 W1 = 0.146880 N1 = 0.122951 deltaLoss = -0.002999 Updating 4 features NewtonStep: 0.255 0.002000 increaseLambda: 0.256 0.001000 Undoing contribution: was 0.1960901021040495 now 0.19509433889877312 62: time = 0.256000 loss = 6.055610 testLoss 7.011326 'PTL__rev lambda = -1.6872 alpha = 0.180501 lossBound = -0.000541 W1 = 0.145832 N1 = 0.122951 deltaLoss = -0.000996 Updating 1 features NewtonStep: 1.351 0.003000 Updating 4 features NewtonStep: 0.241 0.002000 increaseLambda: 1.351 0.000000 359: time = 1.351000 loss = 6.039996 testLoss 7.002680 'TURB__rev lambda = -0.0256 alpha = -0.004072 lossBound = -0.000000 W1 = 0.190493 N1 = 0.167078 deltaLoss = -0.000001 Updating 26 features Newton: returning 3.592920442838051 Updating 3 features Updating 6 features NewtonStep: 0.486 0.017000 Updating 4 features NewtonStep: 0.257 0.001000 Loss was 6.039995641517227, now 6.039939537866322, delta -0.000056 parallelUpdate: 1.353 0.002000 increaseLambda: 0.258 0.001000 Undoing: newLoss 6.0683989215977405, oldLoss 6.055609817151048, deltaLossBound -0.001103337252639643 increaseLambda: 0.258 0.000000 increaseLambda: 0.241 0.000000 Undoing: newLoss 6.060227148360886, oldLoss 6.061516811903539, deltaLossBound -0.0014187274481418542 Search: 0.258 0.000000 increaseLambda: 0.259 0.001000 63: time = 0.259000 loss = 6.053232 testLoss 7.001168 increaseLambda: 0.244 0.003000 'PTL__rev lambda = -0.1945 alpha = -0.194488 lossBound = -0.001103 W1 = 0.365238 N1 = 0.334334 deltaLoss = -0.002377 Search: 0.244 0.000000 increaseLambda: 0.489 0.003000 Undoing: newLoss 6.018616820209883, oldLoss 6.018685206002334, deltaLossBound -6.856040837931285E-5 increaseLambda: 0.245 0.001000 Undoing contribution: was 0.14195715854110993 now 0.14053843109296896 Updating 3 features 62: time = 0.245000 loss = 6.060098 testLoss 6.877111 'NTL_COND lambda = -1.8768 alpha = 0.476715 lossBound = -0.001419 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.001419 NewtonStep: 1.355 0.002000 increaseLambda: 0.489 0.000000 increaseLambda: 1.355 0.000000 Search: 0.489 0.000000 361: time = 1.355000 loss = 6.039931 testLoss 6.999956 'TURB__rev lambda = -0.9305 alpha = -0.017869 lossBound = -0.000003 W1 = 0.770438 N1 = 0.748154 deltaLoss = -0.000008 increaseLambda: 0.489 0.000000 Undoing contribution: was 0.13614957988322438 now 0.1360810194748445 119: time = 0.489000 loss = 6.018617 testLoss 6.969379 'NTL_COND lambda = -1.4570 alpha = 0.098836 lossBound = -0.000069 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000069 Updating 31 features Updating 5 features Reducing stepsize from 0.5377336675026526 to 0.11750960947988855 Reducing stepsize from 0.11750960947988855 to 0.012356933302009064 Newton: returning 0.012356933302009064 Updating 7 features increaseLambda: 0.261 0.002000 Updating 5 features NewtonStep: 0.246 0.001000 64: time = 0.261000 loss = 6.052593 testLoss 6.998990 (URBAN=1.0) lambda = 0.5478 alpha = 0.072736 lossBound = -0.000640 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000640 increaseLambda: 0.247 0.001000 63: time = 0.247000 loss = 6.057909 testLoss 6.866925 'PTL__rev lambda = -0.4080 alpha = -0.199877 lossBound = -0.001013 W1 = 0.363653 N1 = 0.334334 deltaLoss = -0.002189 Loss was 6.018616645593954, now 6.018525454633158, delta -0.000091 parallelUpdate: 0.491 0.002000 Updating 2 features NewtonStep: 1.357 0.002000 increaseLambda: 1.357 0.000000 Undoing contribution: was 0.04546381254570511 now 0.04545804892819119 362: time = 1.357000 loss = 6.039925 testLoss 6.999962 'TURB__rev lambda = -0.4545 alpha = 0.012309 lossBound = -0.000003 W1 = 0.187530 N1 = 0.164242 deltaLoss = -0.000006 Updating 4 features NewtonStep: 0.263 0.002000 Updating 6 features NewtonStep: 0.248 0.001000 increaseLambda: 0.263 0.000000 Undoing contribution: was 0.19509433889877312 now 0.19396705803753897 65: time = 0.263000 loss = 6.051466 testLoss 7.000128 'PTL__rev lambda = -1.4954 alpha = 0.191791 lossBound = -0.000619 W1 = 0.145900 N1 = 0.122951 deltaLoss = -0.001127 increaseLambda: 0.248 0.000000 Undoing: newLoss 6.068801544469039, oldLoss 6.057909448728269, deltaLossBound -0.0019576780868043745 Updating 7 features increaseLambda: 0.493 0.002000 Undoing contribution: was 0.09325901059468311 now 0.09303092864743867 Updating 5 features increaseLambda: 1.359 0.002000 Undoing contribution: was 0.0983776689203717 now 0.09837689569579222 363: time = 1.359000 loss = 6.039925 testLoss 7.000012 (LAKE_ORIGIN=0.0) lambda = -0.3728 alpha = 0.004137 lossBound = -0.000001 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000001 121: time = 0.493000 loss = 6.018297 testLoss 6.970128 (LAKE_ORIGIN=0.0) lambda = -0.2742 alpha = 0.071691 lossBound = -0.000228 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000228 Updating 6 features NewtonStep: 0.265 0.002000 increaseLambda: 0.265 0.000000 Undoing: newLoss 6.060461210518151, oldLoss 6.051465576727683, deltaLossBound -8.102927211619164E-4 increaseLambda: 0.266 0.001000 Updating 5 features NewtonStep: 1.361 0.002000 Search: 0.266 0.000000 Updating 8 features NewtonStep: 0.495 0.002000 increaseLambda: 0.266 0.000000 increaseLambda: 1.361 0.000000 Undoing: newLoss 6.0399232234829965, oldLoss 6.039924571941052, deltaLossBound -1.3485161095749327E-6 66: time = 0.266000 loss = 6.049622 testLoss 7.013418 'NTL__rev lambda = -0.5090 alpha = -0.508996 lossBound = -0.000810 W1 = 0.024473 N1 = 0.011802 deltaLoss = -0.001844 increaseLambda: 0.496 0.001000 increaseLambda: 1.362 0.001000 122: time = 0.496000 loss = 6.018146 testLoss 6.969323 ANC^2: lambda = -1.5389 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.520766 lossBound = -0.000068 W1 = 0.001778 N1 = 0.000695 deltaLoss = -0.000152 Search: 1.362 0.000000 increaseLambda: 1.362 0.000000 364: time = 1.362000 loss = 6.039923 testLoss 7.002213 'NTL_COND lambda = -1.4515 alpha = -0.013613 lossBound = -0.000001 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.268 0.002000 increaseLambda: 0.268 0.000000 Undoing contribution: was 0.012774791779123457 now 0.011356179247845172 67: time = 0.268000 loss = 6.048203 testLoss 6.999983 'COND__rev lambda = -0.3587 alpha = 0.175064 lossBound = -0.000538 W1 = 0.624898 N1 = 0.596381 deltaLoss = -0.001419 Updating 7 features Reducing newton stepsize from 0.04710007326028447 to 0.0377442003586819 NewtonStep: 0.498 0.002000 Updating 5 features increaseLambda: 0.498 0.000000 Undoing contribution: was 0.013756309543903025 now 0.013689072343175037 NewtonStep: 1.364 0.002000 123: time = 0.498000 loss = 6.018078 testLoss 6.961297 NTL_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = 0.037744 lossBound = -0.000032 W1 = 0.170899 N1 = 0.161765 deltaLoss = -0.000067 increaseLambda: 0.254 0.006000 increaseLambda: 1.364 0.000000 Search: 0.254 0.000000 increaseLambda: 0.255 0.001000 64: time = 0.255000 loss = 6.055952 testLoss 6.897735 'PTL_COND__rev lambda = 0.1293 alpha = 0.129311 lossBound = -0.001958 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.001958 Updating 8 features NewtonStep: 0.5 0.002000 increaseLambda: 0.5 0.000000 124: time = 0.500000 loss = 6.017940 testLoss 6.977575 NTL_COND^2: lambda = -1.2664 min = 1.0000 max = 9.0000 alpha = -0.081160 lossBound = -0.000050 W1 = 0.128651 N1 = 0.121324 deltaLoss = -0.000138 Updating 8 features NewtonStep: 0.257 0.002000 increaseLambda: 0.257 0.000000 65: time = 0.257000 loss = 6.054661 testLoss 6.946024 NTL_COND^2: lambda = -0.7518 min = 1.0000 max = 9.0000 alpha = -0.245115 lossBound = -0.000453 W1 = 0.128961 N1 = 0.121324 deltaLoss = -0.001291 Updating 8 features NewtonStep: 0.502 0.002000 Updating 5 features increaseLambda: 0.502 0.000000 NewtonStep: 0.273 0.005000 125: time = 0.502000 loss = 6.017541 testLoss 6.977375 PTL: lambda = 2.2861 min = 1.0000 max = 4,865.0000 alpha = 0.720183 lossBound = -0.000052 W1 = 0.019705 N1 = 0.021255 deltaLoss = -0.000399 increaseLambda: 0.274 0.001000 Undoing: newLoss 6.047766983053841, oldLoss 6.048203354894116, deltaLossBound -4.455890624701249E-4 Updating 6 features NewtonStep: 0.259 0.002000 increaseLambda: 0.274 0.000000 increaseLambda: 0.259 0.000000 66: time = 0.259000 loss = 6.053011 testLoss 6.937386 'PTL__rev lambda = -0.5827 Search: 0.274 0.000000 365: time = 1.364000 loss = 6.039921 testLoss 7.002161 'TURB__rev lambda = -0.9393 alpha = -0.008859 lossBound = -0.000001 W1 = 0.770440 N1 = 0.748154 deltaLoss = -0.000002 increaseLambda: 0.275 0.001000 Undoing contribution: was 0.13771514184039046 now 0.13726955277792052 68: time = 0.275000 loss = 6.047758 testLoss 6.957741 'NTL_COND lambda = -1.9964 alpha = 0.258382 lossBound = -0.000446 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000446 alpha = -0.174656 lossBound = -0.000756 W1 = 0.363629 N1 = 0.334334 deltaLoss = -0.001650 Updating 8 features NewtonStep: 0.504 0.002000 increaseLambda: 0.505 0.001000 126: time = 0.505000 loss = 6.017243 testLoss 6.976197 ANC^2: lambda = -2.2409 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.701965 lossBound = -0.000129 W1 = 0.001838 N1 = 0.000695 deltaLoss = -0.000298 Updating 7 features NewtonStep: 0.262 0.003000 increaseLambda: 0.262 0.000000 Undoing contribution: was 0.19763829355241433 now 0.19612967079587437 Updating 5 features 67: time = 0.262000 loss = 6.051502 testLoss 6.938501 'PTL__rev lambda = -1.3162 alpha = 0.222184 lossBound = -0.000842 W1 = 0.146101 N1 = 0.122951 deltaLoss = -0.001509 NewtonStep: 1.372 0.008000 Updating 9 features NewtonStep: 0.506 0.001000 increaseLambda: 1.373 0.001000 Undoing contribution: was 0.02828174656424418 now 0.028280482679339 366: time = 1.373000 loss = 6.039920 testLoss 7.002769 'CHLA__rev lambda = -0.7937 alpha = 0.005064 lossBound = -0.000001 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000001 increaseLambda: 0.507 0.001000 Undoing contribution: was 0.02827308895985696 now 0.028223167358184018 127: time = 0.507000 loss = 6.017193 testLoss 6.976182 'TURB__rev lambda = -0.2015 alpha = 0.036316 lossBound = -0.000025 W1 = 0.187545 N1 = 0.164242 deltaLoss = -0.000050 Updating 4 features NewtonStep: 0.264 0.002000 increaseLambda: 0.264 0.000000 Undoing: newLoss 6.061152686298339, oldLoss 6.051501916197197, deltaLossBound -8.30441966589704E-4 increaseLambda: 0.264 0.000000 Updating 7 features Search: 0.264 0.000000 Updating 6 features NewtonStep: 0.509 0.002000 increaseLambda: 1.375 0.002000 Undoing contribution: was 0.018289043432557328 now 0.01828870936248883 367: time = 1.375000 loss = 6.039920 testLoss 7.002804 (URBAN=0.0) lambda = -0.0856 alpha = 0.001666 lossBound = -0.000000 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000000 increaseLambda: 0.265 0.001000 68: time = 0.265000 loss = 6.050404 testLoss 6.924745 'CHLA__rev lambda = -0.1051 alpha = -0.105099 lossBound = -0.000830 W1 = 0.184143 N1 = 0.152846 deltaLoss = -0.001098 increaseLambda: 0.509 0.000000 128: time = 0.509000 loss = 6.017113 testLoss 6.973338 'CHLA__rev lambda = -0.2339 alpha = -0.035478 lossBound = -0.000047 W1 = 0.310106 N1 = 0.279805 deltaLoss = -0.000080 Updating 7 features Updating 5 features NewtonStep: 1.376 0.001000 increaseLambda: 0.267 0.002000 increaseLambda: 1.377 0.001000 Updating 8 features 69: time = 0.267000 loss = 6.049982 testLoss 6.923075 (URBAN=0.0) lambda = -0.1438 alpha = -0.059053 lossBound = -0.000421 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000421 368: time = 1.377000 loss = 6.039919 testLoss 7.002671 'CHLA__rev lambda = -0.2857 alpha = -0.001713 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 NewtonStep: 0.511 0.002000 increaseLambda: 0.511 0.000000 Undoing: newLoss 6.017429243683725, oldLoss 6.017112939813574, deltaLossBound -3.553181572447677E-5 increaseLambda: 0.512 0.001000 Search: 0.512 0.000000 increaseLambda: 0.512 0.000000 129: time = 0.512000 loss = 6.016805 testLoss 6.970675 COND: lambda = -0.6862 min = 4.0000 max = 50,590.0000 alpha = -0.686213 lossBound = -0.000036 W1 = 0.009583 N1 = 0.008479 deltaLoss = -0.000308 Updating 7 features increaseLambda: 0.269 0.002000 70: time = 0.269000 loss = 6.049569 testLoss 6.921496 (LAKE_ORIGIN=0.0) lambda = -0.5777 alpha = -0.094437 lossBound = -0.000414 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000414 Updating 4 features NewtonStep: 1.38 0.003000 Updating 8 features increaseLambda: 1.38 0.000000 Undoing contribution: was 0.003462599064706864 now 0.003462443399629591 369: time = 1.380000 loss = 6.039919 testLoss 7.002801 'CHLA__rev lambda = -0.2141 alpha = 0.001578 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 increaseLambda: 0.514 0.002000 Undoing contribution: was 0.01884775308183162 now 0.018820609585150194 130: time = 0.514000 loss = 6.016778 testLoss 6.970966 (URBAN=0.0) lambda = -0.1274 alpha = 0.015026 lossBound = -0.000027 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000027 Updating 7 features NewtonStep: 0.271 0.002000 increaseLambda: 0.271 0.000000 Undoing: newLoss 6.049397889765109, oldLoss 6.049568698152207, deltaLossBound -3.7484215049954817E-4 increaseLambda: 0.271 0.000000 Search: 0.271 0.000000 increaseLambda: 0.272 0.001000 71: time = 0.272000 loss = 6.049194 testLoss 6.920363 ANC_COND^2: lambda = -0.7575 min = 1.0000 max = 4.0000 alpha = -0.757541 lossBound = -0.000375 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000375 Updating 5 features NewtonStep: 1.382 0.002000 Updating 7 features NewtonStep: 0.516 0.002000 increaseLambda: 1.382 0.000000 increaseLambda: 0.516 0.000000 131: time = 0.517000 loss = 6.016611 testLoss 6.970919 PTL: lambda = 2.7211 min = 1.0000 max = 4,865.0000 alpha = 0.434981 lossBound = -0.000020 W1 = 0.019433 N1 = 0.021255 deltaLoss = -0.000167 Updating 6 features NewtonStep: 0.273 0.001000 increaseLambda: 0.274 0.001000 Undoing: newLoss 6.062164470542147, oldLoss 6.049193856001707, deltaLossBound -3.1515912734687433E-4 Updating 5 features NewtonStep: 0.289 0.014000 increaseLambda: 0.274 0.000000 increaseLambda: 0.289 0.000000 Search: 0.274 0.000000 69: time = 0.289000 loss = 6.046645 testLoss 7.002748 NTL_COND^2: lambda = -0.5893 min = 1.0000 max = 9.0000 alpha = -0.228007 lossBound = -0.000391 W1 = 0.128915 N1 = 0.121324 deltaLoss = -0.001113 Updating 7 features NewtonStep: 0.518 0.001000 increaseLambda: 0.275 0.001000 72: time = 0.275000 loss = 6.048482 testLoss 6.929235 'NTL__rev lambda = -0.3223 alpha = -0.322310 lossBound = -0.000315 W1 = 0.024108 N1 = 0.011802 deltaLoss = -0.000712 increaseLambda: 0.519 0.001000 Undoing contribution: was 0.19041889690188557 now 0.1903433049371996 132: time = 0.519000 loss = 6.016535 testLoss 6.971404 'PTL__rev lambda = -0.9208 alpha = 0.047442 lossBound = -0.000042 W1 = 0.145402 N1 = 0.122951 deltaLoss = -0.000076 Updating 4 features NewtonStep: 0.291 0.002000 Updating 5 features NewtonStep: 0.276 0.001000 increaseLambda: 0.291 0.000000 increaseLambda: 0.276 0.000000 Undoing: newLoss 6.061321050583356, oldLoss 6.048481985551379, deltaLossBound -5.060037575700927E-4 70: time = 0.291000 loss = 6.045438 testLoss 6.995597 'PTL__rev lambda = -0.3430 alpha = -0.148561 lossBound = -0.000560 W1 = 0.363605 N1 = 0.334334 deltaLoss = -0.001206 Updating 7 features NewtonStep: 0.521 0.002000 increaseLambda: 0.277 0.001000 increaseLambda: 0.521 0.000000 133: time = 0.521000 loss = 6.016477 testLoss 6.971076 'TURB__rev lambda = -0.3338 alpha = -0.048414 lossBound = -0.000017 W1 = 0.771776 N1 = 0.749584 deltaLoss = -0.000058 Search: 0.277 0.000000 increaseLambda: 0.277 0.000000 73: time = 0.278000 loss = 6.046939 testLoss 6.929098 'NTL__rev lambda = 0.2696 alpha = 0.269584 lossBound = -0.000506 W1 = 0.343675 N1 = 0.362145 deltaLoss = -0.001543 370: time = 1.382000 loss = 6.039919 testLoss 7.002678 'CHLA__rev lambda = -0.2873 alpha = -0.001568 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 8 features NewtonStep: 0.523 0.002000 increaseLambda: 0.523 0.000000 Updating 5 features 134: time = 0.523000 loss = 6.016426 testLoss 6.981096 NTL_COND^2: lambda = -1.3162 min = 1.0000 max = 9.0000 alpha = -0.049794 lossBound = -0.000019 W1 = 0.128625 N1 = 0.121324 deltaLoss = -0.000051 NewtonStep: 0.279 0.001000 increaseLambda: 0.279 0.000000 74: time = 0.279000 loss = 6.045043 testLoss 6.919747 'PTL__rev lambda = -0.7690 alpha = -0.186325 lossBound = -0.000876 W1 = 0.363643 N1 = 0.334334 deltaLoss = -0.001896 Updating 4 features NewtonStep: 1.39 0.008000 increaseLambda: 1.39 0.000000 Undoing contribution: was 0.003462443399629591 now 0.003462288166798557 371: time = 1.390000 loss = 6.039919 testLoss 7.002808 'CHLA__rev lambda = -0.2125 alpha = 0.001575 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 7 features NewtonStep: 0.525 0.002000 Updating 6 features NewtonStep: 0.281 0.002000 increaseLambda: 0.525 0.000000 Undoing contribution: was 0.003438597259726742 now 0.0033767407744923626 135: time = 0.525000 loss = 6.016364 testLoss 6.980789 'NTL__rev lambda = 0.4499 alpha = -0.042660 lossBound = -0.000018 W1 = 0.349113 N1 = 0.371211 deltaLoss = -0.000062 increaseLambda: 0.281 0.000000 Undoing contribution: was 0.19612967079587437 now 0.19511314248426312 75: time = 0.281000 loss = 6.044026 testLoss 6.920865 'PTL__rev lambda = -1.1355 alpha = 0.180656 lossBound = -0.000564 W1 = 0.145849 N1 = 0.122951 deltaLoss = -0.001017 Updating 6 features NewtonStep: 1.392 0.002000 increaseLambda: 1.392 0.000000 372: time = 1.392000 loss = 6.039919 testLoss 7.002686 'CHLA__rev lambda = -0.2889 alpha = -0.001566 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 4 features NewtonStep: 0.283 0.002000 Updating 4 features NewtonStep: 0.298 0.007000 increaseLambda: 0.283 0.000000 76: time = 0.283000 loss = 6.043225 testLoss 6.930797 'NTL__rev lambda = -0.6833 alpha = -0.361002 lossBound = -0.000341 W1 = 0.023975 N1 = 0.011802 deltaLoss = -0.000801 increaseLambda: 0.298 0.000000 Undoing contribution: was 0.029907656993816364 now 0.028523081930329038 71: time = 0.298000 loss = 6.044054 testLoss 6.994406 'TURB__rev lambda = -0.4743 alpha = 0.198924 lossBound = -0.000696 W1 = 0.188046 N1 = 0.164242 deltaLoss = -0.001385 Updating 3 features NewtonStep: 1.394 0.002000 increaseLambda: 1.394 0.000000 Undoing contribution: was 0.003462288166798557 now 0.0034621333757989836 373: time = 1.394000 loss = 6.039919 testLoss 7.002816 'CHLA__rev lambda = -0.2110 alpha = 0.001573 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 6 features NewtonStep: 0.285 0.002000 increaseLambda: 0.285 0.000000 Undoing: newLoss 6.042920214210519, oldLoss 6.043225270796847, deltaLossBound -3.09222970103794E-4 Updating 4 features NewtonStep: 0.3 0.002000 increaseLambda: 0.301 0.001000 Undoing: newLoss 6.0562394982739125, oldLoss 6.044053866907109, deltaLossBound -5.915362215740982E-4 increaseLambda: 0.286 0.001000 increaseLambda: 0.301 0.000000 Search: 0.286 0.000000 Updating 5 features NewtonStep: 1.396 0.002000 Search: 0.301 0.000000 increaseLambda: 0.286 0.000000 Undoing contribution: was 0.14053843109296896 now 0.14022920812286557 77: time = 0.286000 loss = 6.042916 testLoss 6.895911 'NTL_COND lambda = -1.6631 alpha = 0.213749 lossBound = -0.000309 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000309 increaseLambda: 1.396 0.000000 increaseLambda: 0.301 0.000000 374: time = 1.396000 loss = 6.039918 testLoss 7.002694 'CHLA__rev lambda = -0.2904 alpha = -0.001564 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 72: time = 0.301000 loss = 6.043079 testLoss 6.981895 'CHLA__rev lambda = -0.1480 alpha = -0.148047 lossBound = -0.000592 W1 = 0.307307 N1 = 0.279805 deltaLoss = -0.000975 Updating 2 features NewtonStep: 1.398 0.002000 Updating 6 features NewtonStep: 0.303 0.002000 increaseLambda: 0.303 0.000000 Undoing: newLoss 6.042651848335163, oldLoss 6.0430788505622965, deltaLossBound -4.2702684662296797E-4 Updating 8 features NewtonStep: 0.289 0.003000 increaseLambda: 0.304 0.001000 Search: 0.304 0.000000 increaseLambda: 0.289 0.000000 Undoing: newLoss 6.111146890730398, oldLoss 6.042916047826743, deltaLossBound -1.7051779295810388E-4 increaseLambda: 0.304 0.000000 73: time = 0.304000 loss = 6.042652 testLoss 6.996816 'PTL_COND__rev lambda = 0.1441 alpha = 0.060567 lossBound = -0.000427 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000427 Updating 6 features NewtonStep: 0.534 0.009000 increaseLambda: 0.29 0.001000 Search: 0.29 0.000000 increaseLambda: 0.534 0.000000 Undoing contribution: was 0.028223167358184018 now 0.02816765815805071 136: time = 0.534000 loss = 6.016309 testLoss 6.980771 'TURB__rev lambda = -0.1633 alpha = 0.038215 lossBound = -0.000028 W1 = 0.187547 N1 = 0.164242 deltaLoss = -0.000056 increaseLambda: 0.29 0.000000 78: time = 0.290000 loss = 6.041251 testLoss 6.894550 PTL: lambda = 1.0975 min = 1.0000 max = 4,865.0000 alpha = 1.097472 lossBound = -0.000171 W1 = 0.018947 N1 = 0.021255 deltaLoss = -0.001665 Updating 5 features NewtonStep: 0.306 0.002000 increaseLambda: 0.306 0.000000 74: time = 0.306000 loss = 6.042232 testLoss 6.992744 COND^2: lambda = -3.4076 min = 16.0000 max = 2,559,348,100.0000 alpha = -3.407573 lossBound = -0.000323 W1 = 0.000687 N1 = 0.000135 deltaLoss = -0.000420 Updating 8 features Updating 6 features NewtonStep: 0.292 0.002000 increaseLambda: 1.402 0.004000 Undoing contribution: was 0.0034621333757989836 now 0.003461979025354558 increaseLambda: 0.292 0.000000 375: time = 1.402000 loss = 6.039918 testLoss 7.002824 'CHLA__rev lambda = -0.2094 alpha = 0.001571 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 79: time = 0.292000 loss = 6.040564 testLoss 6.891203 ANC^2: lambda = -2.1200 min = 0.2500 max = 8,396,588,362.4100 alpha = -2.119954 lossBound = -0.000396 W1 = 0.001331 N1 = 0.000695 deltaLoss = -0.000687 Updating 4 features NewtonStep: 0.308 0.002000 Updating 7 features NewtonStep: 0.294 0.002000 increaseLambda: 0.309 0.001000 Undoing: newLoss 6.041957951260014, oldLoss 6.042231584796003, deltaLossBound -2.7379977836697626E-4 increaseLambda: 0.309 0.000000 increaseLambda: 0.294 0.000000 80: time = 0.294000 loss = 6.040142 testLoss 6.913088 TURB_COND: lambda = -1.0006 min = 1.0000 max = 3.0000 alpha = -0.122385 lossBound = -0.000285 W1 = 0.082694 N1 = 0.073529 deltaLoss = -0.000422 Search: 0.309 0.000000 Updating 5 features NewtonStep: 1.404 0.002000 increaseLambda: 0.309 0.000000 Undoing contribution: was 0.0607418251492934 now 0.06046802537092635 75: time = 0.309000 loss = 6.041958 testLoss 6.976647 'TURB_COND__rev lambda = 0.4130 alpha = -0.066857 lossBound = -0.000274 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000274 increaseLambda: 1.405 0.001000 376: time = 1.405000 loss = 6.039918 testLoss 7.002702 'CHLA__rev lambda = -0.2920 alpha = -0.001561 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 5 features NewtonStep: 0.296 0.002000 increaseLambda: 0.296 0.000000 Undoing: newLoss 6.039419467716881, oldLoss 6.040141686936026, deltaLossBound -7.234519370396182E-4 increaseLambda: 0.296 0.000000 Updating 5 features NewtonStep: 0.311 0.002000 Updating 2 features Search: 0.296 0.000000 NewtonStep: 1.406 0.001000 increaseLambda: 0.311 0.000000 76: time = 0.311000 loss = 6.041475 testLoss 7.000342 TURB_COND: lambda = -1.4087 min = 1.0000 max = 3.0000 alpha = -0.132646 lossBound = -0.000316 W1 = 0.082721 N1 = 0.073529 deltaLoss = -0.000482 increaseLambda: 0.297 0.001000 Undoing contribution: was 0.06338315625106013 now 0.06265970431401964 increaseLambda: 1.407 0.001000 Undoing contribution: was 0.003461979025354558 now 0.0034618251141934086 81: time = 0.297000 loss = 6.039418 testLoss 6.886515 'TURB_COND__rev lambda = 0.5075 alpha = -0.109223 lossBound = -0.000723 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000723 377: time = 1.407000 loss = 6.039918 testLoss 7.002831 'CHLA__rev lambda = -0.2078 alpha = 0.001569 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 5 features NewtonStep: 0.298 0.001000 Updating 4 features NewtonStep: 0.313 0.002000 Updating 5 features NewtonStep: 1.408 0.001000 increaseLambda: 0.298 0.000000 82: time = 0.298000 loss = 6.038758 testLoss 6.913621 increaseLambda: 0.314 0.001000 Undoing: newLoss 6.04107385902782, oldLoss 6.041475331648368, deltaLossBound -4.018380338995562E-4 NewtonStep: 0.536 0.002000 increaseLambda: 1.409 0.001000 378: time = 1.409000 loss = 6.039918 testLoss 7.002710 'CHLA__rev lambda = -0.2935 alpha = -0.001559 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 increaseLambda: 0.314 0.000000 increaseLambda: 0.543 0.007000 Undoing: newLoss 6.016297680522833, oldLoss 6.016308538322401, deltaLossBound -1.0931008540171819E-5 TURB_COND: lambda = -1.1530 min = 1.0000 max = 3.0000 alpha = -0.152338 lossBound = -0.000440 W1 = 0.082826 N1 = 0.073529 deltaLoss = -0.000660 increaseLambda: 0.543 0.000000 Search: 0.314 0.000000 Search: 0.544 0.001000 increaseLambda: 0.315 0.001000 Undoing contribution: was 0.06046802537092635 now 0.06006618733702709 77: time = 0.315000 loss = 6.041073 testLoss 6.980739 'TURB_COND__rev lambda = 0.3318 alpha = -0.081131 lossBound = -0.000402 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000402 increaseLambda: 0.544 0.000000 Undoing contribution: was 0.0020710330522683753 now 0.0020601020437291586 137: time = 0.544000 loss = 6.016298 testLoss 6.980911 ANC_COND^2: lambda = -1.3117 min = 1.0000 max = 4.0000 alpha = 0.151664 lossBound = -0.000011 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000011 Updating 5 features NewtonStep: 0.3 0.002000 increaseLambda: 0.301 0.001000 Undoing: newLoss 6.03821613043241, oldLoss 6.038758454544281, deltaLossBound -5.430041315755557E-4 increaseLambda: 0.301 0.000000 Search: 0.301 0.000000 Updating 5 features NewtonStep: 0.317 0.002000 increaseLambda: 0.302 0.001000 Undoing contribution: was 0.06265970431401964 now 0.06211670018244504 Updating 8 features NewtonStep: 0.546 0.002000 83: time = 0.302000 loss = 6.038215 testLoss 6.890723 'TURB_COND__rev lambda = 0.4131 alpha = -0.094461 lossBound = -0.000543 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000543 increaseLambda: 0.317 0.000000 78: time = 0.317000 loss = 6.040691 testLoss 7.002127 TURB_COND: lambda = -1.5281 min = 1.0000 max = 3.0000 alpha = -0.119443 lossBound = -0.000247 W1 = 0.082661 N1 = 0.073529 deltaLoss = -0.000382 increaseLambda: 0.546 0.000000 138: time = 0.546000 loss = 6.016192 testLoss 6.979322 COND: lambda = -1.1186 min = 4.0000 max = 50,590.0000 alpha = -0.432418 lossBound = -0.000011 W1 = 0.009528 N1 = 0.008479 deltaLoss = -0.000106 Updating 5 features NewtonStep: 0.303 0.001000 increaseLambda: 0.304 0.001000 84: time = 0.304000 loss = 6.037694 testLoss 6.915228 TURB_COND: lambda = -1.2903 min = 1.0000 max = 3.0000 alpha = -0.137313 lossBound = -0.000343 W1 = 0.082744 N1 = 0.073529 deltaLoss = -0.000521 Updating 4 features NewtonStep: 0.319 0.002000 Updating 7 features NewtonStep: 0.548 0.002000 increaseLambda: 0.319 0.000000 Undoing: newLoss 6.0403709115068045, oldLoss 6.040691469500668, deltaLossBound -3.207879999220335E-4 increaseLambda: 0.548 0.000000 139: time = 0.548000 loss = 6.016129 testLoss 6.982071 'COND__rev lambda = -0.1783 increaseLambda: 0.319 0.000000 alpha = -0.043418 lossBound = -0.000021 W1 = 0.703510 N1 = 0.677996 deltaLoss = -0.000063 Search: 0.32 0.001000 increaseLambda: 0.32 0.000000 Undoing contribution: was 0.06006618733702709 now 0.05974539933710634 79: time = 0.320000 loss = 6.040371 testLoss 6.984668 'TURB_COND__rev lambda = 0.2594 alpha = -0.072414 lossBound = -0.000321 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000321 Updating 5 features NewtonStep: 0.305 0.001000 increaseLambda: 0.305 0.000000 Undoing: newLoss 6.03726142628762, oldLoss 6.0376940443820954, deltaLossBound -4.330443548239654E-4 increaseLambda: 0.306 0.001000 Search: 0.306 0.000000 Updating 8 features NewtonStep: 0.55 0.002000 increaseLambda: 0.306 0.000000 Undoing contribution: was 0.06211670018244504 now 0.06168365582762199 85: time = 0.306000 loss = 6.037261 testLoss 6.894856 'TURB_COND__rev lambda = 0.3288 alpha = -0.084254 lossBound = -0.000433 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000433 increaseLambda: 0.55 0.000000 140: time = 0.550000 loss = 6.016102 testLoss 6.983494 CHLA_COND^2: lambda = 1.0377 min = 1.0000 max = 81.0000 alpha = 0.034983 lossBound = -0.000019 W1 = 0.069395 N1 = 0.079044 deltaLoss = -0.000027 Updating 4 features NewtonStep: 0.322 0.002000 increaseLambda: 0.322 0.000000 Undoing: newLoss 6.046852825778855, oldLoss 6.040370681500748, deltaLossBound -6.532259446912464E-4 increaseLambda: 0.322 0.000000 Search: 0.322 0.000000 increaseLambda: 0.323 0.001000 Updating 5 features NewtonStep: 0.308 0.002000 80: time = 0.323000 loss = 6.039511 testLoss 6.989826 CHLA_COND^2: lambda = 0.1452 min = 1.0000 max = 81.0000 alpha = 0.145237 lossBound = -0.000653 W1 = 0.066466 N1 = 0.079044 deltaLoss = -0.000860 increaseLambda: 0.308 0.000000 86: time = 0.308000 loss = 6.036848 testLoss 6.916983 TURB_COND: lambda = -1.4139 min = 1.0000 max = 3.0000 alpha = -0.123670 lossBound = -0.000268 W1 = 0.082679 N1 = 0.073529 deltaLoss = -0.000413 Updating 7 features NewtonStep: 0.552 0.002000 increaseLambda: 0.552 0.000000 141: time = 0.552000 loss = 6.016071 testLoss 6.980501 'CHLA__rev lambda = -0.1515 alpha = -0.024594 lossBound = -0.000021 W1 = 0.179145 N1 = 0.152846 deltaLoss = -0.000030 Updating 5 features Time since start: 8.083 NewtonStep: 0.31 0.002000 increaseLambda: 0.31 0.000000 Undoing: newLoss 6.036503033499879, oldLoss 6.036848358888024, deltaLossBound -3.455933939985195E-4 increaseLambda: 0.31 0.000000 Updating 2 features NewtonStep: 1.42 0.011000 Search: 0.31 0.000000 increaseLambda: 1.421 0.001000 Undoing contribution: was 0.0034618251141934086 now 0.0034616716410498815 increaseLambda: 0.311 0.001000 Undoing contribution: was 0.06168365582762199 now 0.06133806243362379 379: time = 1.421000 loss = 6.039918 testLoss 7.002839 'CHLA__rev lambda = -0.2063 alpha = 0.001566 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 5 features Updating 7 features NewtonStep: 0.555 0.003000 increaseLambda: 0.555 0.000000 Undoing contribution: was 3.171702044103633E-4 now 2.6230167123742734E-4 142: time = 0.555000 loss = 6.016016 testLoss 6.981140 COND^2: lambda = -1.2471 min = 16.0000 max = 2,559,348,100.0000 alpha = 0.647413 lossBound = -0.000017 W1 = 0.001162 N1 = 0.000135 deltaLoss = -0.000055 87: time = 0.311000 loss = 6.036503 testLoss 6.898844 'TURB_COND__rev lambda = 0.2536 alpha = -0.075186 lossBound = -0.000346 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000346 Updating 6 features NewtonStep: 1.422 0.001000 Reducing newton stepsize from -0.1771709102785649 to -0.0978145260469623 NewtonStep: 0.328 0.005000 increaseLambda: 1.423 0.001000 380: time = 1.423000 loss = 6.039916 testLoss 7.003192 increaseLambda: 0.328 0.000000 CHLA_COND^2: lambda = 2.6310 min = 1.0000 max = 81.0000 alpha = 0.008555 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.313 0.002000 Updating 6 features NewtonStep: 0.557 0.002000 increaseLambda: 0.313 0.000000 Undoing contribution: was 0.19511314248426312 now 0.19472288277764568 88: time = 0.313000 loss = 6.036113 testLoss 6.899752 'PTL__rev lambda = -1.0256 alpha = 0.109903 lossBound = -0.000216 W1 = 0.145546 N1 = 0.122951 deltaLoss = -0.000390 increaseLambda: 0.558 0.001000 Undoing contribution: was 0.012088547451057896 now 0.012047592750860514 143: time = 0.558000 loss = 6.015975 testLoss 6.979024 'COND__rev lambda = -0.4915 alpha = 0.030232 lossBound = -0.000016 W1 = 0.625256 N1 = 0.596381 deltaLoss = -0.000041 Updating 4 features NewtonStep: 1.425 0.002000 Updating 2 features NewtonStep: 0.315 0.002000 increaseLambda: 1.425 0.000000 381: time = 1.425000 loss = 6.039915 testLoss 7.002914 'CHLA__rev lambda = -0.2971 alpha = -0.003556 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000001 increaseLambda: 0.315 0.000000 89: time = 0.315000 loss = 6.035687 testLoss 6.895830 'PTL__rev lambda = -0.8564 alpha = -0.087389 lossBound = -0.000202 W1 = 0.363569 N1 = 0.334334 deltaLoss = -0.000425 Updating 24 features Updating 7 features NewtonStep: 0.559 0.001000 Newton: returning 0.4868897927887739 Updating 2 features increaseLambda: 0.56 0.001000 144: time = 0.560000 loss = 6.015888 testLoss 6.977579 COND: lambda = -1.5144 min = 4.0000 max = 50,590.0000 alpha = -0.395808 lossBound = -0.000009 W1 = 0.009521 N1 = 0.008479 deltaLoss = -0.000087 Loss was 6.035687249423398, now 6.031983790035668, delta -0.003703 parallelUpdate: 0.316 0.001000 Updating 3 features NewtonStep: 1.427 0.002000 increaseLambda: 1.427 0.000000 Undoing contribution: was 0.04545804892819119 now 0.045457719587727846 382: time = 1.427000 loss = 6.039915 testLoss 7.002916 'TURB__rev lambda = -0.4516 alpha = 0.002935 lossBound = -0.000000 W1 = 0.187528 N1 = 0.164242 deltaLoss = -0.000000 Updating 7 features NewtonStep: 0.561 0.001000 Updating 2 features NewtonStep: 0.318 0.002000 increaseLambda: 0.562 0.001000 145: time = 0.562000 loss = 6.015820 testLoss 6.980430 'COND__rev lambda = -0.2234 alpha = -0.045060 lossBound = -0.000022 W1 = 0.703508 N1 = 0.677996 deltaLoss = -0.000068 increaseLambda: 0.318 0.000000 Undoing contribution: was 0.01261695627540994 now 0.012022523594327438 91: time = 0.318000 loss = 6.031389 testLoss 6.908523 'ANC__rev lambda = -0.4422 alpha = 0.269001 lossBound = -0.000279 W1 = 0.043363 N1 = 0.028343 deltaLoss = -0.000594 Updating 6 features NewtonStep: 1.429 0.002000 Updating 5 features increaseLambda: 1.429 0.000000 NewtonStep: 0.32 0.002000 383: time = 1.429000 loss = 6.039915 testLoss 7.003020 CHLA_COND^2: lambda = 2.6335 min = 1.0000 max = 81.0000 alpha = 0.002515 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 6 features NewtonStep: 0.564 0.002000 increaseLambda: 0.564 0.000000 Undoing contribution: was 2.6230167123742734E-4 now 2.1685601821087278E-4 146: time = 0.564000 loss = 6.015775 testLoss 6.981002 COND^2: lambda = -0.6705 min = 16.0000 max = 2,559,348,100.0000 Undoing contribution: was 0.012333539960415404 now 0.011775247791912843 alpha = 0.576522 lossBound = -0.000015 W1 = 0.001157 N1 = 0.000135 deltaLoss = -0.000045 increaseLambda: 0.32 0.000000 Undoing: newLoss 6.031180594493409, oldLoss 6.031389357354586, deltaLossBound -2.0991599265702448E-4 81: time = 0.335000 loss = 6.038953 testLoss 6.985517 'CHLA__rev lambda = 0.0000 alpha = -0.097815 lossBound = -0.000558 W1 = 0.042023 N1 = 0.058824 deltaLoss = -0.000558 increaseLambda: 0.321 0.001000 Search: 0.321 0.000000 increaseLambda: 0.321 0.000000 Updating 5 features 92: time = 0.321000 loss = 6.031179 testLoss 6.935112 'NTL_COND lambda = -1.5529 alpha = -0.165664 lossBound = -0.000210 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000210 NewtonStep: 1.431 0.002000 increaseLambda: 1.432 0.001000 384: time = 1.432000 loss = 6.039914 testLoss 7.002770 'CHLA__rev lambda = -0.3923 alpha = -0.002076 lossBound = -0.000000 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000000 Updating 6 features NewtonStep: 0.566 0.002000 Updating 5 features NewtonStep: 0.337 0.002000 increaseLambda: 0.566 0.000000 Undoing contribution: was 0.012047592750860514 now 0.01201169341996231 increaseLambda: 0.338 0.001000 147: time = 0.567000 loss = 6.015739 testLoss 6.979023 'COND__rev lambda = -0.4632 alpha = 0.028308 lossBound = -0.000014 W1 = 0.625257 N1 = 0.596381 deltaLoss = -0.000036 Updating 6 features NewtonStep: 0.323 0.002000 increaseLambda: 0.323 0.000000 Undoing contribution: was 0.011755852327106742 now 0.01109658495935506 93: time = 0.323000 loss = 6.030520 testLoss 6.903535 NTL_COND: lambda = -0.3505 min = 1.0000 max = 3.0000 alpha = 0.146614 lossBound = -0.000301 W1 = 0.171662 N1 = 0.161765 deltaLoss = -0.000659 Updating 5 features NewtonStep: 1.433 0.001000 increaseLambda: 1.434 0.001000 Undoing: newLoss 6.039914405823329, oldLoss 6.039914473185222, deltaLossBound -6.736419072686978E-8 increaseLambda: 1.434 0.000000 Search: 1.434 0.000000 Updating 4 features NewtonStep: 0.568 0.001000 increaseLambda: 1.435 0.001000 Undoing contribution: was 0.0029022490507822083 now 0.00290218168659065 Updating 4 features 385: time = 1.435000 loss = 6.039914 testLoss 7.002782 ANC_COND^2: lambda = -0.7273 min = 1.0000 max = 4.0000 alpha = 0.011636 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 82: time = 0.338000 loss = 6.038378 testLoss 6.992185 CHLA_COND^2: lambda = 0.3201 min = 1.0000 max = 81.0000 alpha = 0.174819 lossBound = -0.000397 W1 = 0.069923 N1 = 0.079044 deltaLoss = -0.000574 NewtonStep: 0.325 0.002000 increaseLambda: 0.569 0.001000 increaseLambda: 0.325 0.000000 Undoing: newLoss 6.030101749546455, oldLoss 6.030520173994177, deltaLossBound -4.1844812838936563E-4 148: time = 0.569000 loss = 6.015658 testLoss 6.977636 COND: lambda = -1.8952 min = 4.0000 max = 50,590.0000 alpha = -0.380726 lossBound = -0.000008 W1 = 0.009518 N1 = 0.008479 deltaLoss = -0.000080 increaseLambda: 0.325 0.000000 Search: 0.326 0.001000 increaseLambda: 0.326 0.000000 94: time = 0.326000 loss = 6.030102 testLoss 6.918310 'PTL_COND__rev lambda = 0.2522 alpha = 0.059958 lossBound = -0.000418 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000418 Updating 6 features NewtonStep: 1.436 0.001000 increaseLambda: 1.437 0.001000 Undoing contribution: was 0.001101204475390382 now 0.0010967417861056032 386: time = 1.437000 loss = 6.039910 testLoss 7.001888 NTL: lambda = -2.9767 min = 5.0000 max = 26,100.0000 alpha = 0.150801 lossBound = -0.000000 W1 = 0.028625 N1 = 0.027624 deltaLoss = -0.000004 Updating 4 features NewtonStep: 0.571 0.002000 Updating 5 features NewtonStep: 0.327 0.001000 increaseLambda: 0.572 0.001000 149: time = 0.572000 loss = 6.015594 testLoss 6.980401 'COND__rev lambda = -0.2671 alpha = -0.043665 lossBound = -0.000021 W1 = 0.703510 N1 = 0.677996 deltaLoss = -0.000064 Updating 30 features increaseLambda: 0.328 0.001000 Undoing contribution: was 0.0028277975493010087 now 0.0025558064642819344 95: time = 0.328000 loss = 6.029830 testLoss 6.920269 COND^2: lambda = -1.7478 min = 16.0000 max = 2,559,348,100.0000 alpha = 2.081451 lossBound = -0.000114 W1 = 0.001421 N1 = 0.000135 deltaLoss = -0.000272 Newton: returning 0.47011189562336253 Updating 3 features Loss was 6.015594382944394, now 6.0152939954658695, delta -0.000300 parallelUpdate: 0.573 0.001000 Updating 5 features NewtonStep: 1.439 0.002000 increaseLambda: 1.44 0.001000 Undoing: newLoss 6.039908983927795, oldLoss 6.039909943131746, deltaLossBound -9.592334072730578E-7 increaseLambda: 1.44 0.000000 Search: 1.44 0.000000 Updating 6 features NewtonStep: 0.345 0.007000 increaseLambda: 1.44 0.000000 387: time = 1.440000 loss = 6.039909 testLoss 7.003745 'NTL_COND lambda = -1.4630 alpha = -0.011485 lossBound = -0.000001 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000001 increaseLambda: 0.346 0.001000 Undoing contribution: was 0.19396705803753897 now 0.1933747293819614 83: time = 0.346000 loss = 6.037786 testLoss 6.993212 'PTL__rev lambda = -1.3583 alpha = 0.137103 lossBound = -0.000324 W1 = 0.145639 N1 = 0.122951 deltaLoss = -0.000592 Updating 3 features Reducing newton stepsize from 1.252772146174777 to 0.08670816306480411 NewtonStep: 0.575 0.002000 increaseLambda: 0.575 0.000000 Undoing contribution: was 2.1685601821087278E-4 now 1.911980434962182E-4 151: time = 0.575000 loss = 6.015268 testLoss 6.990858 COND^2: lambda = 0.0000 min = 16.0000 max = 2,559,348,100.0000 alpha = 0.086708 lossBound = -0.000023 W1 = 0.000850 N1 = 0.000135 deltaLoss = -0.000026 Updating 4 features NewtonStep: 1.442 0.002000 Updating 4 features NewtonStep: 0.347 0.001000 increaseLambda: 1.442 0.000000 Undoing contribution: was 0.0034616716410498815 now 0.003460602341696819 388: time = 1.442000 loss = 6.039908 testLoss 7.004085 'CHLA__rev lambda = -0.2021 alpha = 0.004134 lossBound = -0.000001 W1 = 0.299860 N1 = 0.269770 deltaLoss = -0.000001 increaseLambda: 0.348 0.001000 84: time = 0.348000 loss = 6.036649 testLoss 6.986335 'PTL__rev lambda = -0.4865 alpha = -0.143486 lossBound = -0.000533 W1 = 0.363606 N1 = 0.334334 deltaLoss = -0.001136 Updating 3 features NewtonStep: 0.577 0.002000 increaseLambda: 0.577 0.000000 Undoing: newLoss 6.0152497888918965, oldLoss 6.015268337491155, deltaLossBound -1.856059186493606E-5 increaseLambda: 0.577 0.000000 Search: 0.578 0.001000 increaseLambda: 0.578 0.000000 Undoing contribution: was 0.1360810194748445 now 0.13606245888297838 152: time = 0.578000 loss = 6.015250 testLoss 6.982584 'NTL_COND lambda = -1.4001 alpha = 0.051033 lossBound = -0.000019 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000019 Updating 5 features NewtonStep: 1.444 0.002000 Updating 5 features NewtonStep: 0.349 0.001000 increaseLambda: 1.444 0.000000 389: time = 1.444000 loss = 6.039906 testLoss 7.004282 'DOC__rev lambda = 0.0407 alpha = 0.009703 lossBound = -0.000000 W1 = 0.623906 N1 = 0.638612 deltaLoss = -0.000002 Updating 26 features increaseLambda: 0.35 0.001000 Undoing contribution: was 0.028523081930329038 now 0.02774333882375934 85: time = 0.350000 loss = 6.035870 testLoss 6.985698 'TURB__rev lambda = -0.3272 alpha = 0.147080 lossBound = -0.000394 W1 = 0.187814 N1 = 0.164242 deltaLoss = -0.000780 Reducing stepsize from 0.7276142429206651 to 0.1758083490578672 Newton: returning 0.1758083490578672 Updating 4 features Loss was 6.039906344612396, now 6.039898158385864, delta -0.000008 parallelUpdate: 1.446 0.002000 Updating 6 features NewtonStep: 0.352 0.002000 increaseLambda: 0.352 0.000000 86: time = 0.352000 loss = 6.035282 testLoss 6.972361 'CHLA__rev lambda = -0.6726 alpha = -0.105870 lossBound = -0.000394 W1 = 0.179596 N1 = 0.153039 deltaLoss = -0.000588 Updating 3 features NewtonStep: 0.582 0.004000 increaseLambda: 0.582 0.000000 Undoing contribution: was 0.003650890439345392 now 0.0036158126548789613 153: time = 0.582000 loss = 6.015215 testLoss 6.983542 'PTL__rev lambda = -0.2616 alpha = 0.024817 lossBound = -0.000017 W1 = 0.363542 N1 = 0.334334 deltaLoss = -0.000035 Updating 6 features NewtonStep: 0.354 0.002000 Updating 5 features NewtonStep: 1.449 0.003000 increaseLambda: 0.354 0.000000 Undoing contribution: was 0.1933747293819614 now 0.19305023320582035 87: time = 0.354000 loss = 6.034957 testLoss 6.973217 'PTL__rev lambda = -1.2584 alpha = 0.099963 lossBound = -0.000179 W1 = 0.145515 N1 = 0.122951 deltaLoss = -0.000324 increaseLambda: 1.449 0.000000 391: time = 1.449000 loss = 6.039897 testLoss 7.004086 'CHLA__rev lambda = -0.3973 alpha = -0.003898 lossBound = -0.000001 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.584 0.002000 increaseLambda: 0.584 0.000000 Undoing contribution: was 0.01201169341996231 now 0.011982899184665751 154: time = 0.584000 loss = 6.015186 testLoss 6.981773 'COND__rev lambda = -0.4104 alpha = 0.025356 lossBound = -0.000011 W1 = 0.625259 N1 = 0.596381 deltaLoss = -0.000029 Updating 4 features NewtonStep: 0.356 0.002000 Updating 5 features NewtonStep: 1.451 0.002000 increaseLambda: 0.356 0.000000 Undoing: newLoss 6.0493801383914505, oldLoss 6.034957023550302, deltaLossBound -2.484250459012722E-4 increaseLambda: 1.451 0.000000 392: time = 1.451000 loss = 6.039897 testLoss 7.004704 TURB_COND: lambda = -2.3307 min = 1.0000 max = 3.0000 alpha = -0.003392 lossBound = -0.000000 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000000 increaseLambda: 0.357 0.001000 Search: 0.357 0.000000 Updating 6 features increaseLambda: 0.357 0.000000 NewtonStep: 0.586 0.002000 88: time = 0.357000 loss = 6.034436 testLoss 6.968940 'PTL__rev lambda = -0.0927 alpha = -0.092702 lossBound = -0.000248 W1 = 0.360097 N1 = 0.330426 deltaLoss = -0.000521 increaseLambda: 0.587 0.001000 Undoing contribution: was 0.0033767407744923626 now 0.0033534321062133198 155: time = 0.587000 loss = 6.015163 testLoss 6.981599 'NTL__rev lambda = 0.4037 alpha = -0.026180 lossBound = -0.000007 W1 = 0.349113 N1 = 0.371211 deltaLoss = -0.000023 Updating 4 features NewtonStep: 1.454 0.003000 Updating 5 features NewtonStep: 0.359 0.002000 increaseLambda: 1.454 0.000000 Undoing contribution: was 0.0065500180324276165 now 0.006549757873761451 393: time = 1.454000 loss = 6.039897 testLoss 7.004655 'ANC__rev lambda = -0.6095 alpha = 0.005193 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = -0.000000 increaseLambda: 0.359 0.000000 Undoing: newLoss 6.034138684903853, oldLoss 6.034435701854645, deltaLossBound -2.9702920008237805E-4 increaseLambda: 0.36 0.001000 Search: 0.36 0.000000 increaseLambda: 0.36 0.000000 89: time = 0.360000 loss = 6.034139 testLoss 6.981448 'PTL_COND__rev lambda = 0.1946 alpha = 0.050536 lossBound = -0.000297 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000297 Updating 25 features Updating 6 features increaseLambda: 0.59 0.003000 Newton: returning 0.4537999570848684 Updating 5 features 156: time = 0.590000 loss = 6.015152 testLoss 6.981399 (LAKE_ORIGIN=0.0) lambda = -0.2896 alpha = -0.015325 lossBound = -0.000011 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000011 Updating 4 features NewtonStep: 1.456 0.002000 increaseLambda: 1.456 0.000000 Undoing: newLoss 6.039896778656389, oldLoss 6.039896862438843, deltaLossBound -8.378268303202877E-8 Loss was 6.034138672654562, now 6.031118199424916, delta -0.003020 parallelUpdate: 0.361 0.001000 increaseLambda: 1.456 0.000000 Search: 1.457 0.001000 increaseLambda: 1.457 0.000000 Undoing contribution: was 0.12539741218567255 now 0.12539732840298953 394: time = 1.457000 loss = 6.039897 testLoss 7.004105 'NTL_COND lambda = -1.4603 alpha = 0.003403 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 8 features NewtonStep: 0.591 0.001000 Updating 4 features increaseLambda: 0.592 0.001000 NewtonStep: 0.348 0.020000 increaseLambda: 0.348 0.000000 Undoing: newLoss 6.043761010481303, oldLoss 6.029829734780767, deltaLossBound -8.019350532722201E-5 Undoing contribution: was 0.0010421926398109876 now 0.0010118650079713547 157: time = 0.592000 loss = 6.015122 testLoss 6.981835 ANC^2: lambda = -2.4499 min = 0.2500 max = 8,396,588,362.4100 increaseLambda: 0.348 0.000000 Updating 2 features Search: 0.349 0.001000 alpha = 0.371676 lossBound = -0.000010 W1 = 0.001716 N1 = 0.000695 deltaLoss = -0.000030 NewtonStep: 1.459 0.002000 increaseLambda: 0.349 0.000000 96: time = 0.349000 loss = 6.029582 testLoss 6.920600 'NTL__rev lambda = 0.1069 alpha = 0.106850 lossBound = -0.000080 W1 = 0.344538 N1 = 0.365210 deltaLoss = -0.000247 increaseLambda: 1.459 0.000000 Undoing contribution: was 0.007183456589385096 now 0.007183207452643637 395: time = 1.459000 loss = 6.039897 testLoss 7.004124 'TURB__rev lambda = -0.0549 alpha = 0.002847 lossBound = -0.000000 W1 = 0.737823 N1 = 0.714137 deltaLoss = -0.000000 Updating 5 features NewtonStep: 0.365 0.004000 Updating 6 features increaseLambda: 0.365 0.000000 Undoing: newLoss 6.030772048904016, oldLoss 6.031118199424916, deltaLossBound -3.516519600465051E-4 Updating 3 features NewtonStep: 0.351 0.002000 increaseLambda: 0.366 0.001000 Search: 0.366 0.000000 increaseLambda: 0.351 0.000000 Undoing contribution: was 0.01109658495935506 now 0.010764174260915138 Updating 2 features 97: time = 0.351000 loss = 6.029250 testLoss 6.898525 NewtonStep: 1.461 0.002000 NTL_COND: lambda = -0.2474 min = 1.0000 max = 3.0000 alpha = 0.103109 lossBound = -0.000152 W1 = 0.171571 N1 = 0.161765 deltaLoss = -0.000332 increaseLambda: 0.366 0.000000 Undoing contribution: was 0.13728657850910278 now 0.1369349265490575 91: time = 0.366000 loss = 6.030767 testLoss 6.981182 'NTL_COND lambda = -1.7204 alpha = 0.228468 lossBound = -0.000352 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000352 increaseLambda: 1.461 0.000000 396: time = 1.461000 loss = 6.039896 testLoss 7.004104 'TURB__rev lambda = -0.9958 alpha = -0.003534 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000000 NewtonStep: 0.594 0.002000 increaseLambda: 0.596 0.002000 Undoing: newLoss 6.016538997967702, oldLoss 6.0151216028155385, deltaLossBound -7.676636243510966E-6 increaseLambda: 0.597 0.001000 Updating 5 features NewtonStep: 0.353 0.002000 Search: 0.597 0.000000 increaseLambda: 0.353 0.000000 Undoing: newLoss 6.02906865494776, oldLoss 6.029250062046672, deltaLossBound -1.82289085358768E-4 Updating 2 features NewtonStep: 1.463 0.002000 increaseLambda: 0.597 0.000000 158: time = 0.597000 loss = 6.014580 testLoss 6.982502 DOC: lambda = -1.8842 min = 0.3400 max = 290.5700 alpha = -1.884183 lossBound = -0.000008 W1 = 0.017960 N1 = 0.016866 deltaLoss = -0.000542 increaseLambda: 0.353 0.000000 increaseLambda: 1.464 0.001000 Undoing contribution: was 0.007183207452643637 now 0.0071828761916081455 397: time = 1.464000 loss = 6.039896 testLoss 7.004126 'TURB__rev lambda = -0.0516 alpha = 0.003283 lossBound = -0.000000 W1 = 0.737823 N1 = 0.714137 deltaLoss = -0.000000 Search: 0.354 0.001000 Updating 4 features NewtonStep: 0.369 0.003000 increaseLambda: 0.354 0.000000 98: time = 0.354000 loss = 6.029068 testLoss 6.923361 'NTL_COND lambda = -1.7075 alpha = -0.154660 lossBound = -0.000182 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000182 increaseLambda: 0.369 0.000000 Undoing contribution: was 0.004871704660780787 now 0.004503841076821105 92: time = 0.369000 loss = 6.030399 testLoss 6.978872 'ANC__rev lambda = -0.5183 alpha = 0.206793 lossBound = -0.000174 W1 = 0.043242 N1 = 0.028343 deltaLoss = -0.000368 Updating 5 features Updating 2 features NewtonStep: 1.465 0.001000 increaseLambda: 0.599 0.002000 Undoing contribution: was 0.09304159441130722 now 0.09301933374748117 Updating 6 features NewtonStep: 0.356 0.002000 increaseLambda: 1.466 0.001000 398: time = 1.466000 loss = 6.039896 testLoss 7.004106 'TURB__rev lambda = -0.9993 alpha = -0.003499 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000000 increaseLambda: 0.356 0.000000 99: time = 0.356000 loss = 6.028978 testLoss 6.934262 TURB_COND: lambda = -1.7576 min = 1.0000 max = 3.0000 alpha = -0.060303 lossBound = -0.000056 W1 = 0.082494 N1 = 0.073529 deltaLoss = -0.000090 Updating 6 features NewtonStep: 0.371 0.002000 increaseLambda: 0.371 0.000000 Undoing: newLoss 6.030188938740158, oldLoss 6.030398683880911, deltaLossBound -2.2127097806122E-4 increaseLambda: 0.372 0.001000 Search: 0.372 0.000000 increaseLambda: 0.372 0.000000 93: time = 0.372000 loss = 6.030177 testLoss 6.978051 ANC_COND^2: lambda = -1.3392 min = 1.0000 max = 4.0000 alpha = -0.599378 lossBound = -0.000221 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000221 Updating 2 features NewtonStep: 1.467 0.001000 Updating 5 features NewtonStep: 0.357 0.001000 increaseLambda: 1.468 0.001000 Undoing contribution: was 0.0071828761916081455 now 0.007182551392133718 399: time = 1.468000 loss = 6.039895 testLoss 7.004128 'TURB__rev lambda = -0.0484 alpha = 0.003250 lossBound = -0.000000 W1 = 0.737823 N1 = 0.714137 deltaLoss = -0.000000 increaseLambda: 0.358 0.001000 Undoing: newLoss 6.02882724069679, oldLoss 6.028978017813407, deltaLossBound -1.5082633720782846E-4 increaseLambda: 0.358 0.000000 Search: 0.358 0.000000 increaseLambda: 0.359 0.001000 Undoing contribution: was 0.06133806243362379 now 0.0611872360964157 100: time = 0.359000 loss = 6.028827 testLoss 6.922392 'TURB_COND__rev lambda = 0.0431 alpha = -0.049519 lossBound = -0.000151 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000151 Updating 7 features NewtonStep: 0.374 0.002000 increaseLambda: 0.374 0.000000 Undoing: newLoss 6.335013854785085, oldLoss 6.03017741290285, deltaLossBound -2.1397203182997945E-4 159: time = 0.599000 loss = 6.014557 testLoss 6.982755 (LAKE_ORIGIN=0.0) lambda = -0.2673 alpha = 0.022250 lossBound = -0.000022 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000022 Updating 3 features NewtonStep: 1.469 0.001000 increaseLambda: 0.374 0.000000 increaseLambda: 1.47 0.001000 400: time = 1.470000 loss = 6.039895 testLoss 7.004108 'TURB__rev lambda = -1.0028 alpha = -0.003464 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000000 Search: 0.375 0.001000 increaseLambda: 0.375 0.000000 94: time = 0.375000 loss = 6.027924 testLoss 6.976480 PTL: lambda = 2.4653 min = 1.0000 max = 4,865.0000 alpha = 2.465295 lossBound = -0.000214 W1 = 0.021352 N1 = 0.021255 deltaLoss = -0.002254 Updating 4 features NewtonStep: 0.605 0.006000 increaseLambda: 0.605 0.000000 Undoing contribution: was 0.0033534321062133198 now 0.0033059496720145997 Updating 3 features NewtonStep: 1.471 0.001000 160: time = 0.605000 loss = 6.014510 testLoss 6.982492 'NTL__rev lambda = 0.3664 alpha = -0.037385 lossBound = -0.000014 W1 = 0.349113 N1 = 0.371211 deltaLoss = -0.000047 increaseLambda: 1.472 0.001000 Undoing contribution: was 0.007182551392133718 now 0.007182232927836119 401: time = 1.472000 loss = 6.039895 testLoss 7.004129 'TURB__rev lambda = -0.0452 alpha = 0.003219 lossBound = -0.000000 W1 = 0.737823 N1 = 0.714137 deltaLoss = -0.000000 Updating 4 features NewtonStep: 0.378 0.003000 increaseLambda: 0.378 0.000000 Undoing: newLoss 6.027525200903979, oldLoss 6.027923624931607, deltaLossBound -3.9844558556243045E-4 Updating 2 features NewtonStep: 1.474 0.002000 increaseLambda: 0.379 0.001000 increaseLambda: 1.474 0.000000 Search: 0.379 0.000000 402: time = 1.474000 loss = 6.039894 testLoss 7.004110 'TURB__rev lambda = -1.0062 alpha = -0.003430 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000000 increaseLambda: 0.379 0.000000 95: time = 0.379000 loss = 6.027525 testLoss 6.990908 'PTL_COND__rev lambda = 0.3102 alpha = 0.058511 lossBound = -0.000398 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000398 Updating 3 features increaseLambda: 1.476 0.002000 Undoing contribution: was 0.01828870936248883 now 0.018288596548535985 Updating 6 features 403: time = 1.476000 loss = 6.039894 testLoss 7.004130 (URBAN=0.0) lambda = -0.0846 alpha = 0.000968 lossBound = -0.000000 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000000 increaseLambda: 0.381 0.002000 96: time = 0.381000 loss = 6.027269 testLoss 6.989732 (LAKE_ORIGIN=1.0) lambda = 0.9699 alpha = 0.074518 lossBound = -0.000256 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000256 Updating 5 features NewtonStep: 1.478 0.002000 increaseLambda: 1.478 0.000000 Undoing contribution: was 0.007182232927836119 now 0.00718188828239682 404: time = 1.478000 loss = 6.039894 testLoss 7.004153 Updating 5 features NewtonStep: 0.383 0.002000 'TURB__rev lambda = -0.0418 alpha = 0.003348 lossBound = -0.000000 W1 = 0.737823 N1 = 0.714137 deltaLoss = -0.000000 increaseLambda: 0.384 0.001000 97: time = 0.384000 loss = 6.025809 testLoss 6.985748 ANC^2: lambda = -2.0129 min = 0.2500 max = 8,396,588,362.4100 alpha = -2.012877 lossBound = -0.000722 W1 = 0.001558 N1 = 0.000695 deltaLoss = -0.001459 Updating 3 features NewtonStep: 1.48 0.002000 increaseLambda: 1.481 0.001000 405: time = 1.481000 loss = 6.039894 testLoss 7.004023 'CHLA__rev lambda = -0.3023 alpha = -0.001669 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 7 features NewtonStep: 0.386 0.002000 increaseLambda: 0.387 0.001000 Undoing contribution: was 0.19305023320582035 now 0.19267660455446475 98: time = 0.387000 loss = 6.025436 testLoss 6.986637 'PTL__rev lambda = -0.9132 alpha = 0.106927 lossBound = -0.000209 W1 = 0.145539 N1 = 0.122951 deltaLoss = -0.000374 Updating 4 features NewtonStep: 1.483 0.002000 increaseLambda: 1.483 0.000000 Undoing contribution: was 0.003460602341696819 now 0.0034604659733268894 406: time = 1.483000 loss = 6.039893 testLoss 7.004144 'CHLA__rev lambda = -0.1979 alpha = 0.001476 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 7 features NewtonStep: 0.389 0.002000 increaseLambda: 0.389 0.000000 Undoing: newLoss 6.042498864228467, oldLoss 6.025435852550539, deltaLossBound -1.0348235862282047E-4 increaseLambda: 0.389 0.000000 Search: 0.389 0.000000 Updating 4 features NewtonStep: 1.485 0.002000 increaseLambda: 0.39 0.001000 99: time = 0.390000 loss = 6.025190 testLoss 6.991917 'NTL__rev lambda = -0.1849 alpha = -0.184925 lossBound = -0.000103 W1 = 0.024496 N1 = 0.012042 deltaLoss = -0.000245 increaseLambda: 1.485 0.000000 407: time = 1.485000 loss = 6.039893 testLoss 7.004125 'TURB__rev lambda = -1.0095 alpha = -0.003296 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000000 Updating 11 features NewtonStep: 0.392 0.002000 Updating 3 features NewtonStep: 1.487 0.002000 increaseLambda: 1.487 0.000000 Undoing contribution: was 0.00718188828239682 now 0.0071815777400734086 408: time = 1.487000 loss = 6.039893 testLoss 7.004147 increaseLambda: 0.392 0.000000 Undoing contribution: was 0.016465679563415617 now 0.016301503577422008 'TURB__rev lambda = -0.0386 alpha = 0.003178 lossBound = -0.000000 W1 = 0.737823 N1 = 0.714137 deltaLoss = -0.000000 100: time = 0.392000 loss = 6.025026 testLoss 6.976513 NTL_COND: lambda = -0.3819 min = 1.0000 max = 3.0000 alpha = 0.072267 lossBound = -0.000075 W1 = 0.171523 N1 = 0.161765 deltaLoss = -0.000164 Updating 3 features NewtonStep: 1.489 0.002000 increaseLambda: 1.489 0.000000 409: time = 1.489000 loss = 6.039893 testLoss 7.004127 'TURB__rev lambda = -1.0129 alpha = -0.003387 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000000 Updating 9 features NewtonStep: 0.394 0.002000 increaseLambda: 0.395 0.001000 Undoing contribution: was 4.955367828673298E-4 now 1.5529959014452658E-4 101: time = 0.395000 loss = 6.024686 testLoss 6.979664 COND^2: lambda = -1.6964 min = 16.0000 max = 2,559,348,100.0000 alpha = 3.257532 lossBound = -0.000157 W1 = 0.001628 N1 = 0.000135 deltaLoss = -0.000340 Updating 3 features NewtonStep: 1.491 0.002000 increaseLambda: 1.491 0.000000 Undoing contribution: was 0.0071815777400734086 now 0.007181273219533069 410: time = 1.491000 loss = 6.039892 testLoss 7.004149 'TURB__rev lambda = -0.0355 alpha = 0.003147 lossBound = -0.000000 W1 = 0.737823 N1 = 0.714137 deltaLoss = -0.000000 Updating 10 features NewtonStep: 0.397 0.002000 increaseLambda: 0.397 0.000000 Undoing: newLoss 6.038217470025379, oldLoss 6.024686017979762, deltaLossBound -1.3812949783714712E-4 increaseLambda: 0.398 0.001000 Search: 0.398 0.000000 Updating 3 features NewtonStep: 1.493 0.002000 increaseLambda: 0.398 0.000000 102: time = 0.398000 loss = 6.024267 testLoss 6.980047 'NTL__rev lambda = 0.1395 alpha = 0.139543 lossBound = -0.000138 W1 = 0.352891 N1 = 0.373105 deltaLoss = -0.000419 increaseLambda: 1.494 0.001000 411: time = 1.494000 loss = 6.039892 testLoss 7.004026 'CHLA__rev lambda = -0.3039 alpha = -0.001579 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 7 features NewtonStep: 0.4 0.002000 Updating 3 features NewtonStep: 1.495 0.001000 increaseLambda: 1.495 0.000000 increaseLambda: 0.401 0.001000 Undoing: newLoss 6.036206862033035, oldLoss 6.024267034485655, deltaLossBound -1.2423851015246046E-4 412: time = 1.496000 loss = 6.039892 testLoss 7.004141 CHLA_COND^2: lambda = 2.6334 min = 1.0000 max = 81.0000 alpha = 0.002792 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 increaseLambda: 0.401 0.000000 Search: 0.401 0.000000 increaseLambda: 0.401 0.000000 103: time = 0.401000 loss = 6.024102 testLoss 6.974952 'CHLA__rev lambda = -0.0409 alpha = -0.040928 lossBound = -0.000124 W1 = 0.181110 N1 = 0.152846 deltaLoss = -0.000165 Updating 3 features NewtonStep: 1.497 0.001000 increaseLambda: 1.498 0.001000 413: time = 1.498000 loss = 6.039892 testLoss 7.004126 'TURB__rev lambda = -1.0154 alpha = -0.002557 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000000 Updating 10 features NewtonStep: 0.403 0.002000 increaseLambda: 0.404 0.001000 104: time = 0.404000 loss = 6.023860 testLoss 6.973869 ANC^2: lambda = -2.6839 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.671054 lossBound = -0.000098 W1 = 0.001809 N1 = 0.000695 deltaLoss = -0.000242 Updating 7 features NewtonStep: 0.389 0.030000 increaseLambda: 0.39 0.001000 101: time = 0.390000 loss = 6.028691 testLoss 6.935793 TURB_COND: lambda = -1.8319 min = 1.0000 max = 3.0000 alpha = -0.074276 lossBound = -0.000085 W1 = 0.082519 N1 = 0.073529 deltaLoss = -0.000137 Updating 10 features NewtonStep: 0.405 0.001000 increaseLambda: 0.406 0.001000 105: time = 0.406000 loss = 6.023729 testLoss 6.986900 TURB_COND: lambda = -1.7926 min = 1.0000 max = 3.0000 alpha = -0.072220 lossBound = -0.000083 W1 = 0.082518 N1 = 0.073529 deltaLoss = -0.000131 Updating 6 features Reducing newton stepsize from -0.044472692385113706 to -0.043115891489356496 NewtonStep: 0.391 0.001000 increaseLambda: 0.392 0.001000 Undoing contribution: was 0.0611872360964157 now 0.06106921491737889 102: time = 0.392000 loss = 6.028573 testLoss 6.925471 'TURB_COND__rev lambda = 0.0000 alpha = -0.043116 lossBound = -0.000118 W1 = 0.854393 N1 = 0.882353 deltaLoss = -0.000118 Updating 6 features NewtonStep: 0.637 0.032000 Updating 7 features NewtonStep: 0.393 0.001000 increaseLambda: 0.637 0.000000 Undoing contribution: was 0.0010118650079713547 now 9.868788243185904E-4 161: time = 0.637000 loss = 6.014485 testLoss 6.982890 ANC^2: lambda = -2.1124 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.337431 lossBound = -0.000008 W1 = 0.001710 N1 = 0.000695 deltaLoss = -0.000025 increaseLambda: 0.394 0.001000 103: time = 0.394000 loss = 6.028466 testLoss 6.937375 TURB_COND: lambda = -1.8978 min = 1.0000 max = 3.0000 alpha = -0.065893 lossBound = -0.000065 W1 = 0.082502 N1 = 0.073529 deltaLoss = -0.000106 Updating 7 features NewtonStep: 0.409 0.003000 increaseLambda: 0.409 0.000000 Undoing: newLoss 6.023530104376964, oldLoss 6.023728609909607, deltaLossBound -1.985917596964888E-4 increaseLambda: 0.41 0.001000 Search: 0.41 0.000000 increaseLambda: 0.41 0.000000 Updating 7 features NewtonStep: 0.395 0.001000 Updating 6 features NewtonStep: 0.639 0.002000 Undoing contribution: was 0.05974539933710634 now 0.05954680757740984 106: time = 0.410000 loss = 6.023530 testLoss 6.973242 increaseLambda: 0.396 0.001000 'TURB_COND__rev lambda = 0.0704 increaseLambda: 0.64 0.001000 alpha = -0.056871 lossBound = -0.000199 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000199 104: time = 0.396000 loss = 6.028376 testLoss 6.932206 'CHLA__rev lambda = -0.1984 alpha = -0.042175 lossBound = -0.000061 W1 = 0.179173 N1 = 0.152846 deltaLoss = -0.000090 162: time = 0.640000 loss = 6.014477 testLoss 6.983660 CHLA_COND^2: lambda = 1.0743 min = 1.0000 max = 81.0000 alpha = 0.018765 lossBound = -0.000006 W1 = 0.069378 N1 = 0.079044 deltaLoss = -0.000008 Updating 2 features NewtonStep: 1.506 0.008000 increaseLambda: 1.506 0.000000 Undoing contribution: was 0.007181273219533069 now 0.007180964069716212 414: time = 1.506000 loss = 6.039891 testLoss 7.004148 'TURB__rev lambda = -0.0323 alpha = 0.003171 lossBound = -0.000000 W1 = 0.737823 N1 = 0.714137 deltaLoss = -0.000000 Updating 9 features NewtonStep: 0.397 0.001000 Updating 9 features NewtonStep: 0.412 0.002000 Updating 7 features increaseLambda: 0.397 0.000000 105: time = 0.397000 loss = 6.027228 testLoss 6.961067 NTL: lambda = -5.0892 min = 5.0000 max = 26,100.0000 alpha = -5.089171 lossBound = -0.000048 W1 = 0.027699 N1 = 0.027624 deltaLoss = -0.001148 increaseLambda: 0.413 0.001000 107: time = 0.413000 loss = 6.023349 testLoss 6.988493 TURB_COND: lambda = -1.8772 min = 1.0000 max = 3.0000 increaseLambda: 0.642 0.002000 alpha = -0.084663 lossBound = -0.000113 W1 = 0.082545 N1 = 0.073529 deltaLoss = -0.000181 Updating 2 features NewtonStep: 1.508 0.002000 Undoing contribution: was 0.018820609585150194 now 0.01881417700341359 163: time = 0.642000 loss = 6.014471 testLoss 6.983808 (URBAN=0.0) lambda = -0.1201 alpha = 0.007313 lossBound = -0.000006 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000006 Updating 5 features Reducing newton stepsize from 0.2643460656517987 to 0.24738038573638493 NewtonStep: 0.399 0.002000 increaseLambda: 0.399 0.000000 Undoing contribution: was 0.010764174260915138 now 0.008750032049189227 106: time = 0.399000 loss = 6.025214 testLoss 6.906887 NTL_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = 0.247380 lossBound = -0.000901 W1 = 0.170955 N1 = 0.161765 deltaLoss = -0.002014 Updating 7 features NewtonStep: 0.644 0.002000 Updating 6 features NewtonStep: 0.415 0.002000 increaseLambda: 0.644 0.000000 Undoing contribution: was 0.0036158126548789613 now 0.0036045598608685867 164: time = 0.644000 loss = 6.014459 testLoss 6.984359 'PTL__rev lambda = -0.2476 alpha = 0.014056 lossBound = -0.000006 W1 = 0.363540 N1 = 0.334334 deltaLoss = -0.000011 increaseLambda: 0.415 0.000000 Undoing: newLoss 6.023194323932396, oldLoss 6.023349330270065, deltaLossBound -1.5505841041837097E-4 increaseLambda: 0.416 0.001000 Updating 7 features Search: 0.416 0.000000 increaseLambda: 0.401 0.002000 Undoing contribution: was 0.16818788354748193 now 0.1677296969736144 increaseLambda: 0.416 0.000000 Undoing contribution: was 0.05954680757740984 now 0.05939174916699077 107: time = 0.401000 loss = 6.024756 testLoss 6.907688 (LAKE_ORIGIN=1.0) lambda = 0.7934 alpha = -0.102022 lossBound = -0.000458 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000458 108: time = 0.416000 loss = 6.023194 testLoss 6.976454 'TURB_COND__rev lambda = 0.0202 alpha = -0.050213 lossBound = -0.000155 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000155 Updating 7 features NewtonStep: 0.646 0.002000 increaseLambda: 1.512 0.004000 415: time = 1.512000 loss = 6.039891 testLoss 7.004128 'TURB__rev lambda = -1.0188 alpha = -0.003381 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000000 increaseLambda: 0.646 0.000000 165: time = 0.646000 loss = 6.014450 testLoss 6.982721 'CHLA__rev lambda = -0.1773 alpha = -0.013524 lossBound = -0.000006 W1 = 0.179135 N1 = 0.152846 deltaLoss = -0.000009 Updating 5 features NewtonStep: 0.403 0.002000 increaseLambda: 0.403 0.000000 Undoing: newLoss 6.038620157132461, oldLoss 6.024755781275412, deltaLossBound -3.217384241587101E-4 increaseLambda: 0.404 0.001000 Updating 2 features NewtonStep: 1.514 0.002000 Search: 0.404 0.000000 increaseLambda: 1.514 0.000000 Undoing contribution: was 0.007180964069716212 now 0.007180660738251377 Updating 8 features 416: time = 1.514000 loss = 6.039891 testLoss 7.004150 'TURB__rev lambda = -0.0292 NewtonStep: 0.648 0.002000 alpha = 0.003141 lossBound = -0.000000 W1 = 0.737823 N1 = 0.714137 deltaLoss = -0.000000 increaseLambda: 0.404 0.000000 108: time = 0.404000 loss = 6.024095 testLoss 6.902755 'PTL__rev lambda = -0.1055 alpha = -0.105467 lossBound = -0.000322 W1 = 0.359895 N1 = 0.330426 deltaLoss = -0.000661 increaseLambda: 0.648 0.000000 166: time = 0.648000 loss = 6.014435 testLoss 6.984057 'COND__rev lambda = -0.3508 alpha = -0.020849 lossBound = -0.000005 W1 = 0.703527 N1 = 0.677996 deltaLoss = -0.000015 Updating 8 features Updating 2 features NewtonStep: 0.406 0.002000 NewtonStep: 1.516 0.002000 increaseLambda: 1.516 0.000000 increaseLambda: 0.406 0.000000 Undoing: newLoss 6.023925044505489, oldLoss 6.024095067818257, deltaLossBound -1.7002746465219097E-4 417: time = 1.516000 loss = 6.039891 testLoss 7.004130 'TURB__rev lambda = -1.0222 alpha = -0.003348 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000000 Updating 8 features NewtonStep: 0.65 0.002000 increaseLambda: 0.406 0.000000 Search: 0.407 0.001000 increaseLambda: 0.651 0.001000 Undoing contribution: was 0.011982899184665751 now 0.011960826865655005 167: time = 0.651000 loss = 6.014413 testLoss 6.982508 'COND__rev lambda = -0.3882 alpha = 0.022243 lossBound = -0.000008 W1 = 0.625261 N1 = 0.596381 deltaLoss = -0.000022 increaseLambda: 0.407 0.000000 109: time = 0.407000 loss = 6.023925 testLoss 6.912278 'PTL_COND__rev lambda = 0.2905 alpha = 0.038255 lossBound = -0.000170 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000170 Updating 2 features NewtonStep: 1.518 0.002000 increaseLambda: 1.518 0.000000 Undoing contribution: was 0.007180660738251377 now 0.007180363323075334 418: time = 1.518000 loss = 6.039890 testLoss 7.004151 'TURB__rev lambda = -0.0261 alpha = 0.003110 lossBound = -0.000000 W1 = 0.737823 N1 = 0.714137 deltaLoss = -0.000000 Updating 7 features NewtonStep: 0.652 0.001000 Updating 7 features NewtonStep: 0.408 0.001000 increaseLambda: 0.653 0.001000 Undoing contribution: was 0.011361184878919068 now 0.011342124815264582 increaseLambda: 0.409 0.001000 168: time = 0.653000 loss = 6.014394 testLoss 6.981843 110: time = 0.409000 loss = 6.023660 testLoss 6.916719 CHLA_COND: lambda = 1.0969 min = 1.0000 max = 9.0000 CHLA_COND^2: lambda = 2.3297 min = 1.0000 max = 81.0000 alpha = -0.027935 lossBound = -0.000010 W1 = 0.104041 N1 = 0.113971 deltaLoss = -0.000019 alpha = 0.113568 lossBound = -0.000189 W1 = 0.069616 N1 = 0.079044 deltaLoss = -0.000265 Updating 6 features NewtonStep: 0.41 0.001000 Updating 6 features NewtonStep: 0.655 0.002000 increaseLambda: 0.411 0.001000 111: time = 0.411000 loss = 6.023528 testLoss 6.910486 'CHLA__rev lambda = -0.2491 alpha = -0.050654 lossBound = -0.000089 W1 = 0.179192 N1 = 0.152846 deltaLoss = -0.000132 increaseLambda: 0.655 0.000000 169: time = 0.655000 loss = 6.014356 testLoss 6.983522 CHLA_COND^2: lambda = 1.1157 min = 1.0000 max = 81.0000 alpha = 0.041445 lossBound = -0.000027 W1 = 0.069404 N1 = 0.079044 deltaLoss = -0.000038 Updating 1 features NewtonStep: 1.521 0.003000 increaseLambda: 1.521 0.000000 419: time = 1.521000 loss = 6.039890 testLoss 7.004132 'TURB__rev lambda = -1.0255 alpha = -0.003315 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000000 Updating 25 features Reducing stepsize from 1.2475185151143067 to 0.31656810640920846 Newton: returning 0.31656810640920846 Updating 4 features Updating 9 features NewtonStep: 0.412 0.001000 Loss was 6.0398899539346145, now 6.0398858757428435, delta -0.000004 parallelUpdate: 1.523 0.002000 Converged after 420 iterations increaseLambda: 0.413 0.001000 Undoing contribution: was 8.106014158899546E-4 now 6.237196480185494E-4 Updating 6 features NewtonStep: 0.657 0.002000 420: time = 1.523000 loss = 6.039886 testLoss 7.004291 112: time = 0.413000 loss = 6.023342 testLoss 6.911911 ANC^2: lambda = -1.8669 min = 0.2500 max = 8,396,588,362.4100 alpha = 1.285287 lossBound = -0.000069 W1 = 0.001934 N1 = 0.000695 deltaLoss = -0.000187 increaseLambda: 0.657 0.000000 Undoing contribution: was 0.011342124815264582 now 0.011305312438028287 170: time = 0.657000 loss = 6.014320 testLoss 6.982593 CHLA_COND: lambda = 1.0584 min = 1.0000 max = 9.0000 alpha = -0.038565 lossBound = -0.000019 W1 = 0.104053 N1 = 0.113971 deltaLoss = -0.000037 Updating 10 features NewtonStep: 0.414 0.001000 increaseLambda: 0.414 0.000000 113: time = 0.414000 loss = 6.023140 testLoss 6.910871 COND^2: lambda = -2.5298 min = 16.0000 max = 2,559,348,100.0000 alpha = -0.782023 lossBound = -0.000076 W1 = 0.001208 N1 = 0.000135 deltaLoss = -0.000202 Updating 5 features NewtonStep: 0.659 0.002000 increaseLambda: 0.659 0.000000 171: time = 0.659000 loss = 6.014287 testLoss 6.984152 CHLA_COND^2: lambda = 1.1541 min = 1.0000 max = 81.0000 alpha = 0.038435 lossBound = -0.000023 W1 = 0.069400 N1 = 0.079044 deltaLoss = -0.000033 Updating 9 features NewtonStep: 0.416 0.002000 increaseLambda: 0.416 0.000000 114: time = 0.416000 loss = 6.022749 testLoss 6.910670 PTL: lambda = 2.3165 min = 1.0000 max = 4,865.0000 alpha = 0.684726 lossBound = -0.000053 W1 = 0.019681 N1 = 0.021255 deltaLoss = -0.000391 Updating 4 features NewtonStep: 0.661 0.002000 increaseLambda: 0.661 0.000000 Undoing contribution: was 0.011305312438028287 now 0.011273063598440209 172: time = 0.661000 loss = 6.014255 testLoss 6.983285 CHLA_COND: lambda = 1.0223 min = 1.0000 max = 9.0000 alpha = -0.036088 lossBound = -0.000017 W1 = 0.104050 N1 = 0.113971 deltaLoss = -0.000032 Updating 8 features NewtonStep: 0.418 0.002000 increaseLambda: 0.418 0.000000 115: time = 0.418000 loss = 6.022471 testLoss 6.909523 ANC^2: lambda = -2.5597 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.692813 lossBound = -0.000118 W1 = 0.001827 N1 = 0.000695 deltaLoss = -0.000278 Updating 4 features NewtonStep: 0.663 0.002000 increaseLambda: 0.664 0.001000 173: time = 0.664000 loss = 6.014226 testLoss 6.984747 CHLA_COND^2: lambda = 1.1901 min = 1.0000 max = 81.0000 alpha = 0.035982 lossBound = -0.000020 W1 = 0.069396 N1 = 0.079044 deltaLoss = -0.000029 Updating 8 features Making features NewtonStep: 0.42 0.002000 increaseLambda: 0.42 0.000000 Undoing: newLoss 6.022370115828182, oldLoss 6.022470669615945, deltaLossBound -1.0055527528065548E-4 increaseLambda: 0.421 0.001000 Search: 0.421 0.000000 increaseLambda: 0.421 0.000000 116: time = 0.421000 loss = 6.022370 testLoss 6.916880 'PTL_COND__rev lambda = 0.3199 alpha = 0.029431 lossBound = -0.000101 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000101 Updating 4 features NewtonStep: 0.665 0.001000 increaseLambda: 0.666 0.001000 Undoing contribution: was 0.011273063598440209 now 0.011244770871845772 174: time = 0.666000 loss = 6.014198 testLoss 6.983936 CHLA_COND: lambda = 0.9885 min = 1.0000 max = 9.0000 alpha = -0.033795 lossBound = -0.000015 W1 = 0.104047 N1 = 0.113971 deltaLoss = -0.000028 Updating 7 features NewtonStep: 0.423 0.002000 increaseLambda: 0.423 0.000000 Undoing: newLoss 6.022332980746157, oldLoss 6.0223701143406645, deltaLossBound -3.718314359183676E-5 increaseLambda: 0.423 0.000000 Search: 0.423 0.000000 Updating 4 features NewtonStep: 0.668 0.002000 increaseLambda: 0.424 0.001000 Undoing contribution: was 0.1406214132008803 now 0.14058423005728773 increaseLambda: 0.668 0.000000 117: time = 0.424000 loss = 6.022333 testLoss 6.905118 'NTL_COND lambda = -1.6351 alpha = 0.072481 lossBound = -0.000037 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000037 175: time = 0.668000 loss = 6.014172 testLoss 6.985307 CHLA_COND^2: lambda = 1.2238 min = 1.0000 max = 81.0000 alpha = 0.033700 lossBound = -0.000018 W1 = 0.069393 N1 = 0.079044 deltaLoss = -0.000025 Updating 9 features NewtonStep: 0.425 0.001000 Updating 3 features NewtonStep: 0.67 0.002000 increaseLambda: 0.426 0.001000 118: time = 0.426000 loss = 6.022284 testLoss 6.907029 CHLA_COND^2: lambda = 2.3771 min = 1.0000 max = 81.0000 alpha = 0.047316 lossBound = -0.000035 W1 = 0.069415 N1 = 0.079044 deltaLoss = -0.000049 increaseLambda: 0.67 0.000000 Undoing contribution: was 0.011244770871845772 now 0.011219930063028733 176: time = 0.670000 loss = 6.014148 testLoss 6.984550 CHLA_COND: lambda = 0.9568 min = 1.0000 max = 9.0000 alpha = -0.031660 lossBound = -0.000013 W1 = 0.104045 N1 = 0.113971 deltaLoss = -0.000025 Updating 9 features NewtonStep: 0.428 0.002000 Updating 4 features NewtonStep: 0.672 0.002000 increaseLambda: 0.428 0.000000 119: time = 0.428000 loss = 6.021904 testLoss 6.933826 NTL_COND^2: lambda = -1.0367 min = 1.0000 max = 9.0000 alpha = -0.134355 lossBound = -0.000135 W1 = 0.128719 N1 = 0.121324 deltaLoss = -0.000380 Updating 25 features Newton: returning 0.0153679752803715 Updating 6 features Loss was 6.021904096988508, now 6.021898002260116, delta -0.000006 parallelUpdate: 0.429 0.001000 Updating 8 features NewtonStep: 0.445 0.029000 increaseLambda: 0.672 0.000000 177: time = 0.674000 loss = 6.014125 testLoss 6.985835 CHLA_COND^2: lambda = 1.2554 min = 1.0000 max = 81.0000 alpha = 0.031574 lossBound = -0.000016 W1 = 0.069390 N1 = 0.079044 deltaLoss = -0.000022 Updating 7 features NewtonStep: 0.431 0.002000 increaseLambda: 0.431 0.000000 Undoing: newLoss 6.021784381900167, oldLoss 6.021898002260116, deltaLossBound -1.1412402060633603E-4 increaseLambda: 0.432 0.001000 increaseLambda: 0.447 0.002000 109: time = 0.447000 loss = 6.023050 testLoss 6.990198 TURB_COND: lambda = -1.9534 min = 1.0000 max = 3.0000 alpha = -0.076197 lossBound = -0.000090 W1 = 0.082524 N1 = 0.073529 deltaLoss = -0.000144 Search: 0.432 0.000000 makeFeatures: max memory 1908932608, total allocated 641728512, free 139480672, used 502247840, increment -37561536 Daphnia_lumholtzi TURB_COND: Updating 3 features NewtonStep: 0.676 0.002000 Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 increaseLambda: 0.432 0.000000 Undoing contribution: was 0.14058448626142558 now 0.1404703622408203 121: time = 0.432000 loss = 6.021784 testLoss 6.916198 'NTL_COND lambda = -1.5065 alpha = 0.128112 lossBound = -0.000114 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000114 increaseLambda: 0.676 0.000000 Undoing contribution: was 0.011219930063028733 now 0.011198104560183714 178: time = 0.676000 loss = 6.014103 testLoss 6.985127 CHLA_COND: lambda = 0.9272 min = 1.0000 max = 9.0000 alpha = -0.029670 lossBound = -0.000011 W1 = 0.104043 N1 = 0.113971 deltaLoss = -0.000022 Updating 5 features NewtonStep: 0.449 0.002000 Updating 7 features NewtonStep: 0.434 0.002000 increaseLambda: 0.449 0.000000 Undoing: newLoss 6.022917860233119, oldLoss 6.023049984607659, deltaLossBound -1.3212740812387877E-4 increaseLambda: 0.434 0.000000 Updating 2 features NewtonStep: 0.678 0.002000 122: time = 0.434000 loss = 6.021676 testLoss 6.912885 'CHLA__rev lambda = -0.3201 alpha = -0.041133 lossBound = -0.000064 W1 = 0.310113 N1 = 0.279805 deltaLoss = -0.000108 increaseLambda: 0.449 0.000000 increaseLambda: 0.679 0.001000 Search: 0.45 0.001000 179: time = 0.679000 loss = 6.014084 testLoss 6.986333 CHLA_COND^2: lambda = 1.2850 min = 1.0000 max = 81.0000 alpha = 0.029593 lossBound = -0.000014 W1 = 0.069388 N1 = 0.079044 deltaLoss = -0.000020 Updating 30 features increaseLambda: 0.45 0.000000 Undoing contribution: was 0.004175730271852995 now 0.004043602863728257 110: time = 0.450000 loss = 6.022918 testLoss 6.981492 'PTL_COND__rev lambda = 0.2763 alpha = -0.033833 lossBound = -0.000132 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000132 Newton: returning 0.6582133798419783 Updating 4 features Loss was 6.014083835184321, now 6.013806687917114, delta -0.000277 parallelUpdate: 0.68 0.001000 Updating 10 features increaseLambda: 0.436 0.002000 Undoing contribution: was 0.017238057336403045 now 0.01712954961291846 123: time = 0.436000 loss = 6.021567 testLoss 6.913412 (URBAN=0.0) lambda = -0.1137 alpha = 0.030057 lossBound = -0.000109 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000109 Updating 4 features NewtonStep: 0.682 0.002000 increaseLambda: 0.682 0.000000 Undoing contribution: was 0.019271989597053944 now 0.019134670891568333 181: time = 0.682000 loss = 6.013669 testLoss 6.988312 'DOC__rev lambda = 0.3452 alpha = -0.086770 lossBound = -0.000021 W1 = 0.612164 N1 = 0.626905 deltaLoss = -0.000137 Updating 10 features increaseLambda: 0.439 0.003000 Undoing contribution: was 0.098571068982646 now 0.09853195143144866 124: time = 0.439000 loss = 6.021528 testLoss 6.913737 (LAKE_ORIGIN=0.0) lambda = -0.5482 alpha = 0.029524 lossBound = -0.000039 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000039 Updating 4 features NewtonStep: 0.684 0.002000 Updating 6 features NewtonStep: 0.455 0.005000 increaseLambda: 0.685 0.001000 Undoing contribution: was 0.011198104560183714 now 0.01117072991029549 182: time = 0.685000 loss = 6.013642 testLoss 6.987519 CHLA_COND: lambda = 0.7641 min = 1.0000 max = 9.0000 alpha = -0.033075 lossBound = -0.000014 W1 = 0.104047 N1 = 0.113971 deltaLoss = -0.000027 increaseLambda: 0.456 0.001000 111: time = 0.456000 loss = 6.020129 testLoss 7.006599 NTL: lambda = -4.7308 min = 5.0000 max = 26,100.0000 alpha = -4.730797 lossBound = -0.000083 W1 = 0.027940 N1 = 0.027624 deltaLoss = -0.002789 Updating 8 features NewtonStep: 0.441 0.002000 increaseLambda: 0.441 0.000000 Undoing: newLoss 6.021497005335358, oldLoss 6.021527904487588, deltaLossBound -3.161529102283021E-5 increaseLambda: 0.441 0.000000 Search: 0.442 0.001000 increaseLambda: 0.442 0.000000 Undoing contribution: was 9.657804589852726E-4 now 9.341651679619157E-4 125: time = 0.442000 loss = 6.021496 testLoss 6.913968 ANC_COND: lambda = -0.2849 min = 1.0000 max = 2.0000 alpha = 0.262568 lossBound = -0.000032 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000032 Updating 5 features NewtonStep: 0.686 0.001000 increaseLambda: 0.687 0.001000 183: time = 0.687000 loss = 6.013629 testLoss 6.988510 CHLA_COND^2: lambda = 1.4720 min = 1.0000 max = 81.0000 alpha = 0.024246 lossBound = -0.000010 W1 = 0.069382 N1 = 0.079044 deltaLoss = -0.000013 Updating 9 features NewtonStep: 0.444 0.002000 Updating 5 features NewtonStep: 0.459 0.003000 increaseLambda: 0.444 0.000000 126: time = 0.444000 loss = 6.021438 testLoss 6.914617 'ANC__rev lambda = -0.5140 alpha = -0.075290 lossBound = -0.000028 W1 = 0.043077 N1 = 0.028343 deltaLoss = -0.000058 Updating 5 features NewtonStep: 0.689 0.002000 increaseLambda: 0.46 0.001000 Undoing contribution: was 0.016301503577422008 now 0.01410451945781345 112: time = 0.460000 loss = 6.017932 testLoss 6.946293 NTL_COND: lambda = -0.1064 min = 1.0000 max = 3.0000 alpha = 0.275566 lossBound = -0.000993 W1 = 0.172093 N1 = 0.161765 deltaLoss = -0.002197 increaseLambda: 0.689 0.000000 Undoing contribution: was 0.003076251871481681 now 0.002944499632081474 184: time = 0.689000 loss = 6.013497 testLoss 6.988298 PTL: lambda = 3.3342 min = 1.0000 max = 4,865.0000 alpha = -0.290870 lossBound = -0.000019 W1 = 0.019379 N1 = 0.021255 deltaLoss = -0.000132 Updating 9 features NewtonStep: 0.446 0.002000 increaseLambda: 0.446 0.000000 127: time = 0.446000 loss = 6.021361 testLoss 6.926844 NTL_COND^2: lambda = -1.1019 min = 1.0000 max = 9.0000 alpha = -0.060826 lossBound = -0.000028 W1 = 0.128633 N1 = 0.121324 deltaLoss = -0.000077 Updating 7 features NewtonStep: 0.462 0.002000 Updating 5 features NewtonStep: 0.691 0.002000 increaseLambda: 0.462 0.000000 113: time = 0.462000 loss = 6.016739 testLoss 6.943786 'TURB__rev lambda = -0.9162 alpha = -0.231597 lossBound = -0.000330 W1 = 0.769867 N1 = 0.748154 deltaLoss = -0.001193 increaseLambda: 0.691 0.000000 185: time = 0.691000 loss = 6.013438 testLoss 6.990950 'COND__rev lambda = -0.4478 alpha = -0.041852 lossBound = -0.000019 W1 = 0.703511 N1 = 0.677996 deltaLoss = -0.000059 Updating 5 features NewtonStep: 0.693 0.002000 Updating 5 features increaseLambda: 0.693 0.000000 Undoing contribution: was 0.01117072991029549 now 0.01115012109934171 NewtonStep: 0.464 0.002000 Updating 6 features 186: time = 0.693000 loss = 6.013417 testLoss 6.990265 CHLA_COND: lambda = 0.7354 min = 1.0000 max = 9.0000 NewtonStep: 0.449 0.003000 alpha = -0.028707 lossBound = -0.000011 W1 = 0.104042 N1 = 0.113971 deltaLoss = -0.000021 increaseLambda: 0.465 0.001000 Undoing: newLoss 6.016398376841539, oldLoss 6.016738675234645, deltaLossBound -3.40314314894204E-4 increaseLambda: 0.45 0.001000 Undoing: newLoss 6.021316899874222, oldLoss 6.0213611460754715, deltaLossBound -4.424652918879495E-5 increaseLambda: 0.465 0.000000 increaseLambda: 0.45 0.000000 Search: 0.465 0.000000 Search: 0.45 0.000000 increaseLambda: 0.466 0.001000 114: time = 0.466000 loss = 6.016398 testLoss 6.957151 'PTL_COND__rev lambda = 0.3304 alpha = 0.054085 lossBound = -0.000340 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000340 increaseLambda: 0.451 0.001000 Undoing contribution: was 0.0029986475793498516 now 0.002954401050162632 128: time = 0.451000 loss = 6.021317 testLoss 6.921842 'PTL_COND__rev lambda = 0.3033 alpha = -0.019566 lossBound = -0.000044 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000044 Updating 4 features NewtonStep: 0.695 0.002000 increaseLambda: 0.696 0.001000 187: time = 0.696000 loss = 6.013399 testLoss 6.989518 'PTL__rev lambda = -0.1258 alpha = -0.017841 lossBound = -0.000009 W1 = 0.355703 N1 = 0.326615 deltaLoss = -0.000018 Updating 7 features NewtonStep: 0.453 0.002000 Updating 5 features increaseLambda: 0.454 0.001000 Undoing: newLoss 6.0219407096858255, oldLoss 6.021316899546284, deltaLossBound -2.0558220334733073E-5 NewtonStep: 0.698 0.002000 increaseLambda: 0.454 0.000000 increaseLambda: 0.698 0.000000 Undoing contribution: was 0.0023890135573979435 now 0.0023610966226304967 188: time = 0.698000 loss = 6.013371 testLoss 6.987118 'NTL__rev lambda = -0.9257 alpha = 0.079806 lossBound = -0.000011 W1 = 0.023618 N1 = 0.011802 deltaLoss = -0.000028 Search: 0.454 0.000000 increaseLambda: 0.455 0.001000 129: time = 0.455000 loss = 6.021182 testLoss 6.918113 COND: lambda = -1.0474 min = 4.0000 max = 50,590.0000 alpha = -1.047448 lossBound = -0.000021 W1 = 0.009189 N1 = 0.008479 deltaLoss = -0.000135 Updating 5 features NewtonStep: 0.7 0.002000 Updating 7 features NewtonStep: 0.456 0.001000 increaseLambda: 0.7 0.000000 Undoing: newLoss 6.014299723397037, oldLoss 6.0133712540085975, deltaLossBound -7.742279628108667E-6 Updating 4 features NewtonStep: 0.473 0.007000 increaseLambda: 0.473 0.000000 Undoing: newLoss 6.038978308233823, oldLoss 6.016398360919752, deltaLossBound -2.3551925204221805E-4 increaseLambda: 0.474 0.001000 Search: 0.474 0.000000 increaseLambda: 0.459 0.003000 130: time = 0.459000 loss = 6.020746 testLoss 6.917890 PTL: lambda = 3.1063 min = 1.0000 max = 4,865.0000 alpha = 0.770995 lossBound = -0.000052 W1 = 0.019680 N1 = 0.021255 deltaLoss = -0.000436 increaseLambda: 0.474 0.000000 115: time = 0.474000 loss = 6.015736 testLoss 6.968843 'COND__rev lambda = -0.1907 alpha = -0.190712 lossBound = -0.000236 W1 = 0.700483 N1 = 0.677996 deltaLoss = -0.000662 Updating 5 features NewtonStep: 0.476 0.002000 increaseLambda: 0.477 0.001000 116: time = 0.477000 loss = 6.015323 testLoss 6.991461 TURB_COND: lambda = -2.0798 min = 1.0000 max = 3.0000 alpha = -0.126363 lossBound = -0.000258 W1 = 0.082670 N1 = 0.073529 deltaLoss = -0.000413 Updating 7 features NewtonStep: 0.462 0.003000 increaseLambda: 0.462 0.000000 Undoing: newLoss 6.020707684422771, oldLoss 6.020745978893419, deltaLossBound -3.829469304220546E-5 increaseLambda: 0.463 0.001000 Search: 0.463 0.000000 increaseLambda: 0.463 0.000000 131: time = 0.463000 loss = 6.020708 testLoss 6.922456 'PTL_COND__rev lambda = 0.3215 alpha = 0.018171 lossBound = -0.000038 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000038 Updating 6 features Reducing newton stepsize from -0.04473003343299412 to -0.020229108425130586 NewtonStep: 0.479 0.002000 increaseLambda: 0.479 0.000000 Undoing: newLoss 6.015238330951257, oldLoss 6.015322668645969, deltaLossBound -8.433769471267658E-5 increaseLambda: 0.479 0.000000 Search: 0.479 0.000000 Updating 7 features NewtonStep: 0.465 0.002000 increaseLambda: 0.48 0.001000 Undoing contribution: was 0.05939174916699077 now 0.05930741147227838 117: time = 0.480000 loss = 6.015238 testLoss 6.986589 'TURB_COND__rev lambda = 0.0000 alpha = -0.020229 lossBound = -0.000084 W1 = 0.857247 N1 = 0.882353 deltaLoss = -0.000084 increaseLambda: 0.465 0.000000 Undoing contribution: was 0.19472288277764568 now 0.19469439757014448 132: time = 0.465000 loss = 6.020679 testLoss 6.922769 'PTL__rev lambda = -0.6129 alpha = 0.028840 lossBound = -0.000016 W1 = 0.145381 N1 = 0.122951 deltaLoss = -0.000028 Updating 7 features Updating 7 features NewtonStep: 0.467 0.002000 increaseLambda: 0.482 0.002000 Undoing contribution: was 0.01993601514077792 now 0.01988385970943618 increaseLambda: 0.467 0.000000 Undoing contribution: was 2.474404740854975E-4 now 1.8534618266570778E-4 118: time = 0.482000 loss = 6.015186 testLoss 6.986978 (URBAN=0.0) lambda = -0.1354 alpha = 0.020832 lossBound = -0.000052 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000052 133: time = 0.467000 loss = 6.020617 testLoss 6.922475 'NTL__rev lambda = 0.0658 alpha = -0.042709 lossBound = -0.000019 W1 = 0.343168 N1 = 0.365210 deltaLoss = -0.000062 increaseLambda: 0.713 0.013000 Search: 0.713 0.000000 increaseLambda: 0.713 0.000000 189: time = 0.713000 loss = 6.013364 testLoss 6.986988 ANC_COND: lambda = -0.1220 min = 1.0000 max = 2.0000 alpha = -0.121974 lossBound = -0.000008 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000008 Updating 5 features NewtonStep: 0.485 0.003000 increaseLambda: 0.486 0.001000 Undoing: newLoss 6.039135394423054, oldLoss 6.015186175519915, deltaLossBound -4.1540683962040066E-5 increaseLambda: 0.486 0.000000 Updating 6 features NewtonStep: 0.715 0.002000 Search: 0.486 0.000000 increaseLambda: 0.715 0.000000 190: time = 0.715000 loss = 6.013353 testLoss 6.987852 CHLA_COND^2: lambda = 1.4931 min = 1.0000 max = 81.0000 alpha = 0.021099 lossBound = -0.000007 W1 = 0.069380 N1 = 0.079044 deltaLoss = -0.000010 increaseLambda: 0.487 0.001000 119: time = 0.487000 loss = 6.015042 testLoss 6.986348 'TURB__rev lambda = -0.0870 alpha = -0.087049 lossBound = -0.000042 W1 = 0.771273 N1 = 0.749584 deltaLoss = -0.000144 Updating 32 features Newton: returning 0.21505462375125273 Updating 7 features Loss was 6.015042160802399, now 6.014331718795305, delta -0.000710 parallelUpdate: 0.488 0.001000 Updating 5 features NewtonStep: 0.717 0.002000 increaseLambda: 0.718 0.001000 191: time = 0.718000 loss = 6.013341 testLoss 6.985969 'CHLA__rev lambda = -0.2098 alpha = -0.015535 lossBound = -0.000008 W1 = 0.179137 N1 = 0.152846 deltaLoss = -0.000012 Updating 8 features increaseLambda: 0.491 0.003000 Undoing contribution: was 0.0962631881851781 now 0.09578496962404692 121: time = 0.491000 loss = 6.013854 testLoss 7.004914 (LAKE_ORIGIN=0.0) lambda = -0.3508 alpha = 0.104259 lossBound = -0.000478 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000478 34 samples Density: max memory 1908932608, total allocated 641728512, free 91563624, used 550164888, increment 47917048 linearPredictor: max memory 1908932608, total allocated 641728512, free 91563624, used 550164888, increment 0 FeaturedSpace: max memory 1908932608, total allocated 641728512, free 91563624, used 550164888, increment 0 Sequential: max memory 1908932608, total allocated 641728512, free 91563624, used 550164888, increment 0 Initial loss: 7.023758954738443 Initial test loss: 7.023758954738443 Updating 6 features NewtonStep: 0.493 0.002000 Updating 5 features NewtonStep: 0.722 0.004000 increaseLambda: 0.493 0.000000 122: time = 0.493000 loss = 6.013202 testLoss 7.039209 NTL_COND^2: lambda = -0.9226 min = 1.0000 max = 9.0000 alpha = -0.172772 lossBound = -0.000237 W1 = 0.128805 N1 = 0.121324 deltaLoss = -0.000652 increaseLambda: 0.722 0.000000 Undoing contribution: was 0.011960826865655005 now 0.011945529529804521 192: time = 0.722000 loss = 6.013326 testLoss 6.984684 'COND__rev lambda = -0.3203 alpha = 0.018500 lossBound = -0.000006 W1 = 0.625263 N1 = 0.596381 deltaLoss = -0.000015 Updating 28 features increaseLambda: 0.002 0.002000 0: time = 0.002000 loss = 7.009281 testLoss 7.008778 (LAKE_ORIGIN=0.0) lambda = -0.0407 alpha = -0.040711 lossBound = -0.307792 W1 = 0.451165 N1 = 0.088235 deltaLoss = -0.014478 Updating 6 features NewtonStep: 0.495 0.002000 Updating 7 features NewtonStep: 0.724 0.002000 increaseLambda: 0.495 0.000000 Undoing contribution: was 4.4013311735109645E-4 now 8.703443804410077E-5 123: time = 0.495000 loss = 6.012849 testLoss 7.038276 'NTL__rev lambda = 0.0685 alpha = -0.101078 lossBound = -0.000106 W1 = 0.350990 N1 = 0.373105 deltaLoss = -0.000353 increaseLambda: 0.724 0.000000 Undoing: newLoss 6.013318650964934, oldLoss 6.013325969088425, deltaLossBound -7.319941428254569E-6 increaseLambda: 0.725 0.001000 Search: 0.725 0.000000 Updating 28 features increaseLambda: 0.725 0.000000 Undoing contribution: was 0.13606245888297838 now 0.13605513894155027 193: time = 0.725000 loss = 6.013319 testLoss 6.979508 'NTL_COND lambda = -1.3334 alpha = 0.031951 lossBound = -0.000007 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000007 increaseLambda: 0.005 0.003000 1: time = 0.005000 loss = 6.995490 testLoss 6.994495 (LAKE_ORIGIN=0.0) lambda = -0.0806 alpha = -0.039897 lossBound = -0.293314 W1 = 0.441307 N1 = 0.088235 deltaLoss = -0.013790 Updating 8 features NewtonStep: 0.497 0.002000 increaseLambda: 0.497 0.000000 Undoing contribution: was 0.011356179247845172 now 0.01109016235515627 124: time = 0.497000 loss = 6.012583 testLoss 7.032774 'COND__rev lambda = -0.2373 alpha = 0.076285 lossBound = -0.000102 W1 = 0.625194 N1 = 0.596381 deltaLoss = -0.000266 Updating 7 features NewtonStep: 0.727 0.002000 Updating 28 features increaseLambda: 0.727 0.000000 194: time = 0.727000 loss = 6.013302 testLoss 6.980911 'COND__rev lambda = -0.4697 alpha = -0.021911 lossBound = -0.000005 W1 = 0.703527 N1 = 0.677996 deltaLoss = -0.000016 increaseLambda: 0.007 0.002000 2: time = 0.007000 loss = 6.982356 testLoss 6.980879 (LAKE_ORIGIN=0.0) lambda = -0.1197 alpha = -0.039099 lossBound = -0.279524 W1 = 0.431690 N1 = 0.088235 deltaLoss = -0.013134 Updating 5 features Updating 28 features NewtonStep: 0.73 0.003000 Updating 9 features NewtonStep: 0.501 0.004000 increaseLambda: 0.73 0.000000 Undoing contribution: was 0.011945529529804521 now 0.011927787771160969 195: time = 0.730000 loss = 6.013285 testLoss 6.979527 'COND__rev lambda = -0.3004 alpha = 0.019913 lossBound = -0.000007 W1 = 0.625262 N1 = 0.596381 deltaLoss = -0.000018 increaseLambda: 0.009 0.002000 3: time = 0.009000 loss = 6.969849 testLoss 6.967898 (LAKE_ORIGIN=0.0) lambda = -0.1580 alpha = -0.038317 lossBound = -0.266390 W1 = 0.422315 N1 = 0.088235 deltaLoss = -0.012507 increaseLambda: 0.501 0.000000 125: time = 0.501000 loss = 6.012375 testLoss 7.031700 COND^2: lambda = -2.1358 min = 16.0000 max = 2,559,348,100.0000 alpha = -0.807413 lossBound = -0.000076 W1 = 0.001208 N1 = 0.000135 deltaLoss = -0.000208 Updating 6 features NewtonStep: 0.488 0.021000 increaseLambda: 0.488 0.000000 134: time = 0.488000 loss = 6.020572 testLoss 6.931929 NTL_COND^2: lambda = -1.1489 min = 1.0000 max = 9.0000 alpha = -0.046960 lossBound = -0.000016 W1 = 0.128623 N1 = 0.121324 deltaLoss = -0.000045 Updating 6 features NewtonStep: 0.732 0.002000 increaseLambda: 0.733 0.001000 Undoing contribution: was 0.04530179055645705 now 0.04528905849976899 196: time = 0.733000 loss = 6.013272 testLoss 6.975253 TURB_COND: lambda = -2.3602 min = 1.0000 max = 3.0000 alpha = 0.023375 lossBound = -0.000008 W1 = 0.082450 N1 = 0.073529 deltaLoss = -0.000013 Updating 8 features NewtonStep: 0.504 0.003000 increaseLambda: 0.504 0.000000 Undoing contribution: was 0.04222810935077037 now 0.04217070418935931 126: time = 0.504000 loss = 6.012317 testLoss 7.022470 TURB_COND: lambda = -2.1481 min = 1.0000 max = 3.0000 alpha = 0.050327 lossBound = -0.000036 W1 = 0.082477 N1 = 0.073529 deltaLoss = -0.000057 Updating 5 features NewtonStep: 0.489 0.001000 increaseLambda: 0.49 0.001000 Undoing: newLoss 6.020550699236347, oldLoss 6.0205716963173845, deltaLossBound -2.1012520056887143E-5 increaseLambda: 0.49 0.000000 Search: 0.49 0.000000 Updating 7 features NewtonStep: 0.734 0.001000 increaseLambda: 0.491 0.001000 Undoing contribution: was 0.1404703622408203 now 0.14044934972076303 135: time = 0.491000 loss = 6.020551 testLoss 6.923119 'NTL_COND lambda = -1.4522 alpha = 0.054328 lossBound = -0.000021 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000021 increaseLambda: 0.735 0.001000 Undoing contribution: was 9.88256010789199E-4 now 9.577608797768122E-4 197: time = 0.735000 loss = 6.013241 testLoss 6.975698 ANC^2: lambda = -1.6490 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.378865 lossBound = -0.000010 W1 = 0.001714 N1 = 0.000695 deltaLoss = -0.000030 Updating 8 features NewtonStep: 0.506 0.002000 increaseLambda: 0.506 0.000000 127: time = 0.506000 loss = 6.012234 testLoss 7.035244 NTL_COND^2: lambda = -0.9862 min = 1.0000 max = 9.0000 alpha = -0.063565 lossBound = -0.000030 W1 = 0.128634 N1 = 0.121324 deltaLoss = -0.000084 Updating 7 features NewtonStep: 0.736 0.001000 increaseLambda: 0.737 0.001000 Undoing contribution: was 0.002944499632081474 now 0.0028698471430678584 198: time = 0.737000 loss = 6.013167 testLoss 6.975561 PTL: lambda = 3.1080 min = 1.0000 max = 4,865.0000 alpha = -0.226193 lossBound = -0.000010 W1 = 0.019346 N1 = 0.021255 deltaLoss = -0.000075 Updating 6 features NewtonStep: 0.493 0.002000 increaseLambda: 0.494 0.001000 Undoing contribution: was 0.002757823788237351 now 0.0027346754824495944 136: time = 0.494000 loss = 6.020528 testLoss 6.923531 COND^2: lambda = -2.1071 min = 16.0000 max = 2,559,348,100.0000 alpha = 0.406234 lossBound = -0.000007 W1 = 0.001145 N1 = 0.000135 deltaLoss = -0.000023 Updating 6 features NewtonStep: 0.509 0.003000 increaseLambda: 0.51 0.001000 Undoing contribution: was 0.0018578276581102155 now 0.001747731110460064 128: time = 0.510000 loss = 6.012123 testLoss 7.022241 TURB_COND^2: lambda = -0.1837 min = 1.0000 max = 9.0000 alpha = 0.078273 lossBound = -0.000064 W1 = 0.070660 N1 = 0.062500 deltaLoss = -0.000110 Updating 4 features NewtonStep: 0.739 0.002000 increaseLambda: 0.739 0.000000 Undoing contribution: was 9.577608797768122E-4 now 9.257831008915062E-4 199: time = 0.739000 loss = 6.013135 testLoss 6.976016 ANC^2: lambda = -1.2607 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.388359 lossBound = -0.000010 W1 = 0.001715 N1 = 0.000695 deltaLoss = -0.000032 Updating 7 features NewtonStep: 0.497 0.003000 increaseLambda: 0.497 0.000000 137: time = 0.497000 loss = 6.020448 testLoss 6.922906 ANC^2: lambda = -3.0016 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.435135 lossBound = -0.000030 W1 = 0.001735 N1 = 0.000695 deltaLoss = -0.000079 Updating 7 features NewtonStep: 0.742 0.003000 increaseLambda: 0.742 0.000000 200: time = 0.742000 loss = 6.013119 testLoss 6.977403 'COND__rev lambda = -0.4914 alpha = -0.021666 lossBound = -0.000005 W1 = 0.703527 N1 = 0.677996 deltaLoss = -0.000016 Updating 6 features NewtonStep: 0.513 0.003000 increaseLambda: 0.513 0.000000 129: time = 0.513000 loss = 6.012046 testLoss 7.032361 TURB_COND: lambda = -2.2040 min = 1.0000 max = 3.0000 alpha = -0.055948 lossBound = -0.000048 W1 = 0.082487 N1 = 0.073529 deltaLoss = -0.000077 Updating 7 features NewtonStep: 0.499 0.002000 increaseLambda: 0.499 0.000000 Undoing contribution: was 0.0027346754824495944 now 0.002714804033909607 138: time = 0.499000 loss = 6.020429 testLoss 6.923278 COND^2: lambda = -1.7416 min = 16.0000 max = 2,559,348,100.0000 alpha = 0.365457 lossBound = -0.000006 W1 = 0.001144 N1 = 0.000135 deltaLoss = -0.000020 Updating 7 features NewtonStep: 0.744 0.002000 increaseLambda: 0.744 0.000000 Undoing contribution: was 0.011927787771160969 now 0.011911228049551892 Updating 6 features 201: time = 0.744000 loss = 6.013102 testLoss 6.976066 'COND__rev lambda = -0.2812 NewtonStep: 0.515 0.002000 Updating 7 features NewtonStep: 0.501 0.002000 increaseLambda: 0.501 0.000000 139: time = 0.501000 loss = 6.020329 testLoss 6.921730 COND: lambda = -1.4695 min = 4.0000 max = 50,590.0000 alpha = -0.422102 lossBound = -0.000010 W1 = 0.009526 N1 = 0.008479 deltaLoss = -0.000100 Updating 28 features Updating 5 features NewtonStep: 0.503 0.002000 increaseLambda: 0.026 0.017000 4: time = 0.026000 loss = 6.957939 testLoss 6.955525 (LAKE_ORIGIN=1.0) lambda = 0.0376 alpha = 0.037551 lossBound = -0.253882 W1 = 0.586818 N1 = 0.911765 deltaLoss = -0.011910 increaseLambda: 0.503 0.000000 Undoing contribution: was 0.002714804033909607 now 0.00264541752346919 140: time = 0.503000 loss = 6.020260 testLoss 6.922460 COND^2: lambda = -0.9955 min = 16.0000 max = 2,559,348,100.0000 alpha = 0.746053 lossBound = -0.000022 W1 = 0.001170 N1 = 0.000135 deltaLoss = -0.000069 Updating 28 features Updating 6 features NewtonStep: 0.505 0.002000 increaseLambda: 0.505 0.000000 increaseLambda: 0.028 0.002000 141: time = 0.505000 loss = 6.020163 testLoss 6.920958 COND: lambda = -1.8792 min = 4.0000 max = 50,590.0000 5: time = 0.028000 loss = 6.946599 testLoss 6.943731 alpha = -0.409696 lossBound = -0.000010 W1 = 0.009525 N1 = 0.008479 deltaLoss = -0.000096 (LAKE_ORIGIN=0.0) lambda = -0.1948 alpha = -0.036800 lossBound = -0.241973 W1 = 0.404289 N1 = 0.088235 deltaLoss = -0.011340 Updating 6 features NewtonStep: 0.507 0.002000 Updating 28 features increaseLambda: 0.507 0.000000 Undoing: newLoss 6.041612019805722, oldLoss 6.020163385073699, deltaLossBound -2.3455693452804102E-5 increaseLambda: 0.522 0.007000 Undoing contribution: was 0.01811760697968525 now 0.01784561796234998 increaseLambda: 0.507 0.000000 130: time = 0.522000 loss = 6.011774 testLoss 7.029506 'DOC__rev lambda = 0.5095 alpha = -0.122711 lossBound = -0.000043 W1 = 0.617865 N1 = 0.632645 deltaLoss = -0.000272 Search: 0.507 0.000000 increaseLambda: 0.508 0.001000 142: time = 0.508000 loss = 6.020098 testLoss 6.924783 'COND__rev lambda = -0.0600 alpha = -0.060050 lossBound = -0.000023 W1 = 0.702564 N1 = 0.677996 deltaLoss = -0.000065 Updating 6 features NewtonStep: 0.524 0.002000 increaseLambda: 0.524 0.000000 Undoing contribution: was 0.001747731110460064 now 0.0016728987826972225 Updating 5 features 131: time = 0.524000 loss = 6.011699 testLoss 7.018892 NewtonStep: 0.509 0.001000 TURB_COND^2: lambda = -0.1197 min = 1.0000 max = 9.0000 alpha = 0.063987 lossBound = -0.000044 W1 = 0.070636 N1 = 0.062500 deltaLoss = -0.000075 increaseLambda: 0.51 0.001000 Undoing contribution: was 0.011073162959753585 now 0.01102384816901814 143: time = 0.510000 loss = 6.020049 testLoss 6.922452 'COND__rev lambda = -0.4900 alpha = 0.033248 lossBound = -0.000019 W1 = 0.625253 N1 = 0.596381 deltaLoss = -0.000049 alpha = 0.019238 lossBound = -0.000006 W1 = 0.625262 N1 = 0.596381 deltaLoss = -0.000017 increaseLambda: 0.034 0.006000 Updating 5 features 6: time = 0.034000 loss = 6.935803 testLoss 6.932489 (LAKE_ORIGIN=0.0) lambda = -0.2309 alpha = -0.036064 lossBound = -0.230633 W1 = 0.395634 N1 = 0.088235 deltaLoss = -0.010797 NewtonStep: 0.526 0.002000 increaseLambda: 0.527 0.001000 Undoing contribution: was 0.02774333882375934 now 0.027648714443223806 132: time = 0.527000 loss = 6.011605 testLoss 7.018846 'TURB__rev lambda = -0.1119 alpha = 0.049839 lossBound = -0.000048 W1 = 0.187562 N1 = 0.164242 deltaLoss = -0.000095 Updating 7 features NewtonStep: 0.756 0.012000 Updating 5 features NewtonStep: 0.513 0.003000 increaseLambda: 0.757 0.001000 Updating 28 features 202: time = 0.757000 loss = 6.013086 testLoss 6.977442 'COND__rev lambda = -0.5128 alpha = -0.021485 lossBound = -0.000005 W1 = 0.703527 N1 = 0.677996 deltaLoss = -0.000016 increaseLambda: 0.513 0.000000 Undoing contribution: was 0.00264541752346919 now 0.002603768543777468 144: time = 0.513000 loss = 6.020007 testLoss 6.922998 COND^2: lambda = -0.4468 min = 16.0000 max = 2,559,348,100.0000 alpha = 0.548741 lossBound = -0.000013 W1 = 0.001155 N1 = 0.000135 deltaLoss = -0.000042 increaseLambda: 0.036 0.002000 Updating 7 features NewtonStep: 0.528 0.001000 7: time = 0.036000 loss = 6.925524 testLoss 6.921774 (LAKE_ORIGIN=1.0) lambda = 0.0729 alpha = 0.035342 lossBound = -0.219836 W1 = 0.612785 N1 = 0.911765 deltaLoss = -0.010279 increaseLambda: 0.529 0.001000 133: time = 0.529000 loss = 6.011565 testLoss 7.026175 TURB_COND: lambda = -2.2445 min = 1.0000 max = 3.0000 alpha = -0.040430 lossBound = -0.000025 W1 = 0.082466 N1 = 0.073529 deltaLoss = -0.000040 Updating 7 features NewtonStep: 0.514 0.001000 Updating 7 features NewtonStep: 0.759 0.002000 increaseLambda: 0.515 0.001000 145: time = 0.515000 loss = 6.019917 testLoss 6.921536 COND: lambda = -2.2792 min = 4.0000 max = 50,590.0000 alpha = -0.399941 lossBound = -0.000009 W1 = 0.009522 N1 = 0.008479 deltaLoss = -0.000090 increaseLambda: 0.759 0.000000 Undoing contribution: was 0.011911228049551892 now 0.011895836041748464 Updating 28 features 203: time = 0.759000 loss = 6.013071 testLoss 6.976154 'COND__rev lambda = -0.2626 alpha = 0.018545 lossBound = -0.000006 W1 = 0.625263 N1 = 0.596381 deltaLoss = -0.000015 Updating 7 features NewtonStep: 0.53 0.001000 increaseLambda: 0.038 0.002000 8: time = 0.038000 loss = 6.915738 testLoss 6.911561 (LAKE_ORIGIN=1.0) lambda = 0.1075 alpha = 0.034635 lossBound = -0.209557 W1 = 0.620970 N1 = 0.911765 deltaLoss = -0.009786 increaseLambda: 0.531 0.001000 Undoing contribution: was 0.0016728987826972225 now 0.0016098113054549596 134: time = 0.531000 loss = 6.011502 testLoss 7.016477 TURB_COND^2: lambda = -0.0612 min = 1.0000 max = 9.0000 alpha = 0.058494 lossBound = -0.000037 W1 = 0.070628 N1 = 0.062500 deltaLoss = -0.000063 Updating 5 features Reducing newton stepsize from 0.6558260948782759 to 0.44680624027278804 NewtonStep: 0.516 0.001000 increaseLambda: 0.517 0.001000 Undoing contribution: was 0.002603768543777468 now 0.0025489540412289512 146: time = 0.517000 loss = 6.019862 testLoss 6.921960 COND^2: lambda = 0.0000 min = 16.0000 max = 2,559,348,100.0000 alpha = 0.446806 lossBound = -0.000018 W1 = 0.001086 N1 = 0.000135 deltaLoss = -0.000055 Updating 6 features Updating 8 features NewtonStep: 0.765 0.006000 Updating 5 features NewtonStep: 0.536 0.005000 increaseLambda: 0.765 0.000000 204: time = 0.765000 loss = 6.013056 testLoss 6.977480 'COND__rev lambda = -0.5335 alpha = -0.020699 lossBound = -0.000005 W1 = 0.703527 N1 = 0.677996 deltaLoss = -0.000015 Updating 4 features NewtonStep: 0.522 0.005000 increaseLambda: 0.522 0.000000 increaseLambda: 0.045 0.007000 9: time = 0.045000 loss = 6.906422 testLoss 6.901826 (LAKE_ORIGIN=1.0) lambda = 0.1415 alpha = 0.033943 lossBound = -0.199771 W1 = 0.628926 N1 = 0.911765 deltaLoss = -0.009316 increaseLambda: 0.537 0.001000 147: time = 0.522000 loss = 6.019828 testLoss 6.923981 'COND__rev lambda = -0.0918 alpha = -0.031718 lossBound = -0.000011 W1 = 0.703520 N1 = 0.677996 deltaLoss = -0.000034 Updating 7 features NewtonStep: 0.767 0.002000 Updating 2 features increaseLambda: 0.768 0.001000 Undoing contribution: was 0.0028698471430678584 now 0.0028271038152671156 NewtonStep: 0.524 0.002000 205: time = 0.768000 loss = 6.013013 testLoss 6.977390 PTL: lambda = 2.9354 min = 1.0000 max = 4,865.0000 alpha = -0.172530 lossBound = -0.000006 W1 = 0.019327 N1 = 0.021255 deltaLoss = -0.000043 Updating 6 features increaseLambda: 0.524 0.000000 Undoing contribution: was 0.19469439757014448 now 0.19468018251709338 148: time = 0.524000 loss = 6.019814 testLoss 6.924206 'PTL__rev lambda = -0.5925 alpha = 0.020318 lossBound = -0.000008 W1 = 0.145375 N1 = 0.122951 deltaLoss = -0.000014 increaseLambda: 0.047 0.002000 10: time = 0.047000 loss = 6.864612 testLoss 6.857963 (LAKE_ORIGIN=1.0) lambda = 0.3078 alpha = 0.166320 lossBound = -0.190455 W1 = 0.666841 N1 = 0.911765 deltaLoss = -0.041810 Updating 6 features NewtonStep: 0.769 0.001000 Updating 3 features NewtonStep: 0.525 0.001000 increaseLambda: 0.526 0.001000 Updating 6 features increaseLambda: 0.77 0.001000 149: time = 0.526000 loss = 6.019743 testLoss 6.922887 COND: lambda = -2.6429 min = 4.0000 max = 50,590.0000 alpha = -0.363739 lossBound = -0.000007 W1 = 0.009513 N1 = 0.008479 deltaLoss = -0.000071 Updating 26 features 206: time = 0.770000 loss = 6.013003 testLoss 6.976819 'PTL__rev lambda = -0.1396 alpha = -0.013726 lossBound = -0.000005 W1 = 0.355702 N1 = 0.326615 deltaLoss = -0.000011 increaseLambda: 0.049 0.002000 11: time = 0.049000 loss = 6.832244 testLoss 6.823747 (LAKE_ORIGIN=1.0) lambda = 0.4575 alpha = 0.149688 lossBound = -0.148645 W1 = 0.699227 N1 = 0.911765 deltaLoss = -0.032368 Newton: returning 0.11896867123060535 Updating 4 features Loss was 6.019743174173557, now 6.019706694018745, delta -0.000036 parallelUpdate: 0.527 0.001000 Updating 6 features increaseLambda: 0.772 0.002000 207: time = 0.772000 loss = 6.012999 testLoss 6.976688 (URBAN=1.0) lambda = 0.5392 alpha = 0.005985 lossBound = -0.000004 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000004 Updating 4 features NewtonStep: 0.528 0.001000 Updating 5 features NewtonStep: 0.052 0.003000 increaseLambda: 0.529 0.001000 Undoing contribution: was 9.831666409966014E-4 now 9.342350461397412E-4 151: time = 0.529000 loss = 6.019658 testLoss 6.921937 ANC^2: lambda = -2.5594 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.494771 lossBound = -0.000016 W1 = 0.001731 N1 = 0.000695 deltaLoss = -0.000049 increaseLambda: 0.052 0.000000 Undoing: newLoss 6.813793068979806, oldLoss 6.83224367002155, deltaLossBound -0.13896137713437098 increaseLambda: 0.052 0.000000 Search: 0.052 0.000000 increaseLambda: 0.053 0.001000 12: time = 0.053000 loss = 6.794368 testLoss 6.828849 'NTL_COND lambda = -0.2657 Updating 5 features NewtonStep: 0.774 0.002000 135: time = 0.545000 loss = 6.011437 testLoss 7.025707 TURB_COND: lambda = -2.2955 min = 1.0000 max = 3.0000 alpha = -0.050994 lossBound = -0.000041 W1 = 0.082480 N1 = 0.073529 deltaLoss = -0.000064 increaseLambda: 0.774 0.000000 Undoing contribution: was 0.01115012109934171 now 0.011141012310915072 Updating 5 features NewtonStep: 0.53 0.001000 208: time = 0.774000 loss = 6.012989 testLoss 6.976234 CHLA_COND: lambda = 0.7162 min = 1.0000 max = 9.0000 alpha = -0.019213 lossBound = -0.000005 W1 = 0.104034 N1 = 0.113971 deltaLoss = -0.000009 increaseLambda: 0.531 0.001000 Undoing contribution: was 1.8534618266570778E-4 now 1.6332648107027513E-4 152: time = 0.531000 loss = 6.019636 testLoss 6.921777 'NTL__rev lambda = 0.0355 alpha = -0.025442 lossBound = -0.000007 W1 = 0.343167 N1 = 0.365210 deltaLoss = -0.000022 alpha = -0.265681 lossBound = -0.138961 W1 = 0.140208 N1 = 0.007353 deltaLoss = -0.037876 Updating 6 features NewtonStep: 0.547 0.002000 increaseLambda: 0.547 0.000000 Undoing contribution: was 0.0016098113054549596 now 0.0015504086840518222 136: time = 0.547000 loss = 6.011378 testLoss 7.016318 Updating 5 features increaseLambda: 0.056 0.003000 13: time = 0.056000 loss = 6.772307 testLoss 6.804730 (URBAN=1.0) lambda = 0.0973 alpha = 0.097293 lossBound = -0.116668 W1 = 0.381133 N1 = 0.617647 deltaLoss = -0.022061 Updating 6 features NewtonStep: 0.779 0.005000 increaseLambda: 0.779 0.000000 Undoing contribution: was 9.257831008915062E-4 now 9.157725486083933E-4 Updating 5 features 209: time = 0.779000 loss = 6.012979 testLoss 6.976480 ANC^2: lambda = -1.0568 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.203844 lossBound = -0.000003 W1 = 0.001701 N1 = 0.000695 deltaLoss = -0.000010 Updating 31 features increaseLambda: 0.059 0.003000 14: time = 0.059000 loss = 6.748002 testLoss 6.778784 (LAKE_ORIGIN=1.0) lambda = 0.5904 alpha = 0.132936 lossBound = -0.112740 W1 = 0.729954 N1 = 0.911765 deltaLoss = -0.024305 Updating 5 features NewtonStep: 0.537 0.006000 Reducing stepsize from 1.7786087635230465 to 1.0011346893047495 Newton: returning 1.0011346893047495 Updating 6 features increaseLambda: 0.537 0.000000 Undoing: newLoss 6.021356852006296, oldLoss 6.019635742722293, deltaLossBound -5.775446284170777E-6 Updating 5 features NewtonStep: 0.06 0.001000 increaseLambda: 0.538 0.001000 increaseLambda: 0.061 0.001000 Undoing: newLoss 6.7359022539473274, oldLoss 6.748002064681441, deltaLossBound -0.0983203958890434 Search: 0.538 0.000000 Loss was 6.012979398453015, now 6.012356412892261, delta -0.000623 parallelUpdate: 0.782 0.003000 increaseLambda: 0.538 0.000000 153: time = 0.538000 loss = 6.019249 testLoss 6.922439 DOC: lambda = -1.6353 min = 0.3400 max = 290.5700 alpha = -1.635320 lossBound = -0.000006 W1 = 0.017923 N1 = 0.016866 deltaLoss = -0.000387 Updating 5 features Updating 6 features NewtonStep: 0.784 0.002000 NewtonStep: 0.54 0.002000 increaseLambda: 0.784 0.000000 increaseLambda: 0.54 0.000000 Undoing contribution: was 0.017867422109157274 now 0.0176321148004588 211: time = 0.784000 loss = 6.012296 testLoss 6.969339 154: time = 0.540000 loss = 6.019014 testLoss 6.919835 CHLA_COND^2: lambda = 1.7539 min = 1.0000 max = 81.0000 alpha = 0.052488 lossBound = -0.000043 W1 = 0.069425 N1 = 0.079044 deltaLoss = -0.000060 TURB_COND^2: lambda = -0.0045 min = 1.0000 max = 9.0000 alpha = 0.056642 lossBound = -0.000035 W1 = 0.070626 N1 = 0.062500 deltaLoss = -0.000059 'DOC__rev lambda = 0.4634 alpha = -0.112554 lossBound = -0.000038 W1 = 0.617875 N1 = 0.632645 deltaLoss = -0.000235 Updating 5 features NewtonStep: 0.786 0.002000 increaseLambda: 0.786 0.000000 Undoing contribution: was 0.011895836041748464 now 0.01184817841143524 212: time = 0.786000 loss = 6.012248 testLoss 6.967061 'COND__rev lambda = -0.1044 alpha = 0.032494 lossBound = -0.000018 W1 = 0.625254 N1 = 0.596381 deltaLoss = -0.000048 Updating 5 features NewtonStep: 0.558 0.011000 increaseLambda: 0.558 0.000000 Updating 5 features NewtonStep: 0.543 0.003000 137: time = 0.558000 loss = 6.011316 testLoss 7.025322 TURB_COND: lambda = -2.3452 min = 1.0000 max = 3.0000 alpha = -0.049738 lossBound = -0.000039 W1 = 0.082478 N1 = 0.073529 deltaLoss = -0.000061 increaseLambda: 0.543 0.000000 Undoing contribution: was 0.009464585459938118 now 0.00944469128053827 155: time = 0.543000 loss = 6.018994 testLoss 6.920568 'PTL__rev lambda = -1.1717 alpha = 0.018827 lossBound = -0.000010 W1 = 0.363541 N1 = 0.334334 deltaLoss = -0.000020 Updating 6 features NewtonStep: 0.788 0.002000 increaseLambda: 0.789 0.001000 Undoing contribution: was 0.1903433049371996 now 0.19033066435604268 213: time = 0.789000 loss = 6.012236 testLoss 6.967276 'PTL__rev lambda = -0.8471 alpha = 0.019209 lossBound = -0.000007 W1 = 0.145374 N1 = 0.122951 deltaLoss = -0.000013 Updating 4 features NewtonStep: 0.545 0.002000 increaseLambda: 0.545 0.000000 Updating 5 features NewtonStep: 0.56 0.002000 156: time = 0.545000 loss = 6.018988 testLoss 6.921206 CHLA_COND^2: lambda = 2.3976 min = 1.0000 max = 81.0000 alpha = 0.015532 lossBound = -0.000004 W1 = 0.069376 N1 = 0.079044 deltaLoss = -0.000006 increaseLambda: 0.561 0.001000 138: time = 0.561000 loss = 6.011279 testLoss 7.026988 CHLA_COND^2: lambda = 0.5376 min = 1.0000 max = 81.0000 alpha = 0.041109 lossBound = -0.000026 W1 = 0.069403 N1 = 0.079044 deltaLoss = -0.000037 increaseLambda: 0.061 0.000000 Search: 0.069 0.008000 increaseLambda: 0.069 0.000000 15: time = 0.069000 loss = 6.722046 testLoss 6.791148 'NTL_COND lambda = -0.5026 alpha = -0.236886 lossBound = -0.098320 W1 = 0.111776 N1 = 0.007353 deltaLoss = -0.025956 Updating 7 features NewtonStep: 0.791 0.002000 Updating 5 features NewtonStep: 0.547 0.002000 increaseLambda: 0.791 0.000000 214: time = 0.791000 loss = 6.012222 testLoss 6.968551 'COND__rev lambda = -0.7364 alpha = -0.019896 lossBound = -0.000005 W1 = 0.703528 N1 = 0.677996 deltaLoss = -0.000014 increaseLambda: 0.547 0.000000 157: time = 0.547000 loss = 6.018985 testLoss 6.920174 'CHLA__rev lambda = -0.2601 alpha = -0.008539 lossBound = -0.000002 W1 = 0.179133 N1 = 0.152846 deltaLoss = -0.000004 Updating 5 features NewtonStep: 0.563 0.002000 increaseLambda: 0.563 0.000000 139: time = 0.563000 loss = 6.011210 testLoss 7.022461 'CHLA__rev lambda = -0.0867 alpha = -0.037014 lossBound = -0.000047 W1 = 0.179163 N1 = 0.152846 deltaLoss = -0.000069 Updating 5 features NewtonStep: 0.071 0.002000 increaseLambda: 0.072 0.001000 Undoing: newLoss 6.686584101219891, oldLoss 6.722045903289251, deltaLossBound -0.10480656696397078 Updating 5 features NewtonStep: 0.549 0.002000 increaseLambda: 0.072 0.000000 Updating 5 features NewtonStep: 0.793 0.002000 Search: 0.072 0.000000 increaseLambda: 0.549 0.000000 Undoing contribution: was 0.01102384816901814 now 0.011017521224292675 158: time = 0.549000 loss = 6.018978 testLoss 6.919346 'COND__rev lambda = -0.4741 alpha = 0.011962 lossBound = -0.000002 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000006 increaseLambda: 0.793 0.000000 Undoing contribution: was 0.01184817841143524 now 0.01183810326687571 215: time = 0.793000 loss = 6.012212 testLoss 6.967512 'COND__rev lambda = -0.0894 alpha = 0.014985 lossBound = -0.000004 W1 = 0.625264 N1 = 0.596381 deltaLoss = -0.000010 increaseLambda: 0.072 0.000000 16: time = 0.072000 loss = 6.678973 testLoss 6.745369 'PTL__rev lambda = -0.2291 alpha = -0.229123 lossBound = -0.104807 W1 = 0.318438 N1 = 0.122951 deltaLoss = -0.043073 Updating 7 features NewtonStep: 0.565 0.002000 increaseLambda: 0.565 0.000000 Undoing: newLoss 6.011849099234182, oldLoss 6.011209850344682, deltaLossBound -2.0382369610735094E-5 increaseLambda: 0.565 0.000000 Search: 0.566 0.001000 Updating 4 features NewtonStep: 0.551 0.002000 increaseLambda: 0.566 0.000000 140: time = 0.566000 loss = 6.011064 testLoss 7.018736 COND: lambda = -1.0430 min = 4.0000 max = 50,590.0000 alpha = -1.043006 lossBound = -0.000020 W1 = 0.009210 N1 = 0.008479 deltaLoss = -0.000146 increaseLambda: 0.551 0.000000 Updating 5 features 159: time = 0.551000 loss = 6.018958 testLoss 6.920903 NewtonStep: 0.795 0.002000 Updating 5 features increaseLambda: 0.795 0.000000 Undoing contribution: was 0.04528905849976899 now 0.045283379898766234 216: time = 0.796000 loss = 6.012206 testLoss 6.964679 TURB_COND: lambda = -2.3238 min = 1.0000 max = 3.0000 alpha = 0.015512 lossBound = -0.000004 W1 = 0.082446 N1 = 0.073529 deltaLoss = -0.000006 increaseLambda: 0.075 0.003000 17: time = 0.075000 loss = 6.662156 testLoss 6.726760 (URBAN=0.0) lambda = -0.0847 alpha = -0.084716 lossBound = -0.088570 W1 = 0.591833 N1 = 0.382353 deltaLoss = -0.016817 Updating 7 features NewtonStep: 0.568 0.002000 Updating 5 features increaseLambda: 0.569 0.001000 Undoing contribution: was 3.635507464276168E-4 now 1.1031333827153504E-4 141: time = 0.569000 loss = 6.010811 testLoss 7.020495 COND^2: lambda = -0.2581 min = 16.0000 max = 2,559,348,100.0000 alpha = 1.877735 lossBound = -0.000093 W1 = 0.001345 N1 = 0.000135 deltaLoss = -0.000253 increaseLambda: 0.077 0.002000 18: time = 0.077000 loss = 6.644944 testLoss 6.708128 (LAKE_ORIGIN=0.0) lambda = -0.3459 alpha = -0.115047 lossBound = -0.080855 W1 = 0.239507 N1 = 0.088235 deltaLoss = -0.017213 'COND__rev lambda = -0.1270 alpha = -0.024336 lossBound = -0.000007 W1 = 0.703525 N1 = 0.677996 deltaLoss = -0.000020 Updating 6 features Updating 7 features NewtonStep: 0.57 0.001000 NewtonStep: 0.555 0.004000 Updating 6 features NewtonStep: 0.079 0.002000 increaseLambda: 0.571 0.001000 increaseLambda: 0.556 0.001000 Undoing contribution: was 0.011017521224292675 now 0.01099802499011449 142: time = 0.571000 loss = 6.010600 testLoss 7.018377 COND: lambda = -1.5990 min = 4.0000 max = 50,590.0000 alpha = -0.555949 lossBound = -0.000024 W1 = 0.009577 N1 = 0.008479 deltaLoss = -0.000210 160: time = 0.556000 loss = 6.018939 testLoss 6.919445 'COND__rev lambda = -0.4532 alpha = 0.020956 lossBound = -0.000007 W1 = 0.625261 N1 = 0.596381 deltaLoss = -0.000019 increaseLambda: 0.079 0.000000 Undoing: newLoss 6.635331140188844, oldLoss 6.644943505609924, deltaLossBound -0.07731299527436453 increaseLambda: 0.079 0.000000 Search: 0.079 0.000000 increaseLambda: 0.08 0.001000 19: time = 0.080000 loss = 6.624990 testLoss 6.723466 'NTL_COND lambda = -0.7207 alpha = -0.218167 lossBound = -0.077313 W1 = 0.096112 N1 = 0.007353 deltaLoss = -0.019953 Updating 6 features NewtonStep: 0.557 0.001000 Updating 7 features NewtonStep: 0.573 0.002000 increaseLambda: 0.558 0.001000 161: time = 0.558000 loss = 6.018920 testLoss 6.920941 'COND__rev lambda = -0.1504 alpha = -0.023388 lossBound = -0.000006 W1 = 0.703526 N1 = 0.677996 deltaLoss = -0.000019 increaseLambda: 0.573 0.000000 143: time = 0.573000 loss = 6.010476 testLoss 7.022196 'COND__rev lambda = -0.2926 alpha = -0.060880 lossBound = -0.000041 W1 = 0.703487 N1 = 0.677996 deltaLoss = -0.000125 Updating 5 features NewtonStep: 0.082 0.002000 increaseLambda: 0.082 0.000000 Undoing: newLoss 6.5576140751070895, oldLoss 6.624990469684082, deltaLossBound -0.08155820284030152 Updating 5 features NewtonStep: 0.559 0.001000 increaseLambda: 0.56 0.001000 Undoing contribution: was 0.01099802499011449 now 0.010979917624989849 162: time = 0.560000 loss = 6.018902 testLoss 6.919537 'COND__rev lambda = -0.4330 alpha = 0.020193 lossBound = -0.000007 W1 = 0.625262 N1 = 0.596381 deltaLoss = -0.000018 increaseLambda: 0.083 0.001000 Search: 0.083 0.000000 increaseLambda: 0.083 0.000000 20: time = 0.083000 loss = 6.533519 testLoss 6.623942 'PTL__rev lambda = -0.9110 alpha = -0.681886 lossBound = -0.081558 W1 = 0.240182 N1 = 0.122951 deltaLoss = -0.091471 Updating 7 features NewtonStep: 0.805 0.009000 Updating 7 features increaseLambda: 0.805 0.000000 Undoing contribution: was 0.011141012310915072 now 0.01113591609987435 NewtonStep: 0.561 0.001000 217: time = 0.805000 loss = 6.012201 testLoss 6.964342 CHLA_COND: lambda = 0.4906 min = 1.0000 max = 9.0000 alpha = -0.014349 lossBound = -0.000003 W1 = 0.104031 N1 = 0.113971 deltaLoss = -0.000005 increaseLambda: 0.562 0.001000 163: time = 0.562000 loss = 6.018885 testLoss 6.920980 'COND__rev lambda = -0.1729 alpha = -0.022529 lossBound = -0.000006 W1 = 0.703526 N1 = 0.677996 deltaLoss = -0.000017 Updating 5 features NewtonStep: 0.085 0.002000 increaseLambda: 0.086 0.001000 Undoing: newLoss 6.506522187954236, oldLoss 6.533519416108319, deltaLossBound -0.0729590285155976 increaseLambda: 0.086 0.000000 Search: 0.086 0.000000 Updating 6 features NewtonStep: 0.807 0.002000 Updating 5 features NewtonStep: 0.563 0.001000 increaseLambda: 0.086 0.000000 increaseLambda: 0.807 0.000000 Updating 8 features NewtonStep: 0.578 0.005000 increaseLambda: 0.564 0.001000 164: time = 0.564000 loss = 6.018867 testLoss 6.926876 NTL_COND^2: lambda = -1.1915 min = 1.0000 max = 9.0000 alpha = -0.029240 lossBound = -0.000006 W1 = 0.128615 N1 = 0.121324 deltaLoss = -0.000018 increaseLambda: 0.579 0.001000 Undoing contribution: was 0.0060207538162486635 now 0.005967216253044632 144: time = 0.579000 loss = 6.010422 testLoss 7.022397 'TURB__rev lambda = -0.9320 alpha = 0.044891 lossBound = -0.000016 W1 = 0.770418 N1 = 0.748154 deltaLoss = -0.000054 218: time = 0.807000 loss = 6.012193 testLoss 6.965095 CHLA_COND^2: lambda = 1.7723 min = 1.0000 max = 81.0000 alpha = 0.018367 lossBound = -0.000006 W1 = 0.069378 N1 = 0.079044 deltaLoss = -0.000008 Updating 5 features NewtonStep: 0.565 0.001000 Updating 10 features NewtonStep: 0.581 0.002000 increaseLambda: 0.566 0.001000 Undoing: newLoss 6.0188623260177945, oldLoss 6.018867135184214, deltaLossBound -4.809170162870598E-6 increaseLambda: 0.566 0.000000 increaseLambda: 0.581 0.000000 Undoing: newLoss 6.01040540330995, oldLoss 6.010422171334302, deltaLossBound -1.6777790303611553E-5 Updating 5 features 21: time = 0.086000 loss = 6.485014 testLoss 6.690726 NewtonStep: 0.81 0.003000 Search: 0.566 0.000000 increaseLambda: 0.581 0.000000 increaseLambda: 0.567 0.001000 Search: 0.582 0.001000 'NTL_COND lambda = -1.4334 alpha = -0.712693 lossBound = -0.072959 W1 = 0.058453 N1 = 0.007353 deltaLoss = -0.048505 Undoing contribution: was 0.0029926957432059157 now 0.002987886573040706 165: time = 0.567000 loss = 6.018862 testLoss 6.925238 'PTL_COND__rev lambda = 0.3152 alpha = -0.006447 lossBound = -0.000005 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000005 increaseLambda: 0.582 0.000000 Undoing contribution: was 0.1369349265490575 now 0.13691814875875466 145: time = 0.582000 loss = 6.010405 testLoss 7.014535 'NTL_COND lambda = -1.6126 alpha = 0.048501 lossBound = -0.000017 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000017 Updating 4 features NewtonStep: 0.568 0.001000 Updating 6 features increaseLambda: 0.569 0.001000 Undoing contribution: was 0.010979917624989849 now 0.010966884878260036 increaseLambda: 0.092 0.006000 increaseLambda: 0.811 0.001000 Undoing contribution: was 0.01113591609987435 now 0.011128531801230685 22: time = 0.092000 loss = 6.451578 testLoss 6.652374 (URBAN=1.0) lambda = 0.3297 alpha = 0.232436 lossBound = -0.060000 W1 = 0.481514 N1 = 0.617647 deltaLoss = -0.033436 219: time = 0.813000 loss = 6.012186 testLoss 6.964689 CHLA_COND: lambda = 0.4734 min = 1.0000 max = 9.0000 alpha = -0.017237 lossBound = -0.000004 W1 = 0.104033 N1 = 0.113971 deltaLoss = -0.000007 Updating 10 features Reducing newton stepsize from 0.04096515288791568 to 0.03873021647982419 NewtonStep: 0.584 0.002000 increaseLambda: 0.584 0.000000 Undoing contribution: was 0.01410451945781345 now 0.014051744852587991 146: time = 0.584000 loss = 6.010353 testLoss 7.006315 NTL_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = 0.038730 lossBound = -0.000024 W1 = 0.171350 N1 = 0.161765 deltaLoss = -0.000053 166: time = 0.569000 loss = 6.018849 testLoss 6.924049 'COND__rev lambda = -0.4158 alpha = 0.017137 lossBound = -0.000005 W1 = 0.625263 N1 = 0.596381 deltaLoss = -0.000013 Updating 6 features NewtonStep: 0.815 0.002000 increaseLambda: 0.815 0.000000 220: time = 0.815000 loss = 6.012179 testLoss 6.965395 CHLA_COND^2: lambda = 1.7895 min = 1.0000 max = 81.0000 alpha = 0.017204 lossBound = -0.000005 W1 = 0.069377 N1 = 0.079044 deltaLoss = -0.000007 Updating 8 features increaseLambda: 0.587 0.003000 147: time = 0.587000 loss = 6.010335 testLoss 7.006056 (LAKE_ORIGIN=0.0) lambda = -0.3704 alpha = -0.019587 lossBound = -0.000017 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000017 Updating 5 features increaseLambda: 0.095 0.003000 23: time = 0.095000 loss = 6.424244 testLoss 6.621338 (LAKE_ORIGIN=1.0) lambda = 0.8903 alpha = 0.299878 lossBound = -0.046417 W1 = 0.830764 N1 = 0.911765 deltaLoss = -0.027334 Updating 6 features NewtonStep: 0.817 0.002000 increaseLambda: 0.817 0.000000 Undoing contribution: was 0.011128531801230685 now 0.011122014350472048 221: time = 0.817000 loss = 6.012173 testLoss 6.965014 CHLA_COND: lambda = 0.4572 min = 1.0000 max = 9.0000 alpha = -0.016192 lossBound = -0.000003 W1 = 0.104032 N1 = 0.113971 deltaLoss = -0.000007 Updating 8 features NewtonStep: 0.589 0.002000 increaseLambda: 0.589 0.000000 Undoing contribution: was 0.013781088655970759 now 0.013757539421552263 148: time = 0.589000 loss = 6.010312 testLoss 7.005308 CHLA_COND: lambda = 1.6608 min = 1.0000 max = 9.0000 alpha = -0.031277 lossBound = -0.000012 W1 = 0.104044 N1 = 0.113971 deltaLoss = -0.000024 Updating 7 features NewtonStep: 0.097 0.002000 increaseLambda: 0.098 0.001000 Undoing: newLoss 6.495878543680909, oldLoss 6.424243871326741, deltaLossBound -0.03500732606559958 increaseLambda: 0.098 0.000000 Search: 0.098 0.000000 Updating 7 features NewtonStep: 0.819 0.002000 increaseLambda: 0.098 0.000000 24: time = 0.098000 loss = 6.407267 testLoss 6.626769 'CHLA__rev lambda = 0.5844 alpha = 0.584382 lossBound = -0.035007 W1 = 0.012239 N1 = 0.058824 deltaLoss = -0.016976 increaseLambda: 0.819 0.000000 222: time = 0.819000 loss = 6.012167 testLoss 6.965677 CHLA_COND^2: lambda = 1.8056 min = 1.0000 max = 81.0000 alpha = 0.016162 lossBound = -0.000004 W1 = 0.069376 N1 = 0.079044 deltaLoss = -0.000006 Updating 9 features NewtonStep: 0.591 0.002000 increaseLambda: 0.591 0.000000 149: time = 0.591000 loss = 6.010241 testLoss 7.007622 CHLA_COND^2: lambda = 0.5952 min = 1.0000 max = 81.0000 alpha = 0.057548 lossBound = -0.000050 W1 = 0.069434 N1 = 0.079044 deltaLoss = -0.000071 Updating 32 features Reducing stepsize from 0.8516986325345158 to 0.17943201968247924 Reducing stepsize from 0.17943201968247924 to 0.0178994934429115 Newton: returning 0.0178994934429115 Updating 9 features Updating 7 features NewtonStep: 0.821 0.002000 Loss was 6.010240864450123, now 6.010182879337521, delta -0.000058 parallelUpdate: 0.593 0.002000 increaseLambda: 0.822 0.001000 Undoing contribution: was 0.011122014350472048 now 0.011116259467931761 223: time = 0.822000 loss = 6.012161 testLoss 6.965319 CHLA_COND: lambda = 0.4420 min = 1.0000 max = 9.0000 alpha = -0.015214 lossBound = -0.000003 W1 = 0.104031 N1 = 0.113971 deltaLoss = -0.000006 Updating 7 features NewtonStep: 0.595 0.002000 Updating 6 features NewtonStep: 0.824 0.002000 increaseLambda: 0.595 0.000000 151: time = 0.595000 loss = 6.010056 testLoss 7.024064 NTL_COND^2: lambda = -1.0689 min = 1.0000 max = 9.0000 alpha = -0.078004 lossBound = -0.000046 W1 = 0.128648 N1 = 0.121324 deltaLoss = -0.000127 increaseLambda: 0.824 0.000000 Undoing contribution: was 0.009436645150462913 now 0.009419996883913567 224: time = 0.824000 loss = 6.012144 testLoss 6.959521 NTL_COND^2: lambda = -1.4353 min = 1.0000 max = 9.0000 alpha = 0.028585 lossBound = -0.000006 W1 = 0.128615 N1 = 0.121324 deltaLoss = -0.000017 Updating 6 features NewtonStep: 0.104 0.006000 increaseLambda: 0.104 0.000000 Undoing: newLoss 6.3818518124136805, oldLoss 6.407267453644149, deltaLossBound -0.02966625148088229 increaseLambda: 0.104 0.000000 Search: 0.105 0.001000 Updating 6 features NewtonStep: 0.597 0.002000 increaseLambda: 0.105 0.000000 25: time = 0.105000 loss = 6.374354 testLoss 6.588800 'PTL__rev lambda = -1.3390 alpha = -0.428026 lossBound = -0.029666 W1 = 0.201281 N1 = 0.122951 deltaLoss = -0.032914 Updating 8 features NewtonStep: 0.826 0.002000 increaseLambda: 0.597 0.000000 Undoing contribution: was 0.013757539421552263 now 0.013691982649862862 152: time = 0.597000 loss = 6.009990 testLoss 7.022811 CHLA_COND: lambda = 1.6094 min = 1.0000 max = 9.0000 alpha = -0.051308 lossBound = -0.000034 W1 = 0.104073 N1 = 0.113971 deltaLoss = -0.000066 increaseLambda: 0.826 0.000000 Undoing: newLoss 6.01213259470465, oldLoss 6.012144368167236, deltaLossBound -1.177773830209175E-5 increaseLambda: 0.827 0.001000 Search: 0.827 0.000000 increaseLambda: 0.827 0.000000 225: time = 0.827000 loss = 6.012133 testLoss 6.965989 'NTL_COND lambda = -1.3066 alpha = -0.040059 lossBound = -0.000012 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000012 Updating 7 features NewtonStep: 0.107 0.002000 Updating 6 features NewtonStep: 0.599 0.002000 increaseLambda: 0.107 0.000000 Undoing: newLoss 6.364298123513044, oldLoss 6.374353545696294, deltaLossBound -0.025144321885850713 increaseLambda: 0.599 0.000000 153: time = 0.599000 loss = 6.009949 testLoss 7.024574 CHLA_COND^2: lambda = 0.6411 min = 1.0000 max = 81.0000 increaseLambda: 0.107 0.000000 Search: 0.109 0.002000 Updating 5 features NewtonStep: 0.587 0.018000 increaseLambda: 0.11 0.001000 26: time = 0.110000 loss = 6.358532 testLoss 6.650680 'NTL_COND lambda = -1.9138 alpha = -0.480337 lossBound = -0.025144 W1 = 0.037542 N1 = 0.007353 deltaLoss = -0.015822 increaseLambda: 0.587 0.000000 167: time = 0.587000 loss = 6.018833 testLoss 6.925445 'COND__rev lambda = -0.1947 alpha = -0.021796 lossBound = -0.000005 W1 = 0.703527 N1 = 0.677996 deltaLoss = -0.000016 Updating 4 features NewtonStep: 0.589 0.002000 alpha = 0.043553 lossBound = -0.000029 W1 = 0.069407 N1 = 0.079044 deltaLoss = -0.000041 Updating 8 features increaseLambda: 0.589 0.000000 Undoing contribution: was 0.010966884878260036 now 0.010951149847305391 168: time = 0.589000 loss = 6.018817 testLoss 6.924137 'COND__rev lambda = -0.3970 alpha = 0.018819 lossBound = -0.000006 W1 = 0.625263 N1 = 0.596381 deltaLoss = -0.000016 increaseLambda: 0.112 0.002000 27: time = 0.112000 loss = 6.345754 testLoss 6.634858 (URBAN=0.0) lambda = -0.2287 alpha = -0.143962 lossBound = -0.022907 W1 = 0.474280 N1 = 0.382353 deltaLoss = -0.012777 Updating 6 features NewtonStep: 0.605 0.006000 Updating 2 features NewtonStep: 0.59 0.001000 increaseLambda: 0.606 0.001000 Undoing contribution: was 8.703443804410077E-5 now 9.151548064204095E-6 Updating 7 features increaseLambda: 0.591 0.001000 154: time = 0.606000 loss = 6.009871 testLoss 7.024223 'NTL__rev lambda = 0.0196 alpha = -0.047597 lossBound = -0.000023 W1 = 0.350988 N1 = 0.373105 deltaLoss = -0.000078 169: time = 0.591000 loss = 6.018802 testLoss 6.925481 'COND__rev lambda = -0.2157 alpha = -0.020982 lossBound = -0.000005 W1 = 0.703527 N1 = 0.677996 deltaLoss = -0.000015 Updating 8 features NewtonStep: 0.835 0.008000 increaseLambda: 0.836 0.001000 226: time = 0.836000 loss = 6.012126 testLoss 6.966700 CHLA_COND^2: lambda = 1.8230 min = 1.0000 max = 81.0000 alpha = 0.017337 lossBound = -0.000005 W1 = 0.069377 N1 = 0.079044 deltaLoss = -0.000007 Updating 3 features NewtonStep: 0.592 0.001000 Updating 7 features NewtonStep: 0.607 0.001000 increaseLambda: 0.593 0.001000 Undoing contribution: was 0.010951149847305391 now 0.010936534213610965 170: time = 0.593000 loss = 6.018788 testLoss 6.924222 'COND__rev lambda = -0.3789 alpha = 0.018135 lossBound = -0.000006 W1 = 0.625263 N1 = 0.596381 deltaLoss = -0.000015 increaseLambda: 0.608 0.001000 Undoing contribution: was 0.013691982649862862 now 0.013629939081164206 155: time = 0.608000 loss = 6.009809 testLoss 7.023002 CHLA_COND: lambda = 1.5594 min = 1.0000 max = 9.0000 alpha = -0.050049 lossBound = -0.000032 W1 = 0.104070 N1 = 0.113971 deltaLoss = -0.000062 NewtonStep: 0.114 0.002000 increaseLambda: 0.117 0.003000 Undoing: newLoss 6.331922578838068, oldLoss 6.345754482790569, deltaLossBound -0.016093037130636242 increaseLambda: 0.117 0.000000 Updating 3 features NewtonStep: 0.594 0.001000 Search: 0.117 0.000000 increaseLambda: 0.595 0.001000 171: time = 0.595000 loss = 6.018774 testLoss 6.925518 'COND__rev lambda = -0.2359 alpha = -0.020213 lossBound = -0.000005 W1 = 0.703527 N1 = 0.677996 deltaLoss = -0.000014 increaseLambda: 0.118 0.001000 28: time = 0.118000 loss = 6.336756 testLoss 6.653305 'NTL_COND__rev lambda = 0.1225 alpha = 0.122536 lossBound = -0.016093 W1 = 0.577349 N1 = 0.676471 deltaLoss = -0.008999 Updating 6 features NewtonStep: 0.611 0.003000 Updating 3 features NewtonStep: 0.596 0.001000 increaseLambda: 0.611 0.000000 156: time = 0.611000 loss = 6.009760 testLoss 7.024917 CHLA_COND^2: lambda = 0.6885 min = 1.0000 max = 81.0000 alpha = 0.047387 lossBound = -0.000034 W1 = 0.069414 N1 = 0.079044 deltaLoss = -0.000049 increaseLambda: 0.597 0.001000 Undoing contribution: was 0.010936534213610965 now 0.010922958103434471 172: time = 0.597000 loss = 6.018760 testLoss 6.924305 'COND__rev lambda = -0.3614 alpha = 0.017476 lossBound = -0.000005 W1 = 0.625263 N1 = 0.596381 deltaLoss = -0.000014 Updating 6 features NewtonStep: 0.12 0.002000 increaseLambda: 0.121 0.001000 Undoing: newLoss 6.323766165510443, oldLoss 6.336755521582493, deltaLossBound -0.014592415680933276 increaseLambda: 0.121 0.000000 Search: 0.121 0.000000 Updating 3 features Updating 4 features NewtonStep: 0.613 0.002000 NewtonStep: 0.598 0.001000 increaseLambda: 0.121 0.000000 29: time = 0.121000 loss = 6.320632 testLoss 6.633564 'PTL__rev lambda = -1.6454 alpha = -0.306354 lossBound = -0.014592 W1 = 0.184349 N1 = 0.122951 deltaLoss = -0.016124 Updating 4 features increaseLambda: 0.614 0.001000 Undoing contribution: was 0.013629939081164206 now 0.013581109744813897 increaseLambda: 0.599 0.001000 Newton: returning 0.39470458351110693 Updating 6 features 157: time = 0.614000 loss = 6.009711 testLoss 7.023839 173: time = 0.599000 loss = 6.018747 testLoss 6.925553 CHLA_COND: lambda = 1.5149 min = 1.0000 max = 9.0000 alpha = -0.044441 lossBound = -0.000025 W1 = 0.104061 N1 = 0.113971 deltaLoss = -0.000049 Loss was 6.320631715168669, now 6.292861072753245, delta -0.027771 parallelUpdate: 0.122 0.001000 Updating 8 features NewtonStep: 0.844 0.008000 increaseLambda: 0.844 0.000000 Undoing contribution: was 0.011116259467931761 now 0.011109720517958272 227: time = 0.844000 loss = 6.012119 testLoss 6.966319 CHLA_COND: lambda = 0.4258 min = 1.0000 max = 9.0000 alpha = -0.016219 lossBound = -0.000003 W1 = 0.104032 N1 = 0.113971 deltaLoss = -0.000007 Updating 5 features NewtonStep: 0.615 0.001000 increaseLambda: 0.616 0.001000 158: time = 0.616000 loss = 6.009668 testLoss 7.025633 CHLA_COND^2: lambda = 0.7328 min = 1.0000 max = 81.0000 alpha = 0.044338 lossBound = -0.000030 W1 = 0.069409 N1 = 0.079044 deltaLoss = -0.000043 'COND__rev lambda = -0.2554 alpha = -0.019472 lossBound = -0.000004 W1 = 0.703528 N1 = 0.677996 deltaLoss = -0.000013 Updating 6 features NewtonStep: 0.124 0.002000 increaseLambda: 0.124 0.000000 Undoing: newLoss 6.272462725294339, oldLoss 6.292861072753245, deltaLossBound -0.02515563133904101 increaseLambda: 0.125 0.001000 Search: 0.125 0.000000 increaseLambda: 0.125 0.000000 31: time = 0.125000 loss = 6.278782 testLoss 6.764633 'PTL_COND__rev lambda = 0.1528 alpha = 0.152797 lossBound = -0.025156 W1 = 0.562516 N1 = 0.676471 deltaLoss = -0.014079 Updating 4 features NewtonStep: 0.618 0.002000 Updating 2 features NewtonStep: 0.603 0.004000 increaseLambda: 0.618 0.000000 Undoing contribution: was 0.013581109744813897 now 0.013538476074951884 159: time = 0.618000 loss = 6.009626 testLoss 7.024630 CHLA_COND: lambda = 1.4734 min = 1.0000 max = 9.0000 alpha = -0.041515 lossBound = -0.000022 W1 = 0.104057 N1 = 0.113971 deltaLoss = -0.000043 increaseLambda: 0.603 0.000000 Undoing contribution: was 0.010922958103434471 now 0.010910347490471711 174: time = 0.603000 loss = 6.018735 testLoss 6.924385 'COND__rev lambda = -0.3446 alpha = 0.016841 lossBound = -0.000005 W1 = 0.625263 N1 = 0.596381 deltaLoss = -0.000013 Updating 5 features NewtonStep: 0.127 0.002000 increaseLambda: 0.127 0.000000 Undoing: newLoss 6.272722806182801, oldLoss 6.278782413550087, deltaLossBound -0.011076972135884083 Updating 8 features NewtonStep: 0.849 0.005000 Updating 6 features NewtonStep: 0.62 0.002000 Updating 2 features increaseLambda: 0.128 0.001000 NewtonStep: 0.605 0.002000 increaseLambda: 0.849 0.000000 Search: 0.128 0.000000 228: time = 0.849000 loss = 6.012113 testLoss 6.966983 increaseLambda: 0.62 0.000000 CHLA_COND^2: lambda = 1.8392 min = 1.0000 max = 81.0000 alpha = 0.016187 lossBound = -0.000004 W1 = 0.069376 N1 = 0.079044 deltaLoss = -0.000006 increaseLambda: 0.605 0.000000 160: time = 0.620000 loss = 6.009588 testLoss 7.026308 CHLA_COND^2: lambda = 0.7742 min = 1.0000 max = 81.0000 175: time = 0.605000 loss = 6.018723 testLoss 6.925588 'COND__rev lambda = -0.2742 alpha = -0.018759 lossBound = -0.000004 W1 = 0.703528 N1 = 0.677996 deltaLoss = -0.000012 alpha = 0.041422 lossBound = -0.000027 W1 = 0.069404 N1 = 0.079044 deltaLoss = -0.000038 increaseLambda: 0.128 0.000000 32: time = 0.128000 loss = 6.272593 testLoss 6.784256 'PTL_COND__rev lambda = 0.2547 alpha = 0.101865 lossBound = -0.011077 W1 = 0.587404 N1 = 0.676471 deltaLoss = -0.006189 Updating 2 features NewtonStep: 0.607 0.002000 increaseLambda: 0.607 0.000000 Undoing contribution: was 0.010910347490471711 now 0.010898633622961068 176: time = 0.607000 loss = 6.018711 testLoss 6.924462 Updating 6 features 'COND__rev lambda = -0.3283 alpha = 0.016229 lossBound = -0.000004 W1 = 0.625264 N1 = 0.596381 deltaLoss = -0.000012 Updating 8 features NewtonStep: 0.851 0.002000 increaseLambda: 0.13 0.002000 33: time = 0.130000 loss = 6.267523 testLoss 6.777262 (URBAN=0.0) lambda = -0.3197 alpha = -0.090975 lossBound = -0.009096 W1 = 0.447953 N1 = 0.382353 deltaLoss = -0.005070 increaseLambda: 0.852 0.001000 Undoing contribution: was 0.011109720517958272 now 0.011103947565484879 229: time = 0.852000 loss = 6.012107 testLoss 6.966625 CHLA_COND: lambda = 0.4105 min = 1.0000 max = 9.0000 alpha = -0.015238 lossBound = -0.000003 W1 = 0.104031 N1 = 0.113971 deltaLoss = -0.000006 Updating 2 features NewtonStep: 0.609 0.002000 Updating 5 features NewtonStep: 0.624 0.004000 increaseLambda: 0.609 0.000000 177: time = 0.609000 loss = 6.018700 testLoss 6.925622 'COND__rev lambda = -0.2922 alpha = -0.018073 lossBound = -0.000004 W1 = 0.703528 N1 = 0.677996 deltaLoss = -0.000011 increaseLambda: 0.624 0.000000 Undoing contribution: was 0.013538476074951884 now 0.013501221409722692 Updating 6 features 161: time = 0.624000 loss = 6.009551 testLoss 7.025373 CHLA_COND: lambda = 1.4346 min = 1.0000 max = 9.0000 alpha = -0.038798 lossBound = -0.000019 W1 = 0.104053 N1 = 0.113971 deltaLoss = -0.000037 increaseLambda: 0.132 0.002000 34: time = 0.132000 loss = 6.263070 testLoss 6.771188 (LAKE_ORIGIN=1.0) lambda = 1.0216 alpha = 0.131341 lossBound = -0.007800 W1 = 0.873042 N1 = 0.911765 deltaLoss = -0.004452 Updating 2 features NewtonStep: 0.611 0.002000 increaseLambda: 0.611 0.000000 Undoing contribution: was 0.010898633622961068 now 0.01088775264846365 178: time = 0.611000 loss = 6.018689 testLoss 6.924537 'COND__rev lambda = -0.3127 alpha = 0.015640 lossBound = -0.000004 W1 = 0.625264 N1 = 0.596381 deltaLoss = -0.000011 Updating 5 features NewtonStep: 0.626 0.002000 Updating 8 features NewtonStep: 0.855 0.003000 increaseLambda: 0.626 0.000000 162: time = 0.626000 loss = 6.009518 testLoss 7.026944 CHLA_COND^2: lambda = 0.8129 min = 1.0000 max = 81.0000 alpha = 0.038717 lossBound = -0.000023 W1 = 0.069400 N1 = 0.079044 deltaLoss = -0.000033 Updating 6 features NewtonStep: 0.135 0.003000 increaseLambda: 0.856 0.001000 230: time = 0.856000 loss = 6.012102 testLoss 6.967250 CHLA_COND^2: lambda = 1.8544 min = 1.0000 max = 81.0000 alpha = 0.015210 lossBound = -0.000004 W1 = 0.069375 N1 = 0.079044 deltaLoss = -0.000005 increaseLambda: 0.135 0.000000 35: time = 0.135000 loss = 6.248885 testLoss 6.789488 CHLA_COND^2: lambda = 0.7841 min = 1.0000 max = 81.0000 alpha = 0.784106 lossBound = -0.008424 W1 = 0.064015 N1 = 0.079044 deltaLoss = -0.014185 Updating 2 features NewtonStep: 0.613 0.002000 increaseLambda: 0.613 0.000000 179: time = 0.613000 loss = 6.018679 testLoss 6.925655 'COND__rev lambda = -0.3096 alpha = -0.017412 lossBound = -0.000003 W1 = 0.703529 N1 = 0.677996 deltaLoss = -0.000010 Updating 27 features Updating 4 features NewtonStep: 0.628 0.002000 Reducing stepsize from 1.8123541300777857 to 1.7637882691720677 Reducing stepsize from 1.7637882691720677 to 1.169118034476956 Newton: returning 1.169118034476956 Updating 3 features increaseLambda: 0.629 0.001000 Undoing contribution: was 0.013501221409722692 now 0.01346863716602746 Updating 8 features 163: time = 0.629000 loss = 6.009485 testLoss 7.026072 CHLA_COND: lambda = 1.3983 min = 1.0000 max = 9.0000 alpha = -0.036276 lossBound = -0.000017 W1 = 0.104050 N1 = 0.113971 deltaLoss = -0.000033 Updating 7 features NewtonStep: 0.137 0.002000 Loss was 6.018678522617805, now 6.01801424328093, delta -0.000664 parallelUpdate: 0.614 0.001000 increaseLambda: 0.137 0.000000 Undoing: newLoss 6.245545331346744, oldLoss 6.248885134962096, deltaLossBound -0.006093212337093567 increaseLambda: 0.138 0.001000 Search: 0.138 0.000000 increaseLambda: 0.138 0.000000 36: time = 0.138000 loss = 6.245484 testLoss 6.805285 'PTL_COND__rev lambda = 0.3304 alpha = 0.075758 lossBound = -0.006093 W1 = 0.599998 N1 = 0.676471 deltaLoss = -0.003401 Updating 2 features NewtonStep: 0.616 0.002000 Updating 5 features NewtonStep: 0.631 0.002000 increaseLambda: 0.616 0.000000 increaseLambda: 0.631 0.000000 NewtonStep: 0.858 0.002000 164: time = 0.631000 loss = 6.009456 testLoss 7.027543 CHLA_COND^2: lambda = 0.8491 min = 1.0000 max = 81.0000 alpha = 0.036205 lossBound = -0.000021 W1 = 0.069396 N1 = 0.079044 deltaLoss = -0.000029 increaseLambda: 0.86 0.002000 Undoing contribution: was 0.011103947565484879 now 0.011098848241777587 231: time = 0.861000 loss = 6.012097 testLoss 6.966913 CHLA_COND: lambda = 0.3962 min = 1.0000 max = 9.0000 alpha = -0.014320 lossBound = -0.000003 W1 = 0.104031 N1 = 0.113971 deltaLoss = -0.000005 Updating 8 features NewtonStep: 0.14 0.002000 increaseLambda: 0.14 0.000000 37: time = 0.140000 loss = 6.236660 testLoss 6.761339 'CHLA__rev lambda = -0.2916 alpha = -0.291644 lossBound = -0.006419 W1 = 0.194353 N1 = 0.153039 deltaLoss = -0.008825 Updating 4 features NewtonStep: 0.633 0.002000 increaseLambda: 0.633 0.000000 Undoing contribution: was 0.01346863716602746 now 0.013440113538204219 165: time = 0.633000 loss = 6.009428 testLoss 7.026729 CHLA_COND: lambda = 1.3644 min = 1.0000 max = 9.0000 alpha = -0.033933 lossBound = -0.000015 W1 = 0.104047 N1 = 0.113971 deltaLoss = -0.000029 Updating 8 features NewtonStep: 0.862 0.001000 Undoing contribution: was 0.01088775264846365 now 0.010845843332407018 181: time = 0.619000 loss = 6.017972 testLoss 6.927335 'COND__rev lambda = -0.0749 alpha = 0.030515 lossBound = -0.000016 W1 = 0.625255 N1 = 0.596381 deltaLoss = -0.000042 Updating 7 features NewtonStep: 0.142 0.002000 increaseLambda: 0.863 0.001000 increaseLambda: 0.143 0.001000 232: time = 0.863000 loss = 6.012092 testLoss 6.967500 CHLA_COND^2: lambda = 1.8687 min = 1.0000 max = 81.0000 alpha = 0.014294 lossBound = -0.000003 W1 = 0.069375 N1 = 0.079044 deltaLoss = -0.000005 38: time = 0.143000 loss = 6.225500 testLoss 6.816600 NTL_COND: lambda = -0.3150 min = 1.0000 max = 3.0000 alpha = -0.314976 lossBound = -0.006625 W1 = 0.196345 N1 = 0.161765 deltaLoss = -0.011159 Updating 5 features NewtonStep: 0.635 0.002000 increaseLambda: 0.635 0.000000 Updating 2 features 166: time = 0.635000 loss = 6.009402 testLoss 7.028107 NewtonStep: 0.62 0.001000 CHLA_COND^2: lambda = 0.8830 min = 1.0000 max = 81.0000 alpha = 0.033871 lossBound = -0.000018 W1 = 0.069393 N1 = 0.079044 deltaLoss = -0.000025 increaseLambda: 0.621 0.001000 Undoing contribution: was 0.0017846748633803798 now 0.0017695904874054078 182: time = 0.621000 loss = 6.017957 testLoss 6.925590 'NTL__rev lambda = -0.9643 alpha = 0.058167 lossBound = -0.000006 W1 = 0.023611 N1 = 0.011802 deltaLoss = -0.000015 Updating 8 features NewtonStep: 0.144 0.001000 increaseLambda: 0.145 0.001000 39: time = 0.145000 loss = 6.217158 testLoss 6.813527 'ANC__rev lambda = -0.5608 alpha = -0.560819 lossBound = -0.004793 W1 = 0.050659 N1 = 0.028343 deltaLoss = -0.008342 Updating 7 features NewtonStep: 0.866 0.003000 increaseLambda: 0.866 0.000000 Undoing contribution: was 0.009419996883913567 now 0.009412354023568964 233: time = 0.866000 loss = 6.012085 testLoss 6.963572 NTL_COND^2: lambda = -1.4159 min = 1.0000 max = 9.0000 alpha = 0.019386 lossBound = -0.000003 W1 = 0.128612 N1 = 0.121324 deltaLoss = -0.000008 Updating 3 features NewtonStep: 0.637 0.002000 Updating 2 features NewtonStep: 0.622 0.001000 increaseLambda: 0.638 0.001000 Undoing: newLoss 6.009387383995428, oldLoss 6.009402142191543, deltaLossBound -1.4765729382733978E-5 increaseLambda: 0.623 0.001000 183: time = 0.623000 loss = 6.017949 testLoss 6.924023 'CHLA__rev lambda = -0.2834 alpha = -0.012945 lossBound = -0.000006 W1 = 0.179135 N1 = 0.152846 deltaLoss = -0.000008 increaseLambda: 0.638 0.000000 Search: 0.638 0.000000 Updating 9 features NewtonStep: 0.146 0.001000 increaseLambda: 0.638 0.000000 Undoing contribution: was 0.13691814875875466 now 0.13690338302937236 167: time = 0.638000 loss = 6.009387 testLoss 7.020735 'NTL_COND lambda = -1.5652 alpha = 0.045478 lossBound = -0.000015 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000015 increaseLambda: 0.147 0.001000 Undoing: newLoss 6.216220690657536, oldLoss 6.217158465001863, deltaLossBound -0.0015883750774699792 Updating 8 features increaseLambda: 0.147 0.000000 Search: 0.147 0.000000 Updating 2 features NewtonStep: 0.624 0.001000 increaseLambda: 0.868 0.002000 234: time = 0.868000 loss = 6.012082 testLoss 6.963465 (URBAN=1.0) lambda = 0.5441 alpha = 0.004885 lossBound = -0.000003 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000003 increaseLambda: 0.625 0.001000 Undoing: newLoss 6.017944675104287, oldLoss 6.017948778490366, deltaLossBound -4.103951364143482E-6 increaseLambda: 0.625 0.000000 Search: 0.625 0.000000 Updating 3 features NewtonStep: 0.64 0.002000 increaseLambda: 0.625 0.000000 Undoing contribution: was 0.14044934972076303 now 0.1404452457693985 184: time = 0.625000 loss = 6.017945 testLoss 6.920154 'NTL_COND lambda = -1.3811 alpha = 0.023893 lossBound = -0.000004 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000004 increaseLambda: 0.641 0.001000 Undoing contribution: was 0.013440113538204219 now 0.013413965217353425 168: time = 0.641000 loss = 6.009361 testLoss 7.019957 CHLA_COND: lambda = 1.3319 min = 1.0000 max = 9.0000 alpha = -0.032488 lossBound = -0.000014 W1 = 0.104046 N1 = 0.113971 deltaLoss = -0.000026 Updating 4 features NewtonStep: 0.642 0.001000 Updating 7 features increaseLambda: 0.643 0.001000 169: time = 0.643000 loss = 6.009338 testLoss 7.021283 CHLA_COND^2: lambda = 0.9156 min = 1.0000 max = 81.0000 alpha = 0.032574 lossBound = -0.000017 W1 = 0.069392 N1 = 0.079044 deltaLoss = -0.000024 increaseLambda: 0.151 0.004000 40: time = 0.151000 loss = 6.216158 testLoss 6.812066 ANC_COND: lambda = -0.4598 min = 1.0000 max = 2.0000 alpha = -0.459762 lossBound = -0.001588 W1 = 0.002504 N1 = 0.000000 deltaLoss = -0.001001 increaseLambda: 0.872 0.004000 235: time = 0.872000 loss = 6.012079 testLoss 6.963362 (LAKE_ORIGIN=1.0) lambda = 1.0892 alpha = 0.008107 lossBound = -0.000003 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000003 Updating 3 features NewtonStep: 0.645 0.002000 Updating 8 features Updating 8 features NewtonStep: 0.874 0.002000 increaseLambda: 0.645 0.000000 170: time = 0.645000 loss = 6.009314 testLoss 7.018645 'CHLA__rev lambda = -0.1093 alpha = -0.021704 lossBound = -0.000016 W1 = 0.179142 N1 = 0.152846 deltaLoss = -0.000024 increaseLambda: 0.153 0.002000 41: time = 0.153000 loss = 6.214599 testLoss 6.809438 (URBAN=1.0) lambda = 0.3803 alpha = 0.050609 lossBound = -0.002799 W1 = 0.571917 N1 = 0.617647 deltaLoss = -0.001558 increaseLambda: 0.874 0.000000 Undoing contribution: was 0.011098848241777587 now 0.01109321155141601 236: time = 0.874000 loss = 6.012073 testLoss 6.963008 CHLA_COND: lambda = 0.3812 min = 1.0000 max = 9.0000 alpha = -0.015059 lossBound = -0.000003 W1 = 0.104031 N1 = 0.113971 deltaLoss = -0.000006 Updating 5 features NewtonStep: 0.647 0.002000 Updating 10 features NewtonStep: 0.155 0.002000 Updating 7 features NewtonStep: 0.876 0.002000 increaseLambda: 0.647 0.000000 Undoing contribution: was 0.027648714443223806 now 0.02762740701423105 171: time = 0.647000 loss = 6.009293 testLoss 7.018647 increaseLambda: 0.155 0.000000 42: time = 0.155000 loss = 6.211144 testLoss 6.844789 PTL_COND: lambda = -0.1550 min = 1.0000 max = 3.0000 alpha = -0.155044 lossBound = -0.002734 W1 = 0.247475 N1 = 0.220588 deltaLoss = -0.003455 'TURB__rev lambda = -0.0869 alpha = 0.023607 lossBound = -0.000011 W1 = 0.187535 N1 = 0.164242 deltaLoss = -0.000021 increaseLambda: 0.876 0.000000 237: time = 0.876000 loss = 6.012068 testLoss 6.963638 CHLA_COND^2: lambda = 1.8840 min = 1.0000 max = 81.0000 alpha = 0.015341 lossBound = -0.000004 W1 = 0.069376 N1 = 0.079044 deltaLoss = -0.000005 Updating 4 features NewtonStep: 0.649 0.002000 Updating 8 features NewtonStep: 0.878 0.002000 increaseLambda: 0.649 0.000000 Undoing contribution: was 0.01109016235515627 now 0.011066218842874082 172: time = 0.649000 loss = 6.009269 testLoss 7.017037 'COND__rev lambda = -0.2127 alpha = 0.023109 lossBound = -0.000009 W1 = 0.625260 N1 = 0.596381 deltaLoss = -0.000024 increaseLambda: 0.879 0.001000 Undoing contribution: was 0.01109321155141601 now 0.011088026991669159 238: time = 0.879000 loss = 6.012063 testLoss 6.963299 CHLA_COND: lambda = 0.3667 min = 1.0000 max = 9.0000 alpha = -0.014439 lossBound = -0.000003 W1 = 0.104031 N1 = 0.113971 deltaLoss = -0.000005 Updating 9 features NewtonStep: 0.158 0.003000 Updating 4 features Reducing newton stepsize from -0.03482413147067207 to -0.019604723102941292 NewtonStep: 0.651 0.002000 increaseLambda: 0.652 0.001000 Undoing contribution: was 9.151548064204095E-6 now 0.0 173: time = 0.652000 loss = 6.009235 testLoss 7.016891 'NTL__rev lambda = 0.0000 alpha = -0.019605 lossBound = -0.000013 W1 = 0.352032 N1 = 0.373105 deltaLoss = -0.000034 Updating 7 features NewtonStep: 0.881 0.002000 increaseLambda: 0.16 0.002000 increaseLambda: 0.881 0.000000 43: time = 0.160000 loss = 6.204511 testLoss 6.864718 'COND__rev lambda = -0.3870 alpha = -0.386961 lossBound = -0.002370 W1 = 0.627166 N1 = 0.597545 deltaLoss = -0.006633 239: time = 0.881000 loss = 6.012058 testLoss 6.963891 CHLA_COND^2: lambda = 1.8984 min = 1.0000 max = 81.0000 alpha = 0.014413 lossBound = -0.000003 W1 = 0.069375 N1 = 0.079044 deltaLoss = -0.000005 Updating 30 features Reducing stepsize from 0.5588430323743577 to 0.516490478029126 Newton: returning 0.516490478029126 Updating 9 features Updating 2 features NewtonStep: 0.638 0.013000 Loss was 6.012057789566736, now 6.011867720154373, delta -0.000190 parallelUpdate: 0.883 0.002000 increaseLambda: 0.639 0.001000 Undoing: newLoss 6.029780381328301, oldLoss 6.0179446745390015, deltaLossBound -4.552633365231579E-6 Updating 10 features increaseLambda: 0.639 0.000000 increaseLambda: 0.162 0.002000 Search: 0.639 0.000000 44: time = 0.162000 loss = 6.203061 testLoss 6.862316 (LAKE_ORIGIN=1.0) lambda = 1.0987 alpha = 0.077027 lossBound = -0.002569 W1 = 0.884602 N1 = 0.911765 deltaLoss = -0.001450 increaseLambda: 0.64 0.001000 185: time = 0.640000 loss = 6.017915 testLoss 6.920996 'DOC__rev lambda = 0.0509 alpha = 0.050874 lossBound = -0.000005 W1 = 0.658334 N1 = 0.672794 deltaLoss = -0.000030 Updating 8 features NewtonStep: 0.884 0.001000 increaseLambda: 0.885 0.001000 Undoing contribution: was 0.011088026991669159 now 0.011076780023272554 241: time = 0.885000 loss = 6.011856 testLoss 6.956596 CHLA_COND: lambda = 0.1651 min = 1.0000 max = 9.0000 alpha = -0.021120 lossBound = -0.000006 W1 = 0.104035 N1 = 0.113971 deltaLoss = -0.000011 Updating 7 features NewtonStep: 0.164 0.002000 Updating 4 features NewtonStep: 0.641 0.001000 increaseLambda: 0.164 0.000000 45: time = 0.164000 loss = 6.200080 testLoss 6.887641 NTL_COND: lambda = -0.4492 min = 1.0000 max = 3.0000 alpha = -0.134230 lossBound = -0.002309 W1 = 0.189324 N1 = 0.161765 deltaLoss = -0.002981 increaseLambda: 0.641 0.000000 186: time = 0.641000 loss = 6.017900 testLoss 6.922321 'COND__rev lambda = -0.5851 alpha = -0.020685 lossBound = -0.000005 W1 = 0.703527 N1 = 0.677996 deltaLoss = -0.000015 Updating 9 features NewtonStep: 0.886 0.001000 increaseLambda: 0.887 0.001000 Undoing contribution: was 9.643993296613927E-4 now 9.477544419550297E-4 242: time = 0.887000 loss = 6.011840 testLoss 6.956718 'TURB__rev lambda = -0.3736 alpha = 0.024989 lossBound = -0.000005 W1 = 0.771795 N1 = 0.749584 deltaLoss = -0.000017 Updating 6 features Updating 9 features NewtonStep: 0.166 0.002000 increaseLambda: 0.643 0.002000 Undoing contribution: was 0.01712954961291846 now 0.017123831498693676 187: time = 0.643000 loss = 6.017894 testLoss 6.922461 (URBAN=0.0) lambda = -0.1068 alpha = 0.006895 lossBound = -0.000006 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000006 increaseLambda: 0.167 0.001000 46: time = 0.167000 loss = 6.195586 testLoss 6.864362 'CHLA__rev lambda = -0.2411 alpha = -0.241089 lossBound = -0.002636 W1 = 0.313401 N1 = 0.279805 deltaLoss = -0.004494 Updating 6 features NewtonStep: 0.889 0.002000 increaseLambda: 0.889 0.000000 243: time = 0.889000 loss = 6.011820 testLoss 6.955924 'PTL__rev lambda = -0.2071 alpha = -0.018962 lossBound = -0.000010 W1 = 0.355703 N1 = 0.326615 deltaLoss = -0.000020 Updating 9 features NewtonStep: 0.17 0.003000 Updating 3 features NewtonStep: 0.647 0.004000 Updating 7 features NewtonStep: 0.891 0.002000 increaseLambda: 0.17 0.000000 47: time = 0.170000 loss = 6.192958 testLoss 6.888434 NTL_COND: lambda = -0.5758 min = 1.0000 max = 3.0000 increaseLambda: 0.647 0.000000 188: time = 0.647000 loss = 6.017890 testLoss 6.922641 increaseLambda: 0.891 0.000000 'ANC__rev lambda = -0.5521 Undoing: newLoss 6.011814959176352, oldLoss 6.011819506228836, deltaLossBound -4.558863765228633E-6 alpha = -0.019526 lossBound = -0.000002 W1 = 0.043051 N1 = 0.028343 deltaLoss = -0.000004 increaseLambda: 0.892 0.001000 Search: 0.892 0.000000 increaseLambda: 0.892 0.000000 Undoing contribution: was 0.0020601020437291586 now 0.0020555431799644443 244: time = 0.892000 loss = 6.011815 testLoss 6.956017 ANC_COND^2: lambda = -1.0283 min = 1.0000 max = 4.0000 alpha = 0.097077 lossBound = -0.000005 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000005 Updating 7 features NewtonStep: 0.664 0.012000 Updating 3 features NewtonStep: 0.649 0.002000 increaseLambda: 0.664 0.000000 increaseLambda: 0.649 0.000000 174: time = 0.664000 loss = 6.009176 testLoss 7.016898 PTL: lambda = 3.2415 min = 1.0000 max = 4,865.0000 alpha = 0.236499 lossBound = -0.000007 W1 = 0.019343 N1 = 0.021255 deltaLoss = -0.000059 189: time = 0.649000 loss = 6.017864 testLoss 6.921795 COND: lambda = -3.5639 min = 4.0000 max = 50,590.0000 alpha = -0.238916 lossBound = -0.000002 W1 = 0.009492 N1 = 0.008479 deltaLoss = -0.000026 Updating 5 features NewtonStep: 0.894 0.002000 increaseLambda: 0.894 0.000000 245: time = 0.894000 loss = 6.011806 testLoss 6.957044 'COND__rev lambda = -0.8571 alpha = -0.015995 lossBound = -0.000003 W1 = 0.703529 N1 = 0.677996 deltaLoss = -0.000009 Updating 6 features NewtonStep: 0.651 0.002000 Updating 8 features NewtonStep: 0.666 0.002000 increaseLambda: 0.651 0.000000 Undoing contribution: was 0.19468018251709338 now 0.19467723652242738 190: time = 0.651000 loss = 6.017862 testLoss 6.921901 'PTL__rev lambda = -0.5691 alpha = 0.009219 lossBound = -0.000002 W1 = 0.145370 N1 = 0.122951 deltaLoss = -0.000003 increaseLambda: 0.666 0.000000 175: time = 0.666000 loss = 6.009050 testLoss 7.015162 COND: lambda = -2.0967 min = 4.0000 max = 50,590.0000 alpha = -0.469106 lossBound = -0.000013 W1 = 0.009538 N1 = 0.008479 deltaLoss = -0.000126 Updating 5 features NewtonStep: 0.896 0.002000 alpha = -0.126620 lossBound = -0.002027 W1 = 0.188156 N1 = 0.161765 deltaLoss = -0.002628 increaseLambda: 0.896 0.000000 Undoing: newLoss 6.026551217801293, oldLoss 6.011806087501986, deltaLossBound -4.370881917659385E-6 increaseLambda: 0.897 0.001000 Search: 0.897 0.000000 increaseLambda: 0.897 0.000000 246: time = 0.897000 loss = 6.011793 testLoss 6.957078 'NTL__rev lambda = 0.0265 alpha = 0.026513 lossBound = -0.000004 W1 = 0.274900 N1 = 0.295846 deltaLoss = -0.000013 Updating 4 features NewtonStep: 0.655 0.004000 increaseLambda: 0.655 0.000000 Undoing contribution: was 0.0018201342309789976 now 0.0018104896689872913 191: time = 0.655000 loss = 6.017852 testLoss 6.921803 'NTL__rev lambda = 0.3865 alpha = -0.016879 lossBound = -0.000003 W1 = 0.340128 N1 = 0.362145 deltaLoss = -0.000010 Updating 5 features NewtonStep: 0.899 0.002000 Updating 8 features NewtonStep: 0.179 0.009000 increaseLambda: 0.9 0.001000 247: time = 0.900000 loss = 6.011786 testLoss 6.956591 'PTL__rev lambda = -0.2188 alpha = -0.011750 lossBound = -0.000004 W1 = 0.355702 N1 = 0.326615 deltaLoss = -0.000008 increaseLambda: 0.179 0.000000 48: time = 0.179000 loss = 6.185572 testLoss 6.888851 'DOC__rev lambda = 0.3984 alpha = 0.398401 lossBound = -0.001622 W1 = 0.623315 N1 = 0.647715 deltaLoss = -0.007386 Updating 6 features NewtonStep: 0.657 0.002000 increaseLambda: 0.657 0.000000 Undoing contribution: was 0.19467723652242738 now 0.194673819990935 192: time = 0.657000 loss = 6.017848 testLoss 6.921917 'PTL__rev lambda = -0.5592 alpha = 0.009928 lossBound = -0.000002 W1 = 0.145370 N1 = 0.122951 deltaLoss = -0.000003 Updating 6 features NewtonStep: 0.902 0.002000 increaseLambda: 0.902 0.000000 Undoing: newLoss 6.011782766509212, oldLoss 6.011785551492563, deltaLossBound -2.785229053327515E-6 increaseLambda: 0.902 0.000000 Updating 8 features Search: 0.903 0.001000 NewtonStep: 0.182 0.003000 Updating 6 features NewtonStep: 0.659 0.002000 increaseLambda: 0.903 0.000000 increaseLambda: 0.182 0.000000 248: time = 0.903000 loss = 6.011783 testLoss 6.959750 'NTL_COND lambda = -1.3123 alpha = -0.019545 lossBound = -0.000003 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000003 49: time = 0.182000 loss = 6.181756 testLoss 6.873853 'PTL__rev lambda = -0.2832 alpha = -0.283180 lossBound = -0.001633 W1 = 0.366929 N1 = 0.338531 deltaLoss = -0.003815 increaseLambda: 0.659 0.000000 Undoing contribution: was 0.018161656314632724 now 0.01815448396350904 193: time = 0.659000 loss = 6.017841 testLoss 6.921191 CHLA_COND^2: lambda = 2.3990 min = 1.0000 max = 81.0000 alpha = -0.017366 lossBound = -0.000005 W1 = 0.069377 N1 = 0.079044 deltaLoss = -0.000007 Updating 6 features NewtonStep: 0.905 0.002000 increaseLambda: 0.905 0.000000 Undoing contribution: was 7.168977138299961E-4 now 6.544741767865527E-4 249: time = 0.905000 loss = 6.011720 testLoss 6.961339 COND: lambda = -3.7814 min = 4.0000 max = 50,590.0000 alpha = 0.481474 lossBound = -0.000004 W1 = 0.009515 N1 = 0.008479 deltaLoss = -0.000062 Updating 7 features NewtonStep: 0.184 0.002000 Updating 8 features NewtonStep: 0.662 0.003000 increaseLambda: 0.662 0.000000 Undoing contribution: was 0.002815143948724593 now 0.002790105121642657 194: time = 0.662000 loss = 6.017816 testLoss 6.921129 PTL: lambda = 3.1781 min = 1.0000 max = 4,865.0000 alpha = -0.132021 lossBound = -0.000004 W1 = 0.019316 N1 = 0.021255 deltaLoss = -0.000025 Updating 5 features NewtonStep: 0.907 0.002000 increaseLambda: 0.186 0.002000 Undoing contribution: was 0.19783568919426164 now 0.19170814876960351 increaseLambda: 0.907 0.000000 50: time = 0.186000 loss = 6.175629 testLoss 6.873506 'PTL__rev lambda = -1.8053 alpha = 0.489515 lossBound = -0.003333 W1 = 0.148623 N1 = 0.122951 deltaLoss = -0.006128 Updating 5 features NewtonStep: 0.664 0.002000 increaseLambda: 0.664 0.000000 Undoing: newLoss 6.01781265098599, oldLoss 6.017816279877784, deltaLossBound -3.6288939211774097E-6 Updating 9 features NewtonStep: 0.679 0.013000 increaseLambda: 0.665 0.001000 increaseLambda: 0.68 0.001000 Undoing contribution: was 0.04242037740939615 now 0.04239805134536219 Search: 0.665 0.000000 176: time = 0.680000 loss = 6.009028 testLoss 7.009497 TURB_COND: lambda = -2.3190 min = 1.0000 max = 3.0000 alpha = 0.030957 lossBound = -0.000014 W1 = 0.082456 N1 = 0.073529 deltaLoss = -0.000022 increaseLambda: 0.665 0.000000 Undoing contribution: was 0.002987886573040706 now 0.002984257679121123 Updating 4 features 195: time = 0.665000 loss = 6.017813 testLoss 6.919706 NewtonStep: 0.188 0.002000 Undoing contribution: was 0.0029570296181745366 now 0.0029332147247581293 250: time = 0.909000 loss = 6.011697 testLoss 6.959737 'COND__rev lambda = -0.3765 alpha = 0.023007 lossBound = -0.000009 W1 = 0.627658 N1 = 0.598874 deltaLoss = -0.000024 increaseLambda: 0.188 0.000000 Undoing: newLoss 6.1870435009856495, oldLoss 6.175628714862798, deltaLossBound -0.0017532806478429887 increaseLambda: 0.189 0.001000 Search: 0.189 0.000000 increaseLambda: 0.189 0.000000 51: time = 0.189000 loss = 6.171797 testLoss 6.859876 'PTL__rev lambda = -0.2449 alpha = -0.244912 lossBound = -0.001753 W1 = 0.366103 N1 = 0.334334 deltaLoss = -0.003831 Updating 8 features NewtonStep: 0.682 0.002000 increaseLambda: 0.682 0.000000 177: time = 0.682000 loss = 6.009015 testLoss 7.010502 CHLA_COND^2: lambda = 0.9402 min = 1.0000 max = 81.0000 alpha = 0.024588 lossBound = -0.000010 W1 = 0.069383 N1 = 0.079044 deltaLoss = -0.000014 Updating 5 features NewtonStep: 0.911 0.002000 increaseLambda: 0.911 0.000000 Undoing: newLoss 6.015012911804649, oldLoss 6.011696527833049, deltaLossBound -2.1091411612614617E-6 increaseLambda: 0.912 0.001000 Search: 0.912 0.000000 Updating 6 features NewtonStep: 0.191 0.002000 increaseLambda: 0.912 0.000000 251: time = 0.912000 loss = 6.011649 testLoss 6.959394 CHLA: lambda = 0.3835 min = 0.0000 max = 871.2000 alpha = 0.383507 lossBound = -0.000002 W1 = 0.030513 N1 = 0.031710 deltaLoss = -0.000047 increaseLambda: 0.191 0.000000 52: time = 0.191000 loss = 6.169412 testLoss 6.905246 PTL_COND: lambda = -0.3458 min = 1.0000 max = 3.0000 alpha = -0.190795 lossBound = -0.001587 W1 = 0.235849 N1 = 0.220588 deltaLoss = -0.002385 'PTL_COND__rev lambda = 0.3023 alpha = -0.005600 lossBound = -0.000004 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000004 Updating 4 features NewtonStep: 0.914 0.002000 increaseLambda: 0.914 0.000000 Undoing contribution: was 0.001258492323797269 now 0.0012245047591705773 252: time = 0.914000 loss = 6.011615 testLoss 6.961170 'CHLA__rev lambda = -0.2557 alpha = 0.023227 lossBound = -0.000020 W1 = 0.310096 N1 = 0.279805 deltaLoss = -0.000034 Updating 7 features Updating 6 features NewtonStep: 0.671 0.006000 increaseLambda: 0.194 0.003000 53: time = 0.194000 loss = 6.168081 testLoss 6.901696 (URBAN=0.0) lambda = -0.4245 alpha = -0.104869 lossBound = -0.001332 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.001332 increaseLambda: 0.671 0.000000 196: time = 0.671000 loss = 6.017808 testLoss 6.920422 'COND__rev lambda = -0.5962 alpha = -0.011117 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000004 Updating 4 features NewtonStep: 0.916 0.002000 increaseLambda: 0.917 0.001000 Undoing: newLoss 6.011611182850967, oldLoss 6.011615415508394, deltaLossBound -4.2332216038257285E-6 Updating 6 features NewtonStep: 0.673 0.002000 Updating 6 features NewtonStep: 0.196 0.002000 increaseLambda: 0.917 0.000000 increaseLambda: 0.673 0.000000 Undoing contribution: was 9.342350461397412E-4 now 9.159140461923779E-4 increaseLambda: 0.196 0.000000 197: time = 0.673000 loss = 6.017790 testLoss 6.920763 ANC^2: lambda = -1.7565 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.285885 lossBound = -0.000006 W1 = 0.001706 N1 = 0.000695 deltaLoss = -0.000018 Search: 0.917 0.000000 54: time = 0.196000 loss = 6.165743 testLoss 6.915886 CHLA_COND^2: lambda = 1.1831 min = 1.0000 max = 81.0000 alpha = 0.398946 lossBound = -0.001591 W1 = 0.071997 N1 = 0.079044 deltaLoss = -0.002338 Updating 9 features NewtonStep: 0.688 0.006000 increaseLambda: 0.917 0.000000 253: time = 0.918000 loss = 6.011611 testLoss 6.965060 'NTL_COND lambda = -1.3363 alpha = -0.024078 lossBound = -0.000004 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000004 increaseLambda: 0.689 0.001000 Undoing contribution: was 0.013413965217353425 now 0.013379967702538504 178: time = 0.689000 loss = 6.008981 testLoss 7.009610 CHLA_COND: lambda = 1.2949 min = 1.0000 max = 9.0000 alpha = -0.037066 lossBound = -0.000018 W1 = 0.104051 N1 = 0.113971 deltaLoss = -0.000034 Updating 7 features NewtonStep: 0.675 0.002000 increaseLambda: 0.675 0.000000 Undoing contribution: was 0.002790105121642657 now 0.002767698791813796 198: time = 0.675000 loss = 6.017768 testLoss 6.920706 PTL: lambda = 3.0540 min = 1.0000 max = 4,865.0000 alpha = -0.124094 lossBound = -0.000003 W1 = 0.019314 N1 = 0.021255 deltaLoss = -0.000022 Updating 3 features NewtonStep: 0.919 0.001000 Updating 5 features NewtonStep: 0.198 0.002000 increaseLambda: 0.92 0.001000 Undoing: newLoss 6.02300085888843, oldLoss 6.0116111822867895, deltaLossBound -2.4769073799938497E-6 increaseLambda: 0.199 0.001000 Undoing: newLoss 6.163928889857315, oldLoss 6.16574298069575, deltaLossBound -0.0018405645803125066 increaseLambda: 0.92 0.000000 increaseLambda: 0.199 0.000000 Search: 0.92 0.000000 increaseLambda: 0.921 0.001000 254: time = 0.921000 loss = 6.011595 testLoss 6.965768 'DOC__rev lambda = 0.0369 alpha = 0.036935 lossBound = -0.000002 W1 = 0.633223 N1 = 0.647715 deltaLoss = -0.000016 Updating 4 features NewtonStep: 0.677 0.002000 Search: 0.2 0.001000 increaseLambda: 0.677 0.000000 Undoing contribution: was 9.159140461923779E-4 now 9.061067231054035E-4 199: time = 0.677000 loss = 6.017758 testLoss 6.920951 ANC^2: lambda = -1.5535 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.203008 lossBound = -0.000003 W1 = 0.001700 N1 = 0.000695 deltaLoss = -0.000010 increaseLambda: 0.201 0.001000 Undoing contribution: was 0.018294526153963236 now 0.01645396157365045 55: time = 0.201000 loss = 6.163902 testLoss 6.902489 'CHLA__rev lambda = 0.5136 alpha = -0.301408 lossBound = -0.001841 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.001841 Updating 3 features NewtonStep: 0.923 0.002000 increaseLambda: 0.923 0.000000 255: time = 0.923000 loss = 6.011587 testLoss 6.964200 'CHLA__rev lambda = -0.2722 alpha = -0.012951 lossBound = -0.000006 W1 = 0.179135 N1 = 0.152846 deltaLoss = -0.000008 Updating 6 features NewtonStep: 0.679 0.002000 increaseLambda: 0.68 0.001000 Updating 6 features NewtonStep: 0.203 0.002000 200: time = 0.680000 loss = 6.017754 testLoss 6.920619 'PTL__rev lambda = -0.1156 alpha = -0.008095 lossBound = -0.000002 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000004 increaseLambda: 0.203 0.000000 Undoing: newLoss 6.1627930053394735, oldLoss 6.163902416115437, deltaLossBound -0.0011953715586815986 increaseLambda: 0.203 0.000000 Search: 0.204 0.001000 Updating 9 features NewtonStep: 0.696 0.007000 Updating 3 features NewtonStep: 0.925 0.002000 increaseLambda: 0.204 0.000000 Undoing contribution: was 0.15961136515423122 now 0.15841599359555045 56: time = 0.204000 loss = 6.162707 testLoss 6.830954 'NTL_COND lambda = -2.2343 alpha = 0.434824 lossBound = -0.001195 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.001195 increaseLambda: 0.696 0.000000 179: time = 0.696000 loss = 6.008950 testLoss 7.011129 CHLA_COND^2: lambda = 0.9776 min = 1.0000 max = 81.0000 increaseLambda: 0.925 0.000000 Updating 6 features NewtonStep: 0.681 0.001000 alpha = 0.037407 lossBound = -0.000022 W1 = 0.069398 N1 = 0.079044 deltaLoss = -0.000031 Updating 30 features increaseLambda: 0.682 0.001000 Undoing contribution: was 0.010845843332407018 now 0.010840930010364463 201: time = 0.682000 loss = 6.017749 testLoss 6.919893 'COND__rev lambda = -0.0644 alpha = 0.010500 lossBound = -0.000002 W1 = 0.625266 N1 = 0.596381 deltaLoss = -0.000005 Newton: returning 0.8944204036959573 Updating 10 features Loss was 6.008949681694675, now 6.008540044196727, delta -0.000410 parallelUpdate: 0.697 0.001000 Updating 6 features NewtonStep: 0.206 0.002000 increaseLambda: 0.206 0.000000 57: time = 0.206000 loss = 6.161476 testLoss 6.841005 CHLA_COND^2: lambda = 1.4554 min = 1.0000 max = 81.0000 alpha = 0.272328 lossBound = -0.000829 W1 = 0.070634 N1 = 0.079044 deltaLoss = -0.001231 Updating 7 features NewtonStep: 0.683 0.001000 increaseLambda: 0.683 0.000000 Undoing contribution: was 0.0037830186588462805 now 0.0037805110929997592 202: time = 0.683000 loss = 6.017747 testLoss 6.920381 'CHLA__rev lambda = -0.3245 alpha = 0.006289 lossBound = -0.000001 W1 = 0.310089 N1 = 0.279805 deltaLoss = -0.000003 Updating 8 features NewtonStep: 0.699 0.002000 increaseLambda: 0.7 0.001000 Undoing contribution: was 0.0043269259671560225 now 0.004134964704511376 Updating 6 features 256: time = 0.925000 loss = 6.011571 testLoss 6.965566 'COND__rev lambda = -0.8785 NewtonStep: 0.208 0.002000 alpha = -0.021335 lossBound = -0.000005 W1 = 0.703527 N1 = 0.677996 deltaLoss = -0.000016 Updating 5 features NewtonStep: 0.685 0.002000 increaseLambda: 0.208 0.000000 Undoing: newLoss 6.160130299057542, oldLoss 6.161475784236855, deltaLossBound -0.0013607190632496258 increaseLambda: 0.685 0.000000 increaseLambda: 0.208 0.000000 203: time = 0.685000 loss = 6.017744 testLoss 6.919487 'CHLA__rev lambda = -0.2907 alpha = -0.007398 lossBound = -0.000002 W1 = 0.179132 N1 = 0.152846 deltaLoss = -0.000003 Search: 0.209 0.001000 increaseLambda: 0.209 0.000000 Undoing contribution: was 0.01645396157365045 now 0.015093242510399701 58: time = 0.209000 loss = 6.160115 testLoss 6.829643 'CHLA__rev lambda = 0.2528 alpha = -0.260830 lossBound = -0.001361 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.001361 Updating 3 features NewtonStep: 0.931 0.006000 increaseLambda: 0.931 0.000000 Undoing contribution: was 0.0029332147247581293 now 0.002927927079647033 Updating 6 features 257: time = 0.931000 loss = 6.011566 testLoss 6.964815 'COND__rev lambda = -0.3656 alpha = 0.010871 lossBound = -0.000002 W1 = 0.627664 N1 = 0.598874 deltaLoss = -0.000005 NewtonStep: 0.687 0.002000 increaseLambda: 0.687 0.000000 204: time = 0.687000 loss = 6.017740 testLoss 6.920185 'COND__rev lambda = -0.6070 alpha = -0.010839 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000004 Updating 7 features NewtonStep: 0.211 0.002000 increaseLambda: 0.211 0.000000 Undoing: newLoss 6.159320284423256, oldLoss 6.1601150651736045, deltaLossBound -9.503223474200843E-4 increaseLambda: 0.211 0.000000 Search: 0.212 0.001000 Updating 3 features NewtonStep: 0.933 0.002000 Updating 5 features NewtonStep: 0.689 0.002000 increaseLambda: 0.212 0.000000 59: time = 0.212000 loss = 6.157731 testLoss 6.930971 NTL_COND^2: lambda = -0.5127 min = 1.0000 max = 9.0000 alpha = -0.512733 lossBound = -0.000950 W1 = 0.123321 N1 = 0.121324 deltaLoss = -0.002384 Updating 17 features increaseLambda: 0.933 0.000000 258: time = 0.933000 loss = 6.011561 testLoss 6.965776 'NTL__rev lambda = -0.8384 alpha = -0.032497 lossBound = -0.000002 W1 = 0.023606 N1 = 0.011802 deltaLoss = -0.000005 increaseLambda: 0.689 0.000000 Undoing contribution: was 0.010840930010364463 now 0.010836860463187886 Newton: returning 0.09195505367518948 Updating 6 features 205: time = 0.689000 loss = 6.017736 testLoss 6.919525 'COND__rev lambda = -0.0549 alpha = 0.009556 lossBound = -0.000002 W1 = 0.625266 N1 = 0.596381 deltaLoss = -0.000004 181: time = 0.700000 loss = 6.008348 testLoss 7.015408 'NTL__rev lambda = 0.5287 alpha = -0.075056 lossBound = -0.000057 W1 = 0.349115 N1 = 0.371211 deltaLoss = -0.000192 Updating 5 features NewtonStep: 0.691 0.002000 Updating 2 features NewtonStep: 0.935 0.002000 increaseLambda: 0.691 0.000000 206: time = 0.691000 loss = 6.017732 testLoss 6.920209 'COND__rev lambda = -0.6176 alpha = -0.010609 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000004 increaseLambda: 0.935 0.000000 Undoing contribution: was 0.19033066435604268 now 0.19032521985247292 259: time = 0.935000 loss = 6.011555 testLoss 6.965919 'PTL__rev lambda = -0.8166 alpha = 0.012576 lossBound = -0.000003 W1 = 0.145371 N1 = 0.122951 deltaLoss = -0.000005 Updating 8 features Reducing newton stepsize from 1.3439325346637825 to 0.20930814148907473 NewtonStep: 0.707 0.007000 increaseLambda: 0.707 0.000000 Undoing contribution: was 1.1031333827153504E-4 now 4.894043436946675E-5 182: time = 0.707000 loss = 6.008287 testLoss 7.015571 COND^2: lambda = 0.0000 min = 16.0000 max = 2,559,348,100.0000 alpha = 0.209308 lossBound = -0.000048 W1 = 0.000868 N1 = 0.000135 deltaLoss = -0.000061 Updating 6 features NewtonStep: 0.693 0.002000 increaseLambda: 0.693 0.000000 Undoing contribution: was 0.002767698791813796 now 0.0027572612614928677 207: time = 0.693000 loss = 6.017722 testLoss 6.920175 PTL: lambda = 2.9684 min = 1.0000 max = 4,865.0000 Updating 4 features alpha = -0.085593 lossBound = -0.000002 W1 = 0.019307 N1 = 0.021255 deltaLoss = -0.000010 NewtonStep: 0.937 0.002000 increaseLambda: 0.938 0.001000 260: time = 0.938000 loss = 6.011552 testLoss 6.966091 'ANC__rev lambda = -0.5410 alpha = -0.018670 lossBound = -0.000002 W1 = 0.043051 N1 = 0.028343 deltaLoss = -0.000003 Updating 5 features NewtonStep: 0.695 0.002000 increaseLambda: 0.695 0.000000 Undoing contribution: was 9.061067231054035E-4 now 9.018240447441254E-4 208: time = 0.695000 loss = 6.017717 testLoss 6.920334 ANC^2: lambda = -1.4228 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.130669 lossBound = -0.000001 W1 = 0.001697 N1 = 0.000695 deltaLoss = -0.000004 Updating 4 features NewtonStep: 0.94 0.002000 increaseLambda: 0.94 0.000000 Undoing contribution: was 9.477544419550297E-4 now 9.428139143404578E-4 261: time = 0.940000 loss = 6.011547 testLoss 6.966163 'TURB__rev lambda = -0.3600 alpha = 0.013683 lossBound = -0.000001 W1 = 0.771800 N1 = 0.749584 deltaLoss = -0.000005 Updating 4 features NewtonStep: 0.697 0.002000 increaseLambda: 0.697 0.000000 Undoing: newLoss 6.021094828486144, oldLoss 6.017717226910722, deltaLossBound -1.2348913552994311E-6 Updating 9 features NewtonStep: 0.712 0.005000 increaseLambda: 0.697 0.000000 increaseLambda: 0.713 0.001000 Undoing contribution: was 0.19267660455446475 now 0.19264034791933057 Search: 0.698 0.001000 183: time = 0.713000 loss = 6.008250 testLoss 7.015920 'PTL__rev lambda = -0.8038 alpha = 0.032657 lossBound = -0.000020 W1 = 0.145384 N1 = 0.122951 deltaLoss = -0.000036 Updating 3 features NewtonStep: 0.942 0.002000 increaseLambda: 0.698 0.000000 209: time = 0.698000 loss = 6.017688 testLoss 6.920079 CHLA: lambda = 0.2933 min = 0.0000 max = 871.2000 alpha = 0.293321 lossBound = -0.000001 W1 = 0.030477 N1 = 0.031710 deltaLoss = -0.000029 Updating 28 features increaseLambda: 0.942 0.000000 262: time = 0.942000 loss = 6.011543 testLoss 6.966150 'TURB__rev lambda = -0.0772 alpha = -0.009624 lossBound = -0.000002 W1 = 0.187529 N1 = 0.164242 deltaLoss = -0.000004 Reducing stepsize from 1.2149411242023005 to 0.21275386900451645 Newton: returning 0.21275386900451645 Updating 4 features Loss was 6.0176881878099975, now 6.017550710573712, delta -0.000137 parallelUpdate: 0.699 0.001000 Updating 6 features NewtonStep: 0.944 0.002000 increaseLambda: 0.945 0.001000 263: time = 0.945000 loss = 6.011465 testLoss 6.969724 NTL: lambda = -5.6076 min = 5.0000 max = 26,100.0000 alpha = -0.619439 lossBound = -0.000001 W1 = 0.028631 N1 = 0.027624 deltaLoss = -0.000078 Updating 5 features NewtonStep: 0.701 0.002000 Updating 7 features NewtonStep: 0.716 0.003000 increaseLambda: 0.701 0.000000 Undoing contribution: was 0.0037806252664867334 now 0.0037487506694058614 211: time = 0.701000 loss = 6.017519 testLoss 6.920695 'CHLA__rev lambda = -0.3020 alpha = 0.022472 lossBound = -0.000019 W1 = 0.310096 N1 = 0.279805 deltaLoss = -0.000032 increaseLambda: 0.716 0.000000 184: time = 0.716000 loss = 6.008208 testLoss 7.018175 'COND__rev lambda = -0.3315 alpha = -0.035475 lossBound = -0.000014 W1 = 0.703517 N1 = 0.677996 deltaLoss = -0.000043 Updating 4 features NewtonStep: 0.946 0.001000 Updating 4 features increaseLambda: 0.947 0.001000 Undoing contribution: was 0.009412354023568964 now 0.00936806253436026 NewtonStep: 0.703 0.002000 264: time = 0.947000 loss = 6.011421 testLoss 6.960170 NTL_COND^2: lambda = -1.3658 min = 1.0000 max = 9.0000 alpha = 0.047013 lossBound = -0.000016 W1 = 0.128623 N1 = 0.121324 deltaLoss = -0.000044 increaseLambda: 0.703 0.000000 Undoing: newLoss 6.030653664553104, oldLoss 6.017518835976631, deltaLossBound -2.8917149323106825E-6 increaseLambda: 0.703 0.000000 Updating 7 features NewtonStep: 0.718 0.002000 Search: 0.704 0.001000 increaseLambda: 0.719 0.001000 increaseLambda: 0.704 0.000000 185: time = 0.719000 loss = 6.008192 testLoss 7.016040 'CHLA__rev lambda = -0.1470 alpha = -0.017602 lossBound = -0.000011 W1 = 0.179138 N1 = 0.152846 deltaLoss = -0.000016 212: time = 0.704000 loss = 6.017514 testLoss 6.920541 'PTL__rev lambda = -0.0141 alpha = -0.014067 lossBound = -0.000003 W1 = 0.134814 N1 = 0.113003 deltaLoss = -0.000005 Updating 6 features NewtonStep: 0.705 0.001000 increaseLambda: 0.706 0.001000 Updating 5 features 213: time = 0.706000 loss = 6.017405 testLoss 6.921171 DOC: lambda = -5.1053 min = 0.3400 max = 290.5700 alpha = -1.151322 lossBound = -0.000001 W1 = 0.017877 N1 = 0.016866 deltaLoss = -0.000109 NewtonStep: 0.721 0.002000 Loss was 6.157730620104722, now 6.156715075081423, delta -0.001016 parallelUpdate: 0.229 0.017000 increaseLambda: 0.721 0.000000 Undoing contribution: was 1.5158531676540292E-4 now 1.1616809155323864E-4 186: time = 0.721000 loss = 6.008157 testLoss 7.016208 'TURB__rev lambda = -0.0699 alpha = 0.036541 lossBound = -0.000011 W1 = 0.771786 N1 = 0.749584 deltaLoss = -0.000035 Updating 5 features NewtonStep: 0.707 0.001000 increaseLambda: 0.708 0.001000 Undoing contribution: was 0.0176321148004588 now 0.017555287892765406 214: time = 0.708000 loss = 6.017328 testLoss 6.919746 'DOC__rev lambda = 0.2398 alpha = -0.064072 lossBound = -0.000012 W1 = 0.617919 N1 = 0.632645 deltaLoss = -0.000077 Updating 6 features Reducing newton stepsize from -0.2962199564303913 to -0.17534964847396445 NewtonStep: 0.231 0.002000 Updating 8 features NewtonStep: 0.723 0.002000 increaseLambda: 0.231 0.000000 Undoing: newLoss 6.149081814654599, oldLoss 6.156715075081423, deltaLossBound -0.007633260426824864 increaseLambda: 0.723 0.000000 Undoing: newLoss 6.008146993180204, oldLoss 6.008156558537251, deltaLossBound -9.565371962619296E-6 increaseLambda: 0.232 0.001000 Search: 0.232 0.000000 increaseLambda: 0.724 0.001000 Search: 0.724 0.000000 increaseLambda: 0.232 0.000000 Undoing contribution: was 0.009703135635304276 now 0.0020698752084799474 61: time = 0.232000 loss = 6.149082 testLoss 6.926090 'NTL_COND__rev lambda = 0.0000 alpha = -0.175350 lossBound = -0.007633 W1 = 0.659994 N1 = 0.676471 deltaLoss = -0.007633 Updating 5 features NewtonStep: 0.709 0.001000 increaseLambda: 0.724 0.000000 Undoing contribution: was 0.004423526100199159 now 0.004413960728237098 187: time = 0.724000 loss = 6.008147 testLoss 7.013894 'PTL_COND__rev lambda = 0.3515 alpha = -0.009093 lossBound = -0.000010 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000010 increaseLambda: 0.71 0.001000 Undoing contribution: was 0.0037487506694058614 now 0.0037454282349067857 215: time = 0.710000 loss = 6.017325 testLoss 6.920306 'CHLA__rev lambda = -0.2947 alpha = 0.007237 lossBound = -0.000002 W1 = 0.310089 N1 = 0.279805 deltaLoss = -0.000003 Updating 7 features NewtonStep: 0.234 0.002000 Updating 7 features NewtonStep: 0.726 0.002000 Updating 4 features increaseLambda: 0.234 0.000000 Undoing: newLoss 6.147936448355832, oldLoss 6.149081814654599, deltaLossBound -0.0012388815921836574 increaseLambda: 0.727 0.001000 Undoing: newLoss 6.010013721006265, oldLoss 6.008146993165289, deltaLossBound -7.57932557991371E-6 increaseLambda: 0.235 0.001000 Updating 6 features increaseLambda: 0.727 0.000000 Search: 0.235 0.000000 increaseLambda: 0.956 0.009000 Undoing contribution: was 0.1714659063369135 now 0.1714605472988815 increaseLambda: 0.235 0.000000 Undoing contribution: was 0.15849657011354681 now 0.15725768852136282 265: time = 0.956000 loss = 6.011415 testLoss 6.960299 NewtonStep: 0.711 0.001000 (LAKE_ORIGIN=1.0) lambda = 1.0783 alpha = -0.010901 lossBound = -0.000005 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000005 Search: 0.727 0.000000 increaseLambda: 0.712 0.001000 increaseLambda: 0.728 0.001000 216: time = 0.713000 loss = 6.017321 testLoss 6.919294 'CHLA__rev lambda = -0.3056 alpha = -0.008372 lossBound = -0.000002 W1 = 0.179133 N1 = 0.152846 deltaLoss = -0.000004 188: time = 0.728000 loss = 6.007597 testLoss 7.014546 DOC: lambda = -1.8723 min = 0.3400 max = 290.5700 alpha = -1.872259 lossBound = -0.000008 W1 = 0.017969 N1 = 0.016866 deltaLoss = -0.000550 Updating 5 features NewtonStep: 0.958 0.002000 Updating 4 features NewtonStep: 0.714 0.001000 Updating 2 features 62: time = 0.235000 loss = 6.147843 testLoss 6.853152 'NTL_COND lambda = -1.8206 alpha = 0.443231 lossBound = -0.001239 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.001239 NewtonStep: 0.729 0.001000 increaseLambda: 0.73 0.001000 Undoing contribution: was 0.01784561796234998 now 0.0176990641151197 189: time = 0.730000 loss = 6.007450 testLoss 7.012505 'DOC__rev lambda = 0.4157 alpha = -0.089948 lossBound = -0.000023 W1 = 0.617900 N1 = 0.632645 deltaLoss = -0.000147 increaseLambda: 0.715 0.001000 Undoing contribution: was 0.0037454282349067857 now 0.003742643952868082 217: time = 0.715000 loss = 6.017319 testLoss 6.919808 'CHLA__rev lambda = -0.2881 alpha = 0.006627 lossBound = -0.000002 W1 = 0.310089 N1 = 0.279805 deltaLoss = -0.000003 Updating 5 features NewtonStep: 0.239 0.004000 increaseLambda: 0.239 0.000000 Undoing contribution: was 0.1917716933207906 now 0.19068595390894708 Updating 4 features Updating 6 features 63: time = 0.239000 loss = 6.146757 testLoss 6.854294 'PTL__rev lambda = -1.6314 NewtonStep: 0.717 0.002000 alpha = 0.188652 lossBound = -0.000592 W1 = 0.145878 N1 = 0.122951 deltaLoss = -0.001086 increaseLambda: 0.961 0.003000 266: time = 0.961000 loss = 6.011409 testLoss 6.959865 'PTL__rev lambda = -0.2293 alpha = -0.010504 lossBound = -0.000003 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000006 increaseLambda: 0.717 0.000000 218: time = 0.717000 loss = 6.017316 testLoss 6.919005 'CHLA__rev lambda = -0.3123 alpha = -0.006647 lossBound = -0.000002 W1 = 0.179132 N1 = 0.152846 deltaLoss = -0.000002 NewtonStep: 0.732 0.002000 Updating 4 features NewtonStep: 0.241 0.002000 increaseLambda: 0.734 0.002000 Undoing: newLoss 6.007442532246402, oldLoss 6.007450213148663, deltaLossBound -7.716153579871414E-6 increaseLambda: 0.242 0.001000 64: time = 0.242000 loss = 6.144433 testLoss 6.843669 'PTL__rev lambda = -0.4749 alpha = -0.207478 lossBound = -0.001059 W1 = 0.363664 N1 = 0.334334 deltaLoss = -0.002324 increaseLambda: 0.734 0.000000 Search: 0.734 0.000000 increaseLambda: 0.734 0.000000 Undoing contribution: was 0.0020908236779449384 now 0.0020831075243657425 190: time = 0.735000 loss = 6.007442 testLoss 7.012625 ANC_COND^2: lambda = -1.3577 min = 1.0000 max = 4.0000 alpha = 0.126913 lossBound = -0.000008 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000008 Updating 2 features NewtonStep: 0.72 0.003000 Updating 5 features increaseLambda: 0.721 0.001000 Undoing contribution: was 0.003742643952868082 now 0.0037408915614290127 NewtonStep: 0.244 0.002000 219: time = 0.721000 loss = 6.017315 testLoss 6.919413 'CHLA__rev lambda = -0.2828 alpha = 0.005258 lossBound = -0.000001 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000002 increaseLambda: 0.244 0.000000 Undoing contribution: was 0.19068595390894708 now 0.1894137389523131 65: time = 0.244000 loss = 6.143161 testLoss 6.844805 'PTL__rev lambda = -1.4275 alpha = 0.203910 lossBound = -0.000703 W1 = 0.145975 N1 = 0.122951 deltaLoss = -0.001272 Updating 6 features NewtonStep: 0.736 0.001000 increaseLambda: 0.737 0.001000 Undoing contribution: was 0.0017910470983448174 now 0.0017370419353960837 191: time = 0.737000 loss = 6.007388 testLoss 7.013238 ANC^2: lambda = -2.7488 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.531942 lossBound = -0.000017 W1 = 0.001732 N1 = 0.000695 deltaLoss = -0.000054 Updating 4 features NewtonStep: 0.722 0.001000 increaseLambda: 0.722 0.000000 Undoing contribution: was 0.01815448396350904 now 0.018150065875962563 220: time = 0.722000 loss = 6.017310 testLoss 6.918842 CHLA_COND^2: lambda = 2.3856 min = 1.0000 max = 81.0000 alpha = -0.013676 lossBound = -0.000003 W1 = 0.069375 N1 = 0.079044 deltaLoss = -0.000004 Updating 6 features NewtonStep: 0.246 0.002000 increaseLambda: 0.246 0.000000 Undoing: newLoss 6.150261724684374, oldLoss 6.143161105431102, deltaLossBound -0.0011193004897491563 increaseLambda: 0.246 0.000000 Updating 5 features NewtonStep: 0.739 0.002000 Search: 0.247 0.001000 increaseLambda: 0.739 0.000000 increaseLambda: 0.247 0.000000 192: time = 0.739000 loss = 6.007053 testLoss 7.019884 NTL: lambda = -6.9667 min = 5.0000 max = 26,100.0000 alpha = -1.184033 lossBound = -0.000005 W1 = 0.028655 N1 = 0.027624 deltaLoss = -0.000336 66: time = 0.247000 loss = 6.140635 testLoss 6.859942 'NTL__rev lambda = -0.5941 Updating 4 features alpha = -0.594055 lossBound = -0.001119 W1 = 0.024563 N1 = 0.011802 deltaLoss = -0.002526 Updating 7 features NewtonStep: 0.969 0.008000 increaseLambda: 0.969 0.000000 267: time = 0.969000 loss = 6.011406 testLoss 6.960495 'COND__rev lambda = -0.8883 alpha = -0.009790 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000003 Updating 5 features NewtonStep: 0.741 0.002000 Updating 6 features NewtonStep: 0.249 0.002000 increaseLambda: 0.249 0.000000 increaseLambda: 0.741 0.000000 Undoing contribution: was 0.004134964704511376 now 0.003941540657249739 67: time = 0.249000 loss = 6.139125 testLoss 6.911789 NTL_COND^2: lambda = -0.8237 min = 1.0000 max = 9.0000 alpha = -0.263788 lossBound = -0.000531 W1 = 0.129021 N1 = 0.121324 deltaLoss = -0.001510 193: time = 0.741000 loss = 6.006859 testLoss 7.019256 'NTL__rev lambda = 0.4533 alpha = -0.075453 lossBound = -0.000058 W1 = 0.349115 N1 = 0.371211 deltaLoss = -0.000193 NewtonStep: 0.724 0.002000 increaseLambda: 0.727 0.003000 221: time = 0.727000 loss = 6.017245 testLoss 6.919382 DOC: lambda = -6.0486 min = 0.3400 max = 290.5700 alpha = -0.943334 lossBound = -0.000001 W1 = 0.017871 N1 = 0.016866 deltaLoss = -0.000065 Updating 4 features NewtonStep: 0.251 0.002000 increaseLambda: 0.251 0.000000 Undoing: newLoss 6.138652433534341, oldLoss 6.139125097232046, deltaLossBound -4.7270560427281963E-4 increaseLambda: 0.252 0.001000 Search: 0.252 0.000000 Updating 5 features Updating 6 features NewtonStep: 0.729 0.002000 NewtonStep: 0.744 0.003000 Updating 6 features increaseLambda: 0.252 0.000000 Undoing contribution: was 0.02385379871324945 now 0.023381093108974637 NewtonStep: 0.973 0.004000 68: time = 0.252000 loss = 6.138652 testLoss 6.895077 'PTL_COND__rev lambda = 0.2967 alpha = -0.064085 lossBound = -0.000473 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000473 increaseLambda: 0.744 0.000000 Undoing: newLoss 6.006828778993823, oldLoss 6.0068590880032176, deltaLossBound -3.0341687065937753E-5 increaseLambda: 0.973 0.000000 Undoing contribution: was 0.002927927079647033 now 0.002922905956508429 268: time = 0.973000 loss = 6.011401 testLoss 6.959763 'COND__rev lambda = -0.3550 alpha = 0.010595 lossBound = -0.000002 W1 = 0.627664 N1 = 0.598874 deltaLoss = -0.000005 increaseLambda: 0.745 0.001000 Search: 0.745 0.000000 increaseLambda: 0.745 0.000000 Undoing contribution: was 0.13690338302937236 now 0.1368730413423073 194: time = 0.745000 loss = 6.006829 testLoss 7.008646 'NTL_COND lambda = -1.4574 alpha = 0.065400 lossBound = -0.000030 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000030 Updating 4 features NewtonStep: 0.254 0.002000 increaseLambda: 0.254 0.000000 Undoing: newLoss 6.138289377571034, oldLoss 6.1386523916277715, deltaLossBound -3.9262991379162497E-4 Updating 6 features NewtonStep: 0.975 0.002000 increaseLambda: 0.254 0.000000 Search: 0.255 0.001000 increaseLambda: 0.976 0.001000 269: time = 0.976000 loss = 6.011396 testLoss 6.960521 'COND__rev lambda = -0.9000 alpha = -0.011775 lossBound = -0.000002 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000005 Updating 32 features increaseLambda: 0.255 0.000000 69: time = 0.255000 loss = 6.138260 testLoss 6.893912 ANC_COND: lambda = -1.2751 min = 1.0000 max = 2.0000 alpha = -0.773047 lossBound = -0.000393 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000393 increaseLambda: 0.729 0.000000 Undoing contribution: was 0.017555287892765406 now 0.01750095823000032 Updating 6 features NewtonStep: 0.747 0.002000 Newton: returning 0.3601379686031043 Updating 5 features increaseLambda: 0.747 0.000000 Undoing contribution: was 0.0021913099743667334 now 0.002162603380481636 195: time = 0.748000 loss = 6.006800 testLoss 7.006211 'NTL__rev lambda = -0.7104 alpha = 0.080950 lossBound = -0.000011 W1 = 0.023619 N1 = 0.011802 deltaLoss = -0.000029 Loss was 6.0113960034882785, now 6.011322349201493, delta -0.000074 parallelUpdate: 0.977 0.001000 222: time = 0.732000 loss = 6.017191 testLoss 6.918195 'DOC__rev lambda = 0.1860 alpha = -0.053812 lossBound = -0.000009 W1 = 0.617925 N1 = 0.632645 deltaLoss = -0.000054 Updating 4 features NewtonStep: 0.257 0.002000 increaseLambda: 0.257 0.000000 70: time = 0.257000 loss = 6.137755 testLoss 6.881407 'CHLA__rev lambda = -0.4181 alpha = -0.099650 lossBound = -0.000329 W1 = 0.179553 N1 = 0.153039 deltaLoss = -0.000505 Updating 6 features NewtonStep: 0.75 0.002000 increaseLambda: 0.75 0.000000 196: time = 0.750000 loss = 6.006791 testLoss 7.004560 'CHLA__rev lambda = -0.1606 alpha = -0.013632 lossBound = -0.000006 W1 = 0.179135 N1 = 0.152846 deltaLoss = -0.000009 Updating 6 features NewtonStep: 0.735 0.003000 increaseLambda: 0.736 0.001000 Undoing contribution: was 0.0037408915614290127 now 0.0037395096006893913 223: time = 0.736000 loss = 6.017189 testLoss 6.918558 'CHLA__rev lambda = -0.2782 Updating 5 features alpha = 0.004671 lossBound = -0.000001 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000001 NewtonStep: 0.259 0.002000 increaseLambda: 0.259 0.000000 Undoing contribution: was 0.1894137389523131 now 0.1882394052718345 71: time = 0.259000 loss = 6.136581 testLoss 6.882558 'PTL__rev lambda = -1.2305 alpha = 0.196929 lossBound = -0.000638 W1 = 0.145915 N1 = 0.122951 deltaLoss = -0.001174 Updating 5 features NewtonStep: 0.752 0.002000 Updating 4 features NewtonStep: 0.981 0.004000 increaseLambda: 0.753 0.001000 Undoing: newLoss 6.0102217934103646, oldLoss 6.006790721536801, deltaLossBound -7.0554137064939276E-6 Updating 5 features NewtonStep: 0.738 0.002000 increaseLambda: 0.753 0.000000 increaseLambda: 0.982 0.001000 Undoing contribution: was 0.002922905956508429 now 0.0028341853595557883 increaseLambda: 0.738 0.000000 271: time = 0.982000 loss = 6.011234 testLoss 6.958512 224: time = 0.738000 loss = 6.017188 testLoss 6.918336 'COND__rev lambda = -0.2948 'PTL__rev lambda = -0.1228 alpha = 0.044212 lossBound = -0.000034 W1 = 0.627640 N1 = 0.598874 deltaLoss = -0.000089 alpha = -0.005425 lossBound = -0.000001 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000002 Updating 5 features NewtonStep: 0.261 0.002000 increaseLambda: 0.261 0.000000 72: time = 0.261000 loss = 6.135657 testLoss 6.891181 CHLA_COND^2: lambda = 1.8196 min = 1.0000 max = 81.0000 alpha = 0.230423 lossBound = -0.000625 W1 = 0.070292 N1 = 0.079044 deltaLoss = -0.000924 Updating 5 features NewtonStep: 0.74 0.002000 Updating 5 features NewtonStep: 0.984 0.002000 increaseLambda: 0.74 0.000000 Undoing: newLoss 6.017186886178933, oldLoss 6.0171877026028975, deltaLossBound -8.164240689710741E-7 increaseLambda: 0.984 0.000000 Undoing contribution: was 0.011076780023272554 now 0.011075908558737352 increaseLambda: 0.74 0.000000 Updating 4 features 272: time = 0.984000 loss = 6.011233 testLoss 6.958374 CHLA_COND: lambda = 0.0865 min = 1.0000 max = 9.0000 Reducing newton stepsize from -0.22818398014878505 to -0.22231131670568458 alpha = -0.005935 lossBound = -0.000000 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 Search: 0.753 0.000000 NewtonStep: 0.263 0.002000 Search: 0.74 0.000000 increaseLambda: 0.756 0.003000 increaseLambda: 0.264 0.001000 Undoing: newLoss 6.134371462695922, oldLoss 6.1356567349015485, deltaLossBound -0.0012852722056264435 increaseLambda: 0.741 0.001000 197: time = 0.756000 loss = 6.006781 testLoss 7.008981 PTL_COND: lambda = -0.0177 min = 1.0000 max = 3.0000 alpha = -0.017705 lossBound = -0.000007 W1 = 0.234546 N1 = 0.220588 deltaLoss = -0.000010 225: time = 0.741000 loss = 6.017187 testLoss 6.919008 'PTL_COND__rev lambda = 0.3022 alpha = 0.002655 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 increaseLambda: 0.264 0.000000 Search: 0.264 0.000000 increaseLambda: 0.264 0.000000 Undoing contribution: was 0.015093242510399701 now 0.01380797030477346 73: time = 0.264000 loss = 6.134371 testLoss 6.881371 'CHLA__rev lambda = 0.0000 alpha = -0.222311 lossBound = -0.001285 W1 = 0.039596 N1 = 0.058824 deltaLoss = -0.001285 Updating 6 features Updating 4 features NewtonStep: 0.986 0.002000 Updating 7 features NewtonStep: 0.758 0.002000 increaseLambda: 0.743 0.002000 Undoing contribution: was 0.1677296969736144 now 0.1677290636683102 226: time = 0.743000 loss = 6.017186 testLoss 6.919054 (LAKE_ORIGIN=1.0) lambda = 0.7897 alpha = -0.003744 lossBound = -0.000001 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000001 increaseLambda: 0.758 0.000000 Undoing: newLoss 6.006775296026964, oldLoss 6.006780658333207, deltaLossBound -5.362310902007285E-6 Updating 5 features NewtonStep: 0.266 0.002000 increaseLambda: 0.758 0.000000 increaseLambda: 0.987 0.001000 Search: 0.759 0.001000 increaseLambda: 0.267 0.001000 273: time = 0.987000 loss = 6.011229 testLoss 6.959024 'COND__rev lambda = -0.9691 alpha = -0.010087 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000004 74: time = 0.267000 loss = 6.133526 testLoss 6.889629 CHLA_COND^2: lambda = 2.0394 min = 1.0000 max = 81.0000 alpha = 0.219737 lossBound = -0.000569 W1 = 0.070207 N1 = 0.079044 deltaLoss = -0.000845 increaseLambda: 0.759 0.000000 Undoing contribution: was 0.004413960728237098 now 0.00440859841733423 198: time = 0.759000 loss = 6.006775 testLoss 7.007251 'PTL_COND__rev lambda = 0.3447 alpha = -0.006807 lossBound = -0.000005 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000005 Updating 6 features NewtonStep: 0.744 0.001000 increaseLambda: 0.745 0.001000 Undoing contribution: was 0.0030728234874200237 now 0.0030718060192694023 227: time = 0.745000 loss = 6.017185 testLoss 6.918724 'COND__rev lambda = -0.3975 alpha = 0.004788 lossBound = -0.000000 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.268 0.001000 Updating 6 features NewtonStep: 0.761 0.002000 increaseLambda: 0.761 0.000000 Undoing contribution: was 0.04239805134536219 now 0.04239235016604777 199: time = 0.761000 loss = 6.006770 testLoss 7.004412 TURB_COND: lambda = -2.2800 min = 1.0000 max = 3.0000 alpha = 0.015542 lossBound = -0.000004 W1 = 0.082446 N1 = 0.073529 deltaLoss = -0.000006 Updating 5 features NewtonStep: 0.746 0.001000 increaseLambda: 0.269 0.001000 75: time = 0.269000 loss = 6.132344 testLoss 6.870459 'CHLA__rev lambda = -0.5675 alpha = -0.149377 lossBound = -0.000781 W1 = 0.179843 N1 = 0.153039 deltaLoss = -0.001182 increaseLambda: 0.747 0.001000 228: time = 0.747000 loss = 6.017182 testLoss 6.919345 'COND__rev lambda = -0.6928 alpha = -0.009633 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000003 Updating 7 features NewtonStep: 0.763 0.002000 increaseLambda: 0.763 0.000000 Updating 4 features NewtonStep: 0.748 0.001000 200: time = 0.763000 loss = 6.006761 testLoss 7.005213 CHLA_COND^2: lambda = 1.3391 min = 1.0000 max = 81.0000 alpha = 0.019531 lossBound = -0.000006 W1 = 0.069378 N1 = 0.079044 deltaLoss = -0.000009 Updating 5 features NewtonStep: 0.271 0.002000 increaseLambda: 0.748 0.000000 Undoing contribution: was 0.0030718060192694023 now 0.003068688469768183 229: time = 0.748000 loss = 6.017179 testLoss 6.918767 'COND__rev lambda = -0.3892 alpha = 0.008375 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000003 increaseLambda: 0.272 0.001000 Undoing: newLoss 6.145436202725005, oldLoss 6.132343848136596, deltaLossBound -3.130117892995623E-4 increaseLambda: 0.272 0.000000 Search: 0.272 0.000000 increaseLambda: 0.272 0.000000 76: time = 0.272000 loss = 6.131414 testLoss 6.870651 'NTL__rev lambda = 0.2117 alpha = 0.211659 lossBound = -0.000313 W1 = 0.344466 N1 = 0.363464 deltaLoss = -0.000930 Updating 7 features Updating 3 features NewtonStep: 0.75 0.002000 increaseLambda: 0.765 0.002000 Undoing contribution: was 0.09580241401968692 now 0.09579031273142213 201: time = 0.765000 loss = 6.006749 testLoss 7.005403 (LAKE_ORIGIN=0.0) lambda = -0.3540 alpha = 0.016392 lossBound = -0.000012 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000012 increaseLambda: 0.75 0.000000 230: time = 0.750000 loss = 6.017176 testLoss 6.919366 Updating 5 features NewtonStep: 0.994 0.007000 increaseLambda: 0.995 0.001000 274: time = 0.995000 loss = 6.011225 testLoss 6.961844 NTL_COND^2: lambda = -1.3617 min = 1.0000 max = 9.0000 alpha = -0.013961 lossBound = -0.000001 W1 = 0.128611 N1 = 0.121324 deltaLoss = -0.000004 Updating 3 features NewtonStep: 0.274 0.002000 increaseLambda: 0.275 0.001000 77: time = 0.275000 loss = 6.129959 testLoss 6.862670 'PTL__rev lambda = -0.6380 alpha = -0.163122 lossBound = -0.000674 W1 = 0.363625 N1 = 0.334334 deltaLoss = -0.001455 Updating 7 features NewtonStep: 0.767 0.002000 'COND__rev lambda = -0.7021 alpha = -0.009284 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000003 increaseLambda: 0.767 0.000000 Undoing contribution: was 0.011066218842874082 now 0.011055818318467931 202: time = 0.767000 loss = 6.006738 testLoss 7.004346 'COND__rev lambda = -0.1754 alpha = 0.015253 lossBound = -0.000004 W1 = 0.625264 N1 = 0.596381 deltaLoss = -0.000010 Updating 4 features NewtonStep: 0.754 0.004000 increaseLambda: 0.754 0.000000 Undoing contribution: was 0.003068688469768183 now 0.0030657864751671153 231: time = 0.754000 loss = 6.017173 testLoss 6.918808 'COND__rev lambda = -0.3811 alpha = 0.008080 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000003 Updating 7 features NewtonStep: 0.769 0.002000 Updating 5 features NewtonStep: 0.999 0.004000 increaseLambda: 0.77 0.001000 203: time = 0.770000 loss = 6.006729 testLoss 7.005420 'COND__rev lambda = -0.3483 alpha = -0.016724 lossBound = -0.000003 W1 = 0.703529 N1 = 0.677996 deltaLoss = -0.000010 increaseLambda: 0.999 0.000000 Undoing contribution: was 0.0033059496720145997 now 0.003299604472767684 275: time = 0.999000 loss = 6.011219 testLoss 6.961759 'NTL__rev lambda = 0.2040 alpha = -0.013699 lossBound = -0.000002 W1 = 0.349113 N1 = 0.371211 deltaLoss = -0.000006 Updating 4 features NewtonStep: 0.756 0.002000 increaseLambda: 0.756 0.000000 232: time = 0.756000 loss = 6.017170 testLoss 6.919385 'COND__rev lambda = -0.7110 alpha = -0.008955 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000003 Updating 6 features NewtonStep: 0.772 0.002000 increaseLambda: 0.772 0.000000 Undoing contribution: was 0.011055818318467931 now 0.011046454646914245 204: time = 0.772000 loss = 6.006719 testLoss 7.004417 'COND__rev lambda = -0.1609 alpha = 0.014472 lossBound = -0.000004 W1 = 0.625264 N1 = 0.596381 deltaLoss = -0.000009 Updating 3 features NewtonStep: 1.001 0.002000 increaseLambda: 1.001 0.000000 Undoing contribution: was 0.0028341853595557883 now 0.0028288648248940536 276: time = 1.001000 loss = 6.011214 testLoss 6.961006 'COND__rev lambda = -0.2839 alpha = 0.010897 lossBound = -0.000002 W1 = 0.627664 N1 = 0.598874 deltaLoss = -0.000005 Updating 5 features NewtonStep: 0.758 0.002000 increaseLambda: 0.758 0.000000 Undoing contribution: was 0.0030657864751671153 now 0.0030630850959197102 233: time = 0.758000 loss = 6.017168 testLoss 6.918848 'COND__rev lambda = -0.3733 alpha = 0.007795 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000003 Updating 7 features NewtonStep: 0.774 0.002000 increaseLambda: 0.774 0.000000 205: time = 0.774000 loss = 6.006710 testLoss 7.005451 'COND__rev lambda = -0.3644 alpha = -0.016106 lossBound = -0.000003 W1 = 0.703529 N1 = 0.677996 deltaLoss = -0.000009 Updating 3 features NewtonStep: 1.003 0.002000 Updating 4 features NewtonStep: 0.76 0.002000 increaseLambda: 1.004 0.001000 Undoing contribution: was 0.0012245047591705773 now 0.0012206987975988983 277: time = 1.004000 loss = 6.011210 testLoss 6.961607 'CHLA__rev lambda = -0.2416 alpha = 0.007763 lossBound = -0.000002 W1 = 0.310089 N1 = 0.279805 deltaLoss = -0.000004 increaseLambda: 0.76 0.000000 234: time = 0.760000 loss = 6.017165 testLoss 6.919405 'COND__rev lambda = -0.7197 alpha = -0.008639 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000003 Updating 6 features NewtonStep: 0.776 0.002000 increaseLambda: 0.776 0.000000 Undoing contribution: was 0.011046454646914245 now 0.011037765330596212 206: time = 0.776000 loss = 6.006702 testLoss 7.004486 'COND__rev lambda = -0.1470 alpha = 0.013939 lossBound = -0.000003 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000009 Updating 4 features NewtonStep: 0.762 0.002000 increaseLambda: 0.762 0.000000 Undoing contribution: was 0.0030630850959197102 now 0.0030605704471131927 235: time = 0.762000 loss = 6.017162 testLoss 6.918886 'COND__rev lambda = -0.3658 alpha = 0.007520 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000003 Updating 3 features NewtonStep: 1.006 0.002000 increaseLambda: 1.007 0.001000 Undoing contribution: was 0.019134670891568333 now 0.019127459379111804 278: time = 1.007000 loss = 6.011203 testLoss 6.961174 'DOC__rev lambda = 0.1768 alpha = -0.019695 lossBound = -0.000001 W1 = 0.612198 N1 = 0.626905 deltaLoss = -0.000007 Updating 7 features NewtonStep: 0.778 0.002000 Updating 3 features increaseLambda: 0.778 0.000000 NewtonStep: 0.763 0.001000 207: time = 0.778000 loss = 6.006694 testLoss 7.005482 'COND__rev lambda = -0.3799 alpha = -0.015509 lossBound = -0.000003 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000008 increaseLambda: 0.764 0.001000 236: time = 0.764000 loss = 6.017160 testLoss 6.919423 'COND__rev lambda = -0.7280 alpha = -0.008333 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 5 features NewtonStep: 1.009 0.002000 increaseLambda: 1.009 0.000000 Undoing contribution: was 0.0036045598608685867 now 0.0036027073013734454 279: time = 1.009000 loss = 6.011201 testLoss 6.961400 'PTL__rev lambda = -0.1728 alpha = 0.005701 lossBound = -0.000001 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000002 Updating 6 features NewtonStep: 0.78 0.002000 Updating 5 features NewtonStep: 0.289 0.014000 increaseLambda: 0.289 0.000000 Undoing contribution: was 0.1882394052718345 now 0.1875398915172836 78: time = 0.289000 loss = 6.129260 testLoss 6.863738 'PTL__rev lambda = -1.0809 alpha = 0.149657 lossBound = -0.000382 W1 = 0.145689 N1 = 0.122951 deltaLoss = -0.000700 Updating 7 features NewtonStep: 1.011 0.002000 increaseLambda: 1.011 0.000000 280: time = 1.011000 loss = 6.011200 testLoss 6.961643 CHLA_COND^2: lambda = 2.1890 min = 1.0000 max = 81.0000 alpha = 0.005874 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 Updating 2 features NewtonStep: 0.292 0.003000 increaseLambda: 0.292 0.000000 Undoing: newLoss 6.152891355405655, oldLoss 6.129259879890141, deltaLossBound -3.370192563684803E-4 Updating 3 features NewtonStep: 0.769 0.005000 increaseLambda: 0.292 0.000000 Updating 7 features NewtonStep: 1.013 0.002000 increaseLambda: 0.77 0.001000 Undoing contribution: was 0.0030605704471131927 now 0.0030582296062516006 Search: 0.293 0.001000 237: time = 0.770000 loss = 6.017158 testLoss 6.918923 'COND__rev lambda = -0.3585 alpha = 0.007255 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000002 increaseLambda: 1.014 0.001000 Undoing contribution: was 0.011075908558737352 now 0.01107340656876304 281: time = 1.014000 loss = 6.011197 testLoss 6.961408 CHLA_COND: lambda = 0.0765 min = 1.0000 max = 9.0000 alpha = -0.010026 lossBound = -0.000001 W1 = 0.104029 N1 = 0.113971 deltaLoss = -0.000003 increaseLambda: 0.293 0.000000 79: time = 0.293000 loss = 6.128268 testLoss 6.877535 'COND__rev lambda = -0.2283 alpha = -0.228283 lossBound = -0.000337 W1 = 0.700245 N1 = 0.677996 deltaLoss = -0.000992 Updating 3 features NewtonStep: 0.771 0.001000 increaseLambda: 0.771 0.000000 238: time = 0.771000 loss = 6.017155 testLoss 6.919442 'COND__rev lambda = -0.7360 Updating 7 features NewtonStep: 1.016 0.002000 Updating 5 features NewtonStep: 0.295 0.002000 increaseLambda: 1.016 0.000000 increaseLambda: 0.295 0.000000 282: time = 1.016000 loss = 6.011195 testLoss 6.961822 CHLA_COND^2: lambda = 2.1991 min = 1.0000 max = 81.0000 alpha = 0.010045 lossBound = -0.000002 W1 = 0.069373 N1 = 0.079044 deltaLoss = -0.000002 increaseLambda: 0.787 0.007000 Undoing contribution: was 0.013379967702538504 now 0.013366650408006482 alpha = -0.008039 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 80: time = 0.295000 loss = 6.127486 testLoss 6.874119 ANC^2: lambda = -2.0999 min = 0.2500 max = 8,396,588,362.4100 alpha = -2.099906 lossBound = -0.000420 W1 = 0.001387 N1 = 0.000695 deltaLoss = -0.000782 Updating 6 features NewtonStep: 1.018 0.002000 Updating 5 features Updating 3 features NewtonStep: 0.774 0.003000 increaseLambda: 1.018 0.000000 Undoing contribution: was 0.01107340656876304 now 0.0110711779830524 283: time = 1.018000 loss = 6.011193 testLoss 6.961601 CHLA_COND: lambda = 0.0671 min = 1.0000 max = 9.0000 alpha = -0.009462 lossBound = -0.000001 W1 = 0.104029 N1 = 0.113971 deltaLoss = -0.000002 increaseLambda: 0.297 0.002000 increaseLambda: 0.774 0.000000 Undoing contribution: was 0.003058229606251600681: time = 0.297000 loss = 6.127198 testLoss 6.872856 (LAKE_ORIGIN=0.0) lambda = -0.4249 alpha = -0.078966 lossBound = -0.000288 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000288 Updating 6 features NewtonStep: 1.02 0.002000 Updating 6 features 208: time = 0.787000 loss = 6.006680 testLoss 7.004933 CHLA_COND: lambda = 0.9444 min = 1.0000 max = 9.0000 alpha = -0.023151 lossBound = -0.000007 W1 = 0.104037 N1 = 0.113971 deltaLoss = -0.000013 NewtonStep: 0.299 0.002000 increaseLambda: 1.021 0.001000 increaseLambda: 0.3 0.001000 284: time = 1.021000 loss = 6.011191 testLoss 6.961990 CHLA_COND^2: lambda = 2.2085 min = 1.0000 max = 81.0000 alpha = 0.009448 lossBound = -0.000001 W1 = 0.069373 N1 = 0.079044 deltaLoss = -0.000002 82: time = 0.300000 loss = 6.126839 testLoss 6.866668 'CHLA__rev lambda = -0.3381 alpha = -0.074817 lossBound = -0.000210 W1 = 0.310165 N1 = 0.279805 deltaLoss = -0.000359 Updating 6 features NewtonStep: 0.301 0.001000 increaseLambda: 0.302 0.001000 83: time = 0.302000 loss = 6.126540 testLoss 6.871544 CHLA_COND^2: lambda = 2.1643 min = 1.0000 max = 81.0000 alpha = 0.124928 lossBound = -0.000200 W1 = 0.069649 N1 = 0.079044 deltaLoss = -0.000299 now 0.0030560505464443393 Updating 6 features 239: time = 0.780000 loss = 6.017153 testLoss 6.918959 'COND__rev lambda = -0.3515 alpha = 0.007000 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000002 Updating 28 features Newton: returning 0.8174573585514666 Updating 4 features Updating 6 features NewtonStep: 0.795 0.008000 increaseLambda: 0.796 0.001000 209: time = 0.796000 loss = 6.006669 testLoss 7.005844 CHLA_COND^2: lambda = 1.3614 min = 1.0000 max = 81.0000 alpha = 0.022246 lossBound = -0.000008 W1 = 0.069381 N1 = 0.079044 deltaLoss = -0.000011 Updating 31 features Updating 6 features NewtonStep: 0.304 0.002000 Loss was 6.017153222759313, now 6.01698995781404, delta -0.000163 parallelUpdate: 0.781 0.001000 Newton: returning 1.2349720861286002 Updating 4 features increaseLambda: 0.304 0.000000 Undoing contribution: was 0.1875398915172836 now 0.18719364638735173 84: time = 0.304000 loss = 6.126194 testLoss 6.872426 'PTL__rev lambda = -0.9769 alpha = 0.103937 lossBound = -0.000189 W1 = 0.145524 N1 = 0.122951 deltaLoss = -0.000346 Loss was 6.0066689871203485, now 6.005639784224252, delta -0.001029 parallelUpdate: 0.797 0.001000 Updating 2 features NewtonStep: 0.782 0.001000 increaseLambda: 0.783 0.001000 Undoing contribution: was 0.0030560505464443393 now 0.0029802586341594333 241: time = 0.783000 loss = 6.016914 testLoss 6.918469 'COND__rev lambda = -0.2690 alpha = 0.040975 lossBound = -0.000029 W1 = 0.626367 N1 = 0.597545 deltaLoss = -0.000076 Updating 5 features NewtonStep: 0.306 0.002000 increaseLambda: 0.306 0.000000 85: time = 0.306000 loss = 6.125885 testLoss 6.862747 'CHLA__rev lambda = -0.6453 alpha = -0.077811 lossBound = -0.000204 W1 = 0.179472 N1 = 0.153039 deltaLoss = -0.000308 Updating 4 features NewtonStep: 0.799 0.002000 increaseLambda: 0.799 0.000000 Undoing contribution: was 0.011037765330596212 now 0.011002982270219359 211: time = 0.799000 loss = 6.005605 testLoss 6.998605 'COND__rev lambda = -0.0381 alpha = 0.027766 lossBound = -0.000013 W1 = 0.625257 N1 = 0.596381 deltaLoss = -0.000035 Updating 2 features NewtonStep: 0.784 0.001000 increaseLambda: 0.785 0.001000 242: time = 0.785000 loss = 6.016900 testLoss 6.917311 'CHLA__rev lambda = -0.2549 alpha = -0.014684 lossBound = -0.000008 W1 = 0.310091 N1 = 0.279805 deltaLoss = -0.000014 NewtonStep: 1.024 0.003000 Updating 8 features NewtonStep: 0.308 0.002000 increaseLambda: 1.029 0.005000 285: time = 1.029000 loss = 6.011189 testLoss 6.961319 'CHLA__rev lambda = -0.2884 alpha = -0.005558 lossBound = -0.000001 W1 = 0.179132 N1 = 0.152846 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.786 0.001000 increaseLambda: 0.309 0.001000 Undoing: newLoss 6.12575575825336, oldLoss 6.125885404667402, deltaLossBound -1.3031126793265797E-4 increaseLambda: 0.31 0.001000 Search: 0.31 0.000000 increaseLambda: 0.787 0.001000 Undoing contribution: was 0.018150065875962563 now 0.018150051063700923 Updating 5 features NewtonStep: 1.031 0.002000 243: time = 0.787000 loss = 6.016900 testLoss 6.917278 CHLA_COND^2: lambda = 2.3739 min = 1.0000 max = 81.0000 alpha = -0.000798 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 increaseLambda: 0.31 0.000000 Undoing contribution: was 0.15725768852136282 now 0.1571273772534301 86: time = 0.310000 loss = 6.125755 testLoss 6.840440 'NTL_COND lambda = -1.6835 alpha = 0.137092 lossBound = -0.000130 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000130 increaseLambda: 1.032 0.001000 286: time = 1.032000 loss = 6.011183 testLoss 6.961333 PTL: lambda = 2.4418 min = 1.0000 max = 4,865.0000 alpha = 0.070184 lossBound = -0.000001 W1 = 0.019304 N1 = 0.021255 deltaLoss = -0.000006 Updating 3 features NewtonStep: 0.789 0.002000 Updating 4 features Updating 7 features increaseLambda: 0.789 0.000000 NewtonStep: 0.312 0.002000 244: time = 0.789000 loss = 6.016899 testLoss 6.917082 'PTL__rev lambda = -0.1335 alpha = -0.004805 lossBound = -0.000001 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.034 0.002000 increaseLambda: 0.313 0.001000 Undoing: newLoss 6.13947327599455, oldLoss 6.125755093399469, deltaLossBound -1.4798388926510943E-4 NewtonStep: 0.805 0.006000 increaseLambda: 1.034 0.000000 Undoing contribution: was 0.0036027073013734454 now 0.003601425157794583 287: time = 1.034000 loss = 6.011182 testLoss 6.961521 'PTL__rev lambda = -0.1680 alpha = 0.004743 lossBound = -0.000001 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000001 increaseLambda: 0.805 0.000000 212: time = 0.805000 loss = 6.005566 testLoss 6.998346 'TURB__rev lambda = -0.9716 alpha = -0.038839 lossBound = -0.000011 W1 = 0.770424 N1 = 0.748154 deltaLoss = -0.000039 Updating 6 features NewtonStep: 0.791 0.002000 increaseLambda: 0.791 0.000000 Undoing contribution: was 0.194673819990935 now 0.1946719928223328 245: time = 0.791000 loss = 6.016897 testLoss 6.917166 'PTL__rev lambda = -0.5416 alpha = 0.007260 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 Updating 5 features NewtonStep: 1.036 0.002000 Updating 6 features NewtonStep: 0.807 0.002000 increaseLambda: 1.036 0.000000 288: time = 1.036000 loss = 6.011165 testLoss 6.961374 CHLA: lambda = 0.6904 min = 0.0000 max = 871.2000 increaseLambda: 0.807 0.000000 alpha = 0.168784 lossBound = -0.000001 W1 = 0.030406 N1 = 0.031710 deltaLoss = -0.000017 Undoing contribution: was 0.002490240741878334 now 0.0023832547941809094 213: time = 0.807000 loss = 6.005459 testLoss 6.998170 PTL: lambda = 3.4829 min = 1.0000 max = 4,865.0000 alpha = -0.250280 lossBound = -0.000017 W1 = 0.019368 N1 = 0.021255 deltaLoss = -0.000107 Updating 3 features NewtonStep: 0.793 0.002000 increaseLambda: 0.793 0.000000 246: time = 0.793000 loss = 6.016896 testLoss 6.916982 'PTL__rev lambda = -0.1380 alpha = -0.004526 lossBound = -0.000001 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.038 0.002000 Updating 5 features increaseLambda: 1.038 0.000000 Undoing contribution: was 0.0012206987975988983 now 0.001214237995191161 289: time = 1.038000 loss = 6.011159 testLoss 6.962156 'CHLA__rev lambda = -0.2315 alpha = 0.010115 lossBound = -0.000004 W1 = 0.310090 N1 = 0.279805 deltaLoss = -0.000006 increaseLambda: 0.317 0.004000 increaseLambda: 0.809 0.002000 Undoing contribution: was 0.09579031273142213 now 0.09578081838118546 214: time = 0.810000 loss = 6.005450 testLoss 6.998340 (LAKE_ORIGIN=0.0) lambda = -0.3394 alpha = 0.014516 lossBound = -0.000009 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000009 Search: 0.318 0.001000 Updating 5 features increaseLambda: 0.318 0.000000 87: time = 0.318000 loss = 6.125607 testLoss 6.844000 'CHLA_COND__rev lambda = 0.0352 alpha = 0.035157 lossBound = -0.000148 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000148 increaseLambda: 0.795 0.002000 Undoing contribution: was 0.1677290636683102 now 0.16772849336242324 247: time = 0.795000 loss = 6.016896 testLoss 6.917025 (LAKE_ORIGIN=1.0) lambda = 0.7861 alpha = -0.003553 lossBound = -0.000001 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.04 0.002000 Updating 6 features NewtonStep: 0.811 0.001000 increaseLambda: 1.04 0.000000 Undoing contribution: was 0.0110711779830524 now 0.011068525564817128 290: time = 1.040000 loss = 6.011156 testLoss 6.961914 CHLA_COND: lambda = 0.0567 min = 1.0000 max = 9.0000 alpha = -0.010334 lossBound = -0.000001 W1 = 0.104029 N1 = 0.113971 deltaLoss = -0.000003 increaseLambda: 0.812 0.001000 Updating 5 features NewtonStep: 0.32 0.002000 215: time = 0.812000 loss = 6.005430 testLoss 6.999868 'COND__rev lambda = -0.5093 alpha = -0.023888 lossBound = -0.000007 W1 = 0.703525 N1 = 0.677996 deltaLoss = -0.000020 Updating 4 features NewtonStep: 0.797 0.002000 increaseLambda: 0.797 0.000000 Undoing: newLoss 6.02842204957168, oldLoss 6.016895589055507, deltaLossBound -3.539528434511421E-7 increaseLambda: 0.32 0.000000 increaseLambda: 0.797 0.000000 88: time = 0.320000 loss = 6.125394 testLoss 6.848098 CHLA_COND^2: lambda = 2.2684 min = 1.0000 max = 81.0000 alpha = 0.104068 lossBound = -0.000144 W1 = 0.069567 N1 = 0.079044 deltaLoss = -0.000214 Search: 0.798 0.001000 increaseLambda: 0.798 0.000000 248: time = 0.798000 loss = 6.016893 testLoss 6.917285 'DOC__rev lambda = 0.0140 alpha = 0.014042 lossBound = -0.000000 W1 = 0.642470 N1 = 0.657093 deltaLoss = -0.000002 Updating 5 features NewtonStep: 0.813 0.001000 increaseLambda: 0.814 0.001000 Undoing contribution: was 0.011002982270219359 now 0.0109969532031924 216: time = 0.814000 loss = 6.005424 testLoss 6.999065 'COND__rev lambda = -0.0265 alpha = 0.011600 lossBound = -0.000002 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000006 Updating 5 features NewtonStep: 0.322 0.002000 increaseLambda: 0.322 0.000000 89: time = 0.322000 loss = 6.120854 testLoss 6.871410 NTL: lambda = -4.7232 min = 5.0000 max = 26,100.0000 alpha = -4.723220 lossBound = -0.000127 W1 = 0.028212 N1 = 0.027624 deltaLoss = -0.004540 Updating 21 features Updating 4 features NewtonStep: 0.8 0.002000 Newton: returning 0.16102046139185008 Updating 4 features increaseLambda: 0.8 0.000000 Undoing contribution: was 0.0018104896689872913 now 0.0018080089511667947 249: time = 0.800000 loss = 6.016891 testLoss 6.917238 'NTL__rev lambda = 0.3715 alpha = -0.008556 lossBound = -0.000001 W1 = 0.340128 N1 = 0.362145 deltaLoss = -0.000002 Loss was 6.1208537239523935, now 6.120246945884533, delta -0.000607 parallelUpdate: 0.324 0.002000 Updating 3 features NewtonStep: 0.802 0.002000 increaseLambda: 0.802 0.000000 Undoing contribution: was 0.1946719928223328 now 0.1946705174609131 250: time = 0.802000 loss = 6.016889 testLoss 6.917313 'PTL__rev lambda = -0.5351 alpha = 0.006521 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 3 features NewtonStep: 0.326 0.002000 increaseLambda: 0.326 0.000000 91: time = 0.326000 loss = 6.117416 testLoss 6.863202 'PTL__rev lambda = -0.9263 alpha = -0.224927 lossBound = -0.001334 W1 = 0.363697 N1 = 0.334334 deltaLoss = -0.002831 Updating 4 features NewtonStep: 0.804 0.002000 Updating 6 features NewtonStep: 1.048 0.008000 increaseLambda: 0.804 0.000000 251: time = 0.804000 loss = 6.016888 testLoss 6.917686 'COND__rev lambda = -0.8386 alpha = -0.005773 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 increaseLambda: 1.048 0.000000 291: time = 1.048000 loss = 6.011153 testLoss 6.962408 CHLA_COND^2: lambda = 2.2205 min = 1.0000 max = 81.0000 alpha = 0.011999 lossBound = -0.000002 W1 = 0.069374 N1 = 0.079044 deltaLoss = -0.000003 Updating 6 features increaseLambda: 0.328 0.002000 Undoing contribution: was 0.09354705669007046 now 0.09272753152163027 92: time = 0.328000 loss = 6.116597 testLoss 6.864075 (LAKE_ORIGIN=0.0) lambda = -0.2878 alpha = 0.137080 lossBound = -0.000820 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000820 Updating 6 features NewtonStep: 0.806 0.002000 increaseLambda: 0.806 0.000000 Undoing contribution: was 0.0029802586341594333 now 0.0029790479852236655 Updating 5 features NewtonStep: 1.05 0.002000 252: time = 0.806000 loss = 6.016887 testLoss 6.917327 'COND__rev lambda = -0.2638 alpha = 0.005216 lossBound = -0.000000 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000001 increaseLambda: 1.05 0.000000 Undoing contribution: was 0.011068525564817128 now 0.011065356461518234 292: time = 1.050000 loss = 6.011149 testLoss 6.962143 CHLA_COND: lambda = 0.0454 min = 1.0000 max = 9.0000 alpha = -0.011285 lossBound = -0.000002 W1 = 0.104030 N1 = 0.113971 deltaLoss = -0.000003 Updating 6 features NewtonStep: 0.33 0.002000 increaseLambda: 0.33 0.000000 Undoing contribution: was 0.01690340388049437 now 0.016094374820452603 93: time = 0.330000 loss = 6.115788 testLoss 6.828560 NTL_COND: lambda = -0.4727 min = 1.0000 max = 3.0000 alpha = 0.164580 lossBound = -0.000361 W1 = 0.171691 N1 = 0.161765 deltaLoss = -0.000809 Updating 3 features NewtonStep: 0.807 0.001000 increaseLambda: 0.808 0.001000 253: time = 0.808000 loss = 6.016886 testLoss 6.917700 'COND__rev lambda = -0.8444 alpha = -0.005774 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.052 0.002000 increaseLambda: 1.052 0.000000 293: time = 1.052000 loss = 6.011147 testLoss 6.962607 CHLA_COND^2: lambda = 2.2318 min = 1.0000 max = 81.0000 alpha = 0.011268 lossBound = -0.000002 W1 = 0.069373 N1 = 0.079044 deltaLoss = -0.000003 Updating 7 features NewtonStep: 0.332 0.002000 Updating 5 features NewtonStep: 0.809 0.001000 increaseLambda: 0.332 0.000000 Undoing: newLoss 6.114919373454792, oldLoss 6.115787817851071, deltaLossBound -8.685390659454555E-4 increaseLambda: 0.333 0.001000 increaseLambda: 0.81 0.001000 Undoing contribution: was 0.0029790479852236655 now 0.002977920756165126 254: time = 0.810000 loss = 6.016885 testLoss 6.917353 'COND__rev lambda = -0.2587 alpha = 0.005033 lossBound = -0.000000 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.054 0.002000 increaseLambda: 1.055 0.001000 Undoing contribution: was 0.011065356461518234 now 0.011062554164701416 294: time = 1.055000 loss = 6.011144 testLoss 6.962359 CHLA_COND: lambda = 0.0348 min = 1.0000 max = 9.0000 alpha = -0.010612 lossBound = -0.000001 W1 = 0.104029 N1 = 0.113971 deltaLoss = -0.000003 Search: 0.334 0.001000 increaseLambda: 0.334 0.000000 94: time = 0.334000 loss = 6.114919 testLoss 6.849556 'PTL_COND__rev lambda = 0.3776 alpha = 0.086284 lossBound = -0.000869 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000869 Updating 3 features NewtonStep: 0.812 0.002000 increaseLambda: 0.812 0.000000 255: time = 0.812000 loss = 6.016884 testLoss 6.917305 'PTL__rev lambda = -0.0301 alpha = -0.004510 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.827 0.013000 increaseLambda: 0.828 0.001000 Undoing: newLoss 6.0054219578887365, oldLoss 6.005424138615015, deltaLossBound -2.1808845311902458E-6 Updating 6 features NewtonStep: 1.057 0.002000 increaseLambda: 0.828 0.000000 increaseLambda: 1.057 0.000000 295: time = 1.057000 loss = 6.011141 testLoss 6.962795 CHLA_COND^2: lambda = 2.2424 min = 1.0000 max = 81.0000 alpha = 0.010595 lossBound = -0.000002 W1 = 0.069373 N1 = 0.079044 deltaLoss = -0.000003 Search: 0.828 0.000000 increaseLambda: 0.828 0.000000 Undoing contribution: was 0.1368730413423073 now 0.13687086045777566 217: time = 0.828000 loss = 6.005422 testLoss 6.996249 'NTL_COND lambda = -1.3069 alpha = 0.017399 lossBound = -0.000002 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000002 Updating 8 features NewtonStep: 0.337 0.003000 increaseLambda: 0.337 0.000000 Undoing: newLoss 6.264624102153456, oldLoss 6.114919278785123, deltaLossBound -2.0351599796589008E-4 increaseLambda: 0.337 0.000000 Search: 0.338 0.001000 Updating 4 features NewtonStep: 1.059 0.002000 increaseLambda: 0.338 0.000000 95: time = 0.338000 loss = 6.113168 testLoss 6.848470 PTL: lambda = 2.4028 min = 1.0000 max = 4,865.0000 alpha = 2.402834 lossBound = -0.000204 W1 = 0.021650 N1 = 0.021255 deltaLoss = -0.001751 Updating 5 features NewtonStep: 0.83 0.002000 increaseLambda: 1.059 0.000000 Undoing contribution: was 0.011062554164701416 now 0.011060075600822833 296: time = 1.059000 loss = 6.011139 testLoss 6.962562 CHLA_COND: lambda = 0.0248 min = 1.0000 max = 9.0000 alpha = -0.009979 lossBound = -0.000001 W1 = 0.104029 N1 = 0.113971 deltaLoss = -0.000002 increaseLambda: 0.831 0.001000 Undoing: newLoss 6.005405638900507, oldLoss 6.0054219577304835, deltaLossBound -1.6425706219230074E-5 increaseLambda: 0.831 0.000000 Search: 0.831 0.000000 increaseLambda: 0.831 0.000000 218: time = 0.831000 loss = 6.005406 testLoss 6.996056 ANC_COND^2: lambda = -1.3797 min = 1.0000 max = 4.0000 alpha = -0.176032 lossBound = -0.000016 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000016 Updating 6 features NewtonStep: 0.34 0.002000 Updating 5 features increaseLambda: 0.34 0.000000 Undoing: newLoss 6.112671194985307, oldLoss 6.113168272218708, deltaLossBound -4.971101531436148E-4 increaseLambda: 0.341 0.001000 Search: 0.341 0.000000 increaseLambda: 0.341 0.000000 NewtonStep: 1.061 0.002000 96: time = 0.341000 loss = 6.112671 testLoss 6.864529 'PTL_COND__rev lambda = 0.4429 alpha = 0.065335 lossBound = -0.000497 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000497 increaseLambda: 1.063 0.002000 297: time = 1.063000 loss = 6.011136 testLoss 6.962972 CHLA_COND^2: lambda = 2.2524 min = 1.0000 max = 81.0000 alpha = 0.009964 lossBound = -0.000002 W1 = 0.069373 N1 = 0.079044 deltaLoss = -0.000002 Updating 4 features NewtonStep: 0.835 0.004000 increaseLambda: 0.835 0.000000 219: time = 0.835000 loss = 6.005401 testLoss 6.996788 'COND__rev lambda = -0.5206 alpha = -0.011361 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000004 Updating 8 features NewtonStep: 0.344 0.003000 increaseLambda: 0.344 0.000000 Updating 3 features NewtonStep: 1.065 0.002000 increaseLambda: 1.065 0.000000 298: time = 1.065000 loss = 6.011134 testLoss 6.962194 'CHLA__rev lambda = -0.2949 alpha = -0.006441 lossBound = -0.000001 W1 = 0.179132 N1 = 0.152846 deltaLoss = -0.000002 Updating 5 features NewtonStep: 0.837 0.002000 Updating 3 features increaseLambda: 0.837 0.000000 Undoing contribution: was 0.0109969532031924NewtonStep: 0.822 0.010000 Undoing: newLoss 6.129734178450281, oldLoss 6.112671162065563, deltaLossBound -2.3076650444194837E-4 now 0.010991353190732429 220: time = 0.837000 loss = 6.005395 testLoss 6.996015 'COND__rev lambda = -0.0153 alpha = 0.011180 lossBound = -0.000002 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000006 Updating 3 features NewtonStep: 1.067 0.002000 increaseLambda: 0.346 0.002000 increaseLambda: 1.067 0.000000 299: time = 1.067000 loss = 6.011134 testLoss 6.962410 CHLA_COND^2: lambda = 2.2576 min = 1.0000 max = 81.0000 alpha = 0.005221 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000001 Updating 32 features increaseLambda: 0.824 0.002000 Undoing contribution: was 0.1946705174609131 now 0.19466988283405537 256: time = 0.824000 loss = 6.016883 testLoss 6.917355 'PTL__rev lambda = -0.5308 alpha = 0.004274 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Reducing stepsize from 2.9209589347891463 to 0.17718399561622766 Newton: returning 0.17718399561622766 Updating 6 features Updating 6 features NewtonStep: 0.839 0.002000 increaseLambda: 0.84 0.001000 221: time = 0.840000 loss = 6.005390 testLoss 6.996815 'COND__rev lambda = -0.5331 alpha = -0.012433 lossBound = -0.000002 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000005 Updating 2 features NewtonStep: 0.825 0.001000 increaseLambda: 0.826 0.001000 257: time = 0.826000 loss = 6.016882 testLoss 6.917714 'COND__rev lambda = -0.8499 alpha = -0.005558 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Search: 0.347 0.001000 increaseLambda: 0.349 0.002000 97: time = 0.349000 loss = 6.112261 testLoss 6.858863 'ANC__rev lambda = 0.1086 alpha = 0.108637 lossBound = -0.000231 W1 = 0.197908 N1 = 0.222828 deltaLoss = -0.000410 Loss was 6.011133661140317, now 6.0110951673336395, delta -0.000038 parallelUpdate: 1.071 0.004000 Updating 6 features NewtonStep: 0.842 0.002000 increaseLambda: 0.842 0.000000 Undoing contribution: was 0.010991353190732429 now 0.010986149375527016 222: time = 0.843000 loss = 6.005385 testLoss 6.996070 'COND__rev lambda = -0.0046 alpha = 0.010777 lossBound = -0.000002 W1 = 0.625265 N1 = 0.596381 deltaLoss = -0.000005 Updating 6 features NewtonStep: 0.351 0.002000 increaseLambda: 0.352 0.001000 98: time = 0.352000 loss = 6.111790 testLoss 6.857302 ANC^2: lambda = -3.3075 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.869473 lossBound = -0.000193 W1 = 0.001899 N1 = 0.000695 deltaLoss = -0.000471 Updating 6 features NewtonStep: 1.073 0.002000 increaseLambda: 1.073 0.000000 Updating 4 features NewtonStep: 0.844 0.001000 301: time = 1.073000 loss = 6.011093 testLoss 6.964795 NTL_COND^2: lambda = -1.3711 min = 1.0000 max = 9.0000 alpha = -0.010109 lossBound = -0.000001 W1 = 0.128610 N1 = 0.121324 deltaLoss = -0.000002 increaseLambda: 0.845 0.001000 Updating 6 features NewtonStep: 0.354 0.002000 Updating 5 features increaseLambda: 0.354 0.000000 Undoing: newLoss 6.1295211478463525, oldLoss 6.111790306447878, deltaLossBound -7.017379819563186E-5 NewtonStep: 1.075 0.002000 increaseLambda: 0.355 0.001000 increaseLambda: 1.076 0.001000 302: time = 1.076000 loss = 6.011092 testLoss 6.964342 'CHLA__rev lambda = -0.3027 alpha = -0.003757 lossBound = -0.000000 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000001 Search: 0.355 0.000000 increaseLambda: 0.355 0.000000 99: time = 0.355000 loss = 6.111624 testLoss 6.861698 'NTL__rev lambda = -0.1527 alpha = -0.152677 lossBound = -0.000070 W1 = 0.024417 N1 = 0.012042 deltaLoss = -0.000166 Updating 6 features NewtonStep: 1.078 0.002000 increaseLambda: 1.078 0.000000 Updating 8 features 303: time = 1.078000 loss = 6.011091 testLoss 6.964770 'COND__rev lambda = -0.9879 alpha = -0.006620 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 increaseLambda: 0.357 0.002000 Undoing contribution: was 0.05705543312575667 now 0.05684394982048602 100: time = 0.357000 loss = 6.111413 testLoss 6.862374 (URBAN=1.0) lambda = 0.3384 alpha = -0.041979 lossBound = -0.000211 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000211 223: time = 0.845000 loss = 6.005380 testLoss 6.996841 'COND__rev lambda = -0.5451 alpha = -0.011975 lossBound = -0.000002 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000005 Updating 9 features NewtonStep: 0.359 0.002000 increaseLambda: 0.36 0.001000 Undoing contribution: was 0.18719364638735173 now 0.18699554999081816 101: time = 0.360000 loss = 6.111215 testLoss 6.863095 'PTL__rev lambda = -0.7657 alpha = 0.077864 lossBound = -0.000109 W1 = 0.145457 N1 = 0.122951 deltaLoss = -0.000198 Updating 5 features NewtonStep: 0.852 0.007000 increaseLambda: 0.853 0.001000 Undoing contribution: was 0.00839539454518948 now 0.008362256992257597 224: time = 0.853000 loss = 6.005347 testLoss 6.988628 NTL_COND^2: lambda = -1.1939 min = 1.0000 max = 9.0000 alpha = 0.040437 lossBound = -0.000012 W1 = 0.128620 N1 = 0.121324 deltaLoss = -0.000033 Updating 4 features NewtonStep: 0.838 0.012000 increaseLambda: 0.839 0.001000 Undoing contribution: was 0.002977920756165126 now 0.002976871036239032 258: time = 0.839000 loss = 6.016881 testLoss 6.917379 'COND__rev lambda = -0.2539 alpha = 0.004856 lossBound = -0.000000 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000001 Updating 8 features NewtonStep: 0.362 0.002000 increaseLambda: 0.362 0.000000 102: time = 0.362000 loss = 6.110950 testLoss 6.857823 'CHLA__rev lambda = -0.4180 alpha = -0.064266 lossBound = -0.000155 W1 = 0.310146 N1 = 0.279805 deltaLoss = -0.000264 Updating 4 features NewtonStep: 0.854 0.001000 increaseLambda: 0.855 0.001000 Undoing: newLoss 6.005335946409382, oldLoss 6.005346764095372, deltaLossBound -1.0821303352178172E-5 increaseLambda: 0.855 0.000000 Updating 2 features NewtonStep: 0.84 0.001000 Search: 0.855 0.000000 increaseLambda: 0.84 0.000000 259: time = 0.840000 loss = 6.016881 testLoss 6.917332 'PTL__rev lambda = -0.0345 alpha = -0.004432 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 0.856 0.001000 225: time = 0.856000 loss = 6.005336 testLoss 6.994830 'NTL_COND lambda = -1.3453 alpha = -0.038408 lossBound = -0.000011 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000011 Updating 7 features NewtonStep: 0.364 0.002000 increaseLambda: 0.364 0.000000 Undoing: newLoss 6.11187255453055, oldLoss 6.110950355990842, deltaLossBound -9.617133387006813E-5 increaseLambda: 0.364 0.000000 Search: 0.365 0.001000 Updating 4 features NewtonStep: 0.842 0.002000 increaseLambda: 0.365 0.000000 103: time = 0.365000 loss = 6.110714 testLoss 6.855934 COND^2: lambda = -1.5423 min = 16.0000 max = 2,559,348,100.0000 alpha = -1.542342 lossBound = -0.000096 W1 = 0.000984 N1 = 0.000135 deltaLoss = -0.000237 increaseLambda: 0.842 0.000000 Undoing contribution: was 0.19466988283405537 now 0.19466925286648304 Updating 5 features NewtonStep: 0.857 0.001000 260: time = 0.842000 loss = 6.016880 testLoss 6.917381 'PTL__rev lambda = -0.5265 alpha = 0.004258 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 0.858 0.001000 Undoing contribution: was 0.19264034791933057 now 0.19263246941349263 226: time = 0.858000 loss = 6.005328 testLoss 6.995001 'PTL__rev lambda = -0.7469 alpha = 0.015133 lossBound = -0.000004 W1 = 0.145372 N1 = 0.122951 deltaLoss = -0.000008 Updating 7 features NewtonStep: 0.367 0.002000 Updating 3 features NewtonStep: 0.844 0.002000 increaseLambda: 0.367 0.000000 Undoing contribution: was 0.18699554999081816 now 0.18692604449347563 104: time = 0.367000 loss = 6.110644 testLoss 6.856404 'PTL__rev lambda = -0.7200 alpha = 0.045652 lossBound = -0.000038 W1 = 0.145399 N1 = 0.122951 deltaLoss = -0.000070 increaseLambda: 0.844 0.000000 261: time = 0.844000 loss = 6.016879 testLoss 6.917463 'ANC__rev lambda = -0.5722 alpha = -0.008710 lossBound = -0.000000 W1 = 0.043050 N1 = 0.028343 deltaLoss = -0.000001 Updating 5 features Reducing newton stepsize from 0.012485268627225779 to 0.0045678171624036965 NewtonStep: 0.86 0.002000 increaseLambda: 0.861 0.001000 Undoing contribution: was 0.010986149375527016 now 0.010981972671474178 227: time = 0.861000 loss = 6.005324 testLoss 6.994683 'COND__rev lambda = 0.0000 alpha = 0.004568 lossBound = -0.000003 W1 = 0.624557 N1 = 0.596381 deltaLoss = -0.000004 Updating 6 features NewtonStep: 1.09 0.012000 Updating 6 features NewtonStep: 0.369 0.002000 increaseLambda: 1.09 0.000000 Undoing contribution: was 0.0028288648248940536 now 0.002826456660848101 304: time = 1.090000 loss = 6.011088 testLoss 6.964264 'COND__rev lambda = -0.2639 alpha = 0.007331 lossBound = -0.000001 W1 = 0.627664 N1 = 0.598874 deltaLoss = -0.000002 increaseLambda: 0.369 0.000000 Undoing: newLoss 6.1105766357177105, oldLoss 6.110644339922643, deltaLossBound -6.770498204440958E-5 increaseLambda: 0.37 0.001000 Updating 2 features NewtonStep: 0.864 0.003000 Updating 4 features NewtonStep: 0.849 0.005000 Search: 0.372 0.002000 increaseLambda: 0.864 0.000000 Undoing contribution: was 0.008362256992257597 now 0.00835526935325773 228: time = 0.864000 loss = 6.005317 testLoss 6.990928 NTL_COND^2: lambda = -1.1753 min = 1.0000 max = 9.0000 alpha = 0.018534 lossBound = -0.000003 W1 = 0.128611 N1 = 0.121324 deltaLoss = -0.000007 increaseLambda: 0.849 0.000000 increaseLambda: 0.372 0.000000 262: time = 0.849000 loss = 6.016855 testLoss 6.919542 Updating 7 features NTL: lambda = -5.5485 min = 5.0000 max = 26,100.0000 alpha = -0.356751 lossBound = -0.000000 W1 = 0.028626 N1 = 0.027624 deltaLoss = -0.000024 Undoing contribution: was 0.024746742328067183 now 0.024679037346022403 105: time = 0.372000 loss = 6.110577 testLoss 6.850202 'PTL_COND__rev lambda = 0.4187 alpha = -0.024208 lossBound = -0.000068 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000068 Updating 3 features Updating 4 features NewtonStep: 0.851 0.002000 NewtonStep: 1.095 0.005000 Updating 7 features increaseLambda: 0.851 0.000000 Undoing contribution: was 0.0018080089511667947 now 0.0017891428812675909 NewtonStep: 0.374 0.002000 increaseLambda: 1.095 0.000000 263: time = 0.851000 loss = 6.016836 testLoss 6.919400 'NTL__rev lambda = 0.3479 alpha = -0.023600 lossBound = -0.000006 W1 = 0.340128 N1 = 0.362145 deltaLoss = -0.000019 305: time = 1.095000 loss = 6.011086 testLoss 6.964789 'COND__rev lambda = -0.9961 alpha = -0.008134 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 increaseLambda: 0.375 0.001000 106: time = 0.375000 loss = 6.110499 testLoss 6.853803 'NTL__rev lambda = -0.2758 alpha = -0.123128 lossBound = -0.000031 W1 = 0.024122 N1 = 0.012042 deltaLoss = -0.000077 Updating 5 features NewtonStep: 0.853 0.002000 increaseLambda: 0.853 0.000000 Undoing: newLoss 6.01683411903562, oldLoss 6.016836357441243, deltaLossBound -2.238572409889942E-6 Updating 5 features NewtonStep: 1.097 0.002000 increaseLambda: 0.853 0.000000 Search: 0.854 0.001000 increaseLambda: 1.098 0.001000 Undoing contribution: was 0.002826456660848101 now 0.002824206642198482 306: time = 1.098000 loss = 6.011084 testLoss 6.964300 'COND__rev lambda = -0.2569 alpha = 0.007086 lossBound = -0.000001 W1 = 0.627664 N1 = 0.598874 deltaLoss = -0.000002 increaseLambda: 0.854 0.000000 Undoing contribution: was 0.1404452457693985 now 0.1404430071969893 264: time = 0.854000 loss = 6.016834 testLoss 6.916546 'NTL_COND lambda = -1.3444 alpha = 0.017628 lossBound = -0.000002 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000002 Updating 7 features NewtonStep: 0.377 0.002000 increaseLambda: 0.377 0.000000 Undoing contribution: was 0.18692604449347563 now 0.18687326768233206 107: time = 0.378000 loss = 6.110446 testLoss 6.854219 'PTL__rev lambda = -0.6803 alpha = 0.039739 lossBound = -0.000029 W1 = 0.145392 N1 = 0.122951 deltaLoss = -0.000053 Updating 3 features NewtonStep: 0.856 0.002000 Updating 6 features NewtonStep: 1.1 0.002000 increaseLambda: 0.856 0.000000 Undoing contribution: was 0.19466925286648304 now 0.1946684893417969 265: time = 0.856000 loss = 6.016833 testLoss 6.916601 'PTL__rev lambda = -0.5218 alpha = 0.004689 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 NewtonStep: 0.866 0.002000 Updating 4 features NewtonStep: 0.379 0.001000 increaseLambda: 0.872 0.006000 Undoing: newLoss 6.005313004273435, oldLoss 6.0053168999431294, deltaLossBound -3.895672072943402E-6 increaseLambda: 0.38 0.001000 108: time = 0.380000 loss = 6.110313 testLoss 6.865789 PTL_COND: lambda = -0.4295 min = 1.0000 max = 3.0000 alpha = -0.046757 lossBound = -0.000089 W1 = 0.235054 N1 = 0.220588 deltaLoss = -0.000134 increaseLambda: 0.872 0.000000 Search: 0.872 0.000000 increaseLambda: 0.873 0.001000 229: time = 0.873000 loss = 6.005313 testLoss 6.992393 'PTL_COND__rev lambda = 0.3315 alpha = 0.005799 lossBound = -0.000004 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000004 increaseLambda: 1.1 0.000000 307: time = 1.102000 loss = 6.011082 testLoss 6.964807 'COND__rev lambda = -1.0039 alpha = -0.007856 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.858 0.002000 increaseLambda: 0.859 0.001000 Updating 4 features NewtonStep: 0.382 0.002000 266: time = 0.859000 loss = 6.016833 testLoss 6.916554 'PTL__rev lambda = -0.0389 alpha = -0.004405 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 0.382 0.000000 Undoing: newLoss 6.110171051022356, oldLoss 6.11031287108815, deltaLossBound -1.4182357187473736E-4 increaseLambda: 0.382 0.000000 Search: 0.382 0.000000 increaseLambda: 0.383 0.001000 Undoing contribution: was 0.024679037346022403 now 0.024537213774149313 109: time = 0.383000 loss = 6.110171 testLoss 6.856764 'PTL_COND__rev lambda = 0.3836 alpha = -0.035055 lossBound = -0.000142 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000142 Updating 4 features NewtonStep: 0.86 0.001000 Updating 4 features NewtonStep: 1.105 0.003000 Updating 4 features NewtonStep: 0.876 0.003000 increaseLambda: 0.861 0.001000 Undoing contribution: was 0.1946684893417969 now 0.19466785974247755 267: time = 0.861000 loss = 6.016832 testLoss 6.916603 increaseLambda: 1.105 0.000000 Undoing contribution: was 0.002824206642198482 now 0.002822106891347956 308: time = 1.105000 loss = 6.011080 testLoss 6.964335 'COND__rev lambda = -0.2500 alpha = 0.006845 lossBound = -0.000001 W1 = 0.627665 N1 = 0.598874 deltaLoss = -0.000002 increaseLambda: 0.876 0.000000 230: time = 0.876000 loss = 6.005308 testLoss 6.992013 'PTL__rev lambda = -0.1536 alpha = -0.009270 lossBound = -0.000002 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000005 Updating 4 features NewtonStep: 0.385 0.002000 increaseLambda: 0.385 0.000000 110: time = 0.385000 loss = 6.110050 testLoss 6.867809 PTL_COND: lambda = -0.4741 min = 1.0000 max = 3.0000 alpha = -0.044608 lossBound = -0.000080 W1 = 0.235048 N1 = 0.220588 deltaLoss = -0.000121 'PTL__rev lambda = -0.5176 alpha = 0.004257 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.107 0.002000 increaseLambda: 1.107 0.000000 309: time = 1.108000 loss = 6.011078 testLoss 6.964825 'COND__rev lambda = -1.0115 alpha = -0.007588 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.387 0.002000 Updating 3 features NewtonStep: 0.864 0.003000 increaseLambda: 0.387 0.000000 Undoing: newLoss 6.109950589701414, oldLoss 6.1100502991440235, deltaLossBound -9.971115070258317E-5 increaseLambda: 0.865 0.001000 268: time = 0.865000 loss = 6.016831 testLoss 6.916556 'PTL__rev lambda = -0.0433 alpha = -0.004388 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 0.388 0.001000 Search: 0.388 0.000000 increaseLambda: 0.388 0.000000 Undoing contribution: was 0.024537213774149313 now 0.024437502623447804 111: time = 0.388000 loss = 6.109951 testLoss 6.860263 'PTL_COND__rev lambda = 0.3543 alpha = -0.029385 lossBound = -0.000100 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000100 Updating 2 features NewtonStep: 1.109 0.001000 increaseLambda: 1.11 0.001000 Undoing contribution: was 0.002822106891347956 now 0.002820147363730455 310: time = 1.110000 loss = 6.011076 testLoss 6.964369 'COND__rev lambda = -0.2434 alpha = 0.006612 lossBound = -0.000001 W1 = 0.627665 N1 = 0.598874 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.866 0.001000 increaseLambda: 0.866 0.000000 Undoing contribution: was 0.19466785974247755 now 0.19466723480217804 269: time = 0.866000 loss = 6.016831 testLoss 6.916606 'PTL__rev lambda = -0.5133 alpha = 0.004241 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 29 features Reducing stepsize from 1.3943778309879198 to 0.5596656616473972 Newton: returning 0.5596656616473972 Updating 3 features Updating 4 features NewtonStep: 0.39 0.002000 increaseLambda: 0.39 0.000000 112: time = 0.390000 loss = 6.109866 testLoss 6.869587 PTL_COND: lambda = -0.5117 min = 1.0000 max = 3.0000 alpha = -0.037594 lossBound = -0.000056 W1 = 0.235035 N1 = 0.220588 deltaLoss = -0.000085 Updating 3 features NewtonStep: 1.112 0.002000 Loss was 6.016830837279492, now 6.0167256761153745, delta -0.000105 parallelUpdate: 0.868 0.002000 increaseLambda: 1.112 0.000000 311: time = 1.112000 loss = 6.011074 testLoss 6.964842 'COND__rev lambda = -1.0188 alpha = -0.007329 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 2 features NewtonStep: 0.392 0.002000 Updating 4 features NewtonStep: 0.869 0.001000 increaseLambda: 0.87 0.001000 271: time = 0.870000 loss = 6.016725 testLoss 6.915296 'PTL__rev lambda = -0.0638 alpha = -0.004140 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 0.394 0.002000 113: time = 0.394000 loss = 6.109694 testLoss 6.867193 'PTL__rev lambda = -0.9818 alpha = -0.055530 lossBound = -0.000082 W1 = 0.363552 N1 = 0.334334 deltaLoss = -0.000172 Updating 1 features NewtonStep: 0.871 0.001000 increaseLambda: 0.872 0.001000 Undoing: newLoss 6.031273213716167, oldLoss 6.016725116259643, deltaLossBound -5.358234282438242E-7 Updating 3 features NewtonStep: 0.887 0.011000 increaseLambda: 0.872 0.000000 Updating 2 features increaseLambda: 0.887 0.000000 Undoing: newLoss 6.019936677340157, oldLoss 6.005308163273208, deltaLossBound -4.179024365423594E-6 NewtonStep: 1.116 0.004000 Search: 0.872 0.000000 increaseLambda: 0.887 0.000000 increaseLambda: 1.116 0.000000 Undoing contribution: was 0.002820147363730455 now 0.0028183186869604445 Updating 4 features increaseLambda: 0.873 0.001000 NewtonStep: 0.396 0.002000 312: time = 1.117000 loss = 6.011072 testLoss 6.964402 'COND__rev lambda = -0.2370 alpha = 0.006387 lossBound = -0.000001 W1 = 0.627665 N1 = 0.598874 deltaLoss = -0.000002 272: time = 0.873000 loss = 6.016724 testLoss 6.915310 'NTL__rev lambda = 0.0093 alpha = 0.009275 lossBound = -0.000001 W1 = 0.275186 N1 = 0.296367 deltaLoss = -0.000002 Search: 0.888 0.001000 increaseLambda: 0.396 0.000000 Undoing: newLoss 6.109637668887492, oldLoss 6.10969359515704, deltaLossBound -5.6041416947207826E-5 increaseLambda: 0.888 0.000000 231: time = 0.888000 loss = 6.005296 testLoss 6.992046 'NTL__rev lambda = 0.0259 alpha = 0.025910 lossBound = -0.000004 W1 = 0.275417 N1 = 0.296367 deltaLoss = -0.000012 increaseLambda: 0.396 0.000000 Search: 0.396 0.000000 increaseLambda: 0.397 0.001000 Undoing contribution: was 0.1571273772534301 now 0.15707133583648306 114: time = 0.397000 loss = 6.109638 testLoss 6.852705 'NTL_COND lambda = -1.5055 alpha = 0.089221 lossBound = -0.000056 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000056 Updating 2 features NewtonStep: 0.874 0.001000 Updating 2 features NewtonStep: 1.118 0.001000 increaseLambda: 0.874 0.000000 273: time = 0.874000 loss = 6.016723 testLoss 6.915249 'PTL__rev lambda = -0.0695 alpha = -0.005709 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 1.119 0.001000 313: time = 1.119000 loss = 6.011070 testLoss 6.964859 'COND__rev lambda = -1.0259 alpha = -0.007079 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 2 features NewtonStep: 0.89 0.002000 increaseLambda: 0.89 0.000000 232: time = 0.890000 loss = 6.005287 testLoss 6.991508 'PTL__rev lambda = -0.1666 alpha = -0.013039 lossBound = -0.000005 W1 = 0.359580 N1 = 0.330426 deltaLoss = -0.000010 Updating 4 features NewtonStep: 0.398 0.001000 Updating 3 features NewtonStep: 0.876 0.002000 increaseLambda: 0.876 0.000000 274: time = 0.876000 loss = 6.016714 testLoss 6.915147 CHLA: lambda = 0.5568 min = 0.0000 max = 871.2000 alpha = 0.121527 lossBound = -0.000000 W1 = 0.030405 N1 = 0.031710 deltaLoss = -0.000009 increaseLambda: 0.4 0.002000 115: time = 0.400000 loss = 6.109563 testLoss 6.861448 PTL_COND: lambda = -0.5469 min = 1.0000 max = 3.0000 alpha = -0.035229 lossBound = -0.000049 W1 = 0.235031 N1 = 0.220588 deltaLoss = -0.000074 Updating 6 features NewtonStep: 0.892 0.002000 increaseLambda: 0.892 0.000000 Undoing: newLoss 6.005284007225096, oldLoss 6.0052865512985365, deltaLossBound -2.5440744576913905E-6 increaseLambda: 0.893 0.001000 Search: 0.893 0.000000 Updating 2 features NewtonStep: 0.878 0.002000 Updating 2 features NewtonStep: 1.122 0.003000 increaseLambda: 0.893 0.000000 increaseLambda: 0.879 0.001000 Undoing contribution: was 0.003760021150157458 now 0.003756652103145422 Updating 4 features NewtonStep: 0.402 0.002000 275: time = 0.879000 loss = 6.016711 testLoss 6.915712 'CHLA__rev lambda = -0.2346 alpha = 0.007301 lossBound = -0.000002 W1 = 0.310089 N1 = 0.279805 deltaLoss = -0.000003 increaseLambda: 1.123 0.001000 Undoing contribution: was 0.0028183186869604445 now 0.0028166121157703035 314: time = 1.123000 loss = 6.011068 testLoss 6.964434 'COND__rev lambda = -0.2308 alpha = 0.006170 lossBound = -0.000001 W1 = 0.627665 N1 = 0.598874 deltaLoss = -0.000002 increaseLambda: 0.402 0.000000 Undoing: newLoss 6.109499285688683, oldLoss 6.109563054608085, deltaLossBound -6.376960753128719E-5 increaseLambda: 0.402 0.000000 Search: 0.402 0.000000 increaseLambda: 0.403 0.001000 Undoing contribution: was 0.024437502623447804 now 0.024373733015917286 116: time = 0.403000 loss = 6.109499 testLoss 6.855431 'PTL_COND__rev lambda = 0.3308 alpha = -0.023493 lossBound = -0.000064 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000064 Updating 2 features NewtonStep: 0.88 0.001000 Updating 2 features NewtonStep: 1.125 0.002000 increaseLambda: 0.881 0.001000 Undoing: newLoss 6.016710275262671, oldLoss 6.016710622541241, deltaLossBound -3.472785871762112E-7 233: time = 0.893000 loss = 6.005284 testLoss 6.992693 'PTL_COND__rev lambda = 0.3361 alpha = 0.004686 lossBound = -0.000003 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000003 increaseLambda: 1.125 0.000000 315: time = 1.125000 loss = 6.011067 testLoss 6.964875 'COND__rev lambda = -1.0327 increaseLambda: 0.881 0.000000 Search: 0.881 0.000000 alpha = -0.006838 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 increaseLambda: 0.882 0.001000 276: time = 0.882000 loss = 6.016710 testLoss 6.916151 'PTL_COND__rev lambda = 0.3038 alpha = 0.001732 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 5 features NewtonStep: 0.405 0.002000 increaseLambda: 0.405 0.000000 117: time = 0.405000 loss = 6.109445 testLoss 6.862918 PTL_COND: lambda = -0.5771 min = 1.0000 max = 3.0000 alpha = -0.030132 lossBound = -0.000035 W1 = 0.235023 N1 = 0.220588 deltaLoss = -0.000054 Updating 6 features increaseLambda: 0.898 0.005000 234: time = 0.898000 loss = 6.005282 testLoss 6.992613 (URBAN=1.0) lambda = 0.5515 alpha = 0.003730 lossBound = -0.000002 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.883 0.001000 Updating 2 features NewtonStep: 1.127 0.002000 increaseLambda: 0.884 0.001000 Undoing contribution: was 9.018240447441254E-4 now 9.010029999679584E-4 277: time = 0.884000 loss = 6.016709 testLoss 6.916220 ANC^2: lambda = -0.8171 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.055588 lossBound = -0.000000 W1 = 0.001695 N1 = 0.000695 deltaLoss = -0.000001 increaseLambda: 1.128 0.001000 Undoing contribution: was 0.0028166121157703035 now 0.0028150194900190247 316: time = 1.128000 loss = 6.011065 testLoss 6.964464 'COND__rev lambda = -0.2249 alpha = 0.005960 lossBound = -0.000001 W1 = 0.627665 N1 = 0.598874 deltaLoss = -0.000002 Updating 5 features NewtonStep: 0.407 0.002000 increaseLambda: 0.407 0.000000 Undoing: newLoss 6.10940022137904, oldLoss 6.1094451317718175, deltaLossBound -4.49107307644534E-5 increaseLambda: 0.408 0.001000 Search: 0.408 0.000000 Updating 7 features NewtonStep: 0.9 0.002000 increaseLambda: 0.408 0.000000 Updating 3 features NewtonStep: 0.885 0.001000 increaseLambda: 0.9 0.000000 Undoing contribution: was 0.00835526935325773 now 0.008351317125241762 increaseLambda: 0.886 0.001000 Undoing: newLoss 6.016709232211286, oldLoss 6.016709454217877, deltaLossBound -2.2200818059127408E-7 235: time = 0.900000 loss = 6.005278 testLoss 6.989794 NTL_COND^2: lambda = -1.1614 min = 1.0000 max = 9.0000 alpha = 0.013914 lossBound = -0.000001 W1 = 0.128611 N1 = 0.121324 deltaLoss = -0.000004 Updating 2 features increaseLambda: 0.886 0.000000 Search: 0.887 0.001000 increaseLambda: 0.887 0.000000 278: time = 0.887000 loss = 6.016709 testLoss 6.917114 'NTL_COND lambda = -1.3353 alpha = -0.005531 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 7 features NewtonStep: 0.903 0.003000 increaseLambda: 0.903 0.000000 Undoing: newLoss 6.00527524460408, oldLoss 6.005278380206883, deltaLossBound -3.135913780334795E-6 increaseLambda: 0.903 0.000000 Updating 4 features NewtonStep: 0.889 0.002000 Search: 0.904 0.001000 increaseLambda: 0.889 0.000000 Undoing contribution: was 0.012090537400907386 now 0.012090110973108536 279: time = 0.889000 loss = 6.016709 testLoss 6.917051 'ANC__rev lambda = -0.5733 alpha = 0.006626 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = -0.000000 NewtonStep: 1.133 0.005000 increaseLambda: 1.133 0.000000 317: time = 1.133000 loss = 6.011064 testLoss 6.964891 'COND__rev lambda = -1.0394 alpha = -0.006605 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 5 features NewtonStep: 0.89 0.001000 increaseLambda: 0.891 0.001000 280: time = 0.891000 loss = 6.016708 testLoss 6.917271 'COND__rev lambda = -0.9171 alpha = -0.003403 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000000 Updating 2 features NewtonStep: 1.135 0.002000 increaseLambda: 1.135 0.000000 Undoing contribution: was 0.0028150194900190247 now 0.0028135331954667027 318: time = 1.135000 loss = 6.011062 testLoss 6.964494 'COND__rev lambda = -0.2191 alpha = 0.005758 lossBound = -0.000001 W1 = 0.627665 N1 = 0.598874 deltaLoss = -0.000001 Undoing contribution: was 0.024373733015917286 now 0.024328822285152773 118: time = 0.418000 loss = 6.109400 testLoss 6.857878 'PTL_COND__rev lambda = 0.3111 alpha = -0.019712 lossBound = -0.000045 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000045 Updating 5 features NewtonStep: 0.42 0.002000 increaseLambda: 0.421 0.001000 Undoing contribution: was 0.18687326768233206 now 0.18681305798046247 Updating 6 features 119: time = 0.421000 loss = 6.109340 testLoss 6.858319 'PTL__rev lambda = -0.6379 alpha = 0.042433 lossBound = -0.000033 W1 = 0.145395 N1 = 0.122951 deltaLoss = -0.000060 Updating 25 features increaseLambda: 0.898 0.007000 Undoing contribution: was 0.09853195143144866 now 0.09853026574945822 281: time = 0.898000 loss = 6.016707 testLoss 6.917345 (LAKE_ORIGIN=0.0) lambda = -0.5421 alpha = 0.006110 lossBound = -0.000002 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000002 Newton: returning 0.231741293762042 Updating 6 features Loss was 6.109340011339183, now 6.1089338734813206, delta -0.000406 parallelUpdate: 0.422 0.001000 Updating 5 features NewtonStep: 0.9 0.002000 increaseLambda: 0.9 0.000000 Undoing contribution: was 0.002976871036239032 now 0.0029761198082711997 282: time = 0.900000 loss = 6.016706 testLoss 6.917062 'COND__rev lambda = -0.1952 alpha = 0.004108 lossBound = -0.000000 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.424 0.002000 increaseLambda: 0.424 0.000000 121: time = 0.424000 loss = 6.108872 testLoss 6.864921 PTL_COND: lambda = -0.6554 min = 1.0000 max = 3.0000 alpha = -0.032093 lossBound = -0.000040 W1 = 0.235026 N1 = 0.220588 deltaLoss = -0.000062 Updating 5 features NewtonStep: 0.902 0.002000 increaseLambda: 0.902 0.000000 283: time = 0.902000 loss = 6.016705 testLoss 6.917019 'PTL__rev lambda = -0.0736 alpha = -0.004045 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.426 0.002000 increaseLambda: 0.426 0.000000 Undoing: newLoss 6.108826019248748, oldLoss 6.108872360648749, deltaLossBound -4.6341760159158475E-5 increaseLambda: 0.427 0.001000 Search: 0.427 0.000000 Updating 6 features NewtonStep: 0.904 0.002000 increaseLambda: 0.427 0.000000 Undoing contribution: was 0.024374658929858732 now 0.024328317169698792 122: time = 0.427000 loss = 6.108826 testLoss 6.859800 'PTL_COND__rev lambda = 0.2944 alpha = -0.020024 lossBound = -0.000046 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000046 increaseLambda: 0.904 0.000000 Undoing contribution: was 0.19466723480217804 now 0.19466663108505908 284: time = 0.904000 loss = 6.016705 testLoss 6.917068 'PTL__rev lambda = -0.4867 alpha = 0.004169 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 4 features Updating 4 features NewtonStep: 0.906 0.002000 NewtonStep: 0.429 0.002000 increaseLambda: 0.906 0.000000 increaseLambda: 0.429 0.000000 Undoing: newLoss 6.1200679856455285, oldLoss 6.108826018888589, deltaLossBound -2.776332994852137E-5 285: time = 0.906000 loss = 6.016704 testLoss 6.917022 'PTL__rev lambda = -0.0779 alpha = -0.004298 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 0.43 0.001000 increaseLambda: 0.904 0.000000 Search: 0.43 0.000000 236: time = 0.922000 loss = 6.005275 testLoss 6.993145 'NTL_COND lambda = -1.3660 alpha = -0.020735 lossBound = -0.000003 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000003 increaseLambda: 0.43 0.000000 123: time = 0.430000 loss = 6.108647 testLoss 6.861664 'DOC__rev lambda = 0.1265 alpha = 0.126508 lossBound = -0.000028 W1 = 0.669021 N1 = 0.683069 deltaLoss = -0.000179 Updating 8 features NewtonStep: 0.924 0.002000 increaseLambda: 0.924 0.000000 Updating 7 features Updating 6 features 237: time = 0.924000 loss = 6.005272 testLoss 6.995027 NewtonStep: 0.909 0.003000 PTL_COND: lambda = -0.0471 min = 1.0000 max = 3.0000 alpha = -0.007529 lossBound = -0.000002 W1 = 0.235003 N1 = 0.220588 deltaLoss = -0.000003 increaseLambda: 0.432 0.002000 Undoing contribution: was 0.05684394982048602 now 0.05681400045931184 increaseLambda: 0.909 0.000000 Undoing contribution: was 0.19466663108505908 now 0.19466603198166285 286: time = 0.909000 loss = 6.016704 testLoss 6.917070 'PTL__rev lambda = -0.4825 alpha = 0.004154 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.926 0.002000 Updating 4 features NewtonStep: 0.911 0.002000 increaseLambda: 0.926 0.000000 238: time = 0.926000 loss = 6.005269 testLoss 6.994751 'PTL__rev lambda = -0.1734 alpha = -0.006753 lossBound = -0.000001 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000003 Updating 2 features NewtonStep: 1.155 0.020000 increaseLambda: 1.156 0.001000 319: time = 1.156000 loss = 6.011061 testLoss 6.964906 'COND__rev lambda = -1.0457 alpha = -0.006379 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 7 features NewtonStep: 0.928 0.002000 increaseLambda: 0.928 0.000000 Undoing contribution: was 0.19263246941349263 now 0.19263028777328192 Updating 3 features 239: time = 0.928000 loss = 6.005267 testLoss 6.994842 'PTL__rev lambda = -0.7389 alpha = 0.007943 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 NewtonStep: 1.158 0.002000 increaseLambda: 1.158 0.000000 Undoing contribution: was 0.0028135331954667027 now 0.0028121461272268807 320: time = 1.158000 loss = 6.011059 testLoss 6.964523 'COND__rev lambda = -0.2136 alpha = 0.005562 lossBound = -0.000001 W1 = 0.627665 N1 = 0.598874 deltaLoss = -0.000001 increaseLambda: 0.911 0.000000 287: time = 0.915000 loss = 6.016703 testLoss 6.917025 'PTL__rev lambda = -0.0821 alpha = -0.004282 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 3 features Updating 4 features NewtonStep: 1.16 0.002000 NewtonStep: 0.916 0.001000 increaseLambda: 1.161 0.001000 Undoing contribution: was 0.003299604472767684 now 0.0032979925241459905 increaseLambda: 0.917 0.001000 Undoing contribution: was 0.19466603198166285 now 0.1946654373160057 321: time = 1.161000 loss = 6.011058 testLoss 6.964481 'NTL__rev lambda = 0.1929 288: time = 0.917000 loss = 6.016702 testLoss 6.917073 alpha = -0.006905 lossBound = -0.000000 W1 = 0.349113 N1 = 0.371211 deltaLoss = -0.000002 'PTL__rev lambda = -0.4784 alpha = 0.004138 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 3 features NewtonStep: 0.918 0.001000 increaseLambda: 0.919 0.001000 289: time = 0.919000 loss = 6.016702 testLoss 6.917027 'PTL__rev lambda = -0.0864 alpha = -0.004266 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.163 0.002000 increaseLambda: 1.164 0.001000 Undoing contribution: was 0.19032521985247292 now 0.19032385947251845 322: time = 1.164000 loss = 6.011056 testLoss 6.964554 'PTL__rev lambda = -0.7974 alpha = 0.006276 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.921 0.002000 increaseLambda: 0.921 0.000000 Undoing contribution: was 0.1946654373160057 now 0.1946648470560199 290: time = 0.921000 loss = 6.016701 testLoss 6.917075 'PTL__rev lambda = -0.4743 alpha = 0.004123 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.166 0.002000 increaseLambda: 1.166 0.000000 323: time = 1.166000 loss = 6.011053 testLoss 6.964821 'DOC__rev lambda = 0.0664 alpha = 0.013817 lossBound = -0.000000 W1 = 0.633008 N1 = 0.647715 deltaLoss = -0.000003 Updating 2 features NewtonStep: 0.923 0.002000 increaseLambda: 0.923 0.000000 291: time = 0.923000 loss = 6.016701 testLoss 6.917030 'PTL__rev lambda = -0.0907 alpha = -0.004250 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 2 features NewtonStep: 1.168 0.002000 increaseLambda: 1.168 0.000000 Undoing contribution: was 0.0032979925241459905 now 0.0032950494951148467 324: time = 1.168000 loss = 6.011050 testLoss 6.964765 'NTL__rev lambda = 0.1835 alpha = -0.009328 lossBound = -0.000001 W1 = 0.349113 N1 = 0.371211 deltaLoss = -0.000003 Updating 3 features NewtonStep: 0.925 0.002000 increaseLambda: 0.925 0.000000 Undoing contribution: was 0.1946648470560199 now 0.19466426116985988 292: time = 0.925000 loss = 6.016700 testLoss 6.917078 'PTL__rev lambda = -0.4702 alpha = 0.004108 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 4 features Updating 1 features NewtonStep: 0.927 0.002000 increaseLambda: 1.172 0.004000 Undoing contribution: was 0.07010228587318856 now 0.07010193990889135 increaseLambda: 0.928 0.001000 325: time = 1.172000 loss = 6.011050 testLoss 6.964800 (URBAN=1.0) lambda = 0.5424 alpha = -0.001696 lossBound = -0.000000 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000000 293: time = 0.928000 loss = 6.016699 testLoss 6.917033 'PTL__rev lambda = -0.0949 alpha = -0.004234 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 3 features NewtonStep: 0.929 0.001000 Updating 4 features NewtonStep: 1.173 0.001000 increaseLambda: 0.93 0.001000 Undoing contribution: was 0.19466426116985988 now 0.19466367962589579 294: time = 0.930000 loss = 6.016699 testLoss 6.917080 'PTL__rev lambda = -0.4661 alpha = 0.004093 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 1.174 0.001000 326: time = 1.174000 loss = 6.011011 testLoss 6.967388 NTL: lambda = -6.3196 min = 5.0000 max = 26,100.0000 alpha = -0.445276 lossBound = -0.000001 W1 = 0.028627 N1 = 0.027624 deltaLoss = -0.000038 Updating 1 features NewtonStep: 0.931 0.001000 increaseLambda: 0.932 0.001000 295: time = 0.932000 loss = 6.016698 testLoss 6.917035 'PTL__rev lambda = -0.0991 alpha = -0.004219 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 124: time = 0.432000 loss = 6.108617 testLoss 6.861968 (URBAN=1.0) lambda = 0.3226 alpha = -0.015784 lossBound = -0.000030 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000030 Updating 4 features NewtonStep: 1.177 0.003000 increaseLambda: 1.177 0.000000 Undoing: newLoss 6.011004343233463, oldLoss 6.011011337513841, deltaLossBound -6.9959393390224556E-6 Updating 3 features NewtonStep: 0.933 0.001000 increaseLambda: 1.178 0.001000 Updating 7 features NewtonStep: 0.457 0.025000 increaseLambda: 0.934 0.001000 Undoing contribution: was 0.19466367962589579 now 0.19466310239272608 Search: 1.178 0.000000 296: time = 0.934000 loss = 6.016698 testLoss 6.917083 'PTL__rev lambda = -0.4620 alpha = 0.004077 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 0.457 0.000000 increaseLambda: 1.178 0.000000 Undoing contribution: was 0.13607915592338302 now 0.13607215998404407 125: time = 0.457000 loss = 6.108587 testLoss 6.863489 CHLA_COND^2: lambda = 2.4671 min = 1.0000 max = 81.0000 alpha = 0.037445 lossBound = -0.000021 W1 = 0.069397 N1 = 0.079044 deltaLoss = -0.000030 327: time = 1.178000 loss = 6.011004 testLoss 6.962328 'NTL_COND lambda = -1.3177 alpha = 0.031232 lossBound = -0.000007 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000007 Updating 3 features NewtonStep: 1.18 0.002000 Updating 8 features NewtonStep: 0.46 0.003000 increaseLambda: 1.181 0.001000 Undoing contribution: was 0.0032950494951148467 now 0.003276136939472388 328: time = 1.181000 loss = 6.010985 testLoss 6.962173 'NTL__rev lambda = 0.1599 alpha = -0.023657 lossBound = -0.000006 W1 = 0.349113 N1 = 0.371211 deltaLoss = -0.000019 increaseLambda: 0.46 0.000000 Undoing contribution: was 2.479493355145616E-4 now 1.688153204537949E-4 126: time = 0.460000 loss = 6.108508 testLoss 6.864281 COND^2: lambda = -1.0868 min = 16.0000 max = 2,559,348,100.0000 alpha = 0.812926 lossBound = -0.000025 W1 = 0.001176 N1 = 0.000135 deltaLoss = -0.000079 Updating 2 features NewtonStep: 0.937 0.003000 increaseLambda: 0.938 0.001000 297: time = 0.938000 loss = 6.016697 testLoss 6.917038 'PTL__rev lambda = -0.1033 alpha = -0.004203 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 10 features NewtonStep: 0.462 0.002000 Updating 4 features NewtonStep: 1.183 0.002000 increaseLambda: 0.462 0.000000 127: time = 0.462000 loss = 6.108455 testLoss 6.874433 NTL_COND^2: lambda = -0.9358 min = 1.0000 max = 9.0000 alpha = -0.050451 lossBound = -0.000019 W1 = 0.128625 N1 = 0.121324 deltaLoss = -0.000053 Updating 3 features NewtonStep: 0.939 0.001000 increaseLambda: 1.183 0.000000 329: time = 1.183000 loss = 6.010980 testLoss 6.962095 CHLA: lambda = 0.8392 min = 0.0000 max = 871.2000 alpha = 0.094460 lossBound = -0.000000 W1 = 0.030404 N1 = 0.031710 deltaLoss = -0.000005 Updating 31 features increaseLambda: 0.94 0.001000 Undoing contribution: was 0.19466310239272608 now 0.19466252943915793 298: time = 0.940000 loss = 6.016697 testLoss 6.917085 'PTL__rev lambda = -0.4579 alpha = 0.004062 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Newton: returning 1.1445903084337796 Updating 4 features Loss was 6.010980043967889, now 6.010917568734898, delta -0.000062 parallelUpdate: 1.185 0.002000 Updating 7 features NewtonStep: 0.464 0.002000 Updating 2 features NewtonStep: 0.941 0.001000 increaseLambda: 0.464 0.000000 Undoing: newLoss 6.108418214653742, oldLoss 6.1084551686625534, deltaLossBound -3.6954236565224724E-5 increaseLambda: 0.942 0.001000 299: time = 0.942000 loss = 6.016696 testLoss 6.917040 'PTL__rev lambda = -0.1075 alpha = -0.004188 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 29 features increaseLambda: 0.465 0.001000 Search: 0.465 0.000000 Newton: returning 0.3832572498186398 Updating 4 features increaseLambda: 0.465 0.000000 Undoing contribution: was 0.024328317169698792 now 0.024291362933131992 128: time = 0.465000 loss = 6.108418 testLoss 6.869865 'PTL_COND__rev lambda = 0.2765 alpha = -0.017880 lossBound = -0.000037 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000037 Updating 4 features NewtonStep: 1.187 0.002000 Loss was 6.016696021011664, now 6.016678251974341, delta -0.000018 parallelUpdate: 0.943 0.001000 Updating 8 features NewtonStep: 0.467 0.002000 Updating 3 features NewtonStep: 0.944 0.001000 increaseLambda: 0.468 0.001000 129: time = 0.468000 loss = 6.108386 testLoss 6.875654 PTL_COND: lambda = -0.6786 min = 1.0000 max = 3.0000 increaseLambda: 0.945 0.001000 alpha = -0.023256 lossBound = -0.000021 W1 = 0.235014 N1 = 0.220588 deltaLoss = -0.000032 Undoing contribution: was 0.007129964513836948 now 0.007114678149975115 301: time = 0.945000 loss = 6.016663 testLoss 6.917152 'DOC__rev lambda = 0.4488 alpha = -0.029085 lossBound = -0.000002 W1 = 0.628121 N1 = 0.642831 deltaLoss = -0.000015 increaseLambda: 1.189 0.002000 331: time = 1.189000 loss = 6.010893 testLoss 6.962490 'NTL__rev lambda = 0.0676 alpha = 0.027951 lossBound = -0.000008 W1 = 0.274545 N1 = 0.295846 deltaLoss = -0.000025 Updating 5 features NewtonStep: 0.947 0.002000 increaseLambda: 0.947 0.000000 Undoing contribution: was 0.19466252943915793 now 0.19466103754362993 Updating 7 features 302: time = 0.947000 loss = 6.016661 testLoss 6.917228 'PTL__rev lambda = -0.4301 alpha = 0.006561 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 NewtonStep: 0.47 0.002000 increaseLambda: 0.47 0.000000 Undoing: newLoss 6.108359626999209, oldLoss 6.10838621777999, deltaLossBound -2.6590897875888712E-5 Updating 5 features NewtonStep: 1.192 0.003000 increaseLambda: 0.471 0.001000 increaseLambda: 1.192 0.000000 Undoing: newLoss 6.010888404868234, oldLoss 6.010892978115008, deltaLossBound -4.5739045888743045E-6 Search: 0.471 0.000000 increaseLambda: 1.192 0.000000 increaseLambda: 0.471 0.000000 Undoing contribution: was 0.024291362933131992 now 0.024264772035253727 130: time = 0.471000 loss = 6.108360 testLoss 6.871785 'PTL_COND__rev lambda = 0.2613 alpha = -0.015165 lossBound = -0.000027 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000027 Search: 1.192 0.000000 Updating 3 features NewtonStep: 0.949 0.002000 increaseLambda: 1.193 0.001000 332: time = 1.193000 loss = 6.010888 testLoss 6.966533 'NTL_COND lambda = -1.3092 alpha = -0.025025 lossBound = -0.000005 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000005 increaseLambda: 0.949 0.000000 303: time = 0.949000 loss = 6.016661 testLoss 6.917184 'PTL__rev lambda = -0.1362 alpha = -0.004104 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 8 features NewtonStep: 0.473 0.002000 increaseLambda: 0.473 0.000000 Undoing: newLoss 6.1091450240581135, oldLoss 6.108359626882112, deltaLossBound -1.530904283912544E-5 increaseLambda: 0.474 0.001000 Updating 4 features NewtonStep: 1.195 0.002000 Updating 4 features NewtonStep: 0.951 0.002000 Search: 0.474 0.000000 increaseLambda: 1.195 0.000000 333: time = 1.195000 loss = 6.010883 testLoss 6.967362 'COND__rev lambda = -1.1464 alpha = -0.012879 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000006 increaseLambda: 0.474 0.000000 131: time = 0.474000 loss = 6.108238 testLoss 6.868557 COND: lambda = -0.9052 min = 4.0000 max = 50,590.0000 alpha = -0.905213 lossBound = -0.000015 W1 = 0.009261 N1 = 0.008479 deltaLoss = -0.000121 Updating 31 features Newton: returning 0.2483248815980127 Updating 9 features Updating 4 features NewtonStep: 1.197 0.002000 increaseLambda: 1.198 0.001000 334: time = 1.198000 loss = 6.010879 testLoss 6.966354 Updating 8 features 'CHLA__rev lambda = -0.3199 Reducing newton stepsize from 1.8006149351586722 to 1.0868400993755358 alpha = -0.008338 lossBound = -0.000002 W1 = 0.179133 N1 = 0.152846 deltaLoss = -0.000004 increaseLambda: 0.951 0.000000 Undoing contribution: was 0.19466103754362993 now 0.19466049311506814 304: time = 0.954000 loss = 6.016660 testLoss 6.917230 'PTL__rev lambda = -0.4262 alpha = 0.003961 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Loss was 6.005267208445962, now 6.005178018263539, delta -0.000089 parallelUpdate: 0.969 0.041000 Updating 3 features NewtonStep: 0.955 0.001000 Updating 4 features increaseLambda: 0.956 0.001000 Undoing contribution: was 0.04485150391007897 now 0.04485092085927311 increaseLambda: 1.2 0.002000 Undoing contribution: was 0.07010193990889135 now 0.07010063077147688 305: time = 0.956000 loss = 6.016660 testLoss 6.916313 TURB_COND: lambda = -1.9026 min = 1.0000 max = 3.0000 alpha = 0.005027 lossBound = -0.000000 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000001 335: time = 1.200000 loss = 6.010878 testLoss 6.966422 (URBAN=1.0) lambda = 0.5391 alpha = -0.003299 lossBound = -0.000001 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000001 Updating 7 features NewtonStep: 0.973 0.004000 increaseLambda: 0.973 0.000000 Undoing contribution: was 0.0034807673117682215 now 0.0034117271082389523 241: time = 0.973000 loss = 6.005109 testLoss 6.992100 'COND__rev lambda = -0.5728 alpha = 0.039062 lossBound = -0.000026 W1 = 0.626369 N1 = 0.597545 deltaLoss = -0.000069 Updating 3 features NewtonStep: 1.202 0.002000 increaseLambda: 1.203 0.001000 Undoing contribution: was 0.001214237995191161 now 0.0012122868624060447 336: time = 1.203000 loss = 6.010876 testLoss 6.966853 'CHLA__rev lambda = -0.2168 alpha = 0.005550 lossBound = -0.000001 W1 = 0.310089 N1 = 0.279805 deltaLoss = -0.000002 Updating 4 features NewtonStep: 0.959 0.003000 Updating 6 features NewtonStep: 0.975 0.002000 NewtonStep: 0.477 0.003000 increaseLambda: 0.976 0.001000 Undoing: newLoss 6.008479879476515, oldLoss 6.00510897806001, deltaLossBound -1.7185152497606308E-6 increaseLambda: 0.484 0.007000 Undoing contribution: was 1.688153204537949E-4 now 0.0 132: time = 0.484000 loss = 6.107967 testLoss 6.869450 Updating 4 features COND^2: lambda = 0.0000 min = 16.0000 max = 2,559,348,100.0000 alpha = 1.086840 lossBound = -0.000086 W1 = 0.001043 N1 = 0.000135 deltaLoss = -0.000272 increaseLambda: 0.976 0.000000 NewtonStep: 1.205 0.002000 Search: 0.976 0.000000 increaseLambda: 1.205 0.000000 337: time = 1.205000 loss = 6.010874 testLoss 6.966156 'CHLA__rev lambda = -0.3257 alpha = -0.005775 lossBound = -0.000001 W1 = 0.179132 N1 = 0.152846 deltaLoss = -0.000002 increaseLambda: 0.976 0.000000 242: time = 0.976000 loss = 6.005069 testLoss 6.991792 CHLA: lambda = 0.3461 min = 0.0000 max = 871.2000 alpha = 0.346113 lossBound = -0.000002 W1 = 0.030491 N1 = 0.031710 deltaLoss = -0.000040 Updating 7 features NewtonStep: 0.486 0.002000 increaseLambda: 0.486 0.000000 Undoing contribution: was 0.016094374820452603 now 0.015937158128166526 133: time = 0.486000 loss = 6.107809 testLoss 6.854311 NTL_COND: lambda = -0.3655 min = 1.0000 max = 3.0000 alpha = 0.071050 lossBound = -0.000071 W1 = 0.171520 N1 = 0.161765 deltaLoss = -0.000157 Updating 3 features NewtonStep: 1.207 0.002000 Updating 4 features NewtonStep: 0.978 0.002000 increaseLambda: 1.207 0.000000 Undoing contribution: was 0.19032385947251845 now 0.1903223845492958 338: time = 1.207000 loss = 6.010873 testLoss 6.966231 'PTL__rev lambda = -0.7814 alpha = 0.006535 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 0.979 0.001000 Undoing contribution: was 0.0011590067920225187 now 0.001139432275651162 243: time = 0.979000 loss = 6.005049 testLoss 6.993146 'CHLA__rev lambda = -0.2129 alpha = 0.017626 lossBound = -0.000012 W1 = 0.310093 N1 = 0.279805 deltaLoss = -0.000020 Updating 7 features NewtonStep: 0.488 0.002000 increaseLambda: 0.965 0.006000 306: time = 0.965000 loss = 6.016659 testLoss 6.916275 'PTL__rev lambda = -0.1398 alpha = -0.003566 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.488 0.000000 134: time = 0.488000 loss = 6.107636 testLoss 6.872544 NTL_COND^2: lambda = -1.0268 min = 1.0000 max = 9.0000 alpha = -0.090999 lossBound = -0.000063 W1 = 0.128661 N1 = 0.121324 deltaLoss = -0.000173 Updating 2 features NewtonStep: 1.209 0.002000 Updating 5 features NewtonStep: 0.98 0.001000 increaseLambda: 1.21 0.001000 Undoing contribution: was 0.019127459379111804 now 0.019123028569885618 increaseLambda: 0.981 0.001000 339: time = 1.210000 loss = 6.010868 testLoss 6.965893 'DOC__rev lambda = 0.1476 alpha = -0.015475 lossBound = -0.000001 W1 = 0.612198 N1 = 0.626905 deltaLoss = -0.000004 Undoing: newLoss 6.005046626448827, oldLoss 6.005049062579586, deltaLossBound -2.4363190721032944E-6 increaseLambda: 0.981 0.000000 Search: 0.981 0.000000 Updating 5 features NewtonStep: 0.966 0.001000 increaseLambda: 0.982 0.001000 244: time = 0.982000 loss = 6.005047 testLoss 6.996101 'NTL_COND lambda = -1.3616 alpha = -0.018284 lossBound = -0.000002 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000002 increaseLambda: 0.967 0.001000 Undoing contribution: was 0.19466049311506814 now 0.19465995024448765 307: time = 0.967000 loss = 6.016659 testLoss 6.916321 'PTL__rev lambda = -0.4222 alpha = 0.003955 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.49 0.002000 increaseLambda: 0.49 0.000000 Undoing contribution: was 0.015937158128166526 now 0.015773163246525765 135: time = 0.490000 loss = 6.107472 testLoss 6.857058 NTL_COND: lambda = -0.2929 min = 1.0000 max = 3.0000 alpha = 0.072659 lossBound = -0.000074 W1 = 0.171522 N1 = 0.161765 deltaLoss = -0.000164 Updating 4 features NewtonStep: 1.212 0.002000 increaseLambda: 1.212 0.000000 Undoing contribution: was 0.00546203802422601 now 0.005451683669536797 340: time = 1.212000 loss = 6.010858 testLoss 6.965021 CHLA_COND^2: lambda = 2.2937 min = 1.0000 max = 81.0000 alpha = -0.020799 lossBound = -0.000008 W1 = 0.069380 N1 = 0.079044 deltaLoss = -0.000010 Updating 4 features NewtonStep: 0.968 0.001000 Updating 5 features NewtonStep: 0.983 0.001000 increaseLambda: 0.984 0.001000 245: time = 0.984000 loss = 6.005041 testLoss 6.996119 'NTL__rev lambda = 0.0455 alpha = 0.013202 lossBound = -0.000002 W1 = 0.275056 N1 = 0.296367 deltaLoss = -0.000006 Updating 6 features NewtonStep: 0.492 0.002000 increaseLambda: 0.492 0.000000 136: time = 0.492000 loss = 6.107376 testLoss 6.867027 PTL_COND: lambda = -0.7189 min = 1.0000 max = 3.0000 alpha = -0.040211 lossBound = -0.000062 W1 = 0.235038 N1 = 0.220588 deltaLoss = -0.000096 Updating 5 features NewtonStep: 1.214 0.002000 Updating 3 features increaseLambda: 1.215 0.001000 Undoing contribution: was 0.0012122868624060447 now 0.0012069787727244676 NewtonStep: 0.986 0.002000 341: time = 1.215000 loss = 6.010853 testLoss 6.965730 'CHLA__rev lambda = -0.2076 alpha = 0.009169 lossBound = -0.000003 W1 = 0.310089 N1 = 0.279805 deltaLoss = -0.000005 increaseLambda: 0.986 0.000000 increaseLambda: 0.971 0.003000 246: time = 0.986000 loss = 6.005032 testLoss 6.997412 'NTL__rev lambda = -0.2706 alpha = -0.043579 lossBound = -0.000004 W1 = 0.024089 N1 = 0.012042 deltaLoss = -0.000009 Updating 6 features 308: time = 0.971000 loss = 6.016658 testLoss 6.916278 'PTL__rev lambda = -0.1438 alpha = -0.004076 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 NewtonStep: 0.494 0.002000 increaseLambda: 0.495 0.001000 137: time = 0.495000 loss = 6.107273 testLoss 6.870515 'COND__rev lambda = -0.3290 alpha = -0.055433 lossBound = -0.000034 W1 = 0.703494 N1 = 0.677996 deltaLoss = -0.000103 Updating 6 features Updating 5 features NewtonStep: 0.988 0.002000 Updating 5 features NewtonStep: 0.973 0.002000 increaseLambda: 1.217 0.002000 Undoing contribution: was 0.1714605472988815 now 0.171458607424686 342: time = 1.217000 loss = 6.010851 testLoss 6.965809 (LAKE_ORIGIN=1.0) lambda = 1.0718 increaseLambda: 0.988 0.000000 alpha = -0.006555 lossBound = -0.000002 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000002 247: time = 0.988000 loss = 6.005026 testLoss 6.998256 'COND__rev lambda = -0.5992 alpha = -0.013131 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000006 increaseLambda: 0.973 0.000000 Undoing contribution: was 0.19465995024448765 now 0.19465941164597608 309: time = 0.973000 loss = 6.016658 testLoss 6.916324 'PTL__rev lambda = -0.4183 alpha = 0.003939 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.496 0.001000 increaseLambda: 0.497 0.001000 138: time = 0.497000 loss = 6.107168 testLoss 6.884787 NTL_COND^2: lambda = -1.0979 min = 1.0000 max = 9.0000 alpha = -0.071079 lossBound = -0.000038 W1 = 0.128641 N1 = 0.121324 deltaLoss = -0.000105 Updating 4 features NewtonStep: 0.975 0.002000 Updating 3 features NewtonStep: 0.99 0.002000 Updating 4 features increaseLambda: 0.99 0.000000 248: time = 0.990000 loss = 6.005020 testLoss 6.998274 'NTL__rev lambda = 0.0586 alpha = 0.013031 lossBound = -0.000002 W1 = 0.275056 N1 = 0.296367 deltaLoss = -0.000005 NewtonStep: 1.22 0.003000 Updating 7 features NewtonStep: 0.499 0.002000 increaseLambda: 0.499 0.000000 Undoing contribution: was 0.015773163246525765 now 0.01561093767030984 139: time = 0.499000 loss = 6.107006 testLoss 6.869377 NTL_COND: lambda = -0.2205 min = 1.0000 max = 3.0000 alpha = 0.072309 lossBound = -0.000073 W1 = 0.171521 N1 = 0.161765 deltaLoss = -0.000162 Updating 2 features NewtonStep: 0.992 0.002000 increaseLambda: 1.221 0.001000 Undoing: newLoss 6.02408888786317, oldLoss 6.010850625027464, deltaLossBound -1.7826312499608223E-6 increaseLambda: 0.992 0.000000 Undoing: newLoss 6.018226806103393, oldLoss 6.005020376633839, deltaLossBound -2.3132331881087047E-6 increaseLambda: 1.222 0.001000 increaseLambda: 0.993 0.001000 Search: 1.222 0.000000 Search: 0.993 0.000000 increaseLambda: 1.222 0.000000 increaseLambda: 0.993 0.000000 343: time = 1.222000 loss = 6.010847 testLoss 6.965689 249: time = 0.993000 loss = 6.005016 testLoss 6.998137 'PTL__rev lambda = -0.0126 alpha = -0.012583 lossBound = -0.000002 W1 = 0.134827 N1 = 0.113003 deltaLoss = -0.000004 increaseLambda: 0.979 0.004000 310: time = 0.979000 loss = 6.016657 testLoss 6.916280 'PTL__rev lambda = -0.1479 alpha = -0.004061 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 7 features NewtonStep: 0.502 0.003000 increaseLambda: 0.502 0.000000 140: time = 0.502000 loss = 6.106842 testLoss 6.887194 NTL_COND^2: lambda = -1.1868 min = 1.0000 max = 9.0000 alpha = -0.088895 lossBound = -0.000059 W1 = 0.128658 N1 = 0.121324 deltaLoss = -0.000164 Updating 4 features NewtonStep: 0.995 0.002000 Updating 4 features NewtonStep: 0.98 0.001000 increaseLambda: 0.995 0.000000 Undoing contribution: was 0.0034117271082389523 now 0.0034095175702330595 250: time = 0.995000 loss = 6.005014 testLoss 6.997652 'COND__rev lambda = -0.5658 increaseLambda: 0.98 0.000000 alpha = 0.007031 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000002 'PTL__rev lambda = -0.0110 alpha = -0.011047 lossBound = -0.000002 W1 = 0.134838 N1 = 0.113003 deltaLoss = -0.000003 Updating 7 features NewtonStep: 0.504 0.002000 Updating 5 features NewtonStep: 0.997 0.002000 increaseLambda: 0.998 0.001000 Updating 6 features NewtonStep: 1.227 0.005000 251: time = 0.998000 loss = 6.005010 testLoss 6.998306 'COND__rev lambda = -0.6093 alpha = -0.010143 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000004 Undoing contribution: was 0.19465941164597608 now 0.19465887704670368 311: time = 0.983000 loss = 6.016657 testLoss 6.916326 'PTL__rev lambda = -0.4144 alpha = 0.003925 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 1.227 0.000000 Undoing contribution: was 0.005451683669536797 now 0.005450576345644662 344: time = 1.227000 loss = 6.010846 testLoss 6.965404 CHLA_COND^2: lambda = 2.2869 min = 1.0000 max = 81.0000 alpha = -0.006855 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.984 0.001000 Updating 2 features NewtonStep: 1.0 0.002000 increaseLambda: 0.985 0.001000 312: time = 0.985000 loss = 6.016656 testLoss 6.916283 increaseLambda: 1.0 0.000000 Undoing contribution: was 0.0034095175702330595 now 0.0034060446361958187 Updating 5 features 252: time = 1.000000 loss = 6.005007 testLoss 6.997697 'COND__rev lambda = -0.5570 alpha = 0.008811 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000003 NewtonStep: 1.229 0.002000 increaseLambda: 1.23 0.001000 Undoing contribution: was 0.0012069787727244676 now 0.0012048373140820547 345: time = 1.230000 loss = 6.010844 testLoss 6.965855 'CHLA__rev lambda = -0.2018 alpha = 0.005822 lossBound = -0.000001 W1 = 0.310089 N1 = 0.279805 deltaLoss = -0.000002 increaseLambda: 0.505 0.001000 Updating 4 features 'PTL__rev lambda = -0.1520 alpha = -0.004046 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 NewtonStep: 1.002 0.002000 Undoing contribution: was 0.01561093767030984 now 0.015455603190304909 141: time = 0.510000 loss = 6.106687 testLoss 6.872107 NTL_COND: lambda = -0.1497 min = 1.0000 max = 3.0000 alpha = 0.070807 lossBound = -0.000070 W1 = 0.171519 N1 = 0.161765 deltaLoss = -0.000155 increaseLambda: 1.003 0.001000 253: time = 1.003000 loss = 6.005004 testLoss 6.998327 'COND__rev lambda = -0.6191 alpha = -0.009774 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000003 Updating 6 features NewtonStep: 1.232 0.002000 increaseLambda: 1.233 0.001000 Undoing contribution: was 0.0028121461272268807 now 0.0028103635215176144 346: time = 1.233000 loss = 6.010842 testLoss 6.965421 'COND__rev lambda = -0.1268 alpha = 0.006300 lossBound = -0.000001 W1 = 0.627665 N1 = 0.598874 deltaLoss = -0.000002 Updating 5 features NewtonStep: 0.989 0.004000 Updating 6 features NewtonStep: 0.512 0.002000 increaseLambda: 0.989 0.000000 Undoing contribution: was 0.19465887704670368 now 0.1946583464176652 Updating 4 features NewtonStep: 1.004 0.001000 increaseLambda: 0.512 0.000000 313: time = 0.989000 loss = 6.016656 testLoss 6.916328 'PTL__rev lambda = -0.4105 alpha = 0.003910 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 142: time = 0.512000 loss = 6.106528 testLoss 6.889670 NTL_COND^2: lambda = -1.2744 min = 1.0000 max = 9.0000 alpha = -0.087614 lossBound = -0.000057 W1 = 0.128656 N1 = 0.121324 deltaLoss = -0.000159 increaseLambda: 1.005 0.001000 Undoing contribution: was 0.0023832547941809094 now 0.0023744917138262193 254: time = 1.005000 loss = 6.004995 testLoss 6.998297 PTL: lambda = 3.4097 min = 1.0000 max = 4,865.0000 alpha = -0.078486 lossBound = -0.000001 W1 = 0.019306 N1 = 0.021255 deltaLoss = -0.000009 Updating 6 features NewtonStep: 1.235 0.002000 Updating 4 features increaseLambda: 1.235 0.000000 NewtonStep: 0.991 0.002000 347: time = 1.235000 loss = 6.010841 testLoss 6.965533 'ANC__rev lambda = -0.5622 alpha = -0.012035 lossBound = -0.000001 W1 = 0.043050 N1 = 0.028343 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.514 0.002000 increaseLambda: 0.991 0.000000 314: time = 0.991000 loss = 6.016655 testLoss 6.916285 'PTL__rev lambda = -0.1560 alpha = -0.004031 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.006 0.001000 increaseLambda: 0.514 0.000000 Undoing: newLoss 6.10644487440254, oldLoss 6.1065279524189515, deltaLossBound -8.333969691793534E-5 increaseLambda: 1.007 0.001000 Undoing: newLoss 6.004992716369026, oldLoss 6.004994913581218, deltaLossBound -2.197212969854025E-6 increaseLambda: 0.515 0.001000 Search: 0.515 0.000000 increaseLambda: 1.007 0.000000 Search: 1.007 0.000000 increaseLambda: 0.515 0.000000 Undoing contribution: was 0.15707133583648306 now 0.1569879961395644 143: time = 0.515000 loss = 6.106445 testLoss 6.871931 'NTL_COND lambda = -1.3552 alpha = 0.109149 lossBound = -0.000083 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000083 increaseLambda: 1.008 0.001000 Undoing contribution: was 0.004415560514567966 now 0.0044133633015999525 Updating 5 features 255: time = 1.008000 loss = 6.004993 testLoss 6.997190 'PTL_COND__rev lambda = 0.3297 alpha = -0.004357 lossBound = -0.000002 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000002 increaseLambda: 1.237 0.002000 348: time = 1.237000 loss = 6.010841 testLoss 6.965492 (URBAN=0.0) lambda = -0.1220 alpha = -0.001892 lossBound = -0.000000 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000000 Updating 7 features NewtonStep: 0.517 0.002000 Updating 4 features NewtonStep: 1.009 0.001000 increaseLambda: 0.518 0.001000 Undoing contribution: was 0.015455603190304909 now 0.015381193703408388 144: time = 0.518000 loss = 6.106370 testLoss 6.861601 NTL_COND: lambda = -0.1011 min = 1.0000 max = 3.0000 increaseLambda: 1.01 0.001000 alpha = 0.048630 lossBound = -0.000034 W1 = 0.171498 N1 = 0.161765 deltaLoss = -0.000074 256: time = 1.010000 loss = 6.004990 testLoss 6.999050 TURB_COND: lambda = -2.2301 min = 1.0000 max = 3.0000 alpha = -0.010216 lossBound = -0.000002 W1 = 0.082444 N1 = 0.073529 deltaLoss = -0.000003 Updating 5 features NewtonStep: 1.239 0.002000 Updating 3 features increaseLambda: 1.24 0.001000 NewtonStep: 0.996 0.005000 349: time = 1.240000 loss = 6.010840 testLoss 6.965348 'PTL__rev lambda = -0.2615 alpha = -0.003517 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.011 0.001000 Updating 6 features NewtonStep: 0.52 0.002000 increaseLambda: 1.012 0.001000 Undoing contribution: was 0.013366650408006482 now 0.013365133885958986 increaseLambda: 0.52 0.000000 145: time = 0.520000 loss = 6.106191 testLoss 6.880063 NTL_COND^2: lambda = -1.3665 min = 1.0000 max = 9.0000 alpha = -0.092155 lossBound = -0.000065 W1 = 0.128663 N1 = 0.121324 deltaLoss = -0.000179 Updating 5 features NewtonStep: 1.241 0.001000 increaseLambda: 1.242 0.001000 Undoing contribution: was 0.005450576345644662 now 0.0054501612701933185 350: time = 1.242000 loss = 6.010839 testLoss 6.965174 CHLA_COND^2: lambda = 2.2826 min = 1.0000 max = 81.0000 alpha = -0.004203 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 6 features NewtonStep: 0.522 0.002000 257: time = 1.012000 loss = 6.004989 testLoss 6.998868 CHLA_COND: lambda = 0.3963 min = 1.0000 max = 9.0000 alpha = -0.007803 lossBound = -0.000001 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000002 increaseLambda: 0.522 0.000000 Undoing contribution: was 0.015381193703408388 now 0.015210569388308545 146: time = 0.522000 loss = 6.106021 testLoss 6.864279 NTL_COND: lambda = -0.0271 min = 1.0000 max = 3.0000 alpha = 0.074041 lossBound = -0.000077 W1 = 0.171524 N1 = 0.161765 deltaLoss = -0.000171 Updating 5 features NewtonStep: 1.244 0.002000 increaseLambda: 1.244 0.000000 Undoing contribution: was 0.0012048373140820547 now 0.0012039392741134438 351: time = 1.244000 loss = 6.010839 testLoss 6.965466 'CHLA__rev lambda = -0.1980 alpha = 0.003769 lossBound = -0.000001 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.016 0.004000 Updating 6 features NewtonStep: 0.524 0.002000 increaseLambda: 1.016 0.000000 Undoing contribution: was 0.0017370419353960837 now 0.0017352406832397643 258: time = 1.016000 loss = 6.004987 testLoss 6.998970 ANC^2: lambda = -1.8599 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.083053 lossBound = -0.000001 W1 = 0.001696 N1 = 0.000695 deltaLoss = -0.000002 increaseLambda: 0.524 0.000000 147: time = 0.524000 loss = 6.105846 testLoss 6.882575 NTL_COND^2: lambda = -1.4578 min = 1.0000 max = 9.0000 alpha = -0.091315 lossBound = -0.000063 W1 = 0.128662 N1 = 0.121324 deltaLoss = -0.000175 Updating 4 features NewtonStep: 1.246 0.002000 increaseLambda: 1.247 0.001000 352: time = 1.247000 loss = 6.010838 testLoss 6.965430 'PTL__rev lambda = -0.0145 alpha = -0.003431 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 4 features Reducing newton stepsize from 0.07287345670311657 to 0.027064018204664086 NewtonStep: 0.527 0.003000 increaseLambda: 0.527 0.000000 Undoing contribution: was 0.015210569388308545 now 0.015110183924984408 148: time = 0.527000 loss = 6.105746 testLoss 6.876768 NTL_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = 0.027064 lossBound = -0.000072 W1 = 0.168620 N1 = 0.161765 deltaLoss = -0.000100 Updating 6 features NewtonStep: 1.249 0.002000 increaseLambda: 1.249 0.000000 353: time = 1.249000 loss = 6.010835 testLoss 6.965141 COND: lambda = -3.7763 min = 4.0000 max = 50,590.0000 alpha = -0.083458 lossBound = -0.000000 W1 = 0.009481 N1 = 0.008479 deltaLoss = -0.000003 Updating 4 features NewtonStep: 0.529 0.002000 increaseLambda: 0.529 0.000000 Undoing: newLoss 6.105718409512052, oldLoss 6.105745793692358, deltaLossBound -2.738430456718764E-5 Updating 5 features NewtonStep: 1.021 0.005000 increaseLambda: 0.529 0.000000 increaseLambda: 1.022 0.001000 Search: 0.53 0.001000 259: time = 1.022000 loss = 6.004985 testLoss 6.998920 'TURB__rev lambda = -0.9899 alpha = -0.008513 lossBound = -0.000001 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000002 increaseLambda: 0.53 0.000000 Undoing contribution: was 0.024264772035253727 now 0.02423738773068667 Updating 5 features 149: time = 0.530000 loss = 6.105718 testLoss 6.872841 'PTL_COND__rev lambda = 0.2459 NewtonStep: 1.251 0.002000 alpha = -0.015390 lossBound = -0.000027 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000027 Updating 25 features increaseLambda: 1.251 0.000000 Newton: returning 0.12427686128928883 Updating 5 features 354: time = 1.251000 loss = 6.010835 testLoss 6.965448 'COND__rev lambda = -1.1511 alpha = -0.004754 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Loss was 6.105718409387791, now 6.105598071252035, delta -0.000120 parallelUpdate: 0.531 0.001000 Updating 7 features NewtonStep: 1.023 0.001000 increaseLambda: 1.024 0.001000 260: time = 1.024000 loss = 6.004983 testLoss 6.999254 CHLA_COND^2: lambda = 1.9611 min = 1.0000 max = 81.0000 Updating 4 features NewtonStep: 1.253 0.002000 increaseLambda: 1.254 0.001000 Undoing contribution: was 0.0028103635215176144 now 0.0028097086677330825 355: time = 1.254000 loss = 6.010834 testLoss 6.965185 'COND__rev lambda = -0.1230 alpha = 0.003822 lossBound = -0.000000 W1 = 0.627665 N1 = 0.598874 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.533 0.002000 increaseLambda: 0.533 0.000000 Undoing: newLoss 6.105553407839478, oldLoss 6.105598071252035, deltaLossBound -4.4735831453623465E-5 increaseLambda: 0.534 0.001000 Search: 0.534 0.000000 increaseLambda: 0.534 0.000000 Undoing contribution: was 0.1569879961395644 now 0.15694326030811004 alpha = 0.008099 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000002 151: time = 0.534000 loss = 6.105553 testLoss 6.874197 'NTL_COND lambda = -1.2569 alpha = 0.079593 lossBound = -0.000045 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000045 Updating 5 features NewtonStep: 1.256 0.002000 increaseLambda: 1.256 0.000000 356: time = 1.256000 loss = 6.010833 testLoss 6.965458 'COND__rev lambda = -1.1553 alpha = -0.004229 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 7 features NewtonStep: 1.028 0.004000 Updating 6 features NewtonStep: 0.536 0.002000 increaseLambda: 1.028 0.000000 Undoing contribution: was 0.19263028777328192 now 0.19262860716554628 increaseLambda: 0.536 0.000000 Undoing: newLoss 6.105541221776354, oldLoss 6.105553335420581, deltaLossBound -1.2113668217871346E-5 261: time = 1.028000 loss = 6.004982 testLoss 6.999335 'PTL__rev lambda = -0.7159 alpha = 0.006971 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 increaseLambda: 0.537 0.001000 Updating 5 features NewtonStep: 1.258 0.002000 Search: 0.537 0.000000 increaseLambda: 1.258 0.000000 Undoing contribution: was 0.0028097086677330825 now 0.0028090977121589507 357: time = 1.258000 loss = 6.010833 testLoss 6.965204 'COND__rev lambda = -0.1193 alpha = 0.003691 lossBound = -0.000000 W1 = 0.627665 N1 = 0.598874 deltaLoss = -0.000001 increaseLambda: 0.537 0.000000 Undoing contribution: was 0.02423738773068667 now 0.02422527406246793 152: time = 0.537000 loss = 6.105541 testLoss 6.871592 'PTL_COND__rev lambda = 0.2276 alpha = -0.010233 lossBound = -0.000012 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000012 Updating 7 features NewtonStep: 1.03 0.002000 Updating 5 features Updating 5 features NewtonStep: 0.539 0.002000 increaseLambda: 1.26 0.002000 Undoing contribution: was 0.171458607424686 now 0.17145838461607177 increaseLambda: 0.54 0.001000 Undoing contribution: was 0.18681305798046247 now 0.18679620352245987 358: time = 1.261000 loss = 6.010833 testLoss 6.965232 153: time = 0.540000 loss = 6.105524 testLoss 6.871838 (LAKE_ORIGIN=1.0) lambda = 1.0695 'PTL__rev lambda = -0.5272 alpha = -0.002220 lossBound = -0.000000 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000000 alpha = 0.022272 lossBound = -0.000009 W1 = 0.145376 N1 = 0.122951 deltaLoss = -0.000017 Updating 5 features NewtonStep: 1.263 0.002000 increaseLambda: 1.019 0.023000 Undoing contribution: was 0.1946583464176652 now 0.1946578197300499 315: time = 1.019000 loss = 6.016655 testLoss 6.916331 'PTL__rev lambda = -0.4066 alpha = 0.003896 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 increaseLambda: 1.263 0.000000 359: time = 1.263000 loss = 6.010832 testLoss 6.965480 'COND__rev lambda = -1.1592 alpha = -0.003841 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 32 features Reducing stepsize from 1.5010042320896597 to 1.2649164575350753 Newton: returning 1.2649164575350753 Zeroing out 'COND__rev Updating 6 features Updating 3 features NewtonStep: 1.02 0.001000 Loss was 6.010832050084, now 6.010750720908123, delta -0.000081 parallelUpdate: 1.264 0.001000 increaseLambda: 1.021 0.001000 316: time = 1.021000 loss = 6.016654 testLoss 6.916288 'PTL__rev lambda = -0.1600 alpha = -0.004016 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.266 0.002000 Updating 2 features NewtonStep: 1.022 0.001000 increaseLambda: 1.266 0.000000 Undoing contribution: was 0.003276136939472388 now 0.0032695033876170153 increaseLambda: 1.022 0.000000 Undoing contribution: was 0.1946578197300499 now 0.1946572969552531 361: time = 1.266000 loss = 6.010744 testLoss 6.969605 'NTL__rev lambda = 0.0314 317: time = 1.022000 loss = 6.016654 testLoss 6.916333 'PTL__rev lambda = -0.4027 alpha = 0.003881 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.546 0.006000 alpha = -0.014017 lossBound = -0.000002 W1 = 0.349113 N1 = 0.371211 deltaLoss = -0.000007 increaseLambda: 0.546 0.000000 154: time = 0.546000 loss = 6.105503 testLoss 6.870370 'CHLA__rev lambda = -0.4573 alpha = -0.018556 lossBound = -0.000013 W1 = 0.310093 N1 = 0.279805 deltaLoss = -0.000022 Updating 7 features NewtonStep: 1.269 0.003000 Updating 6 features NewtonStep: 0.548 0.002000 increaseLambda: 1.269 0.000000 Undoing contribution: was 0.0054501612701933185 now 0.005448456566026158 362: time = 1.269000 loss = 6.010742 testLoss 6.969252 CHLA_COND^2: lambda = 2.2723 min = 1.0000 max = 81.0000 alpha = -0.008499 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000002 increaseLambda: 0.548 0.000000 Undoing: newLoss 6.1075805601095805, oldLoss 6.105502504527578, deltaLossBound -8.784523472275288E-6 increaseLambda: 0.549 0.001000 Search: 0.549 0.000000 increaseLambda: 0.549 0.000000 155: time = 0.549000 loss = 6.104893 testLoss 6.871054 DOC: lambda = -2.0149 min = 0.3400 max = 290.5700 alpha = -2.014900 lossBound = -0.000009 W1 = 0.017945 N1 = 0.016866 deltaLoss = -0.000609 Updating 4 features NewtonStep: 1.271 0.002000 increaseLambda: 1.271 0.000000 Undoing contribution: was 0.005226904828699586 now 0.00522483370214577 363: time = 1.272000 loss = 6.010740 testLoss 6.969111 'ANC__rev lambda = -0.5644 alpha = 0.014709 lossBound = -0.000001 W1 = 0.043050 N1 = 0.028343 deltaLoss = -0.000002 Updating 4 features NewtonStep: 0.551 0.002000 increaseLambda: 0.552 0.001000 Undoing contribution: was 0.0074456165792665206 now 0.006982793269579688 156: time = 0.552000 loss = 6.104430 testLoss 6.867403 'DOC__rev lambda = 0.2797 alpha = -0.162761 lossBound = -0.000072 W1 = 0.632875 N1 = 0.647715 deltaLoss = -0.000463 Updating 5 features NewtonStep: 1.273 0.001000 increaseLambda: 1.274 0.001000 Undoing contribution: was 0.008556688119139549 now 0.008555547265167367 364: time = 1.274000 loss = 6.010739 testLoss 6.969687 'CHLA__rev lambda = -0.7384 alpha = 0.004790 lossBound = -0.000001 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.553 0.001000 increaseLambda: 0.554 0.001000 Undoing contribution: was 0.001301180049893929 now 0.0012492623898650516 157: time = 0.554000 loss = 6.104378 testLoss 6.868027 ANC^2: lambda = -3.0831 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.539015 lossBound = -0.000015 W1 = 0.001730 N1 = 0.000695 deltaLoss = -0.000052 Updating 5 features NewtonStep: 1.276 0.002000 increaseLambda: 1.276 0.000000 Undoing contribution: was 0.001061990514653741 now 0.001060402831880933 365: time = 1.276000 loss = 6.010738 testLoss 6.969253 'COND__rev lambda = -1.2960 alpha = 0.006677 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 4 features NewtonStep: 0.555 0.001000 increaseLambda: 0.556 0.001000 Undoing contribution: was 0.003846180425874866 now 0.0038175090450151532 158: time = 0.556000 loss = 6.104350 testLoss 6.868892 'PTL__rev lambda = -0.2919 alpha = 0.022622 lossBound = -0.000014 W1 = 0.367760 N1 = 0.338531 deltaLoss = -0.000029 Updating 5 features NewtonStep: 1.278 0.002000 increaseLambda: 1.278 0.000000 366: time = 1.278000 loss = 6.010733 testLoss 6.969265 PTL: lambda = 2.5090 min = 1.0000 max = 4,865.0000 alpha = 0.061716 lossBound = -0.000001 W1 = 0.019304 N1 = 0.021255 deltaLoss = -0.000005 Updating 6 features NewtonStep: 0.558 0.002000 increaseLambda: 0.558 0.000000 Undoing contribution: was 4.308381644208221E-4 now 4.1834037674317654E-4 159: time = 0.558000 loss = 6.104337 testLoss 6.869691 'ANC__rev lambda = 0.1202 alpha = -0.016774 lossBound = -0.000007 W1 = 0.196949 N1 = 0.222828 deltaLoss = -0.000012 Updating 7 features increaseLambda: 1.281 0.003000 Undoing contribution: was 0.09301933374748117 now 0.09301909954656118 367: time = 1.281000 loss = 6.010733 testLoss 6.969293 (LAKE_ORIGIN=0.0) lambda = -0.2650 alpha = 0.002276 lossBound = -0.000000 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.283 0.002000 increaseLambda: 1.283 0.000000 368: time = 1.283000 loss = 6.010732 testLoss 6.969260 'TURB__rev lambda = -0.5432 alpha = -0.005644 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.04 0.018000 increaseLambda: 1.04 0.000000 318: time = 1.040000 loss = 6.016653 testLoss 6.916290 'PTL__rev lambda = -0.1640 alpha = -0.004001 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.285 0.002000 increaseLambda: 1.286 0.001000 Undoing contribution: was 0.003601425157794583 now 0.0036006529475823643 369: time = 1.286000 loss = 6.010731 testLoss 6.969407 'PTL__rev lambda = -0.1547 alpha = 0.003678 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.042 0.002000 increaseLambda: 1.042 0.000000 Undoing contribution: was 0.1946572969552531 now 0.19465677806486734 319: time = 1.042000 loss = 6.016652 testLoss 6.916336 'PTL__rev lambda = -0.3988 alpha = 0.003867 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.288 0.002000 increaseLambda: 1.288 0.000000 370: time = 1.288000 loss = 6.010731 testLoss 6.969363 'PTL__rev lambda = -0.0369 alpha = -0.004070 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 1.061 0.031000 Updating 5 features 262: time = 1.061000 loss = 6.004980 testLoss 6.998711 NewtonStep: 1.29 0.002000 'CHLA__rev lambda = -0.2450 alpha = -0.005170 lossBound = -0.000001 W1 = 0.179132 N1 = 0.152846 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.046 0.004000 increaseLambda: 1.291 0.001000 Undoing: newLoss 6.010730437150459, oldLoss 6.010730644647734, deltaLossBound -2.0751817102168159E-7 increaseLambda: 1.047 0.001000 320: time = 1.047000 loss = 6.016652 testLoss 6.916293 'PTL__rev lambda = -0.1680 alpha = -0.003986 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 1.291 0.000000 Search: 1.291 0.000000 increaseLambda: 1.291 0.000000 371: time = 1.291000 loss = 6.010730 testLoss 6.969343 ANC_COND: lambda = -0.3646 min = 1.0000 max = 2.0000 alpha = -0.020314 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Updating 8 features NewtonStep: 1.063 0.002000 Updating 5 features increaseLambda: 1.064 0.001000 NewtonStep: 1.049 0.002000 263: time = 1.064000 loss = 6.004979 testLoss 6.998721 'NTL__rev lambda = 0.0653 alpha = 0.006774 lossBound = -0.000000 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000001 increaseLambda: 1.049 0.000000 Undoing contribution: was 0.19465677806486734 now 0.1946562630306858 Updating 3 features NewtonStep: 1.293 0.002000 increaseLambda: 1.294 0.001000 Undoing contribution: was 0.0036006529475823643 now 0.0036003145033159743 372: time = 1.294000 loss = 6.010730 testLoss 6.969440 'PTL__rev lambda = -0.1523 alpha = 0.002436 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 Updating 6 features NewtonStep: 0.573 0.015000 Updating 7 features NewtonStep: 1.066 0.002000 increaseLambda: 0.574 0.001000 Undoing: newLoss 6.105036733604348, oldLoss 6.104337319233965, deltaLossBound -7.763470366381597E-6 increaseLambda: 0.574 0.000000 increaseLambda: 1.066 0.000000 Undoing contribution: was 0.008352708228777045 now 0.008346396208481271 264: time = 1.066000 loss = 6.004973 testLoss 6.995152 NTL_COND^2: lambda = -1.1484 min = 1.0000 max = 9.0000 alpha = 0.017615 lossBound = -0.000002 W1 = 0.128611 N1 = 0.121324 deltaLoss = -0.000006 Search: 0.574 0.000000 Updating 4 features NewtonStep: 1.295 0.001000 increaseLambda: 0.575 0.001000 160: time = 0.575000 loss = 6.104181 testLoss 6.867308 ANC: lambda = -0.4137 min = -63.0000 max = 91,632.9000 alpha = -0.413731 lossBound = -0.000008 W1 = 0.023758 N1 = 0.022588 deltaLoss = -0.000157 increaseLambda: 1.296 0.001000 Undoing contribution: was 0.0032695033876170153 now 0.0032688371765085132 373: time = 1.296000 loss = 6.010729 testLoss 6.969414 'NTL__rev lambda = 0.0270 alpha = -0.004440 lossBound = -0.000000 W1 = 0.349113 N1 = 0.371211 deltaLoss = -0.000001 321: time = 1.049000 loss = 6.016651 testLoss 6.916338 'PTL__rev lambda = -0.3950 alpha = 0.003853 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 7 features NewtonStep: 1.069 0.003000 Updating 4 features NewtonStep: 1.298 0.002000 Updating 4 features NewtonStep: 1.054 0.005000 increaseLambda: 1.069 0.000000 Undoing: newLoss 6.00497161154384, oldLoss 6.004972670069163, deltaLossBound -1.0585611687447216E-6 increaseLambda: 1.298 0.000000 374: time = 1.298000 loss = 6.010728 testLoss 6.969423 'NTL__rev lambda = 0.1118 alpha = 0.006344 lossBound = -0.000000 W1 = 0.274542 N1 = 0.295846 deltaLoss = -0.000001 increaseLambda: 1.054 0.000000 322: time = 1.054000 loss = 6.016651 testLoss 6.916296 'PTL__rev lambda = -0.1720 alpha = -0.003972 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 1.069 0.000000 Search: 1.07 0.001000 increaseLambda: 1.07 0.000000 265: time = 1.070000 loss = 6.004972 testLoss 6.997102 'NTL_COND lambda = -1.3736 alpha = -0.012064 lossBound = -0.000001 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.3 0.002000 increaseLambda: 1.3 0.000000 Undoing contribution: was 0.0032688371765085132 now 0.003267612851486704 375: time = 1.300000 loss = 6.010727 testLoss 6.969388 'NTL__rev lambda = 0.0210 alpha = -0.006019 lossBound = -0.000000 W1 = 0.349113 N1 = 0.371211 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.058 0.004000 increaseLambda: 1.058 0.000000 Undoing contribution: was 0.1946562630306858 now 0.1946557518247025 323: time = 1.058000 loss = 6.016650 testLoss 6.916340 'PTL__rev lambda = -0.3911 alpha = 0.003838 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.302 0.002000 increaseLambda: 1.303 0.001000 376: time = 1.303000 loss = 6.010726 testLoss 6.969397 'NTL__rev lambda = 0.1179 alpha = 0.006102 lossBound = -0.000000 W1 = 0.274542 N1 = 0.295846 deltaLoss = -0.000001 Updating 7 features NewtonStep: 1.074 0.004000 increaseLambda: 1.074 0.000000 266: time = 1.074000 loss = 6.004970 testLoss 6.997389 CHLA_COND^2: lambda = 1.9681 min = 1.0000 max = 81.0000 alpha = 0.006941 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.06 0.002000 increaseLambda: 1.06 0.000000 Updating 2 features 324: time = 1.060000 loss = 6.016650 testLoss 6.916298 'PTL__rev lambda = -0.1759 alpha = -0.003957 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 NewtonStep: 1.305 0.002000 increaseLambda: 1.305 0.000000 Undoing contribution: was 0.003267612851486704 now 0.003266479803492609 377: time = 1.305000 loss = 6.010725 testLoss 6.969363 'NTL__rev lambda = 0.0152 alpha = -0.005789 lossBound = -0.000000 W1 = 0.349113 N1 = 0.371211 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.077 0.003000 Updating 3 features NewtonStep: 1.062 0.002000 increaseLambda: 1.077 0.000000 Undoing contribution: was 0.013365133885958986 now 0.013363438216120667 267: time = 1.077000 loss = 6.004969 testLoss 6.997196 CHLA_COND: lambda = 0.3880 min = 1.0000 max = 9.0000 alpha = -0.008253 lossBound = -0.000001 W1 = 0.104029 N1 = 0.113971 deltaLoss = -0.000002 increaseLambda: 1.063 0.001000 Undoing contribution: was 0.1946557518247025 now 0.19465524441910229 325: time = 1.063000 loss = 6.016649 testLoss 6.916343 'PTL__rev lambda = -0.3873 alpha = 0.003824 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 2 features NewtonStep: 1.307 0.002000 increaseLambda: 1.307 0.000000 378: time = 1.307000 loss = 6.010724 testLoss 6.969372 'NTL__rev lambda = 0.1238 alpha = 0.005870 lossBound = -0.000000 W1 = 0.274542 N1 = 0.295846 deltaLoss = -0.000001 Updating 4 features Updating 5 features NewtonStep: 1.064 0.001000 NewtonStep: 1.079 0.002000 Updating 2 features increaseLambda: 1.065 0.001000 NewtonStep: 1.309 0.002000 326: time = 1.065000 loss = 6.016649 testLoss 6.916301 'PTL__rev lambda = -0.1799 alpha = -0.003942 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 1.309 0.000000 Undoing contribution: was 0.003266479803492609 now 0.0032654311990759776 379: time = 1.309000 loss = 6.010722 testLoss 6.969339 'NTL__rev lambda = 0.0096 alpha = -0.005569 lossBound = -0.000000 W1 = 0.349113 N1 = 0.371211 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.067 0.002000 increaseLambda: 1.067 0.000000 Undoing contribution: was 0.19465524441910229 now 0.19465474078626196 327: time = 1.067000 loss = 6.016648 testLoss 6.916345 'PTL__rev lambda = -0.3835 alpha = 0.003810 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.311 0.002000 increaseLambda: 1.312 0.001000 380: time = 1.312000 loss = 6.010721 testLoss 6.969348 'NTL__rev lambda = 0.1294 alpha = 0.005646 lossBound = -0.000000 W1 = 0.274542 N1 = 0.295846 deltaLoss = -0.000001 Updating 2 features NewtonStep: 1.314 0.002000 increaseLambda: 1.314 0.000000 381: time = 1.314000 loss = 6.010721 testLoss 6.969304 'PTL__rev lambda = -0.0410 alpha = -0.004101 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 2 features NewtonStep: 1.071 0.004000 increaseLambda: 1.072 0.001000 328: time = 1.072000 loss = 6.016648 testLoss 6.916303 'PTL__rev lambda = -0.1838 alpha = -0.003928 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.316 0.002000 increaseLambda: 1.316 0.000000 Undoing contribution: was 0.008555547265167367 now 0.008555311945642612 382: time = 1.316000 loss = 6.010721 testLoss 6.969565 'CHLA__rev lambda = -0.7362 alpha = 0.002174 lossBound = -0.000000 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.073 0.001000 increaseLambda: 1.074 0.001000 Undoing contribution: was 0.19465474078626196 now 0.19465424089876168 329: time = 1.074000 loss = 6.016647 testLoss 6.916347 'PTL__rev lambda = -0.3797 alpha = 0.003796 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 29 features Newton: returning 4.024428420995681 Updating 2 features Updating 3 features NewtonStep: 1.318 0.002000 increaseLambda: 1.089 0.010000 increaseLambda: 1.318 0.000000 268: time = 1.089000 loss = 6.004967 testLoss 6.997537 CHLA_COND^2: lambda = 1.9763 min = 1.0000 max = 81.0000 alpha = 0.008259 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000002 383: time = 1.318000 loss = 6.010720 testLoss 6.969359 'CHLA__rev lambda = -0.1637 alpha = -0.002645 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Loss was 6.016647381816179, now 6.016558469609193, delta -0.000089 parallelUpdate: 1.075 0.001000 Updating 2 features NewtonStep: 1.321 0.003000 increaseLambda: 1.321 0.000000 Undoing contribution: was 0.008555311945642612 now 0.008554961979876912 384: time = 1.321000 loss = 6.010720 testLoss 6.969678 'CHLA__rev lambda = -0.7335 alpha = 0.002651 lossBound = -0.000000 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.323 0.002000 increaseLambda: 1.323 0.000000 385: time = 1.323000 loss = 6.010720 testLoss 6.969514 'CHLA__rev lambda = -0.1658 alpha = -0.002095 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 1 features NewtonStep: 1.08 0.005000 increaseLambda: 1.08 0.000000 331: time = 1.080000 loss = 6.016546 testLoss 6.913447 'PTL__rev lambda = -0.5103 alpha = -0.019533 lossBound = -0.000007 W1 = 0.134916 N1 = 0.113003 deltaLoss = -0.000013 Updating 2 features NewtonStep: 1.325 0.002000 increaseLambda: 1.325 0.000000 Undoing contribution: was 0.0036003145033159743 now 0.003599974328804304 Updating 2 features 386: time = 1.325000 loss = 6.010719 testLoss 6.969612 'PTL__rev lambda = -0.1498 NewtonStep: 1.082 0.002000 alpha = 0.002442 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 increaseLambda: 1.082 0.000000 332: time = 1.082000 loss = 6.016544 testLoss 6.913053 'CHLA__rev lambda = -0.2006 alpha = -0.005035 lossBound = -0.000001 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000002 Updating 3 features NewtonStep: 1.327 0.002000 Updating 2 features NewtonStep: 1.083 0.001000 increaseLambda: 1.328 0.001000 increaseLambda: 1.084 0.001000 Undoing contribution: was 0.19465424089876168 now 0.1946527314892079 333: time = 1.084000 loss = 6.016543 testLoss 6.913130 'PTL__rev lambda = -0.0582 alpha = 0.006612 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 387: time = 1.328000 loss = 6.010719 testLoss 6.969508 'PTL__rev lambda = -0.2738 alpha = -0.002529 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.102 0.013000 Updating 2 features NewtonStep: 1.087 0.003000 increaseLambda: 1.102 0.000000 Undoing contribution: was 0.013363438216120667 now 0.01336193486648833 269: time = 1.102000 loss = 6.004966 testLoss 6.997355 CHLA_COND: lambda = 0.3802 min = 1.0000 max = 9.0000 alpha = -0.007770 lossBound = -0.000001 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000002 Updating 33 features increaseLambda: 1.087 0.000000 334: time = 1.087000 loss = 6.016542 testLoss 6.912972 'PTL__rev lambda = -0.1668 alpha = -0.003879 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Reducing stepsize from 2.815409137094292 to 1.2589709175194896 Newton: returning 1.2589709175194896 Zeroing out 'TURB__rev Updating 6 features Updating 6 features NewtonStep: 0.611 0.036000 Loss was 6.004965713884518, now 6.0047151827098695, delta -0.000251 parallelUpdate: 1.103 0.001000 increaseLambda: 0.612 0.001000 Undoing contribution: was 0.0012492623898650516 now 0.0011920253868238854 161: time = 0.612000 loss = 6.104124 testLoss 6.867965 ANC^2: lambda = -2.5136 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.569516 lossBound = -0.000017 W1 = 0.001734 N1 = 0.000695 deltaLoss = -0.000057 Updating 3 features NewtonStep: 1.089 0.002000 increaseLambda: 1.089 0.000000 Undoing contribution: was 0.0027572612614928677 now 0.002753955433995788 335: time = 1.089000 loss = 6.016539 testLoss 6.912955 PTL: lambda = 2.7649 min = 1.0000 max = 4,865.0000 alpha = -0.047765 lossBound = -0.000000 W1 = 0.019303 N1 = 0.021255 deltaLoss = -0.000003 Updating 5 features NewtonStep: 1.105 0.002000 Updating 7 features NewtonStep: 0.613 0.001000 increaseLambda: 1.105 0.000000 Undoing: newLoss 6.0047137808612145, oldLoss 6.0047151827098695, deltaLossBound -1.4018489647388364E-6 Updating 4 features NewtonStep: 1.091 0.002000 increaseLambda: 0.614 0.001000 162: time = 0.614000 loss = 6.103997 testLoss 6.865439 ANC: lambda = -0.8597 min = -63.0000 max = 91,632.9000 alpha = -0.445985 lossBound = -0.000006 W1 = 0.023648 N1 = 0.022588 deltaLoss = -0.000127 increaseLambda: 1.091 0.000000 336: time = 1.091000 loss = 6.016533 testLoss 6.915862 TURB_COND: lambda = -1.8985 min = 1.0000 max = 3.0000 alpha = -0.015983 lossBound = -0.000004 W1 = 0.082446 N1 = 0.073529 deltaLoss = -0.000006 Updating 1 features NewtonStep: 1.335 0.007000 increaseLambda: 1.336 0.001000 Undoing contribution: was 0.003599974328804304 now 0.0035996129627090343 388: time = 1.336000 loss = 6.010719 testLoss 6.969608 'PTL__rev lambda = -0.1473 alpha = 0.002517 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 increaseLambda: 1.106 0.001000 Search: 1.107 0.001000 Updating 3 features NewtonStep: 1.093 0.002000 Updating 7 features increaseLambda: 1.108 0.001000 NewtonStep: 0.616 0.002000 271: time = 1.108000 loss = 6.004714 testLoss 7.001529 'PTL_COND__rev lambda = 0.3250 alpha = 0.003479 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 increaseLambda: 1.093 0.000000 Undoing: newLoss 6.016532168054886, oldLoss 6.016532687689547, deltaLossBound -5.196347044946907E-7 increaseLambda: 0.616 0.000000 Undoing contribution: was 4.1834037674317654E-4 now 3.7160820547446134E-4 163: time = 0.616000 loss = 6.103950 testLoss 6.866957 'ANC__rev lambda = 0.0878 alpha = -0.032348 lossBound = -0.000026 W1 = 0.196960 N1 = 0.222828 deltaLoss = -0.000047 increaseLambda: 1.093 0.000000 Search: 1.093 0.000000 increaseLambda: 1.094 0.001000 Undoing contribution: was 0.0029863794639783596 now 0.002985859829274205 337: time = 1.094000 loss = 6.016532 testLoss 6.915325 'PTL_COND__rev lambda = 0.3049 alpha = -0.002119 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.109 0.001000 increaseLambda: 1.11 0.001000 272: time = 1.110000 loss = 6.004713 testLoss 7.001830 CHLA_COND^2: lambda = 2.1612 min = 1.0000 max = 81.0000 alpha = 0.007296 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 Updating 7 features NewtonStep: 0.619 0.003000 increaseLambda: 0.619 0.000000 Undoing contribution: was 0.0011920253868238854 now 0.001133012761108048 164: time = 0.619000 loss = 6.103891 testLoss 6.867624 ANC^2: lambda = -1.9347 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.578956 lossBound = -0.000017 W1 = 0.001736 N1 = 0.000695 deltaLoss = -0.000059 Updating 4 features NewtonStep: 1.112 0.002000 Updating 5 features NewtonStep: 1.097 0.003000 increaseLambda: 1.112 0.000000 Undoing contribution: was 0.002162603380481636 now 0.0021602793721749495 273: time = 1.112000 loss = 6.004710 testLoss 7.001158 'NTL__rev lambda = -0.5334 alpha = 0.022504 lossBound = -0.000001 W1 = 0.023605 N1 = 0.011802 deltaLoss = -0.000002 increaseLambda: 1.097 0.000000 338: time = 1.097000 loss = 6.016531 testLoss 6.915416 'ANC__rev lambda = -0.5853 alpha = -0.009804 lossBound = -0.000000 W1 = 0.043050 N1 = 0.028343 deltaLoss = -0.000001 Updating 6 features increaseLambda: 0.622 0.003000 Undoing contribution: was 0.1730108908711907 now 0.17300331344305597 165: time = 0.622000 loss = 6.103883 testLoss 6.867777 (LAKE_ORIGIN=1.0) lambda = 1.0857 alpha = -0.012966 lossBound = -0.000008 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000008 Updating 5 features Updating 4 features NewtonStep: 1.099 0.002000 NewtonStep: 1.114 0.002000 increaseLambda: 1.099 0.000000 Undoing contribution: was 0.1946527314892079 now 0.1946523671429445 increaseLambda: 1.114 0.000000 339: time = 1.099000 loss = 6.016531 testLoss 6.915454 'PTL__rev lambda = -0.0549 274: time = 1.114000 loss = 6.004709 testLoss 7.001093 alpha = 0.003245 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 7 features NewtonStep: 0.623 0.001000 Updating 1 features NewtonStep: 1.345 0.009000 Updating 5 features NewtonStep: 1.101 0.002000 increaseLambda: 0.624 0.001000 Undoing: newLoss 6.103876511840577, oldLoss 6.103883412671868, deltaLossBound -6.900835614903069E-6 increaseLambda: 1.345 0.000000 389: time = 1.345000 loss = 6.010718 testLoss 6.969505 'PTL__rev lambda = -0.2764 alpha = -0.002527 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000000 increaseLambda: 1.101 0.000000 increaseLambda: 0.624 0.000000 Updating 31 features 340: time = 1.101000 loss = 6.016530 testLoss 6.915322 'PTL__rev lambda = -0.1700 alpha = -0.003244 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Search: 0.624 0.000000 Newton: returning 0.029877354328645536 Updating 1 features increaseLambda: 0.625 0.001000 166: time = 0.625000 loss = 6.103877 testLoss 6.868571 'CHLA_COND__rev lambda = 0.0499 alpha = 0.007599 lossBound = -0.000007 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000007 'PTL__rev lambda = -0.0345 alpha = -0.006063 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 7 features NewtonStep: 0.627 0.002000 Updating 3 features NewtonStep: 1.119 0.005000 increaseLambda: 1.119 0.000000 Undoing contribution: was 0.01336193486648833 now 0.013360781673410411 275: time = 1.119000 loss = 6.004708 testLoss 7.000935 CHLA_COND: lambda = 0.2081 min = 1.0000 max = 9.0000 alpha = -0.006804 lossBound = -0.000001 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 increaseLambda: 0.627 0.000000 Updating 6 features 167: time = 0.627000 loss = 6.103741 testLoss 6.865959 ANC: lambda = -1.3200 min = -63.0000 max = 91,632.9000 alpha = -0.460238 lossBound = -0.000006 W1 = 0.023652 N1 = 0.022588 deltaLoss = -0.000136 increaseLambda: 1.105 0.004000 Undoing contribution: was 0.09853026574945822 now 0.09852944470112934 341: time = 1.105000 loss = 6.016529 testLoss 6.915374 (LAKE_ORIGIN=0.0) lambda = -0.5378 alpha = 0.004263 lossBound = -0.000001 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.121 0.002000 Updating 4 features NewtonStep: 0.629 0.002000 Updating 7 features increaseLambda: 1.121 0.000000 NewtonStep: 1.106 0.001000 276: time = 1.121000 loss = 6.004707 testLoss 7.001210 CHLA_COND^2: lambda = 2.1678 min = 1.0000 max = 81.0000 alpha = 0.006670 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 increaseLambda: 0.629 0.000000 Undoing contribution: was 0.001133012761108048 now 0.0010667013629417847 168: time = 0.629000 loss = 6.103674 testLoss 6.866670 ANC^2: lambda = -1.3150 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.619622 lossBound = -0.000020 W1 = 0.001742 N1 = 0.000695 deltaLoss = -0.000066 increaseLambda: 1.107 0.001000 Undoing: newLoss 6.016529240684326, oldLoss 6.016529448255272, deltaLossBound -2.0757233536046043E-7 increaseLambda: 1.107 0.000000 Search: 1.107 0.000000 increaseLambda: 1.108 0.001000 342: time = 1.108000 loss = 6.016529 testLoss 6.916239 'NTL_COND lambda = -1.3230 alpha = -0.005348 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.123 0.002000 Updating 5 features NewtonStep: 0.631 0.002000 increaseLambda: 1.123 0.000000 Undoing contribution: was 0.013360781673410411 now 0.013359800586451183 277: time = 1.123000 loss = 6.004706 testLoss 7.001064 CHLA_COND: lambda = 0.2019 min = 1.0000 max = 9.0000 alpha = -0.006276 lossBound = -0.000001 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 increaseLambda: 0.632 0.001000 169: time = 0.632000 loss = 6.103543 testLoss 6.864879 COND: lambda = -1.5014 min = 4.0000 max = 50,590.0000 alpha = -0.483686 lossBound = -0.000013 W1 = 0.009539 N1 = 0.008479 deltaLoss = -0.000131 Updating 7 features NewtonStep: 1.109 0.001000 increaseLambda: 1.109 0.000000 343: time = 1.109000 loss = 6.016529 testLoss 6.916245 'NTL__rev lambda = 0.0313 alpha = 0.004157 lossBound = -0.000000 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.125 0.002000 increaseLambda: 1.126 0.001000 278: time = 1.126000 loss = 6.004705 testLoss 7.001323 CHLA_COND^2: lambda = 2.1741 min = 1.0000 max = 81.0000 alpha = 0.006273 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.634 0.002000 Updating 7 features Loss was 6.010718203872499, now 6.0107176033295415, delta -0.000001 parallelUpdate: 1.355 0.010000 NewtonStep: 1.111 0.002000 increaseLambda: 0.634 0.000000 170: time = 0.634000 loss = 6.103452 testLoss 6.868165 'COND__rev lambda = -0.3891 alpha = -0.052140 lossBound = -0.000030 W1 = 0.703499 N1 = 0.677996 deltaLoss = -0.000091 increaseLambda: 1.112 0.001000 344: time = 1.112000 loss = 6.016528 testLoss 6.916017 'CHLA__rev lambda = -0.2035 alpha = -0.002923 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.127 0.001000 increaseLambda: 1.128 0.001000 Undoing contribution: was 0.013359800586451183 now 0.013358932973765487 279: time = 1.128000 loss = 6.004704 testLoss 7.001185 CHLA_COND: lambda = 0.1959 min = 1.0000 max = 9.0000 alpha = -0.005902 lossBound = -0.000000 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 Updating 1 features NewtonStep: 1.357 0.002000 Updating 5 features NewtonStep: 1.113 0.001000 Updating 7 features NewtonStep: 0.636 0.002000 increaseLambda: 1.357 0.000000 Undoing contribution: was 0.0010604956375220808 now 0.0010591088186516727 391: time = 1.357000 loss = 6.010716 testLoss 6.969466 'COND__rev lambda = -1.2939 alpha = 0.006240 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 increaseLambda: 1.114 0.001000 Undoing contribution: was 0.014454764965463435 now 0.014454164966453848 increaseLambda: 0.637 0.001000 Undoing contribution: was 0.0010667013629417847 now 0.0010478554847042569 345: time = 1.114000 loss = 6.016528 testLoss 6.916435 'CHLA__rev lambda = -0.7469 alpha = 0.003473 lossBound = -0.000000 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000001 171: time = 0.637000 loss = 6.103433 testLoss 6.868519 ANC^2: lambda = -1.0180 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.296985 lossBound = -0.000006 W1 = 0.001706 N1 = 0.000695 deltaLoss = -0.000019 Updating 4 features increaseLambda: 1.13 0.002000 Undoing contribution: was 0.09578081838118546 now 0.0957788993046016 280: time = 1.130000 loss = 6.004702 testLoss 7.001264 Updating 5 features (LAKE_ORIGIN=0.0) lambda = -0.3329 alpha = 0.006519 lossBound = -0.000002 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000002 NewtonStep: 1.115 0.001000 increaseLambda: 1.116 0.001000 346: time = 1.116000 loss = 6.016527 testLoss 6.916221 'CHLA__rev lambda = -0.2062 alpha = -0.002741 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 7 features NewtonStep: 0.639 0.002000 increaseLambda: 0.639 0.000000 172: time = 0.639000 loss = 6.103358 testLoss 6.867086 COND: lambda = -1.8972 min = 4.0000 max = 50,590.0000 alpha = -0.395772 lossBound = -0.000007 W1 = 0.009513 N1 = 0.008479 deltaLoss = -0.000075 Updating 6 features Updating 1 features NewtonStep: 1.132 0.002000 NewtonStep: 1.361 0.004000 Updating 5 features NewtonStep: 1.117 0.001000 increaseLambda: 1.132 0.000000 increaseLambda: 1.361 0.000000 Undoing contribution: was 0.008554961979876912 now 0.008554661345992014 281: time = 1.132000 loss = 6.004701 testLoss 7.001530 CHLA_COND^2: lambda = 2.1805 min = 1.0000 max = 81.0000 alpha = 0.006451 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 392: time = 1.361000 loss = 6.010716 testLoss 6.969762 'CHLA__rev lambda = -0.7308 increaseLambda: 1.117 0.000000 alpha = 0.002457 lossBound = -0.000000 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000000 347: time = 1.117000 loss = 6.016526 testLoss 6.916542 'COND__rev lambda = -1.0514 alpha = -0.004981 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 8 features NewtonStep: 0.641 0.002000 increaseLambda: 0.641 0.000000 Undoing contribution: was 0.0010478554847042569 now 0.00101964430346873 173: time = 0.641000 loss = 6.103329 testLoss 6.867524 ANC^2: lambda = -0.6462 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.371869 lossBound = -0.000008 W1 = 0.001713 N1 = 0.000695 deltaLoss = -0.000028 Updating 4 features NewtonStep: 1.119 0.002000 Updating 6 features NewtonStep: 1.134 0.002000 increaseLambda: 1.119 0.000000 Undoing contribution: was 0.014454164966453848 now 0.014453857264517029 348: time = 1.119000 loss = 6.016526 testLoss 6.916842 'CHLA__rev lambda = -0.7444 alpha = 0.002486 lossBound = -0.000000 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000000 Updating 3 features increaseLambda: 1.134 0.000000 NewtonStep: 1.364 0.003000 282: time = 1.135000 loss = 6.004700 testLoss 7.001628 'ANC__rev lambda = -0.4936 alpha = -0.010498 lossBound = -0.000001 W1 = 0.043050 N1 = 0.028343 deltaLoss = -0.000001 increaseLambda: 1.364 0.000000 Undoing: newLoss 6.010715785554712, oldLoss 6.010715915876786, deltaLossBound -1.3032262859213677E-7 Updating 8 features NewtonStep: 0.643 0.002000 increaseLambda: 1.364 0.000000 increaseLambda: 0.643 0.000000 Search: 1.364 0.000000 174: time = 0.643000 loss = 6.103219 testLoss 6.865154 ANC: lambda = -1.7399 min = -63.0000 max = 91,632.9000 alpha = -0.419984 lossBound = -0.000005 W1 = 0.023641 N1 = 0.022588 deltaLoss = -0.000110 increaseLambda: 1.365 0.001000 Undoing contribution: was 0.13608019846141603 now 0.1360800681387869 393: time = 1.365000 loss = 6.010716 testLoss 6.969075 'NTL_COND lambda = -1.2938 alpha = 0.004244 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.121 0.002000 increaseLambda: 1.121 0.000000 349: time = 1.121000 loss = 6.016526 testLoss 6.916667 'CHLA__rev lambda = -0.2085 alpha = -0.002237 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.136 0.001000 increaseLambda: 1.137 0.001000 Undoing contribution: was 0.013358932973765487 now 0.013357957410351435 283: time = 1.137000 loss = 6.004699 testLoss 7.001482 CHLA_COND: lambda = 0.1897 min = 1.0000 max = 9.0000 alpha = -0.006256 lossBound = -0.000001 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.645 0.002000 increaseLambda: 0.645 0.000000 Undoing contribution: was 0.00101964430346873 now 9.547646084247456E-4 Updating 2 features 175: time = 0.646000 loss = 6.103154 testLoss 6.865852 NewtonStep: 1.367 0.002000 ANC^2: lambda = -0.0378 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.608411 lossBound = -0.000019 W1 = 0.001741 N1 = 0.000695 deltaLoss = -0.000065 Updating 2 features NewtonStep: 1.123 0.002000 increaseLambda: 1.367 0.000000 Undoing contribution: was 0.0032654311990759776 now 0.0032650731289752964 394: time = 1.367000 loss = 6.010715 testLoss 6.969056 'NTL__rev lambda = 0.0034 alpha = -0.003254 lossBound = -0.000000 W1 = 0.349113 N1 = 0.371211 deltaLoss = -0.000000 increaseLambda: 1.123 0.000000 350: time = 1.123000 loss = 6.016525 testLoss 6.916674 'NTL__rev lambda = 0.0359 alpha = 0.004653 lossBound = -0.000000 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.139 0.002000 increaseLambda: 1.139 0.000000 284: time = 1.139000 loss = 6.004698 testLoss 7.001720 CHLA_COND^2: lambda = 2.1863 min = 1.0000 max = 81.0000 alpha = 0.005762 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.647 0.001000 increaseLambda: 0.648 0.001000 Undoing contribution: was 3.7160820547446134E-4 now 3.562154051218964E-4 Updating 3 features NewtonStep: 1.125 0.002000 Updating 1 features 176: time = 0.648000 loss = 6.103139 testLoss 6.866738 'ANC__rev lambda = 0.0692 alpha = -0.018626 lossBound = -0.000009 W1 = 0.196950 N1 = 0.222828 deltaLoss = -0.000015 NewtonStep: 1.369 0.002000 increaseLambda: 1.125 0.000000 Undoing: newLoss 6.016524684764471, oldLoss 6.016524883057634, deltaLossBound -1.9831225664472576E-7 increaseLambda: 1.369 0.000000 395: time = 1.369000 loss = 6.010714 testLoss 6.969064 'NTL__rev lambda = 0.1367 alpha = 0.005496 lossBound = -0.000000 W1 = 0.274542 N1 = 0.295846 deltaLoss = -0.000001 increaseLambda: 1.125 0.000000 Search: 1.125 0.000000 Updating 6 features NewtonStep: 1.141 0.002000 increaseLambda: 1.126 0.001000 351: time = 1.126000 loss = 6.016525 testLoss 6.916654 ANC_COND: lambda = -0.2127 min = 1.0000 max = 2.0000 alpha = -0.019860 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 increaseLambda: 1.141 0.000000 Undoing contribution: was 0.0034060446361958187 now 0.0034048387409366145 285: time = 1.141000 loss = 6.004697 testLoss 7.001362 'COND__rev lambda = -0.4827 alpha = 0.005189 lossBound = -0.000000 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000001 Updating 6 features Updating 1 features Reducing newton stepsize from -0.0052134257847461715 to -0.0033931465748658187 NewtonStep: 1.371 0.002000 increaseLambda: 1.371 0.000000 Undoing contribution: was 0.0032650731289752964 now 0.0032642658800844525 396: time = 1.371000 loss = 6.010714 testLoss 6.969044 'NTL__rev lambda = 0.0000 alpha = -0.003393 lossBound = -0.000000 W1 = 0.349236 N1 = 0.371211 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.143 0.002000 increaseLambda: 1.143 0.000000 Updating 5 features 286: time = 1.143000 loss = 6.004695 testLoss 7.001872 'COND__rev lambda = -0.7203 alpha = -0.007906 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 NewtonStep: 1.129 0.003000 increaseLambda: 0.652 0.004000 Undoing contribution: was 0.03599628173196656 now 0.035989963837216976 177: time = 0.652000 loss = 6.103133 testLoss 6.866885 (URBAN=0.0) lambda = -0.4173 alpha = 0.007247 lossBound = -0.000006 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000006 Updating 2 features increaseLambda: 1.129 0.000000 NewtonStep: 1.373 0.002000 352: time = 1.129000 loss = 6.016524 testLoss 6.916626 'PTL__rev lambda = -0.5130 alpha = -0.002673 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 1.374 0.001000 Undoing contribution: was 0.0035996129627090343 now 0.003599339168236607 397: time = 1.374000 loss = 6.010713 testLoss 6.969131 'PTL__rev lambda = -0.1447 alpha = 0.002190 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.145 0.002000 increaseLambda: 1.145 0.000000 Undoing contribution: was 0.0034048387409366145 now 0.0034027207506991987 287: time = 1.145000 loss = 6.004693 testLoss 7.001398 'COND__rev lambda = -0.4759 alpha = 0.006873 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000002 Updating 6 features NewtonStep: 0.654 0.002000 Updating 4 features NewtonStep: 1.131 0.002000 increaseLambda: 0.654 0.000000 178: time = 0.654000 loss = 6.103014 testLoss 6.864453 ANC: lambda = -2.1697 min = -63.0000 max = 91,632.9000 alpha = -0.429784 lossBound = -0.000006 W1 = 0.023645 N1 = 0.022588 deltaLoss = -0.000119 increaseLambda: 1.131 0.000000 Undoing contribution: was 0.1946523671429445 now 0.19465206995992587 353: time = 1.131000 loss = 6.016524 testLoss 6.916660 'PTL__rev lambda = -0.0520 alpha = 0.002930 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 1 features NewtonStep: 1.375 0.001000 increaseLambda: 1.376 0.001000 398: time = 1.376000 loss = 6.010713 testLoss 6.968955 'CHLA__rev lambda = -0.1671 alpha = -0.002266 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.147 0.002000 increaseLambda: 1.148 0.001000 Updating 4 features 288: time = 1.148000 loss = 6.004691 testLoss 7.001890 'COND__rev lambda = -0.7279 alpha = -0.007620 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 NewtonStep: 1.133 0.002000 Updating 5 features NewtonStep: 0.656 0.002000 increaseLambda: 1.133 0.000000 354: time = 1.133000 loss = 6.016524 testLoss 6.916628 'PTL__rev lambda = -0.5160 alpha = -0.003021 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.656 0.000000 179: time = 0.656000 loss = 6.102971 testLoss 6.866702 'COND__rev lambda = -0.4244 alpha = -0.035363 lossBound = -0.000014 W1 = 0.703517 N1 = 0.677996 deltaLoss = -0.000042 Updating 27 features Updating 1 features NewtonStep: 1.378 0.002000 Reducing stepsize from 1.836601234770485 to 0.010638790468779235 Newton: returning 0.010638790468779235 Updating 8 features increaseLambda: 1.378 0.000000 Undoing: newLoss 6.022356567892732, oldLoss 6.0107130666201956, deltaLossBound -1.3099147378185967E-7 increaseLambda: 1.378 0.000000 Loss was 6.102971488141863, now 6.102949092329467, delta -0.000022 parallelUpdate: 0.657 0.001000 Updating 5 features NewtonStep: 1.149 0.001000 Search: 1.378 0.000000 Updating 4 features NewtonStep: 1.135 0.002000 increaseLambda: 1.15 0.001000 Undoing contribution: was 0.0034027207506991987increaseLambda: 1.379 0.001000 399: time = 1.379000 loss = 6.010712 testLoss 6.969121 'DOC__rev lambda = 0.0085 alpha = 0.008492 lossBound = -0.000000 W1 = 0.632293 N1 = 0.646953 deltaLoss = -0.000001 now 0.003400750731753891 289: time = 1.150000 loss = 6.004689 testLoss 7.001433 'COND__rev lambda = -0.4692 alpha = 0.006629 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000002 Updating 4 features NewtonStep: 1.152 0.002000 increaseLambda: 1.135 0.000000 Undoing contribution: was 0.19465206995992587 now 0.19465177509979578 Updating 2 features NewtonStep: 1.381 0.002000 355: time = 1.137000 loss = 6.016524 testLoss 6.916662 'PTL__rev lambda = -0.0491 alpha = 0.002919 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 increaseLambda: 1.152 0.000000 290: time = 1.152000 loss = 6.004687 testLoss 7.001907 'COND__rev lambda = -0.7352 alpha = -0.007348 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 increaseLambda: 1.381 0.000000 400: time = 1.381000 loss = 6.010712 testLoss 6.969012 'PTL__rev lambda = -0.2795 alpha = -0.002661 lossBound = -0.000000 W1 = 0.355701 N1 = 0.326615 deltaLoss = -0.000000 Converged after 400 iterations 400: time = 1.381000 loss = 6.010712 testLoss 6.969012 Updating 8 features NewtonStep: 0.662 0.005000 Updating 4 features NewtonStep: 1.139 0.002000 increaseLambda: 0.662 0.000000 Undoing contribution: was 0.02028077749523174 now 0.020273293140433604 Updating 4 features 181: time = 0.662000 loss = 6.102942 testLoss 6.865883 NewtonStep: 1.154 0.002000 CHLA_COND^2: lambda = 2.4575 min = 1.0000 max = 81.0000 alpha = -0.018089 lossBound = -0.000005 W1 = 0.069377 N1 = 0.079044 deltaLoss = -0.000007 increaseLambda: 1.139 0.000000 356: time = 1.139000 loss = 6.016523 testLoss 6.916630 'PTL__rev lambda = -0.5190 increaseLambda: 1.154 0.000000 Undoing contribution: was 0.003400750731753891 now 0.0033989183301740868 alpha = -0.003009 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 291: time = 1.154000 loss = 6.004685 testLoss 7.001467 'COND__rev lambda = -0.4628 alpha = 0.006393 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000002 Making features Updating 4 features NewtonStep: 1.141 0.002000 Updating 4 features NewtonStep: 1.156 0.002000 increaseLambda: 1.141 0.000000 Undoing contribution: was 0.19465177509979578 now 0.1946514824547738 increaseLambda: 1.156 0.000000 292: time = 1.156000 loss = 6.004683 testLoss 7.001924 'COND__rev lambda = -0.7423 alpha = -0.007085 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 357: time = 1.141000 loss = 6.016523 testLoss 6.916664 'PTL__rev lambda = -0.0462 alpha = 0.002908 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.159 0.003000 increaseLambda: 1.159 0.000000 Undoing contribution: was 0.0033989183301740868 now 0.0033972139229027677 293: time = 1.159000 loss = 6.004682 testLoss 7.001499 'COND__rev lambda = -0.4567 alpha = 0.006165 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000002 Updating 4 features NewtonStep: 1.145 0.004000 increaseLambda: 1.146 0.001000 358: time = 1.146000 loss = 6.016523 testLoss 6.916632 'PTL__rev lambda = -0.5220 Updating 3 features alpha = -0.002998 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 NewtonStep: 1.161 0.002000 increaseLambda: 1.161 0.000000 Updating 8 features 294: time = 1.161000 loss = 6.004680 testLoss 7.001940 'COND__rev lambda = -0.7492 alpha = -0.006832 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 NewtonStep: 0.669 0.007000 increaseLambda: 0.67 0.001000 Undoing: newLoss 6.102936362577205, oldLoss 6.102941607974669, deltaLossBound -5.245401920472349E-6 increaseLambda: 0.67 0.000000 makeFeatures: max memory 1908932608, total allocated 587202560, free 201329200, used 385873360, increment -164291528 Daphnia_lumholtzi URBAN: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 Search: 0.67 0.000000 Updating 4 features NewtonStep: 1.147 0.001000 increaseLambda: 0.67 0.000000 Undoing contribution: was 0.02422527406246793 now 0.024220028660547115 182: time = 0.670000 loss = 6.102936 testLoss 6.864172 'PTL_COND__rev lambda = 0.2207 alpha = -0.006733 lossBound = -0.000005 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000005 increaseLambda: 1.148 0.001000 Undoing contribution: was 0.1946514824547738 now 0.1946511920085032 359: time = 1.148000 loss = 6.016522 testLoss 6.916666 'PTL__rev lambda = -0.0433 alpha = 0.002897 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 29 features Updating 3 features NewtonStep: 1.163 0.002000 Reducing stepsize from 0.44836889379867495 to 0.1286356715225043 Newton: returning 0.1286356715225043 Zeroing out 'PTL__rev Updating 5 features increaseLambda: 1.163 0.000000 Undoing contribution: was 0.013357957410351435 now 0.013356701018791757 295: time = 1.163000 loss = 6.004679 testLoss 7.001774 CHLA_COND: lambda = 0.1826 min = 1.0000 max = 9.0000 alpha = -0.007094 lossBound = -0.000001 W1 = 0.104028 N1 = 0.113971 deltaLoss = -0.000001 Loss was 6.016522394090344, now 6.016515952370428, delta -0.000006 parallelUpdate: 1.149 0.001000 Updating 9 features NewtonStep: 0.672 0.002000 increaseLambda: 0.672 0.000000 183: time = 0.672000 loss = 6.102647 testLoss 6.870233 NTL: lambda = -6.7592 min = 5.0000 max = 26,100.0000 alpha = -1.077057 lossBound = -0.000005 W1 = 0.028653 N1 = 0.027624 deltaLoss = -0.000290 Updating 3 features NewtonStep: 1.165 0.002000 Updating 4 features increaseLambda: 1.165 0.000000 Undoing contribution: was 0.0033972139229027677 now 0.0033958680696437073 296: time = 1.165000 loss = 6.004677 testLoss 7.001397 'COND__rev lambda = -0.4512 alpha = 0.005479 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000001 increaseLambda: 1.151 0.002000 Undoing contribution: was 0.07286385656088701 now 0.0728637041831739 361: time = 1.151000 loss = 6.016516 testLoss 6.916734 (URBAN=1.0) lambda = 0.5519 alpha = -0.001125 lossBound = -0.000000 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000000 Updating 6 features NewtonStep: 0.674 0.002000 increaseLambda: 0.675 0.001000 Undoing contribution: was 9.580914014457515E-4 now 8.343036607931704E-4 184: time = 0.675000 loss = 6.102523 testLoss 6.869789 'NTL__rev lambda = 0.1942 alpha = -0.060411 lossBound = -0.000037 W1 = 0.341439 N1 = 0.363464 deltaLoss = -0.000124 Updating 3 features NewtonStep: 1.167 0.002000 increaseLambda: 1.167 0.000000 297: time = 1.167000 loss = 6.004676 testLoss 7.001836 'COND__rev lambda = -0.7560 alpha = -0.006808 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 7 features NewtonStep: 0.677 0.002000 increaseLambda: 0.677 0.000000 Undoing: newLoss 6.102510026912125, oldLoss 6.102522755370318, deltaLossBound -1.2734036381747418E-5 increaseLambda: 0.678 0.001000 Updating 3 features NewtonStep: 1.155 0.004000 Search: 0.679 0.001000 increaseLambda: 1.156 0.001000 362: time = 1.156000 loss = 6.016516 testLoss 6.916704 'PTL__rev lambda = -0.5683 alpha = -0.002787 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.679 0.000000 Undoing contribution: was 0.15694326030811004 now 0.15693052627172824 185: time = 0.679000 loss = 6.102510 testLoss 6.862948 'NTL_COND lambda = -1.2136 alpha = 0.042211 lossBound = -0.000013 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000013 Updating 3 features NewtonStep: 1.172 0.005000 increaseLambda: 1.172 0.000000 Undoing contribution: was 0.0033958680696437073 now 0.003394294609705365 298: time = 1.172000 loss = 6.004674 testLoss 7.001428 'COND__rev lambda = -0.4453 alpha = 0.005923 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000002 Updating 4 features NewtonStep: 1.157 0.001000 increaseLambda: 1.158 0.001000 Undoing contribution: was 0.014453857264517029 now 0.014453621016251634 Updating 8 features NewtonStep: 0.681 0.002000 363: time = 1.158000 loss = 6.016515 testLoss 6.916966 'CHLA__rev lambda = -0.7414 alpha = 0.002178 lossBound = -0.000000 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000000 increaseLambda: 0.681 0.000000 Undoing contribution: was 0.008408982494544468 now 0.008396204803981065 186: time = 0.681000 loss = 6.102497 testLoss 6.862591 'ANC__rev lambda = -0.5863 alpha = 0.036608 lossBound = -0.000006 W1 = 0.043056 N1 = 0.028343 deltaLoss = -0.000013 Updating 3 features NewtonStep: 1.174 0.002000 34 samples Updating 5 features NewtonStep: 1.159 0.001000 Density: max memory 1908932608, total allocated 587202560, free 186549024, used 400653536, increment 14780176 linearPredictor: max memory 1908932608, total allocated 587202560, free 186549024, used 400653536, increment 0 increaseLambda: 1.16 0.001000 364: time = 1.160000 loss = 6.016515 testLoss 6.916774 'CHLA__rev lambda = -0.2086 alpha = -0.002456 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 increaseLambda: 1.175 0.001000 Updating 7 features NewtonStep: 0.683 0.002000 299: time = 1.175000 loss = 6.004673 testLoss 7.001852 'COND__rev lambda = -0.7625 alpha = -0.006563 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 32 features FeaturedSpace: max memory 1908932608, total allocated 587202560, free 186549024, used 400653536, increment 0 Sequential: max memory 1908932608, total allocated 587202560, free 186549024, used 400653536, increment 0 Initial loss: 7.023758954738443 Initial test loss: 7.023758954738443 increaseLambda: 0.683 0.000000 Undoing contribution: was 0.006982793269579688 now 0.006965095328520363 187: time = 0.683000 loss = 6.102480 testLoss 6.861962 'DOC__rev lambda = 0.2468 alpha = -0.031229 lossBound = -0.000003 W1 = 0.633004 N1 = 0.647715 deltaLoss = -0.000018 Updating 28 features Updating 5 features Reducing stepsize from 1.1880447140987047 to 0.9238796948278901 Newton: returning 0.9238796948278901 NewtonStep: 1.162 0.002000 Updating 5 features Updating 4 features NewtonStep: 0.685 0.002000 increaseLambda: 0.002 0.002000 0: time = 0.002000 loss = 7.009281 testLoss 7.008778 increaseLambda: 1.162 0.000000 Undoing contribution: was 0.014453621016251634 now 0.014453319117269376 (LAKE_ORIGIN=0.0) lambda = -0.0407 alpha = -0.040711 lossBound = -0.307792 W1 = 0.451165 N1 = 0.088235 deltaLoss = -0.014478 365: time = 1.162000 loss = 6.016515 testLoss 6.917071 'CHLA__rev lambda = -0.7390 alpha = 0.002463 lossBound = -0.000000 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000000 increaseLambda: 0.686 0.001000 188: time = 0.686000 loss = 6.102464 testLoss 6.867473 NTL_COND^2: lambda = -1.5585 min = 1.0000 max = 9.0000 alpha = -0.027322 lossBound = -0.000006 W1 = 0.128614 N1 = 0.121324 deltaLoss = -0.000015 Loss was 6.004672695210854, now 6.0045533218031935, delta -0.000119 parallelUpdate: 1.178 0.003000 Updating 5 features NewtonStep: 1.164 0.002000 Updating 28 features Updating 5 features increaseLambda: 1.164 0.000000 NewtonStep: 0.687 0.001000 366: time = 1.164000 loss = 6.016514 testLoss 6.916919 'CHLA__rev lambda = -0.2105 alpha = -0.001944 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 increaseLambda: 0.005 0.003000 1: time = 0.005000 loss = 6.995490 testLoss 6.994495 (LAKE_ORIGIN=0.0) lambda = -0.0806 alpha = -0.039897 lossBound = -0.293314 W1 = 0.441307 N1 = 0.088235 deltaLoss = -0.013790 increaseLambda: 0.688 0.001000 Undoing contribution: was 3.562154051218964E-4 now 3.5116077420362996E-4 Updating 4 features 189: time = 0.688000 loss = 6.102459 testLoss 6.867985 'ANC__rev lambda = 0.0578 alpha = -0.010680 lossBound = -0.000003 W1 = 0.196946 N1 = 0.222828 deltaLoss = -0.000005 NewtonStep: 1.18 0.002000 increaseLambda: 1.181 0.001000 Undoing contribution: was 0.006021439779339093 now 0.006007984846855368 301: time = 1.181000 loss = 6.004540 testLoss 7.006125 'TURB__rev lambda = -1.0116 alpha = 0.022482 lossBound = -0.000004 W1 = 0.770435 N1 = 0.748154 deltaLoss = -0.000013 Updating 5 features NewtonStep: 1.166 0.002000 Updating 28 features increaseLambda: 1.166 0.000000 Undoing: newLoss 6.016514242561809, oldLoss 6.016514388273786, deltaLossBound -1.4571197982433975E-7 Updating 5 features NewtonStep: 0.69 0.002000 increaseLambda: 1.167 0.001000 increaseLambda: 0.007 0.002000 2: time = 0.007000 loss = 6.982356 testLoss 6.980879 (LAKE_ORIGIN=0.0) lambda = -0.1197 alpha = -0.039099 lossBound = -0.279524 W1 = 0.431690 N1 = 0.088235 deltaLoss = -0.013134 increaseLambda: 0.69 0.000000 Undoing contribution: was 0.006686341588492928 now 0.00667441152780337 Search: 1.167 0.000000 190: time = 0.690000 loss = 6.102447 testLoss 6.866843 'COND__rev lambda = -0.4133 alpha = 0.016464 lossBound = -0.000004 W1 = 0.626385 N1 = 0.597545 deltaLoss = -0.000012 increaseLambda: 1.167 0.000000 367: time = 1.167000 loss = 6.016514 testLoss 6.917203 'PTL_COND__rev lambda = 0.3061 alpha = 0.001122 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.182 0.001000 increaseLambda: 1.183 0.001000 Undoing: newLoss 6.004538554686761, oldLoss 6.00453986687071, deltaLossBound -1.3121842285519596E-6 increaseLambda: 1.183 0.000000 Search: 1.183 0.000000 Updating 28 features Updating 5 features NewtonStep: 0.692 0.002000 Updating 4 features NewtonStep: 1.169 0.002000 increaseLambda: 0.009 0.002000 3: time = 0.009000 loss = 6.969849 testLoss 6.967898 (LAKE_ORIGIN=0.0) lambda = -0.1580 alpha = -0.038317 lossBound = -0.266390 W1 = 0.422315 N1 = 0.088235 deltaLoss = -0.012507 increaseLambda: 1.184 0.001000 Undoing contribution: was 0.004415380855455722 now 0.0044140686712295565 increaseLambda: 0.692 0.000000 302: time = 1.184000 loss = 6.004539 testLoss 7.005271 191: time = 0.692000 loss = 6.102438 testLoss 6.867923 'PTL_COND__rev lambda = 0.3173 'COND__rev lambda = -0.4423 alpha = -0.003367 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 increaseLambda: 1.169 0.000000 alpha = -0.016828 lossBound = -0.000003 W1 = 0.703529 N1 = 0.677996 deltaLoss = -0.000010 368: time = 1.169000 loss = 6.016513 testLoss 6.917015 COND: lambda = -4.0374 min = 4.0000 max = 50,590.0000 alpha = -0.054544 lossBound = -0.000000 W1 = 0.009480 N1 = 0.008479 deltaLoss = -0.000001 Updating 28 features Updating 4 features NewtonStep: 1.171 0.002000 Updating 5 features Updating 5 features NewtonStep: 1.186 0.002000 NewtonStep: 0.694 0.002000 increaseLambda: 1.171 0.000000 Undoing contribution: was 0.014453319117269376 now 0.014453115130127531 369: time = 1.171000 loss = 6.016513 testLoss 6.917258 'CHLA__rev lambda = -0.7369 alpha = 0.002024 lossBound = -0.000000 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000000 increaseLambda: 1.186 0.000000 increaseLambda: 0.011 0.002000 4: time = 0.011000 loss = 6.957939 testLoss 6.955525 (LAKE_ORIGIN=1.0) lambda = 0.0376 alpha = 0.037551 lossBound = -0.253882 W1 = 0.586818 N1 = 0.911765 deltaLoss = -0.011910 increaseLambda: 0.694 0.000000 Undoing contribution: was 0.00667441152780337 now 0.00666500654597626 192: time = 0.695000 loss = 6.102428 testLoss 6.866910 'COND__rev lambda = -0.3987 alpha = 0.014620 lossBound = -0.000004 W1 = 0.626386 N1 = 0.597545 deltaLoss = -0.000009 Undoing contribution: was 0.003394294609705365 now 0.003391767915569669 303: time = 1.188000 loss = 6.004536 testLoss 7.004754 'COND__rev lambda = -0.3346 Updating 3 features alpha = 0.007491 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000003 NewtonStep: 1.173 0.002000 Updating 28 features increaseLambda: 1.173 0.000000 370: time = 1.173000 loss = 6.016513 testLoss 6.917463 'COND__rev lambda = -1.0685 alpha = -0.003172 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000000 Updating 4 features NewtonStep: 0.697 0.002000 increaseLambda: 0.014 0.003000 5: time = 0.014000 loss = 6.946599 testLoss 6.943731 (LAKE_ORIGIN=0.0) lambda = -0.1948 alpha = -0.036800 lossBound = -0.241973 W1 = 0.404289 N1 = 0.088235 deltaLoss = -0.011340 increaseLambda: 0.697 0.000000 193: time = 0.697000 loss = 6.102419 testLoss 6.867952 'COND__rev lambda = -0.4585 alpha = -0.016217 lossBound = -0.000003 W1 = 0.703529 N1 = 0.677996 deltaLoss = -0.000009 Updating 4 features NewtonStep: 1.175 0.002000 increaseLambda: 1.175 0.000000 Updating 28 features Updating 4 features NewtonStep: 0.699 0.002000 increaseLambda: 0.016 0.002000 increaseLambda: 0.699 0.000000 Undoing contribution: was 0.00666500654597626 now 0.006656272900401517 6: time = 0.016000 loss = 6.935803 testLoss 6.932489 (LAKE_ORIGIN=0.0) lambda = -0.2309 alpha = -0.036064 lossBound = -0.230633 W1 = 0.395634 N1 = 0.088235 deltaLoss = -0.010797 194: time = 0.699000 loss = 6.102410 testLoss 6.866976 'COND__rev lambda = -0.3846 alpha = 0.014088 lossBound = -0.000003 W1 = 0.626386 N1 = 0.597545 deltaLoss = -0.000009 371: time = 1.177000 loss = 6.016512 testLoss 6.917318 'CHLA__rev lambda = -0.2124 alpha = -0.001858 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 28 features increaseLambda: 0.019 0.003000 7: time = 0.019000 loss = 6.925524 testLoss 6.921774 (LAKE_ORIGIN=1.0) lambda = 0.0729 alpha = 0.035342 lossBound = -0.219836 W1 = 0.612785 N1 = 0.911765 deltaLoss = -0.010279 Updating 4 features NewtonStep: 0.702 0.003000 Updating 6 features increaseLambda: 0.703 0.001000 Undoing contribution: was 3.5116077420362996E-4 now 3.459719214206298E-4 195: time = 0.703000 loss = 6.102405 testLoss 6.867495 'ANC__rev lambda = 0.0470 alpha = -0.010823 lossBound = -0.000003 W1 = 0.196946 N1 = 0.222828 deltaLoss = -0.000005 increaseLambda: 1.195 0.007000 Undoing contribution: was 0.0957788993046016 now 0.09577761355346492 Updating 4 features NewtonStep: 1.18 0.003000 304: time = 1.195000 loss = 6.004535 testLoss 7.004818 (LAKE_ORIGIN=0.0) lambda = -0.3276 alpha = 0.005335 lossBound = -0.000001 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000001 increaseLambda: 1.18 0.000000 Undoing contribution: was 5.3443013678544486E-5 now 5.1027151240445716E-5 372: time = 1.180000 loss = 6.016510 testLoss 6.917365 CHLA: lambda = 0.8120 min = 0.0000 max = 871.2000 alpha = -0.063553 lossBound = -0.000000 W1 = 0.030404 N1 = 0.031710 deltaLoss = -0.000002 Updating 28 features increaseLambda: 0.021 0.002000 8: time = 0.021000 loss = 6.915738 testLoss 6.911561 (LAKE_ORIGIN=1.0) lambda = 0.1075 alpha = 0.034635 lossBound = -0.209557 W1 = 0.620970 N1 = 0.911765 deltaLoss = -0.009786 Updating 4 features NewtonStep: 0.704 0.001000 Updating 5 features NewtonStep: 1.197 0.002000 increaseLambda: 0.705 0.001000 196: time = 0.705000 loss = 6.102141 testLoss 6.868199 Updating 3 features DOC: lambda = -3.5458 min = 0.3400 max = 290.5700 alpha = -1.509486 lossBound = -0.000003 W1 = 0.017908 N1 = 0.016866 deltaLoss = -0.000264 NewtonStep: 1.182 0.002000 increaseLambda: 1.197 0.000000 Undoing contribution: was 0.003941540657249739 now 0.003940025089595253 305: time = 1.197000 loss = 6.004533 testLoss 7.004778 'NTL__rev lambda = 0.1031 alpha = -0.006680 lossBound = -0.000000 W1 = 0.349113 N1 = 0.371211 deltaLoss = -0.000002 increaseLambda: 1.182 0.000000 373: time = 1.182000 loss = 6.016509 testLoss 6.917075 'CHLA__rev lambda = -0.2161 alpha = -0.003715 lossBound = -0.000001 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000001 Updating 6 features increaseLambda: 0.023 0.002000 9: time = 0.023000 loss = 6.906422 testLoss 6.901826 (LAKE_ORIGIN=1.0) lambda = 0.1415 alpha = 0.033943 lossBound = -0.199771 W1 = 0.628926 N1 = 0.911765 deltaLoss = -0.009316 Updating 3 features NewtonStep: 0.707 0.002000 Updating 4 features NewtonStep: 1.184 0.002000 Updating 3 features increaseLambda: 0.707 0.000000 Undoing contribution: was 0.006965095328520363 now 0.006786984234356261 NewtonStep: 1.199 0.002000 197: time = 0.707000 loss = 6.101963 testLoss 6.866051 'DOC__rev lambda = 0.1462 alpha = -0.100580 lossBound = -0.000028 W1 = 0.632959 N1 = 0.647715 deltaLoss = -0.000178 increaseLambda: 1.184 0.000000 Undoing contribution: was 0.014453115130127531 now 0.01445285297304127 374: time = 1.184000 loss = 6.016509 testLoss 6.917351 'CHLA__rev lambda = -0.7346 alpha = 0.002295 lossBound = -0.000000 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000000 increaseLambda: 1.199 0.000000 Undoing contribution: was 0.0021602793721749495 now 0.00215912552414183 306: time = 1.199000 loss = 6.004532 testLoss 7.004307 'NTL__rev lambda = -0.4682 alpha = 0.015807 lossBound = -0.000000 W1 = 0.023604 N1 = 0.011802 deltaLoss = -0.000001 Updating 6 features increaseLambda: 0.025 0.002000 10: time = 0.025000 loss = 6.864612 testLoss 6.857963 (LAKE_ORIGIN=1.0) lambda = 0.3078 alpha = 0.166320 lossBound = -0.190455 W1 = 0.666841 N1 = 0.911765 deltaLoss = -0.041810 Updating 3 features NewtonStep: 1.186 0.002000 Updating 3 features NewtonStep: 0.709 0.002000 increaseLambda: 1.186 0.000000 375: time = 1.186000 loss = 6.016508 testLoss 6.917261 'PTL__rev lambda = -0.1749 alpha = -0.002208 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000000 increaseLambda: 0.709 0.000000 Undoing contribution: was 0.00260340715674742 now 0.00258975831865568 198: time = 0.709000 loss = 6.101949 testLoss 6.864390 'NTL__rev lambda = -0.6593 alpha = 0.055387 lossBound = -0.000005 W1 = 0.023611 N1 = 0.011802 deltaLoss = -0.000014 Updating 6 features increaseLambda: 0.028 0.003000 11: time = 0.028000 loss = 6.832244 testLoss 6.823747 (LAKE_ORIGIN=1.0) lambda = 0.4575 alpha = 0.149688 lossBound = -0.148645 W1 = 0.699227 N1 = 0.911765 deltaLoss = -0.032368 Updating 5 features NewtonStep: 1.188 0.002000 Updating 4 features NewtonStep: 0.711 0.002000 increaseLambda: 1.188 0.000000 376: time = 1.188000 loss = 6.016508 testLoss 6.917265 PTL: lambda = 2.7691 min = 1.0000 max = 4,865.0000 alpha = 0.014790 lossBound = -0.000000 W1 = 0.019301 N1 = 0.021255 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.204 0.005000 increaseLambda: 0.712 0.001000 Undoing: newLoss 6.101945854304229, oldLoss 6.101949071880588, deltaLossBound -3.217922631636584E-6 increaseLambda: 1.204 0.000000 increaseLambda: 0.712 0.000000 307: time = 1.204000 loss = 6.004529 testLoss 7.004025 COND: lambda = -3.6404 min = 4.0000 max = 50,590.0000 alpha = -0.081596 lossBound = -0.000000 W1 = 0.009481 N1 = 0.008479 deltaLoss = -0.000003 Search: 0.712 0.000000 Updating 5 features NewtonStep: 0.029 0.001000 increaseLambda: 0.713 0.001000 Undoing contribution: was 0.15693052627172824 now 0.15692730834909677 199: time = 0.713000 loss = 6.101946 testLoss 6.860966 'NTL_COND lambda = -1.1925 alpha = 0.021147 lossBound = -0.000003 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000003 increaseLambda: 0.03 0.001000 Undoing: newLoss 6.813793068979806, oldLoss 6.83224367002155, deltaLossBound -0.13896137713437098 increaseLambda: 0.03 0.000000 Updating 5 features NewtonStep: 1.19 0.002000 Search: 0.03 0.000000 increaseLambda: 1.19 0.000000 377: time = 1.190000 loss = 6.016508 testLoss 6.917763 TURB_COND: lambda = -1.9007 min = 1.0000 max = 3.0000 alpha = -0.002736 lossBound = -0.000000 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000000 increaseLambda: 0.03 0.000000 12: time = 0.030000 loss = 6.794368 testLoss 6.828849 'NTL_COND lambda = -0.2657 alpha = -0.265681 lossBound = -0.138961 W1 = 0.140208 N1 = 0.007353 deltaLoss = -0.037876 Updating 3 features NewtonStep: 1.206 0.002000 increaseLambda: 1.206 0.000000 308: time = 1.206000 loss = 6.004529 testLoss 7.004336 'COND__rev lambda = -0.8998 alpha = -0.004816 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.714 0.001000 increaseLambda: 0.715 0.001000 Undoing: newLoss 6.101943990052803, oldLoss 6.1019458539579565, deltaLossBound -1.8657906557623886E-6 Updating 4 features increaseLambda: 0.715 0.000000 NewtonStep: 1.192 0.002000 Search: 0.715 0.000000 Updating 5 features increaseLambda: 1.192 0.000000 Undoing: newLoss 6.016507959463433, oldLoss 6.016508023295701, deltaLossBound -6.383240232791921E-8 increaseLambda: 0.715 0.000000 Undoing contribution: was 0.0014136081497920549 now 0.001411742359136746 200: time = 0.715000 loss = 6.101944 testLoss 6.861026 ANC_COND: lambda = -1.3789 min = 1.0000 max = 2.0000 alpha = 0.061745 lossBound = -0.000002 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000002 increaseLambda: 0.032 0.002000 increaseLambda: 1.192 0.000000 13: time = 0.032000 loss = 6.769756 testLoss 6.802587 (LAKE_ORIGIN=0.0) lambda = -0.3645 alpha = -0.133632 lossBound = -0.114114 W1 = 0.271284 N1 = 0.088235 deltaLoss = -0.024612 Search: 1.193 0.001000 increaseLambda: 1.193 0.000000 Undoing contribution: was 0.14044360817107443 now 0.14044354433867284 378: time = 1.193000 loss = 6.016508 testLoss 6.917283 'NTL_COND lambda = -1.3189 alpha = 0.002970 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.209 0.003000 Updating 6 features increaseLambda: 1.209 0.000000 Updating 4 features NewtonStep: 0.035 0.003000 Updating 5 features Undoing contribution: was 1.2123734952764949E-4 now 1.1610929459851179E-4 NewtonStep: 1.195 0.002000 increaseLambda: 0.718 0.003000 Undoing contribution: was 0.09272753152163027 now 0.0927216104875086 201: time = 0.718000 loss = 6.101938 testLoss 6.861162 (LAKE_ORIGIN=0.0) lambda = -0.2764 alpha = 0.011459 lossBound = -0.000006 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000006 increaseLambda: 0.035 0.000000 Undoing: newLoss 6.7574529127290885, oldLoss 6.76975592112723, deltaLossBound -0.10002971808906588 increaseLambda: 1.195 0.000000 379: time = 1.195000 loss = 6.016508 testLoss 6.917287 'NTL__rev lambda = 0.0415 alpha = 0.002566 lossBound = -0.000000 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000000 increaseLambda: 0.035 0.000000 Search: 0.036 0.001000 increaseLambda: 0.036 0.000000 14: time = 0.036000 loss = 6.743306 testLoss 6.814680 'NTL_COND lambda = -0.5039 alpha = -0.238268 lossBound = -0.100030 W1 = 0.113018 N1 = 0.007353 deltaLoss = -0.026450 Updating 7 features NewtonStep: 0.72 0.002000 309: time = 1.210000 loss = 6.004524 testLoss 7.004401 Updating 7 features CHLA: lambda = 1.0934 min = 0.0000 max = 871.2000 alpha = -0.091073 lossBound = -0.000000 W1 = 0.030404 N1 = 0.031710 deltaLoss = -0.000005 NewtonStep: 1.197 0.002000 increaseLambda: 0.721 0.001000 Updating 4 features 202: time = 0.721000 loss = 6.101933 testLoss 6.863563 PTL_COND: lambda = -0.7463 min = 1.0000 max = 3.0000 alpha = -0.009617 lossBound = -0.000003 W1 = 0.235004 N1 = 0.220588 deltaLoss = -0.000005 NewtonStep: 0.038 0.002000 increaseLambda: 1.198 0.001000 Undoing contribution: was 0.0017891428812675909 now 0.0017887867914983641 380: time = 1.198000 loss = 6.016507 testLoss 6.917270 'NTL__rev lambda = 0.2834 alpha = -0.003243 lossBound = -0.000000 W1 = 0.340128 N1 = 0.362145 deltaLoss = -0.000000 Converged after 380 iterations 380: time = 1.198000 loss = 6.016507 testLoss 6.917270 increaseLambda: 0.038 0.000000 Undoing: newLoss 6.7077642855060775, oldLoss 6.743305738733219, deltaLossBound -0.10525217478764448 increaseLambda: 0.038 0.000000 Search: 0.039 0.001000 increaseLambda: 0.039 0.000000 15: time = 0.039000 loss = 6.700051 testLoss 6.768714 'PTL__rev lambda = -0.2296 alpha = -0.229562 lossBound = -0.105252 W1 = 0.318810 N1 = 0.122951 deltaLoss = -0.043255 Updating 4 features NewtonStep: 1.214 0.004000 Updating 6 features NewtonStep: 0.722 0.001000 increaseLambda: 1.214 0.000000 310: time = 1.214000 loss = 6.004522 testLoss 7.004015 'CHLA__rev lambda = -0.1753 alpha = -0.004938 lossBound = -0.000001 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000002 increaseLambda: 0.723 0.001000 203: time = 0.723000 loss = 6.101925 testLoss 6.863081 'PTL__rev lambda = -1.0833 alpha = -0.011867 lossBound = -0.000004 W1 = 0.363540 N1 = 0.334334 deltaLoss = -0.000008 Making features makeFeatures: max memory 1908932608, total allocated 587202560, free 118847696, used 468354864, increment 67701328 Daphnia_lumholtzi ANC: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 Updating 4 features increaseLambda: 0.041 0.002000 16: time = 0.041000 loss = 6.682433 testLoss 6.749663 (LAKE_ORIGIN=0.0) lambda = -0.4807 alpha = -0.116180 lossBound = -0.082686 W1 = 0.241369 N1 = 0.088235 deltaLoss = -0.017617 34 samples Density: max memory 1908932608, total allocated 587202560, free 118704640, used 468497920, increment 143056 linearPredictor: max memory 1908932608, total allocated 587202560, free 118704640, used 468497920, increment 0 FeaturedSpace: max memory 1908932608, total allocated 587202560, free 116326488, used 470876072, increment 2378152 Sequential: max memory 1908932608, total allocated 587202560, free 116326488, used 470876072, increment 0 Initial loss: 7.023758954738443 Initial test loss: 7.023758954738443 Updating 7 features NewtonStep: 0.725 0.002000 Updating 2 features NewtonStep: 0.0 0.000000 increaseLambda: 0.725 0.000000 Undoing: newLoss 6.116356524801647, oldLoss 6.101924793490378, deltaLossBound -3.0034095335003988E-6 Updating 4 features NewtonStep: 0.043 0.002000 increaseLambda: 0.001 0.001000 Undoing: newLoss 7.021314098904759, oldLoss 7.023758954738443, deltaLossBound -0.03016891949860018 increaseLambda: 0.726 0.001000 increaseLambda: 0.001 0.000000 increaseLambda: 0.043 0.000000 Undoing: newLoss 6.672509666385049, oldLoss 6.6824332405473434, deltaLossBound -0.07994765539705281 Search: 0.726 0.000000 Search: 0.001 0.000000 increaseLambda: 0.043 0.000000 increaseLambda: 0.001 0.000000 0: time = 0.001000 loss = 7.020984 testLoss 7.021370 'ANC__rev lambda = -0.0411 alpha = -0.041103 lossBound = -0.030169 W1 = 0.109458 N1 = 0.028343 deltaLoss = -0.002775 increaseLambda: 0.727 0.001000 Search: 0.044 0.001000 204: time = 0.727000 loss = 6.101916 testLoss 6.863120 'NTL__rev lambda = 0.0216 alpha = 0.021599 lossBound = -0.000003 W1 = 0.290946 N1 = 0.312155 deltaLoss = -0.000009 Updating 2 features increaseLambda: 0.044 0.000000 17: time = 0.044000 loss = 6.661735 testLoss 6.764668 'NTL_COND lambda = -0.7247 alpha = -0.220715 lossBound = -0.079948 W1 = 0.098123 N1 = 0.007353 deltaLoss = -0.020698 NewtonStep: 0.002 0.001000 increaseLambda: 0.004 0.002000 Undoing: newLoss 7.019344226058134, oldLoss 7.02098405540378, deltaLossBound -0.02865223408986957 Updating 4 features NewtonStep: 0.046 0.002000 Updating 5 features NewtonStep: 0.729 0.002000 increaseLambda: 0.046 0.000000 Undoing: newLoss 6.6386993385951865, oldLoss 6.6617349224354285, deltaLossBound -0.08224664769235718 increaseLambda: 0.729 0.000000 Undoing: newLoss 6.114668623780269, oldLoss 6.101916037605912, deltaLossBound -4.299251055760986E-6 increaseLambda: 0.047 0.001000 Updating 5 features NewtonStep: 1.222 0.008000 increaseLambda: 0.73 0.001000 Search: 0.047 0.000000 Search: 0.73 0.000000 increaseLambda: 1.222 0.000000 Undoing contribution: was 0.003940025089595253 now 0.003939173480808208 increaseLambda: 0.047 0.000000 311: time = 1.222000 loss = 6.004521 testLoss 7.003985 'NTL__rev lambda = 0.0981 18: time = 0.047000 loss = 6.628145 testLoss 6.728653 alpha = -0.005007 lossBound = -0.000000 W1 = 0.349113 N1 = 0.371211 deltaLoss = -0.000001 increaseLambda: 0.004 0.000000 increaseLambda: 0.73 0.000000 205: time = 0.730000 loss = 6.101910 testLoss 6.862194 'CHLA__rev lambda = -0.0076 alpha = -0.007641 lossBound = -0.000004 W1 = 0.179503 N1 = 0.152846 deltaLoss = -0.000006 Search: 0.005 0.001000 increaseLambda: 0.006 0.001000 1: time = 0.006000 loss = 7.018357 testLoss 7.019121 'ANC__rev lambda = -0.0813 alpha = -0.040205 lossBound = -0.028652 W1 = 0.107337 N1 = 0.028343 deltaLoss = -0.002627 Updating 2 features NewtonStep: 0.006 0.000000 increaseLambda: 0.006 0.000000 Undoing: newLoss 7.016791937899378, oldLoss 7.018356876553777, deltaLossBound -0.027217706615619418 increaseLambda: 0.006 0.000000 Search: 0.007 0.001000 increaseLambda: 0.007 0.000000 2: time = 0.007000 loss = 7.015869 testLoss 7.017002 'ANC__rev lambda = -0.1206 alpha = -0.039327 lossBound = -0.027218 W1 = 0.105298 N1 = 0.028343 deltaLoss = -0.002488 Updating 4 features NewtonStep: 1.224 0.002000 Updating 2 features NewtonStep: 0.007 0.000000 Updating 5 features NewtonStep: 0.732 0.002000 increaseLambda: 0.007 0.000000 Undoing: newLoss 7.014375066788964, oldLoss 7.015868867865015, deltaLossBound -0.025860544097243317 increaseLambda: 1.224 0.000000 Undoing contribution: was 0.02762740701423105 now 0.02762660828331764 increaseLambda: 0.007 0.000000 312: time = 1.224000 loss = 6.004520 testLoss 7.003989 'TURB__rev lambda = -0.0088 alpha = 0.004556 lossBound = -0.000000 W1 = 0.187528 N1 = 0.164242 deltaLoss = -0.000001 increaseLambda: 0.732 0.000000 206: time = 0.732000 loss = 6.101900 testLoss 6.863298 'COND__rev lambda = -0.4757 alpha = -0.017189 lossBound = -0.000003 W1 = 0.703529 N1 = 0.677996 deltaLoss = -0.000010 Search: 0.008 0.001000 increaseLambda: 0.008 0.000000 3: time = 0.008000 loss = 7.013512 testLoss 7.015007 'ANC__rev lambda = -0.1591 alpha = -0.038469 lossBound = -0.025861 W1 = 0.103340 N1 = 0.028343 deltaLoss = -0.002357 'PTL__rev lambda = -0.4349 alpha = -0.205347 lossBound = -0.082247 W1 = 0.296080 N1 = 0.122951 deltaLoss = -0.033590 Updating 2 features NewtonStep: 0.008 0.000000 increaseLambda: 0.008 0.000000 Undoing: newLoss 7.01208581146904, oldLoss 7.013512014106503, deltaLossBound -0.024576250339399856 increaseLambda: 0.008 0.000000 Search: 0.009 0.001000 increaseLambda: 0.009 0.000000 4: time = 0.009000 loss = 7.011279 testLoss 7.013127 'ANC__rev lambda = -0.1967 alpha = -0.037630 lossBound = -0.024576 W1 = 0.101457 N1 = 0.028343 deltaLoss = -0.002233 Updating 2 features NewtonStep: 0.009 0.000000 increaseLambda: 0.009 0.000000 Undoing: newLoss 7.009916856113186, oldLoss 7.011278799656429, deltaLossBound -0.023360607079788702 Updating 7 features NewtonStep: 0.734 0.002000 increaseLambda: 0.009 0.000000 Updating 5 features NewtonStep: 1.227 0.003000 Search: 0.01 0.001000 increaseLambda: 0.01 0.000000 5: time = 0.010000 loss = 7.009162 testLoss 7.011356 'ANC__rev lambda = -0.2335 alpha = -0.036811 lossBound = -0.023361 W1 = 0.099647 N1 = 0.028343 deltaLoss = -0.002117 increaseLambda: 1.227 0.000000 increaseLambda: 0.735 0.001000 Undoing contribution: was 0.006656272900401517 now 0.006647624763811555 Undoing contribution: was 0.003391767915569669 now 0.003390969305643924 313: time = 1.227000 loss = 6.004520 testLoss 7.003698 'COND__rev lambda = -0.3304 207: time = 0.735000 loss = 6.101892 testLoss 6.862327 alpha = 0.004214 lossBound = -0.000000 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000001 'COND__rev lambda = -0.3706 alpha = 0.014018 lossBound = -0.000003 W1 = 0.626386 N1 = 0.597545 deltaLoss = -0.000009 Updating 2 features NewtonStep: 0.01 0.000000 increaseLambda: 0.011 0.001000 Undoing: newLoss 7.0078613383269515, oldLoss 7.009162175417163, deltaLossBound -0.02220965628076142 increaseLambda: 0.011 0.000000 Search: 0.011 0.000000 increaseLambda: 0.011 0.000000 6: time = 0.011000 loss = 7.007156 testLoss 7.009688 'ANC__rev lambda = -0.2696 alpha = -0.036010 lossBound = -0.022210 W1 = 0.097906 N1 = 0.028343 deltaLoss = -0.002007 Updating 4 features NewtonStep: 0.053 0.006000 Updating 2 features NewtonStep: 0.011 0.000000 increaseLambda: 0.053 0.000000 Undoing: newLoss 6.611612583532738, oldLoss 6.628145296682084, deltaLossBound -0.07640214695542837 increaseLambda: 0.012 0.001000 Undoing: newLoss 7.005912819300185, oldLoss 7.0071555279757, deltaLossBound -0.02111968351001844 increaseLambda: 0.012 0.000000 increaseLambda: 0.054 0.001000 Updating 4 features NewtonStep: 1.229 0.002000 Updating 4 features Search: 0.012 0.000000 NewtonStep: 0.737 0.002000 Search: 0.054 0.000000 increaseLambda: 0.012 0.000000 7: time = 0.012000 loss = 7.005253 testLoss 7.008116 'ANC__rev lambda = -0.3048 alpha = -0.035228 lossBound = -0.021120 W1 = 0.096230 N1 = 0.028343 deltaLoss = -0.001903 increaseLambda: 1.229 0.000000 314: time = 1.229000 loss = 6.004517 testLoss 7.003707 PTL: lambda = 3.2726 min = 1.0000 max = 4,865.0000 increaseLambda: 0.737 0.000000 alpha = 0.040028 lossBound = -0.000000 W1 = 0.019302 N1 = 0.021255 deltaLoss = -0.000002 increaseLambda: 0.054 0.000000 208: time = 0.737000 loss = 6.101883 testLoss 6.863325 'COND__rev lambda = -0.4912 19: time = 0.054000 loss = 6.612389 testLoss 6.736380 alpha = -0.015539 lossBound = -0.000003 W1 = 0.703529 N1 = 0.677996 deltaLoss = -0.000008 Updating 2 features NewtonStep: 0.013 0.001000 'TURB_COND__rev lambda = 0.0992 alpha = 0.099224 lossBound = -0.076402 W1 = 0.705950 N1 = 0.882353 deltaLoss = -0.015756 increaseLambda: 0.013 0.000000 Undoing: newLoss 7.0040652559743775, oldLoss 7.005252650863839, deltaLossBound -0.02008720235674929 increaseLambda: 0.013 0.000000 Search: 0.013 0.000000 increaseLambda: 0.013 0.000000 8: time = 0.013000 loss = 7.003448 testLoss 7.006635 'ANC__rev lambda = -0.3392 alpha = -0.034463 lossBound = -0.020087 W1 = 0.094618 N1 = 0.028343 deltaLoss = -0.001805 Updating 2 features NewtonStep: 0.014 0.001000 increaseLambda: 0.014 0.000000 Undoing: newLoss 7.002312975094665, oldLoss 7.003447717779898, deltaLossBound -0.019108939829503208 increaseLambda: 0.014 0.000000 Updating 4 features NewtonStep: 1.231 0.002000 Search: 0.014 0.000000 increaseLambda: 0.014 0.000000 9: time = 0.014000 loss = 7.001735 testLoss 7.005239 'ANC__rev lambda = -0.3730 alpha = -0.033716 lossBound = -0.019109 W1 = 0.093066 N1 = 0.028343 deltaLoss = -0.001712 increaseLambda: 1.231 0.000000 Undoing contribution: was 0.005611128901904656 now 0.005610795221655891 315: time = 1.231000 loss = 6.004517 testLoss 7.003804 'PTL__rev lambda = -0.7557 alpha = 0.002427 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.015 0.001000 increaseLambda: 0.015 0.000000 Undoing: newLoss 6.996526817682308, oldLoss 7.001735257641126, deltaLossBound -0.018181822682608872 increaseLambda: 0.015 0.000000 Search: 0.015 0.000000 increaseLambda: 0.016 0.001000 10: time = 0.016000 loss = 6.994091 testLoss 6.999144 'ANC__rev lambda = -0.5379 alpha = -0.164929 lossBound = -0.018182 W1 = 0.085822 N1 = 0.028343 deltaLoss = -0.007644 Updating 3 features Updating 5 features NewtonStep: 0.741 0.004000 NewtonStep: 0.058 0.004000 Updating 2 features NewtonStep: 0.016 0.000000 increaseLambda: 0.741 0.000000 Undoing contribution: was 0.006647624763811555 now 0.006639600299141924 increaseLambda: 0.016 0.000000 Undoing: newLoss 6.989969638345651, oldLoss 6.994091253702335, deltaLossBound -0.014057224148338673 209: time = 0.741000 loss = 6.101875 testLoss 6.862390 'COND__rev lambda = -0.3571 alpha = 0.013502 lossBound = -0.000003 W1 = 0.626386 N1 = 0.597545 deltaLoss = -0.000008 increaseLambda: 0.058 0.000000 Undoing: newLoss 6.558169021144296, oldLoss 6.612388840011831, deltaLossBound -0.0658380515917958 Updating 28 features increaseLambda: 0.016 0.000000 Updating 5 features NewtonStep: 1.233 0.002000 Search: 0.017 0.001000 increaseLambda: 0.059 0.001000 increaseLambda: 1.234 0.001000 Undoing contribution: was 0.042399946528681516 now 0.04239767839094256 Reducing stepsize from 1.4651631177561595 to 1.0946007935499111 Newton: returning 1.0946007935499111 increaseLambda: 0.017 0.000000 Updating 3 features 11: time = 0.017000 loss = 6.988244 testLoss 6.994679 'ANC__rev lambda = -0.6850 alpha = -0.147132 lossBound = -0.014057 W1 = 0.079829 N1 = 0.028343 deltaLoss = -0.005847 316: time = 1.234000 loss = 6.004515 testLoss 7.002028 TURB_COND: lambda = -2.2162 min = 1.0000 max = 3.0000 alpha = 0.009734 lossBound = -0.000001 W1 = 0.082444 N1 = 0.073529 deltaLoss = -0.000002 Search: 0.059 0.000000 Updating 2 features NewtonStep: 0.017 0.000000 increaseLambda: 0.017 0.000000 increaseLambda: 0.059 0.000000 20: time = 0.059000 loss = 6.538915 testLoss 6.655600 'PTL__rev lambda = -1.0535 alpha = -0.618575 lossBound = -0.065838 W1 = 0.229520 N1 = 0.122951 deltaLoss = -0.073474 Loss was 6.101875297760657, now 6.101307864156302, delta -0.000567 parallelUpdate: 0.742 0.001000 Undoing: newLoss 6.984970422442248, oldLoss 6.988244141403469, deltaLossBound -0.010920551519791205 increaseLambda: 0.018 0.001000 Search: 0.018 0.000000 increaseLambda: 0.018 0.000000 12: time = 0.018000 loss = 6.983745 testLoss 6.991414 'ANC__rev lambda = -0.8164 alpha = -0.131347 lossBound = -0.010921 W1 = 0.074832 N1 = 0.028343 deltaLoss = -0.004499 Updating 2 features Updating 5 features NewtonStep: 0.018 0.000000 NewtonStep: 1.235 0.001000 increaseLambda: 0.019 0.001000 Undoing: newLoss 6.981136693424759, oldLoss 6.983744909918572, deltaLossBound -0.008520693660110256 increaseLambda: 0.019 0.000000 increaseLambda: 1.236 0.001000 Undoing contribution: was 0.006007984846855368 now 0.006007106753281515 317: time = 1.236000 loss = 6.004514 testLoss 7.002060 'TURB__rev lambda = -1.0058 alpha = 0.005770 lossBound = -0.000000 W1 = 0.770441 N1 = 0.748154 deltaLoss = -0.000001 Search: 0.019 0.000000 increaseLambda: 0.019 0.000000 13: time = 0.019000 loss = 6.980264 testLoss 6.989036 'ANC__rev lambda = -0.9337 alpha = -0.117336 lossBound = -0.008521 W1 = 0.070636 N1 = 0.028343 deltaLoss = -0.003481 Updating 2 features NewtonStep: 0.744 0.002000 Updating 2 features NewtonStep: 0.02 0.001000 increaseLambda: 0.02 0.000000 Undoing: newLoss 6.978180952639405, oldLoss 6.980264215006123, deltaLossBound -0.006674282746602901 increaseLambda: 0.745 0.001000 Undoing: newLoss 6.101291390400625, oldLoss 6.101307864156302, deltaLossBound -1.647378194427813E-5 increaseLambda: 0.02 0.000000 Search: 0.02 0.000000 increaseLambda: 0.745 0.000000 increaseLambda: 0.02 0.000000 14: time = 0.020000 loss = 6.977558 testLoss 6.987315 'ANC__rev lambda = -1.0386 alpha = -0.104888 lossBound = -0.006674 W1 = 0.067088 N1 = 0.028343 deltaLoss = -0.002706 Search: 0.745 0.000000 Updating 2 features Updating 5 features increaseLambda: 0.746 0.001000 Undoing contribution: was 1.5956357739444496E-4NewtonStep: 0.021 0.001000 Updating 6 features NewtonStep: 1.238 0.002000 now 1.4308979545230596E-4 increaseLambda: 0.021 0.000000 Undoing: newLoss 6.975890972480929, oldLoss 6.977558436268081, deltaLossBound -0.00524640116662487 211: time = 0.746000 loss = 6.101291 testLoss 6.856841 'CHLA_COND__rev lambda = 0.0383 alpha = -0.011749 lossBound = -0.000016 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000016 NewtonStep: 0.063 0.004000 increaseLambda: 0.021 0.000000 increaseLambda: 1.238 0.000000 318: time = 1.238000 loss = 6.004513 testLoss 7.002001 'PTL__rev lambda = -0.0602 alpha = -0.005440 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Search: 0.021 0.000000 increaseLambda: 0.021 0.000000 15: time = 0.021000 loss = 6.975446 testLoss 6.986084 'ANC__rev lambda = -1.1324 alpha = -0.093819 lossBound = -0.005246 W1 = 0.064069 N1 = 0.028343 deltaLoss = -0.002113 Updating 2 features NewtonStep: 0.022 0.001000 increaseLambda: 0.064 0.001000 Undoing: newLoss 6.499633829073131, oldLoss 6.538914874911303, deltaLossBound -0.08080713524173701 increaseLambda: 0.022 0.000000 Undoing: newLoss 6.974108910966743, oldLoss 6.975445907161734, deltaLossBound -0.004137029200928743 increaseLambda: 0.022 0.000000 increaseLambda: 0.064 0.000000 Search: 0.022 0.000000 Search: 0.064 0.000000 increaseLambda: 0.022 0.000000 16: time = 0.022000 loss = 6.973790 testLoss 6.985217 'ANC__rev lambda = -1.2164 alpha = -0.083966 lossBound = -0.004137 W1 = 0.061487 N1 = 0.028343 deltaLoss = -0.001656 increaseLambda: 0.065 0.001000 Updating 2 features 21: time = 0.065000 loss = 6.491565 testLoss 6.688545 'TURB_COND__rev lambda = 0.4385 alpha = 0.339277 lossBound = -0.080807 W1 = 0.748430 N1 = 0.882353 deltaLoss = -0.047350 NewtonStep: 0.748 0.002000 Updating 3 features Updating 2 features NewtonStep: 1.24 0.002000 NewtonStep: 0.023 0.001000 increaseLambda: 0.023 0.000000 Undoing: newLoss 6.972716532094209, oldLoss 6.973790132015048, deltaLossBound -0.0032714752762192847 increaseLambda: 0.748 0.000000 increaseLambda: 0.023 0.000000 212: time = 0.748000 loss = 6.101262 testLoss 6.858707 increaseLambda: 1.24 0.000000 Undoing contribution: was 0.19262860716554628 now 0.19262816699349192 'COND__rev lambda = -0.5936 alpha = -0.029247 lossBound = -0.000010 W1 = 0.703522 N1 = 0.677996 deltaLoss = -0.000029 319: time = 1.240000 loss = 6.004513 testLoss 7.002043 'PTL__rev lambda = -0.6564 alpha = 0.003565 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Search: 0.023 0.000000 increaseLambda: 0.024 0.001000 17: time = 0.024000 loss = 6.972488 testLoss 6.984621 'ANC__rev lambda = -1.2916 alpha = -0.075188 lossBound = -0.003271 W1 = 0.059267 N1 = 0.028343 deltaLoss = -0.001302 Updating 2 features NewtonStep: 0.024 0.000000 Updating 6 features NewtonStep: 1.242 0.002000 Updating 4 features Updating 5 features NewtonStep: 0.067 0.002000 increaseLambda: 1.242 0.000000 increaseLambda: 0.025 0.001000 Undoing: newLoss 6.971624668892924, oldLoss 6.972487832035354, deltaLossBound -0.0025935733369751666 320: time = 1.242000 loss = 6.004512 testLoss 7.002004 'PTL__rev lambda = -0.0638 alpha = -0.003679 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.751 0.003000 Undoing contribution: was 0.0927216104875086 now 0.0927189163420632 213: time = 0.751000 loss = 6.101260 testLoss 6.858799 (LAKE_ORIGIN=0.0) lambda = -0.2686 alpha = 0.007726 lossBound = -0.000003 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000003 increaseLambda: 0.026 0.001000 Search: 0.026 0.000000 increaseLambda: 0.026 0.000000 increaseLambda: 0.068 0.001000 Undoing: newLoss 6.4681995351527695, oldLoss 6.491565003619005, deltaLossBound -0.0625936478531359 18: time = 0.026000 loss = 6.971460 testLoss 6.984226 'ANC__rev lambda = -1.3589 alpha = -0.067360 lossBound = -0.002594 W1 = 0.057349 N1 = 0.028343 deltaLoss = -0.001027 increaseLambda: 0.069 0.001000 Updating 2 features NewtonStep: 0.027 0.001000 Search: 0.069 0.000000 increaseLambda: 0.027 0.000000 19: time = 0.027000 loss = 6.968270 testLoss 6.974751 'ANC__rev lambda = 0.1231 alpha = 0.123124 lossBound = -0.002404 W1 = 0.774827 N1 = 0.812636 deltaLoss = -0.003190 increaseLambda: 0.069 0.000000 22: time = 0.069000 loss = 6.450299 testLoss 6.756507 'NTL_COND lambda = -1.3999 alpha = -0.675232 lossBound = -0.062594 W1 = 0.054463 N1 = 0.007353 deltaLoss = -0.041266 Updating 2 features Updating 4 features NewtonStep: 0.027 0.000000 NewtonStep: 1.244 0.002000 Updating 4 features NewtonStep: 0.752 0.001000 increaseLambda: 0.027 0.000000 Undoing: newLoss 6.965836541544639, oldLoss 6.968269981311104, deltaLossBound -0.0024698743303116395 increaseLambda: 0.028 0.001000 increaseLambda: 1.245 0.001000 Undoing contribution: was 0.19262816699349192 now 0.1926277292385183 increaseLambda: 0.753 0.001000 321: time = 1.245000 loss = 6.004512 testLoss 7.002045 'PTL__rev lambda = -0.6528 alpha = 0.003555 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 214: time = 0.753000 loss = 6.101254 testLoss 6.861276 PTL_COND: lambda = -0.7669 min = 1.0000 max = 3.0000 Search: 0.028 0.000000 alpha = -0.009916 lossBound = -0.000004 W1 = 0.235004 N1 = 0.220588 deltaLoss = -0.000006 increaseLambda: 0.028 0.000000 20: time = 0.028000 loss = 6.965470 testLoss 6.974012 'ANC__rev lambda = -1.5783 alpha = -0.219381 lossBound = -0.002470 W1 = 0.052898 N1 = 0.028343 deltaLoss = -0.002800 Updating 2 features NewtonStep: 0.028 0.000000 increaseLambda: 0.029 0.001000 21: time = 0.029000 loss = 6.958644 testLoss 6.946352 'ANC__rev lambda = 0.3964 alpha = 0.396367 lossBound = -0.001921 W1 = 0.781160 N1 = 0.804802 deltaLoss = -0.006826 Updating 6 features Updating 2 features NewtonStep: 0.029 0.000000 increaseLambda: 0.029 0.000000 22: time = 0.029000 loss = 6.956555 testLoss 6.945894 'ANC__rev lambda = -1.7520 alpha = -0.173697 lossBound = -0.002074 W1 = 0.052820 N1 = 0.028343 deltaLoss = -0.002089 increaseLambda: 0.071 0.002000 23: time = 0.071000 loss = 6.421764 testLoss 6.724200 (LAKE_ORIGIN=0.0) lambda = -0.7863 alpha = -0.305577 lossBound = -0.048409 W1 = 0.170844 N1 = 0.088235 deltaLoss = -0.028535 Updating 2 features Updating 6 features NewtonStep: 0.03 0.001000 NewtonStep: 1.247 0.002000 Updating 4 features NewtonStep: 0.755 0.002000 increaseLambda: 0.03 0.000000 23: time = 0.030000 loss = 6.955498 testLoss 6.946052 'ANC__rev lambda = -1.8813 alpha = -0.129260 lossBound = -0.001016 W1 = 0.049669 N1 = 0.028343 deltaLoss = -0.001057 increaseLambda: 0.755 0.000000 increaseLambda: 1.247 0.000000 215: time = 0.755000 loss = 6.101227 testLoss 6.861292 PTL: lambda = 3.1856 min = 1.0000 max = 4,865.0000 322: time = 1.247000 loss = 6.004511 testLoss 7.002006 'PTL__rev lambda = -0.0675 alpha = -0.003665 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 alpha = 0.155209 lossBound = -0.000003 W1 = 0.019318 N1 = 0.021255 deltaLoss = -0.000027 Updating 2 features NewtonStep: 0.03 0.000000 increaseLambda: 0.03 0.000000 24: time = 0.030000 loss = 6.954297 testLoss 6.943987 ANC^2: lambda = -0.6886 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.688556 lossBound = -0.000880 W1 = 0.002934 N1 = 0.000695 deltaLoss = -0.001201 Updating 2 features NewtonStep: 0.031 0.001000 increaseLambda: 0.031 0.000000 25: time = 0.031000 loss = 6.953762 testLoss 6.944344 'ANC__rev lambda = -1.9763 alpha = -0.095040 lossBound = -0.000502 W1 = 0.047595 N1 = 0.028343 deltaLoss = -0.000535 Updating 5 features NewtonStep: 0.073 0.002000 Updating 2 features NewtonStep: 0.031 0.000000 increaseLambda: 0.031 0.000000 26: time = 0.031000 loss = 6.950198 testLoss 6.935455 ANC: lambda = -0.9898 min = -63.0000 max = 91,632.9000 alpha = -0.989843 lossBound = -0.000393 W1 = 0.026423 N1 = 0.022588 deltaLoss = -0.003563 increaseLambda: 0.073 0.000000 24: time = 0.073000 loss = 6.381906 testLoss 6.679214 'TURB__rev lambda = -0.4715 alpha = -0.471514 lossBound = -0.034318 W1 = 0.213442 N1 = 0.130602 deltaLoss = -0.039858 Updating 2 features Updating 4 features NewtonStep: 0.032 0.001000 Updating 5 features NewtonStep: 0.757 0.002000 NewtonStep: 1.249 0.002000 increaseLambda: 0.032 0.000000 27: time = 0.032000 loss = 6.949802 testLoss 6.935837 'ANC__rev lambda = -2.0592 alpha = -0.082878 lossBound = -0.000367 W1 = 0.046904 N1 = 0.028343 deltaLoss = -0.000396 increaseLambda: 0.757 0.000000 Undoing contribution: was 0.006639600299141924 now 0.006627937156957442 increaseLambda: 1.249 0.000000 Undoing contribution: was 0.1926277292385183 now 0.19262729474589332 216: time = 0.757000 loss = 6.101216 testLoss 6.860165 'COND__rev lambda = -0.2613 alpha = 0.016250 lossBound = -0.000004 W1 = 0.626385 N1 = 0.597545 deltaLoss = -0.000012 323: time = 1.249000 loss = 6.004511 testLoss 7.002048 'PTL__rev lambda = -0.6493 alpha = 0.003542 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.032 0.000000 increaseLambda: 0.032 0.000000 28: time = 0.032000 loss = 6.947944 testLoss 6.929962 ANC: lambda = -1.7363 min = -63.0000 max = 91,632.9000 alpha = -0.746432 lossBound = -0.000173 W1 = 0.025679 N1 = 0.022588 deltaLoss = -0.001858 Updating 2 features NewtonStep: 0.034 0.002000 increaseLambda: 0.034 0.000000 29: time = 0.034000 loss = 6.947671 testLoss 6.930344 'ANC__rev lambda = -2.1289 alpha = -0.069686 lossBound = -0.000249 W1 = 0.046200 N1 = 0.028343 deltaLoss = -0.000273 Updating 5 features Updating 5 features Newton: returning 0.1316458699115643 NewtonStep: 1.251 0.002000 Updating 2 features Loss was 6.947671063989937, now 6.94683743175768, delta -0.000834 parallelUpdate: 0.035 0.001000 Updating 4 features NewtonStep: 0.76 0.003000 increaseLambda: 1.252 0.001000 324: time = 1.252000 loss = 6.004510 testLoss 7.002009 'PTL__rev lambda = -0.0712 alpha = -0.003652 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.035 0.000000 increaseLambda: 0.76 0.000000 increaseLambda: 0.035 0.000000 31: time = 0.035000 loss = 6.945652 testLoss 6.922058 217: time = 0.760000 loss = 6.101208 testLoss 6.860415 'ANC__rev lambda = -0.5736 alpha = -0.027444 lossBound = -0.000004 W1 = 0.043053 N1 = 0.028343 deltaLoss = -0.000008 Updating 4 features NewtonStep: 1.254 0.002000 increaseLambda: 1.255 0.001000 Undoing contribution: was 0.19262729474589332 now 0.1926268634918102 325: time = 1.255000 loss = 6.004510 testLoss 7.002050 'PTL__rev lambda = -0.6458 Updating 5 features ANC: lambda = -2.7057 min = -63.0000 max = 91,632.9000 NewtonStep: 0.763 0.003000 alpha = 0.003528 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 6 features NewtonStep: 0.08 0.007000 increaseLambda: 0.763 0.000000 Undoing: newLoss 6.102215808881335, oldLoss 6.101208081700056, deltaLossBound -2.8994679161268525E-6 alpha = -0.740893 lossBound = -0.000074 W1 = 0.024911 N1 = 0.022588 deltaLoss = -0.001185 increaseLambda: 0.081 0.001000 Undoing: newLoss 6.354603129501391, oldLoss 6.381906045307662, deltaLossBound -0.03744987850369319 increaseLambda: 0.764 0.001000 Updating 2 features Reducing newton stepsize from 3.4197635332874863 to 0.7792016590545701 NewtonStep: 0.039 0.004000 Search: 0.764 0.000000 increaseLambda: 0.081 0.000000 increaseLambda: 0.039 0.000000 Undoing contribution: was 0.0012142723915874992 now 0.0011131064273843232 32: time = 0.039000 loss = 6.945551 testLoss 6.922283 ANC^2: lambda = -0.5195 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.259734 lossBound = -0.000058 W1 = 0.001323 N1 = 0.000695 deltaLoss = -0.000101 Search: 0.081 0.000000 increaseLambda: 0.764 0.000000 218: time = 0.764000 loss = 6.101205 testLoss 6.860337 ANC_COND^2: lambda = -0.0752 min = 1.0000 max = 4.0000 alpha = -0.075235 lossBound = -0.000003 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000003 Updating 2 features Reducing newton stepsize from 2.615694750605986 to 0.5194677727030468 NewtonStep: 0.039 0.000000 increaseLambda: 0.039 0.000000 Undoing contribution: was 0.0011131064273843232 now 0.0010508982045642195 33: time = 0.040000 loss = 6.945489 testLoss 6.922438 ANC^2: lambda = -0.3463 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.173156 lossBound = -0.000048 W1 = 0.001349 N1 = 0.000695 deltaLoss = -0.000062 Updating 4 features NewtonStep: 1.257 0.002000 Updating 2 features NewtonStep: 0.04 0.000000 increaseLambda: 0.04 0.000000 34: time = 0.040000 loss = 6.944743 testLoss 6.918328 ANC: lambda = -3.3309 min = -63.0000 max = 91,632.9000 alpha = -0.625160 lossBound = -0.000042 W1 = 0.024567 N1 = 0.022588 deltaLoss = -0.000746 increaseLambda: 1.257 0.000000 326: time = 1.257000 loss = 6.004510 testLoss 7.002011 'PTL__rev lambda = -0.0748 alpha = -0.003638 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 2 features Reducing newton stepsize from 4.773522850275096 to 0.3463118484686979 NewtonStep: 0.04 0.000000 increaseLambda: 0.041 0.001000 Undoing: newLoss 6.944689539370174, oldLoss 6.944743290754066, deltaLossBound -8.114239388043183E-5 increaseLambda: 0.041 0.000000 increaseLambda: 0.083 0.002000 Updating 5 features 25: time = 0.083000 loss = 6.358284 testLoss 6.709033 NewtonStep: 0.766 0.002000 TURB_COND: lambda = -0.2932 min = 1.0000 max = 3.0000 alpha = -0.293205 lossBound = -0.037450 W1 = 0.148803 N1 = 0.073529 deltaLoss = -0.023622 Search: 0.041 0.000000 increaseLambda: 0.041 0.000000 Undoing contribution: was 0.0010508982045642195 now 0.0010001825691085525 35: time = 0.041000 loss = 6.944693 testLoss 6.918414 ANC^2: lambda = -0.2375 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.108837 lossBound = -0.000081 W1 = 0.001234 N1 = 0.000695 deltaLoss = -0.000051 increaseLambda: 0.766 0.000000 219: time = 0.766000 loss = 6.101201 testLoss 6.862572 PTL_COND: lambda = -0.7759 min = 1.0000 max = 3.0000 alpha = -0.008948 lossBound = -0.000003 W1 = 0.235004 N1 = 0.220588 deltaLoss = -0.000005 Updating 2 features Reducing newton stepsize from 4.3256206712782355 to 0.23747438076747307 NewtonStep: 0.042 0.001000 increaseLambda: 0.042 0.000000 Undoing: newLoss 6.944656476110381, oldLoss 6.94469257511861, deltaLossBound -7.164009933988176E-5 increaseLambda: 0.042 0.000000 Updating 3 features NewtonStep: 1.259 0.002000 Search: 0.042 0.000000 increaseLambda: 1.259 0.000000 increaseLambda: 0.042 0.000000 Undoing contribution: was 0.0010001825691085525 now 9.640835608787906E-4 Undoing contribution: was 0.1926268634918102 now 0.192626435452623 36: time = 0.042000 loss = 6.944656 testLoss 6.918477 ANC^2: lambda = -0.1583 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.079158 lossBound = -0.000072 W1 = 0.001243 N1 = 0.000695 deltaLoss = -0.000036 327: time = 1.259000 loss = 6.004509 testLoss 7.002052 'PTL__rev lambda = -0.6422 alpha = 0.003515 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 2 features Reducing newton stepsize from 4.017845766753376 to 0.15831625384498205 NewtonStep: 0.043 0.001000 increaseLambda: 0.043 0.000000 Undoing: newLoss 6.944632799130101, oldLoss 6.944656476110381, deltaLossBound -5.509662697258613E-5 Updating 7 features NewtonStep: 0.768 0.002000 increaseLambda: 0.043 0.000000 Search: 0.044 0.001000 increaseLambda: 0.769 0.001000 Undoing: newLoss 6.101198579308008, oldLoss 6.1012005322625, deltaLossBound -1.9529551054105296E-6 increaseLambda: 0.044 0.000000 Undoing contribution: was 9.640835608787906E-4 now 9.404065805992939E-4 37: time = 0.044000 loss = 6.944633 testLoss 6.918520 ANC^2: lambda = -0.1055 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.052772 lossBound = -0.000055 W1 = 0.001249 N1 = 0.000695 deltaLoss = -0.000024 increaseLambda: 0.769 0.000000 Updating 2 features Reducing newton stepsize from 3.8208178315167283 to 0.10554416922998802 NewtonStep: 0.044 0.000000 Updating 2 features NewtonStep: 1.261 0.002000 Search: 0.769 0.000000 increaseLambda: 0.044 0.000000 Undoing: newLoss 6.94461719420146, oldLoss 6.944632799130101, deltaLossBound -3.983473942629619E-5 Updating 6 features NewtonStep: 0.086 0.003000 increaseLambda: 0.044 0.000000 increaseLambda: 1.261 0.000000 increaseLambda: 0.77 0.001000 Undoing contribution: was 0.024220028660547115 now 0.024218075705441926 Search: 0.045 0.001000 328: time = 1.262000 loss = 6.004509 testLoss 7.002013 'PTL__rev lambda = -0.0784 alpha = -0.003624 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 220: time = 0.770000 loss = 6.101199 testLoss 6.861529 'PTL_COND__rev lambda = 0.2090 alpha = -0.004108 lossBound = -0.000002 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000002 increaseLambda: 0.045 0.000000 Undoing contribution: was 9.404065805992939E-4 now 9.248016519584606E-4 increaseLambda: 0.087 0.001000 Undoing: newLoss 6.389369598501124, oldLoss 6.3582840981633275, deltaLossBound -0.03087504067934342 38: time = 0.045000 loss = 6.944617 testLoss 6.918548 ANC^2: lambda = -0.0704 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.035181 lossBound = -0.000040 W1 = 0.001253 N1 = 0.000695 deltaLoss = -0.000016 increaseLambda: 0.087 0.000000 Updating 2 features Reducing newton stepsize from 3.693009019261356 to 0.07036277948665867 NewtonStep: 0.045 0.000000 Search: 0.087 0.000000 increaseLambda: 0.045 0.000000 Undoing: newLoss 6.944606872894404, oldLoss 6.94461719420146, deltaLossBound -2.7891074429513098E-5 increaseLambda: 0.045 0.000000 increaseLambda: 0.088 0.001000 Search: 0.046 0.001000 26: time = 0.088000 loss = 6.343170 testLoss 6.714623 'CHLA__rev lambda = 0.5400 alpha = 0.539963 lossBound = -0.030875 W1 = 0.013361 N1 = 0.058824 deltaLoss = -0.015114 increaseLambda: 0.046 0.000000 Undoing contribution: was 9.248016519584606E-4 now 9.144803449023225E-4 39: time = 0.046000 loss = 6.944607 testLoss 6.918567 ANC^2: lambda = -0.0469 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.023454 lossBound = -0.000028 W1 = 0.001256 N1 = 0.000695 deltaLoss = -0.000010 Updating 2 features NewtonStep: 0.046 0.000000 Updating 2 features Updating 7 features NewtonStep: 1.263 0.001000 NewtonStep: 0.771 0.001000 increaseLambda: 0.046 0.000000 Undoing contribution: was 0.00690074696358736 now 0.0068207110523226516 40: time = 0.046000 loss = 6.944527 testLoss 6.920190 'ANC__rev lambda = 0.4161 alpha = -0.032405 lossBound = -0.000027 W1 = 0.792068 N1 = 0.804802 deltaLoss = -0.000080 increaseLambda: 0.772 0.001000 increaseLambda: 1.264 0.001000 Undoing contribution: was 0.192626435452623 now 0.1926260106048607 221: time = 0.772000 loss = 6.101195 testLoss 6.862300 'NTL__rev lambda = -0.3737 Updating 2 features alpha = -0.025907 lossBound = -0.000001 W1 = 0.024086 N1 = 0.012042 deltaLoss = -0.000003 NewtonStep: 0.047 0.001000 329: time = 1.264000 loss = 6.004508 testLoss 7.002054 'PTL__rev lambda = -0.6387 alpha = 0.003502 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 31 features increaseLambda: 0.047 0.000000 41: time = 0.047000 loss = 6.943978 testLoss 6.916625 ANC: lambda = -3.8916 min = -63.0000 max = 91,632.9000 alpha = -0.560663 lossBound = -0.000029 W1 = 0.024388 N1 = 0.022588 deltaLoss = -0.000549 Updating 5 features Updating 2 features NewtonStep: 0.089 0.001000 NewtonStep: 0.047 0.000000 Newton: returning 0.06546239233135002 Updating 3 features Loss was 6.004508266010685, now 6.00450452002292, delta -0.000004 parallelUpdate: 1.265 0.001000 Updating 6 features NewtonStep: 0.774 0.002000 increaseLambda: 0.774 0.000000 Undoing contribution: was 0.18679620352245987 now 0.18679169029729562 222: time = 0.774000 loss = 6.101191 testLoss 6.862431 'PTL__rev lambda = -0.5150 alpha = 0.011497 lossBound = -0.000002 W1 = 0.145370 N1 = 0.122951 deltaLoss = -0.000005 increaseLambda: 0.092 0.003000 Undoing: newLoss 6.329927096386246, oldLoss 6.343169946097825, deltaLossBound -0.019846935145582053 increaseLambda: 0.092 0.000000 Search: 0.092 0.000000 Updating 2 features NewtonStep: 1.267 0.002000 increaseLambda: 0.093 0.001000 increaseLambda: 1.268 0.001000 Undoing contribution: was 0.0025589583656482054 now 0.002557096671689212 27: time = 0.093000 loss = 6.330834 testLoss 6.742401 TURB_COND: lambda = -0.5133 min = 1.0000 max = 3.0000 alpha = -0.220090 lossBound = -0.019847 W1 = 0.129258 N1 = 0.073529 deltaLoss = -0.012336 331: time = 1.268000 loss = 6.004503 testLoss 7.001978 CHLA_COND^2: lambda = 2.3841 min = 1.0000 max = 81.0000 alpha = -0.008864 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000002 Updating 8 features NewtonStep: 0.776 0.002000 increaseLambda: 0.777 0.001000 223: time = 0.777000 loss = 6.101078 testLoss 6.863096 DOC: lambda = -6.4333 min = 0.3400 max = 290.5700 alpha = -1.211690 lossBound = -0.000001 W1 = 0.017874 N1 = 0.016866 deltaLoss = -0.000113 Updating 3 features NewtonStep: 1.27 0.002000 Updating 4 features NewtonStep: 0.095 0.002000 increaseLambda: 1.27 0.000000 332: time = 1.270000 loss = 6.004502 testLoss 7.002035 'ANC__rev lambda = -0.5099 alpha = -0.006167 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = -0.000000 increaseLambda: 0.095 0.000000 Undoing: newLoss 6.323664952464234, oldLoss 6.330833865790615, deltaLossBound -0.01736393699348799 increaseLambda: 0.096 0.001000 Updating 6 features NewtonStep: 0.779 0.002000 Search: 0.096 0.000000 increaseLambda: 0.779 0.000000 Undoing contribution: was 8.343036607931704E-4 now 8.015972537482791E-4 increaseLambda: 0.096 0.000000 224: time = 0.779000 loss = 6.101046 testLoss 6.862899 28: time = 0.096000 loss = 6.320088 testLoss 6.798712 'NTL_COND lambda = -1.8144 alpha = -0.414534 lossBound = -0.017364 W1 = 0.033066 N1 = 0.007353 deltaLoss = -0.010746 'NTL__rev lambda = 0.0970 alpha = -0.031057 lossBound = -0.000010 W1 = 0.341436 N1 = 0.363464 deltaLoss = -0.000033 Updating 4 features NewtonStep: 1.272 0.002000 increaseLambda: 0.055 0.008000 Undoing contribution: was 0.0068207110523226516 now 0.0066551302316919785 42: time = 0.055000 loss = 6.943812 testLoss 6.918932 'ANC__rev lambda = 0.3691 alpha = -0.047052 lossBound = -0.000054 W1 = 0.792903 N1 = 0.804802 deltaLoss = -0.000166 increaseLambda: 1.272 0.000000 Undoing contribution: was 0.003390969305643924 now 0.0033904064747482567 333: time = 1.272000 loss = 6.004502 testLoss 7.001792 'COND__rev lambda = -0.3193 alpha = 0.003539 lossBound = -0.000000 W1 = 0.626389 N1 = 0.597545 deltaLoss = -0.000001 Updating 2 features NewtonStep: 0.055 0.000000 increaseLambda: 0.055 0.000000 Undoing contribution: was 0.0032253276142639375 now 0.0031516921707674594 43: time = 0.055000 loss = 6.943739 testLoss 6.920490 'ANC__rev lambda = 0.1074 alpha = -0.031955 lossBound = -0.000024 W1 = 0.799770 N1 = 0.812636 deltaLoss = -0.000074 Updating 2 features NewtonStep: 0.056 0.001000 Updating 6 features NewtonStep: 0.781 0.002000 increaseLambda: 0.056 0.000000 44: time = 0.056000 loss = 6.943198 testLoss 6.916833 ANC: lambda = -4.4706 min = -63.0000 max = 91,632.9000 alpha = -0.579033 lossBound = -0.000026 W1 = 0.024348 N1 = 0.022588 deltaLoss = -0.000541 Updating 5 features NewtonStep: 0.098 0.002000 increaseLambda: 0.781 0.000000 Undoing contribution: was 0.00505763734813726 now 0.005056975034024373 225: time = 0.781000 loss = 6.101045 testLoss 6.861746 NTL_COND^2: lambda = -1.5836 min = 1.0000 max = 9.0000 Updating 2 features alpha = 0.005698 lossBound = -0.000000 W1 = 0.128609 N1 = 0.121324 deltaLoss = -0.000001 NewtonStep: 0.056 0.000000 increaseLambda: 0.057 0.001000 Undoing contribution: was 0.0066551302316919785 now 0.006494947448862058 45: time = 0.057000 loss = 6.943038 testLoss 6.919109 'ANC__rev lambda = 0.3228 alpha = -0.046334 lossBound = -0.000053 W1 = 0.792854 N1 = 0.804802 deltaLoss = -0.000160 increaseLambda: 0.099 0.001000 29: time = 0.099000 loss = 6.295385 testLoss 6.773617 'TURB__rev lambda = -0.4033 alpha = -0.403298 lossBound = -0.018386 W1 = 0.228861 N1 = 0.164242 deltaLoss = -0.024703 Updating 7 features Newton: returning 0.412361642081465 Updating 6 features Updating 2 features Updating 4 features NewtonStep: 1.274 0.002000 Reducing newton stepsize from 9.06914987721967 to 0.04690851965777244 NewtonStep: 0.057 0.000000 increaseLambda: 0.057 0.000000 Undoing: newLoss 6.943029291052032, oldLoss 6.943037591645622, deltaLossBound -2.3624764997576282E-5 increaseLambda: 0.057 0.000000 increaseLambda: 1.274 0.000000 Undoing: newLoss 6.004501559084946, oldLoss 6.004501722598102, deltaLossBound -1.6352681359516343E-7 Loss was 6.295384642713073, now 6.254565323922436, delta -0.040819 parallelUpdate: 0.099 0.000000 Search: 0.057 0.000000 increaseLambda: 0.057 0.000000 increaseLambda: 1.274 0.000000 Undoing contribution: was 9.144803449023225E-4 now 9.061797513129615E-4 46: time = 0.058000 loss = 6.943029 testLoss 6.919120 ANC^2: lambda = -0.0313 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.015636 lossBound = -0.000024 W1 = 0.001164 N1 = 0.000695 deltaLoss = -0.000008 Search: 1.275 0.001000 Updating 2 features NewtonStep: 0.058 0.000000 increaseLambda: 1.275 0.000000 Undoing contribution: was 0.002103562993464611 now 0.0021033994666511875 Updating 6 features 334: time = 1.275000 loss = 6.004502 testLoss 7.001810 ANC_COND^2: lambda = -1.3808 min = 1.0000 max = 4.0000 NewtonStep: 0.783 0.002000 increaseLambda: 0.058 0.000000 Undoing contribution: was 0.0031516921707674594 now 0.0030802716745339164 47: time = 0.058000 loss = 6.942958 testLoss 6.920657 'ANC__rev lambda = 0.0759 alpha = 0.018148 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 alpha = -0.031518 lossBound = -0.000023 W1 = 0.799739 N1 = 0.812636 deltaLoss = -0.000071 increaseLambda: 0.784 0.001000 Undoing contribution: was 1.901790917128671E-4 now 1.707945243891124E-4 226: time = 0.784000 loss = 6.101025 testLoss 6.861152 'DOC__rev lambda = 0.1070 alpha = -0.035564 lossBound = -0.000003 W1 = 0.668358 N1 = 0.683069 deltaLoss = -0.000019 Updating 6 features Updating 5 features NewtonStep: 1.277 0.002000 NewtonStep: 0.102 0.003000 Updating 2 features NewtonStep: 0.06 0.002000 increaseLambda: 0.06 0.000000 48: time = 0.060000 loss = 6.942431 testLoss 6.916958 ANC: lambda = -5.0601 min = -63.0000 max = 91,632.9000 alpha = -0.589501 lossBound = -0.000024 W1 = 0.024314 N1 = 0.022588 deltaLoss = -0.000527 increaseLambda: 1.277 0.000000 increaseLambda: 0.102 0.000000 335: time = 1.277000 loss = 6.004501 testLoss 7.001779 'PTL__rev lambda = -0.0842 alpha = -0.002886 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 6 features Updating 2 features Reducing newton stepsize from -0.1443144173210531 to -0.0758589392552233 NewtonStep: 0.063 0.003000 NewtonStep: 0.788 0.004000 increaseLambda: 0.063 0.000000 Undoing contribution: was 0.0030802716745339164 now 0.0029863927195259076 49: time = 0.063000 loss = 6.942337 testLoss 6.918155 'ANC__rev lambda = 0.0506 alpha = -0.025286 lossBound = -0.000052 W1 = 0.801284 N1 = 0.812636 deltaLoss = -0.000094 increaseLambda: 0.788 0.000000 Undoing: newLoss 6.1154997549743175, oldLoss 6.10102549778629, deltaLossBound -7.687618962845126E-6 Updating 2 features Reducing newton stepsize from -0.11784024688661218 to -0.05057262617014886 NewtonStep: 0.064 0.001000 increaseLambda: 0.789 0.001000 increaseLambda: 0.064 0.000000 Undoing contribution: was 0.0029863927195259076 now 0.0028533960150276183 50: time = 0.064000 loss = 6.942204 testLoss 6.920604 'ANC__rev lambda = 0.0000 alpha = -0.050573 lossBound = -0.000035 W1 = 0.799832 N1 = 0.812636 deltaLoss = -0.000133 Search: 0.789 0.000000 Updating 2 features Undoing: newLoss 6.241924545726462, oldLoss 6.254565323922436, deltaLossBound -0.01450630610434316 NewtonStep: 0.064 0.000000 increaseLambda: 0.789 0.000000 227: time = 0.789000 loss = 6.101004 testLoss 6.861192 'NTL__rev lambda = 0.0351 alpha = 0.035067 lossBound = -0.000008 W1 = 0.277608 N1 = 0.298438 deltaLoss = -0.000022 increaseLambda: 0.065 0.001000 Updating 3 features NewtonStep: 1.282 0.005000 51: time = 0.065000 loss = 6.941248 testLoss 6.910142 ANC: lambda = -6.8268 min = -63.0000 max = 91,632.9000 alpha = -1.766706 lossBound = -0.000022 W1 = 0.023682 N1 = 0.022588 deltaLoss = -0.000956 increaseLambda: 1.282 0.000000 increaseLambda: 0.107 0.005000 Undoing contribution: was 0.1926260106048607 now 0.1926255813668689 336: time = 1.282000 loss = 6.004501 testLoss 7.001820 'PTL__rev lambda = -0.6321 alpha = 0.003520 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Search: 0.107 0.000000 Updating 2 features NewtonStep: 0.065 0.000000 increaseLambda: 0.065 0.000000 Undoing contribution: was 0.006494947448862058 now 0.005247827258587216 52: time = 0.065000 loss = 6.940001 testLoss 6.924858 'ANC__rev lambda = 0.0191 alpha = -0.303693 lossBound = -0.000223 W1 = 0.789636 N1 = 0.804802 deltaLoss = -0.001247 increaseLambda: 0.108 0.001000 31: time = 0.108000 loss = 6.246455 testLoss 6.954297 'NTL_COND__rev lambda = 0.1164 alpha = 0.116406 lossBound = -0.014506 W1 = 0.580338 N1 = 0.676471 deltaLoss = -0.008110 Updating 2 features NewtonStep: 0.066 0.001000 increaseLambda: 0.066 0.000000 Undoing contribution: was 0.06010005607541677 now 0.06002904957577579 53: time = 0.066000 loss = 6.939930 testLoss 6.923970 'ANC__rev lambda = -2.3222 alpha = 0.086936 lossBound = -0.000034 W1 = 0.043087 N1 = 0.028343 deltaLoss = -0.000071 Updating 4 features NewtonStep: 0.791 0.002000 Updating 2 features NewtonStep: 0.066 0.000000 increaseLambda: 0.067 0.001000 54: time = 0.067000 loss = 6.938639 testLoss 6.911299 ANC: lambda = -8.9417 min = -63.0000 max = 91,632.9000 alpha = -2.114925 lossBound = -0.000028 W1 = 0.023683 N1 = 0.022588 deltaLoss = -0.001291 increaseLambda: 0.792 0.001000 Undoing contribution: was 8.015972537482791E-4 now 7.89755727300881E-4 228: time = 0.792000 loss = 6.100992 testLoss 6.861081 'NTL__rev lambda = 0.0784 alpha = -0.018677 lossBound = -0.000004 W1 = 0.341436 N1 = 0.363464 deltaLoss = -0.000012 Updating 4 features NewtonStep: 1.284 0.002000 Updating 2 features Reducing newton stepsize from -0.2895388354718819 to -0.019062826528202792 NewtonStep: 0.067 0.000000 increaseLambda: 1.284 0.000000 337: time = 1.284000 loss = 6.004500 testLoss 7.001782 'PTL__rev lambda = -0.0878 increaseLambda: 0.067 0.000000 Undoing contribution: was 0.005247827258587216 now 0.005097558570455378 alpha = -0.003628 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 55: time = 0.067000 loss = 6.938489 testLoss 6.912151 'ANC__rev lambda = 0.0000 alpha = -0.019063 lossBound = -0.000126 W1 = 0.797710 N1 = 0.804802 deltaLoss = -0.000150 Updating 9 features NewtonStep: 0.11 0.002000 Updating 2 features NewtonStep: 0.068 0.001000 increaseLambda: 0.068 0.000000 increaseLambda: 0.11 0.000000 56: time = 0.068000 loss = 6.938401 testLoss 6.912922 'ANC__rev lambda = -2.4136 alpha = -0.091417 lossBound = -0.000042 W1 = 0.043093 N1 = 0.028343 deltaLoss = -0.000088 32: time = 0.110000 loss = 6.243681 testLoss 6.986272 TURB_COND^2: lambda = -0.2110 min = 1.0000 max = 9.0000 alpha = -0.210975 lossBound = -0.002299 W1 = 0.078457 N1 = 0.062500 deltaLoss = -0.002774 Updating 2 features Reducing newton stepsize from 70.7497938586997 to 0.03127234643851497 NewtonStep: 0.068 0.000000 increaseLambda: 0.068 0.000000 Undoing contribution: was 9.061797513129615E-4 now 8.845539952452835E-4 57: time = 0.068000 loss = 6.938379 testLoss 6.912939 Updating 4 features NewtonStep: 0.793 0.001000 ANC^2: lambda = 0.0000 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.031272 lossBound = -0.000021 W1 = 0.001003 N1 = 0.000695 deltaLoss = -0.000022 increaseLambda: 0.794 0.001000 229: time = 0.794000 loss = 6.100988 testLoss 6.861096 'NTL__rev lambda = 0.0460 alpha = 0.010931 lossBound = -0.000001 W1 = 0.277096 N1 = 0.298438 deltaLoss = -0.000004 Updating 2 features NewtonStep: 0.069 0.001000 Updating 4 features NewtonStep: 1.286 0.002000 increaseLambda: 0.069 0.000000 58: time = 0.069000 loss = 6.938312 testLoss 6.909988 ANC: lambda = -9.4776 min = -63.0000 max = 91,632.9000 alpha = -0.535913 lossBound = -0.000001 W1 = 0.023592 N1 = 0.022588 deltaLoss = -0.000068 increaseLambda: 1.286 0.000000 Undoing contribution: was 0.1926255813668689 now 0.19262515559218493 338: time = 1.286000 loss = 6.004500 testLoss 7.001823 'PTL__rev lambda = -0.6286 alpha = 0.003506 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.07 0.001000 increaseLambda: 0.07 0.000000 59: time = 0.070000 loss = 6.938304 testLoss 6.910231 'ANC__rev lambda = -2.4402 alpha = -0.026588 lossBound = -0.000003 W1 = 0.043053 N1 = 0.028343 deltaLoss = -0.000007 Updating 2 features Newton: returning 0.009140579285204639 Updating 2 features Loss was 6.938304445042608, now 6.9383034211247425, delta -0.000001 parallelUpdate: 0.07 0.000000 Updating 8 features NewtonStep: 0.112 0.002000 Updating 2 features NewtonStep: 0.07 0.000000 increaseLambda: 0.071 0.001000 increaseLambda: 0.113 0.001000 61: time = 0.071000 loss = 6.938303 testLoss 6.909881 'ANC__rev lambda = -2.4436 alpha = -0.000573 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = -0.000000 Updating 3 features 33: time = 0.113000 loss = 6.228980 testLoss 7.002998 CHLA_COND^2: lambda = 0.7586 min = 1.0000 max = 81.0000 NewtonStep: 0.796 0.002000 alpha = 0.758576 lossBound = -0.009589 W1 = 0.062982 N1 = 0.079044 deltaLoss = -0.014702 increaseLambda: 0.796 0.000000 Updating 2 features NewtonStep: 0.071 0.000000 230: time = 0.796000 loss = 6.100983 testLoss 6.861906 'COND__rev lambda = -0.6062 alpha = -0.012581 lossBound = -0.000002 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000005 increaseLambda: 0.071 0.000000 62: time = 0.071000 loss = 6.938303 testLoss 6.909879 ANC: lambda = -9.5487 min = -63.0000 max = 91,632.9000 alpha = -0.000301 lossBound = -0.000000 W1 = 0.023588 N1 = 0.022588 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.288 0.002000 Updating 2 features increaseLambda: 1.289 0.001000 NewtonStep: 0.072 0.001000 339: time = 1.289000 loss = 6.004500 testLoss 7.001784 'PTL__rev lambda = -0.0914 alpha = -0.003615 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.072 0.000000 63: time = 0.072000 loss = 6.938303 testLoss 6.909879 'ANC__rev lambda = -2.4436 alpha = -0.000014 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.072 0.000000 increaseLambda: 0.072 0.000000 64: time = 0.072000 loss = 6.938303 testLoss 6.909879 ANC: lambda = -9.5487 min = -63.0000 max = 91,632.9000 alpha = -0.000028 lossBound = -0.000000 W1 = 0.023588 N1 = 0.022588 deltaLoss = -0.000000 Updating 7 features NewtonStep: 0.114 0.001000 Updating 2 features NewtonStep: 0.073 0.001000 increaseLambda: 0.115 0.001000 34: time = 0.115000 loss = 6.204796 testLoss 6.990570 'DOC__rev lambda = 0.5167 increaseLambda: 0.073 0.000000 alpha = 0.516667 lossBound = -0.007651 W1 = 0.567682 N1 = 0.615173 deltaLoss = -0.024184 65: time = 0.073000 loss = 6.938303 testLoss 6.909879 'ANC__rev lambda = -2.4436 alpha = -0.000001 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.073 0.000000 increaseLambda: 0.073 0.000000 66: time = 0.073000 loss = 6.938303 testLoss 6.909879 ANC: lambda = -9.5487 min = -63.0000 max = 91,632.9000 alpha = -0.000003 lossBound = -0.000000 W1 = 0.023588 N1 = 0.022588 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.29 0.001000 Updating 2 features increaseLambda: 1.291 0.001000 Undoing contribution: was 0.19262515559218493 now 0.19262473299238267 NewtonStep: 0.074 0.001000 340: time = 1.291000 loss = 6.004499 testLoss 7.001825 'PTL__rev lambda = -0.6251 alpha = 0.003493 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 4 features NewtonStep: 0.799 0.003000 increaseLambda: 0.074 0.000000 Undoing: newLoss 6.93830341786198, oldLoss 6.938303417861979, deltaLossBound -1.4024512246669227E-16 increaseLambda: 0.799 0.000000 Undoing contribution: was 0.006627937156957442 now 0.006622525540871527 231: time = 0.799000 loss = 6.100977 testLoss 6.861139 'COND__rev lambda = -0.2502 alpha = 0.011093 lossBound = -0.000002 W1 = 0.626387 N1 = 0.597545 deltaLoss = -0.000005 increaseLambda: 0.074 0.000000 Search: 0.075 0.001000 increaseLambda: 0.075 0.000000 67: time = 0.075000 loss = 6.938303 testLoss 6.909879 'ANC__rev lambda = -2.4436 alpha = -0.000000 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = 0.000000 Updating 8 features Updating 5 features NewtonStep: 0.118 0.003000 NewtonStep: 1.293 0.002000 Updating 2 features NewtonStep: 0.076 0.001000 increaseLambda: 0.118 0.000000 increaseLambda: 1.293 0.000000 increaseLambda: 0.076 0.000000 Undoing: newLoss 6.93830341786198, oldLoss 6.938303417861979, deltaLossBound -5.2952283102371215E-17 35: time = 0.118000 loss = 6.195294 testLoss 6.986533 'ANC__rev lambda = -0.5819 alpha = -0.581873 lossBound = -0.005447 W1 = 0.051875 N1 = 0.028343 deltaLoss = -0.009502 341: time = 1.293000 loss = 6.004499 testLoss 7.001786 'PTL__rev lambda = -0.0950 alpha = -0.003601 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.076 0.000000 Updating 3 features NewtonStep: 0.801 0.002000 Search: 0.076 0.000000 increaseLambda: 0.801 0.000000 increaseLambda: 0.077 0.001000 68: time = 0.077000 loss = 6.938303 testLoss 6.909879 'ANC__rev lambda = -2.4436 alpha = -0.000000 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = -0.000000 232: time = 0.801000 loss = 6.100972 testLoss 6.861929 'COND__rev lambda = -0.6184 alpha = -0.012282 lossBound = -0.000002 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000005 Updating 2 features NewtonStep: 0.077 0.000000 increaseLambda: 0.077 0.000000 Undoing: newLoss 6.93830341786198, oldLoss 6.938303417861978, deltaLossBound -8.341491082525285E-17 increaseLambda: 0.077 0.000000 Search: 0.078 0.001000 increaseLambda: 0.078 0.000000 Updating 7 features Undoing contribution: was 0.060124281452222476 now 0.060124281452223365 Updating 4 features NewtonStep: 0.12 0.002000 NewtonStep: 1.295 0.002000 69: time = 0.078000 loss = 6.938303 testLoss 6.909879 'ANC__rev lambda = -2.4436 alpha = 0.000000 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = 0.000000 increaseLambda: 0.12 0.000000 increaseLambda: 1.295 0.000000 Undoing contribution: was 0.19262473299238267 now 0.19262431354427353 36: time = 0.120000 loss = 6.189690 testLoss 6.949460 'CHLA__rev lambda = -0.2613 alpha = -0.261300 lossBound = -0.003929 W1 = 0.186918 N1 = 0.152846 deltaLoss = -0.005603 Updating 2 features NewtonStep: 0.078 0.000000 342: time = 1.295000 loss = 6.004498 testLoss 7.001827 'PTL__rev lambda = -0.6216 alpha = 0.003480 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.078 0.000000 Undoing: newLoss 6.938303417861981, oldLoss 6.938303417861979, deltaLossBound -3.347359350128209E-17 NewtonStep: 0.803 0.002000 increaseLambda: 0.078 0.000000 increaseLambda: 0.804 0.001000 Undoing contribution: was 0.006622525540871527 now 0.00661749913541434 Search: 0.079 0.001000 233: time = 0.804000 loss = 6.100967 testLoss 6.861190 'COND__rev lambda = -0.2395 alpha = 0.010690 lossBound = -0.000002 W1 = 0.626387 N1 = 0.597545 deltaLoss = -0.000005 increaseLambda: 0.079 0.000000 70: time = 0.079000 loss = 6.938303 testLoss 6.909879 ANC: lambda = -9.5487 min = -63.0000 max = 91,632.9000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.023588 N1 = 0.022588 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.079 0.000000 increaseLambda: 0.079 0.000000 Undoing: newLoss 6.93830341786198, oldLoss 6.93830341786198, deltaLossBound -4.17638208287901E-17 increaseLambda: 0.079 0.000000 Search: 0.08 0.001000 increaseLambda: 0.08 0.000000 71: time = 0.080000 loss = 6.938303 testLoss 6.909879 ANC: lambda = -9.5487 min = -63.0000 max = 91,632.9000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.023588 N1 = 0.022588 deltaLoss = 0.000000 Updating 6 features NewtonStep: 0.122 0.002000 Updating 5 features NewtonStep: 1.297 0.002000 Updating 2 features NewtonStep: 0.08 0.000000 increaseLambda: 0.122 0.000000 37: time = 0.122000 loss = 6.181086 testLoss 7.001654 NTL_COND: lambda = -0.2883 min = 1.0000 max = 3.0000 alpha = -0.288316 lossBound = -0.004928 W1 = 0.191816 N1 = 0.161765 deltaLoss = -0.008604 increaseLambda: 0.08 0.000000 Undoing: newLoss 7.084174579036466, oldLoss 6.93830341786198, deltaLossBound 0.0 increaseLambda: 1.297 0.000000 343: time = 1.297000 loss = 6.004498 testLoss 7.001789 'PTL__rev lambda = -0.0986 alpha = -0.003588 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.08 0.000000 Updating 2 features NewtonStep: 0.805 0.001000 Search: 0.081 0.001000 increaseLambda: 0.081 0.000000 72: time = 0.081000 loss = 6.938303 testLoss 6.909879 ANC^2: lambda = 0.0000 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.000000 lossBound = 0.000000 W1 = 0.000973 N1 = 0.000695 deltaLoss = 0.000000 increaseLambda: 0.806 0.001000 234: time = 0.806000 loss = 6.100962 testLoss 6.861952 'COND__rev lambda = -0.6303 alpha = -0.011833 lossBound = -0.000002 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000005 Updating 2 features NewtonStep: 0.081 0.000000 increaseLambda: 0.081 0.000000 Undoing: newLoss 6.946881426986667, oldLoss 6.93830341786198, deltaLossBound -2.788409012861451E-4 increaseLambda: 0.081 0.000000 Search: 0.081 0.000000 increaseLambda: 0.081 0.000000 73: time = 0.081000 loss = 6.938303 testLoss 6.909879 ANC: lambda = -9.5487 min = -63.0000 max = 91,632.9000 alpha = -0.000000 lossBound = -0.000279 W1 = 0.023588 N1 = 0.022588 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.082 0.001000 Updating 6 features Updating 3 features increaseLambda: 0.082 0.000000 NewtonStep: 0.124 0.002000 NewtonStep: 1.299 0.002000 increaseLambda: 1.299 0.000000 Undoing contribution: was 0.19262431354427353 now 0.19262389722482884 344: time = 1.300000 loss = 6.004497 testLoss 7.001829 'PTL__rev lambda = -0.6181 Undoing: newLoss 6.938303417861981, oldLoss 6.938303417861979, deltaLossBound -7.02361609777095E-18 Updating 1 features alpha = 0.003467 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 NewtonStep: 0.808 0.002000 increaseLambda: 0.083 0.001000 Search: 0.083 0.000000 increaseLambda: 0.808 0.000000 Undoing contribution: was 0.00661749913541434 now 0.006612831059262936 increaseLambda: 0.083 0.000000 235: time = 0.808000 loss = 6.100958 testLoss 6.861240 'COND__rev lambda = -0.2292 alpha = 0.010301 lossBound = -0.000002 W1 = 0.626387 N1 = 0.597545 deltaLoss = -0.000005 increaseLambda: 0.125 0.001000 38: time = 0.125000 loss = 6.170175 testLoss 7.020268 'COND__rev lambda = -0.4302 alpha = -0.430174 lossBound = -0.004082 W1 = 0.632211 N1 = 0.596381 deltaLoss = -0.010912 74: time = 0.083000 loss = 6.938303 testLoss 6.909879 ANC: lambda = -9.5487 min = -63.0000 max = 91,632.9000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.023588 N1 = 0.022588 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.084 0.001000 increaseLambda: 0.084 0.000000 Undoing: newLoss 7.0841745791884545, oldLoss 6.93830341786198, deltaLossBound 0.0 Updating 4 features increaseLambda: 0.084 0.000000 NewtonStep: 1.302 0.002000 Search: 0.085 0.001000 increaseLambda: 0.085 0.000000 75: time = 0.085000 loss = 6.938303 testLoss 6.909879 ANC^2: lambda = 0.0000 min = 0.2500 max = 8,396,588,362.4100 alpha = -0.000000 lossBound = 0.000000 W1 = 0.000973 N1 = 0.000695 deltaLoss = 0.000000 increaseLambda: 1.302 0.000000 345: time = 1.302000 loss = 6.004497 testLoss 7.001791 'PTL__rev lambda = -0.1022 alpha = -0.003575 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.81 0.002000 Updating 2 features NewtonStep: 0.085 0.000000 increaseLambda: 0.81 0.000000 236: time = 0.810000 loss = 6.100954 testLoss 6.860933 'PTL__rev lambda = -1.1040 alpha = -0.007595 lossBound = -0.000002 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000003 increaseLambda: 0.085 0.000000 Undoing: newLoss 6.946881426990059, oldLoss 6.93830341786198, deltaLossBound -2.788409017334126E-4 increaseLambda: 0.086 0.001000 Search: 0.086 0.000000 increaseLambda: 0.086 0.000000 76: time = 0.086000 loss = 6.938303 testLoss 6.909879 ANC: lambda = -9.5487 min = -63.0000 max = 91,632.9000 alpha = -0.000000 lossBound = -0.000279 W1 = 0.023588 N1 = 0.022588 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.086 0.000000 increaseLambda: 0.087 0.001000 77: time = 0.087000 loss = 6.938303 testLoss 6.909879 'ANC__rev lambda = -2.4436 alpha = -0.000000 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.304 0.002000 Updating 2 features NewtonStep: 0.087 0.000000 increaseLambda: 1.304 0.000000 Undoing contribution: was 0.19262389722482884 now 0.19262348401118953 increaseLambda: 0.087 0.000000 346: time = 1.304000 loss = 6.004497 testLoss 7.001831 'PTL__rev lambda = -0.6147 Updating 6 features alpha = 0.003454 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 NewtonStep: 0.129 0.004000 Updating 1 features NewtonStep: 0.813 0.003000 Undoing: newLoss 6.938303417861981, oldLoss 6.938303417861978, deltaLossBound -1.98476992837097E-17 increaseLambda: 0.088 0.001000 increaseLambda: 0.813 0.000000 237: time = 0.813000 loss = 6.100951 testLoss 6.861550 'COND__rev lambda = -0.6399 increaseLambda: 0.13 0.001000 alpha = -0.009570 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000003 Search: 0.088 0.000000 39: time = 0.130000 loss = 6.156547 testLoss 7.016449 'DOC__rev lambda = 0.4659 alpha = 0.465882 lossBound = -0.003386 W1 = 0.599457 N1 = 0.632645 deltaLoss = -0.013627 increaseLambda: 0.088 0.000000 78: time = 0.088000 loss = 6.938303 testLoss 6.909879 ANC: lambda = -9.5487 min = -63.0000 max = 91,632.9000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.023588 N1 = 0.022588 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.089 0.001000 increaseLambda: 0.089 0.000000 Undoing: newLoss 6.938303417861981, oldLoss 6.938303417861981, deltaLossBound -6.685786565097123E-17 increaseLambda: 0.089 0.000000 Updating 4 features NewtonStep: 1.306 0.002000 Search: 0.089 0.000000 increaseLambda: 1.306 0.000000 increaseLambda: 0.089 0.000000 79: time = 0.089000 loss = 6.938303 testLoss 6.909879 'ANC__rev lambda = -2.4436 alpha = -0.000000 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = -0.000000 347: time = 1.306000 loss = 6.004496 testLoss 7.001793 'PTL__rev lambda = -0.1058 alpha = -0.003561 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.09 0.001000 Updating 1 features NewtonStep: 0.815 0.002000 Updating 8 features increaseLambda: 0.09 0.000000 Undoing: newLoss 6.938303417861981, oldLoss 6.938303417861979, deltaLossBound -2.162832288828466E-17 NewtonStep: 0.132 0.002000 increaseLambda: 0.09 0.000000 increaseLambda: 0.815 0.000000 Undoing contribution: was 0.006612831059262936 now 0.006608303302415264 Search: 0.09 0.000000 238: time = 0.815000 loss = 6.100947 testLoss 6.860849 'COND__rev lambda = -0.2190 alpha = 0.010145 lossBound = -0.000002 W1 = 0.626387 N1 = 0.597545 deltaLoss = -0.000005 increaseLambda: 0.132 0.000000 increaseLambda: 0.09 0.000000 80: time = 0.090000 loss = 6.938303 testLoss 6.909879 ANC: lambda = -9.5487 min = -63.0000 max = 91,632.9000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.023588 N1 = 0.022588 deltaLoss = 0.000000 Converged after 80 iterations 80: time = 0.090000 loss = 6.938303 testLoss 6.909879 Res.gain: 0.08545553687646112 40: time = 0.132000 loss = 6.153325 testLoss 6.995693 'CHLA__rev lambda = -0.2250 alpha = -0.225025 lossBound = -0.001908 W1 = 0.309920 N1 = 0.279805 deltaLoss = -0.003222 Updating 2 features NewtonStep: 1.308 0.002000 increaseLambda: 1.308 0.000000 Undoing contribution: was 0.19262348401118953 now 0.19262307388064756 Making features 348: time = 1.308000 loss = 6.004496 testLoss 7.001834 'PTL__rev lambda = -0.6112 alpha = 0.003441 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 makeFeatures: max memory 1908932608, total allocated 567803904, free 446651120, used 121152784, increment -349723288 Daphnia_lumholtzi ANC_COND: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 Updating 1 features NewtonStep: 0.817 0.002000 increaseLambda: 0.817 0.000000 239: time = 0.817000 loss = 6.100942 testLoss 6.861573 'COND__rev lambda = -0.6511 alpha = -0.011235 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000004 Updating 29 features 34 samples Density: max memory 1908932608, total allocated 567803904, free 446651120, used 121152784, increment 0 linearPredictor: max memory 1908932608, total allocated 567803904, free 446651120, used 121152784, increment 0 Newton: returning 0.3619345436872177 Updating 3 features FeaturedSpace: max memory 1908932608, total allocated 567803904, free 446651120, used 121152784, increment 0 Sequential: max memory 1908932608, total allocated 567803904, free 446651120, used 121152784, increment 0 Initial loss: 7.023758954738443 Initial test loss: 7.023758954738443 Updating 2 features NewtonStep: 0.0 0.000000 Updating 3 features NewtonStep: 1.31 0.002000 increaseLambda: 0.0 0.000000 Undoing: newLoss 7.023401468108954, oldLoss 7.023758954738443, deltaLossBound -0.014072737118408066 increaseLambda: 0.0 0.000000 Search: 0.001 0.001000 increaseLambda: 1.311 0.001000 increaseLambda: 0.001 0.000000 0: time = 0.001000 loss = 7.022814 testLoss 7.022756 Loss was 6.100942246607898, now 6.100846683662477, delta -0.000096 parallelUpdate: 0.819 0.002000 349: time = 1.311000 loss = 6.004495 testLoss 7.001796 'PTL__rev lambda = -0.1093 alpha = -0.003548 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 ANC_COND: lambda = -0.0579 min = 1.0000 max = 2.0000 alpha = -0.057934 lossBound = -0.014073 W1 = 0.016824 N1 = 0.000000 deltaLoss = -0.000945 Updating 2 features NewtonStep: 0.001 0.000000 increaseLambda: 0.001 0.000000 Undoing: newLoss 7.022514182595213, oldLoss 7.022813932968824, deltaLossBound -0.013127715348789488 increaseLambda: 0.002 0.001000 Search: 0.002 0.000000 increaseLambda: 0.002 0.000000 1: time = 0.002000 loss = 7.021942 testLoss 7.021827 ANC_COND: lambda = -0.1147 min = 1.0000 max = 2.0000 alpha = -0.056775 lossBound = -0.013128 W1 = 0.015910 N1 = 0.000000 deltaLoss = -0.000872 Updating 2 features NewtonStep: 0.002 0.000000 increaseLambda: 0.002 0.000000 Undoing: newLoss 7.02166055343061, oldLoss 7.021941707294212, deltaLossBound -0.01225548967417632 increaseLambda: 0.002 0.000000 Search: 0.002 0.000000 increaseLambda: 0.002 0.000000 2: time = 0.002000 loss = 7.021136 testLoss 7.020966 ANC_COND: lambda = -0.1703 min = 1.0000 max = 2.0000 alpha = -0.055640 lossBound = -0.012255 W1 = 0.015062 N1 = 0.000000 deltaLoss = -0.000806 Updating 2 features NewtonStep: 0.002 0.000000 Updating 3 features increaseLambda: 0.003 0.001000 Undoing: newLoss 7.020871987904175, oldLoss 7.021135920831708, deltaLossBound -0.011449703211671835 Updating 2 features NewtonStep: 1.313 0.002000 increaseLambda: 0.003 0.000000 increaseLambda: 0.821 0.002000 Undoing contribution: was 0.0927189163420632 now 0.09270160938179739 241: time = 0.821000 loss = 6.100829 testLoss 6.862745 (LAKE_ORIGIN=0.0) lambda = -0.2490 alpha = 0.019612 lossBound = -0.000017 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000017 increaseLambda: 1.313 0.000000 Undoing contribution: was 0.19262307388064756 now 0.1926226668106645 350: time = 1.313000 loss = 6.004495 testLoss 7.001836 'PTL__rev lambda = -0.6078 alpha = 0.003429 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Search: 0.003 0.000000 increaseLambda: 0.003 0.000000 3: time = 0.003000 loss = 7.020391 testLoss 7.020166 ANC_COND: lambda = -0.2249 min = 1.0000 max = 2.0000 alpha = -0.054527 lossBound = -0.011450 W1 = 0.014274 N1 = 0.000000 deltaLoss = -0.000745 Updating 2 features NewtonStep: 0.003 0.000000 increaseLambda: 0.004 0.001000 Undoing: newLoss 7.020142865553558, oldLoss 7.020390834090183, deltaLossBound -0.010704616470146647 increaseLambda: 0.004 0.000000 Search: 0.004 0.000000 increaseLambda: 0.004 0.000000 4: time = 0.004000 loss = 7.019701 testLoss 7.019423 ANC_COND: lambda = -0.2783 min = 1.0000 max = 2.0000 alpha = -0.053436 lossBound = -0.010705 W1 = 0.013541 N1 = 0.000000 deltaLoss = -0.000690 Updating 2 features NewtonStep: 0.004 0.000000 Updating 7 features increaseLambda: 0.004 0.000000 Undoing: newLoss 7.019468106254335, oldLoss 7.019701259600341, deltaLossBound -0.01001504198030554 NewtonStep: 0.139 0.007000 increaseLambda: 0.004 0.000000 Search: 0.004 0.000000 increaseLambda: 0.139 0.000000 increaseLambda: 0.004 0.000000 5: time = 0.004000 loss = 7.019063 testLoss 7.018732 ANC_COND: lambda = -0.3307 min = 1.0000 max = 2.0000 alpha = -0.052368 lossBound = -0.010015 W1 = 0.012859 N1 = 0.000000 deltaLoss = -0.000639 Updating 2 features NewtonStep: 0.004 0.000000 41: time = 0.139000 loss = 6.151124 testLoss 7.017970 NTL_COND: lambda = -0.4044 min = 1.0000 max = 3.0000 alpha = -0.116083 lossBound = -0.001703 W1 = 0.186713 N1 = 0.161765 deltaLoss = -0.002202 increaseLambda: 0.005 0.001000 Undoing: newLoss 7.0188431135263025, oldLoss 7.0190625039524885, deltaLossBound -0.009376286332453696 increaseLambda: 0.005 0.000000 Updating 3 features NewtonStep: 0.823 0.002000 Search: 0.005 0.000000 Updating 3 features increaseLambda: 0.005 0.000000 6: time = 0.005000 loss = 7.018470 testLoss 7.018088 ANC_COND: lambda = -0.3820 min = 1.0000 max = 2.0000 NewtonStep: 1.315 0.002000 alpha = -0.051320 lossBound = -0.009376 W1 = 0.012224 N1 = 0.000000 deltaLoss = -0.000592 Updating 2 features NewtonStep: 0.005 0.000000 increaseLambda: 0.005 0.000000 Undoing: newLoss 7.018263724214816, oldLoss 7.01847031635913, deltaLossBound -0.008784098739094415 increaseLambda: 0.823 0.000000 Undoing contribution: was 1.707945243891124E-4 now 1.168190878732495E-4 increaseLambda: 0.005 0.000000 242: time = 0.823000 loss = 6.100775 testLoss 6.861729 'DOC__rev lambda = 0.0346 alpha = -0.059591 lossBound = -0.000007 W1 = 0.668348 N1 = 0.683069 deltaLoss = -0.000054 increaseLambda: 1.315 0.000000 Search: 0.005 0.000000 351: time = 1.315000 loss = 6.004495 testLoss 7.001798 'PTL__rev lambda = -0.1128 alpha = -0.003535 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.005 0.000000 7: time = 0.005000 loss = 7.017921 testLoss 7.017489 ANC_COND: lambda = -0.4323 min = 1.0000 max = 2.0000 alpha = -0.050294 lossBound = -0.008784 W1 = 0.011631 N1 = 0.000000 deltaLoss = -0.000549 Updating 2 features NewtonStep: 0.006 0.001000 increaseLambda: 0.006 0.000000 Undoing: newLoss 7.017726163791954, oldLoss 7.017920842968144, deltaLossBound -0.008234625348108728 increaseLambda: 0.006 0.000000 Search: 0.006 0.000000 increaseLambda: 0.006 0.000000 8: time = 0.006000 loss = 7.017411 testLoss 7.016929 ANC_COND: lambda = -0.4816 min = 1.0000 max = 2.0000 alpha = -0.049288 lossBound = -0.008235 W1 = 0.011078 N1 = 0.000000 deltaLoss = -0.000510 Updating 2 features NewtonStep: 0.006 0.000000 increaseLambda: 0.006 0.000000 Undoing: newLoss 7.017227006614826, oldLoss 7.017410586247455, deltaLossBound -0.007724368627419721 Updating 7 features NewtonStep: 0.141 0.002000 increaseLambda: 0.006 0.000000 Search: 0.006 0.000000 increaseLambda: 0.006 0.000000 9: time = 0.006000 loss = 7.016936 testLoss 7.016406 ANC_COND: lambda = -0.5299 min = 1.0000 max = 2.0000 alpha = -0.048302 lossBound = -0.007724 W1 = 0.010561 N1 = 0.000000 deltaLoss = -0.000474 Updating 2 features NewtonStep: 0.007 0.001000 increaseLambda: 0.007 0.000000 Undoing: newLoss 7.01610399515167, oldLoss 7.016936368845385, deltaLossBound -0.007250151225350037 increaseLambda: 0.007 0.000000 increaseLambda: 0.142 0.001000 Undoing: newLoss 6.150029763773652, oldLoss 6.151123543565733, deltaLossBound -0.0012881067007144416 Search: 0.007 0.000000 Updating 3 features NewtonStep: 0.825 0.002000 increaseLambda: 0.007 0.000000 10: time = 0.007000 loss = 7.014945 testLoss 7.014178 ANC_COND: lambda = -0.7666 min = 1.0000 max = 2.0000 alpha = -0.236681 lossBound = -0.007250 W1 = 0.008354 N1 = 0.000000 deltaLoss = -0.001992 Updating 2 features Updating 2 features NewtonStep: 0.007 0.000000 increaseLambda: 0.142 0.000000 NewtonStep: 1.317 0.002000 increaseLambda: 0.007 0.000000 Undoing: newLoss 7.014323584453125, oldLoss 7.0149446991725615, deltaLossBound -0.005258481552526378 increaseLambda: 0.007 0.000000 Search: 0.142 0.000000 increaseLambda: 0.825 0.000000 Undoing contribution: was 0.006608303302415264 now 0.006598117435912121 243: time = 0.825000 loss = 6.100765 testLoss 6.860676 'COND__rev lambda = -0.1539 alpha = 0.015198 lossBound = -0.000004 W1 = 0.626386 N1 = 0.597545 deltaLoss = -0.000010 increaseLambda: 1.317 0.000000 Undoing contribution: was 0.1926226668106645 now 0.19262226277885472 Search: 0.007 0.000000 352: time = 1.317000 loss = 6.004494 testLoss 7.001838 'PTL__rev lambda = -0.6044 alpha = 0.003416 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 increaseLambda: 0.008 0.001000 11: time = 0.008000 loss = 7.013554 testLoss 7.012574 ANC_COND: lambda = -0.9796 min = 1.0000 max = 2.0000 alpha = -0.213013 lossBound = -0.005258 W1 = 0.006762 N1 = 0.000000 deltaLoss = -0.001391 Updating 2 features NewtonStep: 0.008 0.000000 increaseLambda: 0.143 0.001000 42: time = 0.143000 loss = 6.150379 testLoss 7.020066 CHLA_COND^2: lambda = 0.8271 min = 1.0000 max = 81.0000 alpha = 0.068568 lossBound = -0.001288 W1 = 0.059848 N1 = 0.079044 deltaLoss = -0.000744 increaseLambda: 0.008 0.000000 Undoing: newLoss 7.013083362035769, oldLoss 7.013553669431764, deltaLossBound -0.0038674518117289263 increaseLambda: 0.008 0.000000 Search: 0.008 0.000000 increaseLambda: 0.008 0.000000 12: time = 0.008000 loss = 7.012565 testLoss 7.011394 ANC_COND: lambda = -1.1713 min = 1.0000 max = 2.0000 alpha = -0.191712 lossBound = -0.003867 W1 = 0.005589 N1 = 0.000000 deltaLoss = -0.000989 Updating 2 features NewtonStep: 0.008 0.000000 increaseLambda: 0.008 0.000000 Undoing: newLoss 7.012204528952084, oldLoss 7.012565000002822, deltaLossBound -0.002878782382786528 increaseLambda: 0.009 0.001000 Search: 0.009 0.000000 increaseLambda: 0.009 0.000000 13: time = 0.009000 loss = 7.011851 testLoss 7.010508 ANC_COND: lambda = -1.3438 min = 1.0000 max = 2.0000 alpha = -0.172541 lossBound = -0.002879 W1 = 0.004707 N1 = 0.000000 deltaLoss = -0.000714 Updating 2 features NewtonStep: 0.009 0.000000 increaseLambda: 0.009 0.000000 Undoing: newLoss 7.011572346979954, oldLoss 7.011851424143053, deltaLossBound -0.002165206523017331 increaseLambda: 0.009 0.000000 Updating 3 features Search: 0.009 0.000000 Updating 3 features NewtonStep: 1.319 0.002000 increaseLambda: 0.009 0.000000 14: time = 0.009000 loss = 7.011329 testLoss 7.009830 ANC_COND: lambda = -1.4991 min = 1.0000 max = 2.0000 alpha = -0.155287 lossBound = -0.002165 W1 = 0.004033 N1 = 0.000000 deltaLoss = -0.000522 Updating 2 features NewtonStep: 0.009 0.000000 increaseLambda: 0.827 0.002000 increaseLambda: 0.009 0.000000 Undoing: newLoss 7.010979622552421, oldLoss 7.011329406586194, deltaLossBound -0.001643188966159104 244: time = 0.827000 loss = 6.100763 testLoss 6.860579 (LAKE_ORIGIN=0.0) lambda = -0.2567 alpha = -0.007649 lossBound = -0.000003 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000003 increaseLambda: 0.01 0.001000 increaseLambda: 1.32 0.001000 353: time = 1.320000 loss = 6.004494 testLoss 7.001801 'PTL__rev lambda = -0.1164 alpha = -0.003522 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Search: 0.01 0.000000 increaseLambda: 0.01 0.000000 15: time = 0.010000 loss = 7.010943 testLoss 7.009304 ANC_COND^2: lambda = -0.1398 min = 1.0000 max = 4.0000 alpha = -0.139758 lossBound = -0.001643 W1 = 0.003509 N1 = 0.000000 deltaLoss = -0.000386 Updating 2 features NewtonStep: 0.01 0.000000 increaseLambda: 0.01 0.000000 Undoing: newLoss 7.010771750790757, oldLoss 7.010942981789611, deltaLossBound -0.001256764169576387 Updating 6 features NewtonStep: 0.145 0.002000 increaseLambda: 0.01 0.000000 Search: 0.01 0.000000 increaseLambda: 0.01 0.000000 16: time = 0.010000 loss = 7.010654 testLoss 7.008889 ANC_COND: lambda = -1.6249 min = 1.0000 max = 2.0000 increaseLambda: 0.145 0.000000 Undoing contribution: was 0.04334874519663751 now 0.04188475632274786 alpha = -0.125782 lossBound = -0.001257 W1 = 0.003095 N1 = 0.000000 deltaLoss = -0.000289 Updating 2 features NewtonStep: 0.01 0.000000 43: time = 0.145000 loss = 6.148915 testLoss 7.019681 'TURB__rev lambda = -0.5668 alpha = 0.099192 lossBound = -0.001311 W1 = 0.140233 N1 = 0.130602 deltaLoss = -0.001464 increaseLambda: 0.01 0.000000 Undoing: newLoss 7.010518612946285, oldLoss 7.010653948409804, deltaLossBound -9.677307897690652E-4 increaseLambda: 0.011 0.001000 Search: 0.011 0.000000 increaseLambda: 0.011 0.000000 17: time = 0.011000 loss = 7.010436 testLoss 7.008558 ANC_COND: lambda = -1.7381 min = 1.0000 max = 2.0000 alpha = -0.113204 lossBound = -0.000968 W1 = 0.002765 N1 = 0.000000 deltaLoss = -0.000218 Updating 2 features NewtonStep: 0.011 0.000000 increaseLambda: 0.011 0.000000 Undoing: newLoss 7.010328330908779, oldLoss 7.010435784781891, deltaLossBound -7.495671618557096E-4 increaseLambda: 0.011 0.000000 Updating 3 features NewtonStep: 0.829 0.002000 Search: 0.011 0.000000 increaseLambda: 0.011 0.000000 18: time = 0.011000 loss = 7.010270 testLoss 7.008290 ANC_COND: lambda = -1.8400 min = 1.0000 max = 2.0000 alpha = -0.101884 lossBound = -0.000750 W1 = 0.002498 N1 = 0.000000 deltaLoss = -0.000166 Updating 2 features NewtonStep: 0.011 0.000000 Updating 2 features NewtonStep: 1.321 0.001000 increaseLambda: 0.011 0.000000 Undoing: newLoss 7.010184158080301, oldLoss 7.010269792869344, deltaLossBound -5.835752493080884E-4 increaseLambda: 0.83 0.001000 Undoing: newLoss 6.100760283766977, oldLoss 6.100762563907336, deltaLossBound -2.280140836969242E-6 increaseLambda: 0.012 0.001000 increaseLambda: 1.322 0.001000 Undoing contribution: was 0.19262226277885472 now 0.19262186176299864 Search: 0.012 0.000000 354: time = 1.322000 loss = 6.004493 testLoss 7.001840 'PTL__rev lambda = -0.6010 alpha = 0.003403 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 increaseLambda: 0.012 0.000000 19: time = 0.012000 loss = 7.010143 testLoss 7.008071 increaseLambda: 0.83 0.000000 Search: 0.83 0.000000 Updating 7 features NewtonStep: 0.147 0.002000 increaseLambda: 0.83 0.000000 increaseLambda: 0.147 0.000000 Undoing: newLoss 6.148163499595925, oldLoss 6.148915264804135, deltaLossBound -0.0011554015172740185 245: time = 0.830000 loss = 6.100760 testLoss 6.861037 'CHLA_COND__rev lambda = 0.0385 alpha = 0.004369 lossBound = -0.000002 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000002 increaseLambda: 0.148 0.001000 ANC_COND: lambda = -1.9317 min = 1.0000 max = 2.0000 alpha = -0.091695 lossBound = -0.000584 W1 = 0.002280 N1 = 0.000000 deltaLoss = -0.000127 Updating 2 features NewtonStep: 0.013 0.001000 Search: 0.148 0.000000 increaseLambda: 0.013 0.000000 Undoing: newLoss 7.009940265301702, oldLoss 7.01014260590238, deltaLossBound -4.563882823454366E-4 increaseLambda: 0.013 0.000000 Search: 0.013 0.000000 increaseLambda: 0.013 0.000000 20: time = 0.013000 loss = 7.009869 testLoss 7.007523 ANC_COND^2: lambda = -0.4148 min = 1.0000 max = 4.0000 alpha = -0.275086 lossBound = -0.000456 W1 = 0.001732 N1 = 0.000000 deltaLoss = -0.000273 Updating 2 features NewtonStep: 0.013 0.000000 increaseLambda: 0.014 0.001000 Undoing: newLoss 7.009782410818312, oldLoss 7.00986932724687, deltaLossBound -1.831096268357079E-4 Updating 3 features increaseLambda: 0.149 0.001000 increaseLambda: 0.014 0.000000 NewtonStep: 1.324 0.002000 44: time = 0.149000 loss = 6.148198 testLoss 7.018559 ANC_COND: lambda = -0.4054 min = 1.0000 max = 2.0000 alpha = -0.405411 lossBound = -0.001155 W1 = 0.002247 N1 = 0.000000 deltaLoss = -0.000717 Search: 0.014 0.000000 increaseLambda: 0.014 0.000000 21: time = 0.014000 loss = 7.009762 testLoss 7.007233 ANC_COND: lambda = -2.1151 min = 1.0000 max = 2.0000 alpha = -0.183390 lossBound = -0.000183 W1 = 0.001442 N1 = 0.000000 deltaLoss = -0.000107 Updating 2 features NewtonStep: 0.014 0.000000 increaseLambda: 1.324 0.000000 increaseLambda: 0.014 0.000000 Undoing: newLoss 7.009724417739937, oldLoss 7.009762420235973, deltaLossBound -7.620261593785431E-5 355: time = 1.324000 loss = 6.004493 testLoss 7.001803 'PTL__rev lambda = -0.1199 alpha = -0.003509 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.014 0.000000 Search: 0.014 0.000000 increaseLambda: 0.014 0.000000 22: time = 0.014000 loss = 7.009719 testLoss 7.007066 ANC_COND: lambda = -2.2373 min = 1.0000 max = 2.0000 alpha = -0.122260 lossBound = -0.000076 W1 = 0.001277 N1 = 0.000000 deltaLoss = -0.000044 Updating 2 features NewtonStep: 0.014 0.000000 increaseLambda: 0.015 0.001000 Undoing: newLoss 7.009701914193482, oldLoss 7.009718667604452, deltaLossBound -3.2449984417032036E-5 increaseLambda: 0.015 0.000000 Search: 0.015 0.000000 increaseLambda: 0.015 0.000000 23: time = 0.015000 loss = 7.009700 testLoss 7.006967 ANC_COND: lambda = -2.3188 min = 1.0000 max = 2.0000 alpha = -0.081507 lossBound = -0.000032 W1 = 0.001177 N1 = 0.000000 deltaLoss = -0.000018 Updating 2 features NewtonStep: 0.015 0.000000 increaseLambda: 0.015 0.000000 Undoing: newLoss 7.009692826234397, oldLoss 7.009700241058895, deltaLossBound -1.4023438860142208E-5 increaseLambda: 0.015 0.000000 Search: 0.015 0.000000 increaseLambda: 0.015 0.000000 24: time = 0.015000 loss = 7.009692 testLoss 7.006904 ANC_COND: lambda = -2.3732 min = 1.0000 max = 2.0000 alpha = -0.054338 lossBound = -0.000014 W1 = 0.001115 N1 = 0.000000 deltaLoss = -0.000008 Time since start: 9.084 Updating 2 features Time since start: 9.084 Updating 7 features NewtonStep: 0.016 0.001000 Updating 3 features NewtonStep: 0.151 0.002000 NewtonStep: 0.834 0.004000 increaseLambda: 0.016 0.000000 Undoing: newLoss 7.009689048054284, oldLoss 7.009692336102349, deltaLossBound -6.118482313296423E-6 increaseLambda: 0.016 0.000000 Updating 1 features NewtonStep: 1.326 0.002000 Search: 0.016 0.000000 increaseLambda: 0.151 0.000000 increaseLambda: 0.834 0.000000 45: time = 0.151000 loss = 6.143520 testLoss 7.021583 increaseLambda: 0.016 0.000000 246: time = 0.834000 loss = 6.100757 testLoss 6.861800 'DOC__rev lambda = 0.3840 'NTL__rev lambda = -0.4088 alpha = -0.025641 lossBound = -0.000001 W1 = 0.024086 N1 = 0.012042 deltaLoss = -0.000003 25: time = 0.016000 loss = 7.009689 testLoss 7.006865 ANC_COND: lambda = -2.4094 min = 1.0000 max = 2.0000 alpha = 0.383989 lossBound = -0.000860 W1 = 0.623671 N1 = 0.642831 deltaLoss = -0.004679 alpha = -0.036225 lossBound = -0.000006 W1 = 0.001075 N1 = 0.000000 deltaLoss = -0.000003 Updating 2 features NewtonStep: 0.016 0.000000 increaseLambda: 1.326 0.000000 Undoing contribution: was 0.19262186176299864 now 0.19262146374103215 increaseLambda: 0.016 0.000000 356: time = 1.326000 loss = 6.004493 testLoss 7.001843 'PTL__rev lambda = -0.5976 Undoing: newLoss 7.009687444382283, oldLoss 7.0096889038842445, deltaLossBound -2.6862642091862753E-6 alpha = 0.003390 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 increaseLambda: 0.017 0.001000 Search: 0.017 0.000000 increaseLambda: 0.017 0.000000 26: time = 0.017000 loss = 7.009687 testLoss 7.006839 ANC_COND: lambda = -2.4336 min = 1.0000 max = 2.0000 alpha = -0.024150 lossBound = -0.000003 W1 = 0.001049 N1 = 0.000000 deltaLoss = -0.000002 Updating 2 features NewtonStep: 0.017 0.000000 increaseLambda: 0.017 0.000000 Undoing: newLoss 7.009686753679993, oldLoss 7.009687401866626, deltaLossBound -1.184246590628492E-6 increaseLambda: 0.017 0.000000 Search: 0.017 0.000000 increaseLambda: 0.017 0.000000 27: time = 0.017000 loss = 7.009687 testLoss 7.006822 ANC_COND^2: lambda = -0.4309 min = 1.0000 max = 4.0000 alpha = -0.016100 lossBound = -0.000001 W1 = 0.001033 N1 = 0.000000 deltaLoss = -0.000001 Updating 2 features NewtonStep: 0.017 0.000000 increaseLambda: 0.017 0.000000 Undoing: newLoss 7.009686453167871, oldLoss 7.009686741121664, deltaLossBound -5.23501628788036E-7 increaseLambda: 0.018 0.001000 Search: 0.018 0.000000 increaseLambda: 0.018 0.000000 28: time = 0.018000 loss = 7.009686 testLoss 7.006811 ANC_COND: lambda = -2.4443 min = 1.0000 max = 2.0000 alpha = -0.010733 lossBound = -0.000001 W1 = 0.001022 N1 = 0.000000 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.018 0.000000 Updating 3 features NewtonStep: 0.836 0.002000 increaseLambda: 0.018 0.000000 Updating 6 features Undoing: newLoss 7.009686321510638, oldLoss 7.009686449454455, deltaLossBound -2.3183442001106137E-7 NewtonStep: 0.153 0.002000 increaseLambda: 0.018 0.000000 Updating 3 features NewtonStep: 1.328 0.002000 increaseLambda: 0.836 0.000000 Undoing contribution: was 0.010952390795251826 now 0.010948449752241667 Search: 0.018 0.000000 247: time = 0.836000 loss = 6.100753 testLoss 6.862877 'CHLA__rev lambda = -0.7082 alpha = 0.008974 lossBound = -0.000003 W1 = 0.179334 N1 = 0.153039 deltaLoss = -0.000004 increaseLambda: 0.018 0.000000 29: time = 0.018000 loss = 7.009686 testLoss 7.006804 ANC_COND: lambda = -2.4514 min = 1.0000 max = 2.0000 alpha = -0.007156 lossBound = -0.000000 W1 = 0.001014 N1 = 0.000000 deltaLoss = -0.000000 Updating 2 features Newton: returning 0.004929768750369227 Updating 2 features increaseLambda: 0.153 0.000000 46: time = 0.153000 loss = 6.140094 testLoss 7.040510 increaseLambda: 1.328 0.000000 Loss was 7.0096863204118485, now 7.009686217625203, delta -0.000000 parallelUpdate: 0.018 0.000000 Updating 2 features NewtonStep: 0.019 0.001000 357: time = 1.328000 loss = 6.004492 testLoss 7.001805 'PTL__rev lambda = -0.1234 alpha = -0.003496 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.019 0.000000 Undoing: newLoss 7.009686217622332, oldLoss 7.009686217625203, deltaLossBound -5.167812139096776E-12 increaseLambda: 0.019 0.000000 Search: 0.019 0.000000 increaseLambda: 0.019 0.000000 31: time = 0.019000 loss = 7.009686 testLoss 7.006790 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000034 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.019 0.000000 increaseLambda: 0.019 0.000000 Undoing: newLoss 7.009686217621056, oldLoss 7.009686217622331, deltaLossBound -2.2968646278901915E-12 increaseLambda: 0.019 0.000000 Search: 0.019 0.000000 increaseLambda: 0.019 0.000000 32: time = 0.019000 loss = 7.009686 testLoss 7.006790 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000023 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.02 0.001000 'NTL__rev lambda = -0.7518 alpha = -0.751772 lossBound = -0.001529 W1 = 0.023932 N1 = 0.011802 deltaLoss = -0.003426 increaseLambda: 0.02 0.000000 Undoing: newLoss 7.009686217620488, oldLoss 7.009686217621056, deltaLossBound -1.0207701299996844E-12 increaseLambda: 0.02 0.000000 Search: 0.02 0.000000 increaseLambda: 0.02 0.000000 33: time = 0.020000 loss = 7.009686 testLoss 7.006790 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000015 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.02 0.000000 increaseLambda: 0.02 0.000000 Undoing: newLoss 7.009686217620237, oldLoss 7.009686217620489, deltaLossBound -4.5372639920524893E-13 Updating 2 features increaseLambda: 0.02 0.000000 NewtonStep: 1.33 0.002000 Search: 0.021 0.001000 increaseLambda: 0.021 0.000000 34: time = 0.021000 loss = 7.009686 testLoss 7.006790 ANC_COND^2: lambda = -0.4331 min = 1.0000 max = 4.0000 alpha = -0.000010 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.021 0.000000 increaseLambda: 1.331 0.001000 Undoing contribution: was 0.19262146374103215 now 0.19262106869104031 increaseLambda: 0.021 0.000000 Undoing: newLoss 7.009686217620125, oldLoss 7.009686217620237, deltaLossBound -2.0157586926357604E-13 358: time = 1.331000 loss = 6.004492 testLoss 7.001845 'PTL__rev lambda = -0.5942 alpha = 0.003378 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Updating 4 features increaseLambda: 0.021 0.000000 NewtonStep: 0.839 0.003000 Search: 0.021 0.000000 increaseLambda: 0.021 0.000000 35: time = 0.021000 loss = 7.009686 testLoss 7.006790 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000007 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.021 0.000000 increaseLambda: 0.839 0.000000 Undoing: newLoss 6.100752190798008, oldLoss 6.100753193532597, deltaLossBound -1.0027667710658727E-6 increaseLambda: 0.021 0.000000 Undoing: newLoss 7.009686217620075, oldLoss 7.009686217620125, deltaLossBound -8.959677480337709E-14 increaseLambda: 0.021 0.000000 Updating 7 features increaseLambda: 0.84 0.001000 Search: 0.022 0.001000 NewtonStep: 0.157 0.004000 increaseLambda: 0.022 0.000000 36: time = 0.022000 loss = 7.009686 testLoss 7.006790 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000004 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.022 0.000000 Search: 0.84 0.000000 increaseLambda: 0.022 0.000000 Undoing: newLoss 7.009686217620054, oldLoss 7.009686217620075, deltaLossBound -3.980184081711355E-14 increaseLambda: 0.022 0.000000 increaseLambda: 0.157 0.000000 Undoing contribution: was 0.04188475632274786 now 0.040381913589211234 47: time = 0.157000 loss = 6.138591 testLoss 7.040109 'TURB__rev lambda = -0.4654 alpha = 0.101333 lossBound = -0.001324 W1 = 0.140177 N1 = 0.130602 deltaLoss = -0.001503 Search: 0.022 0.000000 increaseLambda: 0.84 0.000000 248: time = 0.840000 loss = 6.100752 testLoss 6.864776 'NTL_COND lambda = -1.1082 increaseLambda: 0.022 0.000000 37: time = 0.022000 loss = 7.009686 testLoss 7.006790 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.011743 lossBound = -0.000001 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000001 alpha = -0.000003 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.022 0.000000 increaseLambda: 0.022 0.000000 Undoing: newLoss 7.009686217620042, oldLoss 7.009686217620053, deltaLossBound -1.7717339195243382E-14 increaseLambda: 0.022 0.000000 Updating 3 features NewtonStep: 1.333 0.002000 Search: 0.023 0.001000 increaseLambda: 0.023 0.000000 38: time = 0.023000 loss = 7.009686 testLoss 7.006790 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000002 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.023 0.000000 increaseLambda: 0.023 0.000000 Undoing: newLoss 7.009686217620039, oldLoss 7.009686217620043, deltaLossBound -7.847826293448115E-15 increaseLambda: 1.333 0.000000 increaseLambda: 0.023 0.000000 359: time = 1.333000 loss = 6.004491 testLoss 7.001808 'PTL__rev lambda = -0.1268 alpha = -0.003483 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 31 features Search: 0.023 0.000000 increaseLambda: 0.023 0.000000 39: time = 0.023000 loss = 7.009686 testLoss 7.006790 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000001 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.023 0.000000 increaseLambda: 0.023 0.000000 Undoing: newLoss 7.009686217620037, oldLoss 7.009686217620039, deltaLossBound -3.490544152531339E-15 increaseLambda: 0.023 0.000000 Search: 0.024 0.001000 increaseLambda: 0.024 0.000000 40: time = 0.024000 loss = 7.009686 testLoss 7.006790 ANC_COND^2: lambda = -0.4331 min = 1.0000 max = 4.0000 alpha = -0.000001 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Updating 7 features Updating 2 features NewtonStep: 0.024 0.000000 NewtonStep: 0.159 0.002000 increaseLambda: 0.024 0.000000 Undoing: newLoss 7.009686217620036, oldLoss 7.009686217620036, deltaLossBound -1.5492065239759864E-15 increaseLambda: 0.024 0.000000 Search: 0.024 0.000000 Updating 4 features NewtonStep: 0.842 0.002000 increaseLambda: 0.024 0.000000 41: time = 0.024000 loss = 7.009686 testLoss 7.006790 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 Newton: returning 3.9136115764817365 increaseLambda: 0.159 0.000000 Undoing: newLoss 6.137966449198503, oldLoss 6.138590994939504, deltaLossBound -9.914779026408537E-4 Updating 3 features increaseLambda: 0.843 0.001000 increaseLambda: 0.16 0.001000 alpha = -0.000001 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.025 0.001000 increaseLambda: 0.025 0.000000 Undoing: newLoss 7.009686217620035, oldLoss 7.009686217620035, deltaLossBound -7.369912996680102E-16 increaseLambda: 0.025 0.000000 Search: 0.16 0.000000 Search: 0.025 0.000000 increaseLambda: 0.025 0.000000 42: time = 0.025000 loss = 7.009686 testLoss 7.006790 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = 0.000000 249: time = 0.843000 loss = 6.100749 testLoss 6.865356 'COND__rev lambda = -0.7179 alpha = -0.008998 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000003 Updating 2 features NewtonStep: 0.025 0.000000 increaseLambda: 0.16 0.000000 Undoing contribution: was 0.1490375831228031 now 0.14850493081319524 increaseLambda: 0.025 0.000000 Undoing: newLoss 7.009686217620035, oldLoss 7.009686217620035, deltaLossBound -3.0717292810685066E-16 48: time = 0.160000 loss = 6.138058 testLoss 7.018357 'NTL_COND lambda = -2.4315 alpha = 0.131177 lossBound = -0.000991 W1 = 0.011351 N1 = 0.007353 deltaLoss = -0.000533 increaseLambda: 0.025 0.000000 Loss was 6.004491410080794, now 6.004462139054693, delta -0.000029 parallelUpdate: 1.336 0.003000 Search: 0.026 0.001000 increaseLambda: 0.026 0.000000 43: time = 0.026000 loss = 7.009686 testLoss 7.006790 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.026 0.000000 increaseLambda: 0.026 0.000000 44: time = 0.026000 loss = 7.009686 testLoss 7.006790 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.026 0.000000 increaseLambda: 0.026 0.000000 Undoing: newLoss 7.0143093371897995, oldLoss 7.009686217620034, deltaLossBound 0.0 increaseLambda: 0.026 0.000000 Search: 0.026 0.000000 increaseLambda: 0.026 0.000000 45: time = 0.026000 loss = 7.009686 testLoss 7.006790 'ANC_COND lambda = 0.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.001000 N1 = 0.007353 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.026 0.000000 increaseLambda: 0.027 0.001000 Undoing: newLoss 7.009690826849001, oldLoss 7.009686217620034, deltaLossBound -4.991891653929707E-5 increaseLambda: 0.027 0.000000 Search: 0.027 0.000000 increaseLambda: 0.027 0.000000 46: time = 0.027000 loss = 7.009686 testLoss 7.006790 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000000 lossBound = -0.000050 W1 = 0.001000 N1 = 0.000000 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.027 0.000000 increaseLambda: 0.027 0.000000 Undoing: newLoss 7.014309337222183, oldLoss 7.009686217620035, deltaLossBound 0.0 Updating 6 features increaseLambda: 0.027 0.000000 NewtonStep: 0.162 0.002000 Updating 4 features NewtonStep: 0.845 0.002000 Search: 0.027 0.000000 increaseLambda: 0.027 0.000000 47: time = 0.027000 loss = 7.009686 testLoss 7.006790 'ANC_COND lambda = 0.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.001000 N1 = 0.007353 deltaLoss = 0.000000 Updating 2 features Updating 2 features NewtonStep: 0.027 0.000000 NewtonStep: 1.337 0.001000 increaseLambda: 0.162 0.000000 Undoing: newLoss 6.137295694697489, oldLoss 6.138058342629896, deltaLossBound -9.504848414338409E-4 increaseLambda: 0.028 0.001000 Undoing: newLoss 7.009690826841329, oldLoss 7.009686217620035, deltaLossBound -4.991894945455456E-5 increaseLambda: 0.028 0.000000 increaseLambda: 0.846 0.001000 250: time = 0.846000 loss = 6.100747 testLoss 6.866987 PTL_COND: lambda = -0.7931 min = 1.0000 max = 3.0000 alpha = -0.006529 lossBound = -0.000002 W1 = 0.235003 N1 = 0.220588 deltaLoss = -0.000002 increaseLambda: 0.163 0.001000 increaseLambda: 1.338 0.001000 Undoing contribution: was 0.19262106869104031 now 0.19261164647975534 Search: 0.028 0.000000 361: time = 1.338000 loss = 6.004453 testLoss 7.001065 'PTL__rev lambda = -0.4034 alpha = 0.016573 lossBound = -0.000005 W1 = 0.145373 N1 = 0.122951 deltaLoss = -0.000009 increaseLambda: 0.028 0.000000 48: time = 0.028000 loss = 7.009686 testLoss 7.006790 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000000 lossBound = -0.000050 W1 = 0.001000 N1 = 0.000000 deltaLoss = 0.000000 Updating 2 features Search: 0.163 0.000000 NewtonStep: 0.028 0.000000 increaseLambda: 0.028 0.000000 Undoing: newLoss 7.014309337265363, oldLoss 7.009686217620035, deltaLossBound 0.0 increaseLambda: 0.028 0.000000 increaseLambda: 0.163 0.000000 49: time = 0.163000 loss = 6.137063 testLoss 7.036211 TURB_COND: lambda = -0.8284 min = 1.0000 max = 3.0000 alpha = -0.103418 lossBound = -0.000950 W1 = 0.089224 N1 = 0.073529 deltaLoss = -0.000995 Search: 0.028 0.000000 increaseLambda: 0.028 0.000000 49: time = 0.028000 loss = 7.009686 testLoss 7.006790 'ANC_COND lambda = 0.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.001000 N1 = 0.007353 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.028 0.000000 increaseLambda: 0.029 0.001000 Undoing: newLoss 7.009730481934888, oldLoss 7.009686217620035, deltaLossBound -4.99189933413414E-5 increaseLambda: 0.029 0.000000 Search: 0.029 0.000000 increaseLambda: 0.029 0.000000 50: time = 0.029000 loss = 7.009686 testLoss 7.006790 ANC_COND^2: lambda = -0.4331 min = 1.0000 max = 4.0000 alpha = -0.000000 lossBound = -0.000050 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.029 0.000000 increaseLambda: 0.029 0.000000 Undoing: newLoss 7.023774131991878, oldLoss 7.009686217620034, deltaLossBound 0.0 increaseLambda: 0.029 0.000000 Updating 4 features Search: 0.029 0.000000 increaseLambda: 0.029 0.000000 51: time = 0.029000 loss = 7.009686 testLoss 7.006790 'ANC_COND lambda = 0.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.001000 N1 = 0.007353 deltaLoss = 0.000000 NewtonStep: 0.847 0.001000 Updating 2 features NewtonStep: 0.03 0.001000 Updating 3 features increaseLambda: 0.03 0.000000 Undoing: newLoss 7.009935499569524, oldLoss 7.009686217620034, deltaLossBound -3.683124201341268E-4 NewtonStep: 1.34 0.002000 increaseLambda: 0.03 0.000000 Search: 0.03 0.000000 Updating 7 features increaseLambda: 0.03 0.000000 Undoing contribution: was 0.013412368097792254 now 0.013412368097793143 52: time = 0.030000 loss = 7.009686 testLoss 7.006790 NewtonStep: 0.165 0.002000 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 increaseLambda: 1.34 0.000000 alpha = 0.000000 lossBound = -0.000368 W1 = 0.001000 N1 = 0.000000 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.03 0.000000 increaseLambda: 0.03 0.000000 53: time = 0.030000 loss = 7.009686 testLoss 7.006790 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.03 0.000000 increaseLambda: 0.03 0.000000 362: time = 1.340000 loss = 6.004446 testLoss 7.001949 54: time = 0.030000 loss = 7.009686 testLoss 7.006790 'COND__rev lambda = -0.9578 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = 0.000000 Updating 2 features alpha = -0.013754 lossBound = -0.000002 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000007 increaseLambda: 0.848 0.001000 NewtonStep: 0.03 0.000000 increaseLambda: 0.03 0.000000 Undoing: newLoss 6.10074571831, oldLoss 6.10074692543887, deltaLossBound -1.2071291052153461E-6 55: time = 0.030000 loss = 7.009686 testLoss 7.006790 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = 0.000000 Updating 2 features increaseLambda: 0.165 0.000000 Undoing: newLoss 6.158335769900392, oldLoss 6.13706340093441, deltaLossBound -8.718421378187671E-4 NewtonStep: 0.03 0.000000 increaseLambda: 0.031 0.001000 56: time = 0.031000 loss = 7.009686 testLoss 7.006790 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.031 0.000000 increaseLambda: 0.031 0.000000 57: time = 0.031000 loss = 7.009686 testLoss 7.006790 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.031 0.000000 increaseLambda: 0.031 0.000000 58: time = 0.031000 loss = 7.009686 testLoss 7.006790 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.031 0.000000 increaseLambda: 0.031 0.000000 59: time = 0.031000 loss = 7.009686 testLoss 7.006790 ANC_COND: lambda = -2.4636 min = 1.0000 max = 2.0000 increaseLambda: 0.166 0.001000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = 0.000000 Updating 2 features increaseLambda: 0.849 0.001000 Newton: returning -0.0 Updating 2 features Loss was 7.009686217620035, now 7.009686217620035, delta 0.000000 parallelUpdate: 0.031 0.000000 Converged after 60 iterations 60: time = 0.031000 loss = 7.009686 testLoss 7.006790 Res.gain: 0.01407273711840773 Search: 0.849 0.000000 Search: 0.166 0.000000 increaseLambda: 0.849 0.000000 Undoing contribution: was 0.024218075705441926 now 0.024216868576337695 increaseLambda: 0.166 0.000000 251: time = 0.849000 loss = 6.100746 testLoss 6.866168 'PTL_COND__rev lambda = 0.2015 alpha = -0.003229 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 50: time = 0.166000 loss = 6.135239 testLoss 7.058187 'COND__rev lambda = -0.3468 alpha = -0.346837 lossBound = -0.000872 W1 = 0.617645 N1 = 0.598874 deltaLoss = -0.001825 Making features makeFeatures: max memory 1908932608, total allocated 567803904, free 407140256, used 160663648, increment 39510864 Daphnia_lumholtzi CHLA: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 34 samples Density: max memory 1908932608, total allocated 567803904, free 407140256, used 160663648, increment 0 linearPredictor: max memory 1908932608, total allocated 567803904, free 404892752, used 162911152, increment 2247504 FeaturedSpace: max memory 1908932608, total allocated 567803904, free 404892752, used 162911152, increment 0 Sequential: max memory 1908932608, total allocated 567803904, free 404892752, used 162911152, increment 0 Initial loss: 7.023758954738443 Initial test loss: 7.023758954738443 Updating 4 features NewtonStep: 1.344 0.004000 Updating 2 features NewtonStep: 0.001 0.001000 increaseLambda: 0.001 0.000000 Undoing: newLoss 7.017446727512268, oldLoss 7.023758954738443, deltaLossBound -0.08047209884256487 Updating 6 features NewtonStep: 0.169 0.003000 increaseLambda: 0.001 0.000000 increaseLambda: 1.344 0.000000 Undoing contribution: was 0.004507064002497651 now 0.004504857268077566 363: time = 1.344000 loss = 6.004444 testLoss 7.001805 'ANC__rev lambda = -0.5214 alpha = 0.015098 lossBound = -0.000001 W1 = 0.043050 N1 = 0.028343 deltaLoss = -0.000002 Search: 0.001 0.000000 increaseLambda: 0.169 0.000000 Undoing: newLoss 6.1346000794397115, oldLoss 6.135238757286651, deltaLossBound -6.424371461564893E-4 increaseLambda: 0.001 0.000000 0: time = 0.001000 loss = 7.016967 testLoss 7.012597 'CHLA__rev lambda = -0.0370 alpha = -0.036988 lossBound = -0.080472 W1 = 0.380254 N1 = 0.172320 deltaLoss = -0.006792 increaseLambda: 0.17 0.001000 Updating 2 features NewtonStep: 0.002 0.001000 Search: 0.17 0.000000 increaseLambda: 0.002 0.000000 Undoing: newLoss 7.012310523970769, oldLoss 7.016966639851029, deltaLossBound -0.07645920281521904 increaseLambda: 0.002 0.000000 increaseLambda: 0.17 0.000000 Undoing contribution: was 0.01643780878827976 now 0.015795371642124897 51: time = 0.170000 loss = 6.134596 testLoss 7.050586 'CHLA__rev lambda = 0.5811 alpha = -0.181477 lossBound = -0.000642 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000642 Search: 0.002 0.000000 increaseLambda: 0.002 0.000000 1: time = 0.002000 loss = 7.010519 testLoss 7.001883 'CHLA__rev lambda = -0.0731 alpha = -0.036114 lossBound = -0.076459 W1 = 0.375227 N1 = 0.172320 deltaLoss = -0.006448 Updating 2 features NewtonStep: 0.003 0.001000 increaseLambda: 0.003 0.000000 Undoing: newLoss 7.00610505128923, oldLoss 7.010518850192109, deltaLossBound -0.07264058781018141 Updating 3 features NewtonStep: 1.346 0.002000 increaseLambda: 0.003 0.000000 Search: 0.003 0.000000 increaseLambda: 1.346 0.000000 364: time = 1.346000 loss = 6.004443 testLoss 7.001546 'CHLA__rev lambda = -0.1737 alpha = -0.003315 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000001 increaseLambda: 0.003 0.000000 2: time = 0.003000 loss = 7.004399 testLoss 6.991597 'CHLA__rev lambda = -0.1084 alpha = -0.035258 lossBound = -0.072641 W1 = 0.370333 N1 = 0.172320 deltaLoss = -0.006120 Updating 2 features NewtonStep: 0.004 0.001000 increaseLambda: 0.004 0.000000 Undoing: newLoss 6.998918772486325, oldLoss 7.004398702375909, deltaLossBound -0.0690495278621295 Updating 6 features NewtonStep: 0.173 0.003000 increaseLambda: 0.005 0.001000 increaseLambda: 0.173 0.000000 Search: 0.005 0.000000 52: time = 0.173000 loss = 6.132397 testLoss 7.063690 CHLA_COND^2: lambda = 1.1965 min = 1.0000 max = 81.0000 alpha = 0.369361 lossBound = -0.001607 W1 = 0.071800 N1 = 0.079044 deltaLoss = -0.002199 increaseLambda: 0.005 0.000000 3: time = 0.005000 loss = 6.998534 testLoss 6.981456 'CHLA__rev lambda = -0.0355 alpha = -0.035513 lossBound = -0.069050 W1 = 0.342117 N1 = 0.153039 deltaLoss = -0.005865 Updating 2 features NewtonStep: 0.005 0.000000 increaseLambda: 0.005 0.000000 Undoing: newLoss 6.994563547470045, oldLoss 6.9985341967622645, deltaLossBound -0.06560953627571733 increaseLambda: 0.006 0.001000 Search: 0.006 0.000000 increaseLambda: 0.006 0.000000 4: time = 0.006000 loss = 6.992968 testLoss 6.971714 'CHLA__rev lambda = -0.0702 alpha = -0.034680 lossBound = -0.065610 W1 = 0.337546 N1 = 0.153039 deltaLoss = -0.005566 Updating 5 features NewtonStep: 1.349 0.003000 Updating 2 features NewtonStep: 0.006 0.000000 increaseLambda: 0.007 0.001000 Undoing: newLoss 6.989199121990782, oldLoss 6.9929681306859255, deltaLossBound -0.062338948935821814 increaseLambda: 1.35 0.001000 Undoing contribution: was 0.0017352406832397643 now 0.001734629557857465 increaseLambda: 0.007 0.000000 Updating 5 features 365: time = 1.350000 loss = 6.004443 testLoss 7.001606 ANC^2: lambda = -1.1318 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.047631 lossBound = -0.000000 W1 = 0.001695 N1 = 0.000695 deltaLoss = -0.000001 NewtonStep: 0.175 0.002000 Search: 0.007 0.000000 increaseLambda: 0.007 0.000000 5: time = 0.007000 loss = 6.987686 testLoss 6.962353 'CHLA__rev lambda = -0.1041 alpha = -0.033865 lossBound = -0.062339 W1 = 0.333103 N1 = 0.153039 deltaLoss = -0.005283 increaseLambda: 0.175 0.000000 Undoing: newLoss 6.129735182862598, oldLoss 6.132397346311295, deltaLossBound -0.002715520787718863 Updating 2 features NewtonStep: 0.007 0.000000 increaseLambda: 0.175 0.000000 increaseLambda: 0.008 0.001000 Undoing: newLoss 6.984107352202884, oldLoss 6.9876855170525936, deltaLossBound -0.059229881334554424 Updating 4 features Search: 0.176 0.001000 NewtonStep: 0.859 0.010000 increaseLambda: 0.008 0.000000 Search: 0.008 0.000000 increaseLambda: 0.176 0.000000 Undoing contribution: was 0.015795371642124897 now 0.01307985085440326 increaseLambda: 0.859 0.000000 Undoing contribution: was 0.006598117435912121 now 0.006595610073758662 53: time = 0.176000 loss = 6.129682 testLoss 7.047072 'CHLA__rev lambda = 0.2186 increaseLambda: 0.008 0.000000 alpha = -0.362555 lossBound = -0.002716 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.002716 6: time = 0.008000 loss = 6.982672 testLoss 6.953358 252: time = 0.859000 loss = 6.100743 testLoss 6.865647 'CHLA__rev lambda = -0.1371 'COND__rev lambda = -0.1463 alpha = 0.007551 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000003 alpha = -0.033068 lossBound = -0.059230 W1 = 0.328788 N1 = 0.153039 deltaLoss = -0.005013 Updating 2 features Updating 6 features NewtonStep: 1.351 0.001000 NewtonStep: 0.008 0.000000 increaseLambda: 0.009 0.001000 Undoing: newLoss 6.979274579753826, oldLoss 6.982672071131341, deltaLossBound -0.05627474977775909 increaseLambda: 0.009 0.000000 increaseLambda: 1.352 0.001000 Undoing: newLoss 6.005474402564117, oldLoss 6.004442546540836, deltaLossBound -1.9016608472701433E-6 Search: 0.009 0.000000 increaseLambda: 1.352 0.000000 increaseLambda: 0.009 0.000000 7: time = 0.009000 loss = 6.977914 testLoss 6.944712 'CHLA__rev lambda = -0.1694 alpha = -0.032288 lossBound = -0.056275 W1 = 0.324595 N1 = 0.153039 deltaLoss = -0.004758 Search: 1.352 0.000000 Updating 2 features NewtonStep: 0.009 0.000000 increaseLambda: 0.01 0.001000 Undoing: newLoss 6.96414228926979, oldLoss 6.97791418505624, deltaLossBound -0.05544479056864449 increaseLambda: 0.01 0.000000 Updating 4 features NewtonStep: 0.178 0.002000 increaseLambda: 1.353 0.001000 Updating 3 features NewtonStep: 0.861 0.002000 366: time = 1.353000 loss = 6.004441 testLoss 7.001543 ANC_COND: lambda = -0.0611 min = 1.0000 max = 2.0000 alpha = -0.061075 lossBound = -0.000002 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000002 Search: 0.01 0.000000 increaseLambda: 0.178 0.000000 increaseLambda: 0.01 0.000000 8: time = 0.010000 loss = 6.976278 testLoss 6.944892 'CHLA__rev lambda = 0.0474 alpha = 0.047370 lossBound = -0.055445 W1 = 0.003899 N1 = 0.058824 deltaLoss = -0.001636 54: time = 0.178000 loss = 6.127591 testLoss 7.059876 CHLA_COND^2: lambda = 1.5560 min = 1.0000 max = 81.0000 alpha = 0.359519 lossBound = -0.001516 W1 = 0.071663 N1 = 0.079044 deltaLoss = -0.002091 increaseLambda: 0.861 0.000000 253: time = 0.861000 loss = 6.100740 testLoss 6.866220 'COND__rev lambda = -0.7268 alpha = -0.008893 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000003 Updating 2 features NewtonStep: 0.01 0.000000 increaseLambda: 0.011 0.001000 Undoing: newLoss 6.970232929022973, oldLoss 6.976278238049171, deltaLossBound -0.05380884356157594 increaseLambda: 0.011 0.000000 Search: 0.011 0.000000 increaseLambda: 0.011 0.000000 9: time = 0.011000 loss = 6.974683 testLoss 6.945077 'CHLA__rev lambda = 0.0938 alpha = 0.046422 lossBound = -0.053809 W1 = 0.004083 N1 = 0.058824 deltaLoss = -0.001595 Updating 2 features NewtonStep: 0.011 0.000000 increaseLambda: 0.011 0.000000 Undoing: newLoss 6.959159862558993, oldLoss 6.974683463518583, deltaLossBound -0.053629974150302795 Updating 7 features increaseLambda: 0.012 0.001000 NewtonStep: 1.355 0.002000 Updating 4 features Reducing newton stepsize from -0.3020745140945851 to -0.2185908573612798 NewtonStep: 0.18 0.002000 Search: 0.012 0.000000 Updating 3 features NewtonStep: 0.863 0.002000 increaseLambda: 1.355 0.000000 increaseLambda: 0.012 0.000000 10: time = 0.012000 loss = 6.953314 testLoss 6.904699 'CHLA__rev lambda = -0.3273 alpha = -0.157854 lossBound = -0.053630 W1 = 0.304665 N1 = 0.153039 deltaLoss = -0.021369 367: time = 1.355000 loss = 6.004440 testLoss 7.001551 'NTL__rev lambda = 0.1806 alpha = 0.004970 lossBound = -0.000000 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000001 increaseLambda: 0.18 0.000000 Undoing contribution: was 0.01307985085440326 now 0.01086310254510807 55: time = 0.180000 loss = 6.125374 testLoss 7.049278 'CHLA__rev lambda = 0.0000 alpha = -0.218591 lossBound = -0.002217 W1 = 0.043609 N1 = 0.058824 deltaLoss = -0.002217 increaseLambda: 0.863 0.000000 Undoing contribution: was 0.006595610073758662 now 0.006592966577699278 Updating 2 features NewtonStep: 0.012 0.000000 254: time = 0.863000 loss = 6.100738 testLoss 6.865686 'COND__rev lambda = -0.1386 alpha = 0.007752 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000003 increaseLambda: 0.012 0.000000 Undoing: newLoss 6.922687484896073, oldLoss 6.953314369055919, deltaLossBound -0.055957796309835925 increaseLambda: 0.013 0.001000 Search: 0.013 0.000000 increaseLambda: 0.013 0.000000 11: time = 0.013000 loss = 6.945162 testLoss 6.905685 'CHLA__rev lambda = 0.3321 alpha = 0.238330 lossBound = -0.055958 W1 = 0.004646 N1 = 0.058824 deltaLoss = -0.008153 Updating 2 features NewtonStep: 0.013 0.000000 increaseLambda: 0.013 0.000000 Undoing: newLoss 6.922192333771038, oldLoss 6.945161657222635, deltaLossBound -0.04780508447655248 increaseLambda: 0.014 0.001000 Search: 0.014 0.000000 Updating 5 features NewtonStep: 0.182 0.002000 increaseLambda: 0.014 0.000000 12: time = 0.014000 loss = 6.938048 testLoss 6.906796 'CHLA__rev lambda = 0.5466 alpha = 0.214497 lossBound = -0.047805 W1 = 0.005751 N1 = 0.058824 deltaLoss = -0.007114 increaseLambda: 0.182 0.000000 Updating 2 features NewtonStep: 0.014 0.000000 56: time = 0.182000 loss = 6.123293 testLoss 7.044122 COND^2: lambda = -2.8688 min = 16.0000 max = 2,559,348,100.0000 alpha = -2.868775 lossBound = -0.000885 W1 = 0.001020 N1 = 0.000135 deltaLoss = -0.002081 increaseLambda: 0.015 0.001000 Undoing: newLoss 6.925988697102345, oldLoss 6.938047979981591, deltaLossBound -0.04182877396342104 Updating 2 features increaseLambda: 0.015 0.000000 NewtonStep: 0.866 0.003000 Updating 6 features NewtonStep: 1.358 0.003000 Search: 0.015 0.000000 increaseLambda: 0.866 0.000000 increaseLambda: 0.015 0.000000 13: time = 0.015000 loss = 6.921471 testLoss 6.873298 'CHLA__rev lambda = -0.4678 255: time = 0.866000 loss = 6.100735 testLoss 6.866238 alpha = -0.140512 lossBound = -0.041829 W1 = 0.288579 N1 = 0.153039 deltaLoss = -0.016577 'COND__rev lambda = -0.7354 alpha = -0.008567 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000003 increaseLambda: 1.358 0.000000 Undoing contribution: was 0.003939173480808208 now 0.00393815218247697 Updating 2 features NewtonStep: 0.015 0.000000 increaseLambda: 0.015 0.000000 Undoing: newLoss 6.901614535418968, oldLoss 6.921471261765103, deltaLossBound -0.043954478315272584 increaseLambda: 0.016 0.001000 Search: 0.016 0.000000 increaseLambda: 0.016 0.000000 14: time = 0.016000 loss = 6.914860 testLoss 6.874470 'CHLA__rev lambda = 0.7496 alpha = 0.202975 lossBound = -0.043954 W1 = 0.006376 N1 = 0.058824 deltaLoss = -0.006611 Updating 5 features NewtonStep: 0.184 0.002000 368: time = 1.358000 loss = 6.004439 testLoss 7.001518 'NTL__rev lambda = 0.0716 alpha = -0.005483 lossBound = -0.000000 W1 = 0.349113 N1 = 0.371211 deltaLoss = -0.000001 Updating 2 features NewtonStep: 0.016 0.000000 increaseLambda: 0.016 0.000000 Undoing: newLoss 6.899687729399826, oldLoss 6.914860359030095, deltaLossBound -0.037343575580259226 increaseLambda: 0.184 0.000000 Undoing contribution: was 0.040381913589211234 now 0.03882646135125684 57: time = 0.184000 loss = 6.121737 testLoss 7.045084 'TURB__rev lambda = -0.2339 increaseLambda: 0.017 0.001000 alpha = 0.231479 lossBound = -0.000791 W1 = 0.152646 N1 = 0.130602 deltaLoss = -0.001555 Search: 0.017 0.000000 increaseLambda: 0.017 0.000000 15: time = 0.017000 loss = 6.909133 testLoss 6.875747 'CHLA__rev lambda = 0.9323 alpha = 0.182678 lossBound = -0.037344 W1 = 0.007644 N1 = 0.058824 deltaLoss = -0.005727 Updating 3 features NewtonStep: 0.868 0.002000 Updating 2 features NewtonStep: 0.017 0.000000 increaseLambda: 0.017 0.000000 Undoing: newLoss 6.899682306211416, oldLoss 6.90913288034742, deltaLossBound -0.032853787098255094 increaseLambda: 0.868 0.000000 Undoing contribution: was 0.006592966577699278 now 0.006590511342951322 increaseLambda: 0.018 0.001000 256: time = 0.869000 loss = 6.100733 testLoss 6.865723 'COND__rev lambda = -0.1311 alpha = 0.007470 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000002 Search: 0.018 0.000000 increaseLambda: 0.018 0.000000 16: time = 0.018000 loss = 6.896179 testLoss 6.847691 'CHLA__rev lambda = -0.5932 alpha = -0.125409 lossBound = -0.032854 W1 = 0.275013 N1 = 0.153039 deltaLoss = -0.012954 Updating 2 features NewtonStep: 0.018 0.000000 Updating 4 features NewtonStep: 0.186 0.002000 increaseLambda: 0.018 0.000000 Undoing: newLoss 6.882831802618439, oldLoss 6.896178781755549, deltaLossBound -0.034428579644660756 increaseLambda: 0.018 0.000000 increaseLambda: 0.187 0.001000 58: time = 0.187000 loss = 6.119526 testLoss 7.028675 'CHLA__rev lambda = -0.4072 alpha = -0.182209 lossBound = -0.001308 W1 = 0.310529 N1 = 0.279805 deltaLoss = -0.002211 Search: 0.019 0.001000 increaseLambda: 0.019 0.000000 Updating 5 features 17: time = 0.019000 loss = 6.890850 testLoss 6.849014 'CHLA__rev lambda = 1.1057 alpha = 0.173473 lossBound = -0.034429 W1 = 0.008299 N1 = 0.058824 deltaLoss = -0.005329 NewtonStep: 1.362 0.004000 Updating 2 features NewtonStep: 0.019 0.000000 increaseLambda: 1.362 0.000000 369: time = 1.362000 loss = 6.004438 testLoss 7.001527 increaseLambda: 0.019 0.000000 Undoing: newLoss 6.8805013316231625, oldLoss 6.890849710403236, deltaLossBound -0.029099508292336415 'NTL__rev lambda = 0.1862 alpha = 0.005554 lossBound = -0.000000 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000001 Updating 3 features NewtonStep: 0.87 0.001000 increaseLambda: 0.019 0.000000 Search: 0.02 0.001000 increaseLambda: 0.871 0.001000 increaseLambda: 0.02 0.000000 257: time = 0.871000 loss = 6.100730 testLoss 6.866255 18: time = 0.020000 loss = 6.886265 testLoss 6.850415 'CHLA__rev lambda = 1.2619 alpha = 0.156125 lossBound = -0.029100 W1 = 0.009687 N1 = 0.058824 deltaLoss = -0.004585 'COND__rev lambda = -0.7437 alpha = -0.008255 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Updating 2 features NewtonStep: 0.02 0.000000 increaseLambda: 0.02 0.000000 Undoing: newLoss 6.878792600897577, oldLoss 6.886264547806915, deltaLossBound -0.026009045284811634 Updating 4 features NewtonStep: 0.188 0.001000 increaseLambda: 0.02 0.000000 increaseLambda: 0.189 0.001000 Search: 0.021 0.001000 59: time = 0.189000 loss = 6.117706 testLoss 7.040669 CHLA_COND^2: lambda = 1.8894 min = 1.0000 max = 81.0000 alpha = 0.333420 lossBound = -0.001295 W1 = 0.071327 N1 = 0.079044 deltaLoss = -0.001820 Updating 21 features increaseLambda: 0.021 0.000000 19: time = 0.021000 loss = 6.876057 testLoss 6.826686 'CHLA__rev lambda = -0.7055 alpha = -0.112282 lossBound = -0.026009 W1 = 0.263564 N1 = 0.153039 deltaLoss = -0.010207 Updating 2 features Newton: returning 0.06294394097091999 NewtonStep: 0.021 0.000000 Updating 6 features increaseLambda: 0.021 0.000000 Undoing: newLoss 6.851506481838827, oldLoss 6.876057134714474, deltaLossBound -0.026916402936049216 increaseLambda: 0.022 0.001000 Updating 6 features NewtonStep: 1.365 0.003000 Search: 0.022 0.000000 increaseLambda: 0.022 0.000000 20: time = 0.022000 loss = 6.862755 testLoss 6.832401 'CHLA__rev lambda = 1.7578 alpha = 0.495946 lossBound = -0.026916 W1 = 0.014572 N1 = 0.058824 deltaLoss = -0.013302 increaseLambda: 1.365 0.000000 Undoing contribution: was 0.00393815218247697 now 0.003937205901164994 Loss was 6.11770629467853, now 6.116983058056154, delta -0.000723 parallelUpdate: 0.19 0.001000 370: time = 1.365000 loss = 6.004437 testLoss 7.001495 'NTL__rev lambda = 0.0663 alpha = -0.005278 lossBound = -0.000000 W1 = 0.349113 N1 = 0.371211 deltaLoss = -0.000001 Updating 2 features NewtonStep: 0.022 0.000000 increaseLambda: 0.022 0.000000 Undoing: newLoss 6.844593067515669, oldLoss 6.862754824809807, deltaLossBound -0.021678684012349 increaseLambda: 0.023 0.001000 Search: 0.023 0.000000 increaseLambda: 0.023 0.000000 21: time = 0.023000 loss = 6.839251 testLoss 6.767563 'CHLA__rev lambda = -1.0487 alpha = -0.343239 lossBound = -0.021679 W1 = 0.228548 N1 = 0.153039 deltaLoss = -0.023504 Updating 2 features NewtonStep: 0.023 0.000000 increaseLambda: 0.024 0.001000 Undoing: newLoss 6.822124614050904, oldLoss 6.839250736662149, deltaLossBound -0.020283317367579896 increaseLambda: 0.024 0.000000 Search: 0.024 0.000000 Updating 5 features increaseLambda: 0.024 0.000000 NewtonStep: 0.192 0.002000 22: time = 0.024000 loss = 6.829051 testLoss 6.773384 'CHLA__rev lambda = 2.1756 alpha = 0.417810 lossBound = -0.020283 W1 = 0.016995 N1 = 0.058824 deltaLoss = -0.010199 Updating 2 features NewtonStep: 0.024 0.000000 increaseLambda: 0.192 0.000000 Undoing contribution: was 0.16354212311346294 now 0.1616417749759841 Updating 5 features 61: time = 0.192000 loss = 6.115083 testLoss 7.070331 'PTL__rev lambda = -1.2621 alpha = 0.253151 lossBound = -0.001046 W1 = 0.146290 N1 = 0.122951 deltaLoss = -0.001900 NewtonStep: 1.368 0.003000 increaseLambda: 0.025 0.001000 Undoing: newLoss 6.821703316954852, oldLoss 6.829051272139122, deltaLossBound -0.010083852844552151 increaseLambda: 0.025 0.000000 increaseLambda: 1.368 0.000000 Search: 0.025 0.000000 371: time = 1.368000 loss = 6.004436 testLoss 7.001504 'NTL__rev lambda = 0.1915 alpha = 0.005345 lossBound = -0.000000 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000001 increaseLambda: 0.025 0.000000 23: time = 0.025000 loss = 6.823815 testLoss 6.778828 'CHLA__rev lambda = 2.4542 alpha = 0.278540 lossBound = -0.010084 W1 = 0.022332 N1 = 0.058824 deltaLoss = -0.005236 Updating 2 features NewtonStep: 0.025 0.000000 increaseLambda: 0.026 0.001000 Undoing: newLoss 6.815591755050196, oldLoss 6.823814976389733, deltaLossBound -0.009853149616834192 increaseLambda: 0.026 0.000000 Search: 0.026 0.000000 increaseLambda: 0.026 0.000000 24: time = 0.026000 loss = 6.813264 testLoss 6.739960 Updating 3 features NewtonStep: 0.877 0.006000 'CHLA__rev lambda = -1.2839 alpha = -0.235151 lossBound = -0.009853 W1 = 0.211571 N1 = 0.153039 deltaLoss = -0.010551 Updating 5 features NewtonStep: 0.194 0.002000 Updating 2 features NewtonStep: 0.026 0.000000 increaseLambda: 0.195 0.001000 increaseLambda: 0.027 0.001000 Undoing: newLoss 6.807488732847246, oldLoss 6.813264231499596, deltaLossBound -0.008186533010565508 62: time = 0.195000 loss = 6.112155 testLoss 7.040203 'CHLA__rev lambda = -0.5036 alpha = -0.225850 lossBound = -0.002001 W1 = 0.180372 N1 = 0.152846 deltaLoss = -0.002928 increaseLambda: 0.027 0.000000 Updating 6 features increaseLambda: 0.878 0.001000 Undoing contribution: was 0.006590511342951322NewtonStep: 1.37 0.002000 now 0.006588230940424067 Search: 0.027 0.000000 258: time = 0.878000 loss = 6.100728 testLoss 6.865759 'COND__rev lambda = -0.1239 alpha = 0.007199 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000002 increaseLambda: 0.027 0.000000 25: time = 0.027000 loss = 6.808982 testLoss 6.745178 'CHLA__rev lambda = 2.7019 alpha = 0.247771 lossBound = -0.008187 W1 = 0.023716 N1 = 0.058824 deltaLoss = -0.004282 increaseLambda: 1.37 0.000000 Undoing contribution: was 0.003937205901164994 now 0.003936329264579449 372: time = 1.370000 loss = 6.004435 testLoss 7.001474 'NTL__rev lambda = 0.0612 alpha = -0.005079 lossBound = -0.000000 W1 = 0.349113 N1 = 0.371211 deltaLoss = -0.000001 Updating 2 features NewtonStep: 0.027 0.000000 increaseLambda: 0.028 0.001000 Undoing: newLoss 6.805543670830786, oldLoss 6.808982076721201, deltaLossBound -0.004079343584061711 increaseLambda: 0.028 0.000000 Search: 0.028 0.000000 increaseLambda: 0.028 0.000000 26: time = 0.028000 loss = 6.804645 testLoss 6.722391 'CHLA__rev lambda = -1.4371 alpha = -0.153217 lossBound = -0.004079 W1 = 0.199757 N1 = 0.153039 deltaLoss = -0.004337 Updating 7 features NewtonStep: 0.196 0.001000 Updating 2 features NewtonStep: 0.028 0.000000 increaseLambda: 0.029 0.001000 Undoing: newLoss 6.800662065847419, oldLoss 6.804645473421583, deltaLossBound -0.005892484047338628 Updating 3 features increaseLambda: 0.029 0.000000 NewtonStep: 0.88 0.002000 increaseLambda: 0.197 0.001000 Undoing: newLoss 6.125469299363547, oldLoss 6.112155186024057, deltaLossBound -7.183841249518604E-4 Search: 0.029 0.000000 increaseLambda: 0.88 0.000000 Updating 6 features increaseLambda: 0.197 0.000000 NewtonStep: 1.372 0.002000 259: time = 0.880000 loss = 6.100726 testLoss 6.866272 'COND__rev lambda = -0.7516 alpha = -0.007954 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 increaseLambda: 0.029 0.000000 27: time = 0.029000 loss = 6.801533 testLoss 6.727199 'CHLA__rev lambda = 2.9085 alpha = 0.206573 lossBound = -0.005892 W1 = 0.025700 N1 = 0.058824 deltaLoss = -0.003113 Search: 0.197 0.000000 Updating 2 features NewtonStep: 0.029 0.000000 increaseLambda: 0.03 0.001000 28: time = 0.030000 loss = 6.795909 testLoss 6.720258 CHLA^2: lambda = -0.9931 min = 0.0000 max = 758,989.4400 alpha = -0.993142 lossBound = -0.003327 W1 = 0.007665 N1 = 0.001995 deltaLoss = -0.005623 increaseLambda: 0.198 0.001000 63: time = 0.198000 loss = 6.110187 testLoss 7.038835 'NTL__rev lambda = 0.3420 alpha = 0.341961 lossBound = -0.000718 W1 = 0.279889 N1 = 0.295846 deltaLoss = -0.001968 increaseLambda: 1.373 0.001000 Updating 2 features NewtonStep: 0.03 0.000000 373: time = 1.373000 loss = 6.004434 testLoss 7.001482 'NTL__rev lambda = 0.1966 alpha = 0.005144 lossBound = -0.000000 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000001 increaseLambda: 0.03 0.000000 Undoing: newLoss 6.7942303367697905, oldLoss 6.795909435176797, deltaLossBound -0.0026691890611186386 increaseLambda: 0.03 0.000000 Search: 0.03 0.000000 increaseLambda: 0.031 0.001000 29: time = 0.031000 loss = 6.794475 testLoss 6.723991 'CHLA__rev lambda = 3.0433 alpha = 0.134773 lossBound = -0.002669 W1 = 0.029552 N1 = 0.058824 deltaLoss = -0.001435 Updating 4 features Newton: returning 0.25538845461830095 Updating 2 features Loss was 6.794474747408281, now 6.784800474645853, delta -0.009674 parallelUpdate: 0.031 0.000000 Updating 4 features NewtonStep: 0.882 0.002000 Updating 2 features NewtonStep: 0.031 0.000000 increaseLambda: 0.882 0.000000 Undoing contribution: was 0.006588230940424067 now 0.00658611290302793 increaseLambda: 0.031 0.000000 31: time = 0.031000 loss = 6.779436 testLoss 6.685279 'CHLA__rev lambda = 0.3319 alpha = 0.331854 lossBound = -0.002140 W1 = 0.835650 N1 = 0.858417 deltaLoss = -0.005364 260: time = 0.882000 loss = 6.100724 testLoss 6.865794 'COND__rev lambda = -0.1170 alpha = 0.006938 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000002 Updating 5 features Updating 1 features Reducing newton stepsize from -0.14335967504302988 to -0.12373298921954531 NewtonStep: 0.2 0.002000 NewtonStep: 0.032 0.001000 increaseLambda: 0.032 0.000000 32: time = 0.032000 loss = 6.776900 testLoss 6.664741 'CHLA__rev lambda = -0.2179 alpha = -0.217904 lossBound = -0.001529 W1 = 0.297649 N1 = 0.269770 deltaLoss = -0.002536 increaseLambda: 0.2 0.000000 Undoing contribution: was 0.00814625439006519 now 0.00593126554878395 64: time = 0.200000 loss = 6.107972 testLoss 7.008905 'NTL_COND__rev lambda = 0.0000 alpha = -0.123733 lossBound = -0.002215 W1 = 0.639563 N1 = 0.676471 deltaLoss = -0.002215 Updating 5 features Updating 2 features NewtonStep: 0.032 0.000000 increaseLambda: 0.032 0.000000 33: time = 0.032000 loss = 6.773895 testLoss 6.660437 CHLA^2: lambda = -2.2263 min = 0.0000 max = 758,989.4400 alpha = -0.979525 lossBound = -0.001230 W1 = 0.005627 N1 = 0.001995 deltaLoss = -0.003005 NewtonStep: 1.375 0.002000 Updating 2 features NewtonStep: 0.033 0.001000 increaseLambda: 0.033 0.000000 34: time = 0.033000 loss = 6.768477 testLoss 6.653408 CHLA: lambda = -0.8754 min = 0.0000 max = 871.2000 alpha = -0.875351 lossBound = -0.000828 W1 = 0.037723 N1 = 0.031710 deltaLoss = -0.005418 increaseLambda: 1.376 0.001000 374: time = 1.376000 loss = 6.004434 testLoss 7.001360 'PTL__rev lambda = -0.2039 alpha = -0.002999 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000001 Updating 2 features NewtonStep: 0.033 0.000000 increaseLambda: 0.033 0.000000 35: time = 0.033000 loss = 6.766499 testLoss 6.650509 CHLA: lambda = -1.3757 min = 0.0000 max = 871.2000 alpha = -0.500316 lossBound = -0.000318 W1 = 0.036245 N1 = 0.031710 deltaLoss = -0.001978 Updating 2 features NewtonStep: 0.034 0.001000 increaseLambda: 0.034 0.000000 Undoing: newLoss 6.766280038730085, oldLoss 6.766499400134757, deltaLossBound -4.112898310715289E-4 Updating 7 features NewtonStep: 0.202 0.002000 Updating 4 features NewtonStep: 0.885 0.003000 increaseLambda: 0.202 0.000000 Undoing: newLoss 6.120602138377193, oldLoss 6.107972266039405, deltaLossBound -0.001173350989670286 increaseLambda: 0.885 0.000000 261: time = 0.885000 loss = 6.100722 testLoss 6.866288 'COND__rev lambda = -0.7593 alpha = -0.007665 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 increaseLambda: 0.034 0.000000 Updating 6 features Search: 0.035 0.001000 NewtonStep: 1.378 0.002000 increaseLambda: 0.035 0.000000 Undoing contribution: was 0.0816218039123518 now 0.08139055508073662 36: time = 0.035000 loss = 6.766268 testLoss 6.648412 'CHLA__rev lambda = 3.7718 alpha = -0.048671 lossBound = -0.000411 W1 = 0.042099 N1 = 0.058824 deltaLoss = -0.000231 increaseLambda: 0.203 0.001000 Updating 2 features NewtonStep: 0.035 0.000000 Search: 0.203 0.000000 increaseLambda: 1.378 0.000000 Undoing: newLoss 6.004433474850665, oldLoss 6.004433770329212, deltaLossBound -2.9547856151701665E-7 increaseLambda: 0.035 0.000000 Undoing: newLoss 6.766265338367564, oldLoss 6.766268151303142, deltaLossBound -3.2814095040412496E-4 increaseLambda: 0.036 0.001000 increaseLambda: 0.204 0.001000 increaseLambda: 1.379 0.001000 Search: 0.036 0.000000 65: time = 0.204000 loss = 6.105439 testLoss 6.998349 'PTL__rev lambda = -0.2005 alpha = -0.200538 lossBound = -0.001173 W1 = 0.365337 N1 = 0.334334 deltaLoss = -0.002533 increaseLambda: 0.036 0.000000 37: time = 0.036000 loss = 6.765915 testLoss 6.645191 'CHLA__rev lambda = -0.0368 alpha = -0.036797 lossBound = -0.000328 W1 = 0.317341 N1 = 0.279805 deltaLoss = -0.000353 Search: 1.379 0.000000 Updating 4 features Updating 2 features NewtonStep: 0.036 0.000000 NewtonStep: 0.887 0.002000 increaseLambda: 1.379 0.000000 increaseLambda: 0.036 0.000000 38: time = 0.036000 loss = 6.764584 testLoss 6.643061 375: time = 1.379000 loss = 6.004433 testLoss 7.001764 CHLA: lambda = -1.8097 min = 0.0000 max = 871.2000 'PTL_COND__rev lambda = 0.3164 alpha = -0.434009 lossBound = -0.000196 W1 = 0.035511 N1 = 0.031710 deltaLoss = -0.001331 alpha = 0.001597 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 increaseLambda: 0.888 0.001000 Undoing contribution: was 0.00658611290302793 now 0.006584145654354634 262: time = 0.888000 loss = 6.100720 testLoss 6.865827 'COND__rev lambda = -0.1103 alpha = 0.006686 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000002 Updating 2 features NewtonStep: 0.037 0.001000 increaseLambda: 0.037 0.000000 Undoing: newLoss 6.764303374432893, oldLoss 6.764584297379221, deltaLossBound -2.964287376330209E-4 increaseLambda: 0.037 0.000000 Search: 0.037 0.000000 increaseLambda: 0.037 0.000000 39: time = 0.037000 loss = 6.764265 testLoss 6.640017 'CHLA__rev lambda = -0.0718 alpha = -0.034980 lossBound = -0.000296 W1 = 0.316994 N1 = 0.279805 deltaLoss = -0.000319 Updating 4 features NewtonStep: 0.206 0.002000 Updating 2 features NewtonStep: 0.038 0.001000 increaseLambda: 0.038 0.000000 40: time = 0.038000 loss = 6.763402 testLoss 6.638480 CHLA: lambda = -2.1754 min = 0.0000 max = 871.2000 alpha = -0.365706 lossBound = -0.000118 W1 = 0.034931 N1 = 0.031710 deltaLoss = -0.000864 increaseLambda: 0.206 0.000000 Undoing: newLoss 6.117863551786024, oldLoss 6.105439413829815, deltaLossBound -7.786723741002748E-4 Updating 5 features NewtonStep: 1.381 0.002000 Updating 2 features increaseLambda: 0.206 0.000000 NewtonStep: 0.038 0.000000 increaseLambda: 0.038 0.000000 Undoing: newLoss 6.763170962545159, oldLoss 6.763401754733275, deltaLossBound -2.427841676766972E-4 Updating 4 features increaseLambda: 1.381 0.000000 Undoing contribution: was 1.1874378719130854E-4NewtonStep: 0.889 0.001000 now 1.1387787182023126E-4 Search: 0.206 0.000000 increaseLambda: 0.039 0.001000 376: time = 1.382000 loss = 6.004429 testLoss 7.001828 CHLA: lambda = 1.1047 min = 0.0000 max = 871.2000 alpha = -0.088812 lossBound = -0.000000 W1 = 0.030404 N1 = 0.031710 deltaLoss = -0.000005 Search: 0.039 0.000000 increaseLambda: 0.89 0.001000 Undoing contribution: was 7.89755727300881E-4 now 7.875111531760932E-4 increaseLambda: 0.207 0.001000 263: time = 0.890000 loss = 6.100718 testLoss 6.865782 'NTL__rev lambda = 0.0283 alpha = -0.008138 lossBound = -0.000001 W1 = 0.341436 N1 = 0.363464 deltaLoss = -0.000002 66: time = 0.207000 loss = 6.104661 testLoss 7.018277 'PTL_COND__rev lambda = 0.0817 increaseLambda: 0.039 0.000000 alpha = 0.081714 lossBound = -0.000779 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000779 41: time = 0.039000 loss = 6.763140 testLoss 6.635751 'CHLA__rev lambda = -0.1034 alpha = -0.031667 lossBound = -0.000243 W1 = 0.316346 N1 = 0.279805 deltaLoss = -0.000261 Updating 2 features NewtonStep: 0.039 0.000000 increaseLambda: 0.039 0.000000 Undoing: newLoss 6.763053825088104, oldLoss 6.7631404049594535, deltaLossBound -9.087625181878082E-5 increaseLambda: 0.04 0.001000 Search: 0.04 0.000000 increaseLambda: 0.04 0.000000 42: time = 0.040000 loss = 6.763043 testLoss 6.634142 'CHLA__rev lambda = -0.1228 alpha = -0.019396 lossBound = -0.000091 W1 = 0.313914 N1 = 0.279805 deltaLoss = -0.000098 Updating 2 features NewtonStep: 0.04 0.000000 increaseLambda: 0.04 0.000000 43: time = 0.040000 loss = 6.762388 testLoss 6.632881 CHLA: lambda = -2.5045 min = 0.0000 max = 871.2000 alpha = -0.329144 lossBound = -0.000085 W1 = 0.034625 N1 = 0.031710 deltaLoss = -0.000655 Updating 3 features Updating 1 features NewtonStep: 0.209 0.002000 NewtonStep: 0.041 0.001000 increaseLambda: 0.041 0.000000 Undoing contribution: was 0.005364319823364383 now 0.005053173983040615 44: time = 0.041000 loss = 6.762077 testLoss 6.633613 'CHLA__rev lambda = 0.2709 alpha = -0.060991 lossBound = -0.000146 W1 = 0.847772 N1 = 0.858417 deltaLoss = -0.000311 Updating 4 features increaseLambda: 0.209 0.000000 Undoing: newLoss 6.13535865535321, oldLoss 6.104660741455714, deltaLossBound -5.21180810425586E-4 NewtonStep: 0.892 0.002000 Updating 2 features NewtonStep: 1.384 0.002000 Updating 1 features NewtonStep: 0.041 0.000000 increaseLambda: 0.041 0.000000 45: time = 0.041000 loss = 6.761536 testLoss 6.632511 CHLA: lambda = -2.8088 min = 0.0000 max = 871.2000 increaseLambda: 0.209 0.000000 alpha = -0.304252 lossBound = -0.000068 W1 = 0.034454 N1 = 0.031710 deltaLoss = -0.000541 increaseLambda: 0.892 0.000000 increaseLambda: 1.384 0.000000 264: time = 0.892000 loss = 6.100713 testLoss 6.865798 'NTL__rev lambda = 0.0744 alpha = 0.011709 lossBound = -0.000001 W1 = 0.277096 N1 = 0.298438 deltaLoss = -0.000004 377: time = 1.384000 loss = 6.004426 testLoss 7.001357 'CHLA__rev lambda = -0.1797 alpha = -0.006015 lossBound = -0.000001 W1 = 0.310089 N1 = 0.279805 deltaLoss = -0.000002 Search: 0.21 0.001000 Updating 2 features NewtonStep: 0.042 0.001000 increaseLambda: 0.042 0.000000 Undoing contribution: was 0.005053173983040615 now 0.004687247990029952 46: time = 0.042000 loss = 6.761170 testLoss 6.633282 'CHLA__rev lambda = 0.2044 alpha = -0.066453 lossBound = -0.000170 W1 = 0.848093 N1 = 0.858417 deltaLoss = -0.000366 increaseLambda: 0.21 0.000000 67: time = 0.210000 loss = 6.102629 testLoss 7.014515 'TURB__rev lambda = -0.3099 alpha = -0.309910 lossBound = -0.000521 W1 = 0.771245 N1 = 0.749584 deltaLoss = -0.002032 Updating 2 features NewtonStep: 0.042 0.000000 increaseLambda: 0.042 0.000000 Undoing contribution: was 0.004687247990029952 now 0.004531551359771235 47: time = 0.042000 loss = 6.761014 testLoss 6.633856 'CHLA__rev lambda = 0.1617 alpha = -0.042699 lossBound = -0.000074 W1 = 0.846618 N1 = 0.858417 deltaLoss = -0.000156 Updating 2 features NewtonStep: 0.043 0.001000 increaseLambda: 0.043 0.000000 48: time = 0.043000 loss = 6.760347 testLoss 6.632567 CHLA: lambda = -3.1464 min = 0.0000 max = 871.2000 alpha = -0.337633 lossBound = -0.000083 W1 = 0.034614 N1 = 0.031710 deltaLoss = -0.000667 Updating 1 features Reducing newton stepsize from -0.17216074954326316 to -0.1617097266187485 NewtonStep: 0.043 0.000000 Updating 2 features NewtonStep: 0.894 0.002000 increaseLambda: 0.043 0.000000 Undoing contribution: was 0.004531551359771235 now 0.004269800909957766 Updating 3 features 49: time = 0.043000 loss = 6.760085 testLoss 6.633227 'CHLA__rev lambda = 0.1078 alpha = -0.053903 lossBound = -0.000129 W1 = 0.847650 N1 = 0.858417 deltaLoss = -0.000262 NewtonStep: 1.386 0.002000 increaseLambda: 0.894 0.000000 Undoing contribution: was 7.875111531760932E-4 now 7.832112390135843E-4 Updating 1 features NewtonStep: 0.044 0.001000 increaseLambda: 1.387 0.001000 265: time = 0.894000 loss = 6.100709 testLoss 6.865734 'NTL__rev lambda = 0.0170 alpha = -0.011260 lossBound = -0.000001 W1 = 0.341436 N1 = 0.363464 deltaLoss = -0.000004 Updating 3 features Undoing contribution: was 0.003936329264579449 now 0.003935398902675488 increaseLambda: 0.044 0.000000 50: time = 0.044000 loss = 6.759105 testLoss 6.630571 CHLA: lambda = -4.0565 min = 0.0000 max = 871.2000 alpha = -0.910040 lossBound = -0.000063 W1 = 0.033172 N1 = 0.031710 deltaLoss = -0.000981 378: time = 1.387000 loss = 6.004425 testLoss 7.001326 'NTL__rev lambda = 0.0560 Reducing newton stepsize from 0.30810040525566834 to 0.21899149374753513 NewtonStep: 0.212 0.002000 Updating 1 features Reducing newton stepsize from -0.36235874059255296 to -0.10780648441249899 NewtonStep: 0.044 0.000000 increaseLambda: 0.212 0.000000 Undoing contribution: was 0.03882646135125684 now 0.03630135865996637 increaseLambda: 0.044 0.000000 Undoing contribution: was 0.004269800909957766 now 0.003245320936017926 51: time = 0.044000 loss = 6.758080 testLoss 6.631389 'CHLA__rev lambda = 0.0000 alpha = -0.107806 lossBound = -0.000495 W1 = 0.851497 N1 = 0.858417 deltaLoss = -0.001024 68: time = 0.212000 loss = 6.100104 testLoss 7.014372 'TURB__rev lambda = 0.0000 alpha = 0.218991 lossBound = -0.001380 W1 = 0.147308 N1 = 0.130602 deltaLoss = -0.002525 Updating 2 features NewtonStep: 0.045 0.001000 alpha = -0.005234 lossBound = -0.000000 W1 = 0.349113 N1 = 0.371211 deltaLoss = -0.000001 increaseLambda: 0.045 0.000000 52: time = 0.045000 loss = 6.757838 testLoss 6.626321 'CHLA__rev lambda = -0.1848 alpha = -0.061932 lossBound = -0.000140 W1 = 0.310141 N1 = 0.279805 deltaLoss = -0.000242 Updating 2 features NewtonStep: 0.045 0.000000 increaseLambda: 0.045 0.000000 Undoing contribution: was 0.02017712660034383 now 0.01996140065153802 53: time = 0.045000 loss = 6.757622 testLoss 6.633825 'CHLA__rev lambda = -0.0707 alpha = 0.065345 lossBound = -0.000142 W1 = 0.199295 N1 = 0.172320 deltaLoss = -0.000216 Updating 1 features NewtonStep: 0.046 0.001000 increaseLambda: 0.046 0.000000 54: time = 0.046000 loss = 6.757435 testLoss 6.629406 'CHLA__rev lambda = -0.2391 alpha = -0.054320 lossBound = -0.000109 W1 = 0.310130 N1 = 0.279805 deltaLoss = -0.000187 Updating 6 features NewtonStep: 0.214 0.002000 Updating 2 features NewtonStep: 0.046 0.000000 increaseLambda: 0.046 0.000000 Undoing contribution: was 0.01996140065153802 now 0.019811327145614354 55: time = 0.046000 loss = 6.757285 testLoss 6.635665 'CHLA__rev lambda = -0.0164 alpha = 0.054257 lossBound = -0.000099 W1 = 0.199265 N1 = 0.172320 deltaLoss = -0.000150 increaseLambda: 0.214 0.000000 69: time = 0.214000 loss = 6.099189 testLoss 7.045378 Updating 3 features TURB_COND^2: lambda = -0.4181 min = 1.0000 max = 9.0000 alpha = -0.193803 lossBound = -0.000580 W1 = 0.071152 N1 = 0.062500 deltaLoss = -0.000915 NewtonStep: 0.898 0.004000 Updating 1 features NewtonStep: 0.047 0.001000 increaseLambda: 0.047 0.000000 Undoing: newLoss 6.757185576945551, oldLoss 6.757285328833214, deltaLossBound -9.985654089508474E-5 increaseLambda: 0.898 0.000000 increaseLambda: 0.047 0.000000 Updating 2 features 266: time = 0.898000 loss = 6.100705 testLoss 6.865750 'NTL__rev lambda = 0.0857 NewtonStep: 1.39 0.003000 alpha = 0.011365 lossBound = -0.000001 W1 = 0.277096 N1 = 0.298438 deltaLoss = -0.000004 Search: 0.047 0.000000 increaseLambda: 0.047 0.000000 Undoing contribution: was 0.08139055508073662 now 0.08129069853984455 56: time = 0.047000 loss = 6.757185 testLoss 6.632775 'CHLA__rev lambda = 3.6991 alpha = -0.072772 lossBound = -0.000100 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000100 increaseLambda: 1.39 0.000000 Undoing contribution: was 0.19261164647975534 now 0.192610545128538 379: time = 1.390000 loss = 6.004424 testLoss 7.001392 'PTL__rev lambda = -0.3978 alpha = 0.005648 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 2 features NewtonStep: 0.048 0.001000 increaseLambda: 0.048 0.000000 57: time = 0.048000 loss = 6.757130 testLoss 6.630398 'CHLA__rev lambda = -0.2689 alpha = -0.029787 lossBound = -0.000033 W1 = 0.310101 N1 = 0.279805 deltaLoss = -0.000056 Updating 2 features Reducing newton stepsize from 0.052165711815767984 to 0.016431308212884417 NewtonStep: 0.048 0.000000 Updating 6 features increaseLambda: 0.048 0.000000 Undoing contribution: was 0.019811327145614354 now 0.019737342838728144 58: time = 0.048000 loss = 6.757056 testLoss 6.632266 'CHLA__rev lambda = 0.0000 alpha = 0.016431 lossBound = -0.000067 W1 = 0.195541 N1 = 0.172320 deltaLoss = -0.000074 Updating 2 features NewtonStep: 0.049 0.001000 increaseLambda: 0.049 0.000000 59: time = 0.049000 loss = 6.756468 testLoss 6.630314 CHLA: lambda = -4.7972 min = 0.0000 max = 871.2000 alpha = -0.740746 lossBound = -0.000036 W1 = 0.033104 N1 = 0.031710 deltaLoss = -0.000588 Updating 6 features Newton: returning 0.08387171138474792 Updating 1 features NewtonStep: 0.216 0.002000 Loss was 6.756467590137673, now 6.756260425681251, delta -0.000207 parallelUpdate: 0.049 0.000000 increaseLambda: 0.217 0.001000 70: time = 0.217000 loss = 6.097203 testLoss 7.095296 NTL_COND: lambda = -0.6760 min = 1.0000 max = 3.0000 alpha = -0.246141 lossBound = -0.000846 W1 = 0.171877 N1 = 0.161765 deltaLoss = -0.001986 Updating 2 features NewtonStep: 0.049 0.000000 increaseLambda: 0.05 0.001000 Undoing: newLoss 6.770130232399005, oldLoss 6.756260425681251, deltaLossBound -5.37493949151626E-5 increaseLambda: 0.05 0.000000 Updating 2 features NewtonStep: 0.901 0.003000 Search: 0.05 0.000000 increaseLambda: 0.05 0.000000 Updating 5 features NewtonStep: 1.393 0.003000 61: time = 0.050000 loss = 6.756170 testLoss 6.620808 'CHLA__rev lambda = -0.0447 alpha = -0.044724 lossBound = -0.000054 W1 = 0.310489 N1 = 0.280945 deltaLoss = -0.000091 increaseLambda: 0.901 0.000000 Undoing contribution: was 7.832112390135843E-4 now 7.791583227336669E-4 267: time = 0.901000 loss = 6.100701 testLoss 6.865688 'NTL__rev lambda = 0.0061 alpha = -0.010930 lossBound = -0.000001 W1 = 0.341436 N1 = 0.363464 deltaLoss = -0.000004 increaseLambda: 1.393 0.000000 Undoing contribution: was 0.002557096671689212 now 0.0025558926888282476 Updating 2 features 380: time = 1.393000 loss = 6.004423 testLoss 7.001095 NewtonStep: 0.05 0.000000 CHLA_COND^2: lambda = 2.3920 min = 1.0000 max = 81.0000 alpha = -0.007137 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 increaseLambda: 0.051 0.001000 Undoing contribution: was 0.13133743408676235 now 0.1312445341998627 62: time = 0.051000 loss = 6.756077 testLoss 6.626034 'CHLA__rev lambda = -1.7907 alpha = 0.044173 lossBound = -0.000062 W1 = 0.179377 N1 = 0.153039 deltaLoss = -0.000093 Updating 2 features NewtonStep: 0.051 0.000000 increaseLambda: 0.051 0.000000 63: time = 0.051000 loss = 6.756027 testLoss 6.623792 'CHLA__rev lambda = -0.0730 alpha = -0.028297 lossBound = -0.000029 W1 = 0.311258 N1 = 0.280945 deltaLoss = -0.000050 Updating 3 features NewtonStep: 0.219 0.002000 Updating 2 features NewtonStep: 0.052 0.001000 increaseLambda: 0.22 0.001000 Undoing: newLoss 6.09613944310201, oldLoss 6.097202652211477, deltaLossBound -0.0011401378723639925 increaseLambda: 0.052 0.000000 Undoing contribution: was 0.1312445341998627 now 0.13120630626972662 64: time = 0.052000 loss = 6.755988 testLoss 6.627146 'CHLA__rev lambda = -1.7625 alpha = 0.028172 lossBound = -0.000025 W1 = 0.179351 N1 = 0.153039 deltaLoss = -0.000038 increaseLambda: 0.22 0.000000 Updating 2 features NewtonStep: 0.052 0.000000 Search: 0.22 0.000000 increaseLambda: 0.052 0.000000 Undoing: newLoss 6.755955773706237, oldLoss 6.755988466331754, deltaLossBound -3.2704319465861904E-5 Updating 1 features NewtonStep: 0.903 0.002000 increaseLambda: 0.052 0.000000 increaseLambda: 0.22 0.000000 Undoing contribution: was 0.1485562260276816 now 0.14741608815531793 Search: 0.052 0.000000 71: time = 0.220000 loss = 6.096063 testLoss 7.025574 'NTL_COND lambda = -2.0463 increaseLambda: 0.904 0.001000 alpha = 0.423961 lossBound = -0.001140 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.001140 Undoing: newLoss 6.11513730341876, oldLoss 6.100700714754916, deltaLossBound -1.269506131153323E-6 increaseLambda: 0.053 0.001000 Undoing contribution: was 0.08131223241575866 now 0.08127952809629543 65: time = 0.053000 loss = 6.755956 testLoss 6.625509 'CHLA__rev lambda = 3.7122 alpha = -0.041846 lossBound = -0.000033 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000033 Updating 4 features NewtonStep: 1.396 0.003000 increaseLambda: 0.904 0.000000 Updating 2 features NewtonStep: 0.053 0.000000 increaseLambda: 1.396 0.000000 Undoing contribution: was 0.007998322186075239 now 0.007997815945490675 increaseLambda: 0.053 0.000000 66: time = 0.053000 loss = 6.755945 testLoss 6.624476 'CHLA__rev lambda = -0.0862 alpha = -0.013187 lossBound = -0.000006 W1 = 0.311249 N1 = 0.280945 deltaLoss = -0.000011 Search: 0.904 0.000000 381: time = 1.396000 loss = 6.004423 testLoss 7.001478 'CHLA__rev lambda = -0.7838 alpha = 0.003187 lossBound = -0.000000 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000001 Updating 2 features increaseLambda: 0.904 0.000000 NewtonStep: 0.053 0.000000 268: time = 0.904000 loss = 6.100697 testLoss 6.865709 'NTL__rev lambda = 0.0142 alpha = 0.014237 lossBound = -0.000001 W1 = 0.277810 N1 = 0.298953 deltaLoss = -0.000004 increaseLambda: 0.054 0.001000 Undoing contribution: was 0.13120630626972662 now 0.13117109410047423 67: time = 0.054000 loss = 6.755910 testLoss 6.627699 'CHLA__rev lambda = -1.7355 alpha = 0.027060 lossBound = -0.000023 W1 = 0.179349 N1 = 0.153039 deltaLoss = -0.000035 Updating 2 features NewtonStep: 0.054 0.000000 increaseLambda: 0.054 0.000000 68: time = 0.054000 loss = 6.755882 testLoss 6.626022 'CHLA__rev lambda = -0.3126 alpha = -0.021163 lossBound = -0.000016 W1 = 0.310094 N1 = 0.279805 deltaLoss = -0.000028 Updating 5 features NewtonStep: 0.222 0.002000 Updating 2 features NewtonStep: 0.054 0.000000 increaseLambda: 0.223 0.001000 increaseLambda: 0.055 0.001000 Undoing contribution: was 0.13117109410047423 now 0.1311492378039656 69: time = 0.055000 loss = 6.755860 testLoss 6.628562 'CHLA__rev lambda = -1.7142 alpha = 0.021268 lossBound = -0.000015 W1 = 0.179343 N1 = 0.153039 deltaLoss = -0.000022 72: time = 0.223000 loss = 6.094773 testLoss 7.018167 'PTL__rev lambda = -0.3534 alpha = -0.152894 lossBound = -0.000604 W1 = 0.363616 N1 = 0.334334 deltaLoss = -0.001290 Updating 4 features NewtonStep: 1.398 0.002000 Updating 1 features NewtonStep: 0.055 0.000000 increaseLambda: 0.055 0.000000 70: time = 0.055000 loss = 6.755842 testLoss 6.627242 'CHLA__rev lambda = -0.3293 alpha = -0.016703 lossBound = -0.000010 W1 = 0.310092 N1 = 0.279805 deltaLoss = -0.000018 Updating 1 features increaseLambda: 1.398 0.000000 Reducing newton stepsize from -0.013697520515661024 to -0.0061148818099087295 NewtonStep: 0.906 0.002000 382: time = 1.398000 loss = 6.004422 testLoss 7.001418 'PTL__rev lambda = -0.3220 alpha = -0.005603 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 2 features NewtonStep: 0.055 0.000000 increaseLambda: 0.907 0.001000 Undoing contribution: was 7.791583227336669E-4 now 7.74741867986864E-4 increaseLambda: 0.056 0.001000 Undoing contribution: was 0.1311492378039656 now 0.13113554265319394 71: time = 0.056000 loss = 6.755828 testLoss 6.629252 'CHLA__rev lambda = -1.6974 269: time = 0.907000 loss = 6.100693 testLoss 6.865672 alpha = 0.016804 lossBound = -0.000009 W1 = 0.179339 N1 = 0.153039 deltaLoss = -0.000014 'NTL__rev lambda = 0.0000 alpha = -0.006115 lossBound = -0.000002 W1 = 0.341950 N1 = 0.363464 deltaLoss = -0.000004 Updating 29 features Updating 1 features NewtonStep: 0.056 0.000000 increaseLambda: 0.056 0.000000 Undoing: newLoss 6.755821663422614, oldLoss 6.755828437221386, deltaLossBound -6.774315907245702E-6 increaseLambda: 0.056 0.000000 Updating 7 features NewtonStep: 0.224 0.001000 Search: 0.056 0.000000 increaseLambda: 0.057 0.001000 Undoing contribution: was 0.08127952809629543 now 0.08127275378038987 72: time = 0.057000 loss = 6.755822 testLoss 6.628513 'CHLA__rev lambda = 3.6931 alpha = -0.019112 lossBound = -0.000007 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000007 Newton: returning 0.2589110952884833 Updating 3 features increaseLambda: 0.225 0.001000 Undoing contribution: was 0.1616417749759841 now 0.16088382804702828 73: time = 0.225000 loss = 6.094015 testLoss 7.019227 'PTL__rev lambda = -1.1082 alpha = 0.153918 lossBound = -0.000426 W1 = 0.145726 N1 = 0.122951 deltaLoss = -0.000758 Updating 1 features NewtonStep: 0.057 0.000000 increaseLambda: 0.057 0.000000 Undoing contribution: was 0.00888892679777598 now 0.008804778070431568 73: time = 0.057000 loss = 6.755738 testLoss 6.630129 CHLA^2: lambda = -1.0474 min = 0.0000 max = 758,989.4400 alpha = 1.282322 lossBound = -0.000003 W1 = 0.003012 N1 = 0.001995 deltaLoss = -0.000084 Updating 5 features NewtonStep: 1.4 0.002000 Updating 2 features NewtonStep: 0.057 0.000000 increaseLambda: 0.058 0.001000 Undoing contribution: was 0.13113554265319394 now 0.1311273215339881 74: time = 0.058000 loss = 6.755729 testLoss 6.631688 'CHLA__rev lambda = -1.6844 alpha = 0.013009 lossBound = -0.000005 W1 = 0.179336 N1 = 0.153039 deltaLoss = -0.000008 increaseLambda: 1.401 0.001000 Undoing contribution: was 0.007997815945490675 now 0.007997537043869766 Loss was 6.1006926989242665, now 6.100672907295852, delta -0.000020 parallelUpdate: 0.909 0.002000 383: time = 1.401000 loss = 6.004421 testLoss 7.001702 'CHLA__rev lambda = -0.7814 alpha = 0.002365 lossBound = -0.000000 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.058 0.000000 increaseLambda: 0.058 0.000000 75: time = 0.058000 loss = 6.755642 testLoss 6.631044 CHLA: lambda = -5.5017 min = 0.0000 max = 871.2000 alpha = -0.302123 lossBound = -0.000005 W1 = 0.033029 N1 = 0.031710 deltaLoss = -0.000087 Updating 2 features NewtonStep: 0.058 0.000000 increaseLambda: 0.058 0.000000 76: time = 0.058000 loss = 6.755584 testLoss 6.628630 'CHLA__rev lambda = -0.3595 alpha = -0.030245 lossBound = -0.000034 W1 = 0.310101 N1 = 0.279805 deltaLoss = -0.000058 Updating 6 features Updating 2 features NewtonStep: 0.059 0.001000 increaseLambda: 0.227 0.002000 increaseLambda: 0.059 0.000000 74: time = 0.227000 loss = 6.093528 testLoss 7.017477 (LAKE_ORIGIN=1.0) lambda = 0.5598 alpha = 0.102350 lossBound = -0.000487 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000487 Undoing contribution: was 0.1311273215339881 now 0.13111801355851682 77: time = 0.059000 loss = 6.755575 testLoss 6.630288 'CHLA__rev lambda = -1.6705 alpha = 0.013844 lossBound = -0.000006 W1 = 0.179337 N1 = 0.153039 deltaLoss = -0.000009 Updating 2 features NewtonStep: 0.059 0.000000 Updating 2 features NewtonStep: 0.911 0.002000 increaseLambda: 0.06 0.001000 78: time = 0.060000 loss = 6.755568 testLoss 6.629426 'CHLA__rev lambda = -0.3705 alpha = -0.010965 lossBound = -0.000004 W1 = 0.310090 N1 = 0.279805 deltaLoss = -0.000008 increaseLambda: 0.911 0.000000 Updating 2 features NewtonStep: 0.06 0.000000 271: time = 0.911000 loss = 6.100661 testLoss 6.866241 'PTL__rev lambda = -1.1283 alpha = -0.014854 lossBound = -0.000006 W1 = 0.363540 N1 = 0.334334 deltaLoss = -0.000012 Updating 5 features NewtonStep: 1.403 0.002000 increaseLambda: 0.06 0.000000 Undoing contribution: was 0.13111801355851682 now 0.1311120667709451 79: time = 0.060000 loss = 6.755562 testLoss 6.630751 'CHLA__rev lambda = -1.6595 alpha = 0.011053 lossBound = -0.000004 W1 = 0.179335 N1 = 0.153039 deltaLoss = -0.000006 increaseLambda: 1.403 0.000000 Undoing contribution: was 0.0025558926888282476 now 0.0025552567954094376 Updating 2 features 384: time = 1.403000 loss = 6.004421 testLoss 7.001487 CHLA_COND^2: lambda = 2.3868 min = 1.0000 max = 81.0000 NewtonStep: 0.06 0.000000 alpha = -0.005192 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000001 increaseLambda: 0.061 0.001000 80: time = 0.061000 loss = 6.755557 testLoss 6.630069 'CHLA__rev lambda = -0.3792 alpha = -0.008692 lossBound = -0.000003 W1 = 0.310089 N1 = 0.279805 deltaLoss = -0.000005 Updating 7 features NewtonStep: 0.229 0.002000 Updating 2 features NewtonStep: 0.061 0.000000 increaseLambda: 0.229 0.000000 Undoing: newLoss 6.093142856581851, oldLoss 6.093528107983358, deltaLossBound -3.855870574927759E-4 increaseLambda: 0.061 0.000000 Undoing contribution: was 0.1311120667709451 now 0.1311083192493152 81: time = 0.061000 loss = 6.755553 testLoss 6.631121 'CHLA__rev lambda = -1.6507 alpha = 0.008766 lossBound = -0.000002 W1 = 0.179334 N1 = 0.153039 deltaLoss = -0.000004 increaseLambda: 0.229 0.000000 Updating 2 features NewtonStep: 0.061 0.000000 increaseLambda: 0.062 0.001000 Undoing: newLoss 6.755551048955145, oldLoss 6.755553162121216, deltaLossBound -2.113216959430468E-6 Updating 2 features NewtonStep: 0.913 0.002000 increaseLambda: 0.062 0.000000 Search: 0.062 0.000000 increaseLambda: 0.913 0.000000 Undoing contribution: was 0.005058779002590665 now 0.00505263589875349 increaseLambda: 0.062 0.000000 Undoing contribution: was 0.08127275378038987 now 0.08127064056342756 Search: 0.23 0.001000 82: time = 0.062000 loss = 6.755551 testLoss 6.630709 'CHLA__rev lambda = 3.6824 alpha = -0.010688 lossBound = -0.000002 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000002 Updating 5 features NewtonStep: 1.405 0.002000 Updating 2 features NewtonStep: 0.062 0.000000 increaseLambda: 0.23 0.000000 Undoing contribution: was 0.06865772912894061 now 0.06827214207144769 increaseLambda: 1.406 0.001000 75: time = 0.230000 loss = 6.093143 testLoss 6.998287 'TURB_COND__rev lambda = 0.5512 alpha = -0.079458 lossBound = -0.000386 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000386 increaseLambda: 0.063 0.001000 Undoing contribution: was 0.008804778070431568 now 0.008776865680390494 83: time = 0.063000 loss = 6.755523 testLoss 6.631585 385: time = 1.406000 loss = 6.004418 testLoss 7.001212 CHLA^2: lambda = -0.3658 min = 0.0000 max = 758,989.4400 COND: lambda = -3.7972 min = 4.0000 max = 50,590.0000 alpha = 0.681612 lossBound = -0.000001 W1 = 0.003001 N1 = 0.001995 deltaLoss = -0.000028 alpha = -0.079390 lossBound = -0.000000 W1 = 0.009481 N1 = 0.008479 deltaLoss = -0.000002 Updating 2 features NewtonStep: 0.063 0.000000 increaseLambda: 0.063 0.000000 84: time = 0.063000 loss = 6.755444 testLoss 6.630975 CHLA: lambda = -5.7899 min = 0.0000 max = 871.2000 alpha = -0.288227 lossBound = -0.000005 W1 = 0.033028 N1 = 0.031710 deltaLoss = -0.000079 272: time = 0.913000 loss = 6.100654 testLoss 6.862720 NTL_COND^2: lambda = -1.5776 min = 1.0000 max = 9.0000 alpha = 0.017376 lossBound = -0.000002 W1 = 0.128611 N1 = 0.121324 deltaLoss = -0.000006 Updating 2 features NewtonStep: 0.063 0.000000 increaseLambda: 0.064 0.001000 85: time = 0.064000 loss = 6.755422 testLoss 6.629490 'CHLA__rev lambda = -0.3980 alpha = -0.018770 lossBound = -0.000013 W1 = 0.310093 N1 = 0.279805 deltaLoss = -0.000022 Updating 2 features NewtonStep: 0.064 0.000000 increaseLambda: 0.064 0.000000 Undoing contribution: was 0.1311083192493152 now 0.13110325841897552 86: time = 0.064000 loss = 6.755417 testLoss 6.630713 'CHLA__rev lambda = -1.6405 alpha = 0.010195 lossBound = -0.000003 W1 = 0.179335 N1 = 0.153039 deltaLoss = -0.000005 Updating 6 features NewtonStep: 0.232 0.002000 Updating 2 features NewtonStep: 0.064 0.000000 increaseLambda: 0.065 0.001000 87: time = 0.065000 loss = 6.755413 testLoss 6.630082 'CHLA__rev lambda = -0.4060 alpha = -0.008047 lossBound = -0.000002 W1 = 0.310089 N1 = 0.279805 deltaLoss = -0.000004 increaseLambda: 0.233 0.001000 Undoing: newLoss 6.092856892735939, oldLoss 6.093142520925865, deltaLossBound -3.053020880482782E-4 Updating 2 features NewtonStep: 0.065 0.000000 increaseLambda: 0.065 0.000000 Undoing contribution: was 0.13110325841897552increaseLambda: 0.233 0.000000 now 0.13110004355498095 88: time = 0.065000 loss = 6.755410 testLoss 6.631056 'CHLA__rev lambda = -1.6324 alpha = 0.008118 lossBound = -0.000002 W1 = 0.179334 N1 = 0.153039 deltaLoss = -0.000003 Search: 0.233 0.000000 Updating 2 features Reducing newton stepsize from 0.7594310858475425 to 0.3657975893306946 NewtonStep: 0.066 0.001000 increaseLambda: 0.234 0.001000 increaseLambda: 0.066 0.000000 Undoing contribution: was 0.008776865680390494 now 0.008749505089596604 89: time = 0.066000 loss = 6.755382 testLoss 6.631514 CHLA^2: lambda = 0.0000 min = 0.0000 max = 758,989.4400 alpha = 0.365798 lossBound = -0.000002 W1 = 0.002945 N1 = 0.001995 deltaLoss = -0.000027 Updating 6 features 76: time = 0.234000 loss = 6.092837 testLoss 6.997289 ANC_COND: lambda = -1.1230 min = 1.0000 max = 2.0000 alpha = -0.692093 lossBound = -0.000305 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000305 Newton: returning 0.2518664129545551 Updating 2 features Loss was 6.75538213967575, now 6.755328035759862, delta -0.000054 parallelUpdate: 0.066 0.000000 Updating 2 features NewtonStep: 0.917 0.004000 Updating 2 features NewtonStep: 0.066 0.000000 increaseLambda: 0.067 0.001000 Undoing contribution: was 0.0025564816374424337 now 0.002550416105689126 91: time = 0.067000 loss = 6.755322 testLoss 6.632102 'CHLA__rev lambda = -0.2309 alpha = 0.009879 lossBound = -0.000004 W1 = 0.299861 N1 = 0.269770 deltaLoss = -0.000006 increaseLambda: 0.918 0.001000 Undoing: newLoss 6.1006523113117535, oldLoss 6.100654380120858, deltaLossBound -2.068809779999628E-6 Updating 4 features NewtonStep: 1.41 0.004000 Updating 2 features increaseLambda: 0.918 0.000000 NewtonStep: 0.067 0.000000 increaseLambda: 1.41 0.000000 increaseLambda: 0.067 0.000000 Undoing: newLoss 6.755320768059458, oldLoss 6.755321970228109, deltaLossBound -1.202185178310111E-6 386: time = 1.410000 loss = 6.004417 testLoss 7.001583 'COND__rev lambda = -0.9635 alpha = -0.005748 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Search: 0.918 0.000000 increaseLambda: 0.067 0.000000 Search: 0.067 0.000000 increaseLambda: 0.918 0.000000 Updating 8 features NewtonStep: 0.235 0.001000 273: time = 0.918000 loss = 6.100652 testLoss 6.863789 'PTL_COND__rev lambda = 0.2038 alpha = 0.004226 lossBound = -0.000002 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000002 increaseLambda: 0.068 0.001000 Undoing contribution: was 0.08127064056342756 now 0.08126943837825126 92: time = 0.068000 loss = 6.755321 testLoss 6.631792 'CHLA__rev lambda = 3.6702 alpha = -0.008065 lossBound = -0.000001 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000001 increaseLambda: 0.236 0.001000 77: time = 0.236000 loss = 6.092331 testLoss 7.022937 NTL_COND: lambda = -0.8000 min = 1.0000 max = 3.0000 alpha = -0.124025 lossBound = -0.000224 W1 = 0.171598 N1 = 0.161765 deltaLoss = -0.000506 Updating 2 features NewtonStep: 0.068 0.000000 increaseLambda: 0.068 0.000000 Undoing contribution: was 0.002550416105689126 now 0.0025502291756248096 93: time = 0.068000 loss = 6.755321 testLoss 6.631935 'CHLA__rev lambda = -0.2292 alpha = 0.001732 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.069 0.001000 increaseLambda: 0.069 0.000000 94: time = 0.069000 loss = 6.755320 testLoss 6.631752 'CHLA__rev lambda = -0.4429 alpha = -0.002342 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.412 0.002000 Updating 2 features NewtonStep: 0.069 0.000000 increaseLambda: 0.069 0.000000 Undoing contribution: was 0.0025502291756248096 now 0.0025498844609191406 95: time = 0.069000 loss = 6.755320 testLoss 6.631946 'CHLA__rev lambda = -0.2268 alpha = 0.002353 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 increaseLambda: 1.412 0.000000 Undoing: newLoss 6.0044168744257735, oldLoss 6.004417038090777, deltaLossBound -1.6366588009335205E-7 Updating 2 features Updating 6 features NewtonStep: 0.07 0.001000 NewtonStep: 0.238 0.002000 increaseLambda: 1.413 0.001000 Updating 3 features increaseLambda: 0.07 0.000000 96: time = 0.070000 loss = 6.755320 testLoss 6.631763 'CHLA__rev lambda = -0.4452 NewtonStep: 0.921 0.003000 alpha = -0.002339 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Search: 1.413 0.000000 increaseLambda: 0.238 0.000000 78: time = 0.238000 loss = 6.091769 testLoss 7.009937 'CHLA__rev lambda = -0.6069 Updating 2 features increaseLambda: 0.921 0.000000 Undoing contribution: was 3.459719214206298E-4 now 3.431978158247257E-4 alpha = -0.103272 lossBound = -0.000379 W1 = 0.179383 N1 = 0.152846 deltaLoss = -0.000562 274: time = 0.921000 loss = 6.100650 testLoss 6.864169 NewtonStep: 0.07 0.000000 increaseLambda: 1.413 0.000000 Undoing contribution: was 0.13689855844339505 now 0.13689839477751597 'ANC__rev lambda = 0.0037 alpha = -0.007916 lossBound = -0.000002 W1 = 0.196946 N1 = 0.222828 deltaLoss = -0.000003 387: time = 1.413000 loss = 6.004417 testLoss 7.000813 'NTL_COND lambda = -1.3903 alpha = 0.004757 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 increaseLambda: 0.07 0.000000 Undoing contribution: was 0.0025498844609191406 now 0.0025495407440694917 97: time = 0.070000 loss = 6.755319 testLoss 6.631957 'CHLA__rev lambda = -0.2245 alpha = 0.002349 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.071 0.001000 increaseLambda: 0.071 0.000000 98: time = 0.071000 loss = 6.755319 testLoss 6.631775 'CHLA__rev lambda = -0.4476 alpha = -0.002335 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.071 0.000000 increaseLambda: 0.071 0.000000 Undoing contribution: was 0.0025495407440694917 now 0.0025491980220764842 99: time = 0.071000 loss = 6.755319 testLoss 6.631968 'CHLA__rev lambda = -0.2221 alpha = 0.002346 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.072 0.001000 Updating 9 features NewtonStep: 0.24 0.002000 increaseLambda: 0.072 0.000000 100: time = 0.072000 loss = 6.755318 testLoss 6.631786 'CHLA__rev lambda = -0.4499 alpha = -0.002332 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 4 features NewtonStep: 0.923 0.002000 Updating 3 features NewtonStep: 1.415 0.002000 increaseLambda: 0.24 0.000000 Updating 2 features NewtonStep: 0.072 0.000000 79: time = 0.240000 loss = 6.091072 testLoss 7.017153 CHLA_COND^2: lambda = 2.1994 min = 1.0000 max = 81.0000 alpha = 0.190997 lossBound = -0.000499 W1 = 0.070049 N1 = 0.079044 deltaLoss = -0.000697 increaseLambda: 0.923 0.000000 increaseLambda: 0.072 0.000000 Undoing contribution: was 0.0025491980220764842increaseLambda: 1.415 0.000000 Undoing contribution: was 0.007997537043869766 now 0.007997280239652764 275: time = 0.923000 loss = 6.100648 testLoss 6.865500 PTL_COND: lambda = -0.8029 min = 1.0000 max = 3.0000 alpha = -0.005324 lossBound = -0.000001 W1 = 0.235003 N1 = 0.220588 deltaLoss = -0.000002 now 0.002548856292006465 388: time = 1.415000 loss = 6.004417 testLoss 7.001086 101: time = 0.072000 loss = 6.755318 testLoss 6.631979 'CHLA__rev lambda = -0.7791 'CHLA__rev lambda = -0.2198 alpha = 0.002269 lossBound = -0.000000 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000000 alpha = 0.002342 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.073 0.001000 increaseLambda: 0.073 0.000000 102: time = 0.073000 loss = 6.755317 testLoss 6.631797 'CHLA__rev lambda = -0.4522 alpha = -0.002328 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.073 0.000000 increaseLambda: 0.073 0.000000 Undoing contribution: was 0.002548856292006465 now 0.002548515550928445 103: time = 0.073000 loss = 6.755317 testLoss 6.631990 'CHLA__rev lambda = -0.2174 alpha = 0.002339 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.074 0.001000 Updating 9 features NewtonStep: 0.242 0.002000 increaseLambda: 0.074 0.000000 104: time = 0.074000 loss = 6.755317 testLoss 6.631809 'CHLA__rev lambda = -0.4546 alpha = -0.002325 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.417 0.002000 increaseLambda: 0.242 0.000000 Undoing: newLoss 6.563542636706811, oldLoss 6.091072252792947, deltaLossBound -2.3475787724459304E-4 Updating 1 features NewtonStep: 0.074 0.000000 Updating 3 features NewtonStep: 0.925 0.002000 increaseLambda: 0.074 0.000000 Undoing contribution: was 0.002548515550928445 now 0.0025481757959283113 105: time = 0.074000 loss = 6.755316 testLoss 6.632001 'CHLA__rev lambda = -0.2151 alpha = 0.002336 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 increaseLambda: 0.243 0.001000 increaseLambda: 1.418 0.001000 389: time = 1.418000 loss = 6.004416 testLoss 7.000975 'PTL__rev lambda = -0.2067 alpha = -0.002727 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000000 increaseLambda: 0.926 0.001000 Undoing: newLoss 6.10064686367401, oldLoss 6.100647896025825, deltaLossBound -1.0323519841055851E-6 Updating 1 features NewtonStep: 0.075 0.001000 Updating 32 features Search: 0.243 0.000000 increaseLambda: 0.075 0.000000 106: time = 0.075000 loss = 6.755316 testLoss 6.631820 'CHLA__rev lambda = -0.4569 alpha = -0.002322 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 increaseLambda: 0.243 0.000000 80: time = 0.243000 loss = 6.088415 testLoss 7.015212 Updating 1 features Reducing stepsize from 3.4360048470666005 to 2.0245283293759986 NewtonStep: 0.075 0.000000 Reducing stepsize from 2.0245283293759986 to 1.4983838548017154 Reducing stepsize from 1.4983838548017154 to 1.4811697650956657 Newton: returning 1.4811697650956657 Updating 5 features increaseLambda: 0.075 0.000000 Undoing contribution: was 0.0025481757959283113 now 0.0025478370240928382 107: time = 0.075000 loss = 6.755316 testLoss 6.632013 'CHLA__rev lambda = -0.2128 alpha = 0.002332 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 increaseLambda: 0.927 0.001000 Search: 0.927 0.000000 Updating 1 features NewtonStep: 0.076 0.001000 increaseLambda: 0.076 0.000000 108: time = 0.076000 loss = 6.755315 testLoss 6.631832 'CHLA__rev lambda = -0.4592 alpha = -0.002318 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 increaseLambda: 0.927 0.000000 Undoing contribution: was 0.024218937386117183 now 0.024217905034131064 PTL: lambda = 2.5853 min = 1.0000 max = 4,865.0000 alpha = 2.585299 lossBound = -0.000235 W1 = 0.021332 N1 = 0.021255 deltaLoss = -0.002658 276: time = 0.927000 loss = 6.100647 testLoss 6.864742 'PTL_COND__rev lambda = 0.2008 alpha = -0.002986 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.076 0.000000 increaseLambda: 0.076 0.000000 Undoing contribution: was 0.0025478370240928382 now 0.0025474992325176826 109: time = 0.076000 loss = 6.755315 testLoss 6.632024 'CHLA__rev lambda = -0.2104 alpha = 0.002329 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Loss was 6.004416198129303, now 6.004339839095944, delta -0.000076 parallelUpdate: 1.42 0.002000 Updating 1 features NewtonStep: 0.077 0.001000 increaseLambda: 0.077 0.000000 110: time = 0.077000 loss = 6.755315 testLoss 6.631843 'CHLA__rev lambda = -0.4615 alpha = -0.002315 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.077 0.000000 increaseLambda: 0.077 0.000000 Undoing contribution: was 0.0025474992325176826 now 0.0025471624183127117 111: time = 0.077000 loss = 6.755314 testLoss 6.632035 'CHLA__rev lambda = -0.2081 alpha = 0.002325 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.078 0.001000 Updating 6 features NewtonStep: 0.246 0.003000 increaseLambda: 0.078 0.000000 112: time = 0.078000 loss = 6.755314 testLoss 6.631854 'CHLA__rev lambda = -0.4638 alpha = -0.002311 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 1 features increaseLambda: 0.246 0.000000 Undoing contribution: was 0.16088382804702828 now 0.15993248221113532 NewtonStep: 0.078 0.000000 Updating 3 features 81: time = 0.246000 loss = 6.087463 testLoss 7.016306 'PTL__rev lambda = -0.9349 alpha = 0.173237 lossBound = -0.000536 W1 = 0.145821 N1 = 0.122951 deltaLoss = -0.000951 NewtonStep: 0.929 0.002000 increaseLambda: 0.078 0.000000 Undoing contribution: was 0.0025471624183127117 now 0.002546826578593122 113: time = 0.078000 loss = 6.755314 testLoss 6.632046 'CHLA__rev lambda = -0.2058 alpha = 0.002322 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 increaseLambda: 0.93 0.001000 Undoing: newLoss 6.100646162004458, oldLoss 6.1006468636738385, deltaLossBound -7.016851792267297E-7 Updating 5 features Updating 1 features NewtonStep: 1.422 0.002000 NewtonStep: 0.079 0.001000 increaseLambda: 0.079 0.000000 114: time = 0.079000 loss = 6.755313 testLoss 6.631866 'CHLA__rev lambda = -0.4661 alpha = -0.002308 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 increaseLambda: 0.93 0.000000 increaseLambda: 1.422 0.000000 Undoing contribution: was 0.004504857268077566 now 0.004502547410213475 391: time = 1.422000 loss = 6.004338 testLoss 6.999630 'ANC__rev lambda = -0.5229 alpha = 0.015448 lossBound = -0.000001 W1 = 0.043050 N1 = 0.028343 deltaLoss = -0.000002 Search: 0.93 0.000000 Updating 1 features NewtonStep: 0.079 0.000000 increaseLambda: 0.079 0.000000 Undoing contribution: was 0.002546826578593122 now 0.002546491710482104 115: time = 0.079000 loss = 6.755313 testLoss 6.632057 'CHLA__rev lambda = -0.2035 alpha = 0.002319 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 increaseLambda: 0.931 0.001000 277: time = 0.931000 loss = 6.100646 testLoss 6.866331 'NTL_COND lambda = -1.1145 alpha = -0.009826 lossBound = -0.000001 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.08 0.001000 increaseLambda: 0.08 0.000000 116: time = 0.080000 loss = 6.755313 testLoss 6.631877 'CHLA__rev lambda = -0.4684 alpha = -0.002305 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 8 features NewtonStep: 0.248 0.002000 Updating 1 features NewtonStep: 0.08 0.000000 increaseLambda: 0.08 0.000000 Undoing contribution: was 0.002546491710482104 now 0.0025461578111161697 117: time = 0.080000 loss = 6.755312 testLoss 6.632068 'CHLA__rev lambda = -0.2012 increaseLambda: 0.248 0.000000 82: time = 0.248000 loss = 6.086764 testLoss 7.001849 'CHLA__rev lambda = -0.7211 alpha = -0.114233 lossBound = -0.000477 W1 = 0.179445 N1 = 0.152846 deltaLoss = -0.000700 alpha = 0.002315 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.081 0.001000 increaseLambda: 0.081 0.000000 118: time = 0.081000 loss = 6.755312 testLoss 6.631888 'CHLA__rev lambda = -0.4707 alpha = -0.002301 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 1 features Updating 3 features NewtonStep: 0.081 0.000000 NewtonStep: 0.932 0.001000 Updating 5 features NewtonStep: 1.425 0.003000 increaseLambda: 0.082 0.001000 Undoing contribution: was 0.0025461578111161697 now 0.002545824877634497 119: time = 0.082000 loss = 6.755312 testLoss 6.632079 'CHLA__rev lambda = -0.1989 alpha = 0.002312 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 6 features Newton: returning 0.2838941693897053 Updating 1 features increaseLambda: 0.933 0.001000 278: time = 0.933000 loss = 6.100645 testLoss 6.866775 'COND__rev lambda = -0.7942 alpha = -0.006876 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Loss was 6.755311762033588, now 6.755308157154353, delta -0.000004 parallelUpdate: 0.082 0.000000 Updating 1 features NewtonStep: 0.082 0.000000 Updating 7 features NewtonStep: 0.25 0.002000 increaseLambda: 0.082 0.000000 Undoing: newLoss 6.768205337914425, oldLoss 6.755308157154353, deltaLossBound -2.5465336984630536E-7 increaseLambda: 1.425 0.000000 Undoing contribution: was 0.0025552567954094376 now 0.0025544420840532813 392: time = 1.425000 loss = 6.004337 testLoss 6.999386 CHLA_COND^2: lambda = 2.3849 min = 1.0000 max = 81.0000 increaseLambda: 0.083 0.001000 alpha = -0.005877 lossBound = -0.000001 W1 = 0.069372 N1 = 0.079044 deltaLoss = -0.000001 increaseLambda: 0.251 0.001000 Undoing: newLoss 6.0943263042174705, oldLoss 6.086763655040325, deltaLossBound -3.4612041328522115E-4 Search: 0.083 0.000000 increaseLambda: 0.083 0.000000 121: time = 0.083000 loss = 6.755308 testLoss 6.632031 'CHLA__rev lambda = -0.0019 alpha = -0.001861 lossBound = -0.000000 W1 = 0.179222 N1 = 0.152846 deltaLoss = -0.000000 increaseLambda: 0.251 0.000000 Updating 1 features NewtonStep: 0.083 0.000000 Search: 0.251 0.000000 increaseLambda: 0.083 0.000000 Undoing contribution: was 0.002545824877634497 now 0.0025456003721340847 122: time = 0.083000 loss = 6.755308 testLoss 6.632188 'CHLA__rev lambda = -0.1864 alpha = 0.001898 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 increaseLambda: 0.252 0.001000 Updating 4 features 83: time = 0.252000 loss = 6.084485 testLoss 7.006161 'DOC__rev lambda = 0.4513 alpha = 0.451256 lossBound = -0.000346 W1 = 0.686034 N1 = 0.698862 deltaLoss = -0.002279 Updating 1 features NewtonStep: 0.084 0.001000 NewtonStep: 0.935 0.002000 increaseLambda: 0.084 0.000000 123: time = 0.084000 loss = 6.755307 testLoss 6.631843 'CHLA__rev lambda = -0.0047 alpha = -0.002860 lossBound = -0.000000 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.084 0.000000 increaseLambda: 0.084 0.000000 Undoing contribution: was 0.0025456003721340847 now 0.00254527247489317 124: time = 0.084000 loss = 6.755307 testLoss 6.632032 'CHLA__rev lambda = -0.1841 alpha = 0.002294 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 increaseLambda: 0.936 0.001000 Undoing contribution: was 0.18679169029729562 now 0.18679050617393003 Updating 1 features 279: time = 0.936000 loss = 6.100643 testLoss 6.866843 'PTL__rev lambda = -0.5038 NewtonStep: 0.085 0.001000 increaseLambda: 0.085 0.000000 125: time = 0.085000 loss = 6.755307 testLoss 6.631853 'CHLA__rev lambda = -0.4914 alpha = -0.002292 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 5 features alpha = 0.005877 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 NewtonStep: 1.428 0.003000 Updating 1 features NewtonStep: 0.085 0.000000 Updating 9 features NewtonStep: 0.254 0.002000 increaseLambda: 0.086 0.001000 Undoing contribution: was 0.00254527247489317 now 0.0025449422627928397 126: time = 0.086000 loss = 6.755306 testLoss 6.632043 'CHLA__rev lambda = -0.1818 alpha = 0.002302 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 increaseLambda: 1.429 0.001000 393: time = 1.429000 loss = 6.004335 testLoss 7.001236 NTL_COND^2: lambda = -1.1154 min = 1.0000 max = 9.0000 Updating 1 features alpha = -0.009155 lossBound = -0.000001 W1 = 0.128610 N1 = 0.121324 deltaLoss = -0.000002 NewtonStep: 0.086 0.000000 increaseLambda: 0.254 0.000000 84: time = 0.254000 loss = 6.083687 testLoss 7.016145 'NTL__rev lambda = -1.1617 alpha = -0.362612 lossBound = -0.000336 W1 = 0.023967 N1 = 0.011802 deltaLoss = -0.000797 increaseLambda: 0.086 0.000000 127: time = 0.086000 loss = 6.755306 testLoss 6.631864 'CHLA__rev lambda = -0.4937 alpha = -0.002288 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.087 0.001000 increaseLambda: 0.087 0.000000 Undoing contribution: was 0.0025449422627928397 now 0.002544613005808496 128: time = 0.087000 loss = 6.755306 testLoss 6.632054 'CHLA__rev lambda = -0.1795 alpha = 0.002299 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.087 0.000000 increaseLambda: 0.087 0.000000 129: time = 0.087000 loss = 6.755305 testLoss 6.631875 'CHLA__rev lambda = -0.4960 alpha = -0.002285 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.088 0.001000 Updating 5 features NewtonStep: 0.939 0.003000 increaseLambda: 0.088 0.000000 Undoing contribution: was 0.002544613005808496 now 0.0025442847011228364 130: time = 0.088000 loss = 6.755305 testLoss 6.632065 'CHLA__rev lambda = -0.1772 alpha = 0.002295 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.431 0.002000 Updating 10 features increaseLambda: 0.939 0.000000 Updating 1 features NewtonStep: 0.088 0.000000 280: time = 0.939000 loss = 6.100641 testLoss 6.867476 'NTL__rev lambda = -0.4391 alpha = -0.021259 lossBound = -0.000001 W1 = 0.024085 N1 = 0.012042 deltaLoss = -0.000002 increaseLambda: 0.088 0.000000 increaseLambda: 1.431 0.000000 Undoing contribution: was 0.001734629557857465 now 0.0017327706337432697 131: time = 0.088000 loss = 6.755305 testLoss 6.631887 'CHLA__rev lambda = -0.4983 alpha = -0.002282 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 increaseLambda: 0.256 0.002000 Undoing contribution: was 0.11595575874488784 now 0.1157387942935193 394: time = 1.431000 loss = 6.004333 testLoss 7.001340 ANC^2: lambda = -0.8697 min = 0.2500 max = 8,396,588,362.4100 alpha = 0.084165 lossBound = -0.000001 W1 = 0.001696 N1 = 0.000695 deltaLoss = -0.000002 85: time = 0.256000 loss = 6.083470 testLoss 7.016791 (LAKE_ORIGIN=1.0) lambda = 0.4899 alpha = -0.069906 lossBound = -0.000217 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000217 Updating 1 features NewtonStep: 0.089 0.001000 increaseLambda: 0.089 0.000000 Undoing contribution: was 0.0025442847011228364 now 0.0025439573459292175 132: time = 0.089000 loss = 6.755304 testLoss 6.632076 'CHLA__rev lambda = -0.1749 alpha = 0.002292 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.089 0.000000 increaseLambda: 0.089 0.000000 133: time = 0.089000 loss = 6.755304 testLoss 6.631780 'CHLA__rev lambda = -0.0072 alpha = -0.002452 lossBound = -0.000000 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.09 0.001000 increaseLambda: 0.09 0.000000 Undoing contribution: was 0.0025439573459292175 now 0.002543716529668951 134: time = 0.090000 loss = 6.755304 testLoss 6.631942 'CHLA__rev lambda = -0.1729 alpha = 0.001966 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 6 features NewtonStep: 0.941 0.002000 Updating 1 features Updating 4 features NewtonStep: 0.09 0.000000 Updating 10 features NewtonStep: 0.258 0.002000 NewtonStep: 1.433 0.002000 increaseLambda: 0.941 0.000000 Undoing contribution: was 0.006584145654354634 now 0.0065823324277813015 increaseLambda: 0.09 0.000000 135: time = 0.090000 loss = 6.755303 testLoss 6.631762 'CHLA__rev lambda = -0.5006 alpha = -0.002303 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 281: time = 0.941000 loss = 6.100639 testLoss 6.867034 'COND__rev lambda = -0.0757 alpha = 0.006420 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000002 increaseLambda: 1.433 0.000000 increaseLambda: 0.258 0.000000 395: time = 1.433000 loss = 6.004332 testLoss 7.001333 86: time = 0.258000 loss = 6.082907 testLoss 7.042058 TURB_COND^2: lambda = -0.5749 min = 1.0000 max = 9.0000 'TURB__rev lambda = -0.0059 alpha = -0.156827 lossBound = -0.000347 W1 = 0.070935 N1 = 0.062500 deltaLoss = -0.000563 Updating 1 features NewtonStep: 0.091 0.001000 increaseLambda: 0.091 0.000000 Undoing contribution: was 0.002543716529668951 now 0.002543383179668903 136: time = 0.091000 loss = 6.755303 testLoss 6.631953 'CHLA__rev lambda = -0.1706 alpha = 0.002313 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.091 0.000000 increaseLambda: 0.091 0.000000 137: time = 0.091000 loss = 6.755303 testLoss 6.631774 'CHLA__rev lambda = -0.5029 alpha = -0.002299 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.092 0.001000 increaseLambda: 0.092 0.000000 Undoing contribution: was 0.002543383179668903 now 0.002543050794000581 138: time = 0.092000 loss = 6.755302 testLoss 6.631964 'CHLA__rev lambda = -0.1683 alpha = 0.002310 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.092 0.000000 increaseLambda: 0.092 0.000000 139: time = 0.092000 loss = 6.755302 testLoss 6.631785 'CHLA__rev lambda = -0.5052 alpha = -0.002296 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 alpha = -0.005796 lossBound = -0.000001 W1 = 0.187529 N1 = 0.164242 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.26 0.002000 Updating 1 features NewtonStep: 0.093 0.001000 increaseLambda: 0.093 0.000000 Undoing contribution: was 0.002543050794000581 now 0.0025427193697942795 increaseLambda: 0.261 0.001000 140: time = 0.093000 loss = 6.755302 testLoss 6.631975 'CHLA__rev lambda = -0.1660 alpha = 0.002307 lossBound = -0.000000 W1 = 0.299859 N1 = 0.269770 deltaLoss = -0.000000 Converged after 140 iterations 140: time = 0.093000 loss = 6.755302 testLoss 6.631975 Res.gain: 0.26845725743164994 87: time = 0.261000 loss = 6.082382 testLoss 7.040684 'TURB__rev lambda = -0.4620 alpha = -0.152043 lossBound = -0.000144 W1 = 0.771559 N1 = 0.749584 deltaLoss = -0.000526 Updating 7 features NewtonStep: 0.944 0.003000 increaseLambda: 0.945 0.001000 282: time = 0.945000 loss = 6.100638 testLoss 6.867465 'COND__rev lambda = -0.8008 alpha = -0.006677 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Making features makeFeatures: max memory 1908932608, total allocated 567803904, free 257424976, used 310378928, increment 147467776 Daphnia_lumholtzi CHLA_COND: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 34 samples Density: max memory 1908932608, total allocated 567803904, free 257424976, used 310378928, increment 0 linearPredictor: max memory 1908932608, total allocated 567803904, free 257424976, used 310378928, increment 0 Updating 7 features NewtonStep: 0.263 0.002000 FeaturedSpace: max memory 1908932608, total allocated 567803904, free 257424976, used 310378928, increment 0 Sequential: max memory 1908932608, total allocated 567803904, free 257424976, used 310378928, increment 0 Initial loss: 7.023758954738443 Initial test loss: 7.023758954738443 Updating 2 features NewtonStep: 0.0 0.000000 increaseLambda: 0.0 0.000000 Undoing: newLoss 7.012596166137983, oldLoss 7.023758954738443, deltaLossBound -0.049252397559705306 increaseLambda: 0.263 0.000000 Undoing contribution: was 0.026876176679271394 now 0.02647645919899372 increaseLambda: 0.0 0.000000 88: time = 0.263000 loss = 6.081982 testLoss 7.040385 'TURB__rev lambda = -0.4761 alpha = 0.104005 lossBound = -0.000203 W1 = 0.187675 N1 = 0.164242 deltaLoss = -0.000400 Search: 0.001 0.001000 increaseLambda: 0.001 0.000000 0: time = 0.001000 loss = 7.022280 testLoss 7.023958 'CHLA_COND lambda = 0.0438 alpha = 0.043756 lossBound = -0.049252 W1 = 0.004651 N1 = 0.058824 deltaLoss = -0.001479 Updating 2 features NewtonStep: 0.001 0.000000 increaseLambda: 0.001 0.000000 Undoing: newLoss 7.017426871376298, oldLoss 7.022280309451103, deltaLossBound -0.04777375227237587 increaseLambda: 0.001 0.000000 Search: 0.001 0.000000 Updating 6 features increaseLambda: 0.001 0.000000 1: time = 0.001000 loss = 7.020840 testLoss 7.024162 'CHLA_COND lambda = 0.0866 alpha = 0.042881 lossBound = -0.047774 W1 = 0.004853 N1 = 0.058824 deltaLoss = -0.001440 Updating 2 features NewtonStep: 0.001 0.000000 increaseLambda: 0.001 0.000000 Undoing: newLoss 7.01624392609395, oldLoss 7.020839834272942, deltaLossBound -0.046333277094177276 increaseLambda: 0.002 0.001000 Updating 4 features NewtonStep: 1.44 0.007000 Search: 0.002 0.000000 increaseLambda: 0.002 0.000000 2: time = 0.002000 loss = 7.019437 testLoss 7.024370 'CHLA_COND lambda = 0.1287 alpha = 0.042023 lossBound = -0.046333 W1 = 0.005061 N1 = 0.058824 deltaLoss = -0.001403 Updating 2 features NewtonStep: 0.002 0.000000 increaseLambda: 1.44 0.000000 Undoing contribution: was 0.007997280239652764 now 0.007996854341202035 increaseLambda: 0.002 0.000000 Undoing: newLoss 7.015082464404116, oldLoss 7.0194367835955, deltaLossBound -0.04493022641674269 396: time = 1.440000 loss = 6.004331 testLoss 7.001684 'CHLA__rev lambda = -0.7647 NewtonStep: 0.947 0.002000 increaseLambda: 0.002 0.000000 alpha = 0.002923 lossBound = -0.000000 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000000 Updating 8 features NewtonStep: 0.265 0.002000 Search: 0.002 0.000000 increaseLambda: 0.003 0.001000 3: time = 0.003000 loss = 7.018070 testLoss 7.024583 'CHLA_COND lambda = 0.1698 alpha = 0.041183 lossBound = -0.044930 W1 = 0.005272 N1 = 0.058824 deltaLoss = -0.001366 Updating 2 features NewtonStep: 0.003 0.000000 increaseLambda: 0.266 0.001000 increaseLambda: 0.003 0.000000 Undoing: newLoss 7.013942907002362, oldLoss 7.01807041928179, deltaLossBound -0.04356386210304179 89: time = 0.266000 loss = 6.081726 testLoss 7.044718 CHLA_COND^2: lambda = 2.3101 min = 1.0000 max = 81.0000 alpha = 0.110766 lossBound = -0.000185 W1 = 0.069607 N1 = 0.079044 deltaLoss = -0.000256 Updating 25 features increaseLambda: 0.003 0.000000 Search: 0.003 0.000000 increaseLambda: 0.003 0.000000 4: time = 0.003000 loss = 7.016740 testLoss 7.024800 'CHLA_COND lambda = 0.2102 alpha = 0.040359 lossBound = -0.043564 W1 = 0.005488 N1 = 0.058824 deltaLoss = -0.001330 Updating 2 features Newton: returning 0.21205690151008216 Updating 7 features NewtonStep: 0.003 0.000000 increaseLambda: 0.003 0.000000 Undoing: newLoss 7.012825585047195, oldLoss 7.016740010639144, deltaLossBound -0.0422334534603783 increaseLambda: 0.003 0.000000 Search: 0.004 0.001000 increaseLambda: 0.004 0.000000 5: time = 0.004000 loss = 7.015445 testLoss 7.025021 'CHLA_COND lambda = 0.2498 alpha = 0.039552 lossBound = -0.042233 W1 = 0.005708 N1 = 0.058824 deltaLoss = -0.001295 Updating 2 features NewtonStep: 0.004 0.000000 increaseLambda: 0.004 0.000000 Undoing: newLoss 7.011730749238913, oldLoss 7.015444834408883, deltaLossBound -0.04093827723016327 increaseLambda: 0.004 0.000000 Search: 0.004 0.000000 Loss was 6.081725700188758, now 6.080597995194086, delta -0.001128 parallelUpdate: 0.268 0.002000 increaseLambda: 0.005 0.001000 6: time = 0.005000 loss = 7.014184 testLoss 7.025247 'CHLA_COND lambda = 0.2885 alpha = 0.038761 lossBound = -0.040938 W1 = 0.005933 N1 = 0.058824 deltaLoss = -0.001261 Updating 2 features NewtonStep: 0.005 0.000000 increaseLambda: 0.005 0.000000 Undoing: newLoss 7.0106585779796, oldLoss 7.0141841747717315, deltaLossBound -0.039677617592989566 increaseLambda: 0.005 0.000000 Updating 4 features NewtonStep: 1.443 0.003000 Search: 0.005 0.000000 increaseLambda: 0.005 0.000000 7: time = 0.005000 loss = 7.012957 testLoss 7.025477 'CHLA_COND lambda = 0.3265 alpha = 0.037986 lossBound = -0.039678 W1 = 0.006161 N1 = 0.058824 deltaLoss = -0.001227 Updating 2 features NewtonStep: 0.005 0.000000 increaseLambda: 1.443 0.000000 Undoing contribution: was 0.0025544420840532813 now 0.0025541475100969427 397: time = 1.443000 loss = 6.004331 testLoss 7.001538 CHLA_COND^2: lambda = 2.3813 min = 1.0000 max = 81.0000 alpha = -0.003538 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 increaseLambda: 0.005 0.000000 Undoing: newLoss 7.009609184717979, oldLoss 7.012957323366233, deltaLossBound -0.03845076618750059 increaseLambda: 0.952 0.005000 increaseLambda: 0.006 0.001000 283: time = 0.952000 loss = 6.100629 testLoss 6.866951 COND: lambda = -2.0717 min = 4.0000 max = 50,590.0000 alpha = -0.147180 lossBound = -0.000001 W1 = 0.009484 N1 = 0.008479 deltaLoss = -0.000008 Search: 0.006 0.000000 increaseLambda: 0.006 0.000000 8: time = 0.006000 loss = 7.011764 testLoss 7.025710 'CHLA_COND lambda = 0.3637 alpha = 0.037226 lossBound = -0.038451 W1 = 0.006393 N1 = 0.058824 deltaLoss = -0.001194 Updating 2 features NewtonStep: 0.006 0.000000 increaseLambda: 0.006 0.000000 Undoing: newLoss 7.008582624567686, oldLoss 7.011763579320381, deltaLossBound -0.037257022141656194 Updating 7 features NewtonStep: 0.269 0.001000 increaseLambda: 0.006 0.000000 Search: 0.006 0.000000 increaseLambda: 0.27 0.001000 increaseLambda: 0.007 0.001000 9: time = 0.007000 loss = 7.010602 testLoss 7.025948 'CHLA_COND lambda = 0.4002 alpha = 0.036481 lossBound = -0.037257 W1 = 0.006629 N1 = 0.058824 deltaLoss = -0.001161 Updating 2 features 91: time = 0.270000 loss = 6.078979 testLoss 7.046970 NewtonStep: 0.007 0.000000 ANC: lambda = -1.5918 min = -63.0000 max = 91,632.9000 alpha = -1.591796 lossBound = -0.000147 W1 = 0.023425 N1 = 0.022588 deltaLoss = -0.001619 increaseLambda: 0.007 0.000000 Undoing: newLoss 6.996228077859059, oldLoss 7.01060224929367, deltaLossBound -0.03609569211493071 increaseLambda: 0.007 0.000000 Search: 0.007 0.000000 increaseLambda: 0.007 0.000000 10: time = 0.007000 loss = 7.005045 testLoss 7.027244 'CHLA_COND lambda = 0.5790 Updating 5 features alpha = 0.178759 lossBound = -0.036096 W1 = 0.007916 N1 = 0.058824 deltaLoss = -0.005558 Updating 2 features NewtonStep: 1.445 0.002000 NewtonStep: 0.007 0.000000 increaseLambda: 0.007 0.000000 Undoing: newLoss 6.99392778401843, oldLoss 7.0050446246245075, deltaLossBound -0.03053806744576809 Updating 7 features NewtonStep: 0.953 0.001000 increaseLambda: 0.007 0.000000 increaseLambda: 1.446 0.001000 398: time = 1.446000 loss = 6.004331 testLoss 7.001443 'PTL__rev lambda = -0.2207 alpha = -0.002335 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000000 Search: 0.008 0.001000 increaseLambda: 0.954 0.001000 Undoing contribution: was 0.00505263589875349 now 0.005051167527777569 increaseLambda: 0.008 0.000000 284: time = 0.954000 loss = 6.100628 testLoss 6.865234 11: time = 0.008000 loss = 7.000257 testLoss 7.028625 'CHLA_COND lambda = 0.7398 alpha = 0.160883 lossBound = -0.030538 W1 = 0.009285 N1 = 0.058824 deltaLoss = -0.004788 NTL_COND^2: lambda = -1.5691 min = 1.0000 max = 9.0000 Updating 2 features alpha = 0.008484 lossBound = -0.000001 W1 = 0.128610 N1 = 0.121324 deltaLoss = -0.000001 NewtonStep: 0.008 0.000000 increaseLambda: 0.008 0.000000 Undoing: newLoss 6.991587416301951, oldLoss 7.000256565861332, deltaLossBound -0.025750008682593535 increaseLambda: 0.008 0.000000 Search: 0.008 0.000000 Updating 5 features NewtonStep: 0.271 0.001000 increaseLambda: 0.008 0.000000 12: time = 0.008000 loss = 6.996150 testLoss 7.030071 'CHLA_COND lambda = 0.8846 alpha = 0.144795 lossBound = -0.025750 W1 = 0.010716 N1 = 0.058824 deltaLoss = -0.004106 Updating 2 features NewtonStep: 0.008 0.000000 increaseLambda: 0.009 0.001000 Undoing: newLoss 6.989343026503614, oldLoss 6.996150191643689, deltaLossBound -0.021643634464925416 increaseLambda: 0.009 0.000000 increaseLambda: 0.272 0.001000 Undoing: newLoss 6.101253632333328, oldLoss 6.078979140580893, deltaLossBound -2.506179231713582E-4 Search: 0.009 0.000000 increaseLambda: 0.009 0.000000 13: time = 0.009000 loss = 6.992644 testLoss 7.031561 'CHLA_COND lambda = 1.0150 alpha = 0.130315 lossBound = -0.021644 W1 = 0.012190 N1 = 0.058824 deltaLoss = -0.003506 Updating 2 features increaseLambda: 0.272 0.000000 NewtonStep: 0.009 0.000000 increaseLambda: 0.009 0.000000 Undoing: newLoss 6.987268202233828, oldLoss 6.992643875114519, deltaLossBound -0.01813731793579762 increaseLambda: 0.009 0.000000 Search: 0.272 0.000000 Updating 3 features NewtonStep: 1.447 0.001000 Search: 0.009 0.000000 increaseLambda: 0.01 0.001000 14: time = 0.010000 loss = 6.989662 testLoss 7.033077 'CHLA_COND lambda = 1.1322 alpha = 0.117284 lossBound = -0.018137 W1 = 0.013686 N1 = 0.058824 deltaLoss = -0.002981 Updating 2 features increaseLambda: 0.273 0.001000 NewtonStep: 0.01 0.000000 increaseLambda: 1.448 0.001000 92: time = 0.273000 loss = 6.078295 testLoss 7.059032 'COND__rev lambda = -0.1968 alpha = -0.196750 lossBound = -0.000251 W1 = 0.700166 N1 = 0.677996 deltaLoss = -0.000684 increaseLambda: 0.01 0.000000 Undoing: newLoss 6.985397303232849, oldLoss 6.989662489735337, deltaLossBound -0.015155932556590708 increaseLambda: 0.01 0.000000 Search: 0.01 0.000000 increaseLambda: 0.01 0.000000 15: time = 0.010000 loss = 6.987138 testLoss 7.034599 'CHLA_COND lambda = 1.2378 Updating 6 features Undoing contribution: was 0.007996854341202035NewtonStep: 0.956 0.002000 alpha = 0.105555 lossBound = -0.015156 W1 = 0.015186 N1 = 0.058824 deltaLoss = -0.002525 Updating 2 features NewtonStep: 0.01 0.000000 increaseLambda: 0.01 0.000000 Undoing: newLoss 6.983740390616344, oldLoss 6.987137545372309, deltaLossBound -0.012630988193569729 increaseLambda: 0.01 0.000000 increaseLambda: 0.957 0.001000 285: time = 0.957000 loss = 6.100627 testLoss 6.866265 PTL_COND: lambda = -0.8070 min = 1.0000 max = 3.0000 alpha = -0.004125 lossBound = -0.000001 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000001 Search: 0.011 0.001000 increaseLambda: 0.011 0.000000 16: time = 0.011000 loss = 6.985007 testLoss 7.036112 'CHLA_COND lambda = 1.3328 alpha = 0.095000 lossBound = -0.012631 W1 = 0.016674 N1 = 0.058824 deltaLoss = -0.002130 Updating 2 features NewtonStep: 0.011 0.000000 increaseLambda: 0.011 0.000000 Undoing: newLoss 6.982292874915624, oldLoss 6.9850071910113956, deltaLossBound -0.010500633832661248 increaseLambda: 0.011 0.000000 Search: 0.011 0.000000 increaseLambda: 0.011 0.000000 17: time = 0.011000 loss = 6.983216 testLoss 7.037599 'CHLA_COND lambda = 1.4183 alpha = 0.085500 lossBound = -0.010501 W1 = 0.018136 N1 = 0.058824 deltaLoss = -0.001791 Updating 2 features Updating 7 features NewtonStep: 0.011 0.000000 NewtonStep: 0.274 0.001000 increaseLambda: 0.012 0.001000 Undoing: newLoss 6.981041770181599, oldLoss 6.983216082913577, deltaLossBound -0.008709525734817033 increaseLambda: 0.012 0.000000 increaseLambda: 0.275 0.001000 Search: 0.012 0.000000 93: time = 0.275000 loss = 6.078085 testLoss 7.051199 'CHLA__rev lambda = -0.8819 alpha = -0.063293 lossBound = -0.000144 W1 = 0.179229 N1 = 0.152846 deltaLoss = -0.000210 increaseLambda: 0.012 0.000000 18: time = 0.012000 loss = 6.981715 testLoss 7.039049 'CHLA_COND lambda = 1.4952 alpha = 0.076950 lossBound = -0.008710 W1 = 0.019558 N1 = 0.058824 deltaLoss = -0.001501 Updating 2 features NewtonStep: 0.012 0.000000 increaseLambda: 0.012 0.000000 Undoing: newLoss 6.979969738499747, oldLoss 6.981715132389181, deltaLossBound -0.00720857521041888 increaseLambda: 0.012 0.000000 Search: 0.012 0.000000 increaseLambda: 0.013 0.001000 19: time = 0.013000 loss = 6.980461 testLoss 7.040450 'CHLA_COND lambda = 1.5645 alpha = 0.069255 lossBound = -0.007209 W1 = 0.020931 N1 = 0.058824 deltaLoss = -0.001254 Updating 7 features now 0.00799655627034515 NewtonStep: 0.959 0.002000 Updating 2 features 399: time = 1.451000 loss = 6.004331 testLoss 7.001737 'CHLA__rev lambda = -0.7622 alpha = 0.002445 lossBound = -0.000000 W1 = 0.179333 N1 = 0.153039 deltaLoss = -0.000000 increaseLambda: 0.959 0.000000 Undoing: newLoss 6.10062632282572, oldLoss 6.100626907894241, deltaLossBound -5.850685736549013E-7 increaseLambda: 0.959 0.000000 Search: 0.96 0.001000 Updating 6 features NewtonStep: 0.277 0.002000 increaseLambda: 0.96 0.000000 Undoing contribution: was 0.024217905034131064 now 0.024217319965556143 286: time = 0.960000 loss = 6.100626 testLoss 6.865695 'PTL_COND__rev lambda = 0.1986 alpha = -0.002248 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 increaseLambda: 0.277 0.000000 Undoing: newLoss 6.094838519263483, oldLoss 6.07808521682849, deltaLossBound -1.083128945731515E-4 increaseLambda: 0.277 0.000000 Search: 0.278 0.001000 increaseLambda: 0.278 0.000000 94: time = 0.278000 loss = 6.077896 testLoss 7.047143 'ANC__rev lambda = 0.0733 alpha = 0.073280 lossBound = -0.000108 W1 = 0.205012 N1 = 0.230670 deltaLoss = -0.000189 NewtonStep: 0.013 0.000000 increaseLambda: 0.015 0.002000 20: time = 0.015000 loss = 6.969626 testLoss 7.058582 CHLA_COND^2: lambda = 0.6992 min = 1.0000 max = 81.0000 alpha = 0.699180 lossBound = -0.006071 W1 = 0.064958 N1 = 0.079044 deltaLoss = -0.010835 Updating 2 features NewtonStep: 0.015 0.000000 increaseLambda: 0.016 0.001000 Undoing: newLoss 6.969485689263958, oldLoss 6.969626255630737, deltaLossBound -1.5705914017640008E-4 Updating 7 features Updating 6 features NewtonStep: 0.962 0.002000 NewtonStep: 1.454 0.003000 increaseLambda: 0.016 0.000000 Search: 0.016 0.000000 increaseLambda: 0.016 0.000000 21: time = 0.016000 loss = 6.969462 testLoss 7.060364 CHLA_COND^2: lambda = 0.7462 min = 1.0000 max = 81.0000 alpha = 0.046974 lossBound = -0.000157 W1 = 0.066798 N1 = 0.079044 deltaLoss = -0.000164 Updating 2 features NewtonStep: 0.016 0.000000 increaseLambda: 0.016 0.000000 Undoing: newLoss 6.969350256673613, oldLoss 6.969461894796157, deltaLossBound -2.0693621294162788E-4 increaseLambda: 1.454 0.000000 Undoing contribution: was 0.0033904064747482567 now 0.003389961397795186 increaseLambda: 0.016 0.000000 400: time = 1.454000 loss = 6.004330 testLoss 7.001521 'COND__rev lambda = -0.2088 alpha = 0.003145 lossBound = -0.000000 W1 = 0.626389 N1 = 0.597545 deltaLoss = -0.000000 Search: 0.017 0.001000 Updating 7 features increaseLambda: 0.017 0.000000 increaseLambda: 0.963 0.001000 NewtonStep: 0.28 0.002000 287: time = 0.963000 loss = 6.100625 testLoss 6.866061 'COND__rev lambda = -0.8065 alpha = -0.005669 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Undoing contribution: was 0.04329779851398019 now 0.04318184606586506 22: time = 0.017000 loss = 6.969346 testLoss 7.058915 'CHLA_COND lambda = 1.5298 alpha = -0.034749 lossBound = -0.000207 W1 = 0.040990 N1 = 0.058824 deltaLoss = -0.000116 Updating 2 features NewtonStep: 0.017 0.000000 increaseLambda: 0.28 0.000000 increaseLambda: 0.017 0.000000 Undoing: newLoss 6.9692357947273536, oldLoss 6.969345942348042, deltaLossBound -1.23665950567332E-4 Undoing: newLoss 6.077803472654318, oldLoss 6.077896061707947, deltaLossBound -9.260732857006458E-5 increaseLambda: 0.017 0.000000 Search: 0.017 0.000000 increaseLambda: 0.28 0.000000 increaseLambda: 0.017 0.000000 23: time = 0.017000 loss = 6.969217 testLoss 7.060511 CHLA_COND^2: lambda = 0.7878 min = 1.0000 max = 81.0000 alpha = 0.041635 lossBound = -0.000124 W1 = 0.067089 N1 = 0.079044 deltaLoss = -0.000129 Updating 2 features NewtonStep: 0.018 0.001000 Search: 0.281 0.001000 increaseLambda: 0.018 0.000000 Undoing: newLoss 6.969092054705953, oldLoss 6.969216537464739, deltaLossBound -2.3111610334163686E-4 increaseLambda: 0.018 0.000000 increaseLambda: 0.281 0.000000 Undoing contribution: was 0.06827214207144769Search: 0.018 0.000000 now 0.0681795347428776 95: time = 0.281000 loss = 6.077803 testLoss 7.037879 increaseLambda: 0.018 0.000000 Undoing contribution: was 0.04318184606586506 now 0.04305228302566899 24: time = 0.018000 loss = 6.969087 testLoss 7.058975 'CHLA_COND lambda = 1.4931 alpha = -0.036690 lossBound = -0.000231 W1 = 0.041143 N1 = 0.058824 deltaLoss = -0.000130 Updating 2 features NewtonStep: 0.018 0.000000 increaseLambda: 0.018 0.000000 Undoing: newLoss 6.968988574114994, oldLoss 6.969086974424543, deltaLossBound -1.1062101542370646E-4 Updating 8 features increaseLambda: 0.018 0.000000 NewtonStep: 1.456 0.002000 Search: 0.019 0.001000 'TURB_COND__rev lambda = 0.4981 alpha = -0.038753 lossBound = -0.000093 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000093 increaseLambda: 0.019 0.000000 25: time = 0.019000 loss = 6.968971 testLoss 7.060489 CHLA_COND^2: lambda = 0.8271 min = 1.0000 max = 81.0000 alpha = 0.039358 lossBound = -0.000111 W1 = 0.067212 N1 = 0.079044 deltaLoss = -0.000116 Updating 2 features NewtonStep: 0.019 0.000000 Updating 4 features NewtonStep: 0.965 0.002000 increaseLambda: 0.019 0.000000 Undoing: newLoss 6.968842925174342, oldLoss 6.968971201071694, deltaLossBound -2.3826739342025375E-4 increaseLambda: 1.457 0.001000 Undoing: newLoss 6.0043299103001555, oldLoss 6.004330069885549, deltaLossBound -1.5958622595790324E-7 increaseLambda: 0.019 0.000000 increaseLambda: 0.965 0.000000 Undoing contribution: was 0.0065823324277813015 now 0.006580580255401669 Search: 0.019 0.000000 288: time = 0.965000 loss = 6.100623 testLoss 6.865626 'COND__rev lambda = -0.0694 increaseLambda: 1.457 0.000000 increaseLambda: 0.019 0.000000 Undoing contribution: was 0.04305228302566899 now 0.04291869278552696 alpha = 0.006312 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000002 26: time = 0.019000 loss = 6.968838 testLoss 7.058928 'CHLA_COND lambda = 1.4558 alpha = -0.037244 lossBound = -0.000238 W1 = 0.041187 N1 = 0.058824 deltaLoss = -0.000134 Updating 2 features NewtonStep: 0.02 0.001000 Search: 1.458 0.001000 increaseLambda: 0.02 0.000000 Undoing: newLoss 6.968780671031498, oldLoss 6.968837610831552, deltaLossBound -1.0467715327328888E-4 increaseLambda: 0.02 0.000000 increaseLambda: 1.458 0.000000 Undoing contribution: was 0.13689858680921996 now 0.13689842722299306 Search: 0.02 0.000000 401: time = 1.458000 loss = 6.004330 testLoss 7.000761 'NTL_COND lambda = -1.3819 alpha = 0.004697 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 increaseLambda: 0.02 0.000000 Undoing contribution: was 0.04291869278552696 now 0.042860182177688166 27: time = 0.020000 loss = 6.968779 testLoss 7.057917 'CHLA_COND lambda = 1.4310 alpha = -0.024829 lossBound = -0.000105 W1 = 0.040217 N1 = 0.058824 deltaLoss = -0.000059 Updating 2 features NewtonStep: 0.02 0.000000 increaseLambda: 0.02 0.000000 Undoing: newLoss 6.968627785911901, oldLoss 6.968779100223713, deltaLossBound -1.6798081399986716E-4 increaseLambda: 0.02 0.000000 Updating 7 features NewtonStep: 0.284 0.003000 Search: 0.021 0.001000 increaseLambda: 0.021 0.000000 28: time = 0.021000 loss = 6.968603 testLoss 7.059754 CHLA_COND^2: lambda = 0.8757 min = 1.0000 max = 81.0000 alpha = 0.048597 lossBound = -0.000168 W1 = 0.066701 N1 = 0.079044 deltaLoss = -0.000176 Updating 2 features NewtonStep: 0.021 0.000000 increaseLambda: 0.021 0.000000 Undoing: newLoss 6.96850643061809, oldLoss 6.96860307720099, deltaLossBound -1.7878930573602759E-4 increaseLambda: 0.284 0.000000 96: time = 0.284000 loss = 6.077439 testLoss 7.058814 TURB_COND: lambda = -0.9693 min = 1.0000 max = 3.0000 increaseLambda: 0.021 0.000000 alpha = -0.116861 lossBound = -0.000235 W1 = 0.082651 N1 = 0.073529 deltaLoss = -0.000364 Search: 0.021 0.000000 increaseLambda: 0.021 0.000000 Undoing contribution: was 0.042860182177688166 now 0.042760060769393426 29: time = 0.021000 loss = 6.968503 testLoss 7.058414 'CHLA_COND lambda = 1.3987 alpha = -0.032336 lossBound = -0.000179 W1 = 0.040801 N1 = 0.058824 deltaLoss = -0.000100 Updating 2 features Newton: returning -1.191487321225027E-5 Updating 2 features Loss was 6.968502955792696, now 6.968502955778542, delta -0.000000 parallelUpdate: 0.021 0.000000 Updating 2 features NewtonStep: 0.021 0.000000 increaseLambda: 0.022 0.001000 Undoing: newLoss 6.968392445663705, oldLoss 6.968502955778542, deltaLossBound -1.235206838162454E-4 increaseLambda: 0.022 0.000000 Search: 0.022 0.000000 Updating 9 features NewtonStep: 1.46 0.002000 increaseLambda: 0.022 0.000000 31: time = 0.022000 loss = 6.968374 testLoss 7.060008 CHLA_COND^2: lambda = 0.9173 min = 1.0000 max = 81.0000 alpha = 0.041610 lossBound = -0.000124 W1 = 0.067083 N1 = 0.079044 deltaLoss = -0.000129 Updating 2 features NewtonStep: 0.022 0.000000 increaseLambda: 0.022 0.000000 Undoing: newLoss 6.968259892727279, oldLoss 6.968373550618932, deltaLossBound -2.1073460478079767E-4 increaseLambda: 0.022 0.000000 increaseLambda: 1.46 0.000000 Undoing: newLoss 6.004329783568355, oldLoss 6.004329910299322, deltaLossBound -1.2673880730821734E-7 Search: 0.023 0.001000 increaseLambda: 1.461 0.001000 increaseLambda: 0.023 0.000000 Undoing contribution: was 0.04276006078056398 now 0.042641970901604084 32: time = 0.023000 loss = 6.968255 testLoss 7.058545 'CHLA_COND lambda = 1.3636 Updating 7 features alpha = -0.035062 lossBound = -0.000211 W1 = 0.041015 N1 = 0.058824 deltaLoss = -0.000118 Updating 2 features NewtonStep: 0.023 0.000000 NewtonStep: 0.286 0.002000 Search: 1.461 0.000000 increaseLambda: 0.023 0.000000 Undoing: newLoss 6.968160078309113, oldLoss 6.9682554607399725, deltaLossBound -1.0683721123364758E-4 increaseLambda: 0.023 0.000000 increaseLambda: 0.286 0.000000 Undoing: newLoss 6.077133491200592, oldLoss 6.077439438096324, deltaLossBound -3.061558970337765E-4 Search: 0.023 0.000000 increaseLambda: 1.461 0.000000 Updating 5 features increaseLambda: 0.023 0.000000 33: time = 0.023000 loss = 6.968144 testLoss 7.060036 NewtonStep: 0.969 0.004000 402: time = 1.461000 loss = 6.004330 testLoss 7.000745 CHLA_COND^2: lambda = 0.9560 min = 1.0000 max = 81.0000 ANC_COND^2: lambda = -1.2245 min = 1.0000 max = 4.0000 alpha = 0.038674 lossBound = -0.000107 W1 = 0.067243 N1 = 0.079044 deltaLoss = -0.000112 alpha = -0.015887 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.023 0.000000 increaseLambda: 0.023 0.000000 increaseLambda: 0.286 0.000000 Undoing: newLoss 6.968024132691329, oldLoss 6.968143522794129, deltaLossBound -2.2152242508880057E-4 increaseLambda: 0.024 0.001000 increaseLambda: 0.97 0.001000 289: time = 0.970000 loss = 6.100622 testLoss 6.866076 Search: 0.287 0.001000 'COND__rev lambda = -0.8135 alpha = -0.006974 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 Search: 0.024 0.000000 increaseLambda: 0.024 0.000000 Undoing contribution: was 0.042641970901604084 now 0.042517809186607566 34: time = 0.024000 loss = 6.968019 testLoss 7.058534 'CHLA_COND lambda = 1.3276 alpha = -0.035933 lossBound = -0.000222 W1 = 0.041083 N1 = 0.058824 deltaLoss = -0.000124 Updating 2 features NewtonStep: 0.024 0.000000 increaseLambda: 0.287 0.000000 Undoing contribution: was 0.0681795347428776 now 0.06787337884584263 increaseLambda: 0.024 0.000000 Undoing: newLoss 6.967930430584131, oldLoss 6.968019361079133, deltaLossBound -9.963773190360323E-5 97: time = 0.287000 loss = 6.077133 testLoss 7.041769 'TURB_COND__rev lambda = 0.4273 alpha = -0.070729 lossBound = -0.000306 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000306 increaseLambda: 0.024 0.000000 Search: 0.024 0.000000 increaseLambda: 0.024 0.000000 35: time = 0.024000 loss = 6.967915 testLoss 7.059976 CHLA_COND^2: lambda = 0.9934 min = 1.0000 max = 81.0000 alpha = 0.037337 lossBound = -0.000100 W1 = 0.067315 N1 = 0.079044 deltaLoss = -0.000104 Updating 2 features NewtonStep: 0.024 0.000000 increaseLambda: 0.025 0.001000 Undoing: newLoss 6.9677945764533495, oldLoss 6.967914942853277, deltaLossBound -2.2336091473490645E-4 increaseLambda: 0.025 0.000000 Search: 0.025 0.000000 Updating 8 features increaseLambda: 0.025 0.000000 Undoing contribution: was 0.042517809186607566 now 0.042392612501462354 36: time = 0.025000 loss = 6.967790 testLoss 7.058468 'CHLA_COND lambda = 1.2916 alpha = -0.036080 lossBound = -0.000223 W1 = 0.041095 N1 = 0.058824 deltaLoss = -0.000125 Updating 2 features NewtonStep: 0.025 0.000000 increaseLambda: 0.025 0.000000 Undoing: newLoss 6.967736314369211, oldLoss 6.9677897461681315, deltaLossBound -9.816422958381461E-5 increaseLambda: 0.025 0.000000 increaseLambda: 1.463 0.002000 Undoing contribution: was 0.01988385970943618 now 0.019883736573316213 Updating 5 features 403: time = 1.463000 loss = 6.004330 testLoss 7.000766 NewtonStep: 0.971 0.001000 (URBAN=0.0) lambda = -0.1343 alpha = 0.001012 lossBound = -0.000000 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000000 Search: 0.025 0.000000 increaseLambda: 0.026 0.001000 Undoing contribution: was 0.042392612501462354 now 0.042337752859113495 37: time = 0.026000 loss = 6.967735 testLoss 7.057490 'CHLA_COND lambda = 1.2675 alpha = -0.024053 lossBound = -0.000098 W1 = 0.040158 N1 = 0.058824 deltaLoss = -0.000055 Updating 2 features NewtonStep: 0.026 0.000000 increaseLambda: 0.026 0.000000 increaseLambda: 0.972 0.001000 Undoing contribution: was 0.006580580255401669 now 0.006578951074208162 Undoing: newLoss 6.9675952862918225, oldLoss 6.967734886525783, deltaLossBound -1.544497231464882E-4 Updating 4 features NewtonStep: 0.289 0.002000 290: time = 0.972000 loss = 6.100620 testLoss 6.865657 'COND__rev lambda = -0.0633 alpha = 0.006086 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000002 increaseLambda: 0.026 0.000000 Search: 0.026 0.000000 increaseLambda: 0.289 0.000000 increaseLambda: 0.026 0.000000 38: time = 0.026000 loss = 6.967573 testLoss 7.059258 98: time = 0.289000 loss = 6.076844 testLoss 7.060650 TURB_COND: lambda = -1.0745 min = 1.0000 max = 3.0000 alpha = -0.105179 lossBound = -0.000184 W1 = 0.082607 N1 = 0.073529 deltaLoss = -0.000289 CHLA_COND^2: lambda = 1.0399 min = 1.0000 max = 81.0000 alpha = 0.046578 lossBound = -0.000154 W1 = 0.066801 N1 = 0.079044 deltaLoss = -0.000162 Updating 2 features NewtonStep: 0.026 0.000000 increaseLambda: 0.026 0.000000 Undoing: newLoss 6.967483098054463, oldLoss 6.967572826816267, deltaLossBound -1.6582958902520832E-4 increaseLambda: 0.026 0.000000 Search: 0.027 0.001000 increaseLambda: 0.027 0.000000 Undoing contribution: was 0.042337752859113495 now 0.04224491575191262 39: time = 0.027000 loss = 6.967480 testLoss 7.057970 'CHLA_COND lambda = 1.2363 alpha = -0.031159 lossBound = -0.000166 W1 = 0.040709 N1 = 0.058824 deltaLoss = -0.000093 Updating 2 features NewtonStep: 0.027 0.000000 increaseLambda: 0.027 0.000000 Undoing: newLoss 6.967377580237836, oldLoss 6.967479989709066, deltaLossBound -1.1403800807377842E-4 increaseLambda: 0.027 0.000000 Updating 8 features Search: 0.027 0.000000 increaseLambda: 0.027 0.000000 40: time = 0.027000 loss = 6.967360 testLoss 7.059507 CHLA_COND^2: lambda = 1.0799 min = 1.0000 max = 81.0000 alpha = 0.039967 lossBound = -0.000114 W1 = 0.067165 N1 = 0.079044 deltaLoss = -0.000120 Updating 2 features NewtonStep: 0.027 0.000000 increaseLambda: 1.465 0.002000 increaseLambda: 0.027 0.000000 Undoing: newLoss 6.96725506564222, oldLoss 6.967360358213871, deltaLossBound -1.9501222663351582E-4 Undoing contribution: was 0.16844409068947463 now 0.1684440040345221 Updating 6 features NewtonStep: 0.974 0.002000 404: time = 1.465000 loss = 6.004330 testLoss 7.000783 (LAKE_ORIGIN=1.0) lambda = 0.9686 increaseLambda: 0.028 0.001000 alpha = -0.001384 lossBound = -0.000000 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000000 Search: 0.028 0.000000 increaseLambda: 0.974 0.000000 increaseLambda: 0.028 0.000000 Undoing contribution: was 0.04224491575191262 now 0.042135671568331576 41: time = 0.028000 loss = 6.967251 testLoss 7.058103 'CHLA_COND lambda = 1.2026 alpha = -0.033749 lossBound = -0.000195 W1 = 0.040912 N1 = 0.058824 deltaLoss = -0.000109 Updating 4 features Updating 2 features NewtonStep: 0.028 0.000000 291: time = 0.974000 loss = 6.100619 testLoss 6.866090 'COND__rev lambda = -0.8202 alpha = -0.006720 lossBound = -0.000001 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000002 increaseLambda: 0.028 0.000000 Undoing: newLoss 6.967162526102431, oldLoss 6.96725111403029, deltaLossBound -9.88434851306384E-5 increaseLambda: 0.028 0.000000 Search: 0.028 0.000000 increaseLambda: 0.028 0.000000 42: time = 0.028000 loss = 6.967147 testLoss 7.059540 CHLA_COND^2: lambda = 1.1171 min = 1.0000 max = 81.0000 alpha = 0.037187 lossBound = -0.000099 W1 = 0.067317 N1 = 0.079044 deltaLoss = -0.000104 Updating 2 features NewtonStep: 0.029 0.001000 increaseLambda: 0.029 0.000000 Undoing: newLoss 6.967036910506899, oldLoss 6.967147412182127, deltaLossBound -2.0479963914126712E-4 increaseLambda: 0.029 0.000000 Search: 0.029 0.000000 increaseLambda: 0.029 0.000000 Undoing contribution: was 0.042135671568331576 now 0.04202092130559791 NewtonStep: 0.292 0.003000 43: time = 0.029000 loss = 6.967033 testLoss 7.058100 'CHLA_COND lambda = 1.1680 alpha = -0.034572 lossBound = -0.000205 W1 = 0.040976 N1 = 0.058824 deltaLoss = -0.000115 Updating 2 features NewtonStep: 0.029 0.000000 increaseLambda: 0.029 0.000000 Undoing: newLoss 6.966950010061146, oldLoss 6.967032661919394, deltaLossBound -9.224301032714538E-5 increaseLambda: 0.029 0.000000 increaseLambda: 0.292 0.000000 Undoing: newLoss 6.076599793206258, oldLoss 6.076844398777336, deltaLossBound -2.447377041371666E-4 Search: 0.03 0.001000 increaseLambda: 0.03 0.000000 44: time = 0.030000 loss = 6.966936 testLoss 7.059491 CHLA_COND^2: lambda = 1.1530 min = 1.0000 max = 81.0000 alpha = 0.035914 lossBound = -0.000092 W1 = 0.067386 N1 = 0.079044 deltaLoss = -0.000097 Updating 2 features NewtonStep: 0.03 0.000000 increaseLambda: 0.03 0.000000 increaseLambda: 0.293 0.001000 Undoing: newLoss 6.966824496458004, oldLoss 6.966935863873042, deltaLossBound -2.064272284827552E-4 Updating 7 features increaseLambda: 0.03 0.000000 NewtonStep: 1.468 0.003000 Updating 5 features Search: 0.293 0.000000 NewtonStep: 0.976 0.002000 Search: 0.03 0.000000 increaseLambda: 0.03 0.000000 Undoing contribution: was 0.04202092130559791 now 0.04190525525466075 45: time = 0.030000 loss = 6.966820 testLoss 7.058045 'CHLA_COND lambda = 1.1333 alpha = -0.034707 lossBound = -0.000206 W1 = 0.040987 N1 = 0.058824 deltaLoss = -0.000116 Updating 2 features increaseLambda: 1.468 0.000000 Undoing: newLoss 6.015924753127678, oldLoss 6.004329573769442, deltaLossBound -8.16783093548818E-8 NewtonStep: 0.03 0.000000 increaseLambda: 0.293 0.000000 Undoing contribution: was 0.06787337884584263 now 0.06762864114170272 increaseLambda: 0.976 0.000000 Undoing contribution: was 0.006578951074208162 now 0.006577437857624125 99: time = 0.293000 loss = 6.076600 testLoss 7.045453 'TURB_COND__rev lambda = 0.3641 increaseLambda: 0.03 0.000000 Undoing: newLoss 6.9667707576479465, oldLoss 6.966820197822105, deltaLossBound -9.076117757728748E-5 alpha = -0.063181 lossBound = -0.000245 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000245 292: time = 0.976000 loss = 6.100617 testLoss 6.865686 'COND__rev lambda = -0.0574 alpha = 0.005865 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000002 increaseLambda: 0.031 0.001000 increaseLambda: 1.469 0.001000 Search: 0.031 0.000000 increaseLambda: 0.031 0.000000 Undoing contribution: was 0.04190525525466075 now 0.04185454427574779 46: time = 0.031000 loss = 6.966769 testLoss 7.057107 Search: 1.469 0.000000 'CHLA_COND lambda = 1.1102 alpha = -0.023138 lossBound = -0.000091 W1 = 0.040087 N1 = 0.058824 deltaLoss = -0.000051 Updating 2 features NewtonStep: 0.031 0.000000 increaseLambda: 0.031 0.000000 Undoing: newLoss 6.966640005713513, oldLoss 6.966769486843192, deltaLossBound -1.4275939829131172E-4 increaseLambda: 0.031 0.000000 increaseLambda: 1.469 0.000000 405: time = 1.469000 loss = 6.004329 testLoss 7.000914 Search: 0.031 0.000000 'DOC__rev lambda = 0.0067 alpha = 0.006708 lossBound = -0.000000 W1 = 0.633047 N1 = 0.647715 deltaLoss = -0.000001 increaseLambda: 0.031 0.000000 47: time = 0.031000 loss = 6.966619 testLoss 7.058811 CHLA_COND^2: lambda = 1.1978 min = 1.0000 max = 81.0000 alpha = 0.044764 lossBound = -0.000143 W1 = 0.066892 N1 = 0.079044 deltaLoss = -0.000150 Updating 2 features NewtonStep: 0.032 0.001000 increaseLambda: 0.032 0.000000 Undoing: newLoss 6.966536574368768, oldLoss 6.966619499186302, deltaLossBound -1.531017703122453E-4 increaseLambda: 0.032 0.000000 Search: 0.032 0.000000 increaseLambda: 0.032 0.000000 Undoing contribution: was 0.04185454427574779 now 0.0417688580184911 48: time = 0.032000 loss = 6.966534 testLoss 7.057577 'CHLA_COND lambda = 1.0802 alpha = -0.029956 lossBound = -0.000153 W1 = 0.040615 N1 = 0.058824 deltaLoss = -0.000086 Updating 2 features NewtonStep: 0.032 0.000000 increaseLambda: 0.032 0.000000 Updating 5 features NewtonStep: 0.295 0.002000 Updating 3 features NewtonStep: 0.978 0.002000 Undoing: newLoss 6.966438665984505, oldLoss 6.966533812929045, deltaLossBound -1.055586522020897E-4 increaseLambda: 0.032 0.000000 increaseLambda: 0.296 0.001000 Search: 0.033 0.001000 100: time = 0.296000 loss = 6.076370 testLoss 7.062475 TURB_COND: lambda = -1.1691 min = 1.0000 max = 3.0000 alpha = -0.094651 lossBound = -0.000145 W1 = 0.082573 N1 = 0.073529 deltaLoss = -0.000230 increaseLambda: 0.033 0.000000 49: time = 0.033000 loss = 6.966423 testLoss 7.059059 CHLA_COND^2: lambda = 1.2362 min = 1.0000 max = 81.0000 alpha = 0.038440 lossBound = -0.000106 W1 = 0.067241 N1 = 0.079044 deltaLoss = -0.000111 Updating 2 features NewtonStep: 0.033 0.000000 increaseLambda: 0.033 0.000000 Undoing: newLoss 6.966243211514397, oldLoss 6.966422932262016, deltaLossBound -1.8005017515317296E-4 increaseLambda: 0.033 0.000000 Search: 0.033 0.000000 increaseLambda: 0.033 0.000000 Undoing contribution: was 0.0417688580184911 now 0.041588807843379635 Updating 6 features NewtonStep: 1.471 0.002000 50: time = 0.033000 loss = 6.966243 testLoss 7.055146 'CHLA_COND lambda = 0.9829 alpha = -0.097345 lossBound = -0.000180 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000180 Updating 2 features NewtonStep: 0.034 0.001000 increaseLambda: 0.98 0.002000 293: time = 0.980000 loss = 6.100616 testLoss 6.866104 'COND__rev lambda = -0.8267 alpha = -0.006476 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 increaseLambda: 1.472 0.001000 406: time = 1.472000 loss = 6.004329 testLoss 7.000880 'PTL__rev lambda = -0.6141 alpha = -0.003180 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 4 features NewtonStep: 0.297 0.001000 increaseLambda: 0.298 0.001000 Undoing: newLoss 6.076174128931166, oldLoss 6.076369944279922, deltaLossBound -1.958992071422784E-4 increaseLambda: 0.298 0.000000 Search: 0.298 0.000000 Updating 3 features NewtonStep: 0.981 0.001000 increaseLambda: 0.299 0.001000 Undoing contribution: was 0.06762864114170272 now 0.06743274193456048 101: time = 0.299000 loss = 6.076174 testLoss 7.048911 increaseLambda: 0.034 0.000000 51: time = 0.036000 loss = 6.965805 testLoss 7.061286 CHLA_COND^2: lambda = 1.3950 min = 1.0000 max = 81.0000 alpha = 0.158770 lossBound = -0.000274 W1 = 0.069783 N1 = 0.079044 deltaLoss = -0.000438 Updating 2 features increaseLambda: 0.982 0.001000 NewtonStep: 0.036 0.000000 'TURB_COND__rev lambda = 0.3077 alpha = -0.056482 lossBound = -0.000196 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000196 Undoing contribution: was 0.006577437857624125 now 0.006576032341133376 increaseLambda: 0.036 0.000000 Undoing: newLoss 6.965344926642168, oldLoss 6.9658051328968345, deltaLossBound -4.622211702344681E-4 294: time = 0.982000 loss = 6.100614 testLoss 6.865715 'COND__rev lambda = -0.0518 alpha = 0.005652 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000001 increaseLambda: 0.036 0.000000 Search: 0.036 0.000000 increaseLambda: 0.036 0.000000 Undoing contribution: was 0.041588807843379635 now 0.04112658667311912 52: time = 0.036000 loss = 6.965343 testLoss 7.054896 'CHLA_COND lambda = 0.8283 alpha = -0.154583 lossBound = -0.000462 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000462 Updating 2 features NewtonStep: 0.036 0.000000 increaseLambda: 0.037 0.001000 53: time = 0.037000 loss = 6.964939 testLoss 7.060803 CHLA_COND^2: lambda = 1.5473 min = 1.0000 max = 81.0000 alpha = 0.152325 lossBound = -0.000251 W1 = 0.069749 N1 = 0.079044 deltaLoss = -0.000404 Updating 2 features NewtonStep: 0.037 0.000000 increaseLambda: 0.037 0.000000 Undoing: newLoss 6.9645165179731015, oldLoss 6.964939214150987, deltaLossBound -4.244088857992753E-4 increaseLambda: 0.037 0.000000 Search: 0.037 0.000000 increaseLambda: 0.037 0.000000 Undoing contribution: was 0.04112658667311912 now 0.04070217778733991 54: time = 0.037000 loss = 6.964515 testLoss 7.054694 'CHLA_COND lambda = 0.6800 alpha = -0.148272 lossBound = -0.000424 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000424 Updating 2 features NewtonStep: 0.037 0.000000 Updating 8 features increaseLambda: 0.037 0.000000 55: time = 0.038000 loss = 6.964143 testLoss 7.060374 CHLA_COND^2: lambda = 1.6934 min = 1.0000 max = 81.0000 alpha = 0.146097 lossBound = -0.000230 W1 = 0.069718 N1 = 0.079044 deltaLoss = -0.000372 Updating 2 features NewtonStep: 1.476 0.004000 NewtonStep: 0.038 0.000000 increaseLambda: 0.038 0.000000 Undoing: newLoss 6.963754736342281, oldLoss 6.964142767239166, deltaLossBound -3.8948479891188223E-4 Updating 4 features NewtonStep: 0.301 0.002000 increaseLambda: 0.038 0.000000 increaseLambda: 1.476 0.000000 Undoing contribution: was 0.192610545128538 now 0.19261037559155977 Search: 0.038 0.000000 407: time = 1.476000 loss = 6.004329 testLoss 7.000906 'PTL__rev lambda = -0.1045 alpha = 0.002216 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 increaseLambda: 0.301 0.000000 increaseLambda: 0.038 0.000000 Updating 2 features Undoing contribution: was 0.04070217778733991 now 0.040312692988404494 56: time = 0.038000 loss = 6.963753 testLoss 7.054533 NewtonStep: 0.985 0.003000 102: time = 0.301000 loss = 6.075991 testLoss 7.064253 TURB_COND: lambda = -1.2543 min = 1.0000 max = 3.0000 alpha = -0.085176 lossBound = -0.000115 W1 = 0.082546 N1 = 0.073529 deltaLoss = -0.000183 'CHLA_COND lambda = 0.5379 alpha = -0.142176 lossBound = -0.000389 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000389 Updating 2 features NewtonStep: 0.039 0.001000 increaseLambda: 0.039 0.000000 57: time = 0.039000 loss = 6.963411 testLoss 7.059994 CHLA_COND^2: lambda = 1.8335 min = 1.0000 max = 81.0000 alpha = 0.140083 lossBound = -0.000211 W1 = 0.069689 N1 = 0.079044 deltaLoss = -0.000343 Updating 2 features increaseLambda: 0.985 0.000000 NewtonStep: 0.039 0.000000 295: time = 0.985000 loss = 6.100613 testLoss 6.866118 'COND__rev lambda = -0.8329 alpha = -0.006240 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 increaseLambda: 0.039 0.000000 Undoing: newLoss 6.963054625926044, oldLoss 6.963410648133066, deltaLossBound -3.572548416267995E-4 increaseLambda: 0.039 0.000000 Search: 0.039 0.000000 increaseLambda: 0.039 0.000000 Undoing contribution: was 0.040312692988404494 now 0.039955438146788966 58: time = 0.039000 loss = 6.963053 testLoss 7.054411 'CHLA_COND lambda = 0.4016 alpha = -0.136291 lossBound = -0.000357 W1 = 0.038344 N1 = 0.058824 deltaLoss = -0.000357 Updating 2 features NewtonStep: 0.039 0.000000 increaseLambda: 0.04 0.001000 59: time = 0.040000 loss = 6.962738 testLoss 7.059659 CHLA_COND^2: lambda = 1.9678 min = 1.0000 max = 81.0000 alpha = 0.134279 lossBound = -0.000194 W1 = 0.069663 N1 = 0.079044 deltaLoss = -0.000315 Updating 2 features Reducing stepsize from 2.4047288384655277 to 0.4027302453234504 Newton: returning 0.4027302453234504 Updating 2 features Loss was 6.96273803934244, now 6.9609736900316035, delta -0.001764 parallelUpdate: 0.04 0.000000 Updating 2 features NewtonStep: 0.04 0.000000 increaseLambda: 0.04 0.000000 Undoing: newLoss 6.973675113734389, oldLoss 6.9609736900316035, deltaLossBound -8.753133169868543E-4 increaseLambda: 0.04 0.000000 Updating 5 features NewtonStep: 1.478 0.002000 Search: 0.04 0.000000 Updating 4 features increaseLambda: 0.04 0.000000 NewtonStep: 0.303 0.002000 61: time = 0.040000 loss = 6.960098 testLoss 7.068845 'CHLA_COND__rev lambda = 0.0854 alpha = 0.085363 lossBound = -0.000875 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000875 Updating 2 features NewtonStep: 0.04 0.000000 increaseLambda: 1.479 0.001000 increaseLambda: 0.041 0.001000 62: time = 0.041000 loss = 6.960070 testLoss 7.070379 CHLA_COND^2: lambda = 2.4453 min = 1.0000 max = 81.0000 alpha = 0.037711 lossBound = -0.000018 W1 = 0.069395 N1 = 0.079044 deltaLoss = -0.000028 Updating 2 features 408: time = 1.479000 loss = 6.004328 testLoss 7.000826 'PTL__rev lambda = -0.2226 alpha = -0.001955 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000000 NewtonStep: 0.041 0.000000 Updating 3 features NewtonStep: 0.987 0.002000 increaseLambda: 0.304 0.001000 increaseLambda: 0.041 0.000000 Undoing: newLoss 6.97361215677027, oldLoss 6.960070290085145, deltaLossBound -3.0047646398583265E-5 Undoing: newLoss 6.075834026207779, oldLoss 6.0759910017777345, deltaLossBound -1.5702899890654974E-4 increaseLambda: 0.041 0.000000 Search: 0.041 0.000000 increaseLambda: 0.304 0.000000 increaseLambda: 0.041 0.000000 63: time = 0.041000 loss = 6.960036 testLoss 7.071025 'CHLA_COND__rev lambda = 0.0163 alpha = 0.016342 lossBound = -0.000030 W1 = 0.658707 N1 = 0.696078 deltaLoss = -0.000035 Updating 2 features NewtonStep: 0.041 0.000000 increaseLambda: 0.041 0.000000 Undoing: newLoss 6.960028653707748, oldLoss 6.960035657160564, deltaLossBound -7.0034575190787754E-6 Search: 0.305 0.001000 increaseLambda: 0.042 0.001000 Search: 0.042 0.000000 increaseLambda: 0.305 0.000000 Undoing contribution: was 0.06743274193456048 now 0.06727571293565524 103: time = 0.305000 loss = 6.075834 testLoss 7.052136 'TURB_COND__rev lambda = 0.2571 alpha = -0.050533 lossBound = -0.000157 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000157 increaseLambda: 0.988 0.001000 Undoing contribution: was 0.006576032341133376 now 0.006574726850211788 296: time = 0.988000 loss = 6.100612 testLoss 6.865743 'COND__rev lambda = -0.0463 alpha = 0.005447 lossBound = -0.000000 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000001 increaseLambda: 0.042 0.000000 Undoing contribution: was 8.753133169863148E-4 now 8.683098594630678E-4 64: time = 0.042000 loss = 6.960029 testLoss 7.070210 'CHLA_COND__rev lambda = 0.0777 alpha = -0.007660 lossBound = -0.000007 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000007 Updating 2 features NewtonStep: 0.042 0.000000 increaseLambda: 0.043 0.001000 65: time = 0.043000 loss = 6.960017 testLoss 7.070666 'CHLA_COND__rev lambda = 0.0276 alpha = 0.011259 lossBound = -0.000010 W1 = 0.659264 N1 = 0.696078 deltaLoss = -0.000012 Updating 2 features NewtonStep: 0.043 0.000000 increaseLambda: 0.043 0.000000 Undoing: newLoss 6.9600051214301795, oldLoss 6.960016544503346, deltaLossBound -1.1423085691149315E-5 Updating 6 features increaseLambda: 0.043 0.000000 Search: 0.043 0.000000 increaseLambda: 1.481 0.002000 Undoing contribution: was 0.1684440040345221 now 0.16844392638847872 increaseLambda: 0.043 0.000000 Undoing contribution: was 8.683098594630678E-4 now 8.568867737457353E-4 66: time = 0.043000 loss = 6.960005 testLoss 7.069623 'CHLA_COND__rev lambda = 0.0679 alpha = -0.009783 lossBound = -0.000011 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000011 Updating 2 features 409: time = 1.481000 loss = 6.004328 testLoss 7.000843 (LAKE_ORIGIN=1.0) lambda = 0.9672 NewtonStep: 0.043 0.000000 alpha = -0.001310 lossBound = -0.000000 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000000 increaseLambda: 0.043 0.000000 67: time = 0.043000 loss = 6.959994 testLoss 7.070056 'CHLA_COND__rev lambda = 0.0382 alpha = 0.010648 lossBound = -0.000009 W1 = 0.659264 N1 = 0.696078 deltaLoss = -0.000011 Updating 2 features NewtonStep: 0.043 0.000000 increaseLambda: 0.044 0.001000 Undoing: newLoss 6.959984085539529, oldLoss 6.959994296949903, deltaLossBound -1.0211420400228234E-5 Updating 4 features NewtonStep: 0.307 0.002000 increaseLambda: 0.044 0.000000 Search: 0.044 0.000000 increaseLambda: 0.307 0.000000 104: time = 0.307000 loss = 6.075688 testLoss 7.065962 increaseLambda: 0.044 0.000000 Undoing contribution: was 8.568867737457353E-4TURB_COND: lambda = -1.3309 min = 1.0000 max = 3.0000 alpha = -0.076658 lossBound = -0.000091 W1 = 0.082525 N1 = 0.073529 deltaLoss = -0.000146 Updating 3 features NewtonStep: 0.99 0.002000 increaseLambda: 0.991 0.001000 297: time = 0.991000 loss = 6.100610 testLoss 6.866131 'COND__rev lambda = -0.8389 alpha = -0.006013 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 now 8.466753533564741E-4 68: time = 0.045000 loss = 6.959984 testLoss 7.069070 'CHLA_COND__rev lambda = 0.0587 Updating 8 features NewtonStep: 1.483 0.002000 alpha = -0.009249 lossBound = -0.000010 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000010 Updating 2 features NewtonStep: 0.045 0.000000 increaseLambda: 0.045 0.000000 69: time = 0.045000 loss = 6.959974 testLoss 7.069479 'CHLA_COND__rev lambda = 0.0483 alpha = 0.010070 lossBound = -0.000008 W1 = 0.659264 N1 = 0.696078 deltaLoss = -0.000010 Updating 2 features NewtonStep: 0.046 0.001000 increaseLambda: 0.046 0.000000 Undoing: newLoss 6.9599652847924744, oldLoss 6.959974411323255, deltaLossBound -9.126538781967751E-6 increaseLambda: 1.484 0.001000 Undoing contribution: was 0.0025541475100969427 now 0.00255405404267292 increaseLambda: 0.046 0.000000 410: time = 1.484000 loss = 6.004328 testLoss 7.000760 CHLA_COND^2: lambda = 2.3794 min = 1.0000 max = 81.0000 alpha = -0.001994 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 4 features NewtonStep: 0.309 0.002000 Search: 0.046 0.000000 increaseLambda: 0.046 0.000000 Undoing contribution: was 8.466753533564741E-4 now 8.375488145855314E-4 70: time = 0.046000 loss = 6.959965 testLoss 7.068548 'CHLA_COND__rev lambda = 0.0499 alpha = -0.008744 lossBound = -0.000009 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000009 Updating 2 features NewtonStep: 0.046 0.000000 increaseLambda: 0.309 0.000000 Undoing: newLoss 6.075561800681469, oldLoss 6.075687821564519, deltaLossBound -1.2605505604160205E-4 increaseLambda: 0.046 0.000000 71: time = 0.046000 loss = 6.959957 testLoss 7.068936 'CHLA_COND__rev lambda = 0.0578 alpha = 0.009522 lossBound = -0.000007 W1 = 0.659264 N1 = 0.696078 deltaLoss = -0.000009 Updating 2 features NewtonStep: 0.046 0.000000 increaseLambda: 0.047 0.001000 Undoing: newLoss 6.9599484847131565, oldLoss 6.959956640155142, deltaLossBound -8.155448352132417E-6 increaseLambda: 0.31 0.001000 increaseLambda: 0.047 0.000000 Updating 3 features NewtonStep: 0.993 0.002000 Search: 0.31 0.000000 Search: 0.047 0.000000 increaseLambda: 0.047 0.000000 Undoing contribution: was 8.375488145855314E-4 now 8.293933662484321E-4 72: time = 0.047000 loss = 6.959948 testLoss 7.068056 'CHLA_COND__rev lambda = 0.0417 alpha = -0.008266 lossBound = -0.000008 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000008 increaseLambda: 0.993 0.000000 Updating 2 features NewtonStep: 0.047 0.000000 increaseLambda: 0.31 0.000000 298: time = 0.993000 loss = 6.100610 testLoss 6.867016 Undoing contribution: was 0.06727571293565524 now 0.06714965787961388 PTL_COND: lambda = -0.8106 min = 1.0000 max = 3.0000 alpha = -0.003540 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000001 increaseLambda: 0.047 0.000000 73: time = 0.047000 loss = 6.959941 testLoss 7.068423 'CHLA_COND__rev lambda = 0.0668 105: time = 0.310000 loss = 6.075562 testLoss 7.055128 'TURB_COND__rev lambda = 0.2119 alpha = 0.009002 lossBound = -0.000007 W1 = 0.659265 N1 = 0.696078 deltaLoss = -0.000008 alpha = -0.045248 lossBound = -0.000126 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000126 Updating 2 features NewtonStep: 0.047 0.000000 increaseLambda: 0.047 0.000000 74: time = 0.047000 loss = 6.959927 testLoss 7.069480 CHLA_COND^2: lambda = 2.4711 min = 1.0000 max = 81.0000 alpha = 0.025845 lossBound = -0.000009 W1 = 0.069383 N1 = 0.079044 deltaLoss = -0.000013 Updating 2 features NewtonStep: 0.047 0.000000 Updating 7 features NewtonStep: 1.486 0.002000 increaseLambda: 0.048 0.001000 75: time = 0.048000 loss = 6.959924 testLoss 7.069722 'CHLA_COND__rev lambda = 0.0727 alpha = 0.005902 lossBound = -0.000003 W1 = 0.659266 N1 = 0.696078 deltaLoss = -0.000003 Updating 2 features NewtonStep: 0.048 0.000000 increaseLambda: 0.048 0.000000 Undoing: newLoss 6.959915541209889, oldLoss 6.9599239866882625, deltaLossBound -8.445485217343726E-6 increaseLambda: 1.486 0.000000 increaseLambda: 0.048 0.000000 411: time = 1.486000 loss = 6.004328 testLoss 7.001134 TURB_COND: lambda = -2.2100 min = 1.0000 max = 3.0000 alpha = -0.002052 lossBound = -0.000000 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000000 Search: 0.048 0.000000 increaseLambda: 0.048 0.000000 Undoing contribution: was 8.293933662484321E-4 now 8.209478810590198E-4 76: time = 0.048000 loss = 6.959916 testLoss 7.068827 'CHLA_COND__rev lambda = 0.0332 alpha = -0.008411 lossBound = -0.000008 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000008 Updating 2 features NewtonStep: 0.048 0.000000 increaseLambda: 0.048 0.000000 77: time = 0.048000 loss = 6.959908 testLoss 7.069200 'CHLA_COND__rev lambda = 0.0819 alpha = 0.009153 lossBound = -0.000007 W1 = 0.659265 N1 = 0.696078 deltaLoss = -0.000008 Updating 2 features NewtonStep: 0.049 0.001000 increaseLambda: 0.049 0.000000 Undoing: newLoss 6.959900022492966, oldLoss 6.959907555974898, deltaLossBound -7.533487378138658E-6 increaseLambda: 0.049 0.000000 Updating 4 features NewtonStep: 0.995 0.002000 Updating 4 features Search: 0.049 0.000000 NewtonStep: 0.312 0.002000 increaseLambda: 0.049 0.000000 Undoing contribution: was 8.209478810590198E-4 now 8.134143936766591E-4 78: time = 0.049000 loss = 6.959900 testLoss 7.068354 'CHLA_COND__rev lambda = 0.0253 alpha = -0.007944 lossBound = -0.000008 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000008 Updating 2 features NewtonStep: 0.049 0.000000 increaseLambda: 0.995 0.000000 Undoing: newLoss 6.1006090419890056, oldLoss 6.100609574498476, deltaLossBound -5.32509517300341E-7 increaseLambda: 0.049 0.000000 79: time = 0.049000 loss = 6.959893 testLoss 7.068707 increaseLambda: 0.312 0.000000 Undoing contribution: was 0.02647645919899372'CHLA_COND__rev lambda = 0.0906 alpha = 0.008653 lossBound = -0.000006 W1 = 0.659265 N1 = 0.696078 deltaLoss = -0.000007 now 0.026299539360515715 Updating 2 features NewtonStep: 0.049 0.000000 106: time = 0.312000 loss = 6.075385 testLoss 7.055018 'TURB__rev lambda = -0.3874 alpha = 0.068835 lossBound = -0.000089 W1 = 0.187592 N1 = 0.164242 deltaLoss = -0.000177 increaseLambda: 0.05 0.001000 Undoing: newLoss 6.959886159118214, oldLoss 6.959892889102706, deltaLossBound -6.7299887999932965E-6 increaseLambda: 0.996 0.001000 increaseLambda: 0.05 0.000000 Updating 6 features NewtonStep: 1.488 0.002000 Search: 0.996 0.000000 Search: 0.05 0.000000 increaseLambda: 0.05 0.000000 Undoing contribution: was 8.134143936766591E-4 now 8.06684404865976E-4 80: time = 0.050000 loss = 6.959886 testLoss 7.067909 'CHLA_COND__rev lambda = 0.0178 alpha = -0.007508 lossBound = -0.000007 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000007 Updating 2 features increaseLambda: 1.488 0.000000 Undoing contribution: was 0.00799655627034515 now 0.007996491011179966 NewtonStep: 0.05 0.000000 increaseLambda: 0.996 0.000000 Undoing contribution: was 0.024217319965556143 now 0.02421678745604055 412: time = 1.488000 loss = 6.004328 testLoss 7.001271 'CHLA__rev lambda = -0.7611 alpha = 0.001144 lossBound = -0.000000 W1 = 0.179332 N1 = 0.153039 deltaLoss = -0.000000 299: time = 0.996000 loss = 6.100609 testLoss 6.866472 'PTL_COND__rev lambda = 0.1964 alpha = -0.002145 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 increaseLambda: 0.05 0.000000 Updating 29 features 81: time = 0.050000 loss = 6.959880 testLoss 7.068243 'CHLA_COND__rev lambda = 0.0987 alpha = 0.008180 lossBound = -0.000005 W1 = 0.659265 N1 = 0.696078 deltaLoss = -0.000006 Updating 2 features NewtonStep: 0.05 0.000000 increaseLambda: 0.05 0.000000 Undoing: newLoss 6.9598737764204675, oldLoss 6.95987978767758, deltaLossBound -6.011260589661714E-6 increaseLambda: 0.051 0.001000 Reducing stepsize from 1.3036403169010746 to 0.7245583498014406 Reducing stepsize from 0.7245583498014406 to 0.3660455792074541 Newton: returning 0.3660455792074541 Updating 4 features Search: 0.051 0.000000 increaseLambda: 0.051 0.000000 Undoing contribution: was 8.06684404865976E-4 now 8.006731442815607E-4 82: time = 0.051000 loss = 6.959874 testLoss 7.067489 'CHLA_COND__rev lambda = 0.0107 alpha = -0.007096 lossBound = -0.000006 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000006 Updating 2 features NewtonStep: 0.051 0.000000 increaseLambda: 0.051 0.000000 83: time = 0.051000 loss = 6.959868 testLoss 7.067805 'CHLA_COND__rev lambda = 0.1065 alpha = 0.007732 lossBound = -0.000005 W1 = 0.659265 N1 = 0.696078 deltaLoss = -0.000006 Updating 2 features NewtonStep: 0.051 0.000000 Updating 4 features NewtonStep: 0.314 0.002000 increaseLambda: 0.051 0.000000 Undoing: newLoss 6.959862717863761, oldLoss 6.959868086366725, deltaLossBound -5.3685057157044E-6 Loss was 6.10060904198896, now 6.100590033289636, delta -0.000019 parallelUpdate: 0.997 0.001000 increaseLambda: 0.051 0.000000 increaseLambda: 0.315 0.001000 Undoing: newLoss 6.089894214269454, oldLoss 6.07538484667, deltaLossBound -1.1472005578220038E-4 Search: 0.052 0.001000 increaseLambda: 0.052 0.000000 Undoing contribution: was 8.006731442815607E-4 now 7.953046385464901E-4 84: time = 0.052000 loss = 6.959863 testLoss 7.067092 'CHLA_COND__rev lambda = 0.0040 alpha = -0.006706 lossBound = -0.000005 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000005 Updating 2 features NewtonStep: 0.052 0.000000 increaseLambda: 0.315 0.000000 Updating 4 features NewtonStep: 1.49 0.002000 increaseLambda: 0.052 0.000000 85: time = 0.052000 loss = 6.959858 testLoss 7.067391 'CHLA_COND__rev lambda = 0.1138 alpha = 0.007308 lossBound = -0.000004 W1 = 0.659265 N1 = 0.696078 deltaLoss = -0.000005 Updating 2 features Reducing newton stepsize from -0.006341009856175887 to -0.0039950011334750155 NewtonStep: 0.052 0.000000 Search: 0.315 0.000000 increaseLambda: 0.052 0.000000 Undoing contribution: was 7.953046385464901E-4 now 7.911656800416722E-4 86: time = 0.052000 loss = 6.959853 testLoss 7.066966 'CHLA_COND__rev lambda = 0.0000 alpha = -0.003995 lossBound = -0.000004 W1 = 0.606024 N1 = 0.647059 deltaLoss = -0.000004 Updating 2 features NewtonStep: 0.052 0.000000 increaseLambda: 1.49 0.000000 413: time = 1.490000 loss = 6.004328 testLoss 7.001269 'TURB__rev lambda = -0.0079 alpha = -0.002042 lossBound = -0.000000 W1 = 0.187528 N1 = 0.164242 deltaLoss = -0.000000 increaseLambda: 0.052 0.000000 87: time = 0.052000 loss = 6.959852 testLoss 7.067145 'CHLA_COND__rev lambda = 0.1181 alpha = 0.004358 lossBound = -0.000002 W1 = 0.659266 N1 = 0.696078 deltaLoss = -0.000002 Updating 2 features increaseLambda: 0.315 0.000000 NewtonStep: 0.052 0.000000 107: time = 0.315000 loss = 6.075148 testLoss 7.052227 'PTL__rev lambda = -0.0630 alpha = -0.063038 lossBound = -0.000115 W1 = 0.359798 N1 = 0.330426 deltaLoss = -0.000236 increaseLambda: 0.052 0.000000 88: time = 0.052000 loss = 6.959849 testLoss 7.067622 CHLA_COND^2: lambda = 2.4827 min = 1.0000 max = 81.0000 alpha = 0.011576 lossBound = -0.000002 W1 = 0.069373 N1 = 0.079044 deltaLoss = -0.000003 Updating 2 features NewtonStep: 0.053 0.001000 increaseLambda: 0.053 0.000000 89: time = 0.053000 loss = 6.959848 testLoss 7.067732 'CHLA_COND__rev lambda = 0.1208 alpha = 0.002660 lossBound = -0.000001 W1 = 0.659267 N1 = 0.696078 deltaLoss = -0.000001 Updating 2 features Newton: returning 0.0070348882670437365 Updating 2 features Loss was 6.959848271504238, now 6.959848065249734, delta -0.000000 parallelUpdate: 0.053 0.000000 Updating 2 features NewtonStep: 0.053 0.000000 increaseLambda: 0.053 0.000000 Undoing contribution: was 1.2167764863676718E-4 now 1.2167762985801085E-4 91: time = 0.053000 loss = 6.959848 testLoss 7.067917 'CHLA_COND__rev lambda = 0.1216 Updating 4 features alpha = -0.000014 lossBound = -0.000000 W1 = 0.659267 N1 = 0.696078 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.053 0.000000 NewtonStep: 0.999 0.002000 increaseLambda: 0.053 0.000000 Undoing contribution: was 0.016189591982629026 now 0.016189591982463825 92: time = 0.053000 loss = 6.959848 testLoss 7.067917 CHLA_COND^2: lambda = 2.4863 min = 1.0000 max = 81.0000 alpha = -0.000003 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.053 0.000000 increaseLambda: 0.053 0.000000 Undoing: newLoss 6.959848065230766, oldLoss 6.95984806523079, deltaLossBound -3.621080467117047E-14 increaseLambda: 0.999 0.000000 Undoing contribution: was 0.006574726850211788 now 0.006572497260837329 301: time = 0.999000 loss = 6.100588 testLoss 6.866286 'COND__rev lambda = -0.0158 increaseLambda: 0.053 0.000000 Search: 0.054 0.001000 increaseLambda: 0.054 0.000000 Undoing contribution: was 1.2167762985801085E-4 now 1.2167762983314185E-4 93: time = 0.054000 loss = 6.959848 testLoss 7.067917 'CHLA_COND__rev lambda = 0.1216 alpha = -0.000001 lossBound = -0.000000 W1 = 0.659267 N1 = 0.696078 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.054 0.000000 increaseLambda: 0.054 0.000000 Undoing contribution: was 0.016189591982463825 now 0.01618959198243185 94: time = 0.054000 loss = 6.959848 testLoss 7.067917 CHLA_COND^2: lambda = 2.4863 min = 1.0000 max = 81.0000 alpha = -0.000001 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.054 0.000000 Updating 2 features Updating 4 features alpha = 0.007116 lossBound = -0.000001 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000002 increaseLambda: 0.054 0.000000 NewtonStep: 1.492 0.002000 NewtonStep: 0.317 0.002000 95: time = 0.054000 loss = 6.959848 testLoss 7.067917 'CHLA_COND__rev lambda = 0.1216 alpha = 0.000000 lossBound = -0.000000 W1 = 0.659267 N1 = 0.696078 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.054 0.000000 increaseLambda: 0.054 0.000000 Undoing: newLoss 6.959848065230756, oldLoss 6.959848065230726, deltaLossBound -6.414901052383938E-16 increaseLambda: 0.054 0.000000 increaseLambda: 0.318 0.001000 108: time = 0.318000 loss = 6.075031 testLoss 7.064698 TURB_COND: lambda = -1.4000 min = 1.0000 max = 3.0000 alpha = -0.069065 lossBound = -0.000072 W1 = 0.082508 N1 = 0.073529 deltaLoss = -0.000117 increaseLambda: 1.493 0.001000 Undoing contribution: was 0.19261037559155977 now 0.19261021369719253 Search: 0.055 0.001000 414: time = 1.493000 loss = 6.004328 testLoss 7.001295 'PTL__rev lambda = -0.1024 alpha = 0.002165 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 increaseLambda: 0.055 0.000000 96: time = 0.055000 loss = 6.959848 testLoss 7.067917 CHLA_COND^2: lambda = 2.4863 min = 1.0000 max = 81.0000 alpha = 0.000000 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.055 0.000000 increaseLambda: 0.055 0.000000 97: time = 0.055000 loss = 6.959848 testLoss 7.067917 'CHLA_COND__rev lambda = 0.1216 alpha = 0.000000 lossBound = -0.000000 W1 = 0.659267 N1 = 0.696078 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.055 0.000000 increaseLambda: 0.055 0.000000 Undoing: newLoss 6.9598480652307435, oldLoss 6.959848065230741, deltaLossBound -9.965886733514023E-17 increaseLambda: 0.055 0.000000 Search: 0.056 0.001000 increaseLambda: 0.056 0.000000 98: time = 0.056000 loss = 6.959848 testLoss 7.067917 CHLA_COND^2: lambda = 2.4863 min = 1.0000 max = 81.0000 alpha = 0.000000 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.056 0.000000 increaseLambda: 0.056 0.000000 Undoing: newLoss 6.962533867642591, oldLoss 6.95984806523073, deltaLossBound 0.0 increaseLambda: 0.056 0.000000 Search: 0.056 0.000000 increaseLambda: 0.056 0.000000 99: time = 0.056000 loss = 6.959848 testLoss 7.067917 CHLA_COND: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.111876 N1 = 0.113971 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.056 0.000000 increaseLambda: 0.056 0.000000 Undoing: newLoss 6.960388771289728, oldLoss 6.95984806523073, deltaLossBound -3.699003308160406E-4 Updating 3 features increaseLambda: 0.056 0.000000 NewtonStep: 0.319 0.001000 Search: 0.057 0.001000 increaseLambda: 0.057 0.000000 Undoing contribution: was 0.016189591982415864 now 0.016189591982406094 100: time = 0.057000 loss = 6.959848 testLoss 7.067917 increaseLambda: 0.32 0.001000 Undoing: newLoss 6.074927388895186, oldLoss 6.07503114332263, deltaLossBound -1.0377745115489252E-4 CHLA_COND^2: lambda = 2.4863 min = 1.0000 max = 81.0000 alpha = -0.000000 lossBound = -0.000370 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.057 0.000000 Updating 3 features NewtonStep: 1.495 0.002000 increaseLambda: 0.057 0.000000 Undoing: newLoss 6.95984806523075, oldLoss 6.95984806523072, deltaLossBound -7.881366174756073E-17 increaseLambda: 0.057 0.000000 increaseLambda: 0.32 0.000000 increaseLambda: 1.495 0.000000 Search: 0.057 0.000000 Search: 0.32 0.000000 Updating 5 features 415: time = 1.495000 loss = 6.004327 testLoss 7.001270 'PTL__rev lambda = -0.6165 alpha = -0.002340 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.057 0.000000 101: time = 0.057000 loss = 6.959848 testLoss 7.067917 'CHLA_COND__rev lambda = 0.1216 alpha = 0.000000 lossBound = -0.000000 W1 = 0.659267 N1 = 0.696078 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.058 0.001000 increaseLambda: 0.058 0.000000 increaseLambda: 0.321 0.001000 102: time = 0.058000 loss = 6.959848 testLoss 7.067917 'CHLA_COND__rev lambda = 0.1216 alpha = 0.000000 lossBound = -0.000000 W1 = 0.659267 N1 = 0.696078 deltaLoss = -0.000000 Undoing contribution: was 0.06714965787961388 now 0.06704588042845869 increaseLambda: 1.004 0.005000 Undoing contribution: was 0.0927042608736528 now 0.09270361312818576 109: time = 0.321000 loss = 6.074927 testLoss 7.054883 'TURB_COND__rev lambda = 0.1708 alpha = -0.041035 lossBound = -0.000104 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000104 302: time = 1.004000 loss = 6.100587 testLoss 6.866332 (LAKE_ORIGIN=0.0) lambda = -0.2529 alpha = 0.003786 lossBound = -0.000001 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000001 Updating 2 features NewtonStep: 0.058 0.000000 increaseLambda: 0.058 0.000000 Undoing: newLoss 6.962533867076518, oldLoss 6.959848065230724, deltaLossBound 0.0 increaseLambda: 0.058 0.000000 Search: 0.058 0.000000 increaseLambda: 0.058 0.000000 103: time = 0.058000 loss = 6.959848 testLoss 7.067917 CHLA_COND: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.111876 N1 = 0.113971 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.058 0.000000 increaseLambda: 0.059 0.001000 Undoing: newLoss 6.960388770989221, oldLoss 6.959848065230724, deltaLossBound -3.699003148232838E-4 increaseLambda: 0.059 0.000000 Search: 0.059 0.000000 increaseLambda: 0.059 0.000000 104: time = 0.059000 loss = 6.959848 testLoss 7.067917 CHLA_COND^2: lambda = 2.4863 min = 1.0000 max = 81.0000 alpha = 0.000000 lossBound = -0.000370 W1 = 0.069371 N1 = 0.079044 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.059 0.000000 increaseLambda: 0.059 0.000000 Undoing: newLoss 6.9625338672639625, oldLoss 6.959848065230755, deltaLossBound 0.0 Updating 4 features increaseLambda: 0.059 0.000000 NewtonStep: 1.497 0.002000 Search: 0.059 0.000000 increaseLambda: 0.059 0.000000 105: time = 0.059000 loss = 6.959848 testLoss 7.067917 CHLA_COND: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.111876 N1 = 0.113971 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.059 0.000000 increaseLambda: 0.059 0.000000 Undoing: newLoss 6.960388771092773, oldLoss 6.959848065230755, deltaLossBound -3.699002977258846E-4 increaseLambda: 1.497 0.000000 Undoing contribution: was 0.19261021369719253 now 0.1926100371566619 Updating 3 features Updating 5 features NewtonStep: 0.323 0.002000 increaseLambda: 0.06 0.001000 NewtonStep: 1.006 0.002000 416: time = 1.497000 loss = 6.004327 testLoss 7.001296 'PTL__rev lambda = -0.1001 alpha = 0.002261 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 Search: 0.06 0.000000 increaseLambda: 0.06 0.000000 Undoing contribution: was 0.016189591982375007 now 0.016189591982366126 increaseLambda: 0.323 0.000000 Undoing: newLoss 6.074861151939037, oldLoss 6.074927365871475, deltaLossBound -6.621458718530297E-5 increaseLambda: 1.006 0.000000 Undoing: newLoss 6.100586771931505, oldLoss 6.100587155954795, deltaLossBound -3.840280369745043E-7 106: time = 0.060000 loss = 6.959848 testLoss 7.067917 CHLA_COND^2: lambda = 2.4863 min = 1.0000 max = 81.0000 alpha = -0.000000 lossBound = -0.000370 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.06 0.000000 increaseLambda: 0.06 0.000000 increaseLambda: 0.323 0.000000 107: time = 0.060000 loss = 6.959848 testLoss 7.067917 'CHLA_COND__rev lambda = 0.1216 alpha = 0.000000 lossBound = -0.000000 W1 = 0.659267 N1 = 0.696078 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.06 0.000000 Search: 0.323 0.000000 increaseLambda: 1.006 0.000000 increaseLambda: 0.061 0.001000 108: time = 0.061000 loss = 6.959848 testLoss 7.067917 'CHLA_COND__rev lambda = 0.1216 alpha = 0.000000 lossBound = -0.000000 W1 = 0.659267 N1 = 0.696078 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.061 0.000000 Search: 1.007 0.001000 increaseLambda: 0.061 0.000000 Undoing: newLoss 6.959848065230725, oldLoss 6.959848065230725, deltaLossBound -1.1188111849889764E-16 increaseLambda: 0.324 0.001000 110: time = 0.324000 loss = 6.074861 testLoss 7.060870 increaseLambda: 0.061 0.000000 'PTL_COND__rev lambda = 0.1229 alpha = 0.023888 lossBound = -0.000066 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000066 increaseLambda: 1.007 0.000000 Search: 0.061 0.000000 303: time = 1.007000 loss = 6.100587 testLoss 6.867508 'NTL_COND lambda = -1.1240 alpha = -0.007272 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 increaseLambda: 0.061 0.000000 109: time = 0.061000 loss = 6.959848 testLoss 7.067917 'CHLA_COND__rev lambda = 0.1216 alpha = 0.000000 lossBound = -0.000000 W1 = 0.659267 N1 = 0.696078 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.061 0.000000 increaseLambda: 0.061 0.000000 Undoing: newLoss 6.9598480652307355, oldLoss 6.959848065230725, deltaLossBound -3.123653143517536E-17 increaseLambda: 0.061 0.000000 Search: 0.062 0.001000 Updating 4 features NewtonStep: 1.5 0.003000 increaseLambda: 0.062 0.000000 110: time = 0.062000 loss = 6.959848 testLoss 7.067917 CHLA_COND^2: lambda = 2.4863 min = 1.0000 max = 81.0000 alpha = 0.000000 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.062 0.000000 increaseLambda: 0.062 0.000000 Undoing: newLoss 6.9625338672016595, oldLoss 6.959848065230749, deltaLossBound 0.0 increaseLambda: 0.062 0.000000 increaseLambda: 1.5 0.000000 417: time = 1.500000 loss = 6.004327 testLoss 7.001272 'PTL__rev lambda = -0.6188 alpha = -0.002331 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Search: 0.062 0.000000 increaseLambda: 0.062 0.000000 111: time = 0.062000 loss = 6.959848 testLoss 7.067917 CHLA_COND: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.111876 N1 = 0.113971 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.062 0.000000 increaseLambda: 0.062 0.000000 Undoing: newLoss 6.960388771060341, oldLoss 6.959848065230749, deltaLossBound -3.699002922783309E-4 increaseLambda: 0.062 0.000000 Search: 0.063 0.001000 Updating 3 features NewtonStep: 0.326 0.002000 increaseLambda: 0.063 0.000000 Undoing contribution: was 0.016189591982342145 now 0.01618959198233948 112: time = 0.063000 loss = 6.959848 testLoss 7.067917 CHLA_COND^2: lambda = 2.4863 min = 1.0000 max = 81.0000 alpha = -0.000000 lossBound = -0.000370 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.063 0.000000 increaseLambda: 0.063 0.000000 Undoing contribution: was 0.01618959198233948 now 0.016189591982327046 113: time = 0.063000 loss = 6.959848 testLoss 7.067917 CHLA_COND^2: lambda = 2.4863 min = 1.0000 max = 81.0000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.063 0.000000 increaseLambda: 0.326 0.000000 increaseLambda: 0.063 0.000000 Undoing contribution: was 0.016189591982327046 now 0.016189591982323493 114: time = 0.063000 loss = 6.959848 testLoss 7.067917 CHLA_COND^2: lambda = 2.4863 min = 1.0000 max = 81.0000 111: time = 0.326000 loss = 6.073361 testLoss 7.086484 NTL: lambda = -4.5982 min = 5.0000 max = 26,100.0000 alpha = -4.598230 lossBound = -0.000055 W1 = 0.027789 N1 = 0.027624 deltaLoss = -0.001500 alpha = -0.000000 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.063 0.000000 increaseLambda: 0.063 0.000000 Undoing: newLoss 6.962533867194731, oldLoss 6.95984806523073, deltaLossBound 0.0 increaseLambda: 0.063 0.000000 Search: 0.064 0.001000 increaseLambda: 0.064 0.000000 115: time = 0.064000 loss = 6.959848 testLoss 7.067917 CHLA_COND: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.111876 N1 = 0.113971 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.064 0.000000 increaseLambda: 0.064 0.000000 Undoing: newLoss 6.960388771056504, oldLoss 6.95984806523073, deltaLossBound -3.699002929108343E-4 increaseLambda: 0.064 0.000000 Updating 4 features NewtonStep: 1.502 0.002000 Search: 0.064 0.000000 Updating 6 features increaseLambda: 0.064 0.000000 Undoing contribution: was 0.016189591982323493 now 0.016189591982321717 NewtonStep: 1.01 0.003000 116: time = 0.064000 loss = 6.959848 testLoss 7.067917 CHLA_COND^2: lambda = 2.4863 min = 1.0000 max = 81.0000 alpha = -0.000000 lossBound = -0.000370 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.064 0.000000 increaseLambda: 1.502 0.000000 Undoing contribution: was 0.1926100371566619 now 0.19260986195233973 increaseLambda: 0.064 0.000000 Undoing: newLoss 6.959848065230755, oldLoss 6.959848065230728, deltaLossBound -1.8734072071364407E-17 418: time = 1.502000 loss = 6.004327 testLoss 7.001298 'PTL__rev lambda = -0.0979 alpha = 0.002252 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000000 increaseLambda: 0.065 0.001000 increaseLambda: 1.011 0.001000 304: time = 1.011000 loss = 6.100586 testLoss 6.867851 'COND__rev lambda = -0.8734 alpha = -0.005301 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 3 features NewtonStep: 0.328 0.002000 Search: 0.065 0.000000 increaseLambda: 0.065 0.000000 117: time = 0.065000 loss = 6.959848 testLoss 7.067917 'CHLA_COND__rev lambda = 0.1216 alpha = 0.000000 lossBound = -0.000000 W1 = 0.659267 N1 = 0.696078 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.065 0.000000 increaseLambda: 0.328 0.000000 increaseLambda: 0.065 0.000000 Undoing: newLoss 6.959848065230752, oldLoss 6.959848065230723, deltaLossBound -9.612000337810323E-17 112: time = 0.328000 loss = 6.071689 testLoss 7.077847 'PTL__rev lambda = -0.2350 alpha = -0.171929 lossBound = -0.000804 W1 = 0.359694 N1 = 0.330426 deltaLoss = -0.001672 increaseLambda: 0.065 0.000000 Search: 0.065 0.000000 increaseLambda: 0.066 0.001000 118: time = 0.066000 loss = 6.959848 testLoss 7.067917 CHLA_COND^2: lambda = 2.4863 min = 1.0000 max = 81.0000 alpha = 0.000000 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.066 0.000000 increaseLambda: 0.066 0.000000 Undoing: newLoss 6.959848065230751, oldLoss 6.9598480652307355, deltaLossBound -4.51039736716426E-17 increaseLambda: 0.066 0.000000 Search: 0.066 0.000000 increaseLambda: 0.066 0.000000 119: time = 0.066000 loss = 6.959848 testLoss 7.067917 CHLA_COND^2: lambda = 2.4863 min = 1.0000 max = 81.0000 alpha = 0.000000 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = 0.000000 Updating 2 features Newton: returning -7.274771681368952E-7 Updating 2 features Updating 2 features Loss was 6.959848065230744, now 6.959848065230734, delta -0.000000 parallelUpdate: 0.066 0.000000 Converged after 120 iterations NewtonStep: 1.504 0.002000 120: time = 0.066000 loss = 6.959848 testLoss 7.067917 Res.gain: 0.06391088950770918 Updating 6 features NewtonStep: 1.012 0.001000 increaseLambda: 1.505 0.001000 419: time = 1.505000 loss = 6.004327 testLoss 7.001273 'PTL__rev lambda = -0.6211 alpha = -0.002323 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 32 features increaseLambda: 1.013 0.001000 Undoing contribution: was 0.18679050617393003 now 0.18678970786679497 305: time = 1.013000 loss = 6.100585 testLoss 6.867907 'PTL__rev lambda = -0.4964 Updating 3 features alpha = 0.004825 lossBound = -0.000000 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Making features NewtonStep: 0.33 0.002000 makeFeatures: max memory 1908932608, total allocated 567803904, free 176057208, used 391746696, increment 81367768 Daphnia_lumholtzi COND: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 increaseLambda: 0.331 0.001000 Undoing: newLoss 6.071270687739334, oldLoss 6.071688562910652, deltaLossBound -4.2623842612091634E-4 34 samples Density: max memory 1908932608, total allocated 567803904, free 173615064, used 394188840, increment 2442144 linearPredictor: max memory 1908932608, total allocated 567803904, free 173615064, used 394188840, increment 0 increaseLambda: 0.331 0.000000 FeaturedSpace: max memory 1908932608, total allocated 567803904, free 173615064, used 394188840, increment 0 Sequential: max memory 1908932608, total allocated 567803904, free 173615064, used 394188840, increment 0 Initial loss: 7.023758954738443 Initial test loss: 7.023758954738443 Search: 0.332 0.001000 Updating 2 features NewtonStep: 0.001 0.001000 increaseLambda: 0.001 0.000000 Undoing: newLoss 7.021603109428224, oldLoss 7.023758954738443, deltaLossBound -0.026596946738861364 increaseLambda: 0.002 0.001000 Search: 0.002 0.000000 increaseLambda: 0.333 0.001000 Undoing contribution: was 0.14741608815531793 now 0.14698984972919726 113: time = 0.333000 loss = 6.071262 testLoss 7.036579 increaseLambda: 0.002 0.000000 0: time = 0.002000 loss = 7.021302 testLoss 7.021599 'COND__rev lambda = -0.0414 alpha = -0.041407 lossBound = -0.026597 W1 = 0.095149 N1 = 0.022116 deltaLoss = -0.002457 Updating 2 features NewtonStep: 0.002 0.000000 increaseLambda: 0.002 0.000000 Undoing: newLoss 7.019913006189287, oldLoss 7.021301900740953, deltaLossBound -0.02521139904423708 'NTL_COND lambda = -1.7122 alpha = 0.252477 lossBound = -0.000426 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000426 increaseLambda: 0.003 0.001000 Search: 0.003 0.000000 increaseLambda: 0.003 0.000000 1: time = 0.003000 loss = 7.018981 testLoss 7.019569 'COND__rev lambda = -0.0819 alpha = -0.040473 lossBound = -0.025211 W1 = 0.093206 N1 = 0.022116 deltaLoss = -0.002321 Updating 2 features NewtonStep: 0.003 0.000000 increaseLambda: 0.003 0.000000 Undoing: newLoss 7.0176559577163715, oldLoss 7.018980650519244, deltaLossBound -0.023904977725943362 increaseLambda: 0.003 0.000000 Search: 0.004 0.001000 increaseLambda: 0.004 0.000000 2: time = 0.004000 loss = 7.016787 testLoss 7.017659 'COND__rev lambda = -0.1214 alpha = -0.039562 lossBound = -0.023905 W1 = 0.091345 N1 = 0.022116 deltaLoss = -0.002194 Updating 2 features NewtonStep: 0.004 0.000000 increaseLambda: 0.004 0.000000 Undoing: newLoss 7.01552311660731, oldLoss 7.016786904971478, deltaLossBound -0.022672720693884825 increaseLambda: 0.004 0.000000 Search: 0.005 0.001000 increaseLambda: 0.005 0.000000 Updating 2 features 3: time = 0.005000 loss = 7.014713 testLoss 7.015863 'COND__rev lambda = -0.1601 alpha = -0.038673 lossBound = -0.022673 W1 = 0.089561 N1 = 0.022116 deltaLoss = -0.002074 NewtonStep: 0.336 0.003000 Updating 2 features NewtonStep: 0.005 0.000000 increaseLambda: 0.336 0.000000 Undoing contribution: was 0.024296700105732077 now 0.022540668866336693 increaseLambda: 0.005 0.000000 Undoing: newLoss 7.013506937552995, oldLoss 7.014712923523926, deltaLossBound -0.021510003929720987 114: time = 0.336000 loss = 6.069506 testLoss 7.027563 'DOC__rev lambda = 0.2370 alpha = -0.319069 lossBound = -0.000268 W1 = 0.600022 N1 = 0.615173 deltaLoss = -0.001756 increaseLambda: 0.005 0.000000 Search: 0.006 0.001000 Updating 5 features NewtonStep: 1.02 0.007000 increaseLambda: 0.006 0.000000 4: time = 0.006000 loss = 7.012751 testLoss 7.014173 'COND__rev lambda = -0.1979 alpha = -0.037806 lossBound = -0.021510 W1 = 0.087851 N1 = 0.022116 deltaLoss = -0.001961 Updating 2 features NewtonStep: 0.006 0.000000 increaseLambda: 1.02 0.000000 306: time = 1.020000 loss = 6.100584 testLoss 6.867379 'CHLA__rev lambda = -0.0245 alpha = -0.004372 lossBound = -0.000001 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000001 increaseLambda: 0.006 0.000000 Undoing: newLoss 7.011600379465355, oldLoss 7.012751483407369, deltaLossBound -0.02041251703644755 increaseLambda: 0.006 0.000000 Search: 0.006 0.000000 increaseLambda: 0.007 0.001000 5: time = 0.007000 loss = 7.010896 testLoss 7.012583 'COND__rev lambda = -0.2349 alpha = -0.036960 lossBound = -0.020413 W1 = 0.086211 N1 = 0.022116 deltaLoss = -0.001856 Updating 2 features NewtonStep: 0.007 0.000000 increaseLambda: 0.007 0.000000 Undoing: newLoss 7.009796868982116, oldLoss 7.010895842062928, deltaLossBound -0.01937624059416926 Updating 3 features increaseLambda: 0.007 0.000000 NewtonStep: 0.338 0.002000 Search: 0.007 0.000000 increaseLambda: 0.007 0.000000 6: time = 0.007000 loss = 7.009140 testLoss 7.011086 'COND__rev lambda = -0.2710 alpha = -0.036134 lossBound = -0.019376 W1 = 0.084638 N1 = 0.022116 deltaLoss = -0.001756 increaseLambda: 0.339 0.001000 Undoing: newLoss 6.068997540667114, oldLoss 6.069506293245136, deltaLossBound -5.087869886233449E-4 Updating 2 features NewtonStep: 0.008 0.001000 increaseLambda: 0.008 0.000000 Undoing: newLoss 7.008090266757533, oldLoss 7.009139702434427, deltaLossBound -0.01839742519534103 increaseLambda: 0.339 0.000000 increaseLambda: 0.008 0.000000 Search: 0.339 0.000000 Search: 0.008 0.000000 increaseLambda: 0.008 0.000000 7: time = 0.008000 loss = 7.007477 testLoss 7.009677 'COND__rev lambda = -0.3063 alpha = -0.035329 lossBound = -0.018397 W1 = 0.083128 N1 = 0.022116 deltaLoss = -0.001663 increaseLambda: 0.339 0.000000 115: time = 0.339000 loss = 6.068998 testLoss 7.043803 Updating 2 features 'PTL_COND__rev lambda = 0.1890 alpha = 0.066096 lossBound = -0.000509 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000509 NewtonStep: 0.009 0.001000 increaseLambda: 0.009 0.000000 Undoing: newLoss 7.006474836323838, oldLoss 7.007477180921919, deltaLossBound -0.017472572039542868 Newton: returning 0.21516819267327839 Updating 4 features increaseLambda: 0.009 0.000000 Updating 7 features Search: 0.009 0.000000 NewtonStep: 1.023 0.003000 increaseLambda: 0.009 0.000000 8: time = 0.009000 loss = 7.005903 testLoss 7.008351 'COND__rev lambda = -0.3409 alpha = -0.034542 lossBound = -0.017473 W1 = 0.081678 N1 = 0.022116 deltaLoss = -0.001574 Updating 2 features NewtonStep: 0.009 0.000000 increaseLambda: 1.023 0.000000 Undoing contribution: was 0.006572497260837329 now 0.0065718275782026495 307: time = 1.024000 loss = 6.100583 testLoss 6.867111 'COND__rev lambda = -0.0119 alpha = 0.003902 lossBound = -0.000000 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000001 increaseLambda: 0.01 0.001000 Undoing: newLoss 7.004945215323769, oldLoss 7.005902777787722, deltaLossBound -0.016598414974782514 Loss was 6.004326792135098, now 6.004320528377177, delta -0.000006 parallelUpdate: 1.516 0.011000 Converged after 420 iterations increaseLambda: 0.01 0.000000 420: time = 1.516000 loss = 6.004321 testLoss 7.001408 Search: 0.01 0.000000 increaseLambda: 0.01 0.000000 9: time = 0.010000 loss = 7.004411 testLoss 7.007102 'COND__rev lambda = -0.3747 alpha = -0.033775 lossBound = -0.016598 W1 = 0.080285 N1 = 0.022116 deltaLoss = -0.001491 Updating 2 features NewtonStep: 0.01 0.000000 Updating 4 features NewtonStep: 0.341 0.002000 increaseLambda: 0.01 0.000000 Undoing: newLoss 7.0000173294736, oldLoss 7.004411349821937, deltaLossBound -0.01577190387922065 increaseLambda: 0.011 0.001000 increaseLambda: 0.342 0.001000 Undoing contribution: was 0.15993248221113532 now 0.15970524035567635 Search: 0.011 0.000000 increaseLambda: 0.011 0.000000 10: time = 0.011000 loss = 6.997776 testLoss 7.001653 'COND__rev lambda = -0.5398 alpha = -0.165133 lossBound = -0.015772 W1 = 0.073818 N1 = 0.022116 deltaLoss = -0.006635 116: time = 0.342000 loss = 6.068770 testLoss 7.044551 'PTL__rev lambda = -0.7351 alpha = 0.082562 lossBound = -0.000128 W1 = 0.145472 N1 = 0.122951 deltaLoss = -0.000227 Updating 2 features NewtonStep: 0.011 0.000000 increaseLambda: 0.011 0.000000 Undoing: newLoss 6.994304074843786, oldLoss 6.997775859807475, deltaLossBound -0.012115288964818118 increaseLambda: 0.012 0.001000 Search: 0.012 0.000000 increaseLambda: 0.012 0.000000 11: time = 0.012000 loss = 6.992734 testLoss 6.997666 'COND__rev lambda = -0.6867 alpha = -0.146935 lossBound = -0.012115 W1 = 0.068519 N1 = 0.022116 deltaLoss = -0.005042 Updating 2 features NewtonStep: 0.012 0.000000 increaseLambda: 0.012 0.000000 Undoing: newLoss 6.989979148321264, oldLoss 6.9927342192077075, deltaLossBound -0.009363241377686312 increaseLambda: 0.012 0.000000 Search: 0.013 0.001000 increaseLambda: 0.013 0.000000 12: time = 0.013000 loss = 6.988875 testLoss 6.994748 'COND__rev lambda = -0.8176 alpha = -0.130896 lossBound = -0.009363 W1 = 0.064135 N1 = 0.022116 deltaLoss = -0.003859 Updating 2 features Updating 3 features NewtonStep: 0.013 0.000000 NewtonStep: 0.344 0.002000 increaseLambda: 0.013 0.000000 Undoing: newLoss 6.986681310327782, oldLoss 6.988875456546434, deltaLossBound -0.007275683537892135 increaseLambda: 0.013 0.000000 Making features increaseLambda: 0.344 0.000000 Undoing: newLoss 6.068653276651667, oldLoss 6.068770264401055, deltaLossBound -1.170171285202646E-4 makeFeatures: max memory 1908932608, total allocated 567803904, free 166218752, used 401585152, increment 7396312 Daphnia_lumholtzi DOC: Search: 0.014 0.001000 Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 increaseLambda: 0.014 0.000000 13: time = 0.014000 loss = 6.985903 testLoss 6.992613 'COND__rev lambda = -0.9344 alpha = -0.116735 lossBound = -0.007276 W1 = 0.060478 N1 = 0.022116 deltaLoss = -0.002973 increaseLambda: 0.345 0.001000 Updating 2 features NewtonStep: 0.014 0.000000 Search: 0.345 0.000000 increaseLambda: 0.014 0.000000 Undoing: newLoss 6.984150134474682, oldLoss 6.985902733550146, deltaLossBound -0.0056808983353968424 increaseLambda: 0.014 0.000000 increaseLambda: 0.345 0.000000 Undoing contribution: was 0.06704588042845869 now 0.06692886329993838 117: time = 0.345000 loss = 6.068653 testLoss 7.034118 'TURB_COND__rev lambda = 0.1273 alpha = -0.043587 lossBound = -0.000117 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000117 Search: 0.014 0.000000 34 samples increaseLambda: 0.015 0.001000 14: time = 0.015000 loss = 6.983599 testLoss 6.991058 'COND__rev lambda = -1.0386 alpha = -0.104211 lossBound = -0.005681 W1 = 0.057402 N1 = 0.022116 deltaLoss = -0.002303 Updating 2 features NewtonStep: 0.015 0.000000 increaseLambda: 0.015 0.000000 Undoing: newLoss 6.982195935872523, oldLoss 6.983599292973512, deltaLossBound -0.004454755332835036 increaseLambda: 0.015 0.000000 Search: 0.015 0.000000 increaseLambda: 0.015 0.000000 15: time = 0.015000 loss = 6.981805 testLoss 6.989933 'COND__rev lambda = -1.1317 alpha = -0.093117 lossBound = -0.004455 W1 = 0.054797 N1 = 0.022116 deltaLoss = -0.001794 Density: max memory 1908932608, total allocated 567803904, free 161513456, used 406290448, increment 4705296 linearPredictor: max memory 1908932608, total allocated 567803904, free 161513456, used 406290448, increment 0 FeaturedSpace: max memory 1908932608, total allocated 567803904, free 161513456, used 406290448, increment 0 Sequential: max memory 1908932608, total allocated 567803904, free 161513456, used 406290448, increment 0 Updating 2 features Initial loss: 7.023758954738443 Initial test loss: 7.023758954738443 NewtonStep: 0.016 0.001000 increaseLambda: 0.016 0.000000 Undoing: newLoss 6.980679216338615, oldLoss 6.981805242124696, deltaLossBound -0.0035066141684831015 increaseLambda: 0.016 0.000000 Updating 5 features NewtonStep: 1.03 0.006000 Search: 0.016 0.000000 Updating 2 features Updating 3 features NewtonStep: 0.347 0.002000 NewtonStep: 0.0 0.000000 increaseLambda: 0.016 0.000000 16: time = 0.016000 loss = 6.980402 testLoss 6.989127 'COND__rev lambda = -1.2150 alpha = -0.083276 lossBound = -0.003507 W1 = 0.052576 N1 = 0.022116 deltaLoss = -0.001404 increaseLambda: 0.0 0.000000 Undoing: newLoss 7.021558004043867, oldLoss 7.023758954738443, deltaLossBound -0.013642940624021955 increaseLambda: 1.031 0.001000 Updating 2 features increaseLambda: 0.001 0.001000 NewtonStep: 0.017 0.001000 increaseLambda: 0.348 0.001000 308: time = 1.031000 loss = 6.100582 testLoss 6.867448 'COND__rev lambda = -0.8786 alpha = -0.005228 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 118: time = 0.348000 loss = 6.068567 testLoss 7.044903 TURB_COND: lambda = -1.4596 min = 1.0000 max = 3.0000 increaseLambda: 0.017 0.000000 alpha = -0.059645 lossBound = -0.000053 W1 = 0.082491 N1 = 0.073529 deltaLoss = -0.000086 Undoing: newLoss 6.979496462265054, oldLoss 6.980401531068847, deltaLossBound -0.0027696598959917372 increaseLambda: 0.017 0.000000 Search: 0.017 0.000000 increaseLambda: 0.017 0.000000 17: time = 0.017000 loss = 6.979299 testLoss 6.988560 'COND__rev lambda = -1.2895 alpha = -0.074532 lossBound = -0.002770 W1 = 0.050672 N1 = 0.022116 deltaLoss = -0.001103 Updating 2 features NewtonStep: 0.018 0.001000 increaseLambda: 0.018 0.000000 Undoing: newLoss 6.978570223910206, oldLoss 6.979298762255597, deltaLossBound -0.0021942052381549396 increaseLambda: 0.018 0.000000 Search: 0.018 0.000000 increaseLambda: 0.018 0.000000 18: time = 0.018000 loss = 6.978429 testLoss 6.988170 'COND__rev lambda = -1.3563 alpha = -0.066754 lossBound = -0.002194 W1 = 0.049031 N1 = 0.022116 deltaLoss = -0.000869 Updating 2 features NewtonStep: 0.018 0.000000 Search: 0.003 0.002000 increaseLambda: 0.019 0.001000 Undoing: newLoss 6.977842110537206, oldLoss 6.978429283123276, deltaLossBound -0.0017429986330540779 Updating 3 features NewtonStep: 0.35 0.002000 increaseLambda: 0.003 0.000000 0: time = 0.003000 loss = 7.021559 testLoss 7.021888 'DOC__rev lambda = 0.0286 alpha = 0.028628 lossBound = -0.013643 W1 = 0.640642 N1 = 0.731118 deltaLoss = -0.002200 increaseLambda: 0.019 0.000000 Updating 5 features NewtonStep: 1.033 0.002000 Search: 0.019 0.000000 Updating 2 features increaseLambda: 0.35 0.000000 Undoing: newLoss 6.0684922526602145, oldLoss 6.068567231489251, deltaLossBound -7.499074649032988E-5 NewtonStep: 0.003 0.000000 increaseLambda: 0.019 0.000000 19: time = 0.019000 loss = 6.977742 testLoss 6.987912 'COND__rev lambda = -1.4161 alpha = -0.059826 lossBound = -0.001743 W1 = 0.047611 N1 = 0.022116 deltaLoss = -0.000688 increaseLambda: 1.033 0.000000 Undoing contribution: was 0.0065718275782026495 now 0.006570910553244458 increaseLambda: 0.35 0.000000 Updating 2 features 309: time = 1.033000 loss = 6.100582 testLoss 6.867134 NewtonStep: 0.019 0.000000 increaseLambda: 0.003 0.000000 Undoing: newLoss 7.01943832178169, oldLoss 7.021559322242753, deltaLossBound -0.01293146127377059 increaseLambda: 0.019 0.000000 20: time = 0.019000 loss = 6.976349 testLoss 6.987625 'COND__rev lambda = -1.5701 alpha = -0.153996 lossBound = -0.001388 W1 = 0.044162 N1 = 0.022116 deltaLoss = -0.001392 Search: 0.351 0.001000 increaseLambda: 0.004 0.001000 'COND__rev lambda = -0.0073 Updating 2 features alpha = 0.004565 lossBound = -0.000000 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000001 NewtonStep: 0.02 0.001000 increaseLambda: 0.02 0.000000 increaseLambda: 0.351 0.000000 Undoing contribution: was 0.06692886329993838 now 0.06685387255344763 Search: 0.004 0.000000 119: time = 0.351000 loss = 6.068492 testLoss 7.036579 'TURB_COND__rev lambda = 0.0924 alpha = -0.034857 lossBound = -0.000075 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000075 Updating 30 features increaseLambda: 0.004 0.000000 1: time = 0.004000 loss = 7.019475 testLoss 7.020119 'DOC__rev lambda = 0.0279 alpha = 0.027923 lossBound = -0.012931 W1 = 0.644176 N1 = 0.732514 deltaLoss = -0.002085 Updating 2 features NewtonStep: 0.004 0.000000 Reducing stepsize from 0.373559821856397 to 0.20138829997954066 Newton: returning 0.20138829997954066 Updating 5 features increaseLambda: 0.004 0.000000 Undoing: newLoss 7.017429129832884, oldLoss 7.019474643613668, deltaLossBound -0.012262667869715322 increaseLambda: 0.005 0.001000 21: time = 0.020000 loss = 6.972577 testLoss 6.980803 COND: lambda = -0.8889 min = 4.0000 max = 50,590.0000 alpha = -0.888863 lossBound = -0.001092 W1 = 0.012864 N1 = 0.008479 deltaLoss = -0.003773 Search: 0.005 0.000000 Updating 2 features NewtonStep: 0.021 0.001000 increaseLambda: 0.021 0.000000 22: time = 0.021000 loss = 6.971783 testLoss 6.980876 'COND__rev lambda = -1.6908 alpha = -0.120734 lossBound = -0.000768 W1 = 0.042145 N1 = 0.022116 deltaLoss = -0.000794 increaseLambda: 0.005 0.000000 2: time = 0.005000 loss = 7.017498 testLoss 7.018447 'DOC__rev lambda = 0.0272 alpha = 0.027247 lossBound = -0.012263 W1 = 0.647848 N1 = 0.734112 deltaLoss = -0.001977 Loss was 6.06849224074276, now 6.067701227184971, delta -0.000791 Updating 2 features parallelUpdate: 0.352 0.001000 Updating 2 features NewtonStep: 0.006 0.001000 increaseLambda: 0.006 0.000000 Undoing: newLoss 7.016096396166968, oldLoss 7.017497955709154, deltaLossBound -0.011633873730204976 increaseLambda: 0.006 0.000000 NewtonStep: 0.021 0.000000 increaseLambda: 0.022 0.001000 23: time = 0.022000 loss = 6.969720 testLoss 6.976403 COND: lambda = -1.5911 min = 4.0000 max = 50,590.0000 Updating 5 features alpha = -0.702277 lossBound = -0.000513 W1 = 0.011962 N1 = 0.008479 deltaLoss = -0.002063 NewtonStep: 1.036 0.003000 Updating 2 features NewtonStep: 0.022 0.000000 increaseLambda: 0.023 0.001000 24: time = 0.023000 loss = 6.969281 testLoss 6.976628 'COND__rev lambda = -1.7832 alpha = -0.092427 lossBound = -0.000414 W1 = 0.040652 N1 = 0.022116 deltaLoss = -0.000439 Search: 0.007 0.001000 increaseLambda: 1.037 0.001000 Updating 2 features NewtonStep: 0.023 0.000000 310: time = 1.037000 loss = 6.100581 testLoss 6.867460 increaseLambda: 0.007 0.000000 'COND__rev lambda = -0.8837 3: time = 0.007000 loss = 7.015623 testLoss 7.016869 alpha = -0.005037 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 increaseLambda: 0.023 0.000000 25: time = 0.023000 loss = 6.967722 testLoss 6.972577 COND: lambda = -2.3175 min = 4.0000 max = 50,590.0000 alpha = -0.726345 lossBound = -0.000290 W1 = 0.011284 N1 = 0.008479 deltaLoss = -0.001559 'DOC__rev lambda = 0.0538 Updating 2 features alpha = 0.026554 lossBound = -0.011634 W1 = 0.649761 N1 = 0.734112 deltaLoss = -0.001875 NewtonStep: 0.023 0.000000 Updating 5 features NewtonStep: 0.354 0.002000 increaseLambda: 0.023 0.000000 26: time = 0.023000 loss = 6.967477 testLoss 6.972839 'COND__rev lambda = -1.8539 alpha = -0.070684 lossBound = -0.000227 W1 = 0.039619 N1 = 0.022116 deltaLoss = -0.000245 Updating 2 features NewtonStep: 0.007 0.000000 Updating 2 features NewtonStep: 0.024 0.001000 increaseLambda: 0.355 0.001000 increaseLambda: 0.008 0.001000 increaseLambda: 0.024 0.000000 Undoing contribution: was 0.01347209773654688327: time = 0.024000 loss = 6.966362 testLoss 6.969266 Undoing: newLoss 7.013721831648805, oldLoss 7.015623248001975, deltaLossBound -0.011041519389486078 COND: lambda = -3.0341 min = 4.0000 max = 50,590.0000 now 0.012988998987001442 alpha = -0.716644 lossBound = -0.000159 W1 = 0.010777 N1 = 0.008479 deltaLoss = -0.001114 121: time = 0.355000 loss = 6.067218 testLoss 7.010019 increaseLambda: 0.008 0.000000 NTL_COND: lambda = -0.7760 min = 1.0000 max = 3.0000 alpha = 0.124777 lossBound = -0.000221 W1 = 0.171614 N1 = 0.161765 deltaLoss = -0.000483 Updating 2 features NewtonStep: 0.024 0.000000 Search: 0.008 0.000000 increaseLambda: 0.024 0.000000 28: time = 0.024000 loss = 6.966222 testLoss 6.969515 'COND__rev lambda = -1.9082 alpha = -0.054312 lossBound = -0.000128 W1 = 0.038900 N1 = 0.022116 deltaLoss = -0.000140 increaseLambda: 0.008 0.000000 4: time = 0.008000 loss = 7.013844 testLoss 7.015375 'DOC__rev lambda = 0.0259 alpha = 0.025925 lossBound = -0.011042 W1 = 0.653423 N1 = 0.735834 deltaLoss = -0.001779 Updating 2 features NewtonStep: 0.024 0.000000 increaseLambda: 0.024 0.000000 29: time = 0.025000 loss = 6.965480 testLoss 6.966489 COND: lambda = -3.6998 min = 4.0000 max = 50,590.0000 Updating 2 features alpha = -0.665640 lossBound = -0.000085 W1 = 0.010402 N1 = 0.008479 deltaLoss = -0.000742 Updating 2 features NewtonStep: 0.009 0.001000 Newton: returning 0.11324678580960444 Updating 2 features increaseLambda: 0.009 0.000000 Undoing: newLoss 7.0120084535110605, oldLoss 7.013844122572491, deltaLossBound -0.010484155895588505 Loss was 6.965480348326827, now 6.965018165850992, delta -0.000462 parallelUpdate: 0.025 0.000000 increaseLambda: 0.009 0.000000 Updating 5 features NewtonStep: 1.039 0.002000 Updating 2 features NewtonStep: 0.025 0.000000 increaseLambda: 0.025 0.000000 Undoing: newLoss 6.965843402415112, oldLoss 6.965018165850992, deltaLossBound -1.2711607050685213E-4 Search: 0.009 0.000000 increaseLambda: 1.039 0.000000 Undoing contribution: was 0.006570910553244458 now 0.0065700587538712 increaseLambda: 0.009 0.000000 increaseLambda: 0.025 0.000000 5: time = 0.009000 loss = 7.012155 testLoss 7.013962 'DOC__rev lambda = 0.0253 alpha = 0.025309 lossBound = -0.010484 W1 = 0.656623 N1 = 0.737181 deltaLoss = -0.001689 311: time = 1.039000 loss = 6.100580 testLoss 6.867157 'COND__rev lambda = -0.0029 alpha = 0.004400 lossBound = -0.000000 W1 = 0.626388 N1 = 0.597545 deltaLoss = -0.000001 Updating 2 features Updating 6 features NewtonStep: 0.01 0.001000 Search: 0.026 0.001000 NewtonStep: 0.357 0.002000 increaseLambda: 0.026 0.000000 31: time = 0.026000 loss = 6.964769 testLoss 6.968911 'COND__rev lambda = -0.0440 alpha = -0.043981 lossBound = -0.000127 W1 = 0.628900 N1 = 0.596381 deltaLoss = -0.000249 Updating 2 features NewtonStep: 0.026 0.000000 increaseLambda: 0.357 0.000000 Undoing: newLoss 6.067031239220052, oldLoss 6.067218128435425, deltaLossBound -1.8782282737817403E-4 increaseLambda: 0.026 0.000000 Undoing contribution: was 0.04941688373209729 now 0.04936049477814574 32: time = 0.026000 loss = 6.964712 testLoss 6.968587 'COND__rev lambda = -2.0871 alpha = 0.037195 lossBound = -0.000048 W1 = 0.035613 N1 = 0.022116 deltaLoss = -0.000056 increaseLambda: 0.01 0.000000 Undoing: newLoss 7.010926296877899, oldLoss 7.012155024574494, deltaLossBound -0.009959039792937505 increaseLambda: 0.01 0.000000 Updating 2 features increaseLambda: 0.357 0.000000 NewtonStep: 0.026 0.000000 increaseLambda: 0.027 0.001000 33: time = 0.027000 loss = 6.964211 testLoss 6.965916 COND: lambda = -4.7512 min = 4.0000 max = 50,590.0000 alpha = -0.632419 lossBound = -0.000044 W1 = 0.010130 N1 = 0.008479 deltaLoss = -0.000501 Search: 0.358 0.001000 Search: 0.011 0.001000 Updating 2 features increaseLambda: 0.011 0.000000 NewtonStep: 0.027 0.000000 6: time = 0.011000 loss = 7.010551 testLoss 7.012626 'DOC__rev lambda = 0.0500 alpha = 0.024679 lossBound = -0.009959 W1 = 0.658340 N1 = 0.737181 deltaLoss = -0.001604 increaseLambda: 0.027 0.000000 34: time = 0.027000 loss = 6.964086 testLoss 6.967394 'COND__rev lambda = -0.0673 alpha = -0.023367 lossBound = -0.000089 W1 = 0.629563 N1 = 0.596381 deltaLoss = -0.000126 increaseLambda: 0.358 0.000000 122: time = 0.358000 loss = 6.067030 testLoss 7.035217 'NTL_COND lambda = -1.8018 alpha = -0.156931 lossBound = -0.000188 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000188 Updating 2 features NewtonStep: 0.011 0.000000 Updating 2 features NewtonStep: 0.027 0.000000 increaseLambda: 0.011 0.000000 Undoing: newLoss 7.008843485850677, oldLoss 7.010551044409981, deltaLossBound -0.009463458831087618 Updating 4 features increaseLambda: 0.027 0.000000 35: time = 0.027000 loss = 6.964030 testLoss 6.968399 'COND__rev lambda = -0.0828 alpha = -0.015445 lossBound = -0.000040 W1 = 0.628128 N1 = 0.596381 deltaLoss = -0.000055 increaseLambda: 0.011 0.000000 Updating 2 features NewtonStep: 0.028 0.001000 increaseLambda: 1.042 0.003000 Undoing contribution: was 0.05681400045931184 now 0.05681371844691885 increaseLambda: 0.028 0.000000 36: time = 0.028000 loss = 6.963624 testLoss 6.965905 COND: lambda = -5.3595 min = 4.0000 max = 50,590.0000 alpha = -0.608287 lossBound = -0.000032 W1 = 0.010026 N1 = 0.008479 deltaLoss = -0.000406 Updating 2 features 312: time = 1.042000 loss = 6.100580 testLoss 6.867189 NewtonStep: 0.028 0.000000 Search: 0.012 0.001000 (URBAN=1.0) lambda = 0.3210 alpha = -0.001531 lossBound = -0.000000 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000000 increaseLambda: 0.028 0.000000 increaseLambda: 0.012 0.000000 37: time = 0.028000 loss = 6.963546 testLoss 6.967090 'COND__rev lambda = -0.1012 7: time = 0.012000 loss = 7.009027 testLoss 7.011363 alpha = -0.018390 lossBound = -0.000056 W1 = 0.628656 N1 = 0.596381 deltaLoss = -0.000078 'DOC__rev lambda = 0.0241 alpha = 0.024081 lossBound = -0.009463 W1 = 0.660520 N1 = 0.737674 deltaLoss = -0.001524 Updating 2 features NewtonStep: 0.028 0.000000 Updating 2 features NewtonStep: 0.012 0.000000 increaseLambda: 0.028 0.000000 Undoing contribution: was 0.04936049477814574 now 0.04932416844719089 38: time = 0.028000 loss = 6.963510 testLoss 6.966840 'COND__rev lambda = -2.0575 alpha = 0.029654 lossBound = -0.000031 W1 = 0.035845 N1 = 0.022116 deltaLoss = -0.000036 increaseLambda: 0.012 0.000000 Undoing: newLoss 7.007902222234136, oldLoss 7.009027258499552, deltaLossBound -0.008995672145074903 increaseLambda: 0.013 0.001000 Updating 2 features NewtonStep: 0.029 0.001000 Updating 6 features increaseLambda: 0.029 0.000000 39: time = 0.029000 loss = 6.963468 testLoss 6.967722 'COND__rev lambda = -0.1146 alpha = -0.013458 lossBound = -0.000030 W1 = 0.627762 N1 = 0.596381 deltaLoss = -0.000042 Search: 0.013 0.000000 increaseLambda: 0.013 0.000000 8: time = 0.013000 loss = 7.007579 testLoss 7.010169 'DOC__rev lambda = 0.0476 alpha = 0.023490 lossBound = -0.008996 W1 = 0.662126 N1 = 0.737674 deltaLoss = -0.001448 Updating 2 features NewtonStep: 0.029 0.000000 increaseLambda: 0.36 0.002000 Undoing contribution: was 0.1157387942935193 now 0.11556196089647308 123: time = 0.360000 loss = 6.066853 testLoss 7.035818 (LAKE_ORIGIN=1.0) lambda = 0.4269 alpha = -0.063053 lossBound = -0.000177 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000177 increaseLambda: 0.029 0.000000 40: time = 0.029000 loss = 6.963162 testLoss 6.965502 COND: lambda = -5.9174 min = 4.0000 max = 50,590.0000 alpha = -0.557926 lossBound = -0.000022 W1 = 0.009925 N1 = 0.008479 deltaLoss = -0.000305 Updating 0 features NewtonStep: 0.013 0.000000 increaseLambda: 0.014 0.001000 Undoing: newLoss 7.006724538555495, oldLoss 7.007579245536208, deltaLossBound -0.008784605462003298 Updating 2 features NewtonStep: 0.03 0.001000 increaseLambda: 0.014 0.000000 increaseLambda: 0.03 0.000000 41: time = 0.030000 loss = 6.963102 testLoss 6.966555 'COND__rev lambda = -0.1309 alpha = -0.016217 lossBound = -0.000043 W1 = 0.628260 N1 = 0.596381 deltaLoss = -0.000061 Updating 5 features NewtonStep: 1.044 0.002000 Search: 0.014 0.000000 Updating 2 features increaseLambda: 0.014 0.000000 NewtonStep: 0.03 0.000000 9: time = 0.014000 loss = 7.006776 testLoss 7.009160 'DOC__rev lambda = -0.0358 alpha = -0.035761 lossBound = -0.008785 W1 = 0.038555 N1 = 0.008225 deltaLoss = -0.000804 increaseLambda: 0.03 0.000000 42: time = 0.030000 loss = 6.963075 testLoss 6.967265 'COND__rev lambda = -0.1416 alpha = -0.010748 lossBound = -0.000019 W1 = 0.627261 N1 = 0.596381 deltaLoss = -0.000027 increaseLambda: 1.044 0.000000 313: time = 1.044000 loss = 6.100577 testLoss 6.867199 PTL: lambda = 3.3079 min = 1.0000 max = 4,865.0000 Updating 0 features alpha = 0.045874 lossBound = -0.000000 W1 = 0.019302 N1 = 0.021255 deltaLoss = -0.000003 NewtonStep: 0.014 0.000000 Updating 2 features NewtonStep: 0.03 0.000000 increaseLambda: 0.014 0.000000 Undoing: newLoss 7.001535924949775, oldLoss 7.0067757237176425, deltaLossBound -0.00866559176234638 increaseLambda: 0.031 0.001000 Undoing contribution: was 0.04932416844719089 now 0.049296948615794915 43: time = 0.031000 loss = 6.963048 testLoss 6.967055 'COND__rev lambda = -2.0319 alpha = 0.025563 lossBound = -0.000024 W1 = 0.035972 N1 = 0.022116 deltaLoss = -0.000027 increaseLambda: 0.015 0.001000 Updating 2 features NewtonStep: 0.031 0.000000 increaseLambda: 0.031 0.000000 44: time = 0.031000 loss = 6.962824 testLoss 6.965117 COND: lambda = -6.4171 min = 4.0000 max = 50,590.0000 alpha = -0.499707 lossBound = -0.000015 W1 = 0.009842 N1 = 0.008479 deltaLoss = -0.000223 Updating 5 features NewtonStep: 0.362 0.002000 Updating 2 features NewtonStep: 0.031 0.000000 increaseLambda: 0.031 0.000000 45: time = 0.031000 loss = 6.962775 testLoss 6.966072 'COND__rev lambda = -0.1563 alpha = -0.014643 lossBound = -0.000035 W1 = 0.627972 N1 = 0.596381 deltaLoss = -0.000050 Updating 2 features increaseLambda: 0.362 0.000000 NewtonStep: 0.032 0.001000 124: time = 0.363000 loss = 6.066710 testLoss 7.049749 TURB_COND: lambda = -1.6600 min = 1.0000 max = 3.0000 Search: 0.015 0.000000 increaseLambda: 0.032 0.000000 46: time = 0.032000 loss = 6.962753 testLoss 6.966717 'COND__rev lambda = -0.1660 alpha = -0.077215 lossBound = -0.000086 W1 = 0.082520 N1 = 0.073529 deltaLoss = -0.000143 alpha = -0.009710 lossBound = -0.000016 W1 = 0.627069 N1 = 0.596381 deltaLoss = -0.000022 increaseLambda: 0.016 0.001000 10: time = 0.016000 loss = 7.000159 testLoss 7.003792 'DOC__rev lambda = 0.1629 alpha = 0.115314 lossBound = -0.008666 W1 = 0.669410 N1 = 0.737674 deltaLoss = -0.006617 Updating 2 features NewtonStep: 0.032 0.000000 Updating 0 features NewtonStep: 0.016 0.000000 increaseLambda: 0.032 0.000000 Undoing contribution: was 0.049296948615794915 now 0.04928114616902068 47: time = 0.032000 loss = 6.962737 testLoss 6.966562 'COND__rev lambda = -2.0125 alpha = 0.019374 lossBound = -0.000014 W1 = 0.036170 N1 = 0.022116 deltaLoss = -0.000016 increaseLambda: 0.016 0.000000 Undoing: newLoss 6.9976583434473625, oldLoss 7.000159005206186, deltaLossBound -0.009140787778694367 increaseLambda: 0.016 0.000000 Updating 2 features NewtonStep: 0.032 0.000000 Updating 6 features NewtonStep: 1.046 0.002000 increaseLambda: 0.032 0.000000 48: time = 0.033000 loss = 6.962573 testLoss 6.964870 COND: lambda = -6.8622 min = 4.0000 max = 50,590.0000 alpha = -0.445143 lossBound = -0.000010 W1 = 0.009779 N1 = 0.008479 deltaLoss = -0.000164 Search: 0.017 0.001000 increaseLambda: 0.017 0.000000 11: time = 0.017000 loss = 6.996232 testLoss 6.998820 'DOC__rev lambda = -0.2176 increaseLambda: 1.047 0.001000 Updating 2 features alpha = -0.181885 lossBound = -0.009141 W1 = 0.036273 N1 = 0.008225 deltaLoss = -0.003927 NewtonStep: 0.033 0.000000 314: time = 1.047000 loss = 6.100576 testLoss 6.868078 PTL_COND: lambda = -0.8205 min = 1.0000 max = 3.0000 alpha = -0.003513 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000001 increaseLambda: 0.033 0.000000 49: time = 0.033000 loss = 6.962534 testLoss 6.965717 'COND__rev lambda = -0.1789 alpha = -0.012899 lossBound = -0.000027 W1 = 0.627652 N1 = 0.596381 deltaLoss = -0.000038 Updating 0 features NewtonStep: 0.017 0.000000 Updating 2 features increaseLambda: 0.017 0.000000 Undoing: newLoss 6.989234347852528, oldLoss 6.99623212712429, deltaLossBound -0.0071764521034788495 NewtonStep: 0.033 0.000000 increaseLambda: 0.017 0.000000 increaseLambda: 0.033 0.000000 50: time = 0.033000 loss = 6.962504 testLoss 6.967449 'COND__rev lambda = -0.2045 alpha = -0.025677 lossBound = -0.000012 W1 = 0.625258 N1 = 0.596381 deltaLoss = -0.000031 Updating 7 features NewtonStep: 0.365 0.002000 Updating 2 features NewtonStep: 0.034 0.001000 increaseLambda: 0.034 0.000000 Undoing contribution: was 0.04928114616902068 now 0.049253220164503834 51: time = 0.034000 loss = 6.962476 testLoss 6.967005 'COND__rev lambda = -1.9547 alpha = 0.057818 lossBound = -0.000014 W1 = 0.036837 N1 = 0.022116 deltaLoss = -0.000028 increaseLambda: 0.365 0.000000 Updating 2 features NewtonStep: 0.034 0.000000 125: time = 0.365000 loss = 6.066523 testLoss 7.049061 'TURB__rev lambda = -0.6692 alpha = -0.089517 lossBound = -0.000052 W1 = 0.771719 N1 = 0.749584 deltaLoss = -0.000188 increaseLambda: 0.034 0.000000 52: time = 0.034000 loss = 6.962187 testLoss 6.962203 COND: lambda = -8.1778 min = 4.0000 max = 50,590.0000 alpha = -1.315526 lossBound = -0.000009 W1 = 0.009516 N1 = 0.008479 deltaLoss = -0.000288 Updating 2 features NewtonStep: 0.034 0.000000 increaseLambda: 0.034 0.000000 53: time = 0.034000 loss = 6.962044 testLoss 6.965899 'COND__rev lambda = -0.2605 alpha = -0.055927 lossBound = -0.000057 W1 = 0.625225 N1 = 0.596381 deltaLoss = -0.000143 Updating 2 features NewtonStep: 0.035 0.001000 increaseLambda: 0.035 0.000000 54: time = 0.035000 loss = 6.961950 testLoss 6.962977 COND: lambda = -9.0016 min = 4.0000 max = 50,590.0000 alpha = -0.823791 lossBound = -0.000003 W1 = 0.009490 N1 = 0.008479 deltaLoss = -0.000094 Updating 2 features NewtonStep: 0.035 0.000000 increaseLambda: 0.035 0.000000 55: time = 0.035000 loss = 6.961912 testLoss 6.964917 'COND__rev lambda = -0.2893 alpha = -0.028811 lossBound = -0.000015 W1 = 0.625256 N1 = 0.596381 deltaLoss = -0.000038 Updating 2 features NewtonStep: 0.036 0.001000 increaseLambda: 0.036 0.000000 Undoing contribution: was 0.049253220164503834 now 0.04925002003936651 56: time = 0.036000 loss = 6.961909 testLoss 6.964775 'COND__rev lambda = -1.9354 alpha = 0.019284 lossBound = -0.000002 W1 = 0.036823 N1 = 0.022116 deltaLoss = -0.000003 Updating 2 features NewtonStep: 0.036 0.000000 increaseLambda: 0.036 0.000000 Updating 7 features 57: time = 0.036000 loss = 6.961889 testLoss 6.963393 COND: lambda = -9.3984 min = 4.0000 max = 50,590.0000 alpha = -0.396890 lossBound = -0.000001 W1 = 0.009482 N1 = 0.008479 deltaLoss = -0.000020 NewtonStep: 0.367 0.002000 Updating 2 features NewtonStep: 0.037 0.001000 increaseLambda: 0.037 0.000000 58: time = 0.037000 loss = 6.961877 testLoss 6.964503 increaseLambda: 0.368 0.001000 126: time = 0.368000 loss = 6.066388 testLoss 7.052198 CHLA_COND^2: lambda = 2.4963 min = 1.0000 max = 81.0000 alpha = 0.078982 lossBound = -0.000098 W1 = 0.069493 N1 = 0.079044 deltaLoss = -0.000135 Search: 0.021 0.004000 increaseLambda: 0.021 0.000000 12: time = 0.021000 loss = 6.990716 testLoss 6.994146 'DOC__rev lambda = 0.1089 alpha = 0.108938 lossBound = -0.007176 W1 = 0.707217 N1 = 0.769430 deltaLoss = -0.005517 Updating 0 features NewtonStep: 0.021 0.000000 Updating 6 features increaseLambda: 0.021 0.000000 Undoing: newLoss 6.9885673045702195, oldLoss 6.990715596410677, deltaLossBound -0.007608599652889589 'COND__rev lambda = -0.3056 alpha = -0.016345 lossBound = -0.000005 W1 = 0.625263 N1 = 0.596381 deltaLoss = -0.000012 increaseLambda: 0.022 0.001000 Updating 2 features NewtonStep: 0.038 0.001000 Search: 0.022 0.000000 increaseLambda: 0.038 0.000000 59: time = 0.038000 loss = 6.961870 testLoss 6.963707 COND: lambda = -9.6286 min = 4.0000 max = 50,590.0000 alpha = -0.230141 lossBound = -0.000000 W1 = 0.009480 N1 = 0.008479 deltaLoss = -0.000006 Updating 3 features Newton: returning 0.04282057266115877 Updating 2 features Loss was 6.961870146303552, now 6.961865204726521, delta -0.000005 parallelUpdate: 0.038 0.000000 Updating 2 features NewtonStep: 0.038 0.000000 increaseLambda: 0.023 0.001000 13: time = 0.023000 loss = 6.987475 testLoss 6.989940 increaseLambda: 0.039 0.001000 'DOC__rev lambda = -0.3857 NewtonStep: 1.051 0.004000 alpha = -0.168034 lossBound = -0.007609 W1 = 0.034223 N1 = 0.008225 deltaLoss = -0.003241 61: time = 0.039000 loss = 6.961865 testLoss 6.963971 'COND__rev lambda = -0.3221 alpha = -0.003415 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000001 Updating 0 features Updating 2 features NewtonStep: 0.023 0.000000 NewtonStep: 0.039 0.000000 increaseLambda: 1.053 0.002000 Undoing: newLoss 6.100575830726707, oldLoss 6.100576254313036, deltaLossBound -4.2358635741296077E-7 Updating 6 features increaseLambda: 0.023 0.000000 Undoing: newLoss 6.983021701950167, oldLoss 6.987474683767474, deltaLossBound -0.006187717602545739 increaseLambda: 0.039 0.000000 NewtonStep: 0.37 0.002000 Undoing contribution: was 0.049250354794352164 now 0.049249762249817836 62: time = 0.039000 loss = 6.961864 testLoss 6.963911 'COND__rev lambda = -1.9283 alpha = 0.008262 lossBound = -0.000000 W1 = 0.036822 N1 = 0.022116 deltaLoss = -0.000001 increaseLambda: 0.023 0.000000 increaseLambda: 1.053 0.000000 Updating 2 features NewtonStep: 0.039 0.000000 Search: 0.023 0.000000 increaseLambda: 0.37 0.000000 Undoing contribution: was 0.026299539360515715 now 0.02610382461031741 increaseLambda: 0.039 0.000000 63: time = 0.039000 loss = 6.961864 testLoss 6.963988 'COND__rev lambda = -0.3232 Search: 1.054 0.001000 127: time = 0.370000 loss = 6.066192 testLoss 7.052073 increaseLambda: 0.024 0.001000 alpha = -0.001116 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 14: time = 0.024000 loss = 6.985016 testLoss 6.988639 'DOC__rev lambda = -0.0671 alpha = -0.067148 lossBound = -0.006188 W1 = 0.148423 N1 = 0.097891 deltaLoss = -0.002458 Updating 2 features NewtonStep: 0.04 0.001000 Updating 0 features increaseLambda: 1.054 0.000000 Undoing contribution: was 0.02421678745604055NewtonStep: 0.024 0.000000 'TURB__rev lambda = -0.2972 alpha = 0.072304 lossBound = -0.000099 W1 = 0.187598 N1 = 0.164242 deltaLoss = -0.000196 increaseLambda: 0.04 0.000000 Undoing contribution: was 0.049249762249817836 now 0.04924975684062474 64: time = 0.040000 loss = 6.961864 testLoss 6.963982 'COND__rev lambda = -1.9276 alpha = 0.000787 lossBound = -0.000000 W1 = 0.036822 N1 = 0.022116 deltaLoss = -0.000000 increaseLambda: 0.024 0.000000 Undoing: newLoss 6.980786423011766, oldLoss 6.985016384543259, deltaLossBound -0.006523800029977458 increaseLambda: 0.024 0.000000 Updating 2 features NewtonStep: 0.04 0.000000 increaseLambda: 0.04 0.000000 Undoing contribution: was 0.011336332296115557 now 0.011336297107575475 65: time = 0.040000 loss = 6.961864 testLoss 6.964042 COND: lambda = -9.8649 min = 4.0000 max = 50,590.0000 alpha = 0.017566 lossBound = -0.000000 W1 = 0.009479 N1 = 0.008479 deltaLoss = -0.000000 Search: 0.024 0.000000 increaseLambda: 0.024 0.000000 Updating 2 features 15: time = 0.024000 loss = 6.980023 testLoss 6.984736 'DOC__rev lambda = 0.1502 NewtonStep: 0.041 0.001000 now 0.024216363869684336 315: time = 1.055000 loss = 6.100576 testLoss 6.867593 'PTL_COND__rev lambda = 0.1927 alpha = -0.001913 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 increaseLambda: 0.041 0.000000 Undoing contribution: was 9.739351656056777E-4 now 9.739237041490051E-4 66: time = 0.041000 loss = 6.961864 testLoss 6.964008 'COND__rev lambda = -0.3227 alpha = 0.000496 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.041 0.000000 increaseLambda: 0.041 0.000000 Undoing contribution: was 0.011336297107575475 now 0.011336291637851246 67: time = 0.041000 loss = 6.961864 testLoss 6.964032 COND: lambda = -9.8580 min = 4.0000 max = 50,590.0000 alpha = 0.006919 lossBound = -0.000000 W1 = 0.009479 N1 = 0.008479 deltaLoss = -0.000000 alpha = 0.100252 lossBound = -0.006524 W1 = 0.675749 N1 = 0.737181 deltaLoss = -0.004993 Updating 2 features NewtonStep: 0.041 0.000000 Updating 0 features increaseLambda: 0.041 0.000000 Undoing contribution: was 9.739237041490051E-4 now 9.739210789991298E-4 68: time = 0.041000 loss = 6.961864 testLoss 6.964016 'COND__rev lambda = -0.3225 alpha = 0.000238 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 NewtonStep: 0.025 0.001000 increaseLambda: 0.026 0.001000 Undoing: newLoss 6.977486564245168, oldLoss 6.980022948292252, deltaLossBound -0.006102359474857384 Updating 6 features NewtonStep: 0.373 0.003000 Updating 2 features NewtonStep: 0.042 0.001000 increaseLambda: 0.026 0.000000 increaseLambda: 0.042 0.000000 Undoing contribution: was 0.011336291637851246 now 0.011336290381271517 69: time = 0.042000 loss = 6.961864 testLoss 6.964027 COND: lambda = -9.8547 min = 4.0000 max = 50,590.0000 alpha = 0.003315 lossBound = -0.000000 W1 = 0.009479 N1 = 0.008479 deltaLoss = -0.000000 increaseLambda: 0.373 0.000000 Undoing contribution: was 0.004337693270074558 now 0.0042319809693579045 Search: 0.026 0.000000 Updating 2 features 128: time = 0.373000 loss = 6.066086 testLoss 7.039041 NewtonStep: 0.042 0.000000 TURB_COND^2: lambda = -0.5891 min = 1.0000 max = 9.0000 alpha = 0.078478 lossBound = -0.000059 W1 = 0.070654 N1 = 0.062500 deltaLoss = -0.000106 increaseLambda: 0.026 0.000000 16: time = 0.026000 loss = 6.977598 testLoss 6.983461 'DOC__rev lambda = -0.1338 alpha = -0.066702 lossBound = -0.006102 W1 = 0.148186 N1 = 0.097891 deltaLoss = -0.002425 increaseLambda: 0.042 0.000000 Undoing contribution: was 9.739210789991298E-4 now 9.73920476315005E-4 70: time = 0.042000 loss = 6.961864 testLoss 6.964019 'COND__rev lambda = -0.3224 alpha = 0.000114 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.026 0.000000 Updating 2 features NewtonStep: 0.042 0.000000 increaseLambda: 0.026 0.000000 Undoing: newLoss 6.973855198759233, oldLoss 6.977598434324762, deltaLossBound -0.005602793467855891 Updating 6 features NewtonStep: 1.057 0.002000 increaseLambda: 0.043 0.001000 71: time = 0.043000 loss = 6.961864 testLoss 6.964020 'COND__rev lambda = -1.9277 alpha = -0.000093 lossBound = -0.000000 W1 = 0.036822 N1 = 0.022116 deltaLoss = -0.000000 increaseLambda: 0.027 0.001000 Updating 2 features NewtonStep: 0.043 0.000000 increaseLambda: 1.057 0.000000 Undoing: newLoss 6.101883944100143, oldLoss 6.1005758307266795, deltaLossBound -2.778120790305817E-7 increaseLambda: 0.043 0.000000 Search: 0.027 0.000000 Undoing contribution: was 0.011336290381271517 now 0.01133629013885121 72: time = 0.043000 loss = 6.961864 testLoss 6.964025 COND: lambda = -9.8532 min = 4.0000 max = 50,590.0000 alpha = 0.001456 lossBound = -0.000000 W1 = 0.009479 N1 = 0.008479 deltaLoss = -0.000000 increaseLambda: 0.027 0.000000 17: time = 0.027000 loss = 6.973306 testLoss 6.980177 'DOC__rev lambda = 0.2560 alpha = 0.093066 lossBound = -0.005603 W1 = 0.679614 N1 = 0.737674 deltaLoss = -0.004292 increaseLambda: 1.057 0.000000 Updating 2 features NewtonStep: 0.043 0.000000 Updating 0 features increaseLambda: 0.043 0.000000 Undoing contribution: was 9.73920476315005E-4 now 9.739202938893748E-4 73: time = 0.043000 loss = 6.961864 testLoss 6.964021 'COND__rev lambda = -0.3223 NewtonStep: 0.027 0.000000 alpha = 0.000063 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 Search: 1.057 0.000000 increaseLambda: 0.027 0.000000 Undoing: newLoss 6.9708211461309535, oldLoss 6.973306258536261, deltaLossBound -0.00594085902833425 Updating 2 features NewtonStep: 0.044 0.001000 increaseLambda: 0.028 0.001000 increaseLambda: 0.044 0.000000 Undoing contribution: was 0.01133629013885121 now 0.011336290051426032 74: time = 0.044000 loss = 6.961864 testLoss 6.964024 COND: lambda = -9.8523 min = 4.0000 max = 50,590.0000 alpha = 0.000874 lossBound = -0.000000 W1 = 0.009479 N1 = 0.008479 deltaLoss = -0.000000 increaseLambda: 1.058 0.001000 Updating 5 features NewtonStep: 0.375 0.002000 316: time = 1.058000 loss = 6.100571 testLoss 6.867358 TURB: lambda = -0.0842 min = 0.1470 max = 574.0000 Search: 0.028 0.000000 alpha = -0.084173 lossBound = -0.000000 W1 = 0.020462 N1 = 0.019461 deltaLoss = -0.000004 Updating 2 features NewtonStep: 0.044 0.000000 increaseLambda: 0.028 0.000000 18: time = 0.028000 loss = 6.970946 testLoss 6.978952 'DOC__rev lambda = -0.1997 alpha = -0.065849 lossBound = -0.005941 W1 = 0.147714 N1 = 0.097891 deltaLoss = -0.002360 increaseLambda: 0.044 0.000000 Undoing contribution: was 9.739202938893748E-4 now 9.739202519780116E-4 75: time = 0.044000 loss = 6.961864 testLoss 6.964022 increaseLambda: 0.375 0.000000 129: time = 0.375000 loss = 6.065941 testLoss 7.053005 TURB_COND: lambda = -1.7374 min = 1.0000 max = 3.0000 alpha = -0.077410 lossBound = -0.000088 W1 = 0.082522 N1 = 0.073529 deltaLoss = -0.000145 'COND__rev lambda = -0.3223 alpha = 0.000030 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.044 0.000000 increaseLambda: 0.045 0.001000 76: time = 0.045000 loss = 6.961864 testLoss 6.964022 'COND__rev lambda = -1.9277 alpha = -0.000023 lossBound = -0.000000 W1 = 0.036822 N1 = 0.022116 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.029 0.001000 Updating 2 features NewtonStep: 0.045 0.000000 increaseLambda: 0.029 0.000000 Undoing: newLoss 6.96885791440083, oldLoss 6.97094632834674, deltaLossBound -0.004948156798294225 increaseLambda: 0.045 0.000000 Undoing contribution: was 0.011336290051426032 now 0.011336290034404981 77: time = 0.045000 loss = 6.961864 testLoss 6.964023 COND: lambda = -9.8519 min = 4.0000 max = 50,590.0000 alpha = 0.000386 lossBound = -0.000000 W1 = 0.009479 N1 = 0.008479 deltaLoss = -0.000000 increaseLambda: 0.029 0.000000 Updating 2 features NewtonStep: 0.045 0.000000 Search: 0.029 0.000000 increaseLambda: 0.045 0.000000 Undoing contribution: was 9.739202519780116E-4 now 9.739202394484786E-4 78: time = 0.045000 loss = 6.961864 testLoss 6.964022 'COND__rev lambda = -0.3223 alpha = 0.000016 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 increaseLambda: 0.029 0.000000 19: time = 0.029000 loss = 6.968986 testLoss 6.978031 'DOC__rev lambda = -0.2600 alpha = -0.060310 lossBound = -0.004948 W1 = 0.144559 N1 = 0.097891 deltaLoss = -0.001960 Updating 2 features NewtonStep: 0.046 0.001000 Updating 1 features increaseLambda: 0.046 0.000000 Undoing contribution: was 0.011336290034404981 now 0.011336290028400895 NewtonStep: 0.03 0.001000 79: time = 0.046000 loss = 6.961864 testLoss 6.964023 COND: lambda = -9.8517 min = 4.0000 max = 50,590.0000 alpha = 0.000229 lossBound = -0.000000 W1 = 0.009479 N1 = 0.008479 deltaLoss = -0.000000 increaseLambda: 0.03 0.000000 20: time = 0.030000 loss = 6.958380 testLoss 6.970397 'DOC__rev lambda = 0.3197 alpha = 0.265902 lossBound = -0.005274 W1 = 0.686966 N1 = 0.734112 deltaLoss = -0.010606 Updating 2 features Updating 7 features NewtonStep: 0.046 0.000000 NewtonStep: 1.06 0.002000 Updating 6 features NewtonStep: 0.377 0.002000 increaseLambda: 0.046 0.000000 Undoing contribution: was 9.739202394484786E-4 now 9.739202365690042E-4 Updating 1 features 80: time = 0.046000 loss = 6.961864 testLoss 6.964022 'COND__rev lambda = -0.3223 alpha = 0.000008 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 Converged after 80 iterations 80: time = 0.046000 loss = 6.961864 testLoss 6.964022 NewtonStep: 0.03 0.000000 Res.gain: 0.06189500487270383 increaseLambda: 0.03 0.000000 21: time = 0.030000 loss = 6.945995 testLoss 6.965353 'DOC__rev lambda = -0.4369 alpha = -0.436854 lossBound = -0.006483 W1 = 0.133315 N1 = 0.099867 deltaLoss = -0.012385 increaseLambda: 1.06 0.000000 increaseLambda: 0.377 0.000000 Undoing contribution: was 0.0042319809693579045 now 0.004100137449507832 Undoing: newLoss 6.10057096365876, oldLoss 6.100571349320812, deltaLossBound -3.8566207558945206E-7 130: time = 0.377000 loss = 6.065809 testLoss 7.038413 TURB_COND^2: lambda = -0.5013 min = 1.0000 max = 9.0000 alpha = 0.087791 lossBound = -0.000073 W1 = 0.070671 N1 = 0.062500 deltaLoss = -0.000132 Updating 0 features NewtonStep: 0.031 0.001000 increaseLambda: 1.061 0.001000 increaseLambda: 0.031 0.000000 22: time = 0.031000 loss = 6.930865 testLoss 6.955771 'DOC__rev lambda = 0.4406 alpha = 0.440591 lossBound = -0.004894 W1 = 0.681944 N1 = 0.719565 deltaLoss = -0.015130 Search: 1.061 0.000000 Making features makeFeatures: max memory 1908932608, total allocated 567803904, free 123763216, used 444040688, increment 37750240 Daphnia_lumholtzi LAKE_ORIGIN: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 34 samples Density: max memory 1908932608, total allocated 567803904, free 123763216, used 444040688, increment 0 linearPredictor: max memory 1908932608, total allocated 567803904, free 123763216, used 444040688, increment 0 Updating 0 features NewtonStep: 0.031 0.000000 FeaturedSpace: max memory 1908932608, total allocated 567803904, free 123763216, used 444040688, increment 0 Sequential: max memory 1908932608, total allocated 567803904, free 123763216, used 444040688, increment 0 Initial loss: 7.023758954738443 Initial test loss: 7.023758954738443 Updating 2 features increaseLambda: 0.001 0.001000 0: time = 0.001000 loss = 7.009281 testLoss 7.008778 (LAKE_ORIGIN=0.0) lambda = -0.0407 alpha = -0.040711 lossBound = -0.307792 W1 = 0.451165 N1 = 0.088235 deltaLoss = -0.014478 Updating 2 features increaseLambda: 0.001 0.000000 1: time = 0.001000 loss = 6.995490 testLoss 6.994495 (LAKE_ORIGIN=0.0) lambda = -0.0806 alpha = -0.039897 lossBound = -0.293314 W1 = 0.441307 N1 = 0.088235 deltaLoss = -0.013790 Updating 2 features increaseLambda: 0.002 0.001000 2: time = 0.002000 loss = 6.982356 testLoss 6.980879 (LAKE_ORIGIN=0.0) lambda = -0.1197 alpha = -0.039099 lossBound = -0.279524 W1 = 0.431690 N1 = 0.088235 deltaLoss = -0.013134 Updating 2 features increaseLambda: 0.002 0.000000 3: time = 0.002000 loss = 6.969849 testLoss 6.967898 (LAKE_ORIGIN=0.0) lambda = -0.1580 alpha = -0.038317 lossBound = -0.266390 W1 = 0.422315 N1 = 0.088235 deltaLoss = -0.012507 Updating 2 features increaseLambda: 0.002 0.000000 4: time = 0.002000 loss = 6.957939 testLoss 6.955525 (LAKE_ORIGIN=1.0) lambda = 0.0376 alpha = 0.037551 lossBound = -0.253882 W1 = 0.586818 N1 = 0.911765 deltaLoss = -0.011910 Updating 2 features increaseLambda: 0.002 0.000000 5: time = 0.003000 loss = 6.946599 testLoss 6.943731 (LAKE_ORIGIN=0.0) lambda = -0.1948 alpha = -0.036800 lossBound = -0.241973 W1 = 0.404289 N1 = 0.088235 deltaLoss = -0.011340 Updating 2 features increaseLambda: 0.003 0.000000 6: time = 0.003000 loss = 6.935803 testLoss 6.932489 (LAKE_ORIGIN=0.0) lambda = -0.2309 alpha = -0.036064 lossBound = -0.230633 W1 = 0.395634 N1 = 0.088235 deltaLoss = -0.010797 Updating 2 features increaseLambda: 0.003 0.000000 7: time = 0.003000 loss = 6.925524 testLoss 6.921774 Updating 5 features NewtonStep: 0.381 0.004000 increaseLambda: 0.034 0.003000 23: time = 0.034000 loss = 6.922293 testLoss 6.954078 (LAKE_ORIGIN=1.0) lambda = 0.0729 alpha = 0.035342 lossBound = -0.219836 W1 = 0.612785 N1 = 0.911765 deltaLoss = -0.010279 Updating 2 features increaseLambda: 0.003 0.000000 8: time = 0.003000 loss = 6.915738 testLoss 6.911561 (LAKE_ORIGIN=1.0) lambda = 0.1075 alpha = 0.034635 lossBound = -0.209557 W1 = 0.620970 N1 = 0.911765 deltaLoss = -0.009786 Updating 2 features increaseLambda: 1.064 0.003000 Undoing contribution: was 0.024216363869684336 now 0.02421597820760784 increaseLambda: 0.381 0.000000 increaseLambda: 0.003 0.000000 9: time = 0.003000 loss = 6.906422 testLoss 6.901826 'DOC__rev lambda = -0.4132 alpha = -0.413186 lossBound = -0.003999 W1 = 0.127642 N1 = 0.100463 deltaLoss = -0.008573 317: time = 1.064000 loss = 6.100571 testLoss 6.866895 131: time = 0.381000 loss = 6.065670 testLoss 7.052103 (LAKE_ORIGIN=1.0) lambda = 0.1415 TURB_COND: lambda = -1.8133 min = 1.0000 max = 3.0000 'PTL_COND__rev lambda = 0.1908 alpha = -0.075874 lossBound = -0.000085 W1 = 0.082519 N1 = 0.073529 deltaLoss = -0.000140 alpha = 0.033943 lossBound = -0.199771 W1 = 0.628926 N1 = 0.911765 deltaLoss = -0.009316 Updating 2 features increaseLambda: 0.003 0.000000 10: time = 0.003000 loss = 6.864612 testLoss 6.857963 (LAKE_ORIGIN=1.0) lambda = 0.3078 alpha = 0.166320 lossBound = -0.190455 W1 = 0.666841 N1 = 0.911765 deltaLoss = -0.041810 Updating 2 features increaseLambda: 0.004 0.001000 11: time = 0.004000 loss = 6.832244 testLoss 6.823747 (LAKE_ORIGIN=1.0) lambda = 0.4575 alpha = 0.149688 lossBound = -0.148645 W1 = 0.699227 N1 = 0.911765 deltaLoss = -0.032368 Updating 2 features increaseLambda: 0.004 0.000000 12: time = 0.004000 loss = 6.807147 testLoss 6.796987 (LAKE_ORIGIN=1.0) lambda = 0.5922 alpha = 0.134719 lossBound = -0.116277 W1 = 0.726778 N1 = 0.911765 deltaLoss = -0.025096 Updating 2 features increaseLambda: 0.004 0.000000 13: time = 0.004000 loss = 6.787647 testLoss 6.775991 (LAKE_ORIGIN=0.0) lambda = -0.3521 alpha = -0.121247 lossBound = -0.091181 W1 = 0.249818 N1 = 0.088235 deltaLoss = -0.019500 Updating 2 features alpha = -0.001825 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 increaseLambda: 0.004 0.000000 14: time = 0.004000 loss = 6.772458 testLoss 6.759454 (LAKE_ORIGIN=1.0) lambda = 0.7013 alpha = 0.109122 lossBound = -0.071681 W1 = 0.770070 N1 = 0.911765 deltaLoss = -0.015190 Updating 2 features increaseLambda: 0.004 0.000000 15: time = 0.004000 loss = 6.760593 testLoss 6.746377 (LAKE_ORIGIN=1.0) lambda = 0.7995 alpha = 0.098210 lossBound = -0.056491 W1 = 0.786997 N1 = 0.911765 deltaLoss = -0.011865 Updating 2 features increaseLambda: 0.004 0.000000 16: time = 0.004000 loss = 6.751299 testLoss 6.735993 (LAKE_ORIGIN=0.0) lambda = -0.4405 alpha = -0.088389 lossBound = -0.044626 W1 = 0.198562 N1 = 0.088235 deltaLoss = -0.009293 Updating 2 features increaseLambda: 0.005 0.001000 17: time = 0.005000 loss = 6.744000 testLoss 6.727712 (LAKE_ORIGIN=1.0) lambda = 0.8791 alpha = 0.079550 lossBound = -0.035333 W1 = 0.813794 N1 = 0.911765 deltaLoss = -0.007299 Updating 2 features increaseLambda: 0.005 0.000000 18: time = 0.005000 loss = 6.738252 testLoss 6.721080 (LAKE_ORIGIN=0.0) lambda = -0.5121 alpha = -0.071595 lossBound = -0.028034 W1 = 0.175599 N1 = 0.088235 deltaLoss = -0.005748 Updating 2 features increaseLambda: 0.005 0.000000 19: time = 0.005000 loss = 6.733715 testLoss 6.715747 (LAKE_ORIGIN=1.0) lambda = 0.9435 alpha = 0.064436 lossBound = -0.022286 W1 = 0.833535 N1 = 0.911765 deltaLoss = -0.004538 Updating 2 features increaseLambda: 0.005 0.000000 20: time = 0.005000 loss = 6.723461 testLoss 6.703107 (LAKE_ORIGIN=0.0) lambda = -0.7054 alpha = -0.193307 lossBound = -0.017748 W1 = 0.141341 N1 = 0.088235 deltaLoss = -0.010254 Updating 2 features increaseLambda: 0.006 0.001000 21: time = 0.006000 loss = 6.719185 testLoss 6.697240 (LAKE_ORIGIN=0.0) lambda = -0.8343 alpha = -0.128871 lossBound = -0.007494 W1 = 0.126412 N1 = 0.088235 deltaLoss = -0.004276 Updating 2 features increaseLambda: 0.006 0.000000 22: time = 0.006000 loss = 6.717365 testLoss 6.694359 (LAKE_ORIGIN=1.0) lambda = 1.0294 alpha = 0.085914 lossBound = -0.003219 W1 = 0.882775 N1 = 0.911765 deltaLoss = -0.001820 Updating 2 features increaseLambda: 0.006 0.000000 23: time = 0.006000 loss = 6.716578 testLoss 6.692866 (LAKE_ORIGIN=0.0) lambda = -0.8916 alpha = -0.057276 lossBound = -0.001398 W1 = 0.111426 N1 = 0.088235 deltaLoss = -0.000786 Updating 5 features NewtonStep: 0.384 0.003000 Updating 2 features increaseLambda: 0.006 0.000000 24: time = 0.006000 loss = 6.716236 testLoss 6.692052 (LAKE_ORIGIN=1.0) lambda = 1.0676 alpha = 0.038184 lossBound = -0.000612 W1 = 0.892299 N1 = 0.911765 deltaLoss = -0.000343 Updating 2 features increaseLambda: 0.384 0.000000 Undoing contribution: was 0.004100137449507832 now 0.003974671948157768 Updating 0 features NewtonStep: 0.038 0.004000 132: time = 0.384000 loss = 6.065544 testLoss 7.037913 increaseLambda: 0.006 0.000000 TURB_COND^2: lambda = -0.4159 min = 1.0000 max = 9.0000 25: time = 0.007000 loss = 6.716085 testLoss 6.691588 alpha = 0.085390 lossBound = -0.000070 W1 = 0.070667 N1 = 0.062500 deltaLoss = -0.000125 (LAKE_ORIGIN=1.0) lambda = 1.0931 alpha = 0.025456 lossBound = -0.000269 W1 = 0.894721 N1 = 0.911765 deltaLoss = -0.000150 Updating 2 features increaseLambda: 0.007 0.000000 26: time = 0.007000 loss = 6.716019 testLoss 6.691312 (LAKE_ORIGIN=1.0) lambda = 1.1100 alpha = 0.016971 lossBound = -0.000119 W1 = 0.896309 N1 = 0.911765 deltaLoss = -0.000066 Updating 2 features increaseLambda: 0.007 0.000000 27: time = 0.007000 loss = 6.715990 testLoss 6.691143 (LAKE_ORIGIN=0.0) lambda = -0.9029 alpha = -0.011314 lossBound = -0.000053 W1 = 0.102645 N1 = 0.088235 deltaLoss = -0.000029 Updating 2 features increaseLambda: 0.007 0.000000 28: time = 0.007000 loss = 6.715977 testLoss 6.691037 (LAKE_ORIGIN=0.0) lambda = -0.9104 alpha = -0.007543 lossBound = -0.000023 W1 = 0.101952 N1 = 0.088235 deltaLoss = -0.000013 Updating 2 features increaseLambda: 0.038 0.000000 increaseLambda: 0.007 0.000000 24: time = 0.039000 loss = 6.911822 testLoss 6.949036 'DOC__rev lambda = 0.4296 alpha = 0.429569 lossBound = -0.002746 W1 = 0.689662 N1 = 0.719082 deltaLoss = -0.010470 29: time = 0.008000 loss = 6.715971 testLoss 6.690969 (LAKE_ORIGIN=1.0) lambda = 1.1151 alpha = 0.005028 lossBound = -0.000010 W1 = 0.898508 N1 = 0.911765 deltaLoss = -0.000006 Updating 0 features Updating 2 features Loss was 6.715971140645007, now 6.715971140645007, delta 0.000000 parallelUpdate: 0.008 0.000000 Updating 2 features increaseLambda: 0.008 0.000000 31: time = 0.008000 loss = 6.715969 testLoss 6.690925 (LAKE_ORIGIN=0.0) lambda = -0.9138 alpha = -0.003352 lossBound = -0.000005 W1 = 0.101187 N1 = 0.088235 deltaLoss = -0.000003 Updating 2 features increaseLambda: 0.008 0.000000 32: time = 0.008000 loss = 6.715967 testLoss 6.690896 (LAKE_ORIGIN=0.0) lambda = -0.9160 alpha = -0.002235 lossBound = -0.000002 W1 = 0.100984 N1 = 0.088235 deltaLoss = -0.000001 Updating 2 features increaseLambda: 0.008 0.000000 33: time = 0.008000 loss = 6.715967 testLoss 6.690877 (LAKE_ORIGIN=1.0) lambda = 1.1166 alpha = 0.001490 lossBound = -0.000001 W1 = 0.899151 N1 = 0.911765 deltaLoss = -0.000001 Updating 2 features increaseLambda: 0.008 0.000000 34: time = 0.009000 loss = 6.715967 testLoss 6.690865 (LAKE_ORIGIN=1.0) lambda = 1.1176 alpha = 0.000993 lossBound = -0.000000 W1 = 0.899241 N1 = 0.911765 deltaLoss = -0.000000 Updating 8 features Updating 4 features NewtonStep: 1.07 0.006000 Updating 2 features NewtonStep: 0.387 0.003000 increaseLambda: 0.009 0.000000 35: time = 0.009000 loss = 6.715967 testLoss 6.690857 (LAKE_ORIGIN=1.0) lambda = 1.1182 alpha = 0.000662 lossBound = -0.000000 W1 = 0.899301 N1 = 0.911765 deltaLoss = -0.000000 Updating 0 features Updating 2 features NewtonStep: 0.04 0.001000 increaseLambda: 0.009 0.000000 36: time = 0.009000 loss = 6.715967 testLoss 6.690851 (LAKE_ORIGIN=0.0) lambda = -0.9165 alpha = -0.000441 lossBound = -0.000000 W1 = 0.100659 N1 = 0.088235 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.387 0.000000 increaseLambda: 0.04 0.000000 increaseLambda: 1.07 0.000000 Undoing contribution: was 0.00525395103501497425: time = 0.040000 loss = 6.906294 testLoss 6.949354 'DOC__rev lambda = -0.3863 alpha = -0.386325 lossBound = -0.002278 W1 = 0.127427 N1 = 0.105407 deltaLoss = -0.005528 now 0.00524091050978998 133: time = 0.387000 loss = 6.065411 testLoss 7.051251 TURB_COND: lambda = -1.8872 min = 1.0000 max = 3.0000 alpha = -0.073907 lossBound = -0.000081 W1 = 0.082516 N1 = 0.073529 deltaLoss = -0.000133 318: time = 1.070000 loss = 6.100558 testLoss 6.865302 increaseLambda: 0.009 0.000000 NTL: lambda = -8.2483 min = 5.0000 max = 26,100.0000 37: time = 0.009000 loss = 6.715967 testLoss 6.690848 (LAKE_ORIGIN=0.0) lambda = -0.9168 alpha = 0.267891 lossBound = -0.000000 W1 = 0.028625 N1 = 0.027624 deltaLoss = -0.000013 alpha = -0.000294 lossBound = -0.000000 W1 = 0.100632 N1 = 0.088235 deltaLoss = -0.000000 Updating 2 features Updating 0 features NewtonStep: 0.04 0.000000 increaseLambda: 0.01 0.001000 38: time = 0.010000 loss = 6.715967 testLoss 6.690845 (LAKE_ORIGIN=0.0) lambda = -0.9169 alpha = -0.000196 lossBound = -0.000000 W1 = 0.100615 N1 = 0.088235 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.041 0.001000 26: time = 0.041000 loss = 6.899665 testLoss 6.948275 'DOC__rev lambda = 0.4067 alpha = 0.406686 lossBound = -0.001427 W1 = 0.685997 N1 = 0.708718 deltaLoss = -0.006629 increaseLambda: 0.01 0.000000 39: time = 0.010000 loss = 6.715967 testLoss 6.690843 (LAKE_ORIGIN=0.0) lambda = -0.9171 alpha = -0.000131 lossBound = -0.000000 W1 = 0.100603 N1 = 0.088235 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.01 0.000000 40: time = 0.010000 loss = 6.715967 testLoss 6.690842 (LAKE_ORIGIN=1.0) lambda = 1.1183 alpha = 0.000087 lossBound = -0.000000 W1 = 0.899405 N1 = 0.911765 deltaLoss = -0.000000 Updating 2 features Updating 0 features NewtonStep: 0.041 0.000000 increaseLambda: 0.01 0.000000 41: time = 0.010000 loss = 6.715967 testLoss 6.690842 (LAKE_ORIGIN=1.0) lambda = 1.1184 alpha = 0.000058 lossBound = -0.000000 W1 = 0.899410 N1 = 0.911765 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.041 0.000000 27: time = 0.041000 loss = 6.896625 testLoss 6.950274 'DOC__rev lambda = -0.3589 alpha = -0.358899 lossBound = -0.001136 W1 = 0.126697 N1 = 0.109381 deltaLoss = -0.003041 increaseLambda: 0.01 0.000000 42: time = 0.010000 loss = 6.715967 testLoss 6.690841 (LAKE_ORIGIN=0.0) lambda = -0.9171 alpha = -0.000039 lossBound = -0.000000 W1 = 0.100586 N1 = 0.088235 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.01 0.000000 43: time = 0.010000 loss = 6.715967 testLoss 6.690841 (LAKE_ORIGIN=1.0) lambda = 1.1184 alpha = 0.000026 lossBound = -0.000000 W1 = 0.899416 N1 = 0.911765 deltaLoss = -0.000000 Updating 2 features Updating 1 features NewtonStep: 0.041 0.000000 increaseLambda: 0.01 0.000000 44: time = 0.010000 loss = 6.715967 testLoss 6.690841 (LAKE_ORIGIN=1.0) lambda = 1.1184 alpha = 0.000017 lossBound = -0.000000 W1 = 0.899418 N1 = 0.911765 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.041 0.000000 28: time = 0.041000 loss = 6.892992 testLoss 6.947603 DOC: lambda = -1.5000 min = 0.3400 max = 290.5700 alpha = -1.499960 lossBound = -0.000242 W1 = 0.019781 N1 = 0.016866 deltaLoss = -0.003633 increaseLambda: 0.011 0.001000 45: time = 0.011000 loss = 6.715967 testLoss 6.690841 (LAKE_ORIGIN=1.0) lambda = 1.1184 alpha = 0.000011 lossBound = -0.000000 W1 = 0.899419 N1 = 0.911765 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.011 0.000000 46: time = 0.011000 loss = 6.715967 testLoss 6.690840 (LAKE_ORIGIN=1.0) lambda = 1.1184 alpha = 0.000008 lossBound = -0.000000 W1 = 0.899420 N1 = 0.911765 deltaLoss = -0.000000 Updating 2 features Updating 2 features NewtonStep: 0.042 0.001000 increaseLambda: 0.011 0.000000 47: time = 0.011000 loss = 6.715967 testLoss 6.690840 (LAKE_ORIGIN=0.0) lambda = -0.9171 increaseLambda: 0.042 0.000000 Undoing: newLoss 6.894664205441217, oldLoss 6.892991587855862, deltaLossBound 0.0 Updating 3 features NewtonStep: 0.389 0.002000 alpha = -0.000005 lossBound = -0.000000 W1 = 0.100580 N1 = 0.088235 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.042 0.000000 increaseLambda: 0.011 0.000000 48: time = 0.011000 loss = 6.715967 testLoss 6.690840 (LAKE_ORIGIN=0.0) lambda = -0.9171 Updating 6 features alpha = -0.000003 lossBound = -0.000000 W1 = 0.100580 N1 = 0.088235 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.389 0.000000 Undoing contribution: was 0.003974671948157768 now 0.0038551897753363405 increaseLambda: 0.011 0.000000 49: time = 0.011000 loss = 6.715967 testLoss 6.690840 (LAKE_ORIGIN=0.0) lambda = -0.9171 Search: 0.042 0.000000 alpha = -0.000002 lossBound = -0.000000 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000000 increaseLambda: 0.042 0.000000 134: time = 0.389000 loss = 6.065292 testLoss 7.037446 TURB_COND^2: lambda = -0.3328 min = 1.0000 max = 9.0000 Updating 2 features 29: time = 0.042000 loss = 6.892992 testLoss 6.947603 DOC^2: lambda = 0.0000 min = 0.1156 max = 84,430.9249 alpha = -0.000000 lossBound = 0.000000 W1 = 0.000970 N1 = 0.000369 deltaLoss = 0.000000 Updating 17 features alpha = 0.083092 lossBound = -0.000067 W1 = 0.070663 N1 = 0.062500 deltaLoss = -0.000119 NewtonStep: 1.072 0.002000 increaseLambda: 0.011 0.000000 50: time = 0.012000 loss = 6.715967 testLoss 6.690840 (LAKE_ORIGIN=0.0) lambda = -0.9171 alpha = -0.000005 lossBound = -0.000000 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.012 0.000000 51: time = 0.012000 loss = 6.715967 testLoss 6.690840 (LAKE_ORIGIN=0.0) lambda = -0.9171 alpha = -0.000000 lossBound = -0.000000 W1 = 0.100579 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features Newton: returning 0.2228995634170652 Updating 2 features increaseLambda: 0.012 0.000000 Undoing contribution: was 0.18184297288581153 now 0.18184297288580975 increaseLambda: 1.073 0.001000 52: time = 0.012000 loss = 6.715967 testLoss 6.690840 (LAKE_ORIGIN=1.0) lambda = 1.1184 alpha = -0.000000 lossBound = 0.000000 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000000 Updating 2 features 319: time = 1.073000 loss = 6.100550 testLoss 6.865329 'NTL__rev lambda = 0.0725 alpha = 0.015647 lossBound = -0.000003 W1 = 0.290645 N1 = 0.312155 deltaLoss = -0.000008 increaseLambda: 0.012 0.000000 Undoing contribution: was 0.18184297288580975 now 0.18184297288580797 53: time = 0.012000 loss = 6.715967 testLoss 6.690840 (LAKE_ORIGIN=1.0) lambda = 1.1184 alpha = -0.000000 lossBound = 0.000000 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000000 Updating 2 features Loss was 6.892991587855862, now 6.889066434282948, delta -0.003925 parallelUpdate: 0.043 0.001000 increaseLambda: 0.012 0.000000 54: time = 0.012000 loss = 6.715967 testLoss 6.690840 (LAKE_ORIGIN=0.0) lambda = -0.9171 alpha = -0.000000 lossBound = 0.000000 W1 = 0.100579 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features increaseLambda: 0.012 0.000000 Undoing contribution: was 0.18184297288580797 now 0.1818429728858053 55: time = 0.012000 loss = 6.715967 testLoss 6.690840 (LAKE_ORIGIN=1.0) lambda = 1.1184 alpha = -0.000000 lossBound = 0.000000 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000000 Updating 2 features Updating 2 features NewtonStep: 0.043 0.000000 increaseLambda: 0.012 0.000000 56: time = 0.012000 loss = 6.715967 testLoss 6.690840 (LAKE_ORIGIN=0.0) lambda = -0.9171 alpha = -0.000000 lossBound = -0.000000 W1 = 0.100579 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features increaseLambda: 0.044 0.001000 Undoing contribution: was 0.008210581916883881 now 0.008011330103308274 31: time = 0.044000 loss = 6.888867 testLoss 6.956274 'DOC__rev lambda = -0.3634 alpha = 0.108283 lossBound = -0.000167 W1 = 0.014995 N1 = 0.008225 deltaLoss = -0.000199 increaseLambda: 0.013 0.001000 57: time = 0.013000 loss = 6.715967 testLoss 6.690840 (LAKE_ORIGIN=0.0) lambda = -0.9171 alpha = -0.000000 lossBound = -0.000000 W1 = 0.100579 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features increaseLambda: 0.013 0.000000 Undoing contribution: was 0.1818429728858053 now 0.18184297288580353 58: time = 0.013000 loss = 6.715967 testLoss 6.690840 (LAKE_ORIGIN=1.0) lambda = 1.1184 alpha = -0.000000 lossBound = 0.000000 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000000 Updating 2 features Updating 2 features NewtonStep: 0.044 0.000000 increaseLambda: 0.013 0.000000 Undoing contribution: was 0.18184297288580353 now 0.18184297288580176 59: time = 0.013000 loss = 6.715967 testLoss 6.690840 (LAKE_ORIGIN=1.0) lambda = 1.1184 alpha = -0.000000 lossBound = 0.000000 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000000 Updating 0 features Updating 2 features increaseLambda: 0.044 0.000000 Undoing contribution: was 0.008011330103308274 now 0.007930728383135395 32: time = 0.044000 loss = 6.888787 testLoss 6.956577 'DOC__rev lambda = -0.2967 alpha = 0.066672 lossBound = -0.000069 W1 = 0.015490 N1 = 0.008225 deltaLoss = -0.000081 Loss was 6.71596655378532, now 6.71596655378532, delta 0.000000 parallelUpdate: 0.013 0.000000 Converged after 60 iterations 60: time = 0.013000 loss = 6.715967 testLoss 6.690840 Res.gain: 0.3077924009531232 Updating 4 features NewtonStep: 0.391 0.002000 Making features makeFeatures: max memory 1908932608, total allocated 567803904, free 113632144, used 454171760, increment 10131072 Daphnia_lumholtzi NTL: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 increaseLambda: 0.392 0.001000 135: time = 0.392000 loss = 6.065166 testLoss 7.050442 TURB_COND: lambda = -1.9592 min = 1.0000 max = 3.0000 alpha = -0.072000 lossBound = -0.000077 W1 = 0.082512 N1 = 0.073529 deltaLoss = -0.000126 Updating 2 features NewtonStep: 0.045 0.001000 increaseLambda: 0.045 0.000000 Undoing contribution: was 0.007930728383135395 now 0.007896926874086758 33: time = 0.045000 loss = 6.888753 testLoss 6.956786 'DOC__rev lambda = -0.2544 alpha = 0.042318 lossBound = -0.000030 W1 = 0.015814 N1 = 0.008225 deltaLoss = -0.000034 Updating 2 features NewtonStep: 0.046 0.001000 34 samples increaseLambda: 0.046 0.000000 34: time = 0.046000 loss = 6.888014 testLoss 6.956618 DOC: lambda = -2.7244 min = 0.3400 max = 290.5700 alpha = -0.890093 lossBound = -0.000026 W1 = 0.018559 N1 = 0.016866 deltaLoss = -0.000739 Density: max memory 1908932608, total allocated 567803904, free 111107176, used 456696728, increment 2524968 linearPredictor: max memory 1908932608, total allocated 567803904, free 111107176, used 456696728, increment 0 FeaturedSpace: max memory 1908932608, total allocated 567803904, free 111107176, used 456696728, increment 0 Sequential: max memory 1908932608, total allocated 567803904, free 111107176, used 456696728, increment 0 Initial loss: 7.023758954738443 Initial test loss: 7.023758954738443 Updating 2 features Updating 2 features NewtonStep: 0.0 0.000000 NewtonStep: 0.046 0.000000 increaseLambda: 0.0 0.000000 Undoing: newLoss 7.020524174021147, oldLoss 7.023758954738443, deltaLossBound -0.04196291274003848 increaseLambda: 0.001 0.001000 increaseLambda: 0.047 0.001000 Undoing: newLoss 6.888740637673954, oldLoss 6.888013638969163, deltaLossBound -6.269892357455595E-5 increaseLambda: 0.047 0.000000 Search: 0.001 0.000000 increaseLambda: 0.001 0.000000 0: time = 0.001000 loss = 7.015570 testLoss 7.019036 Updating 3 features NewtonStep: 0.394 0.002000 Search: 0.047 0.000000 increaseLambda: 0.047 0.000000 35: time = 0.047000 loss = 6.887883 testLoss 6.956364 'DOC__rev lambda = -0.0363 alpha = -0.036288 lossBound = -0.000063 W1 = 0.216977 N1 = 0.194276 deltaLoss = -0.000131 increaseLambda: 0.394 0.000000 Undoing contribution: was 0.0038551897753363405 now 0.003741391831523286 'NTL__rev lambda = -0.1155 alpha = -0.115482 lossBound = -0.041963 W1 = 0.093625 N1 = 0.012586 deltaLoss = -0.008189 136: time = 0.394000 loss = 6.065052 testLoss 7.037009 TURB_COND^2: lambda = -0.2520 min = 1.0000 max = 9.0000 alpha = 0.080867 lossBound = -0.000064 W1 = 0.070660 N1 = 0.062500 deltaLoss = -0.000114 Updating 2 features NewtonStep: 0.002 0.001000 increaseLambda: 0.002 0.000000 Undoing: newLoss 7.012564259405494, oldLoss 7.015569874953583, deltaLossBound -0.037911849247465296 increaseLambda: 0.002 0.000000 Search: 0.002 0.000000 Updating 2 features NewtonStep: 0.048 0.001000 increaseLambda: 0.002 0.000000 1: time = 0.002000 loss = 7.008217 testLoss 7.015032 'NTL__rev lambda = -0.1116 alpha = -0.111633 lossBound = -0.037912 W1 = 0.088361 N1 = 0.012369 deltaLoss = -0.007352 increaseLambda: 0.048 0.000000 Undoing contribution: was 0.009479118286902385 now 0.009436443083901666 36: time = 0.048000 loss = 6.887840 testLoss 6.955947 'DOC__rev lambda = -0.2963 alpha = 0.021709 lossBound = -0.000028 W1 = 0.112059 N1 = 0.097891 deltaLoss = -0.000043 Updating 2 features NewtonStep: 0.003 0.001000 Updating 2 features NewtonStep: 0.049 0.001000 increaseLambda: 0.003 0.000000 Undoing: newLoss 7.006183123912594, oldLoss 7.008217415595599, deltaLossBound -0.03430073480318503 Updating 8 features NewtonStep: 1.079 0.006000 increaseLambda: 0.049 0.000000 increaseLambda: 0.003 0.000000 37: time = 0.049000 loss = 6.887780 testLoss 6.955816 'DOC__rev lambda = -0.0570 alpha = -0.020737 lossBound = -0.000036 W1 = 0.216713 N1 = 0.194276 deltaLoss = -0.000060 Updating 2 features Search: 0.003 0.000000 increaseLambda: 1.079 0.000000 NewtonStep: 0.049 0.000000 Undoing: newLoss 6.100549471219963, oldLoss 6.100549923063616, deltaLossBound -4.5185022144241676E-7 Updating 3 features NewtonStep: 0.396 0.002000 increaseLambda: 0.003 0.000000 2: time = 0.003000 loss = 7.001617 testLoss 7.011649 increaseLambda: 0.049 0.000000 Undoing contribution: was 0.009436443083901666 now 0.009391418186262976 'NTL__rev lambda = -0.2189 alpha = -0.107247 lossBound = -0.034301 W1 = 0.084242 N1 = 0.012369 deltaLoss = -0.006601 38: time = 0.049000 loss = 6.887735 testLoss 6.955387 'DOC__rev lambda = -0.2740 alpha = 0.022293 lossBound = -0.000030 W1 = 0.112016 N1 = 0.097891 deltaLoss = -0.000045 increaseLambda: 1.08 0.001000 increaseLambda: 0.397 0.001000 Updating 2 features Updating 1 features NewtonStep: 0.004 0.001000 NewtonStep: 0.05 0.001000 137: time = 0.397000 loss = 6.064932 testLoss 7.049675 TURB_COND: lambda = -2.0293 min = 1.0000 max = 3.0000 alpha = -0.070150 lossBound = -0.000074 W1 = 0.082509 N1 = 0.073529 deltaLoss = -0.000120 Search: 1.08 0.000000 increaseLambda: 0.004 0.000000 Undoing: newLoss 6.999743785948391, oldLoss 7.001616708570652, deltaLossBound -0.03108473339259163 increaseLambda: 0.05 0.000000 39: time = 0.050000 loss = 6.887683 testLoss 6.955269 'DOC__rev lambda = -0.0763 alpha = -0.019294 lossBound = -0.000031 W1 = 0.216552 N1 = 0.194276 deltaLoss = -0.000052 increaseLambda: 0.004 0.000000 increaseLambda: 1.08 0.000000 Updating 1 features 320: time = 1.080000 loss = 6.100549 testLoss 6.866605 'NTL_COND lambda = -1.1319 NewtonStep: 0.05 0.000000 Search: 0.004 0.000000 alpha = -0.007887 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 increaseLambda: 0.05 0.000000 Undoing contribution: was 0.009391418186262976 now 0.009347025423672592 40: time = 0.050000 loss = 6.887638 testLoss 6.954844 'DOC__rev lambda = -0.2518 alpha = 0.022122 lossBound = -0.000029 W1 = 0.112026 N1 = 0.097891 deltaLoss = -0.000044 increaseLambda: 0.004 0.000000 3: time = 0.004000 loss = 6.995679 testLoss 7.008803 'NTL__rev lambda = -0.3219 alpha = -0.103067 lossBound = -0.031085 W1 = 0.080477 N1 = 0.012369 deltaLoss = -0.005937 Updating 2 features NewtonStep: 0.005 0.001000 increaseLambda: 0.005 0.000000 Undoing: newLoss 6.993952419305535, oldLoss 6.995679336782175, deltaLossBound -0.0282148724737997 increaseLambda: 0.005 0.000000 Search: 0.005 0.000000 increaseLambda: 0.006 0.001000 4: time = 0.006000 loss = 6.990329 testLoss 7.006424 'NTL__rev lambda = -0.4210 alpha = -0.099082 lossBound = -0.028215 W1 = 0.077031 N1 = 0.012369 deltaLoss = -0.005351 Updating 3 features NewtonStep: 0.399 0.002000 Updating 2 features NewtonStep: 0.006 0.000000 increaseLambda: 0.399 0.000000 Undoing contribution: was 0.003741391831523286 now 0.003632994276881638 increaseLambda: 0.006 0.000000 Undoing: newLoss 6.988734123416457, oldLoss 6.990328605931109, deltaLossBound -0.025648885966977196 138: time = 0.399000 loss = 6.064823 testLoss 7.036602 TURB_COND^2: lambda = -0.1733 min = 1.0000 max = 9.0000 alpha = 0.078712 lossBound = -0.000061 W1 = 0.070657 N1 = 0.062500 deltaLoss = -0.000108 increaseLambda: 0.006 0.000000 Updating 2 features NewtonStep: 0.052 0.002000 increaseLambda: 0.053 0.001000 41: time = 0.053000 loss = 6.887591 testLoss 6.954734 'DOC__rev lambda = -0.0946 Search: 0.007 0.001000 alpha = -0.018287 lossBound = -0.000028 W1 = 0.216441 N1 = 0.194276 deltaLoss = -0.000047 increaseLambda: 0.007 0.000000 5: time = 0.007000 loss = 6.985498 testLoss 7.004452 'NTL__rev lambda = -0.5163 alpha = -0.095281 lossBound = -0.025649 W1 = 0.073868 N1 = 0.012369 deltaLoss = -0.004831 Updating 9 features Updating 1 features NewtonStep: 0.053 0.000000 Updating 2 features NewtonStep: 0.007 0.000000 increaseLambda: 1.083 0.003000 increaseLambda: 0.007 0.000000 Undoing: newLoss 6.9840237652388675, oldLoss 6.985497841038451, deltaLossBound -0.02335022977948691 321: time = 1.083000 loss = 6.100549 testLoss 6.866571 (LAKE_ORIGIN=0.0) lambda = -0.2556 alpha = -0.002702 lossBound = -0.000000 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000000 increaseLambda: 0.007 0.000000 Search: 0.008 0.001000 increaseLambda: 0.008 0.000000 6: time = 0.008000 loss = 6.981129 testLoss 7.002832 'NTL__rev lambda = -0.6080 alpha = -0.091654 lossBound = -0.023350 W1 = 0.070962 N1 = 0.012369 deltaLoss = -0.004369 Updating 3 features NewtonStep: 0.401 0.002000 Updating 2 features increaseLambda: 0.054 0.001000 Undoing contribution: was 0.009347025423672592 now 0.009304550220406868 NewtonStep: 0.008 0.000000 42: time = 0.054000 loss = 6.887549 testLoss 6.954319 'DOC__rev lambda = -0.2302 alpha = 0.021622 lossBound = -0.000028 W1 = 0.112060 N1 = 0.097891 deltaLoss = -0.000042 increaseLambda: 0.401 0.000000 increaseLambda: 0.008 0.000000 Undoing: newLoss 6.979764579515933, oldLoss 6.981128945876881, deltaLossBound -0.021287246782256842 139: time = 0.401000 loss = 6.064709 testLoss 7.048946 TURB_COND: lambda = -2.0977 min = 1.0000 max = 3.0000 alpha = -0.068354 lossBound = -0.000070 W1 = 0.082506 N1 = 0.073529 deltaLoss = -0.000114 increaseLambda: 0.008 0.000000 Updating 1 features NewtonStep: 0.054 0.000000 increaseLambda: 0.055 0.001000 43: time = 0.055000 loss = 6.887506 testLoss 6.954217 'DOC__rev lambda = -0.1121 alpha = -0.017494 lossBound = -0.000026 W1 = 0.216354 N1 = 0.194276 deltaLoss = -0.000043 Search: 0.009 0.001000 increaseLambda: 0.009 0.000000 7: time = 0.009000 loss = 6.977171 testLoss 7.001520 'NTL__rev lambda = -0.6962 alpha = -0.088192 lossBound = -0.021287 W1 = 0.068285 N1 = 0.012369 deltaLoss = -0.003958 Updating 1 features NewtonStep: 0.055 0.000000 increaseLambda: 0.055 0.000000 Undoing contribution: was 0.009304550220406868 now 0.00926446337957608 44: time = 0.055000 loss = 6.887466 testLoss 6.953815 'DOC__rev lambda = -0.2092 alpha = 0.020988 lossBound = -0.000026 W1 = 0.112103 N1 = 0.097891 deltaLoss = -0.000040 Updating 2 features NewtonStep: 0.009 0.000000 Updating 8 features NewtonStep: 1.085 0.002000 increaseLambda: 0.009 0.000000 Undoing: newLoss 6.975906983040952, oldLoss 6.977171183782469, deltaLossBound -0.019432458969391386 Updating 1 features NewtonStep: 0.055 0.000000 increaseLambda: 0.009 0.000000 increaseLambda: 0.056 0.001000 45: time = 0.056000 loss = 6.887426 testLoss 6.953718 'DOC__rev lambda = -0.1289 increaseLambda: 1.086 0.001000 alpha = -0.016811 lossBound = -0.000024 W1 = 0.216280 N1 = 0.194276 deltaLoss = -0.000040 Undoing: newLoss 6.10054890972765, oldLoss 6.100549140725999, deltaLossBound -2.3099835103539628E-7 Search: 0.01 0.001000 Updating 1 features increaseLambda: 0.01 0.000000 8: time = 0.010000 loss = 6.973580 testLoss 7.000475 'NTL__rev lambda = -0.7810 alpha = -0.084885 lossBound = -0.019432 W1 = 0.065815 N1 = 0.012369 deltaLoss = -0.003591 NewtonStep: 0.056 0.000000 increaseLambda: 1.086 0.000000 increaseLambda: 0.056 0.000000 Undoing contribution: was 0.00926446337957608 now 0.009226868843801847 Updating 4 features NewtonStep: 0.403 0.002000 46: time = 0.056000 loss = 6.887389 testLoss 6.953330 'DOC__rev lambda = -0.1889 alpha = 0.020309 lossBound = -0.000025 W1 = 0.112150 N1 = 0.097891 deltaLoss = -0.000038 Search: 1.086 0.000000 Updating 2 features NewtonStep: 0.01 0.000000 increaseLambda: 0.01 0.000000 Undoing: newLoss 6.972407569191855, oldLoss 6.973580144664012, deltaLossBound -0.017761967441184502 Updating 1 features increaseLambda: 0.403 0.000000 Undoing contribution: was 0.003632994276881638 now 0.0035297279375894972 NewtonStep: 0.056 0.000000 140: time = 0.403000 loss = 6.064606 testLoss 7.036222 TURB_COND^2: lambda = -0.0966 min = 1.0000 max = 9.0000 increaseLambda: 0.01 0.000000 alpha = 0.076626 lossBound = -0.000059 W1 = 0.070654 N1 = 0.062500 deltaLoss = -0.000103 increaseLambda: 1.086 0.000000 increaseLambda: 0.057 0.001000 47: time = 0.057000 loss = 6.887352 testLoss 6.953238 'DOC__rev lambda = -0.1451 alpha = -0.016191 lossBound = -0.000022 W1 = 0.216212 N1 = 0.194276 deltaLoss = -0.000037 322: time = 1.086000 loss = 6.100549 testLoss 6.866718 'CHLA_COND__rev lambda = 0.0399 alpha = 0.001391 lossBound = -0.000000 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000000 Search: 0.011 0.001000 Updating 1 features NewtonStep: 0.057 0.000000 increaseLambda: 0.011 0.000000 9: time = 0.011000 loss = 6.970317 testLoss 6.999663 'NTL__rev lambda = -0.8628 alpha = -0.081727 lossBound = -0.017762 W1 = 0.063532 N1 = 0.012369 deltaLoss = -0.003263 increaseLambda: 0.057 0.000000 Undoing contribution: was 0.009226868843801847 now 0.009191713155176737 48: time = 0.057000 loss = 6.887317 testLoss 6.952865 'DOC__rev lambda = -0.1693 alpha = 0.019623 lossBound = -0.000023 W1 = 0.112198 N1 = 0.097891 deltaLoss = -0.000035 Updating 2 features NewtonStep: 0.011 0.000000 Updating 1 features NewtonStep: 0.057 0.000000 increaseLambda: 0.011 0.000000 Undoing: newLoss 6.965087700396021, oldLoss 6.970316868551636, deltaLossBound -0.016254943565414348 increaseLambda: 0.057 0.000000 increaseLambda: 0.011 0.000000 49: time = 0.057000 loss = 6.887282 testLoss 6.952778 'DOC__rev lambda = -0.1607 alpha = -0.015611 lossBound = -0.000021 W1 = 0.216148 N1 = 0.194276 deltaLoss = -0.000034 Updating 0 features Search: 0.012 0.001000 NewtonStep: 0.058 0.001000 increaseLambda: 0.012 0.000000 increaseLambda: 0.058 0.000000 Undoing: newLoss 6.899316122833524, oldLoss 6.887282223771869, deltaLossBound -2.1873389716780764E-5 10: time = 0.012000 loss = 6.957039 testLoss 6.998190 'NTL__rev lambda = -1.2563 alpha = -0.393536 lossBound = -0.016255 W1 = 0.053736 N1 = 0.012369 deltaLoss = -0.013278 Updating 4 features NewtonStep: 0.405 0.002000 Updating 2 features NewtonStep: 0.012 0.000000 increaseLambda: 0.058 0.000000 increaseLambda: 0.012 0.000000 Undoing: newLoss 6.948230024243496, oldLoss 6.957039163352137, deltaLossBound -0.012644420753484143 increaseLambda: 0.406 0.001000 Search: 0.059 0.001000 increaseLambda: 0.013 0.001000 141: time = 0.406000 loss = 6.064498 testLoss 7.048254 TURB_COND: lambda = -2.1643 min = 1.0000 max = 3.0000 alpha = -0.066611 lossBound = -0.000067 W1 = 0.082503 N1 = 0.073529 deltaLoss = -0.000109 increaseLambda: 0.059 0.000000 50: time = 0.059000 loss = 6.887135 testLoss 6.954243 'DOC__rev lambda = 0.1142 alpha = 0.114221 lossBound = -0.000022 W1 = 0.689635 N1 = 0.703872 deltaLoss = -0.000147 Search: 0.013 0.000000 Updating 1 features increaseLambda: 0.013 0.000000 NewtonStep: 0.059 0.000000 11: time = 0.013000 loss = 6.947385 testLoss 6.990361 'NTL__rev lambda = 0.1519 alpha = 0.151885 lossBound = -0.012644 W1 = 0.736117 N1 = 0.809197 deltaLoss = -0.009655 increaseLambda: 0.059 0.000000 51: time = 0.059000 loss = 6.886887 testLoss 6.953678 'DOC__rev lambda = -0.2541 alpha = -0.093346 lossBound = -0.000082 W1 = 0.214434 N1 = 0.194276 deltaLoss = -0.000248 Updating 2 features NewtonStep: 0.013 0.000000 Updating 0 features Updating 7 features NewtonStep: 1.09 0.004000 increaseLambda: 0.014 0.001000 NewtonStep: 0.06 0.001000 Undoing: newLoss 6.943488968188148, oldLoss 6.947384608471804, deltaLossBound -0.011340250578911165 increaseLambda: 0.06 0.000000 Undoing contribution: was 0.009191713155176737 now 0.0090081639433338 increaseLambda: 0.014 0.000000 52: time = 0.060000 loss = 6.886703 testLoss 6.951744 'DOC__rev lambda = -0.0678 alpha = 0.101548 lossBound = -0.000068 W1 = 0.113697 N1 = 0.097891 deltaLoss = -0.000184 increaseLambda: 1.09 0.000000 323: time = 1.090000 loss = 6.100526 testLoss 6.867069 DOC: lambda = -8.4310 min = 0.3400 max = 290.5700 alpha = -0.583027 lossBound = -0.000000 W1 = 0.017867 N1 = 0.016866 deltaLoss = -0.000023 Updating 1 features Search: 0.014 0.000000 NewtonStep: 0.06 0.000000 increaseLambda: 0.014 0.000000 12: time = 0.014000 loss = 6.938230 testLoss 6.991314 increaseLambda: 0.06 0.000000 53: time = 0.060000 loss = 6.886542 testLoss 6.951328 'DOC__rev lambda = -0.3291 alpha = -0.075052 lossBound = -0.000054 W1 = 0.214418 N1 = 0.194276 deltaLoss = -0.000161 'NTL__rev lambda = -1.5933 alpha = -0.336977 lossBound = -0.011340 W1 = 0.048386 N1 = 0.012369 deltaLoss = -0.009155 Updating 4 features NewtonStep: 0.407 0.001000 Updating 1 features NewtonStep: 0.015 0.001000 increaseLambda: 0.408 0.001000 Undoing contribution: was 0.0035297279375894972 now 0.003431337559346501 Updating 0 features increaseLambda: 0.015 0.000000 Undoing: newLoss 6.9303528495280515, oldLoss 6.938229837333019, deltaLossBound -0.010455433383072164 Reducing newton stepsize from 0.08424666012044843 to 0.0677509944663276 NewtonStep: 0.061 0.001000 142: time = 0.408000 loss = 6.064399 testLoss 7.035868 TURB_COND^2: lambda = -0.0220 min = 1.0000 max = 9.0000 alpha = 0.074604 lossBound = -0.000056 W1 = 0.070651 N1 = 0.062500 deltaLoss = -0.000098 increaseLambda: 0.015 0.000000 increaseLambda: 0.061 0.000000 Undoing contribution: was 0.0090081639433338 now 0.008884602616253554 54: time = 0.061000 loss = 6.886419 testLoss 6.950036 'DOC__rev lambda = 0.0000 alpha = 0.067751 lossBound = -0.000047 W1 = 0.113059 N1 = 0.097891 deltaLoss = -0.000124 Search: 0.015 0.000000 Updating 1 features NewtonStep: 0.061 0.000000 increaseLambda: 0.015 0.000000 13: time = 0.015000 loss = 6.930237 testLoss 6.984978 'NTL__rev lambda = 0.1381 alpha = 0.138120 lossBound = -0.010455 W1 = 0.739264 N1 = 0.807362 deltaLoss = -0.007993 increaseLambda: 0.061 0.000000 Undoing: newLoss 6.899745437163345, oldLoss 6.886418836545561, deltaLossBound -2.415742879198176E-5 increaseLambda: 0.062 0.001000 Updating 1 features NewtonStep: 0.016 0.001000 increaseLambda: 0.016 0.000000 Undoing: newLoss 6.9272767266696835, oldLoss 6.93023682938194, deltaLossBound -0.008128548205594553 Search: 0.062 0.000000 increaseLambda: 0.016 0.000000 increaseLambda: 0.062 0.000000 55: time = 0.062000 loss = 6.886355 testLoss 6.949774 'DOC__rev lambda = -0.0679 alpha = -0.067900 lossBound = -0.000024 W1 = 0.211160 N1 = 0.192069 deltaLoss = -0.000064 Updating 6 features Reducing newton stepsize from -0.0409663734008187 to -0.009014998829168135 NewtonStep: 1.092 0.002000 Search: 0.016 0.000000 Updating 0 features NewtonStep: 0.062 0.000000 increaseLambda: 0.016 0.000000 14: time = 0.016000 loss = 6.923738 testLoss 6.987210 'NTL__rev lambda = -1.8843 alpha = -0.291044 lossBound = -0.008129 W1 = 0.044371 N1 = 0.012369 deltaLoss = -0.006498 increaseLambda: 1.092 0.000000 Undoing contribution: was 1.168190878732495E-4 now 1.0671403089984103E-4 increaseLambda: 0.062 0.000000 Undoing contribution: was 0.012757221357603536 now 0.012625929715029786 56: time = 0.063000 loss = 6.886224 testLoss 6.948220 'DOC__rev lambda = -0.4495 alpha = 0.084690 lossBound = -0.000049 W1 = 0.115797 N1 = 0.099867 deltaLoss = -0.000131 324: time = 1.092000 loss = 6.100516 testLoss 6.866913 'DOC__rev lambda = 0.0000 Updating 4 features alpha = -0.009015 lossBound = -0.000004 W1 = 0.669345 N1 = 0.683069 deltaLoss = -0.000010 NewtonStep: 0.41 0.002000 Updating 1 features NewtonStep: 0.017 0.001000 Updating 1 features NewtonStep: 0.063 0.000000 increaseLambda: 0.41 0.000000 increaseLambda: 0.017 0.000000 Undoing: newLoss 6.918998049106052, oldLoss 6.923738419993121, deltaLossBound -0.008612934764070806 increaseLambda: 0.063 0.000000 143: time = 0.410000 loss = 6.064296 testLoss 7.047597 TURB_COND: lambda = -2.2292 min = 1.0000 max = 3.0000 alpha = -0.064919 lossBound = -0.000064 W1 = 0.082501 N1 = 0.073529 deltaLoss = -0.000103 increaseLambda: 0.017 0.000000 Search: 0.017 0.000000 increaseLambda: 0.018 0.001000 15: time = 0.018000 loss = 6.917146 testLoss 6.982125 'NTL__rev lambda = 0.2638 alpha = 0.125713 lossBound = -0.008613 W1 = 0.744070 N1 = 0.807362 deltaLoss = -0.006593 Updating 1 features NewtonStep: 0.018 0.000000 increaseLambda: 0.018 0.000000 Undoing: newLoss 6.913411505369271, oldLoss 6.9171456070651445, deltaLossBound -0.006489554772699522 increaseLambda: 0.018 0.000000 Search: 0.018 0.000000 increaseLambda: 0.019 0.001000 16: time = 0.019000 loss = 6.912177 testLoss 6.978476 'NTL__rev lambda = 0.2617 alpha = 0.109859 lossBound = -0.006490 W1 = 0.752438 N1 = 0.809197 deltaLoss = -0.004969 Updating 6 features NewtonStep: 1.095 0.003000 Updating 4 features Reducing newton stepsize from 0.0726458362657801 to 0.022035678366436495 NewtonStep: 0.412 0.002000 Updating 0 features NewtonStep: 0.019 0.000000 increaseLambda: 0.019 0.000000 Undoing: newLoss 6.9068771991533975, oldLoss 6.912176821181769, deltaLossBound -0.006495814497331002 increaseLambda: 0.412 0.000000 Undoing contribution: was 0.003431337559346501 now 0.003382366850862637 increaseLambda: 1.095 0.000000 increaseLambda: 0.019 0.000000 Undoing contribution: was 3.9558356902240614E-5 now 3.6478079648531984E-5 144: time = 0.412000 loss = 6.064247 testLoss 7.043919 TURB_COND^2: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = 0.022036 lossBound = -0.000042 W1 = 0.068765 N1 = 0.062500 deltaLoss = -0.000049 325: time = 1.095000 loss = 6.100513 testLoss 6.866893 'NTL__rev lambda = 0.0900 alpha = -0.009755 lossBound = -0.000001 W1 = 0.277095 N1 = 0.298438 deltaLoss = -0.000003 Search: 0.02 0.001000 increaseLambda: 0.02 0.000000 17: time = 0.020000 loss = 6.907071 testLoss 6.979846 'NTL__rev lambda = -0.2249 alpha = -0.224860 lossBound = -0.006496 W1 = 0.055883 N1 = 0.020921 deltaLoss = -0.005106 Updating 0 features NewtonStep: 0.02 0.000000 increaseLambda: 0.02 0.000000 Undoing: newLoss 6.903747740487184, oldLoss 6.907070860760695, deltaLossBound -0.00555230224826562 increaseLambda: 0.02 0.000000 Search: 0.021 0.001000 increaseLambda: 0.021 0.000000 18: time = 0.021000 loss = 6.902815 testLoss 6.976814 'NTL__rev lambda = 0.3635 alpha = 0.101806 lossBound = -0.005552 W1 = 0.755504 N1 = 0.809197 deltaLoss = -0.004256 Updating 0 features NewtonStep: 0.021 0.000000 Updating 4 features NewtonStep: 0.414 0.002000 Updating 8 features increaseLambda: 0.021 0.000000 Undoing: newLoss 6.900789037521679, oldLoss 6.902815045210164, deltaLossBound -0.004876375371505232 increaseLambda: 0.021 0.000000 increaseLambda: 0.414 0.000000 Undoing: newLoss 6.084919391023965, oldLoss 6.064246998974194, deltaLossBound -3.91483390445268E-5 increaseLambda: 1.098 0.003000 Undoing contribution: was 0.09270394361558054 now 0.09270323959425308 326: time = 1.098000 loss = 6.100512 testLoss 6.866941 (LAKE_ORIGIN=0.0) lambda = -0.2516 alpha = 0.003947 lossBound = -0.000001 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000001 Search: 0.022 0.001000 increaseLambda: 0.022 0.000000 19: time = 0.022000 loss = 6.899005 testLoss 6.978679 increaseLambda: 0.415 0.001000 'NTL__rev lambda = -0.4219 alpha = -0.197053 lossBound = -0.004876 W1 = 0.052965 N1 = 0.020921 deltaLoss = -0.003810 Updating 1 features NewtonStep: 0.022 0.000000 Search: 0.415 0.000000 increaseLambda: 0.022 0.000000 20: time = 0.022000 loss = 6.890351 testLoss 6.973040 'NTL__rev lambda = 0.6144 alpha = 0.250809 lossBound = -0.004733 W1 = 0.766327 N1 = 0.809197 deltaLoss = -0.008654 Updating 1 features NewtonStep: 0.023 0.001000 increaseLambda: 0.023 0.000000 21: time = 0.023000 loss = 6.884941 testLoss 6.976937 'NTL__rev lambda = -0.7451 alpha = -0.323167 lossBound = -0.004301 W1 = 0.049348 N1 = 0.020921 deltaLoss = -0.005410 increaseLambda: 0.416 0.001000 145: time = 0.416000 loss = 6.064135 testLoss 7.042151 'CHLA__rev lambda = -0.0813 alpha = -0.081288 lossBound = -0.000039 W1 = 0.743401 N1 = 0.721007 deltaLoss = -0.000112 Updating 0 features NewtonStep: 0.024 0.001000 increaseLambda: 0.024 0.000000 22: time = 0.024000 loss = 6.879346 testLoss 6.973906 'NTL__rev lambda = 0.8277 alpha = 0.213334 lossBound = -0.002794 W1 = 0.773143 N1 = 0.809197 deltaLoss = -0.005595 57: time = 0.063000 loss = 6.886163 testLoss 6.948024 'DOC__rev lambda = -0.1141 alpha = -0.046207 lossBound = -0.000021 W1 = 0.212137 N1 = 0.192069 deltaLoss = -0.000061 Updating 1 features NewtonStep: 0.024 0.000000 Updating 0 features increaseLambda: 0.024 0.000000 23: time = 0.024000 loss = 6.872054 testLoss 6.989640 'NTL__rev lambda = -0.8024 alpha = -0.802430 lossBound = -0.002809 W1 = 0.039631 N1 = 0.021852 deltaLoss = -0.007292 NewtonStep: 0.07 0.007000 increaseLambda: 0.07 0.000000 Undoing: newLoss 6.898302548347829, oldLoss 6.886162933040438, deltaLossBound -2.2269226617488392E-5 Updating 6 features increaseLambda: 0.07 0.000000 Updating 2 features NewtonStep: 0.024 0.000000 increaseLambda: 0.025 0.001000 24: time = 0.025000 loss = 6.864174 testLoss 6.986600 'NTL__rev lambda = 0.4082 alpha = 0.408235 lossBound = -0.002232 W1 = 0.772049 N1 = 0.797542 deltaLoss = -0.007880 Search: 0.071 0.001000 increaseLambda: 1.101 0.003000 Undoing contribution: was 0.05681371844691885 now 0.05681345561173323 increaseLambda: 0.071 0.000000 327: time = 1.101000 loss = 6.100512 testLoss 6.866972 (URBAN=1.0) lambda = 0.3196 alpha = -0.001478 lossBound = -0.000000 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000000 58: time = 0.071000 loss = 6.886011 testLoss 6.949525 'DOC__rev lambda = 0.1150 alpha = 0.114987 lossBound = -0.000022 W1 = 0.686982 N1 = 0.701251 deltaLoss = -0.000152 Updating 2 features NewtonStep: 0.025 0.000000 increaseLambda: 0.025 0.000000 25: time = 0.025000 loss = 6.861979 testLoss 6.998877 'NTL__rev lambda = -0.5182 alpha = -0.518250 lossBound = -0.000762 W1 = 0.070001 N1 = 0.056970 deltaLoss = -0.002195 Updating 5 features Updating 1 features NewtonStep: 0.418 0.002000 NewtonStep: 0.071 0.000000 increaseLambda: 0.071 0.000000 59: time = 0.071000 loss = 6.885899 testLoss 6.949229 'DOC__rev lambda = -0.1768 alpha = -0.062670 lossBound = -0.000038 W1 = 0.212147 N1 = 0.192069 deltaLoss = -0.000112 Updating 20 features Updating 2 features NewtonStep: 0.025 0.000000 increaseLambda: 0.418 0.000000 Undoing: newLoss 6.064087360649884, oldLoss 6.064134602168681, deltaLossBound -4.7241855430219014E-5 increaseLambda: 0.026 0.001000 26: time = 0.026000 loss = 6.859945 testLoss 6.998536 'NTL__rev lambda = 0.5511 alpha = 0.142838 lossBound = -0.000822 W1 = 0.771308 N1 = 0.797542 deltaLoss = -0.002035 Newton: returning 0.08610610975408486 Updating 1 features increaseLambda: 0.419 0.001000 Updating 2 features NewtonStep: 0.026 0.000000 increaseLambda: 0.026 0.000000 27: time = 0.026000 loss = 6.858586 testLoss 6.997939 NTL^2: lambda = -0.9335 min = 25.0000 max = 681,210,000.0000 alpha = -0.933542 lossBound = -0.000597 W1 = 0.003091 N1 = 0.001050 deltaLoss = -0.001358 Search: 0.419 0.000000 Loss was 6.885898756539871, now 6.885844406366885, delta -0.000054 parallelUpdate: 0.072 0.001000 Updating 2 features NewtonStep: 0.026 0.000000 increaseLambda: 0.419 0.000000 increaseLambda: 0.026 0.000000 Updating 2 features 28: time = 0.026000 loss = 6.854376 testLoss 7.000402 NTL: lambda = -1.1318 min = 5.0000 max = 26,100.0000 146: time = 0.419000 loss = 6.064087 testLoss 7.047217 alpha = -1.131815 lossBound = -0.000358 W1 = 0.031498 N1 = 0.027624 deltaLoss = -0.004211 'PTL_COND__rev lambda = 0.2308 NewtonStep: 0.072 0.000000 alpha = 0.020181 lossBound = -0.000047 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000047 Updating 5 features NewtonStep: 1.103 0.002000 increaseLambda: 0.073 0.001000 Undoing contribution: was 0.012628347107336822 now 0.01246384789677166 61: time = 0.073000 loss = 6.885680 testLoss 6.948551 'DOC__rev lambda = -0.3557 alpha = 0.094954 lossBound = -0.000061 W1 = 0.115809 N1 = 0.099867 deltaLoss = -0.000164 Updating 2 features NewtonStep: 0.027 0.001000 increaseLambda: 0.027 0.000000 29: time = 0.027000 loss = 6.852607 testLoss 7.002931 NTL: lambda = -1.8607 min = 5.0000 max = 26,100.0000 alpha = -0.728854 lossBound = -0.000140 W1 = 0.030633 N1 = 0.027624 deltaLoss = -0.001769 Updating 10 features increaseLambda: 1.103 0.000000 Updating 1 features NewtonStep: 0.073 0.000000 328: time = 1.103000 loss = 6.100512 testLoss 6.867216 'COND__rev lambda = -0.8874 alpha = -0.003777 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000000 Newton: returning 0.01691140448539318 Updating 2 features increaseLambda: 0.073 0.000000 62: time = 0.073000 loss = 6.885616 testLoss 6.948349 'DOC__rev lambda = -0.2393 alpha = -0.047312 lossBound = -0.000022 W1 = 0.212138 N1 = 0.192069 deltaLoss = -0.000064 Loss was 6.852606894744598, now 6.852576659474849, delta -0.000030 parallelUpdate: 0.027 0.000000 Updating 1 features NewtonStep: 0.073 0.000000 increaseLambda: 0.073 0.000000 Undoing contribution: was 0.01246384789677166 now 0.012412939350258199 Updating 2 features 63: time = 0.073000 loss = 6.885565 testLoss 6.947421 'DOC__rev lambda = -0.3034 alpha = 0.052231 lossBound = -0.000019 W1 = 0.115767 N1 = 0.099867 deltaLoss = -0.000051 NewtonStep: 0.028 0.001000 increaseLambda: 0.028 0.000000 31: time = 0.028000 loss = 6.851628 testLoss 7.008023 NTL: lambda = -2.4906 min = 5.0000 max = 26,100.0000 alpha = -0.598485 lossBound = -0.000061 W1 = 0.029923 N1 = 0.027624 deltaLoss = -0.000949 Updating 1 features NewtonStep: 0.074 0.001000 increaseLambda: 0.074 0.000000 Updating 2 features 64: time = 0.074000 loss = 6.885521 testLoss 6.947261 'DOC__rev lambda = -0.2787 alpha = -0.039433 lossBound = -0.000015 W1 = 0.212134 N1 = 0.192069 deltaLoss = -0.000044 NewtonStep: 0.028 0.000000 Updating 6 features NewtonStep: 0.421 0.002000 increaseLambda: 0.028 0.000000 Undoing: newLoss 6.8520443857163364, oldLoss 6.851627516036436, deltaLossBound -9.58650713669231E-5 Updating 1 features increaseLambda: 0.028 0.000000 NewtonStep: 0.074 0.000000 increaseLambda: 0.074 0.000000 Undoing contribution: was 0.012412939350258199 now 0.012376073893236004 increaseLambda: 0.421 0.000000 Undoing contribution: was 2.0537658545675678E-4 now 1.4481657979141242E-4 65: time = 0.075000 loss = 6.885484 testLoss 6.946480 'DOC__rev lambda = -0.2591 alpha = 0.044318 lossBound = -0.000014 W1 = 0.115762 N1 = 0.099867 deltaLoss = -0.000037 147: time = 0.422000 loss = 6.064027 testLoss 7.049062 'ANC__rev lambda = 0.0519 alpha = -0.036105 lossBound = -0.000034 W1 = 0.204276 N1 = 0.230670 deltaLoss = -0.000061 Updating 4 features Search: 0.029 0.001000 Reducing newton stepsize from 0.004278780509512649 to 0.002941560171062227 NewtonStep: 1.105 0.002000 increaseLambda: 0.029 0.000000 Updating 1 features 32: time = 0.029000 loss = 6.851426 testLoss 7.006663 'NTL__rev lambda = -0.0457 NewtonStep: 0.075 0.000000 alpha = -0.045686 lossBound = -0.000096 W1 = 0.206928 N1 = 0.184806 deltaLoss = -0.000202 increaseLambda: 0.075 0.000000 Undoing: newLoss 6.896066761005713, oldLoss 6.885483860093356, deltaLossBound -1.5275346038291695E-5 increaseLambda: 1.105 0.000000 Undoing contribution: was 0.0065700587538712 now 0.006569332147589391 329: time = 1.105000 loss = 6.100511 testLoss 6.867014 'COND__rev lambda = 0.0000 alpha = 0.002942 lossBound = -0.000000 W1 = 0.626271 N1 = 0.597545 deltaLoss = -0.000001 increaseLambda: 0.075 0.000000 Updating 2 features NewtonStep: 0.029 0.000000 Updating 27 features increaseLambda: 0.029 0.000000 Undoing contribution: was 0.009916788753682449 now 0.009791404615653799 Search: 0.075 0.000000 increaseLambda: 0.075 0.000000 66: time = 0.075000 loss = 6.885453 testLoss 6.945933 'DOC__rev lambda = -0.0869 alpha = -0.086898 lossBound = -0.000015 W1 = 0.016218 N1 = 0.008110 deltaLoss = -0.000030 Newton: returning 0.3389781176040592 Updating 4 features Updating 1 features NewtonStep: 0.076 0.001000 increaseLambda: 0.076 0.000000 67: time = 0.076000 loss = 6.884800 testLoss 6.946657 DOC: lambda = -4.9765 min = 0.3400 max = 290.5700 alpha = -2.146651 lossBound = -0.000008 W1 = 0.017957 N1 = 0.016866 deltaLoss = -0.000653 Updating 1 features NewtonStep: 0.076 0.000000 33: time = 0.029000 loss = 6.851300 testLoss 7.006044 'NTL__rev lambda = 0.5187 alpha = -0.041699 lossBound = -0.000039 W1 = 0.785234 N1 = 0.797542 deltaLoss = -0.000125 Updating 5 features NewtonStep: 0.423 0.001000 increaseLambda: 0.076 0.000000 68: time = 0.076000 loss = 6.884581 testLoss 6.946142 'DOC__rev lambda = -0.4446 alpha = -0.087135 lossBound = -0.000073 W1 = 0.214429 N1 = 0.194276 deltaLoss = -0.000219 Updating 2 features NewtonStep: 0.031 0.002000 increaseLambda: 0.424 0.001000 Undoing contribution: was 0.010962719915845322 now 0.010846915508694568 increaseLambda: 0.031 0.000000 34: time = 0.031000 loss = 6.850492 testLoss 7.008669 NTL: lambda = -3.0730 min = 5.0000 max = 26,100.0000 alpha = -0.582389 lossBound = -0.000047 W1 = 0.029757 N1 = 0.027624 deltaLoss = -0.000809 148: time = 0.424000 loss = 6.063911 testLoss 7.045528 'COND__rev lambda = -0.4143 alpha = 0.049801 lossBound = -0.000046 W1 = 0.625234 N1 = 0.596381 deltaLoss = -0.000116 Updating 1 features NewtonStep: 0.077 0.001000 Updating 2 features Loss was 6.100510920813785, now 6.100500323603888, delta -0.000011 parallelUpdate: 1.107 0.002000 NewtonStep: 0.031 0.000000 increaseLambda: 0.077 0.000000 Undoing contribution: was 0.012376073893236004 now 0.012320687443061338 69: time = 0.077000 loss = 6.884526 testLoss 6.945168 'DOC__rev lambda = -0.2045 alpha = 0.054647 lossBound = -0.000021 W1 = 0.115769 N1 = 0.099867 deltaLoss = -0.000055 increaseLambda: 0.031 0.000000 Undoing contribution: was 0.009791404615653799 now 0.009535757009302027 35: time = 0.031000 loss = 6.850236 testLoss 7.007698 'NTL__rev lambda = 0.4583 alpha = -0.060347 lossBound = -0.000077 W1 = 0.786209 N1 = 0.797542 deltaLoss = -0.000256 Updating 2 features NewtonStep: 0.032 0.001000 increaseLambda: 0.032 0.000000 36: time = 0.032000 loss = 6.849602 testLoss 7.010232 NTL: lambda = -3.6102 min = 5.0000 max = 26,100.0000 alpha = -0.537212 lossBound = -0.000035 W1 = 0.029584 N1 = 0.027624 deltaLoss = -0.000634 Updating 1 features Reducing newton stepsize from -0.16540515593719085 to -0.13531057704707178 NewtonStep: 0.078 0.001000 Updating 1 features NewtonStep: 0.032 0.000000 increaseLambda: 0.078 0.000000 Undoing contribution: was 0.005683781170034756 now 0.005427288277154212 70: time = 0.078000 loss = 6.884269 testLoss 6.943865 'DOC__rev lambda = 0.0000 alpha = -0.135311 lossBound = -0.000029 W1 = 0.755258 N1 = 0.769430 deltaLoss = -0.000256 increaseLambda: 0.032 0.000000 Undoing contribution: was 0.009535757009302027 now 0.009201203584772211 37: time = 0.032000 loss = 6.849267 testLoss 7.009073 'NTL__rev lambda = 0.3888 alpha = -0.069538 lossBound = -0.000100 W1 = 0.786664 N1 = 0.797542 deltaLoss = -0.000335 Updating 2 features NewtonStep: 0.033 0.001000 Updating 7 features NewtonStep: 0.426 0.002000 increaseLambda: 0.033 0.000000 Undoing contribution: was 0.033134279253485006 now 0.032983719691549014 38: time = 0.033000 loss = 6.849117 testLoss 7.008347 'NTL__rev lambda = 0.7939 alpha = -0.047815 lossBound = -0.000044 W1 = 0.797001 N1 = 0.809197 deltaLoss = -0.000151 increaseLambda: 0.426 0.000000 Updating 2 features NewtonStep: 0.033 0.000000 149: time = 0.426000 loss = 6.063694 testLoss 7.045452 PTL: lambda = 3.7534 min = 1.0000 max = 4,865.0000 alpha = 0.509461 lossBound = -0.000025 W1 = 0.019477 N1 = 0.021255 deltaLoss = -0.000217 Updating 29 features increaseLambda: 0.033 0.000000 39: time = 0.033000 loss = 6.848395 testLoss 7.011057 NTL: lambda = -4.1921 min = 5.0000 max = 26,100.0000 alpha = -0.581874 lossBound = -0.000038 W1 = 0.029633 N1 = 0.027624 deltaLoss = -0.000722 Updating 2 features Updating 4 features NewtonStep: 0.033 0.000000 NewtonStep: 1.11 0.003000 Updating 1 features increaseLambda: 0.034 0.001000 Undoing contribution: was 0.032983719691549014 now 0.032710909925256056 40: time = 0.034000 loss = 6.848122 testLoss 7.010001 'NTL__rev lambda = 0.7287 alpha = -0.065156 lossBound = -0.000079 W1 = 0.797824 N1 = 0.809197 deltaLoss = -0.000273 NewtonStep: 0.08 0.002000 Newton: returning 0.08195923267299454 Updating 6 features increaseLambda: 0.08 0.000000 Undoing contribution: was 0.012320687443061338 now 0.012260364018774481 71: time = 0.080000 loss = 6.884209 testLoss 6.942847 'DOC__rev lambda = -0.1475 increaseLambda: 1.11 0.000000 alpha = 0.056939 lossBound = -0.000022 W1 = 0.115771 N1 = 0.099867 deltaLoss = -0.000060 Undoing contribution: was 0.0014386878292771182 now 0.0014342273735843175 Updating 2 features 331: time = 1.110000 loss = 6.100496 testLoss 6.867545 NewtonStep: 0.034 0.000000 'COND__rev lambda = -0.8926 alpha = 0.011287 lossBound = -0.000001 W1 = 0.703531 N1 = 0.677996 deltaLoss = -0.000004 increaseLambda: 0.034 0.000000 Undoing contribution: was 0.032710909925256056 now 0.032594422035227895 41: time = 0.034000 loss = 6.848005 testLoss 7.009379 Updating 1 features NewtonStep: 0.08 0.000000 'NTL__rev lambda = 0.6867 alpha = -0.041991 lossBound = -0.000034 W1 = 0.796703 N1 = 0.809197 deltaLoss = -0.000116 increaseLambda: 0.08 0.000000 72: time = 0.080000 loss = 6.884187 testLoss 6.942745 'DOC__rev lambda = -0.3063 alpha = -0.027530 lossBound = -0.000007 W1 = 0.212130 N1 = 0.192069 deltaLoss = -0.000022 Updating 2 features NewtonStep: 0.035 0.001000 Updating 1 features NewtonStep: 0.081 0.001000 increaseLambda: 0.035 0.000000 42: time = 0.035000 loss = 6.847266 testLoss 7.012174 NTL: lambda = -4.7915 min = 5.0000 max = 26,100.0000 alpha = -0.599378 lossBound = -0.000038 W1 = 0.029626 N1 = 0.027624 deltaLoss = -0.000739 increaseLambda: 0.081 0.000000 Undoing contribution: was 0.012260364018774481 now 0.01224258806842191 73: time = 0.081000 loss = 6.884169 testLoss 6.942212 'DOC__rev lambda = -0.1168 alpha = 0.030697 lossBound = -0.000007 W1 = 0.115755 N1 = 0.099867 deltaLoss = -0.000018 Loss was 6.063694053924052, now 6.063600789726085, delta -0.000093 parallelUpdate: 0.428 0.002000 Updating 2 features NewtonStep: 0.035 0.000000 Updating 1 features NewtonStep: 0.081 0.000000 increaseLambda: 0.035 0.000000 Undoing contribution: was 0.032594422035227895 now 0.03234732968705712 43: time = 0.035000 loss = 6.847019 testLoss 7.011182 'NTL__rev lambda = 0.6247 alpha = -0.062005 lossBound = -0.000071 W1 = 0.797664 N1 = 0.809197 deltaLoss = -0.000247 increaseLambda: 0.081 0.000000 74: time = 0.081000 loss = 6.884156 testLoss 6.941864 'DOC__rev lambda = -0.1432 alpha = -0.056286 lossBound = -0.000007 W1 = 0.016228 N1 = 0.008110 deltaLoss = -0.000013 Updating 2 features Reducing newton stepsize from 7.638094381920106 to 0.9493291422150661 NewtonStep: 0.036 0.001000 Updating 1 features NewtonStep: 0.082 0.001000 increaseLambda: 0.036 0.000000 Undoing contribution: was 0.001358346048904077 now 0.0012434819564496517 44: time = 0.036000 loss = 6.846904 testLoss 7.010809 increaseLambda: 0.082 0.000000 NTL^2: lambda = -0.6329 min = 25.0000 max = 681,210,000.0000 alpha = 0.316443 lossBound = -0.000038 W1 = 0.001695 N1 = 0.001050 deltaLoss = -0.000115 75: time = 0.082000 loss = 6.883767 testLoss 6.942719 DOC: lambda = -6.9156 min = 0.3400 max = 290.5700 alpha = -1.939118 lossBound = -0.000004 W1 = 0.017902 N1 = 0.016866 deltaLoss = -0.000389 Updating 5 features NewtonStep: 1.112 0.002000 Updating 2 features Reducing newton stepsize from 6.6710578741870785 to 0.6328860948100441 NewtonStep: 0.036 0.000000 Updating 1 features NewtonStep: 0.082 0.000000 increaseLambda: 0.036 0.000000 Undoing contribution: was 0.0012434819564496517 now 0.0011698369254188516 45: time = 0.036000 loss = 6.846830 testLoss 7.010564 NTL^2: lambda = -0.4219 min = 25.0000 max = 681,210,000.0000 alpha = 0.210962 lossBound = -0.000035 W1 = 0.001707 N1 = 0.001050 deltaLoss = -0.000074 increaseLambda: 1.112 0.000000 increaseLambda: 0.082 0.000000 Undoing: newLoss 6.1004953342302874, oldLoss 6.100495863148195, deltaLossBound -5.289271073337262E-7 76: time = 0.082000 loss = 6.883606 testLoss 6.942340 'DOC__rev lambda = -0.3810 alpha = -0.074740 lossBound = -0.000054 W1 = 0.212157 N1 = 0.192069 deltaLoss = -0.000161 Updating 2 features Reducing newton stepsize from 6.038166370699618 to 0.42192406320669607 NewtonStep: 0.037 0.001000 Updating 1 features increaseLambda: 1.113 0.001000 NewtonStep: 0.083 0.001000 increaseLambda: 0.037 0.000000 Undoing contribution: was 0.0011698369254188516 now 0.0011221357961616245 46: time = 0.037000 loss = 6.846783 testLoss 7.010401 NTL^2: lambda = -0.2813 min = 25.0000 max = 681,210,000.0000 alpha = 0.140641 lossBound = -0.000032 W1 = 0.001715 N1 = 0.001050 deltaLoss = -0.000048 increaseLambda: 0.083 0.000000 Undoing contribution: was 0.01224258806842191 now 0.012214160358530932 Updating 7 features NewtonStep: 0.43 0.002000 77: time = 0.083000 loss = 6.883577 testLoss 6.941656 'DOC__rev lambda = -0.0779 alpha = 0.038991 lossBound = -0.000011 W1 = 0.115759 N1 = 0.099867 deltaLoss = -0.000028 Search: 1.113 0.000000 Updating 2 features NewtonStep: 0.037 0.000000 increaseLambda: 0.037 0.000000 Updating 1 features increaseLambda: 0.43 0.000000 47: time = 0.037000 loss = 6.846128 testLoss 7.013101 NTL: lambda = -5.3603 min = 5.0000 max = 26,100.0000 increaseLambda: 1.113 0.000000 Undoing contribution: was 0.15693047306078897 now 0.15692994413368241 Undoing: newLoss 6.065904229344069, oldLoss 6.063600789726085, deltaLossBound -3.762356034472497E-5 alpha = -0.568794 lossBound = -0.000033 W1 = 0.029558 N1 = 0.027624 deltaLoss = -0.000654 NewtonStep: 0.083 0.000000 332: time = 1.113000 loss = 6.100495 testLoss 6.866161 'NTL_COND lambda = -1.1293 alpha = 0.008556 lossBound = -0.000001 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000001 increaseLambda: 0.083 0.000000 Undoing contribution: was 0.0143015287294968 now 0.014152320778114954 78: time = 0.083000 loss = 6.883428 testLoss 6.940277 'DOC__rev lambda = 0.2044 alpha = -0.113564 lossBound = -0.000018 W1 = 0.722925 N1 = 0.737674 deltaLoss = -0.000149 increaseLambda: 0.43 0.000000 Updating 2 features NewtonStep: 0.038 0.001000 increaseLambda: 0.038 0.000000 Undoing contribution: was 0.03234732968705712 now 0.03206059522575556 Updating 1 features 48: time = 0.038000 loss = 6.845842 testLoss 7.012009 'NTL__rev lambda = 0.5577 alpha = -0.067003 lossBound = -0.000082 W1 = 0.797897 N1 = 0.809197 deltaLoss = -0.000287 Search: 0.431 0.001000 NewtonStep: 0.084 0.001000 increaseLambda: 0.084 0.000000 Undoing contribution: was 0.012214160358530932 now 0.012159490212465627 Updating 2 features Reducing newton stepsize from 7.863166030621587 to 0.28128270880446404 NewtonStep: 0.038 0.000000 increaseLambda: 0.038 0.000000 Undoing: newLoss 6.845806162693174, oldLoss 6.845841723398194, deltaLossBound -4.0707691311723295E-5 79: time = 0.084000 loss = 6.883373 testLoss 6.939313 'DOC__rev lambda = -0.0237 alpha = 0.054154 lossBound = -0.000020 W1 = 0.115769 N1 = 0.099867 deltaLoss = -0.000055 increaseLambda: 0.038 0.000000 increaseLambda: 0.431 0.000000 Updating 1 features Search: 0.038 0.000000 NewtonStep: 0.085 0.001000 151: time = 0.431000 loss = 6.063518 testLoss 7.077826 NTL_COND^2: lambda = -0.1033 min = 1.0000 max = 9.0000 alpha = -0.103318 lossBound = -0.000038 W1 = 0.127317 N1 = 0.121324 deltaLoss = -0.000083 increaseLambda: 0.039 0.001000 Undoing contribution: was 0.0011221357961616245 now 0.001096011137622052 increaseLambda: 0.085 0.000000 49: time = 0.039000 loss = 6.845816 testLoss 7.011927 NTL^2: lambda = -0.2125 min = 25.0000 max = 681,210,000.0000 alpha = 0.068770 lossBound = -0.000041 W1 = 0.001672 N1 = 0.001050 deltaLoss = -0.000026 80: time = 0.085000 loss = 6.883368 testLoss 6.939081 'DOC__rev lambda = -0.1813 alpha = -0.038081 lossBound = -0.000003 W1 = 0.016224 N1 = 0.008110 deltaLoss = -0.000006 Updating 2 features Updating 2 features Reducing newton stepsize from 7.638126385954663 to 0.21251300240711168 NewtonStep: 0.039 0.000000 NewtonStep: 0.085 0.000000 Updating 4 features increaseLambda: 0.085 0.000000 increaseLambda: 0.039 0.000000 Undoing contribution: was 0.001096011137622052 now 0.001016782186341511 50: time = 0.039000 loss = 6.845736 testLoss 7.011674 81: time = 0.085000 loss = 6.883142 testLoss 6.939880 DOC: lambda = -8.5122 min = 0.3400 max = 290.5700 NewtonStep: 1.115 0.002000 alpha = -1.596577 lossBound = -0.000002 W1 = 0.017883 N1 = 0.016866 deltaLoss = -0.000225 NTL^2: lambda = 0.0000 min = 25.0000 max = 681,210,000.0000 alpha = 0.212513 lossBound = -0.000040 W1 = 0.001683 N1 = 0.001050 deltaLoss = -0.000079 Updating 1 features NewtonStep: 0.086 0.001000 Updating 2 features NewtonStep: 0.04 0.001000 increaseLambda: 1.116 0.001000 Undoing: newLoss 6.100495068224069, oldLoss 6.100495334221089, deltaLossBound -2.65997025012909E-7 increaseLambda: 0.086 0.000000 82: time = 0.086000 loss = 6.883036 testLoss 6.939597 'DOC__rev lambda = -0.4416 alpha = -0.060561 lossBound = -0.000036 W1 = 0.212146 N1 = 0.192069 deltaLoss = -0.000106 increaseLambda: 0.04 0.000000 Undoing contribution: was 0.03206059522575556 now 0.031867611334164055 51: time = 0.040000 loss = 6.845543 testLoss 7.010016 'NTL__rev lambda = 0.4358 alpha = -0.121909 lossBound = -0.000032 W1 = 0.794408 N1 = 0.809197 deltaLoss = -0.000193 increaseLambda: 1.116 0.000000 Updating 1 features NewtonStep: 0.086 0.000000 Updating 2 features NewtonStep: 0.04 0.000000 increaseLambda: 0.086 0.000000 Undoing contribution: was 0.014152320778114954 now 0.01406741135120498 83: time = 0.086000 loss = 6.882952 testLoss 6.938583 'DOC__rev lambda = 0.1186 alpha = -0.085794 lossBound = -0.000010 W1 = 0.722944 N1 = 0.737674 deltaLoss = -0.000085 Search: 1.116 0.000000 increaseLambda: 0.04 0.000000 52: time = 0.041000 loss = 6.843419 testLoss 7.020665 NTL: lambda = -7.5265 min = 5.0000 max = 26,100.0000 Updating 1 features Reducing newton stepsize from 0.06991645055710452 to 0.02369920666472944 NewtonStep: 0.087 0.001000 increaseLambda: 1.117 0.001000 Updating 7 features NewtonStep: 0.434 0.003000 increaseLambda: 0.087 0.000000 Undoing contribution: was 0.012159490212465627 now 0.012108183107247015 alpha = -2.166213 lossBound = -0.000056 W1 = 0.028857 N1 = 0.027624 deltaLoss = -0.002124 84: time = 0.087000 loss = 6.882900 testLoss 6.938134 'DOC__rev lambda = 0.0000 alpha = 0.023699 lossBound = -0.000033 W1 = 0.114029 N1 = 0.099867 deltaLoss = -0.000051 333: time = 1.117000 loss = 6.100495 testLoss 6.866318 'CHLA_COND__rev lambda = 0.0419 alpha = 0.001492 lossBound = -0.000000 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000000 Updating 1 features Updating 2 features NewtonStep: 0.087 0.000000 NewtonStep: 0.041 0.000000 increaseLambda: 0.087 0.000000 Undoing contribution: was 0.008832600340763316 now 0.008795494982849969 increaseLambda: 0.041 0.000000 Undoing contribution: was 0.031867611334164055 now 0.030304191888737238 53: time = 0.041000 loss = 6.841856 testLoss 7.014630 'NTL__rev lambda = 0.0638 alpha = -0.372039 lossBound = -0.000246 W1 = 0.793791 N1 = 0.809197 deltaLoss = -0.001563 85: time = 0.087000 loss = 6.882863 testLoss 6.937357 'DOC__rev lambda = -0.4688 alpha = 0.044436 lossBound = -0.000014 W1 = 0.116397 N1 = 0.100463 deltaLoss = -0.000037 Updating 2 features Updating 1 features Reducing newton stepsize from 0.21279384420077405 to 0.11743472500281843 NewtonStep: 0.042 0.001000 NewtonStep: 0.088 0.001000 increaseLambda: 0.088 0.000000 Undoing contribution: was 0.01406741135120498 now 0.014037003073131656 86: time = 0.088000 loss = 6.882833 testLoss 6.936778 'DOC__rev lambda = 0.0679 increaseLambda: 0.042 0.000000 Undoing contribution: was 0.008190526446012364 now 0.008048232816248885 alpha = -0.050622 lossBound = -0.000004 W1 = 0.722960 N1 = 0.737674 deltaLoss = -0.000030 54: time = 0.042000 loss = 6.841714 testLoss 7.010962 'NTL__rev lambda = 0.0000 alpha = 0.117435 lossBound = -0.000060 W1 = 0.024442 N1 = 0.012586 deltaLoss = -0.000142 increaseLambda: 0.435 0.001000 Undoing contribution: was 0.04283271409762045 now 0.042773955430914876 Updating 1 features NewtonStep: 0.088 0.000000 152: time = 0.435000 loss = 6.063459 testLoss 7.068438 TURB_COND: lambda = -2.2411 min = 1.0000 max = 3.0000 alpha = 0.051183 lossBound = -0.000036 W1 = 0.082477 N1 = 0.073529 deltaLoss = -0.000059 Updating 2 features increaseLambda: 0.088 0.000000 Undoing contribution: was 0.008795494982849969NewtonStep: 0.042 0.000000 now 0.008784637635464373 87: time = 0.088000 loss = 6.882822 testLoss 6.936369 'DOC__rev lambda = -0.4449 alpha = 0.023900 lossBound = -0.000004 W1 = 0.116387 N1 = 0.100463 deltaLoss = -0.000011 increaseLambda: 0.043 0.001000 55: time = 0.043000 loss = 6.839697 testLoss 7.022046 NTL: lambda = -9.7479 min = 5.0000 max = 26,100.0000 alpha = -2.221433 lossBound = -0.000049 W1 = 0.028809 N1 = 0.027624 deltaLoss = -0.002016 Updating 1 features NewtonStep: 0.089 0.001000 Updating 4 features increaseLambda: 0.089 0.000000 NewtonStep: 1.119 0.002000 Updating 2 features 88: time = 0.089000 loss = 6.882818 testLoss 6.936171 'DOC__rev lambda = -0.2139 alpha = -0.032645 lossBound = -0.000002 W1 = 0.016223 N1 = 0.008110 deltaLoss = -0.000004 Reducing newton stepsize from -0.3662868437406745 to -0.06377356211198676 NewtonStep: 0.043 0.000000 increaseLambda: 0.043 0.000000 Undoing contribution: was 0.030304191888737238 now 0.02979683019556157 56: time = 0.043000 loss = 6.839190 testLoss 7.020772 'NTL__rev lambda = 0.0000 alpha = -0.063774 lossBound = -0.000238 W1 = 0.801675 N1 = 0.809197 deltaLoss = -0.000507 Updating 1 features NewtonStep: 0.089 0.000000 increaseLambda: 1.119 0.000000 Undoing: newLoss 6.1004947320888725, oldLoss 6.1004950682240615, deltaLossBound -3.361352076005459E-7 increaseLambda: 0.089 0.000000 89: time = 0.089000 loss = 6.882594 testLoss 6.937003 DOC: lambda = -10.1568 min = 0.3400 max = 290.5700 alpha = -1.644596 lossBound = -0.000002 W1 = 0.017880 N1 = 0.016866 deltaLoss = -0.000224 Updating 19 features Updating 2 features Reducing newton stepsize from -0.2904410174951719 to -0.268294868775525 NewtonStep: 0.043 0.000000 increaseLambda: 1.12 0.001000 increaseLambda: 0.044 0.001000 Undoing contribution: was 0.014588397571552454 now 0.013582780863473039 57: time = 0.044000 loss = 6.838184 testLoss 7.016548 'NTL__rev lambda = 0.0000 alpha = -0.268295 lossBound = -0.000160 W1 = 0.792835 N1 = 0.807362 deltaLoss = -0.001006 Reducing stepsize from 0.2962486229049498 to 0.27720607552183824 Newton: returning 0.27720607552183824 Updating 1 features Search: 1.12 0.000000 Updating 2 features NewtonStep: 0.044 0.000000 increaseLambda: 0.044 0.000000 58: time = 0.044000 loss = 6.836458 testLoss 7.027462 NTL: lambda = -11.8915 min = 5.0000 max = 26,100.0000 alpha = -2.143633 lossBound = -0.000040 W1 = 0.028766 N1 = 0.027624 deltaLoss = -0.001726 increaseLambda: 1.12 0.000000 Undoing contribution: was 0.02421597820760784 now 0.02421564207240017 Loss was 6.882593971324936, now 6.882312430874118, delta -0.000282 parallelUpdate: 0.09 0.001000 Updating 8 features NewtonStep: 0.437 0.002000 334: time = 1.120000 loss = 6.100495 testLoss 6.865886 'PTL_COND__rev lambda = 0.1872 alpha = -0.001704 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.044 0.000000 Updating 1 features NewtonStep: 0.09 0.000000 increaseLambda: 0.437 0.000000 Undoing: newLoss 6.06394773743916, oldLoss 6.063458980051148, deltaLossBound -2.6927824263361024E-5 increaseLambda: 0.091 0.001000 Undoing contribution: was 0.008538064663859132 now 0.008391294325467855 91: time = 0.091000 loss = 6.882166 testLoss 6.935236 'DOC__rev lambda = 0.0729 alpha = -0.114522 lossBound = -0.000017 W1 = 0.722435 N1 = 0.737181 deltaLoss = -0.000147 increaseLambda: 0.438 0.001000 Updating 1 features NewtonStep: 0.091 0.000000 increaseLambda: 0.091 0.000000 Undoing contribution: was 0.008784637635464373 now 0.008618107668389594 92: time = 0.091000 loss = 6.881999 testLoss 6.933482 'DOC__rev lambda = -0.3328 alpha = 0.095344 lossBound = -0.000062 W1 = 0.116443 N1 = 0.100463 deltaLoss = -0.000167 Search: 0.438 0.000000 Updating 1 features NewtonStep: 0.091 0.000000 increaseLambda: 0.091 0.000000 Undoing contribution: was 0.008391294325467855 now 0.008331585365232194 93: time = 0.091000 loss = 6.881939 testLoss 6.932642 'DOC__rev lambda = 0.0012 alpha = -0.071731 lossBound = -0.000007 W1 = 0.722459 N1 = 0.737181 deltaLoss = -0.000060 Updating 1 features increaseLambda: 0.044 0.000000 Undoing contribution: was 0.009201203584772211 now 0.007780070429598541 NewtonStep: 0.092 0.001000 59: time = 0.046000 loss = 6.835037 testLoss 7.022014 'NTL__rev lambda = 0.0492 alpha = -0.339639 lossBound = -0.000231 W1 = 0.782223 N1 = 0.797542 deltaLoss = -0.001421 Updating 7 features increaseLambda: 0.439 0.001000 increaseLambda: 0.092 0.000000 Undoing contribution: was 0.0011099089030541217 now 0.0010839735528870827 Updating 4 features 153: time = 0.439000 loss = 6.063272 testLoss 7.064144 94: time = 0.092000 loss = 6.881913 testLoss 6.932719 COND: lambda = -1.1969 min = 4.0000 max = 50,590.0000 Reducing stepsize from 0.5075939744732523 to 0.09796647414243154 Newton: returning 0.09796647414243154 'DOC__rev lambda = -0.4465 Updating 1 features NewtonStep: 1.122 0.002000 alpha = -1.196932 lossBound = -0.000027 W1 = 0.009172 N1 = 0.008479 deltaLoss = -0.000187 alpha = 0.030119 lossBound = -0.000009 W1 = 0.214393 N1 = 0.194276 deltaLoss = -0.000026 Loss was 6.835037182905767, now 6.833715853333531, delta -0.001321 parallelUpdate: 0.046 0.000000 Updating 1 features increaseLambda: 1.122 0.000000 Undoing contribution: was 0.0038175090450151532 now 0.0038171753295954108 NewtonStep: 0.092 0.000000 335: time = 1.122000 loss = 6.100494 testLoss 6.865982 'PTL__rev lambda = -0.2888 alpha = 0.002438 lossBound = -0.000000 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000000 increaseLambda: 0.093 0.001000 Undoing contribution: was 0.0018331335956257486 now 0.001820827186216891 95: time = 0.093000 loss = 6.881901 testLoss 6.932353 'DOC__rev lambda = 0.0003 alpha = -0.032080 lossBound = -0.000001 W1 = 0.721124 N1 = 0.735834 deltaLoss = -0.000012 Updating 2 features NewtonStep: 0.047 0.001000 increaseLambda: 0.047 0.000000 61: time = 0.047000 loss = 6.832709 testLoss 7.035220 NTL: lambda = -14.6116 min = 5.0000 max = 26,100.0000 alpha = -1.737344 lossBound = -0.000022 W1 = 0.028700 N1 = 0.027624 deltaLoss = -0.001007 Updating 1 features NewtonStep: 0.093 0.000000 increaseLambda: 0.093 0.000000 Undoing contribution: was 0.0010839735528870827 now 0.0010773222223527364 96: time = 0.093000 loss = 6.881895 testLoss 6.932398 'DOC__rev lambda = -0.4313 alpha = 0.015216 lossBound = -0.000002 W1 = 0.214389 N1 = 0.194276 deltaLoss = -0.000007 Updating 1 features NewtonStep: 0.047 0.000000 increaseLambda: 0.047 0.000000 62: time = 0.047000 loss = 6.832338 testLoss 7.031855 'NTL__rev lambda = -0.1683 alpha = -0.118165 lossBound = -0.000118 W1 = 0.203763 N1 = 0.184806 deltaLoss = -0.000371 Updating 1 features NewtonStep: 0.094 0.001000 increaseLambda: 0.094 0.000000 97: time = 0.094000 loss = 6.881892 testLoss 6.932555 'DOC__rev lambda = -0.4590 alpha = -0.011333 lossBound = -0.000001 W1 = 0.125818 N1 = 0.109381 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.048 0.001000 increaseLambda: 0.048 0.000000 Undoing contribution: was 0.07419863175626515 now 0.07411556864762944 63: time = 0.048000 loss = 6.832255 testLoss 7.027407 'NTL__rev lambda = -1.7738 alpha = 0.145513 lossBound = -0.000029 W1 = 0.024776 N1 = 0.012369 deltaLoss = -0.000083 Updating 1 features NewtonStep: 0.094 0.000000 increaseLambda: 0.094 0.000000 98: time = 0.094000 loss = 6.881761 testLoss 6.933288 DOC: lambda = -13.5643 min = 0.3400 max = 290.5700 alpha = -1.347204 lossBound = -0.000001 W1 = 0.017873 N1 = 0.016866 deltaLoss = -0.000131 Updating 1 features NewtonStep: 0.048 0.000000 Updating 4 features Updating 3 features Updating 1 features increaseLambda: 0.048 0.000000 NewtonStep: 0.441 0.002000 64: time = 0.048000 loss = 6.832145 testLoss 7.030029 'NTL__rev lambda = -0.6257 NewtonStep: 1.124 0.002000 alpha = -0.097840 lossBound = -0.000037 W1 = 0.071713 N1 = 0.056970 deltaLoss = -0.000110 NewtonStep: 0.094 0.000000 increaseLambda: 0.095 0.001000 Undoing contribution: was 0.014896098326921129 now 0.01477129589728771 99: time = 0.095000 loss = 6.881636 testLoss 6.932011 'DOC__rev lambda = 0.2957 alpha = -0.103102 lossBound = -0.000015 W1 = 0.719372 N1 = 0.734112 deltaLoss = -0.000125 Updating 1 features increaseLambda: 0.442 0.001000 Undoing contribution: was 1.4481657979141242E-4 now 2.9396512900720025E-5 NewtonStep: 0.049 0.001000 increaseLambda: 1.125 0.001000 Undoing contribution: was 0.00524091050978998 now 0.005228664696969314 154: time = 0.442000 loss = 6.063157 testLoss 7.066653 'ANC__rev lambda = 0.0005 alpha = -0.049727 lossBound = -0.000065 W1 = 0.204293 N1 = 0.230670 deltaLoss = -0.000115 336: time = 1.125000 loss = 6.100482 testLoss 6.864442 increaseLambda: 0.049 0.000000 NTL: lambda = -7.9122 min = 5.0000 max = 26,100.0000 alpha = 0.258982 lossBound = -0.000000 W1 = 0.028625 N1 = 0.027624 deltaLoss = -0.000012 Updating 1 features NewtonStep: 0.095 0.000000 increaseLambda: 0.095 0.000000 Undoing contribution: was 0.0010773222223527364 now 0.0010698463079993866 100: time = 0.095000 loss = 6.881628 testLoss 6.932058 'DOC__rev lambda = -0.4151 alpha = 0.016137 lossBound = -0.000003 W1 = 0.214389 N1 = 0.194276 deltaLoss = -0.000007 Undoing contribution: was 0.07411556864762944 now 0.07404477698624587 65: time = 0.049000 loss = 6.832074 testLoss 7.025958 'NTL__rev lambda = -1.6404 alpha = 0.133351 lossBound = -0.000025 W1 = 0.024770 N1 = 0.012369 deltaLoss = -0.000071 Updating 2 features NewtonStep: 0.096 0.001000 increaseLambda: 0.096 0.000000 101: time = 0.096000 loss = 6.881626 testLoss 6.932205 'DOC__rev lambda = -0.4696 Updating 1 features alpha = -0.010619 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000002 NewtonStep: 0.05 0.001000 increaseLambda: 0.05 0.000000 66: time = 0.050000 loss = 6.832020 testLoss 7.027833 'NTL__rev lambda = -0.6948 alpha = -0.069085 lossBound = -0.000018 W1 = 0.071695 N1 = 0.056970 deltaLoss = -0.000055 Updating 1 features NewtonStep: 0.096 0.000000 increaseLambda: 0.096 0.000000 Undoing contribution: was 0.007896926874086758 now 0.00789531072138176 102: time = 0.096000 loss = 6.881624 testLoss 6.932320 'DOC__rev lambda = -0.2197 alpha = 0.020272 lossBound = -0.000001 W1 = 0.016451 N1 = 0.008225 deltaLoss = -0.000002 Updating 1 features NewtonStep: 0.05 0.000000 increaseLambda: 0.05 0.000000 Undoing contribution: was 0.014328573722516615 now 0.014290139717768937 67: time = 0.050000 loss = 6.831981 testLoss 7.025434 'NTL__rev lambda = -0.6770 alpha = 0.081946 lossBound = -0.000013 W1 = 0.035643 N1 = 0.020921 deltaLoss = -0.000038 Updating 1 features NewtonStep: 0.096 0.000000 increaseLambda: 0.097 0.001000 103: time = 0.097000 loss = 6.881528 testLoss 6.932980 DOC: lambda = -14.7430 min = 0.3400 max = 290.5700 alpha = -1.178730 lossBound = -0.000001 W1 = 0.017871 N1 = 0.016866 deltaLoss = -0.000097 Updating 1 features NewtonStep: 0.051 0.001000 Updating 1 features increaseLambda: 0.051 0.000000 Updating 2 features 68: time = 0.051000 loss = 6.831947 testLoss 7.026926 NewtonStep: 0.097 0.000000 NewtonStep: 1.127 0.002000 increaseLambda: 0.097 0.000000 104: time = 0.097000 loss = 6.881491 testLoss 6.933533 'DOC__rev lambda = -0.5117 alpha = -0.042020 lossBound = -0.000013 W1 = 0.125829 N1 = 0.109381 deltaLoss = -0.000036 increaseLambda: 1.127 0.000000 Undoing contribution: was 0.0038171753295954108 now 0.0038138612893229822 Updating 7 features 337: time = 1.127000 loss = 6.100479 testLoss 6.864742 'PTL__rev lambda = -0.2811 alpha = 0.007683 lossBound = -0.000002 W1 = 0.367758 N1 = 0.338531 deltaLoss = -0.000003 'NTL__rev lambda = -0.7494 alpha = -0.054645 lossBound = -0.000011 W1 = 0.071688 N1 = 0.056970 deltaLoss = -0.000034 Updating 1 features NewtonStep: 0.052 0.001000 increaseLambda: 0.052 0.000000 Undoing contribution: was 0.014290139717768937 now 0.014262874088976864 69: time = 0.052000 loss = 6.831920 testLoss 7.024921 'NTL__rev lambda = -0.6083 alpha = 0.068664 lossBound = -0.000009 W1 = 0.035639 N1 = 0.020921 deltaLoss = -0.000027 Updating 1 features NewtonStep: 0.052 0.000000 increaseLambda: 0.053 0.001000 70: time = 0.053000 loss = 6.831896 testLoss 7.026176 'NTL__rev lambda = -0.7952 alpha = -0.045801 lossBound = -0.000008 W1 = 0.071684 N1 = 0.056970 deltaLoss = -0.000024 Updating 1 features NewtonStep: 0.053 0.000000 increaseLambda: 0.053 0.000000 Undoing contribution: was 5.975563093296661E-4 now 5.686857488593707E-4 71: time = 0.053000 loss = 6.831867 testLoss 7.026995 'NTL__rev lambda = -0.1349 NewtonStep: 0.444 0.002000 Updating 2 features Updating 1 features alpha = 0.033430 lossBound = -0.000009 W1 = 0.203708 N1 = 0.184806 deltaLoss = -0.000029 NewtonStep: 0.099 0.002000 NewtonStep: 1.129 0.002000 increaseLambda: 0.099 0.000000 Undoing contribution: was 0.01477129589728771 now 0.014727145729132533 105: time = 0.099000 loss = 6.881447 testLoss 6.932805 'DOC__rev lambda = 0.2345 alpha = -0.061166 lossBound = -0.000005 W1 = 0.719394 N1 = 0.734112 deltaLoss = -0.000044 Updating 1 features NewtonStep: 0.054 0.001000 increaseLambda: 1.13 0.001000 Undoing: newLoss 6.100478213001113, oldLoss 6.100478838520341, deltaLossBound -6.255317911378876E-7 Updating 1 features increaseLambda: 0.054 0.000000 72: time = 0.054000 loss = 6.831846 testLoss 7.028165 'NTL__rev lambda = -0.8379 NewtonStep: 0.1 0.001000 alpha = -0.042658 lossBound = -0.000007 W1 = 0.071683 N1 = 0.056970 deltaLoss = -0.000021 increaseLambda: 0.1 0.000000 Undoing contribution: was 0.008618107668389594 now 0.00858974457507293 106: time = 0.100000 loss = 6.881419 testLoss 6.932131 'DOC__rev lambda = -0.2940 alpha = 0.038793 lossBound = -0.000011 W1 = 0.116393 N1 = 0.100463 deltaLoss = -0.000028 increaseLambda: 1.13 0.000000 Updating 1 features NewtonStep: 0.054 0.000000 Search: 1.13 0.000000 Updating 1 features increaseLambda: 0.054 0.000000 Undoing contribution: was 0.014262874088976864 now 0.014238372684796665 NewtonStep: 0.1 0.000000 increaseLambda: 0.1 0.000000 Undoing contribution: was 0.014727145729132533 now 0.014716911547568993 107: time = 0.100000 loss = 6.881408 testLoss 6.931795 'DOC__rev lambda = 0.2054 alpha = -0.029155 lossBound = -0.000001 W1 = 0.719403 N1 = 0.734112 deltaLoss = -0.000010 increaseLambda: 1.131 0.001000 increaseLambda: 0.448 0.004000 Undoing: newLoss 6.063127449398461, oldLoss 6.063156793729856, deltaLossBound -2.9374915816417744E-5 338: time = 1.131000 loss = 6.100478 testLoss 6.866243 'NTL_COND lambda = -1.1386 alpha = -0.009278 lossBound = -0.000001 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.101 0.001000 increaseLambda: 0.101 0.000000 Undoing contribution: was 0.0010698463079993866 now 0.001063240688602138 108: time = 0.101000 loss = 6.881402 testLoss 6.931840 'DOC__rev lambda = -0.4000 alpha = 0.015160 lossBound = -0.000002 W1 = 0.214389 N1 = 0.194276 deltaLoss = -0.000007 73: time = 0.054000 loss = 6.831822 testLoss 7.026270 'NTL__rev lambda = -0.5433 alpha = 0.064978 lossBound = -0.000009 W1 = 0.035637 N1 = 0.020921 deltaLoss = -0.000025 Updating 1 features NewtonStep: 0.101 0.000000 Updating 1 features increaseLambda: 0.101 0.000000 NewtonStep: 0.055 0.001000 109: time = 0.101000 loss = 6.881399 testLoss 6.931996 'DOC__rev lambda = -0.5230 alpha = -0.011288 lossBound = -0.000001 W1 = 0.125818 N1 = 0.109381 deltaLoss = -0.000003 increaseLambda: 0.056 0.001000 74: time = 0.056000 loss = 6.831800 testLoss 7.027455 'NTL__rev lambda = -0.8811 alpha = -0.043228 lossBound = -0.000007 W1 = 0.071683 N1 = 0.056970 deltaLoss = -0.000021 Updating 1 features NewtonStep: 0.102 0.001000 increaseLambda: 0.102 0.000000 Undoing contribution: was 0.001063240688602138 now 0.0010609619014884638 Updating 1 features 110: time = 0.102000 loss = 6.881397 testLoss 6.932024 'DOC__rev lambda = -0.3911 alpha = 0.008900 lossBound = -0.000001 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000002 NewtonStep: 0.056 0.000000 increaseLambda: 0.056 0.000000 Undoing contribution: was 0.007293298423840867 now 0.007275783003566695 75: time = 0.056000 loss = 6.831783 testLoss 7.025885 'NTL__rev lambda = -0.7632 alpha = 0.054104 lossBound = -0.000006 W1 = 0.036566 N1 = 0.021852 deltaLoss = -0.000018 Updating 1 features NewtonStep: 0.102 0.000000 increaseLambda: 0.102 0.000000 111: time = 0.102000 loss = 6.881395 testLoss 6.932162 'DOC__rev lambda = -0.5329 increaseLambda: 0.448 0.000000 alpha = -0.009984 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000002 Search: 0.45 0.002000 Updating 1 features NewtonStep: 0.103 0.001000 increaseLambda: 0.103 0.000000 112: time = 0.103000 loss = 6.881312 testLoss 6.932789 DOC: lambda = -15.8500 min = 0.3400 max = 290.5700 alpha = -1.107033 lossBound = -0.000001 W1 = 0.017870 N1 = 0.016866 deltaLoss = -0.000083 Updating 2 features NewtonStep: 1.133 0.002000 increaseLambda: 0.45 0.000000 Undoing contribution: was 0.14718397656322568 now 0.14715460164740857 155: time = 0.450000 loss = 6.063127 testLoss 7.056216 'NTL_COND lambda = -1.7448 alpha = 0.064339 lossBound = -0.000029 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000029 Updating 1 features NewtonStep: 0.103 0.000000 increaseLambda: 1.133 0.000000 Undoing: newLoss 6.10047796135017, oldLoss 6.100478212988549, deltaLossBound -2.516383866569473E-7 increaseLambda: 0.103 0.000000 Undoing contribution: was 0.014716911547568993 now 0.014624396583462543 113: time = 0.103000 loss = 6.881219 testLoss 6.931706 'DOC__rev lambda = 0.1167 alpha = -0.088652 lossBound = -0.000011 W1 = 0.719381 N1 = 0.734112 deltaLoss = -0.000093 increaseLambda: 1.134 0.001000 Updating 1 features NewtonStep: 0.104 0.001000 increaseLambda: 0.104 0.000000 Undoing contribution: was 0.0010609619014884638 now 0.00105377278126578 Updating 1 features 114: time = 0.104000 loss = 6.881212 testLoss 6.931753 'DOC__rev lambda = -0.3752 alpha = 0.015824 lossBound = -0.000002 W1 = 0.214389 N1 = 0.194276 deltaLoss = -0.000007 Search: 1.134 0.000000 NewtonStep: 0.058 0.002000 increaseLambda: 0.058 0.000000 Updating 1 features 76: time = 0.058000 loss = 6.831767 testLoss 7.026897 'NTL__rev lambda = -0.9179 alpha = -0.036768 lossBound = -0.000005 W1 = 0.071681 N1 = 0.056970 deltaLoss = -0.000015 NewtonStep: 0.104 0.000000 increaseLambda: 1.134 0.000000 increaseLambda: 0.104 0.000000 339: time = 1.134000 loss = 6.100478 testLoss 6.866396 'CHLA_COND__rev lambda = 0.0433 115: time = 0.104000 loss = 6.881210 testLoss 6.931885 alpha = 0.001451 lossBound = -0.000000 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000000 'DOC__rev lambda = -0.5425 alpha = -0.009582 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000002 Updating 1 features NewtonStep: 0.058 0.000000 Updating 1 features increaseLambda: 0.059 0.001000 Undoing contribution: was 5.686857488593707E-4 now 5.465985966179805E-4 77: time = 0.059000 loss = 6.831745 testLoss 7.027616 'NTL__rev lambda = -0.1057 alpha = 0.029237 lossBound = -0.000007 W1 = 0.203707 N1 = 0.184806 deltaLoss = -0.000022 Updating 1 features NewtonStep: 0.059 0.000000 increaseLambda: 0.059 0.000000 78: time = 0.059000 loss = 6.831729 testLoss 7.028638 'NTL__rev lambda = -0.9551 alpha = -0.037165 lossBound = -0.000005 W1 = 0.071681 N1 = 0.056970 deltaLoss = -0.000016 Updating 1 features NewtonStep: 0.059 0.000000 NewtonStep: 0.105 0.001000 increaseLambda: 0.06 0.001000 Undoing contribution: was 0.007275783003566695 now 0.007259511778422557 79: time = 0.060000 loss = 6.831713 testLoss 7.027127 'NTL__rev lambda = -0.7111 alpha = 0.052093 lossBound = -0.000006 W1 = 0.036565 N1 = 0.021852 deltaLoss = -0.000016 increaseLambda: 0.106 0.001000 Undoing: newLoss 6.893866976981849, oldLoss 6.8812102990644135, deltaLossBound -7.371566165839831E-7 increaseLambda: 0.106 0.000000 Updating 1 features Search: 0.109 0.003000 NewtonStep: 0.063 0.003000 Updating 4 features NewtonStep: 1.139 0.005000 increaseLambda: 0.109 0.000000 increaseLambda: 0.063 0.000000 80: time = 0.063000 loss = 6.831699 testLoss 7.028100 116: time = 0.109000 loss = 6.881205 testLoss 6.932213 'NTL__rev lambda = -0.9904 'DOC__rev lambda = 0.0206 alpha = -0.035359 lossBound = -0.000005 W1 = 0.071681 N1 = 0.056970 deltaLoss = -0.000014 alpha = 0.020629 lossBound = -0.000001 W1 = 0.668440 N1 = 0.683069 deltaLoss = -0.000005 increaseLambda: 1.139 0.000000 Undoing: newLoss 6.100477506922331, oldLoss 6.100477961350164, deltaLossBound -4.544278654790014E-7 Updating 1 features Updating 2 features NewtonStep: 0.063 0.000000 NewtonStep: 0.109 0.000000 Updating 8 features NewtonStep: 0.456 0.006000 increaseLambda: 0.063 0.000000 increaseLambda: 0.109 0.000000 81: time = 0.063000 loss = 6.831463 testLoss 7.033201 Undoing contribution: was 0.014624396583462543NTL: lambda = -15.5166 min = 5.0000 max = 26,100.0000 alpha = -0.905022 lossBound = -0.000005 W1 = 0.028641 N1 = 0.027624 deltaLoss = -0.000235 now 0.014611483521569883 117: time = 0.109000 loss = 6.881192 testLoss 6.931834 'DOC__rev lambda = 0.0840 increaseLambda: 1.139 0.000000 alpha = -0.032753 lossBound = -0.000002 W1 = 0.719402 N1 = 0.734112 deltaLoss = -0.000013 increaseLambda: 0.456 0.000000 Undoing contribution: was 0.0020912500351968834 now 0.0018181200182228398 Updating 1 features 156: time = 0.456000 loss = 6.062854 testLoss 7.058139 COND^2: lambda = -1.0463 min = 16.0000 max = 2,559,348,100.0000 Search: 1.14 0.001000 NewtonStep: 0.064 0.001000 alpha = 2.049651 lossBound = -0.000104 W1 = 0.001383 N1 = 0.000135 deltaLoss = -0.000273 Updating 1 features NewtonStep: 0.11 0.001000 increaseLambda: 0.064 0.000000 82: time = 0.064000 loss = 6.831429 testLoss 7.034693 'NTL__rev lambda = -1.0451 alpha = -0.054656 lossBound = -0.000012 W1 = 0.071688 N1 = 0.056970 deltaLoss = -0.000034 increaseLambda: 0.11 0.000000 118: time = 0.110000 loss = 6.881182 testLoss 6.932245 'DOC__rev lambda = 0.0467 alpha = 0.026086 lossBound = -0.000002 W1 = 0.668360 N1 = 0.683069 deltaLoss = -0.000011 increaseLambda: 1.14 0.000000 Undoing contribution: was 0.02421564207240017 now 0.024215187644536833 340: time = 1.140000 loss = 6.100478 testLoss 6.865893 'PTL_COND__rev lambda = 0.1852 alpha = -0.001981 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.064 0.000000 Updating 1 features NewtonStep: 0.11 0.000000 increaseLambda: 0.064 0.000000 Undoing contribution: was 0.007259511778422557 now 0.0072397940285798944 83: time = 0.064000 loss = 6.831409 testLoss 7.033025 'NTL__rev lambda = -0.6537 alpha = 0.057443 lossBound = -0.000007 W1 = 0.036567 N1 = 0.021852 deltaLoss = -0.000020 increaseLambda: 0.11 0.000000 Undoing contribution: was 0.014611483521569883 now 0.014600940585251247 119: time = 0.110000 loss = 6.881171 testLoss 6.931904 'DOC__rev lambda = 0.0544 alpha = -0.029569 lossBound = -0.000001 W1 = 0.719403 N1 = 0.734112 deltaLoss = -0.000011 Updating 19 features Updating 1 features NewtonStep: 0.065 0.001000 Reducing stepsize from 2.0209933673367138 to 0.1587572030838301 Reducing stepsize from 0.1587572030838301 to 0.008139270219913206 Reducing stepsize from 0.008139270219913206 to 0.006249987225716254 Newton: returning 0.006249987225716254 Updating 1 features increaseLambda: 0.065 0.000000 84: time = 0.065000 loss = 6.831392 testLoss 7.034102 'NTL__rev lambda = -1.0843 alpha = -0.039201 lossBound = -0.000006 W1 = 0.071682 N1 = 0.056970 deltaLoss = -0.000018 Updating 1 features NewtonStep: 0.065 0.000000 Loss was 6.881170966182143, now 6.8811647938687095, delta -0.000006 parallelUpdate: 0.111 0.001000 increaseLambda: 0.065 0.000000 Undoing contribution: was 0.0072397940285798944 now 0.0072253511397403335 85: time = 0.065000 loss = 6.831377 testLoss 7.032682 'NTL__rev lambda = -0.6047 alpha = 0.048995 lossBound = -0.000005 W1 = 0.036565 N1 = 0.021852 deltaLoss = -0.000014 Updating 9 features NewtonStep: 0.458 0.002000 Updating 2 features NewtonStep: 0.111 0.000000 Updating 1 features NewtonStep: 0.065 0.000000 increaseLambda: 0.111 0.000000 121: time = 0.111000 loss = 6.881154 testLoss 6.932292 'DOC__rev lambda = 0.0733 alpha = 0.026246 lossBound = -0.000002 W1 = 0.668360 N1 = 0.683069 deltaLoss = -0.000011 increaseLambda: 0.066 0.001000 86: time = 0.066000 loss = 6.831365 testLoss 7.033600 'NTL__rev lambda = -1.1176 alpha = -0.033347 lossBound = -0.000004 W1 = 0.071680 N1 = 0.056970 deltaLoss = -0.000013 Updating 5 features Updating 0 features NewtonStep: 0.112 0.001000 increaseLambda: 0.459 0.001000 Updating 1 features increaseLambda: 0.112 0.000000 Undoing contribution: was 0.014600940585251247 now 0.014590548467469825 NewtonStep: 0.066 0.000000 increaseLambda: 1.142 0.002000 157: time = 0.459000 loss = 6.062561 testLoss 7.055637 COND: lambda = -1.8405 min = 4.0000 max = 50,590.0000 122: time = 0.112000 loss = 6.881143 testLoss 6.931954 alpha = -0.643596 lossBound = -0.000034 W1 = 0.009612 N1 = 0.008479 deltaLoss = -0.000294 'DOC__rev lambda = 0.0229 alpha = -0.029348 lossBound = -0.000001 W1 = 0.719403 N1 = 0.734112 deltaLoss = -0.000010 341: time = 1.142000 loss = 6.100477 testLoss 6.865862 (LAKE_ORIGIN=0.0) lambda = -0.2541 alpha = -0.002503 lossBound = -0.000000 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000000 increaseLambda: 0.066 0.000000 Undoing contribution: was 0.0072253511397403335 now 0.007214837087507043 87: time = 0.066000 loss = 6.831354 testLoss 7.032394 'NTL__rev lambda = -0.5630 alpha = 0.041680 lossBound = -0.000004 W1 = 0.036563 N1 = 0.021852 deltaLoss = -0.000011 Updating 0 features NewtonStep: 0.112 0.000000 Updating 1 features increaseLambda: 0.112 0.000000 NewtonStep: 0.066 0.000000 123: time = 0.112000 loss = 6.881133 testLoss 6.932357 'DOC__rev lambda = 0.0989 alpha = 0.025660 lossBound = -0.000001 W1 = 0.668360 N1 = 0.683069 deltaLoss = -0.000010 increaseLambda: 0.067 0.001000 88: time = 0.067000 loss = 6.831345 testLoss 7.033178 'NTL__rev lambda = -1.1460 alpha = -0.028400 lossBound = -0.000003 W1 = 0.071679 N1 = 0.056970 deltaLoss = -0.000009 Updating 0 features Reducing newton stepsize from -0.02910394463758236 to -0.022915895603918015 NewtonStep: 0.113 0.001000 Updating 1 features increaseLambda: 0.113 0.000000 Undoing contribution: was 0.014590548467469825NewtonStep: 0.067 0.000000 now 0.014580771165081666 increaseLambda: 0.067 0.000000 Undoing contribution: was 0.007214837087507043124: time = 0.113000 loss = 6.881123 testLoss 6.932092 'DOC__rev lambda = 0.0000 alpha = -0.022916 lossBound = -0.000001 W1 = 0.719554 N1 = 0.734112 deltaLoss = -0.000010 now 0.007207170944013698 Updating 0 features 89: time = 0.067000 loss = 6.831337 testLoss 7.032151 'NTL__rev lambda = -0.5275 alpha = 0.035501 lossBound = -0.000003 W1 = 0.036562 N1 = 0.021852 deltaLoss = -0.000008 Updating 6 features NewtonStep: 0.113 0.000000 Newton: returning 0.11000222874253002 Updating 1 features increaseLambda: 0.114 0.001000 Undoing: newLoss 6.893775961171616, oldLoss 6.881123270611923, deltaLossBound -9.065190610870074E-7 increaseLambda: 0.114 0.000000 Loss was 6.831337337884225, now 6.831302317111103, delta -0.000035 parallelUpdate: 0.068 0.001000 Updating 5 features NewtonStep: 1.144 0.002000 Search: 0.114 0.000000 Updating 8 features NewtonStep: 0.461 0.002000 Updating 0 features NewtonStep: 0.068 0.000000 increaseLambda: 0.114 0.000000 125: time = 0.114000 loss = 6.881117 testLoss 6.932453 'DOC__rev lambda = 0.0229 increaseLambda: 1.144 0.000000 alpha = 0.022887 lossBound = -0.000001 W1 = 0.669063 N1 = 0.683683 deltaLoss = -0.000006 increaseLambda: 0.068 0.000000 91: time = 0.068000 loss = 6.831296 testLoss 7.034857 'NTL__rev lambda = -1.6488 alpha = -0.038718 lossBound = -0.000002 W1 = 0.024740 N1 = 0.012369 deltaLoss = -0.000007 342: time = 1.144000 loss = 6.100477 testLoss 6.866027 CHLA_COND^2: lambda = 2.4319 min = 1.0000 max = 81.0000 alpha = 0.003985 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 increaseLambda: 0.461 0.000000 Undoing: newLoss 6.06254766561602, oldLoss 6.062560735962198, deltaLossBound -1.3179049754861083E-5 Updating 0 features NewtonStep: 0.114 0.000000 Updating 1 features NewtonStep: 0.069 0.001000 increaseLambda: 0.115 0.001000 126: time = 0.115000 loss = 6.881113 testLoss 6.932642 'DOC__rev lambda = -0.5568 alpha = -0.013713 lossBound = -0.000001 W1 = 0.125818 N1 = 0.109381 deltaLoss = -0.000004 increaseLambda: 0.462 0.001000 increaseLambda: 0.069 0.000000 Undoing contribution: was 0.007207170944013698 now 0.007204198118287665 92: time = 0.069000 loss = 6.831293 testLoss 7.034223 'NTL__rev lambda = -0.4738 alpha = 0.022003 lossBound = -0.000001 W1 = 0.036560 N1 = 0.021852 deltaLoss = -0.000003 Search: 0.462 0.000000 Updating 1 features NewtonStep: 0.115 0.000000 Updating 1 features NewtonStep: 0.069 0.000000 increaseLambda: 0.115 0.000000 Undoing contribution: was 0.00858974457507293 now 0.008588246214573256 127: time = 0.115000 loss = 6.881112 testLoss 6.932493 'DOC__rev lambda = -0.2842 alpha = 0.008859 lossBound = -0.000001 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 increaseLambda: 0.462 0.000000 Undoing contribution: was 0.0010410177463904555 now 0.0010278386966358364 increaseLambda: 0.069 0.000000 93: time = 0.069000 loss = 6.831288 testLoss 7.034766 'NTL__rev lambda = -1.2337 alpha = -0.019621 lossBound = -0.000001 W1 = 0.071677 N1 = 0.056970 deltaLoss = -0.000004 158: time = 0.462000 loss = 6.062548 testLoss 7.055791 ANC_COND: lambda = -1.1414 min = 1.0000 max = 2.0000 alpha = 0.166943 lossBound = -0.000013 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000013 Updating 1 features NewtonStep: 0.115 0.000000 Updating 1 features NewtonStep: 0.07 0.001000 increaseLambda: 0.116 0.001000 Undoing contribution: was 0.002147963137342767 now 0.002139838184527331 128: time = 0.116000 loss = 6.881104 testLoss 6.932192 'DOC__rev lambda = 0.0090 alpha = -0.025819 lossBound = -0.000001 W1 = 0.717806 N1 = 0.732514 deltaLoss = -0.000008 increaseLambda: 0.07 0.000000 Undoing contribution: was 0.007204198118287665 now 0.0072004826238084695 94: time = 0.070000 loss = 6.831285 testLoss 7.034057 'NTL__rev lambda = -0.4492 alpha = 0.024603 lossBound = -0.000001 W1 = 0.036560 N1 = 0.021852 deltaLoss = -0.000004 Updating 0 features NewtonStep: 0.116 0.000000 Updating 5 features Updating 1 features NewtonStep: 1.146 0.002000 NewtonStep: 0.07 0.000000 increaseLambda: 0.116 0.000000 129: time = 0.116000 loss = 6.881095 testLoss 6.932568 'DOC__rev lambda = 0.1227 alpha = 0.023815 lossBound = -0.000001 W1 = 0.668361 N1 = 0.683069 deltaLoss = -0.000009 increaseLambda: 0.07 0.000000 95: time = 0.070000 loss = 6.831281 testLoss 7.034874 'NTL__rev lambda = -1.6762 alpha = -0.027362 lossBound = -0.000001 W1 = 0.024739 N1 = 0.012369 deltaLoss = -0.000003 increaseLambda: 1.146 0.000000 Updating 1 features Reducing newton stepsize from -0.026894523315756733 to -0.009013662893542086 NewtonStep: 0.116 0.000000 343: time = 1.146000 loss = 6.100476 testLoss 6.866037 'NTL__rev lambda = 0.0828 alpha = 0.004795 lossBound = -0.000000 W1 = 0.290645 N1 = 0.312155 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.07 0.000000 increaseLambda: 0.116 0.000000 Undoing contribution: was 0.002139838184527331 now 0.0021349071557491433 130: time = 0.117000 loss = 6.881090 testLoss 6.932461 'DOC__rev lambda = 0.0000 alpha = -0.009014 lossBound = -0.000001 W1 = 0.718245 N1 = 0.732514 deltaLoss = -0.000005 increaseLambda: 0.071 0.001000 Undoing contribution: was 0.0072004826238084695 now 0.007197381565286499 96: time = 0.071000 loss = 6.831278 testLoss 7.034226 'NTL__rev lambda = -0.4267 alpha = 0.022474 lossBound = -0.000001 W1 = 0.036560 N1 = 0.021852 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.117 0.000000 Updating 1 features increaseLambda: 0.117 0.000000 NewtonStep: 0.071 0.000000 131: time = 0.117000 loss = 6.881032 testLoss 6.933001 Updating 7 features NewtonStep: 0.464 0.002000 increaseLambda: 0.071 0.000000 DOC: lambda = -16.8171 min = 0.3400 max = 290.5700 97: time = 0.071000 loss = 6.831274 testLoss 7.034718 'NTL__rev lambda = -1.2515 alpha = -0.017730 lossBound = -0.000001 W1 = 0.071677 N1 = 0.056970 deltaLoss = -0.000004 alpha = -0.931441 lossBound = -0.000000 W1 = 0.017868 N1 = 0.016866 deltaLoss = -0.000058 Updating 1 features Updating 1 features NewtonStep: 0.071 0.000000 Reducing newton stepsize from -0.08142946964934603 to -0.03571135959619106 NewtonStep: 0.117 0.000000 increaseLambda: 0.118 0.001000 Undoing contribution: was 0.002266406654015371 now 0.0022114732284620768 increaseLambda: 0.072 0.001000 Undoing contribution: was 0.007197381565286499 now 0.007194350101487402 132: time = 0.118000 loss = 6.880977 testLoss 6.932537 'DOC__rev lambda = 0.0000 98: time = 0.072000 loss = 6.831271 testLoss 7.034077 'NTL__rev lambda = -0.4045 alpha = 0.022208 lossBound = -0.000001 W1 = 0.036560 N1 = 0.021852 deltaLoss = -0.000003 alpha = -0.035711 lossBound = -0.000010 W1 = 0.717515 N1 = 0.731118 deltaLoss = -0.000055 Updating 1 features Updating 1 features NewtonStep: 0.072 0.000000 NewtonStep: 0.118 0.000000 increaseLambda: 0.072 0.000000 99: time = 0.072000 loss = 6.831268 testLoss 7.034900 'NTL__rev lambda = -1.7037 increaseLambda: 0.118 0.000000 133: time = 0.118000 loss = 6.880971 testLoss 6.932769 'DOC__rev lambda = -0.5738 alpha = -0.016952 lossBound = -0.000002 W1 = 0.125819 N1 = 0.109381 deltaLoss = -0.000006 alpha = -0.027533 lossBound = -0.000001 W1 = 0.024739 N1 = 0.012369 deltaLoss = -0.000003 Updating 6 features NewtonStep: 1.148 0.002000 Updating 1 features NewtonStep: 0.119 0.001000 Updating 1 features increaseLambda: 0.119 0.000000 Undoing contribution: was 0.00789531072138176 now 0.007894088344326184 134: time = 0.119000 loss = 6.880970 testLoss 6.932869 'DOC__rev lambda = -0.2019 NewtonStep: 0.073 0.001000 alpha = 0.017603 lossBound = -0.000001 W1 = 0.016451 N1 = 0.008225 deltaLoss = -0.000001 increaseLambda: 1.149 0.001000 increaseLambda: 0.073 0.000000 Undoing contribution: was 0.007194350101487402 now 0.0071912031980704404 increaseLambda: 0.466 0.002000 Undoing contribution: was 0.02610382461031741 now 0.026080961689900987 344: time = 1.149000 loss = 6.100476 testLoss 6.865615 100: time = 0.073000 loss = 6.831265 testLoss 7.034247 'CHLA__rev lambda = -0.0295 alpha = -0.003495 lossBound = -0.000000 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.119 0.000000 159: time = 0.466000 loss = 6.062525 testLoss 7.055792 'TURB__rev lambda = -0.2654 alpha = 0.024400 lossBound = -0.000012 W1 = 0.187536 N1 = 0.164242 deltaLoss = -0.000023 increaseLambda: 0.119 0.000000 Undoing contribution: was 0.015588885461303995 now 0.015582743248011347 135: time = 0.119000 loss = 6.880964 testLoss 6.932589 'DOC__rev lambda = 0.5279 alpha = -0.021706 lossBound = -0.000001 W1 = 0.704857 N1 = 0.719565 deltaLoss = -0.000006 Updating 1 features NewtonStep: 0.12 0.001000 increaseLambda: 0.12 0.000000 Undoing contribution: was 0.008588246214573256 now 0.008583851564313558 136: time = 0.120000 loss = 6.880959 testLoss 6.932332 'DOC__rev lambda = -0.2690 alpha = 0.015183 lossBound = -0.000002 W1 = 0.116385 N1 = 0.100463 deltaLoss = -0.000004 Updating 1 features NewtonStep: 0.12 0.000000 'NTL__rev lambda = -0.3819 increaseLambda: 0.12 0.000000 alpha = 0.022640 lossBound = -0.000001 W1 = 0.036560 N1 = 0.021852 deltaLoss = -0.000003 137: time = 0.120000 loss = 6.880958 testLoss 6.932448 'DOC__rev lambda = -0.5822 alpha = -0.008369 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 1 features Updating 2 features NewtonStep: 0.121 0.001000 NewtonStep: 0.075 0.002000 increaseLambda: 0.121 0.000000 Undoing contribution: was 0.008583851564313558 now 0.008582447559236026 increaseLambda: 0.075 0.000000 138: time = 0.121000 loss = 6.880957 testLoss 6.932304 'DOC__rev lambda = -0.2604 101: time = 0.075000 loss = 6.831262 testLoss 7.035030 alpha = 0.008568 lossBound = -0.000001 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 'NTL__rev lambda = -1.7299 alpha = -0.026214 lossBound = -0.000001 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000003 Updating 6 features NewtonStep: 1.151 0.002000 Updating 1 features NewtonStep: 0.121 0.000000 Updating 1 features NewtonStep: 0.075 0.000000 increaseLambda: 0.121 0.000000 increaseLambda: 1.151 0.000000 139: time = 0.121000 loss = 6.880955 testLoss 6.932419 increaseLambda: 0.075 0.000000 'DOC__rev lambda = -0.5905 alpha = -0.008316 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Undoing contribution: was 0.0071912031980704404 now 0.007188356623669357 102: time = 0.075000 loss = 6.831259 testLoss 7.034409 'NTL__rev lambda = -0.3603 345: time = 1.151000 loss = 6.100475 testLoss 6.866825 NTL_COND^2: lambda = -1.5636 min = 1.0000 max = 9.0000 alpha = -0.005985 lossBound = -0.000000 W1 = 0.128610 N1 = 0.121324 deltaLoss = -0.000001 alpha = 0.021535 lossBound = -0.000001 W1 = 0.036560 N1 = 0.021852 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.122 0.001000 Updating 1 features increaseLambda: 0.122 0.000000 Undoing contribution: was 0.008582447559236026 now 0.008581052400047848 140: time = 0.122000 loss = 6.880954 testLoss 6.932276 'DOC__rev lambda = -0.2519 alpha = 0.008541 lossBound = -0.000001 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 NewtonStep: 0.076 0.001000 increaseLambda: 0.076 0.000000 103: time = 0.076000 loss = 6.831256 testLoss 7.034881 'NTL__rev lambda = -1.2685 alpha = -0.017007 lossBound = -0.000001 W1 = 0.071677 N1 = 0.056970 deltaLoss = -0.000003 Updating 2 features NewtonStep: 0.122 0.000000 increaseLambda: 0.122 0.000000 141: time = 0.122000 loss = 6.880952 testLoss 6.932391 'DOC__rev lambda = -0.5988 alpha = -0.008289 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.076 0.000000 Updating 8 features NewtonStep: 0.47 0.004000 Updating 1 features increaseLambda: 0.077 0.001000 Undoing contribution: was 0.007188356623669357 now 0.007185566285208623 NewtonStep: 0.123 0.001000 104: time = 0.077000 loss = 6.831253 testLoss 7.034267 'NTL__rev lambda = -0.3390 alpha = 0.021310 lossBound = -0.000001 W1 = 0.036560 N1 = 0.021852 deltaLoss = -0.000003 increaseLambda: 0.123 0.000000 Undoing contribution: was 0.008581052400047848 now 0.008579666054135113 142: time = 0.123000 loss = 6.880951 testLoss 6.932248 'DOC__rev lambda = -0.2434 alpha = 0.008513 lossBound = -0.000001 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 Updating 1 features increaseLambda: 0.47 0.000000 NewtonStep: 0.077 0.000000 Undoing contribution: was 0.002065267300425365 now 0.0020208709411715696 Updating 1 features 160: time = 0.470000 loss = 6.062480 testLoss 7.055682 'NTL__rev lambda = 0.3932 alpha = -0.037071 lossBound = -0.000014 W1 = 0.274547 N1 = 0.295846 deltaLoss = -0.000044 increaseLambda: 0.077 0.000000 NewtonStep: 0.123 0.000000 105: time = 0.077000 loss = 6.831250 testLoss 7.035055 'NTL__rev lambda = -1.7563 alpha = -0.026392 lossBound = -0.000001 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000003 increaseLambda: 0.123 0.000000 Updating 6 features 143: time = 0.123000 loss = 6.880950 testLoss 6.932362 NewtonStep: 1.153 0.002000 'DOC__rev lambda = -0.6070 alpha = -0.008263 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.077 0.000000 Updating 1 features increaseLambda: 0.078 0.001000 Undoing contribution: was 0.007185566285208623 now 0.007182677358379309 NewtonStep: 0.124 0.001000 increaseLambda: 1.154 0.001000 Undoing: newLoss 6.1004745503393165, oldLoss 6.100474781009393, deltaLossBound -2.3067181896769471E-7 106: time = 0.078000 loss = 6.831247 testLoss 7.034430 'NTL__rev lambda = -0.3173 alpha = 0.021695 lossBound = -0.000001 W1 = 0.036560 N1 = 0.021852 deltaLoss = -0.000003 increaseLambda: 0.124 0.000000 Undoing contribution: was 0.008579666054135113 now 0.008578288464160574 144: time = 0.124000 loss = 6.880948 testLoss 6.932220 'DOC__rev lambda = -0.2349 alpha = 0.008486 lossBound = -0.000001 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 increaseLambda: 1.154 0.000000 Updating 1 features NewtonStep: 0.078 0.000000 Updating 1 features increaseLambda: 0.078 0.000000 NewtonStep: 0.124 0.000000 107: time = 0.078000 loss = 6.831244 testLoss 7.035181 'NTL__rev lambda = -1.7815 alpha = -0.025124 lossBound = -0.000001 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000003 Search: 1.154 0.000000 increaseLambda: 0.124 0.000000 145: time = 0.124000 loss = 6.880947 testLoss 6.932334 'DOC__rev lambda = -0.6153 alpha = -0.008236 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.078 0.000000 increaseLambda: 1.154 0.000000 Undoing contribution: was 0.1569305696654741 now 0.1569303389936547 Updating 1 features 346: time = 1.155000 loss = 6.100475 testLoss 6.865911 'NTL_COND lambda = -1.1329 alpha = 0.005648 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 increaseLambda: 0.079 0.001000 Undoing contribution: was 0.007182677358379309 now 0.00718006473760714 NewtonStep: 0.125 0.001000 108: time = 0.079000 loss = 6.831242 testLoss 7.034586 'NTL__rev lambda = -0.2967 alpha = 0.020634 lossBound = -0.000001 W1 = 0.036559 N1 = 0.021852 deltaLoss = -0.000003 increaseLambda: 0.125 0.000000 Undoing contribution: was 0.008578288464160574 now 0.00857691957317068 146: time = 0.125000 loss = 6.880946 testLoss 6.932192 'DOC__rev lambda = -0.2264 alpha = 0.008459 lossBound = -0.000001 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 Updating 8 features NewtonStep: 0.472 0.002000 Updating 1 features NewtonStep: 0.079 0.000000 Updating 1 features increaseLambda: 0.079 0.000000 109: time = 0.079000 loss = 6.831239 testLoss 7.035039 NewtonStep: 0.125 0.000000 'NTL__rev lambda = -1.2848 alpha = -0.016315 lossBound = -0.000001 W1 = 0.071677 N1 = 0.056970 deltaLoss = -0.000003 increaseLambda: 0.472 0.000000 Undoing: newLoss 6.062578217774251, oldLoss 6.062480297632773, deltaLossBound -1.1942994756139401E-5 increaseLambda: 0.125 0.000000 147: time = 0.125000 loss = 6.880944 testLoss 6.932306 'DOC__rev lambda = -0.6235 alpha = -0.008210 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 1 features increaseLambda: 0.472 0.000000 NewtonStep: 0.079 0.000000 Updating 1 features increaseLambda: 0.08 0.001000 Undoing contribution: was 0.00718006473760714 now 0.007177495873624274 NewtonStep: 0.126 0.001000 110: time = 0.080000 loss = 6.831236 testLoss 7.034449 'NTL__rev lambda = -0.2762 alpha = 0.020450 lossBound = -0.000001 W1 = 0.036559 N1 = 0.021852 deltaLoss = -0.000003 increaseLambda: 0.126 0.000000 Undoing contribution: was 0.00857691957317068 now 0.008575559324604451 148: time = 0.126000 loss = 6.880943 testLoss 6.932164 'DOC__rev lambda = -0.2180 alpha = 0.008432 lossBound = -0.000001 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 Search: 0.473 0.001000 Updating 1 features NewtonStep: 0.08 0.000000 Updating 1 features increaseLambda: 0.08 0.000000 NewtonStep: 0.126 0.000000 111: time = 0.080000 loss = 6.831233 testLoss 7.035205 'NTL__rev lambda = -1.8068 alpha = -0.025297 lossBound = -0.000001 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000003 increaseLambda: 0.473 0.000000 increaseLambda: 0.126 0.000000 161: time = 0.473000 loss = 6.061815 testLoss 7.056523 DOC: lambda = -2.3474 min = 0.3400 max = 290.5700 alpha = -2.347398 lossBound = -0.000012 W1 = 0.017884 N1 = 0.016866 deltaLoss = -0.000665 149: time = 0.126000 loss = 6.880942 testLoss 6.932068 'DOC__rev lambda = -0.2895 alpha = -0.015956 lossBound = -0.000001 W1 = 0.016221 N1 = 0.008110 deltaLoss = -0.000001 Updating 16 features Updating 7 features NewtonStep: 1.156 0.001000 Updating 1 features NewtonStep: 0.08 0.000000 Newton: returning 0.27632201332849554 Updating 1 features increaseLambda: 0.081 0.001000 Undoing contribution: was 0.007177495873624274 now 0.007174844050561803 112: time = 0.081000 loss = 6.831230 testLoss 7.034606 'NTL__rev lambda = -0.2554 alpha = 0.020789 lossBound = -0.000001 W1 = 0.036559 N1 = 0.021852 deltaLoss = -0.000003 increaseLambda: 1.157 0.001000 Undoing: newLoss 6.100474376820745, oldLoss 6.100474550337574, deltaLossBound -1.735168357009116E-7 Updating 1 features NewtonStep: 0.081 0.000000 Loss was 6.880941819554684, now 6.880920734928921, delta -0.000021 parallelUpdate: 0.127 0.001000 increaseLambda: 1.157 0.000000 increaseLambda: 0.081 0.000000 113: time = 0.081000 loss = 6.831228 testLoss 7.035326 'NTL__rev lambda = -1.8308 alpha = -0.024077 lossBound = -0.000001 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000003 Updating 0 features Search: 1.157 0.000000 NewtonStep: 0.127 0.000000 Updating 1 features increaseLambda: 0.127 0.000000 NewtonStep: 0.081 0.000000 151: time = 0.127000 loss = 6.880910 testLoss 6.932860 'DOC__rev lambda = -0.6687 alpha = -0.022909 lossBound = -0.000004 W1 = 0.125820 N1 = 0.109381 deltaLoss = -0.000011 increaseLambda: 0.081 0.000000 Undoing contribution: was 0.007174844050561803 now 0.007172446382281884 114: time = 0.081000 loss = 6.831226 testLoss 7.034756 increaseLambda: 1.157 0.000000 Undoing contribution: was 0.024215187644536833 now 0.024215014127701266 'NTL__rev lambda = -0.2357 alpha = 0.019770 lossBound = -0.000001 W1 = 0.036559 N1 = 0.021852 deltaLoss = -0.000002 347: time = 1.158000 loss = 6.100474 testLoss 6.865601 'PTL_COND__rev lambda = 0.1840 alpha = -0.001224 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.128 0.001000 increaseLambda: 0.128 0.000000 Undoing contribution: was 0.015582743248011347 now 0.015571575984679512 152: time = 0.128000 loss = 6.880899 testLoss 6.932480 'DOC__rev lambda = 0.4926 alpha = -0.029359 lossBound = -0.000001 W1 = 0.704856 N1 = 0.719565 deltaLoss = -0.000011 Updating 7 features Updating 1 features NewtonStep: 0.475 0.002000 Updating 0 features NewtonStep: 0.128 0.000000 NewtonStep: 0.082 0.001000 increaseLambda: 0.128 0.000000 Undoing contribution: was 0.008575559324604451 now 0.00856464662980154 153: time = 0.128000 loss = 6.880888 testLoss 6.932069 'DOC__rev lambda = -0.1730 alpha = 0.023983 lossBound = -0.000004 W1 = 0.116387 N1 = 0.100463 deltaLoss = -0.000011 increaseLambda: 0.083 0.001000 115: time = 0.083000 loss = 6.831223 testLoss 7.035190 'NTL__rev lambda = -1.3004 alpha = -0.015653 lossBound = -0.000001 W1 = 0.071677 N1 = 0.056970 deltaLoss = -0.000003 Updating 0 features NewtonStep: 0.129 0.001000 Updating 1 features increaseLambda: 0.476 0.001000 Undoing contribution: was 0.022540668866336693 now 0.02224425766998454 NewtonStep: 0.083 0.000000 increaseLambda: 0.129 0.000000 162: time = 0.476000 loss = 6.061518 testLoss 7.053318 'DOC__rev lambda = 0.0412 154: time = 0.129000 loss = 6.880886 testLoss 6.932186 'DOC__rev lambda = -0.6772 alpha = -0.008435 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 alpha = -0.127831 lossBound = -0.000046 W1 = 0.600395 N1 = 0.615173 deltaLoss = -0.000296 increaseLambda: 0.083 0.000000 Undoing contribution: was 0.007172446382281884 now 0.007170081099537996 116: time = 0.083000 loss = 6.831220 testLoss 7.034625 'NTL__rev lambda = -0.2160 alpha = 0.019627 lossBound = -0.000001 W1 = 0.036559 N1 = 0.021852 deltaLoss = -0.000002 Updating 0 features NewtonStep: 0.129 0.000000 Updating 1 features NewtonStep: 0.083 0.000000 increaseLambda: 0.129 0.000000 Undoing contribution: was 0.00856464662980154 now 0.008563240937256952 Updating 5 features NewtonStep: 1.159 0.001000 155: time = 0.129000 loss = 6.880885 testLoss 6.932042 'DOC__rev lambda = -0.1645 alpha = 0.008577 lossBound = -0.000001 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 increaseLambda: 0.084 0.001000 117: time = 0.084000 loss = 6.831218 testLoss 7.035349 'NTL__rev lambda = -1.8551 alpha = -0.024245 lossBound = -0.000001 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000003 Updating 0 features increaseLambda: 1.16 0.001000 NewtonStep: 0.13 0.001000 Updating 1 features 348: time = 1.160000 loss = 6.100474 testLoss 6.865704 CHLA_COND^2: lambda = 2.4344 min = 1.0000 max = 81.0000 NewtonStep: 0.084 0.000000 alpha = 0.002504 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 increaseLambda: 0.13 0.000000 156: time = 0.130000 loss = 6.880884 testLoss 6.932158 'DOC__rev lambda = -0.6855 alpha = -0.008324 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 increaseLambda: 0.084 0.000000 Undoing contribution: was 0.007170081099537996 now 0.00716764711351371 118: time = 0.084000 loss = 6.831215 testLoss 7.034775 'NTL__rev lambda = -0.1961 alpha = 0.019919 lossBound = -0.000001 W1 = 0.036559 N1 = 0.021852 deltaLoss = -0.000002 Updating 0 features NewtonStep: 0.13 0.000000 Updating 1 features NewtonStep: 0.084 0.000000 increaseLambda: 0.13 0.000000 Undoing contribution: was 0.008563240937256952 now 0.008561844044810793 157: time = 0.130000 loss = 6.880882 testLoss 6.932014 'DOC__rev lambda = -0.1559 alpha = 0.008549 lossBound = -0.000001 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 increaseLambda: 0.084 0.000000 119: time = 0.084000 loss = 6.831213 testLoss 7.035465 'NTL__rev lambda = -1.8782 alpha = -0.023073 lossBound = -0.000001 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000002 Updating 6 features Reducing stepsize from 0.8758284559595375 to 0.5918087659777703 Newton: returning 0.5918087659777703 Updating 1 features Updating 0 features Updating 6 features NewtonStep: 0.478 0.002000 NewtonStep: 0.131 0.001000 Loss was 6.83121295836872, now 6.831181945788796, delta -0.000031 parallelUpdate: 0.085 0.001000 increaseLambda: 0.131 0.000000 158: time = 0.131000 loss = 6.880881 testLoss 6.932129 'DOC__rev lambda = -0.6938 alpha = -0.008297 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 increaseLambda: 0.478 0.000000 Updating 2 features 163: time = 0.478000 loss = 6.061455 testLoss 7.053325 PTL: lambda = 4.0574 min = 1.0000 max = 4,865.0000 alpha = 0.253191 lossBound = -0.000008 W1 = 0.019346 N1 = 0.021255 deltaLoss = -0.000063 NewtonStep: 0.085 0.000000 Updating 0 features NewtonStep: 0.131 0.000000 increaseLambda: 0.085 0.000000 Undoing contribution: was 0.014238372684796665 now 0.014233222837671923 121: time = 0.085000 loss = 6.831177 testLoss 7.036617 'NTL__rev lambda = -0.4764 alpha = 0.029401 lossBound = -0.000002 W1 = 0.035629 N1 = 0.020921 deltaLoss = -0.000005 increaseLambda: 0.131 0.000000 Undoing contribution: was 0.008561844044810793 now 0.008560455975081413 159: time = 0.131000 loss = 6.880879 testLoss 6.931986 'DOC__rev lambda = -0.1474 alpha = 0.008522 lossBound = -0.000001 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.162 0.002000 Updating 1 features NewtonStep: 0.086 0.001000 Updating 1 features NewtonStep: 0.132 0.001000 increaseLambda: 0.086 0.000000 122: time = 0.086000 loss = 6.831175 testLoss 7.037220 'NTL__rev lambda = -2.0390 alpha = -0.020167 lossBound = -0.000001 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000002 increaseLambda: 0.132 0.000000 160: time = 0.132000 loss = 6.880878 testLoss 6.932100 'DOC__rev lambda = -0.7021 alpha = -0.008271 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 increaseLambda: 1.162 0.000000 349: time = 1.162000 loss = 6.100474 testLoss 6.865805 'CHLA_COND__rev lambda = 0.0443 alpha = 0.000952 lossBound = -0.000000 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.086 0.000000 Updating 2 features NewtonStep: 0.132 0.000000 increaseLambda: 0.086 0.000000 Undoing contribution: was 0.014233222837671923 now 0.014231557830562848 123: time = 0.086000 loss = 6.831173 testLoss 7.036739 'NTL__rev lambda = -0.4597 alpha = 0.016663 lossBound = -0.000001 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000002 increaseLambda: 0.132 0.000000 Undoing contribution: was 0.008560455975081413 now 0.008559076670677387 161: time = 0.132000 loss = 6.880877 testLoss 6.931958 'DOC__rev lambda = -0.1389 alpha = 0.008495 lossBound = -0.000001 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.087 0.001000 Updating 1 features NewtonStep: 0.133 0.001000 increaseLambda: 0.087 0.000000 124: time = 0.087000 loss = 6.831172 testLoss 7.037311 'NTL__rev lambda = -2.0581 alpha = -0.019154 lossBound = -0.000001 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000002 increaseLambda: 0.133 0.000000 162: time = 0.133000 loss = 6.880875 testLoss 6.932072 'DOC__rev lambda = -0.7103 Updating 7 features NewtonStep: 0.48 0.002000 Updating 1 features NewtonStep: 0.087 0.000000 increaseLambda: 0.087 0.000000 Undoing contribution: was 0.014231557830562848 now 0.014230035244876873 125: time = 0.087000 loss = 6.831170 testLoss 7.036851 'NTL__rev lambda = -0.4438 increaseLambda: 0.48 0.000000 Undoing contribution: was 0.15970524035567635 now 0.1596735684535363 alpha = -0.008244 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 164: time = 0.480000 loss = 6.061423 testLoss 7.053651 'PTL__rev lambda = -0.6613 alpha = 0.030238 lossBound = -0.000018 W1 = 0.145383 N1 = 0.122951 deltaLoss = -0.000032 Updating 1 features NewtonStep: 0.134 0.001000 increaseLambda: 0.134 0.000000 Undoing contribution: was 0.008559076670677387 now 0.008557706074597202 Updating 5 features 163: time = 0.134000 loss = 6.880874 testLoss 6.931930 'DOC__rev lambda = -0.1304 alpha = 0.008468 lossBound = -0.000001 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 NewtonStep: 1.164 0.002000 Updating 1 features NewtonStep: 0.134 0.000000 increaseLambda: 0.134 0.000000 alpha = 0.015935 lossBound = -0.000001 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000002 increaseLambda: 1.164 0.000000 164: time = 0.134000 loss = 6.880873 testLoss 6.932044 'DOC__rev lambda = -0.7185 alpha = -0.008218 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 350: time = 1.164000 loss = 6.100474 testLoss 6.865615 'CHLA__rev lambda = -0.0311 alpha = -0.001575 lossBound = -0.000000 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000000 Updating 1 features Updating 1 features NewtonStep: 0.089 0.002000 NewtonStep: 0.135 0.001000 increaseLambda: 0.089 0.000000 increaseLambda: 0.135 0.000000 126: time = 0.089000 loss = 6.831169 testLoss 7.037399 'NTL__rev lambda = -2.0765 alpha = -0.018318 lossBound = -0.000001 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000001 Undoing contribution: was 0.008557706074597202 now 0.00855634413022037 165: time = 0.135000 loss = 6.880871 testLoss 6.931902 'DOC__rev lambda = -0.1220 alpha = 0.008440 lossBound = -0.000001 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.089 0.000000 Updating 1 features NewtonStep: 0.135 0.000000 increaseLambda: 0.089 0.000000 Undoing contribution: was 0.014230035244876873 now 0.014228643301989698 127: time = 0.089000 loss = 6.831167 testLoss 7.036959 'NTL__rev lambda = -0.4286 alpha = 0.015238 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 increaseLambda: 0.135 0.000000 166: time = 0.135000 loss = 6.880870 testLoss 6.932015 'DOC__rev lambda = -0.7267 alpha = -0.008192 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 9 features NewtonStep: 0.482 0.002000 Updating 1 features NewtonStep: 0.09 0.001000 Updating 1 features NewtonStep: 0.136 0.001000 increaseLambda: 0.09 0.000000 128: time = 0.090000 loss = 6.831166 testLoss 7.037483 'NTL__rev lambda = -2.0940 alpha = -0.017518 lossBound = -0.000000 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000001 increaseLambda: 0.136 0.000000 Undoing contribution: was 0.00855634413022037 now 0.00855499078131454 167: time = 0.136000 loss = 6.880869 testLoss 6.931874 'DOC__rev lambda = -0.1136 alpha = 0.008413 lossBound = -0.000001 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 increaseLambda: 0.483 0.001000 165: time = 0.483000 loss = 6.061416 testLoss 7.052187 'CHLA__rev lambda = -0.9290 alpha = -0.012089 lossBound = -0.000005 W1 = 0.179135 N1 = 0.152846 deltaLoss = -0.000007 Updating 1 features NewtonStep: 0.09 0.000000 Updating 1 features NewtonStep: 0.136 0.000000 Updating 4 features NewtonStep: 1.166 0.002000 increaseLambda: 0.09 0.000000 Undoing contribution: was 0.014228643301989698 now 0.014227370979491673 129: time = 0.090000 loss = 6.831165 testLoss 7.037062 'NTL__rev lambda = -0.4140 alpha = 0.014570 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 increaseLambda: 0.136 0.000000 168: time = 0.136000 loss = 6.880867 testLoss 6.931987 'DOC__rev lambda = -0.7349 alpha = -0.008165 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 increaseLambda: 1.166 0.000000 Updating 1 features 351: time = 1.166000 loss = 6.100474 testLoss 6.865704 NewtonStep: 0.09 0.000000 CHLA_COND^2: lambda = 2.4365 min = 1.0000 max = 81.0000 Updating 1 features alpha = 0.002160 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 NewtonStep: 0.137 0.001000 increaseLambda: 0.137 0.000000 Undoing contribution: was 0.00855499078131454 now 0.008553645972028387 169: time = 0.137000 loss = 6.880866 testLoss 6.931846 'DOC__rev lambda = -0.1052 alpha = 0.008387 lossBound = -0.000001 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 increaseLambda: 0.091 0.001000 Undoing: newLoss 6.847651307499457, oldLoss 6.831164715141049, deltaLossBound -4.799428059487561E-7 increaseLambda: 0.091 0.000000 Updating 1 features NewtonStep: 0.137 0.000000 increaseLambda: 0.137 0.000000 170: time = 0.137000 loss = 6.880864 testLoss 6.931959 'DOC__rev lambda = -0.7430 alpha = -0.008139 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Search: 0.091 0.000000 increaseLambda: 0.091 0.000000 130: time = 0.091000 loss = 6.831163 testLoss 7.037489 'NTL__rev lambda = -0.0153 alpha = -0.015282 lossBound = -0.000000 W1 = 0.070592 N1 = 0.055977 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.138 0.001000 increaseLambda: 0.138 0.000000 Undoing contribution: was 0.008553645972028387 now 0.0085523096468854 Updating 1 features 171: time = 0.138000 loss = 6.880863 testLoss 6.931819 'DOC__rev lambda = -0.0968 alpha = 0.008360 lossBound = -0.000000 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 NewtonStep: 0.092 0.001000 increaseLambda: 0.092 0.000000 Undoing contribution: was 0.014227370979491673 now 0.014225148235398001 131: time = 0.092000 loss = 6.831161 testLoss 7.036931 'NTL__rev lambda = -0.3947 alpha = 0.019275 lossBound = -0.000001 W1 = 0.035628 N1 = 0.020921 deltaLoss = -0.000002 Updating 1 features NewtonStep: 0.138 0.000000 increaseLambda: 0.138 0.000000 172: time = 0.138000 loss = 6.880862 testLoss 6.931931 Updating 1 features 'DOC__rev lambda = -0.7511 Updating 8 features NewtonStep: 0.092 0.000000 alpha = -0.008113 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 NewtonStep: 0.485 0.002000 increaseLambda: 0.092 0.000000 132: time = 0.092000 loss = 6.831160 testLoss 7.037471 'NTL__rev lambda = -2.1120 alpha = -0.018052 lossBound = -0.000001 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.139 0.001000 increaseLambda: 0.486 0.001000 Undoing: newLoss 6.065868381043394, oldLoss 6.061415943621817, deltaLossBound -2.4529702334675954E-5 increaseLambda: 0.139 0.000000 Undoing contribution: was 0.0085523096468854 now 0.008550981750790096 Updating 1 features 173: time = 0.139000 loss = 6.880860 testLoss 6.931791 'DOC__rev lambda = -0.0885 Updating 6 features alpha = 0.008333 lossBound = -0.000000 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 NewtonStep: 1.169 0.003000 increaseLambda: 0.486 0.000000 Updating 1 features NewtonStep: 0.139 0.000000 increaseLambda: 1.169 0.000000 NewtonStep: 0.093 0.001000 Undoing contribution: was 0.00840478923066319 now 0.008404650169076943 increaseLambda: 0.139 0.000000 352: time = 1.169000 loss = 6.100474 testLoss 6.865669 'ANC__rev lambda = -0.5635 alpha = 0.003772 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = -0.000000 Search: 0.486 0.000000 increaseLambda: 0.093 0.000000 Undoing contribution: was 0.014225148235398001 now 0.014223801728030174 133: time = 0.093000 loss = 6.831158 testLoss 7.037038 'NTL__rev lambda = -0.3797 alpha = 0.014988 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 174: time = 0.139000 loss = 6.880859 testLoss 6.931903 'DOC__rev lambda = -0.7592 alpha = -0.008087 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.094 0.001000 Updating 1 features NewtonStep: 0.14 0.001000 increaseLambda: 0.094 0.000000 134: time = 0.094000 loss = 6.831157 testLoss 7.037554 'NTL__rev lambda = -2.1293 alpha = -0.017232 lossBound = -0.000000 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000001 increaseLambda: 0.14 0.000000 Undoing contribution: was 0.008550981750790096 now 0.008549662229012031 175: time = 0.140000 loss = 6.880858 testLoss 6.931764 'DOC__rev lambda = -0.0802 alpha = 0.008306 lossBound = -0.000000 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 increaseLambda: 0.487 0.001000 Updating 1 features 166: time = 0.487000 loss = 6.061377 testLoss 7.053558 Updating 1 features NewtonStep: 0.094 0.000000 NewtonStep: 0.14 0.000000 SALINITY_COND^2: lambda = 0.0570 min = 1.0000 max = 9.0000 alpha = 0.056991 lossBound = -0.000025 W1 = 0.065536 N1 = 0.073529 deltaLoss = -0.000039 increaseLambda: 0.095 0.001000 Undoing contribution: was 0.014223801728030174 now 0.014222570978385753 increaseLambda: 0.141 0.001000 135: time = 0.095000 loss = 6.831156 testLoss 7.037140 'NTL__rev lambda = -0.3654 alpha = 0.014331 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 176: time = 0.141000 loss = 6.880856 testLoss 6.931876 'DOC__rev lambda = -0.7673 alpha = -0.008061 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.095 0.000000 Updating 1 features NewtonStep: 0.141 0.000000 increaseLambda: 0.095 0.000000 Updating 6 features NewtonStep: 1.171 0.002000 136: time = 0.095000 loss = 6.831155 testLoss 7.037633 'NTL__rev lambda = -2.1457 alpha = -0.016477 lossBound = -0.000000 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000001 increaseLambda: 0.141 0.000000 Undoing contribution: was 0.008549662229012031 now 0.008548351027199128 177: time = 0.141000 loss = 6.880855 testLoss 6.931736 'DOC__rev lambda = -0.0719 alpha = 0.008280 lossBound = -0.000000 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 Updating 1 features increaseLambda: 1.171 0.000000 NewtonStep: 0.095 0.000000 Updating 1 features 353: time = 1.171000 loss = 6.100473 testLoss 6.865519 COND: lambda = -2.1879 min = 4.0000 max = 50,590.0000 NewtonStep: 0.141 0.000000 alpha = -0.043472 lossBound = -0.000000 W1 = 0.009480 N1 = 0.008479 deltaLoss = -0.000001 increaseLambda: 0.096 0.001000 Undoing contribution: was 0.014222570978385753 now 0.014221446225266667 137: time = 0.096000 loss = 6.831154 testLoss 7.037237 'NTL__rev lambda = -0.3517 alpha = 0.013701 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 increaseLambda: 0.142 0.001000 178: time = 0.142000 loss = 6.880854 testLoss 6.931848 'DOC__rev lambda = -0.7753 alpha = -0.008036 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.096 0.000000 Updating 1 features NewtonStep: 0.142 0.000000 increaseLambda: 0.096 0.000000 138: time = 0.096000 loss = 6.831152 testLoss 7.037534 'NTL__rev lambda = -0.0259 alpha = -0.010635 lossBound = -0.000000 W1 = 0.070684 N1 = 0.055977 deltaLoss = -0.000001 increaseLambda: 0.142 0.000000 Undoing contribution: was 0.008548351027199128 now 0.008547048091359907 179: time = 0.142000 loss = 6.880853 testLoss 6.931709 'DOC__rev lambda = -0.0637 alpha = 0.008253 lossBound = -0.000000 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 Updating 16 features Updating 7 features NewtonStep: 0.489 0.002000 Updating 1 features NewtonStep: 0.096 0.000000 Reducing stepsize from 18.596752587123795 to 0.09396241460459251 Newton: returning 0.09396241460459251 Updating 1 features increaseLambda: 0.096 0.000000 Undoing contribution: was 0.014221446225266667 now 0.014220370600348644 139: time = 0.097000 loss = 6.831151 testLoss 7.037147 'NTL__rev lambda = -0.3383 alpha = 0.013393 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 increaseLambda: 0.49 0.001000 Undoing: newLoss 6.061366538436144, oldLoss 6.061377245806219, deltaLossBound -1.070738786323127E-5 Updating 1 features Loss was 6.880852568082665, now 6.880844422529246, delta -0.000008 parallelUpdate: 0.143 0.001000 NewtonStep: 0.097 0.000000 increaseLambda: 0.49 0.000000 increaseLambda: 0.097 0.000000 140: time = 0.097000 loss = 6.831150 testLoss 7.037645 'NTL__rev lambda = -2.1624 alpha = -0.016633 lossBound = -0.000000 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000001 Updating 1 features Search: 0.49 0.000000 NewtonStep: 0.143 0.000000 Updating 7 features NewtonStep: 1.173 0.002000 increaseLambda: 0.143 0.000000 Updating 2 features 181: time = 0.143000 loss = 6.880843 testLoss 6.931792 'DOC__rev lambda = -0.7980 alpha = -0.008384 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 NewtonStep: 0.097 0.000000 increaseLambda: 0.49 0.000000 increaseLambda: 0.097 0.000000 Undoing contribution: was 0.014220370600348644 now 0.014219223365009028 141: time = 0.097000 loss = 6.831149 testLoss 7.037245 'NTL__rev lambda = -0.3245 alpha = 0.013837 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 167: time = 0.490000 loss = 6.061367 testLoss 7.055983 'PTL_COND__rev lambda = 0.2439 increaseLambda: 1.174 0.001000 alpha = 0.009612 lossBound = -0.000011 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000011 Updating 1 features 354: time = 1.174000 loss = 6.100473 testLoss 6.865851 PTL_COND: lambda = -0.8252 min = 1.0000 max = 3.0000 NewtonStep: 0.144 0.001000 alpha = -0.001326 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000000 increaseLambda: 0.144 0.000000 Undoing contribution: was 0.00105377278126578 now 0.0010523358035680582 Updating 1 features 182: time = 0.144000 loss = 6.880842 testLoss 6.931815 'DOC__rev lambda = -0.3676 alpha = 0.007068 lossBound = -0.000000 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000001 NewtonStep: 0.098 0.001000 increaseLambda: 0.098 0.000000 Updating 1 features NewtonStep: 0.144 0.000000 increaseLambda: 0.144 0.000000 Undoing contribution: was 0.015571575984679512 now 0.015567764958198452 142: time = 0.098000 loss = 6.831148 testLoss 7.037721 'NTL__rev lambda = -2.1783 alpha = -0.015910 lossBound = -0.000000 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000001 183: time = 0.144000 loss = 6.880838 testLoss 6.931596 'DOC__rev lambda = 0.4722 alpha = -0.017072 lossBound = -0.000000 W1 = 0.704858 N1 = 0.719565 deltaLoss = -0.000004 Updating 1 features NewtonStep: 0.099 0.001000 Updating 0 features NewtonStep: 0.145 0.001000 increaseLambda: 0.099 0.000000 Undoing contribution: was 0.014219223365009028 now 0.014218175059158013 143: time = 0.099000 loss = 6.831147 testLoss 7.037339 'NTL__rev lambda = -0.3112 alpha = 0.013228 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 increaseLambda: 0.145 0.000000 Undoing contribution: was 0.0010523358035680582 now 0.0010502094101600386 184: time = 0.145000 loss = 6.880836 testLoss 6.931623 'DOC__rev lambda = -0.3590 alpha = 0.008598 lossBound = -0.000001 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000002 Updating 1 features NewtonStep: 0.099 0.000000 Updating 1 features NewtonStep: 0.145 0.000000 increaseLambda: 0.099 0.000000 144: time = 0.099000 loss = 6.831146 testLoss 7.037622 'NTL__rev lambda = -0.0361 alpha = -0.010139 lossBound = -0.000000 W1 = 0.070684 N1 = 0.055977 deltaLoss = -0.000001 increaseLambda: 0.145 0.000000 185: time = 0.145000 loss = 6.880834 testLoss 6.931746 'DOC__rev lambda = -0.8069 alpha = -0.008873 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000002 Updating 5 features Updating 1 features NewtonStep: 0.146 0.001000 NewtonStep: 1.176 0.002000 increaseLambda: 0.146 0.000000 Undoing contribution: was 0.008547048091359907 now 0.00854574980658955 186: time = 0.146000 loss = 6.880833 testLoss 6.931607 'DOC__rev lambda = -0.0409 alpha = 0.008238 lossBound = -0.000000 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.1 0.001000 increaseLambda: 0.1 0.000000 Undoing contribution: was 0.014218175059158013 now 0.014217197420672291 increaseLambda: 1.176 0.000000 Undoing: newLoss 6.100472842448003, oldLoss 6.100472984106815, deltaLossBound -1.4165881530283297E-7 145: time = 0.100000 loss = 6.831145 testLoss 7.037253 'NTL__rev lambda = -0.2985 alpha = 0.012769 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 Updating 1 features Updating 1 features NewtonStep: 0.101 0.001000 NewtonStep: 0.147 0.001000 increaseLambda: 0.101 0.000000 increaseLambda: 0.147 0.000000 146: time = 0.101000 loss = 6.831144 testLoss 7.037733 'NTL__rev lambda = -2.1943 alpha = -0.016050 lossBound = -0.000000 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000001 187: time = 0.147000 loss = 6.880831 testLoss 6.931718 'DOC__rev lambda = -0.8149 alpha = -0.007998 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 1 features Updating 1 features NewtonStep: 0.101 0.000000 NewtonStep: 0.147 0.000000 increaseLambda: 0.101 0.000000 Undoing contribution: was 0.014217197420672291 now 0.014216129595979623 increaseLambda: 0.147 0.000000 Undoing contribution: was 0.0010502094101600386 now 0.0010487573292618487 increaseLambda: 1.177 0.001000 188: time = 0.147000 loss = 6.880830 testLoss 6.931741 'DOC__rev lambda = -0.3519 alpha = 0.007105 lossBound = -0.000000 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000001 Search: 1.178 0.001000 Updating 6 features NewtonStep: 0.495 0.005000 Updating 1 features NewtonStep: 0.148 0.001000 increaseLambda: 0.148 0.000000 189: time = 0.148000 loss = 6.880829 testLoss 6.931852 'DOC__rev lambda = -0.8228 alpha = -0.007964 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 increaseLambda: 1.178 0.000000 Undoing contribution: was 0.024215014127701266 now 0.024214872468885033 increaseLambda: 0.495 0.000000 355: time = 1.178000 loss = 6.100473 testLoss 6.865570 'PTL_COND__rev lambda = 0.1829 168: time = 0.495000 loss = 6.061269 testLoss 7.054433 147: time = 0.101000 loss = 6.831142 testLoss 7.037348 'NTL__rev lambda = -0.2851 alpha = -0.001106 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 alpha = 0.013351 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.148 0.000000 increaseLambda: 0.148 0.000000 Undoing contribution: was 0.00854574980658955 now 0.00854441829876644 Updating 1 features 190: time = 0.148000 loss = 6.880827 testLoss 6.931711 'DOC__rev lambda = -0.0326 COND: lambda = -2.2635 min = 4.0000 max = 50,590.0000 alpha = 0.008344 lossBound = -0.000000 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 NewtonStep: 0.102 0.001000 increaseLambda: 0.103 0.001000 148: time = 0.103000 loss = 6.831141 testLoss 7.037807 'NTL__rev lambda = -2.2097 alpha = -0.015352 lossBound = -0.000000 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.149 0.001000 increaseLambda: 0.149 0.000000 Updating 1 features 191: time = 0.149000 loss = 6.880826 testLoss 6.931824 'DOC__rev lambda = -0.8309 alpha = -0.008098 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 NewtonStep: 0.103 0.000000 increaseLambda: 0.103 0.000000 Undoing contribution: was 0.014216129595979623 now 0.014215153961206652 149: time = 0.103000 loss = 6.831140 testLoss 7.037439 'NTL__rev lambda = -0.2724 alpha = 0.012762 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 Updating 6 features Updating 1 features Newton: returning 0.09891323874626108 NewtonStep: 0.149 0.000000 alpha = -0.423004 lossBound = -0.000010 W1 = 0.009525 N1 = 0.008479 deltaLoss = -0.000098 increaseLambda: 0.149 0.000000 Undoing contribution: was 0.00854441829876644 now 0.008543095329039782 192: time = 0.149000 loss = 6.880825 testLoss 6.931684 'DOC__rev lambda = -0.0242 alpha = 0.008317 lossBound = -0.000000 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.15 0.001000 Updating 5 features NewtonStep: 1.18 0.002000 increaseLambda: 0.15 0.000000 193: time = 0.150000 loss = 6.880823 testLoss 6.931796 'DOC__rev lambda = -0.8390 alpha = -0.008072 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 increaseLambda: 1.18 0.000000 Updating 1 features 356: time = 1.180000 loss = 6.100473 testLoss 6.865929 PTL_COND: lambda = -0.8266 min = 1.0000 max = 3.0000 alpha = -0.001434 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000000 NewtonStep: 0.15 0.000000 increaseLambda: 0.15 0.000000 Undoing contribution: was 0.008543095329039782 now 0.00854178070140281 194: time = 0.150000 loss = 6.880822 testLoss 6.931657 'DOC__rev lambda = -0.0160 alpha = 0.008291 lossBound = -0.000000 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.151 0.001000 increaseLambda: 0.151 0.000000 195: time = 0.151000 loss = 6.880821 testLoss 6.931768 'DOC__rev lambda = -0.8470 alpha = -0.008046 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 7 features NewtonStep: 0.498 0.003000 Updating 1 features NewtonStep: 0.151 0.000000 increaseLambda: 0.498 0.000000 increaseLambda: 0.151 0.000000 Undoing contribution: was 0.00854178070140281 now 0.00854047436172016 196: time = 0.151000 loss = 6.880819 testLoss 6.931629 'DOC__rev lambda = -0.0077 alpha = 0.008264 lossBound = -0.000000 W1 = 0.116384 N1 = 0.100463 deltaLoss = -0.000001 169: time = 0.498000 loss = 6.061259 testLoss 7.055014 SALINITY_COND^2: lambda = 0.0809 min = 1.0000 max = 9.0000 alpha = 0.023906 lossBound = -0.000006 W1 = 0.065174 N1 = 0.073529 deltaLoss = -0.000010 Updating 1 features NewtonStep: 0.152 0.001000 increaseLambda: 0.152 0.000000 197: time = 0.152000 loss = 6.880818 testLoss 6.931741 'DOC__rev lambda = -0.8551 alpha = -0.008020 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.182 0.002000 Updating 1 features Reducing newton stepsize from 0.008237682540264768 to 0.007691453886309924 NewtonStep: 0.152 0.000000 increaseLambda: 1.182 0.000000 increaseLambda: 0.152 0.000000 Undoing contribution: was 0.00854047436172016 now 0.008539181736038112 198: time = 0.152000 loss = 6.880817 testLoss 6.931611 'DOC__rev lambda = 0.0000 alpha = 0.007691 lossBound = -0.000000 W1 = 0.116363 N1 = 0.100463 deltaLoss = -0.000001 357: time = 1.182000 loss = 6.100472 testLoss 6.865843 'PTL__rev lambda = -1.1387 alpha = -0.002155 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.153 0.001000 increaseLambda: 0.153 0.000000 199: time = 0.153000 loss = 6.880816 testLoss 6.931715 'DOC__rev lambda = -0.8625 alpha = -0.007466 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.153 0.000000 Updating 7 features NewtonStep: 0.5 0.002000 increaseLambda: 0.153 0.000000 Undoing contribution: was 0.0010487573292618487 now 0.0010474375473345484 200: time = 0.153000 loss = 6.880814 testLoss 6.931737 'DOC__rev lambda = -0.3451 alpha = 0.006774 lossBound = -0.000000 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000001 Updating 2 features NewtonStep: 0.154 0.001000 increaseLambda: 0.154 0.000000 201: time = 0.154000 loss = 6.880813 testLoss 6.931842 'DOC__rev lambda = -0.8701 alpha = -0.007592 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 1 features Updating 1 features NewtonStep: 0.154 0.000000 Loss was 6.83114043850051, now 6.831138277090689, delta -0.000002 parallelUpdate: 0.108 0.005000 Updating 5 features increaseLambda: 0.154 0.000000 Undoing contribution: was 0.0010474375473345484 now 0.0010464040556822903 NewtonStep: 1.184 0.002000 202: time = 0.154000 loss = 6.880812 testLoss 6.931862 'DOC__rev lambda = -0.3391 alpha = 0.005995 lossBound = -0.000000 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000001 increaseLambda: 0.501 0.001000 Undoing contribution: was 0.012988998987001442 now 0.012865700363485876 170: time = 0.501000 loss = 6.061135 testLoss 7.041666 NTL_COND: lambda = -0.7045 min = 1.0000 max = 3.0000 Updating 1 features alpha = 0.062714 lossBound = -0.000056 W1 = 0.171511 N1 = 0.161765 deltaLoss = -0.000123 NewtonStep: 0.108 0.000000 Updating 1 features increaseLambda: 1.185 0.001000 Undoing contribution: was 0.005200415943232494 now 0.005200218882595352 NewtonStep: 0.155 0.001000 increaseLambda: 0.109 0.001000 Undoing contribution: was 0.014215153961206652 now 0.01421324594417517 151: time = 0.109000 loss = 6.831136 testLoss 7.037679 358: time = 1.185000 loss = 6.100472 testLoss 6.865980 'NTL__rev lambda = -0.2300 'CHLA__rev lambda = -0.4561 alpha = 0.017877 lossBound = -0.000001 W1 = 0.035628 N1 = 0.020921 deltaLoss = -0.000002 alpha = 0.001767 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 increaseLambda: 0.155 0.000000 203: time = 0.155000 loss = 6.880811 testLoss 6.931955 'DOC__rev lambda = -0.8768 alpha = -0.006721 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.109 0.000000 Updating 1 features NewtonStep: 0.155 0.000000 increaseLambda: 0.109 0.000000 152: time = 0.109000 loss = 6.831135 testLoss 7.037935 'NTL__rev lambda = -0.0488 alpha = -0.009196 lossBound = -0.000000 W1 = 0.070683 N1 = 0.055977 deltaLoss = -0.000001 increaseLambda: 0.155 0.000000 204: time = 0.155000 loss = 6.880768 testLoss 6.932439 DOC: lambda = -17.9310 min = 0.3400 max = 290.5700 alpha = -0.821628 lossBound = -0.000000 W1 = 0.017868 N1 = 0.016866 deltaLoss = -0.000044 Updating 1 features NewtonStep: 0.156 0.001000 increaseLambda: 0.156 0.000000 Undoing contribution: was 0.015567764958198452 now 0.01552022024380895 Updating 1 features 205: time = 0.156000 loss = 6.880720 testLoss 6.931625 'DOC__rev lambda = 0.4113 alpha = -0.060815 lossBound = -0.000006 W1 = 0.704846 N1 = 0.719565 deltaLoss = -0.000048 NewtonStep: 0.11 0.001000 increaseLambda: 0.11 0.000000 Undoing contribution: was 0.01421324594417517 now 0.014212446360724164 153: time = 0.110000 loss = 6.831135 testLoss 7.037602 'NTL__rev lambda = -0.2185 alpha = 0.011549 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.156 0.000000 increaseLambda: 0.156 0.000000 Undoing contribution: was 0.0010464040556822903 now 0.0010433154721982115 Updating 1 features 206: time = 0.156000 loss = 6.880717 testLoss 6.931657 'DOC__rev lambda = -0.3288 alpha = 0.010371 lossBound = -0.000001 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000003 NewtonStep: 0.11 0.000000 increaseLambda: 0.11 0.000000 Updating 6 features 154: time = 0.110000 loss = 6.831134 testLoss 7.038048 'NTL__rev lambda = -2.2574 alpha = -0.014920 lossBound = -0.000000 W1 = 0.024737 N1 = 0.012369 deltaLoss = -0.000001 NewtonStep: 1.187 0.002000 Updating 1 features NewtonStep: 0.157 0.001000 Updating 5 features increaseLambda: 0.157 0.000000 Updating 1 features NewtonStep: 0.504 0.003000 207: time = 0.157000 loss = 6.880716 testLoss 6.931746 'DOC__rev lambda = -0.8832 NewtonStep: 0.111 0.001000 alpha = -0.006397 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 increaseLambda: 1.187 0.000000 increaseLambda: 0.111 0.000000 Undoing contribution: was 0.014212446360724164 now 0.014211524248877729 359: time = 1.187000 loss = 6.100472 testLoss 6.865770 155: time = 0.111000 loss = 6.831133 testLoss 7.037690 'CHLA__rev lambda = -0.0329 'NTL__rev lambda = -0.2060 alpha = -0.001741 lossBound = -0.000000 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000000 alpha = 0.012409 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 Updating 27 features Updating 1 features NewtonStep: 0.157 0.000000 increaseLambda: 0.504 0.000000 Undoing: newLoss 6.061115195109843, oldLoss 6.061135305254711, deltaLossBound -2.0110207025102298E-5 increaseLambda: 0.157 0.000000 208: time = 0.157000 loss = 6.880679 testLoss 6.932198 DOC: lambda = -18.6921 min = 0.3400 max = 290.5700 alpha = -0.761088 lossBound = -0.000000 W1 = 0.017867 N1 = 0.016866 deltaLoss = -0.000037 Updating 1 features NewtonStep: 0.111 0.000000 Newton: returning 1.6615638008535785 Updating 7 features increaseLambda: 0.504 0.000000 increaseLambda: 0.111 0.000000 156: time = 0.111000 loss = 6.831132 testLoss 7.038117 'NTL__rev lambda = -2.2717 alpha = -0.014271 lossBound = -0.000000 W1 = 0.024737 N1 = 0.012369 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.158 0.001000 Search: 0.505 0.001000 increaseLambda: 0.158 0.000000 Undoing contribution: was 0.01552022024380895 now 0.015479039602802395 209: time = 0.158000 loss = 6.880638 testLoss 6.931444 'DOC__rev lambda = 0.3548 alpha = -0.056570 lossBound = -0.000005 W1 = 0.704848 N1 = 0.719565 deltaLoss = -0.000041 Updating 14 features Updating 1 features NewtonStep: 0.112 0.001000 increaseLambda: 0.112 0.000000 Undoing contribution: was 0.014211524248877729 now 0.014210681928260917 Newton: returning 0.6287440907069408 157: time = 0.112000 loss = 6.831131 testLoss 7.037775 increaseLambda: 0.505 0.000000 'NTL__rev lambda = -0.1942 alpha = 0.011860 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 171: time = 0.505000 loss = 6.061115 testLoss 7.044984 'PTL_COND__rev lambda = 0.2570 alpha = 0.013171 lossBound = -0.000020 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000020 Loss was 6.10047211716581, now 6.1004473003646345, delta -0.000025 parallelUpdate: 1.188 0.001000 Updating 1 features NewtonStep: 0.112 0.000000 increaseLambda: 0.112 0.000000 158: time = 0.112000 loss = 6.831130 testLoss 7.038020 'NTL__rev lambda = -0.0576 alpha = -0.008780 lossBound = -0.000000 W1 = 0.070683 N1 = 0.055977 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.113 0.001000 increaseLambda: 0.113 0.000000 Undoing contribution: was 0.014210681928260917 now 0.014209948466243573 159: time = 0.113000 loss = 6.831129 testLoss 7.037700 'NTL__rev lambda = -0.1831 alpha = 0.011062 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 Updating 1 features Updating 1 features NewtonStep: 0.113 0.000000 Loss was 6.880638043269108, now 6.880586658984034, delta -0.000051 parallelUpdate: 0.159 0.001000 increaseLambda: 0.114 0.001000 160: time = 0.114000 loss = 6.831128 testLoss 7.038131 'NTL__rev lambda = -2.2860 alpha = -0.014369 lossBound = -0.000000 W1 = 0.024737 N1 = 0.012369 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.16 0.001000 increaseLambda: 0.16 0.000000 Undoing contribution: was 0.005695855185206846 now 0.005639530438239029 Updating 2 features 211: time = 0.160000 loss = 6.880530 testLoss 6.931154 NewtonStep: 0.114 0.000000 'DOC__rev lambda = -0.4279 alpha = 0.054019 lossBound = -0.000021 W1 = 0.121651 N1 = 0.105407 deltaLoss = -0.000056 increaseLambda: 0.114 0.000000 Undoing contribution: was 0.014209948466243573 now 0.01420909355082778 161: time = 0.114000 loss = 6.831128 testLoss 7.037786 'NTL__rev lambda = -0.1712 alpha = 0.011949 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 Updating 5 features Updating 1 features NewtonStep: 0.16 0.000000 increaseLambda: 0.161 0.001000 Undoing: newLoss 6.893110383513585, oldLoss 6.880530334237066, deltaLossBound -3.9787626776831015E-7 Updating 1 features NewtonStep: 0.115 0.001000 increaseLambda: 1.191 0.003000 Undoing contribution: was 0.05681345561173323 now 0.056813083886910754 increaseLambda: 0.161 0.000000 increaseLambda: 0.115 0.000000 162: time = 0.115000 loss = 6.831127 testLoss 7.038197 'NTL__rev lambda = -2.2998 361: time = 1.191000 loss = 6.100447 testLoss 6.863832 alpha = -0.013743 lossBound = -0.000000 W1 = 0.024737 N1 = 0.012369 deltaLoss = -0.000001 (URBAN=1.0) lambda = 0.3178 alpha = -0.001758 lossBound = -0.000000 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000000 Search: 0.161 0.000000 Updating 1 features NewtonStep: 0.115 0.000000 increaseLambda: 0.161 0.000000 212: time = 0.161000 loss = 6.880528 testLoss 6.931399 'DOC__rev lambda = 0.0151 alpha = 0.015128 lossBound = -0.000000 W1 = 0.665941 N1 = 0.680587 deltaLoss = -0.000003 increaseLambda: 0.115 0.000000 Undoing contribution: was 0.01420909355082778 now 0.014208312692859272 163: time = 0.115000 loss = 6.831126 testLoss 7.037867 'NTL__rev lambda = -0.1598 alpha = 0.011420 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.161 0.000000 Updating 1 features NewtonStep: 0.116 0.001000 increaseLambda: 0.162 0.001000 213: time = 0.162000 loss = 6.880526 testLoss 6.931538 'DOC__rev lambda = -0.9611 alpha = -0.010014 lossBound = -0.000001 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000002 increaseLambda: 0.116 0.000000 164: time = 0.116000 loss = 6.831125 testLoss 7.038102 'NTL__rev lambda = -0.0660 alpha = -0.008414 lossBound = -0.000000 W1 = 0.070683 N1 = 0.055977 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.162 0.000000 Updating 1 features increaseLambda: 0.162 0.000000 Undoing contribution: was 0.007894088344326184 now 0.007893550333778072 NewtonStep: 0.116 0.000000 214: time = 0.162000 loss = 6.880525 testLoss 6.931604 'DOC__rev lambda = -0.1846 alpha = 0.011652 lossBound = -0.000000 W1 = 0.016450 N1 = 0.008225 deltaLoss = -0.000001 increaseLambda: 0.116 0.000000 Undoing contribution: was 0.014208312692859272 now 0.014207638947161818 165: time = 0.116000 loss = 6.831125 testLoss 7.037796 'NTL__rev lambda = -0.1491 alpha = 0.010603 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.162 0.000000 Updating 1 features NewtonStep: 0.117 0.001000 Updating 5 features NewtonStep: 1.193 0.002000 increaseLambda: 0.117 0.000000 166: time = 0.117000 loss = 6.831124 testLoss 7.038210 'NTL__rev lambda = -2.3136 alpha = -0.013834 lossBound = -0.000000 W1 = 0.024737 N1 = 0.012369 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.51 0.005000 increaseLambda: 0.162 0.000000 Undoing contribution: was 0.015479039602802395 now 0.015477242950389773 215: time = 0.163000 loss = 6.880523 testLoss 6.931455 'DOC__rev lambda = 0.2564 alpha = -0.011719 lossBound = -0.000000 W1 = 0.704858 N1 = 0.719565 deltaLoss = -0.000002 Updating 1 features increaseLambda: 1.193 0.000000 Undoing: newLoss 6.100446653430477, oldLoss 6.100446928639812, deltaLossBound -2.7521177663184833E-7 NewtonStep: 0.117 0.000000 increaseLambda: 0.117 0.000000 Undoing contribution: was 0.014207638947161818Updating 1 features now 0.014206846798187846 NewtonStep: 0.163 0.000000 167: time = 0.117000 loss = 6.831123 testLoss 7.037878 'NTL__rev lambda = -0.1376 alpha = 0.011503 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 increaseLambda: 1.193 0.000000 increaseLambda: 0.163 0.000000 Undoing contribution: was 0.0010433154721982115 now 0.0010418190890492647 216: time = 0.163000 loss = 6.880522 testLoss 6.931478 'DOC__rev lambda = -0.2927 alpha = 0.007217 lossBound = -0.000001 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000001 increaseLambda: 0.511 0.001000 Search: 1.194 0.001000 Undoing: newLoss 6.0611001188980484, oldLoss 6.061115195047686, deltaLossBound -1.5083113725685977E-5 Updating 1 features NewtonStep: 0.118 0.001000 Updating 1 features NewtonStep: 0.164 0.001000 increaseLambda: 0.118 0.000000 168: time = 0.118000 loss = 6.831122 testLoss 7.038274 'NTL__rev lambda = -2.3268 alpha = -0.013231 lossBound = -0.000000 W1 = 0.024737 N1 = 0.012369 deltaLoss = -0.000001 increaseLambda: 0.164 0.000000 increaseLambda: 1.194 0.000000 increaseLambda: 0.511 0.000000 217: time = 0.164000 loss = 6.880521 testLoss 6.931550 'DOC__rev lambda = -0.9663 alpha = -0.005208 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 362: time = 1.194000 loss = 6.100447 testLoss 6.864828 'NTL_COND lambda = -1.1407 alpha = -0.006157 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 1 features Search: 0.511 0.000000 NewtonStep: 0.118 0.000000 Updating 1 features NewtonStep: 0.164 0.000000 increaseLambda: 0.118 0.000000 Undoing contribution: was 0.014206846798187846 now 0.014206123342001333 169: time = 0.118000 loss = 6.831121 testLoss 7.037957 'NTL__rev lambda = -0.1267 alpha = 0.010993 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 increaseLambda: 0.164 0.000000 218: time = 0.164000 loss = 6.880519 testLoss 6.931726 'DOC__rev lambda = 0.0260 alpha = 0.010828 lossBound = -0.000000 W1 = 0.665881 N1 = 0.680587 deltaLoss = -0.000002 increaseLambda: 0.511 0.000000 172: time = 0.511000 loss = 6.061100 testLoss 7.052295 'NTL_COND lambda = -1.7901 alpha = -0.045294 lossBound = -0.000015 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000015 Updating 1 features NewtonStep: 0.119 0.001000 Updating 1 features NewtonStep: 0.165 0.001000 increaseLambda: 0.119 0.000000 170: time = 0.119000 loss = 6.831121 testLoss 7.038335 'NTL__rev lambda = -2.3395 alpha = -0.012646 lossBound = -0.000000 W1 = 0.024737 N1 = 0.012369 deltaLoss = -0.000001 increaseLambda: 0.165 0.000000 Undoing contribution: was 0.015477242950389773 now 0.01547398961506508 219: time = 0.165000 loss = 6.880516 testLoss 6.931524 'DOC__rev lambda = 0.2407 alpha = -0.015774 lossBound = -0.000000 W1 = 0.704858 N1 = 0.719565 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.119 0.000000 Updating 1 features NewtonStep: 0.165 0.000000 increaseLambda: 0.119 0.000000 Undoing contribution: was 0.014206123342001333 now 0.014205462687464922 171: time = 0.119000 loss = 6.831120 testLoss 7.038032 'NTL__rev lambda = -0.1161 alpha = 0.010506 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 increaseLambda: 0.165 0.000000 220: time = 0.165000 loss = 6.880513 testLoss 6.931755 'DOC__rev lambda = 0.0403 alpha = 0.014296 lossBound = -0.000000 W1 = 0.665881 N1 = 0.680587 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.12 0.001000 Updating 2 features NewtonStep: 0.166 0.001000 Updating 5 features increaseLambda: 0.12 0.000000 NewtonStep: 1.196 0.002000 172: time = 0.120000 loss = 6.831119 testLoss 7.038269 'NTL__rev lambda = -0.0745 alpha = -0.008484 lossBound = -0.000000 W1 = 0.070683 N1 = 0.055977 deltaLoss = -0.000001 increaseLambda: 0.166 0.000000 Undoing contribution: was 0.01547398961506508 now 0.01547077213868198 221: time = 0.166000 loss = 6.880510 testLoss 6.931554 'DOC__rev lambda = 0.2250 alpha = -0.015685 lossBound = -0.000000 W1 = 0.704858 N1 = 0.719565 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.12 0.000000 increaseLambda: 1.196 0.000000 Undoing: newLoss 6.100446484274462, oldLoss 6.100446653428035, deltaLossBound -1.6915357657007197E-7 Updating 0 features NewtonStep: 0.166 0.000000 increaseLambda: 0.12 0.000000 Undoing contribution: was 0.014205462687464922 now 0.014204777382058721 173: time = 0.120000 loss = 6.831119 testLoss 7.037960 'NTL__rev lambda = -0.1054 alpha = 0.010698 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 increaseLambda: 0.166 0.000000 Updating 5 features 222: time = 0.166000 loss = 6.880506 testLoss 6.931784 NewtonStep: 0.513 0.002000 'DOC__rev lambda = 0.0545 alpha = 0.014227 lossBound = -0.000000 W1 = 0.665881 N1 = 0.680587 deltaLoss = -0.000003 increaseLambda: 1.196 0.000000 Updating 1 features NewtonStep: 0.121 0.001000 Updating 1 features Search: 1.197 0.001000 NewtonStep: 0.167 0.001000 increaseLambda: 0.514 0.001000 Undoing contribution: was 1.1616924477996341E-4 now 9.369792340562347E-5 increaseLambda: 0.121 0.000000 174: time = 0.121000 loss = 6.831118 testLoss 7.038343 'NTL__rev lambda = -2.3523 173: time = 0.514000 loss = 6.061078 testLoss 7.052820 'CHLA__rev lambda = -0.0611 increaseLambda: 0.167 0.000000 alpha = 0.026872 lossBound = -0.000007 W1 = 0.744498 N1 = 0.721007 deltaLoss = -0.000022 alpha = -0.012797 lossBound = -0.000000 W1 = 0.024737 N1 = 0.012369 deltaLoss = -0.000001 Undoing contribution: was 0.01547077213868198 now 0.015467585141206278 223: time = 0.167000 loss = 6.880503 testLoss 6.931585 'DOC__rev lambda = 0.2094 alpha = -0.015608 lossBound = -0.000000 W1 = 0.704858 N1 = 0.719565 deltaLoss = -0.000003 increaseLambda: 1.197 0.000000 Undoing contribution: was 1.4798095048855985E-4 now 1.4781179691208068E-4 Updating 1 features NewtonStep: 0.121 0.000000 363: time = 1.197000 loss = 6.100446 testLoss 6.864702 'CHLA_COND__rev lambda = 0.0504 alpha = -0.001190 lossBound = -0.000000 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.167 0.000000 increaseLambda: 0.121 0.000000 Undoing contribution: was 0.014204777382058721 now 0.014204100596424076 175: time = 0.121000 loss = 6.831117 testLoss 7.038036 'NTL__rev lambda = -0.0948 alpha = 0.010634 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 increaseLambda: 0.167 0.000000 224: time = 0.167000 loss = 6.880500 testLoss 6.931813 'DOC__rev lambda = 0.0686 alpha = 0.014158 lossBound = -0.000000 W1 = 0.665881 N1 = 0.680587 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.122 0.001000 Updating 1 features NewtonStep: 0.168 0.001000 increaseLambda: 0.122 0.000000 Undoing contribution: was 0.01892846399689718 now 0.01891534348643242 176: time = 0.122000 loss = 6.831104 testLoss 7.036673 NTL: lambda = -15.9458 min = 5.0000 max = 26,100.0000 alpha = 0.228896 lossBound = -0.000000 W1 = 0.028625 N1 = 0.027624 deltaLoss = -0.000013 increaseLambda: 0.168 0.000000 Undoing contribution: was 0.015467585141206278 now 0.015464428359439623 225: time = 0.168000 loss = 6.880497 testLoss 6.931615 'DOC__rev lambda = 0.1938 alpha = -0.015532 lossBound = -0.000000 W1 = 0.704858 N1 = 0.719565 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.122 0.000000 Updating 0 features NewtonStep: 0.168 0.000000 increaseLambda: 0.122 0.000000 Undoing contribution: was 5.517059088093546E-4 now 5.468440252336193E-4 177: time = 0.122000 loss = 6.831099 testLoss 7.037017 'NTL__rev lambda = -0.1028 alpha = 0.013734 lossBound = -0.000002 W1 = 0.203704 N1 = 0.184806 deltaLoss = -0.000005 increaseLambda: 0.168 0.000000 226: time = 0.168000 loss = 6.880494 testLoss 6.931842 'DOC__rev lambda = 0.0827 alpha = 0.014090 lossBound = -0.000000 W1 = 0.665881 N1 = 0.680587 deltaLoss = -0.000003 Updating 5 features NewtonStep: 0.515 0.001000 Updating 1 features NewtonStep: 0.123 0.001000 Updating 1 features NewtonStep: 0.169 0.001000 increaseLambda: 0.123 0.000000 178: time = 0.123000 loss = 6.831098 testLoss 7.037557 'NTL__rev lambda = -2.3704 alpha = -0.018062 lossBound = -0.000001 W1 = 0.024738 N1 = 0.012369 deltaLoss = -0.000001 increaseLambda: 0.169 0.000000 Undoing contribution: was 0.015464428359439623 now 0.015461301531989328 227: time = 0.169000 loss = 6.880491 testLoss 6.931645 increaseLambda: 0.516 0.001000 Undoing contribution: was 0.012865700363485876 now 0.012837075733140734 'DOC__rev lambda = 0.1784 alpha = -0.015456 lossBound = -0.000000 W1 = 0.704858 N1 = 0.719565 deltaLoss = -0.000003 Updating 5 features 174: time = 0.516000 loss = 6.061049 testLoss 7.046443 NewtonStep: 1.199 0.002000 NTL_COND: lambda = -0.6744 min = 1.0000 max = 3.0000 alpha = 0.030107 lossBound = -0.000013 W1 = 0.171486 N1 = 0.161765 deltaLoss = -0.000029 Updating 1 features NewtonStep: 0.123 0.000000 Updating 0 features NewtonStep: 0.169 0.000000 increaseLambda: 0.123 0.000000 Undoing contribution: was 0.014204100596424076 now 0.014203534850550816 179: time = 0.123000 loss = 6.831097 testLoss 7.037276 'NTL__rev lambda = -0.0851 alpha = 0.009723 lossBound = -0.000000 W1 = 0.035627 N1 = 0.020921 deltaLoss = -0.000001 Updating 6 features increaseLambda: 1.199 0.000000 Undoing: newLoss 6.100446283818141, oldLoss 6.100446484274459, deltaLossBound -2.0045632399075844E-7 increaseLambda: 0.169 0.000000 Reducing stepsize from 1.7219049643528184 to 0.45440548195812375 Newton: returning 0.45440548195812375 Updating 1 features 228: time = 0.169000 loss = 6.880487 testLoss 6.931870 'DOC__rev lambda = 0.1611 alpha = 0.014149 lossBound = -0.000000 W1 = 0.668362 N1 = 0.683069 deltaLoss = -0.000003 Loss was 6.8310972233439635, now 6.831084005171001, delta -0.000013 parallelUpdate: 0.124 0.001000 increaseLambda: 1.2 0.001000 Updating 1 features NewtonStep: 0.17 0.001000 increaseLambda: 0.17 0.000000 Search: 1.2 0.000000 Updating 2 features NewtonStep: 0.124 0.000000 Undoing contribution: was 0.015461301531989328 now 0.015458179658448316 229: time = 0.170000 loss = 6.880484 testLoss 6.931672 'DOC__rev lambda = 0.1629 alpha = -0.015442 lossBound = -0.000000 W1 = 0.704858 N1 = 0.719565 deltaLoss = -0.000003 increaseLambda: 0.124 0.000000 181: time = 0.124000 loss = 6.831083 testLoss 7.037432 'NTL__rev lambda = -0.1000 alpha = -0.007990 lossBound = -0.000000 W1 = 0.070683 N1 = 0.055977 deltaLoss = -0.000001 increaseLambda: 1.2 0.000000 364: time = 1.200000 loss = 6.100446 testLoss 6.865035 'PTL_COND__rev lambda = 0.1711 alpha = 0.001316 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.17 0.000000 Updating 1 features increaseLambda: 0.17 0.000000 NewtonStep: 0.124 0.000000 230: time = 0.170000 loss = 6.880481 testLoss 6.931897 'DOC__rev lambda = 0.1752 alpha = 0.014088 lossBound = -0.000000 W1 = 0.668362 N1 = 0.683069 deltaLoss = -0.000003 increaseLambda: 0.125 0.001000 Undoing contribution: was 5.468440252336193E-4 now 5.455647107108575E-4 182: time = 0.125000 loss = 6.831082 testLoss 7.037609 'NTL__rev lambda = -0.0897 alpha = 0.007042 lossBound = -0.000000 W1 = 0.203703 N1 = 0.184806 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.171 0.001000 increaseLambda: 0.171 0.000000 Updating 1 features 231: time = 0.171000 loss = 6.880480 testLoss 6.931999 'DOC__rev lambda = -0.9737 alpha = -0.007376 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 NewtonStep: 0.125 0.000000 increaseLambda: 0.125 0.000000 183: time = 0.125000 loss = 6.831081 testLoss 7.037858 'NTL__rev lambda = -0.1089 alpha = -0.008911 lossBound = -0.000000 W1 = 0.070683 N1 = 0.055977 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.171 0.000000 increaseLambda: 0.171 0.000000 Undoing contribution: was 0.015458179658448316 now 0.015456977989748658 Updating 1 features 232: time = 0.171000 loss = 6.880479 testLoss 6.931877 'DOC__rev lambda = 0.1534 alpha = -0.009578 lossBound = -0.000000 W1 = 0.704858 N1 = 0.719565 deltaLoss = -0.000001 NewtonStep: 0.125 0.000000 increaseLambda: 0.126 0.001000 Undoing contribution: was 5.455647107108575E-4 now 5.449483014956314E-4 184: time = 0.126000 loss = 6.831081 testLoss 7.037981 'NTL__rev lambda = -0.0848 alpha = 0.004889 lossBound = -0.000000 W1 = 0.203703 N1 = 0.184806 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.172 0.001000 increaseLambda: 0.172 0.000000 Undoing contribution: was 0.0010418190890492647 now 0.0010401828723449165 233: time = 0.172000 loss = 6.880477 testLoss 6.931901 'DOC__rev lambda = -0.2851 alpha = 0.007550 lossBound = -0.000001 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000002 Updating 1 features Updating 1 features NewtonStep: 0.172 0.000000 NewtonStep: 0.126 0.000000 Updating 6 features NewtonStep: 1.202 0.002000 increaseLambda: 0.172 0.000000 234: time = 0.172000 loss = 6.880453 testLoss 6.932279 increaseLambda: 0.126 0.000000 DOC: lambda = -20.3294 min = 0.3400 max = 290.5700 alpha = -0.626447 lossBound = -0.000000 W1 = 0.017867 N1 = 0.016866 deltaLoss = -0.000024 185: time = 0.126000 loss = 6.831080 testLoss 7.038154 'NTL__rev lambda = -0.1151 alpha = -0.006195 lossBound = -0.000000 W1 = 0.070683 N1 = 0.055977 deltaLoss = -0.000000 Updating 1 features increaseLambda: 1.203 0.001000 NewtonStep: 0.173 0.001000 Updating 1 features 365: time = 1.203000 loss = 6.100446 testLoss 6.865086 'ANC__rev lambda = -0.5624 alpha = -0.005428 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = -0.000000 NewtonStep: 0.127 0.001000 increaseLambda: 0.173 0.000000 Undoing contribution: was 0.015456977989748658 now 0.015425012261260477 235: time = 0.173000 loss = 6.880421 testLoss 6.931621 'DOC__rev lambda = 0.1036 alpha = -0.049735 lossBound = -0.000004 W1 = 0.704850 N1 = 0.719565 deltaLoss = -0.000032 increaseLambda: 0.127 0.000000 Undoing contribution: was 5.449483014956314E-4 now 5.44650599133314E-4 Updating 5 features NewtonStep: 0.52 0.004000 186: time = 0.127000 loss = 6.831080 testLoss 7.038240 'NTL__rev lambda = -0.0814 alpha = 0.003397 lossBound = -0.000000 W1 = 0.203703 N1 = 0.184806 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.173 0.000000 Updating 1 features increaseLambda: 0.52 0.000000 increaseLambda: 0.173 0.000000 NewtonStep: 0.127 0.000000 236: time = 0.173000 loss = 6.880417 testLoss 6.931856 'DOC__rev lambda = 0.0973 alpha = 0.014548 lossBound = -0.000000 W1 = 0.665881 N1 = 0.680587 deltaLoss = -0.000003 175: time = 0.520000 loss = 6.061034 testLoss 7.051022 TURB_COND: lambda = -2.2663 min = 1.0000 max = 3.0000 alpha = -0.025206 lossBound = -0.000009 W1 = 0.082451 N1 = 0.073529 deltaLoss = -0.000015 increaseLambda: 0.127 0.000000 187: time = 0.127000 loss = 6.831080 testLoss 7.038360 'NTL__rev lambda = -0.1194 alpha = -0.004304 lossBound = -0.000000 W1 = 0.070683 N1 = 0.055977 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.174 0.001000 Updating 1 features increaseLambda: 0.174 0.000000 Undoing contribution: was 0.015425012261260477 now 0.01542180076203659 NewtonStep: 0.128 0.001000 237: time = 0.174000 loss = 6.880414 testLoss 6.931655 'DOC__rev lambda = 0.0879 alpha = -0.015668 lossBound = -0.000000 W1 = 0.704858 N1 = 0.719565 deltaLoss = -0.000003 increaseLambda: 0.128 0.000000 Undoing contribution: was 0.07412253943980177 now 0.07412240200108447 188: time = 0.128000 loss = 6.831079 testLoss 7.038191 'NTL__rev lambda = -2.4377 alpha = 0.005649 lossBound = -0.000000 W1 = 0.024737 N1 = 0.012369 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.174 0.000000 Updating 1 features increaseLambda: 0.174 0.000000 NewtonStep: 0.128 0.000000 238: time = 0.174000 loss = 6.880411 testLoss 6.931885 'DOC__rev lambda = 0.1115 alpha = 0.014213 lossBound = -0.000000 W1 = 0.665881 N1 = 0.680587 deltaLoss = -0.000003 increaseLambda: 0.128 0.000000 189: time = 0.128000 loss = 6.831079 testLoss 7.038274 'NTL__rev lambda = -0.1223 alpha = -0.002983 lossBound = -0.000000 W1 = 0.070683 N1 = 0.055977 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.204 0.001000 Updating 1 features NewtonStep: 0.174 0.000000 Updating 1 features increaseLambda: 0.175 0.001000 Undoing contribution: was 0.01542180076203659 now 0.015418619219832678 NewtonStep: 0.129 0.001000 239: time = 0.175000 loss = 6.880408 testLoss 6.931685 'DOC__rev lambda = 0.0724 alpha = -0.015593 lossBound = -0.000000 W1 = 0.704858 N1 = 0.719565 deltaLoss = -0.000003 Updating 15 features increaseLambda: 1.205 0.001000 Undoing contribution: was 0.005200218882595352 now 0.005200002431050664 increaseLambda: 0.129 0.000000 Undoing contribution: was 5.44650599133314E-4 now 5.444720779861157E-4 190: time = 0.129000 loss = 6.831079 testLoss 7.038340 'NTL__rev lambda = -0.0788 alpha = 0.002631 lossBound = -0.000000 W1 = 0.203703 N1 = 0.184806 deltaLoss = -0.000000 366: time = 1.205000 loss = 6.100446 testLoss 6.865230 'CHLA__rev lambda = -0.4514 alpha = 0.001852 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Reducing stepsize from 8.62953533788767 to 0.25620555945215145 Newton: returning 0.25620555945215145 Updating 1 features Updating 6 features NewtonStep: 0.522 0.002000 Updating 1 features NewtonStep: 0.129 0.000000 increaseLambda: 0.129 0.000000 191: time = 0.129000 loss = 6.831079 testLoss 7.038434 'NTL__rev lambda = -0.1257 alpha = -0.003329 lossBound = -0.000000 W1 = 0.070683 N1 = 0.055977 deltaLoss = -0.000000 Loss was 6.880407824305743, now 6.880352969020268, delta -0.000055 increaseLambda: 0.522 0.000000 parallelUpdate: 0.175 0.000000 176: time = 0.522000 loss = 6.061007 testLoss 7.050812 'TURB__rev lambda = -0.7110 alpha = -0.032909 lossBound = -0.000008 W1 = 0.771791 N1 = 0.749584 deltaLoss = -0.000027 Updating 1 features Updating 2 features NewtonStep: 0.13 0.001000 NewtonStep: 0.176 0.001000 increaseLambda: 0.13 0.000000 Undoing contribution: was 0.07412240200108447 now 0.07412230151326196 increaseLambda: 0.176 0.000000 192: time = 0.130000 loss = 6.831079 testLoss 7.038289 'NTL__rev lambda = -2.4329 alpha = 0.004828 lossBound = -0.000000 W1 = 0.024737 N1 = 0.012369 deltaLoss = -0.000000 241: time = 0.176000 loss = 6.880350 testLoss 6.931978 'DOC__rev lambda = 0.1970 alpha = 0.014246 lossBound = -0.000000 W1 = 0.668362 N1 = 0.683069 deltaLoss = -0.000003 Updating 1 features Updating 1 features NewtonStep: 0.13 0.000000 NewtonStep: 0.176 0.000000 increaseLambda: 0.13 0.000000 increaseLambda: 0.176 0.000000 193: time = 0.130000 loss = 6.831079 testLoss 7.038360 'NTL__rev lambda = -0.1282 alpha = -0.002550 lossBound = -0.000000 W1 = 0.070683 N1 = 0.055977 deltaLoss = -0.000000 242: time = 0.176000 loss = 6.880349 testLoss 6.932082 'DOC__rev lambda = -1.0043 alpha = -0.007465 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Updating 1 features Updating 1 features Updating 6 features NewtonStep: 0.131 0.001000 NewtonStep: 0.177 0.001000 NewtonStep: 1.207 0.002000 increaseLambda: 0.177 0.000000 Undoing contribution: was 0.010788212783007555 now 0.010787083885695924 increaseLambda: 0.131 0.000000 Undoing contribution: was 5.444720779861157E-4 now 5.443629668979511E-4 194: time = 0.131000 loss = 6.831079 testLoss 7.038412 'NTL__rev lambda = -0.0767 alpha = 0.002057 lossBound = -0.000000 W1 = 0.203703 N1 = 0.184806 deltaLoss = -0.000000 243: time = 0.177000 loss = 6.880348 testLoss 6.931963 'DOC__rev lambda = 0.5266 alpha = -0.009270 lossBound = -0.000000 W1 = 0.704376 N1 = 0.719082 deltaLoss = -0.000001 increaseLambda: 1.207 0.000000 367: time = 1.207000 loss = 6.100445 testLoss 6.865131 'PTL__rev lambda = -1.1482 alpha = -0.002461 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 Updating 1 features Updating 0 features NewtonStep: 0.131 0.000000 Updating 6 features NewtonStep: 0.524 0.002000 NewtonStep: 0.177 0.000000 increaseLambda: 0.131 0.000000 195: time = 0.131000 loss = 6.831079 testLoss 7.038485 'NTL__rev lambda = -0.1308 alpha = -0.002603 lossBound = -0.000000 W1 = 0.070683 N1 = 0.055977 deltaLoss = -0.000000 increaseLambda: 0.177 0.000000 244: time = 0.177000 loss = 6.880344 testLoss 6.932187 'DOC__rev lambda = 0.1539 alpha = 0.013851 lossBound = -0.000000 W1 = 0.665881 N1 = 0.680587 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.178 0.001000 Updating 1 features NewtonStep: 0.132 0.001000 increaseLambda: 0.178 0.000000 Undoing contribution: was 0.010787083885695924 now 0.010784055760029264 245: time = 0.178000 loss = 6.880341 testLoss 6.931992 'DOC__rev lambda = 0.5114 alpha = -0.015196 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 increaseLambda: 0.132 0.000000 Undoing contribution: was 0.07412230151326196 now 0.07412222999240695 196: time = 0.132000 loss = 6.831079 testLoss 7.038362 'NTL__rev lambda = -2.4288 alpha = 0.004072 lossBound = -0.000000 W1 = 0.024737 N1 = 0.012369 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.178 0.000000 Updating 1 features increaseLambda: 0.178 0.000000 NewtonStep: 0.132 0.000000 246: time = 0.178000 loss = 6.880338 testLoss 6.932214 'DOC__rev lambda = 0.2109 alpha = 0.013926 lossBound = -0.000000 W1 = 0.668362 N1 = 0.683069 deltaLoss = -0.000003 increaseLambda: 0.133 0.001000 197: time = 0.133000 loss = 6.831079 testLoss 7.038423 'NTL__rev lambda = -0.1330 alpha = -0.002151 lossBound = -0.000000 W1 = 0.070683 N1 = 0.055977 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.179 0.001000 increaseLambda: 0.179 0.000000 Undoing contribution: was 0.010784055760029264 now 0.010781032854409222 Updating 1 features 247: time = 0.179000 loss = 6.880335 testLoss 6.932019 'DOC__rev lambda = 0.4962 NewtonStep: 0.133 0.000000 alpha = -0.015182 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 increaseLambda: 0.133 0.000000 Undoing contribution: was 5.443629668979511E-4 now 5.442951040848043E-4 198: time = 0.133000 loss = 6.831078 testLoss 7.038464 'NTL__rev lambda = -0.0751 alpha = 0.001622 lossBound = -0.000000 W1 = 0.203703 N1 = 0.184806 deltaLoss = -0.000000 Updating 3 features Updating 0 features NewtonStep: 1.209 0.002000 NewtonStep: 0.179 0.000000 increaseLambda: 0.526 0.002000 Undoing: newLoss 6.075437714768535, oldLoss 6.061007327302737, deltaLossBound -1.3130225276171691E-5 increaseLambda: 0.179 0.000000 Updating 1 features 248: time = 0.179000 loss = 6.880332 testLoss 6.932240 'DOC__rev lambda = 0.2248 alpha = 0.013868 lossBound = -0.000000 W1 = 0.668362 N1 = 0.683069 deltaLoss = -0.000003 NewtonStep: 0.133 0.000000 increaseLambda: 1.21 0.001000 Undoing: newLoss 6.11663469890203, oldLoss 6.100445438132702, deltaLossBound -1.6029917088298455E-7 increaseLambda: 0.134 0.001000 199: time = 0.134000 loss = 6.831078 testLoss 7.038521 'NTL__rev lambda = -0.1350 alpha = -0.002052 lossBound = -0.000000 W1 = 0.070683 N1 = 0.055977 deltaLoss = -0.000000 increaseLambda: 0.527 0.001000 Updating 1 features NewtonStep: 0.18 0.001000 increaseLambda: 0.18 0.000000 Undoing contribution: was 0.010781032854409222 now 0.010778034548562953 increaseLambda: 1.21 0.000000 249: time = 0.180000 loss = 6.880329 testLoss 6.932046 'DOC__rev lambda = 0.4811 Updating 1 features alpha = -0.015118 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 Search: 0.527 0.000000 NewtonStep: 0.134 0.000000 increaseLambda: 0.134 0.000000 Undoing contribution: was 0.07412222999240695 now 0.07412218003832785 Search: 1.21 0.000000 200: time = 0.134000 loss = 6.831078 testLoss 7.038419 'NTL__rev lambda = -2.4254 alpha = 0.003402 lossBound = -0.000000 W1 = 0.024737 N1 = 0.012369 deltaLoss = -0.000000 Converged after 200 iterations 200: time = 0.134000 loss = 6.831078 testLoss 7.038419 Res.gain: 0.19268057423151497 Updating 0 features NewtonStep: 0.18 0.000000 increaseLambda: 0.527 0.000000 increaseLambda: 0.18 0.000000 177: time = 0.527000 loss = 6.060969 testLoss 7.050875 'NTL__rev lambda = 0.0452 alpha = 0.045179 lossBound = -0.000013 W1 = 0.291280 N1 = 0.312155 deltaLoss = -0.000038 250: time = 0.180000 loss = 6.880326 testLoss 6.932266 'DOC__rev lambda = 0.2386 increaseLambda: 1.21 0.000000 alpha = 0.013811 lossBound = -0.000000 W1 = 0.668362 N1 = 0.683069 deltaLoss = -0.000003 368: time = 1.210000 loss = 6.100445 testLoss 6.864993 'ANC__rev lambda = 0.0028 alpha = 0.002848 lossBound = -0.000000 W1 = 0.196971 N1 = 0.222828 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.181 0.001000 increaseLambda: 0.181 0.000000 Undoing contribution: was 0.010778034548562953 now 0.01077506066075583 251: time = 0.181000 loss = 6.880323 testLoss 6.932073 'DOC__rev lambda = 0.4660 alpha = -0.015055 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 Making features Updating 0 features NewtonStep: 0.181 0.000000 increaseLambda: 0.181 0.000000 252: time = 0.181000 loss = 6.880320 testLoss 6.932292 'DOC__rev lambda = 0.2523 alpha = 0.013753 lossBound = -0.000000 W1 = 0.668362 N1 = 0.683069 deltaLoss = -0.000003 makeFeatures: max memory 1908932608, total allocated 543686656, free 366100456, used 177586200, increment -279110528 Daphnia_lumholtzi NTL_COND: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 Updating 1 features NewtonStep: 0.182 0.001000 increaseLambda: 0.182 0.000000 Undoing contribution: was 0.01077506066075583 now 0.010772111010617468 253: time = 0.182000 loss = 6.880317 testLoss 6.932099 'DOC__rev lambda = 0.4511 alpha = -0.014991 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 Updating 0 features 34 samples NewtonStep: 0.182 0.000000 Density: max memory 1908932608, total allocated 543686656, free 365902280, used 177784376, increment 198176 linearPredictor: max memory 1908932608, total allocated 543686656, free 365902280, used 177784376, increment 0 Updating 7 features increaseLambda: 0.182 0.000000 FeaturedSpace: max memory 1908932608, total allocated 543686656, free 365902280, used 177784376, increment 0 254: time = 0.182000 loss = 6.880314 testLoss 6.932317 Sequential: max memory 1908932608, total allocated 543686656, free 365902280, used 177784376, increment 0 NewtonStep: 1.212 0.002000 Initial loss: 7.023758954738443 'DOC__rev lambda = 0.2660 Initial test loss: 7.023758954738443 Updating 2 features NewtonStep: 0.0 0.000000 alpha = 0.013696 lossBound = -0.000000 W1 = 0.668362 N1 = 0.683069 deltaLoss = -0.000003 increaseLambda: 0.001 0.001000 Undoing: newLoss 7.01969695260538, oldLoss 7.023758954738443, deltaLossBound -0.14695963704003445 Updating 1 features increaseLambda: 0.001 0.000000 NewtonStep: 0.183 0.001000 increaseLambda: 0.183 0.000000 Undoing contribution: was 0.010772111010617468 now 0.0107691854188655 255: time = 0.183000 loss = 6.880312 testLoss 6.932126 'DOC__rev lambda = 0.4361 alpha = -0.014928 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 increaseLambda: 1.213 0.001000 Search: 0.001 0.000000 369: time = 1.213000 loss = 6.100444 testLoss 6.865000 PTL: lambda = 3.3809 min = 1.0000 max = 4,865.0000 alpha = 0.026731 lossBound = -0.000000 W1 = 0.019301 N1 = 0.021255 deltaLoss = -0.000001 increaseLambda: 0.001 0.000000 0: time = 0.001000 loss = 7.014893 testLoss 7.023646 'NTL_COND lambda = -0.0541 alpha = -0.054110 lossBound = -0.146960 W1 = 0.174611 N1 = 0.007353 deltaLoss = -0.008866 Updating 2 features NewtonStep: 0.001 0.000000 Updating 0 features NewtonStep: 0.183 0.000000 increaseLambda: 0.002 0.001000 Undoing: newLoss 7.011380020749581, oldLoss 7.014893028007976, deltaLossBound -0.13809371030956819 increaseLambda: 0.184 0.001000 256: time = 0.184000 loss = 6.880309 testLoss 6.932343 'DOC__rev lambda = 0.2797 alpha = 0.013639 lossBound = -0.000000 W1 = 0.668362 N1 = 0.683069 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.184 0.000000 increaseLambda: 0.002 0.000000 increaseLambda: 0.184 0.000000 Undoing contribution: was 0.0107691854188655 now 0.01076628370730025 257: time = 0.184000 loss = 6.880306 testLoss 6.932152 'DOC__rev lambda = 0.4213 alpha = -0.014866 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 Updating 0 features NewtonStep: 0.184 0.000000 increaseLambda: 0.185 0.001000 Search: 0.003 0.001000 258: time = 0.185000 loss = 6.880303 testLoss 6.932369 'DOC__rev lambda = 0.2933 alpha = 0.013582 lossBound = -0.000000 W1 = 0.668362 N1 = 0.683069 deltaLoss = -0.000003 increaseLambda: 0.003 0.000000 1: time = 0.003000 loss = 7.006614 testLoss 7.023945 'NTL_COND lambda = -0.1071 alpha = -0.053028 lossBound = -0.138094 W1 = 0.167099 N1 = 0.007353 deltaLoss = -0.008279 Updating 2 features NewtonStep: 0.003 0.000000 Updating 1 features increaseLambda: 0.003 0.000000 Undoing: newLoss 7.003309842033857, oldLoss 7.006613928666478, deltaLossBound -0.12981461096806107 NewtonStep: 0.185 0.000000 increaseLambda: 0.003 0.000000 increaseLambda: 0.185 0.000000 Undoing contribution: was 0.01076628370730025 now 0.010763405698806504 259: time = 0.185000 loss = 6.880300 testLoss 6.932179 'DOC__rev lambda = 0.4065 alpha = -0.014803 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 Updating 4 features NewtonStep: 1.215 0.002000 Search: 0.003 0.000000 increaseLambda: 0.003 0.000000 2: time = 0.003000 loss = 6.998880 testLoss 7.024618 'NTL_COND lambda = -0.1591 alpha = -0.051967 lossBound = -0.129815 W1 = 0.159991 N1 = 0.007353 deltaLoss = -0.007734 Updating 2 features NewtonStep: 0.003 0.000000 Updating 1 features NewtonStep: 0.185 0.000000 increaseLambda: 0.004 0.001000 Undoing: newLoss 6.995770283220541, oldLoss 6.9988802129859415, deltaLossBound -0.12208089528753797 increaseLambda: 1.216 0.001000 Undoing: newLoss 6.100444054479376, oldLoss 6.100444288974041, deltaLossBound -2.344946743483838E-7 increaseLambda: 0.186 0.001000 260: time = 0.186000 loss = 6.880297 testLoss 6.932394 'DOC__rev lambda = 0.3068 alpha = 0.013525 lossBound = -0.000000 W1 = 0.668362 N1 = 0.683069 deltaLoss = -0.000003 increaseLambda: 0.004 0.000000 Updating 2 features NewtonStep: 0.186 0.000000 increaseLambda: 0.186 0.000000 Undoing contribution: was 0.010763405698806504 now 0.01076055121734819 increaseLambda: 1.216 0.000000 Search: 0.004 0.000000 261: time = 0.186000 loss = 6.880294 testLoss 6.932205 'DOC__rev lambda = 0.3917 alpha = -0.014741 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 Updating 4 features increaseLambda: 0.004 0.000000 3: time = 0.004000 loss = 6.991653 testLoss 7.025629 'NTL_COND lambda = -0.2100 alpha = -0.050928 lossBound = -0.122081 W1 = 0.153265 N1 = 0.007353 deltaLoss = -0.007227 NewtonStep: 0.533 0.006000 Updating 2 features NewtonStep: 0.004 0.000000 Search: 1.216 0.000000 Updating 0 features increaseLambda: 0.004 0.000000 Undoing: newLoss 6.988724086086792, oldLoss 6.991653399158089, deltaLossBound -0.11485408145967917 NewtonStep: 0.186 0.000000 increaseLambda: 0.005 0.001000 increaseLambda: 0.187 0.001000 262: time = 0.187000 loss = 6.880291 testLoss 6.932419 'DOC__rev lambda = 0.3203 alpha = 0.013469 lossBound = -0.000000 W1 = 0.668362 N1 = 0.683069 deltaLoss = -0.000003 increaseLambda: 1.217 0.001000 370: time = 1.217000 loss = 6.100444 testLoss 6.865360 'PTL_COND__rev lambda = 0.1725 alpha = 0.001423 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Search: 0.005 0.000000 increaseLambda: 0.005 0.000000 4: time = 0.005000 loss = 6.984898 testLoss 7.026947 'NTL_COND lambda = -0.2599 alpha = -0.049909 lossBound = -0.114854 W1 = 0.146899 N1 = 0.007353 deltaLoss = -0.006756 increaseLambda: 0.534 0.001000 Updating 1 features Undoing: newLoss 6.073831772048403, oldLoss 6.060969164749482, deltaLossBound -1.0719567744986783E-5 NewtonStep: 0.187 0.000000 increaseLambda: 0.187 0.000000 Undoing contribution: was 0.01076055121734819 now 0.010757720087954158 263: time = 0.187000 loss = 6.880288 testLoss 6.932231 'DOC__rev lambda = 0.3770 alpha = -0.014679 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 Updating 2 features NewtonStep: 0.005 0.000000 increaseLambda: 0.005 0.000000 Undoing: newLoss 6.982136646493401, oldLoss 6.984897774959307, deltaLossBound -0.1080984572608978 increaseLambda: 0.534 0.000000 Updating 1 features increaseLambda: 0.005 0.000000 NewtonStep: 0.187 0.000000 increaseLambda: 0.188 0.001000 264: time = 0.188000 loss = 6.880286 testLoss 6.932445 'DOC__rev lambda = 0.3337 alpha = 0.013413 lossBound = -0.000000 W1 = 0.668362 N1 = 0.683069 deltaLoss = -0.000003 Search: 0.535 0.001000 Search: 0.006 0.001000 increaseLambda: 0.006 0.000000 5: time = 0.006000 loss = 6.978580 testLoss 7.028542 'NTL_COND lambda = -0.3089 alpha = -0.048911 lossBound = -0.108098 W1 = 0.140875 N1 = 0.007353 deltaLoss = -0.006318 Updating 2 features NewtonStep: 0.006 0.000000 Updating 1 features NewtonStep: 0.188 0.000000 increaseLambda: 0.006 0.000000 increaseLambda: 0.535 0.000000 Undoing: newLoss 6.975975841727073, oldLoss 6.9785802129973975, deltaLossBound -0.10178089529898879 increaseLambda: 0.188 0.000000 178: time = 0.535000 loss = 6.060951 testLoss 7.050571 'PTL__rev lambda = -0.0271 Undoing contribution: was 0.010757720087954158alpha = -0.027062 lossBound = -0.000011 W1 = 0.134706 N1 = 0.113003 deltaLoss = -0.000019 increaseLambda: 0.006 0.000000 now 0.010754912136725291 265: time = 0.188000 loss = 6.880283 testLoss 6.932257 'DOC__rev lambda = 0.3624 alpha = -0.014617 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 Search: 0.006 0.000000 increaseLambda: 0.006 0.000000 6: time = 0.006000 loss = 6.972670 testLoss 7.030386 'NTL_COND lambda = -0.3568 alpha = -0.047933 lossBound = -0.101781 W1 = 0.135173 N1 = 0.007353 deltaLoss = -0.005910 Updating 4 features Updating 2 features NewtonStep: 1.219 0.002000 NewtonStep: 0.007 0.001000 increaseLambda: 0.007 0.000000 Undoing: newLoss 6.970211864793929, oldLoss 6.972669994289832, deltaLossBound -0.09587067659142595 increaseLambda: 0.007 0.000000 increaseLambda: 1.219 0.000000 Undoing: newLoss 6.100443995759863, oldLoss 6.100444054479366, deltaLossBound -5.871950428048436E-8 Search: 0.007 0.000000 Updating 1 features increaseLambda: 0.007 0.000000 NewtonStep: 0.189 0.001000 7: time = 0.007000 loss = 6.967139 testLoss 7.032453 'NTL_COND lambda = -0.4038 alpha = -0.046974 lossBound = -0.095871 W1 = 0.129775 N1 = 0.007353 deltaLoss = -0.005531 Updating 2 features increaseLambda: 1.219 0.000000 NewtonStep: 0.007 0.000000 increaseLambda: 0.189 0.000000 266: time = 0.189000 loss = 6.880280 testLoss 6.932470 'DOC__rev lambda = 0.3470 alpha = 0.013357 lossBound = -0.000000 W1 = 0.668362 N1 = 0.683069 deltaLoss = -0.000003 increaseLambda: 0.007 0.000000 Undoing: newLoss 6.964817066311473, oldLoss 6.967138640651169, deltaLossBound -0.09033932295275814 Search: 1.219 0.000000 increaseLambda: 0.007 0.000000 Updating 0 features NewtonStep: 0.19 0.001000 Search: 0.008 0.001000 increaseLambda: 0.19 0.000000 Undoing contribution: was 0.010754912136725291 now 0.010752127190841608 increaseLambda: 1.22 0.001000 Undoing contribution: was 1.4781179691208068E-4 now 1.4775307740993115E-4 267: time = 0.190000 loss = 6.880277 testLoss 6.932283 'DOC__rev lambda = 0.3479 alpha = -0.014556 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 increaseLambda: 0.008 0.000000 8: time = 0.008000 loss = 6.961960 testLoss 7.034721 'NTL_COND lambda = -0.4498 alpha = -0.046035 lossBound = -0.090339 W1 = 0.124664 N1 = 0.007353 deltaLoss = -0.005179 Updating 2 features 371: time = 1.220000 loss = 6.100444 testLoss 6.865286 'CHLA_COND__rev lambda = 0.0497 alpha = -0.000701 lossBound = -0.000000 W1 = 0.605464 N1 = 0.647059 deltaLoss = -0.000000 NewtonStep: 0.008 0.000000 increaseLambda: 0.008 0.000000 Undoing: newLoss 6.959765804400904, oldLoss 6.961959756144177, deltaLossBound -0.08516043844576299 Updating 0 features NewtonStep: 0.19 0.000000 increaseLambda: 0.008 0.000000 Updating 7 features NewtonStep: 0.537 0.002000 increaseLambda: 0.19 0.000000 268: time = 0.190000 loss = 6.880274 testLoss 6.932495 'DOC__rev lambda = 0.3603 alpha = 0.013301 lossBound = -0.000000 W1 = 0.668362 N1 = 0.683069 deltaLoss = -0.000003 Search: 0.008 0.000000 increaseLambda: 0.008 0.000000 9: time = 0.008000 loss = 6.957109 testLoss 7.037168 increaseLambda: 0.537 0.000000 'NTL_COND lambda = -0.4949 alpha = -0.045114 lossBound = -0.085160 W1 = 0.119824 N1 = 0.007353 deltaLoss = -0.004851 Updating 2 features NewtonStep: 0.009 0.001000 Updating 0 features 179: time = 0.537000 loss = 6.060939 testLoss 7.051478 CHLA_COND^2: lambda = 2.5264 min = 1.0000 max = 81.0000 alpha = 0.022181 lossBound = -0.000008 W1 = 0.069381 N1 = 0.079044 deltaLoss = -0.000011 NewtonStep: 0.191 0.001000 Updating 35 features increaseLambda: 0.009 0.000000 Undoing: newLoss 6.947142543528283, oldLoss 6.957108877669935, deltaLossBound -0.08030955997153036 increaseLambda: 0.191 0.000000 Undoing contribution: was 0.010752127190841608 now 0.010749365078532068 269: time = 0.191000 loss = 6.880272 testLoss 6.932309 'DOC__rev lambda = 0.3334 alpha = -0.014494 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 increaseLambda: 0.009 0.000000 Updating 14 features Search: 0.009 0.000000 Newton: returning 0.9162303364758405 Updating 1 features Reducing stepsize from 1.6596651109041651 to 0.5106495951047566 Reducing stepsize from 0.5106495951047566 to 0.30954242824270506 Reducing stepsize from 0.30954242824270506 to 0.008857251364646556 Newton: returning 0.008857251364646556 increaseLambda: 0.009 0.000000 Updating 8 features 10: time = 0.009000 loss = 6.936308 testLoss 7.052127 'NTL_COND lambda = -0.7160 alpha = -0.221059 lossBound = -0.080310 W1 = 0.098398 N1 = 0.007353 deltaLoss = -0.020801 Updating 2 features NewtonStep: 0.009 0.000000 increaseLambda: 0.009 0.000000 Undoing: newLoss 6.928797689158127, oldLoss 6.936308000251799, deltaLossBound -0.059508682553383985 Loss was 6.880271683775835, now 6.8802105734154475, delta -0.000061 parallelUpdate: 0.191 0.000000 increaseLambda: 0.009 0.000000 Updating 3 features NewtonStep: 1.222 0.002000 Search: 0.01 0.001000 Updating 0 features NewtonStep: 0.192 0.001000 increaseLambda: 0.01 0.000000 11: time = 0.010000 loss = 6.921322 testLoss 7.069325 'NTL_COND lambda = -0.9149 alpha = -0.198954 lossBound = -0.059509 W1 = 0.082103 N1 = 0.007353 deltaLoss = -0.014986 Updating 2 features increaseLambda: 0.192 0.000000 NewtonStep: 0.01 0.000000 271: time = 0.192000 loss = 6.880183 testLoss 6.933662 'DOC__rev lambda = -0.5465 alpha = -0.030921 lossBound = -0.000009 W1 = 0.212131 N1 = 0.192069 deltaLoss = -0.000027 increaseLambda: 1.222 0.000000 Undoing contribution: was 0.005200002431050664 now 0.00519988606700693 increaseLambda: 0.01 0.000000 Undoing: newLoss 6.91558879913417, oldLoss 6.92132222154302, deltaLossBound -0.04452290384461359 Loss was 6.060939201133597, now 6.060921856670581, delta -0.000017 parallelUpdate: 0.539 0.002000 372: time = 1.222000 loss = 6.100444 testLoss 6.865392 'CHLA__rev lambda = -0.4500 alpha = 0.001358 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 increaseLambda: 0.01 0.000000 Updating 0 features NewtonStep: 0.192 0.000000 Search: 0.01 0.000000 increaseLambda: 0.192 0.000000 Undoing contribution: was 0.010749365078532068 now 0.010735367480718782 272: time = 0.192000 loss = 6.880169 testLoss 6.933233 'DOC__rev lambda = 0.1150 alpha = -0.032839 lossBound = -0.000002 W1 = 0.704372 N1 = 0.719082 deltaLoss = -0.000014 increaseLambda: 0.01 0.000000 12: time = 0.010000 loss = 6.910404 testLoss 7.087371 'NTL_COND lambda = -1.0940 alpha = -0.179058 lossBound = -0.044523 W1 = 0.069579 N1 = 0.007353 deltaLoss = -0.010918 Updating 2 features NewtonStep: 0.01 0.000000 increaseLambda: 0.011 0.001000 Undoing: newLoss 6.90597962098476, oldLoss 6.910403832997557, deltaLossBound -0.03360451529914392 Updating 0 features NewtonStep: 0.193 0.001000 increaseLambda: 0.011 0.000000 increaseLambda: 0.193 0.000000 Undoing contribution: was 0.005639530438239029 now 0.005630424723489704 273: time = 0.193000 loss = 6.880160 testLoss 6.932897 'DOC__rev lambda = -0.3798 alpha = 0.021564 lossBound = -0.000003 W1 = 0.121634 N1 = 0.105407 deltaLoss = -0.000009 Search: 0.011 0.000000 increaseLambda: 0.011 0.000000 13: time = 0.011000 loss = 6.902364 testLoss 7.105400 'NTL_COND lambda = -1.2551 alpha = -0.161152 lossBound = -0.033605 W1 = 0.059843 N1 = 0.007353 deltaLoss = -0.008040 Updating 2 features NewtonStep: 0.011 0.000000 Updating 0 features NewtonStep: 0.193 0.000000 increaseLambda: 0.011 0.000000 Undoing: newLoss 6.8989193447902535, oldLoss 6.9023636999684825, deltaLossBound -0.025564382270075306 increaseLambda: 0.193 0.000000 Undoing contribution: was 0.010735367480718782 now 0.010731868781072339 274: time = 0.193000 loss = 6.880156 testLoss 6.932687 'DOC__rev lambda = 0.0987 alpha = -0.016331 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 increaseLambda: 0.011 0.000000 Search: 0.012 0.001000 Updating 0 features NewtonStep: 0.194 0.001000 increaseLambda: 0.012 0.000000 14: time = 0.012000 loss = 6.896384 testLoss 7.122883 'NTL_COND lambda = -1.4002 alpha = -0.145037 lossBound = -0.025564 W1 = 0.052185 N1 = 0.007353 deltaLoss = -0.005979 Updating 2 features NewtonStep: 0.012 0.000000 Updating 5 features NewtonStep: 1.224 0.002000 increaseLambda: 0.012 0.000000 Undoing: newLoss 6.893683247045257, oldLoss 6.896384383521986, deltaLossBound -0.01958506582357928 increaseLambda: 0.194 0.000000 Undoing contribution: was 0.0010401828723449165 now 0.001038190176830542 275: time = 0.194000 loss = 6.880154 testLoss 6.932714 'DOC__rev lambda = -0.2554 alpha = 0.008335 lossBound = -0.000001 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000002 increaseLambda: 0.012 0.000000 increaseLambda: 1.224 0.000000 Undoing contribution: was 0.0014342273735843175 now 0.0014340199159492467 Updating 0 features Updating 9 features 373: time = 1.224000 loss = 6.100444 testLoss 6.865233 'COND__rev lambda = -0.8987 NewtonStep: 0.194 0.000000 alpha = 0.002439 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000000 Search: 0.012 0.000000 increaseLambda: 0.194 0.000000 Undoing contribution: was 0.010731868781072339 now 0.010730768942333145 276: time = 0.194000 loss = 6.880153 testLoss 6.932597 'DOC__rev lambda = 0.0895 alpha = -0.009135 lossBound = -0.000000 W1 = 0.704376 N1 = 0.719082 deltaLoss = -0.000001 increaseLambda: 0.012 0.000000 15: time = 0.012000 loss = 6.891897 testLoss 7.139511 'NTL_COND lambda = -1.5307 NewtonStep: 0.541 0.002000 alpha = -0.130533 lossBound = -0.019585 W1 = 0.046094 N1 = 0.007353 deltaLoss = -0.004487 Updating 2 features NewtonStep: 0.012 0.000000 increaseLambda: 0.013 0.001000 Undoing: newLoss 6.889766457593702, oldLoss 6.89189745381932, deltaLossBound -0.015098136120908882 Updating 0 features NewtonStep: 0.195 0.001000 increaseLambda: 0.013 0.000000 increaseLambda: 0.542 0.001000 increaseLambda: 0.195 0.000000 277: time = 0.195000 loss = 6.880151 testLoss 6.932801 'DOC__rev lambda = 0.0432 alpha = 0.012847 lossBound = -0.000000 W1 = 0.668977 N1 = 0.683683 deltaLoss = -0.000003 181: time = 0.542000 loss = 6.060824 testLoss 7.065343 NTL_COND^2: lambda = -0.1730 min = 1.0000 max = 9.0000 alpha = -0.068732 lossBound = -0.000036 W1 = 0.128639 N1 = 0.121324 deltaLoss = -0.000098 Search: 0.013 0.000000 increaseLambda: 0.013 0.000000 16: time = 0.013000 loss = 6.888503 testLoss 7.155121 'NTL_COND lambda = -1.6482 alpha = -0.117480 lossBound = -0.015098 W1 = 0.041195 N1 = 0.007353 deltaLoss = -0.003395 Updating 2 features NewtonStep: 0.013 0.000000 Updating 0 features NewtonStep: 0.195 0.000000 increaseLambda: 0.013 0.000000 Undoing: newLoss 6.886813464069102, oldLoss 6.8885029122761585, deltaLossBound -0.011703594577748137 increaseLambda: 0.195 0.000000 Undoing contribution: was 0.010730768942333145 now 0.010728192390515022 278: time = 0.195000 loss = 6.880148 testLoss 6.932622 'DOC__rev lambda = 0.0755 alpha = -0.013992 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 increaseLambda: 0.013 0.000000 Search: 0.014 0.001000 Updating 0 features NewtonStep: 0.196 0.001000 increaseLambda: 0.014 0.000000 17: time = 0.014000 loss = 6.885916 testLoss 7.169638 'NTL_COND lambda = -1.7539 alpha = -0.105732 lossBound = -0.011704 W1 = 0.037216 N1 = 0.007353 deltaLoss = -0.002587 Updating 2 features NewtonStep: 0.014 0.000000 increaseLambda: 0.196 0.000000 279: time = 0.196000 loss = 6.880146 testLoss 6.932825 'DOC__rev lambda = 0.0560 alpha = 0.012808 lossBound = -0.000000 W1 = 0.668977 N1 = 0.683683 deltaLoss = -0.000003 increaseLambda: 0.014 0.000000 Undoing: newLoss 6.884571204276995, oldLoss 6.885915961985067, deltaLossBound -0.009116644286659252 Updating 5 features NewtonStep: 1.226 0.002000 increaseLambda: 0.014 0.000000 Updating 1 features NewtonStep: 0.196 0.000000 Search: 0.014 0.000000 increaseLambda: 0.196 0.000000 Undoing contribution: was 0.010728192390515022 now 0.010725636444922958 280: time = 0.196000 loss = 6.880143 testLoss 6.932646 'DOC__rev lambda = 0.0616 increaseLambda: 1.226 0.000000 alpha = -0.013935 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 increaseLambda: 0.014 0.000000 18: time = 0.014000 loss = 6.883932 testLoss 7.183047 'NTL_COND lambda = -1.8491 alpha = -0.095159 lossBound = -0.009117 W1 = 0.033952 N1 = 0.007353 deltaLoss = -0.001984 Updating 2 features 374: time = 1.226000 loss = 6.100444 testLoss 6.865271 'ANC__rev lambda = -0.5665 NewtonStep: 0.014 0.000000 alpha = -0.004015 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = -0.000000 increaseLambda: 0.014 0.000000 Undoing: newLoss 6.882857639470289, oldLoss 6.883931530372671, deltaLossBound -0.0071322126742625145 Updating 2 features NewtonStep: 0.197 0.001000 increaseLambda: 0.015 0.001000 Updating 6 features NewtonStep: 0.544 0.002000 increaseLambda: 0.197 0.000000 281: time = 0.197000 loss = 6.880141 testLoss 6.932849 'DOC__rev lambda = 0.0688 alpha = 0.012756 lossBound = -0.000000 W1 = 0.668977 N1 = 0.683683 deltaLoss = -0.000003 Search: 0.015 0.000000 increaseLambda: 0.544 0.000000 Undoing contribution: was 0.012837075733140734increaseLambda: 0.015 0.000000 19: time = 0.015000 loss = 6.882400 testLoss 7.195370 'NTL_COND lambda = -1.9347 alpha = -0.085643 lossBound = -0.007132 W1 = 0.031252 N1 = 0.007353 deltaLoss = -0.001531 Updating 2 features NewtonStep: 0.015 0.000000 Updating 1 features NewtonStep: 0.197 0.000000 increaseLambda: 0.015 0.000000 Undoing: newLoss 6.879860881093943, oldLoss 6.882400372348813, deltaLossBound -0.005601054650401515 increaseLambda: 0.197 0.000000 Undoing contribution: was 0.010725636444922958 now 0.010723100936569462 increaseLambda: 0.015 0.000000 now 0.012667096951356581 182: time = 0.544000 loss = 6.060654 testLoss 7.049582 NTL_COND: lambda = -0.5995 min = 1.0000 max = 3.0000 alpha = 0.073937 lossBound = -0.000076 W1 = 0.171523 N1 = 0.161765 deltaLoss = -0.000170 Search: 0.015 0.000000 increaseLambda: 0.015 0.000000 20: time = 0.015000 loss = 6.879072 testLoss 7.233604 'NTL_COND lambda = -2.1916 alpha = -0.256929 lossBound = -0.005601 W1 = 0.024344 N1 = 0.007353 deltaLoss = -0.003328 Updating 2 features NewtonStep: 0.016 0.001000 increaseLambda: 0.016 0.000000 Undoing: newLoss 6.877977059694813, oldLoss 6.8790724659285996, deltaLossBound -0.00227314823019247 increaseLambda: 0.016 0.000000 Search: 0.016 0.000000 282: time = 0.197000 loss = 6.880138 testLoss 6.932671 'DOC__rev lambda = 0.0477 Updating 6 features alpha = -0.013878 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 increaseLambda: 0.016 0.000000 21: time = 0.016000 loss = 6.877752 testLoss 7.259991 'NTL_COND lambda = -2.3629 alpha = -0.171286 lossBound = -0.002273 W1 = 0.020590 N1 = 0.007353 deltaLoss = -0.001321 Updating 2 features NewtonStep: 0.016 0.000000 Updating 1 features increaseLambda: 0.016 0.000000 Undoing: newLoss 6.877271954138355, oldLoss 6.877751835565913, deltaLossBound -9.525178675051892E-4 NewtonStep: 0.198 0.001000 increaseLambda: 1.228 0.002000 increaseLambda: 0.017 0.001000 375: time = 1.228000 loss = 6.100443 testLoss 6.865260 (LAKE_ORIGIN=0.0) lambda = -0.2550 alpha = -0.000891 lossBound = -0.000000 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000000 increaseLambda: 0.199 0.001000 283: time = 0.199000 loss = 6.880135 testLoss 6.932873 'DOC__rev lambda = 0.0815 alpha = 0.012704 lossBound = -0.000000 W1 = 0.668977 N1 = 0.683683 deltaLoss = -0.000003 Search: 0.017 0.000000 increaseLambda: 0.017 0.000000 22: time = 0.017000 loss = 6.877207 testLoss 7.277918 'NTL_COND lambda = -2.4771 alpha = -0.114191 lossBound = -0.000953 W1 = 0.018409 N1 = 0.007353 deltaLoss = -0.000545 Updating 2 features Updating 1 features NewtonStep: 0.017 0.000000 NewtonStep: 0.199 0.000000 increaseLambda: 0.017 0.000000 Undoing: newLoss 6.87699491944642, oldLoss 6.877206674382555, deltaLossBound -4.073566841474277E-4 increaseLambda: 0.199 0.000000 Undoing contribution: was 0.010723100936569462 now 0.01072058571586486 284: time = 0.199000 loss = 6.880133 testLoss 6.932696 'DOC__rev lambda = 0.0339 alpha = -0.013821 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000003 increaseLambda: 0.017 0.000000 Updating 1 features Updating 8 features NewtonStep: 0.546 0.002000 NewtonStep: 0.199 0.000000 Search: 0.017 0.000000 increaseLambda: 0.2 0.001000 increaseLambda: 0.018 0.001000 23: time = 0.018000 loss = 6.876976 testLoss 7.290002 'NTL_COND lambda = -2.5533 alpha = -0.076127 lossBound = -0.000407 W1 = 0.017083 N1 = 0.007353 deltaLoss = -0.000231 285: time = 0.200000 loss = 6.880130 testLoss 6.932897 'DOC__rev lambda = 0.0941 alpha = 0.012652 lossBound = -0.000000 W1 = 0.668977 N1 = 0.683683 deltaLoss = -0.000003 Updating 2 features NewtonStep: 0.018 0.000000 increaseLambda: 0.547 0.001000 increaseLambda: 0.018 0.000000 Undoing: newLoss 6.876882075305726, oldLoss 6.876975839050042, deltaLossBound -1.765213516351828E-4 183: time = 0.547000 loss = 6.060482 testLoss 7.067749 NTL_COND^2: lambda = -0.2636 min = 1.0000 max = 9.0000 alpha = -0.090662 lossBound = -0.000062 W1 = 0.128661 N1 = 0.121324 deltaLoss = -0.000172 Updating 1 features increaseLambda: 0.018 0.000000 NewtonStep: 0.2 0.000000 increaseLambda: 0.2 0.000000 Undoing contribution: was 0.01072058571586486 now 0.010718090634138743 286: time = 0.200000 loss = 6.880128 testLoss 6.932720 'DOC__rev lambda = 0.0201 alpha = -0.013764 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000002 Search: 0.018 0.000000 increaseLambda: 0.018 0.000000 Updating 7 features 24: time = 0.018000 loss = 6.876876 testLoss 7.298112 'NTL_COND lambda = -2.6040 alpha = -0.050751 lossBound = -0.000177 W1 = 0.016251 N1 = 0.007353 deltaLoss = -0.000099 Updating 2 features NewtonStep: 1.23 0.002000 NewtonStep: 0.018 0.000000 Updating 1 features NewtonStep: 0.2 0.000000 increaseLambda: 0.018 0.000000 Undoing: newLoss 6.876834881401853, oldLoss 6.876876470371491, deltaLossBound -7.71526730849667E-5 increaseLambda: 0.201 0.001000 increaseLambda: 0.019 0.001000 287: time = 0.201000 loss = 6.880125 testLoss 6.932920 'DOC__rev lambda = 0.1067 alpha = 0.012600 lossBound = -0.000000 W1 = 0.668977 N1 = 0.683683 deltaLoss = -0.000002 increaseLambda: 1.231 0.001000 376: time = 1.231000 loss = 6.100443 testLoss 6.865220 'PTL__rev lambda = -1.1492 alpha = -0.001005 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 Search: 0.019 0.000000 Updating 1 features NewtonStep: 0.201 0.000000 increaseLambda: 0.019 0.000000 25: time = 0.019000 loss = 6.876833 testLoss 7.303542 'NTL_COND lambda = -2.6378 alpha = -0.033834 lossBound = -0.000077 W1 = 0.015719 N1 = 0.007353 deltaLoss = -0.000043 Updating 2 features NewtonStep: 0.019 0.000000 increaseLambda: 0.201 0.000000 Undoing contribution: was 0.010718090634138743 now 0.01071561554362309 increaseLambda: 0.019 0.000000 26: time = 0.019000 loss = 6.876730 testLoss 7.332835 NTL_COND^2: lambda = -0.1453 min = 1.0000 max = 9.0000 alpha = -0.145327 lossBound = -0.000060 W1 = 0.126363 N1 = 0.121324 deltaLoss = -0.000103 Updating 2 features NewtonStep: 0.019 0.000000 288: time = 0.201000 loss = 6.880123 testLoss 6.932745 'DOC__rev lambda = 0.0064 alpha = -0.013707 lossBound = -0.000000 W1 = 0.704375 N1 = 0.719082 deltaLoss = -0.000002 increaseLambda: 0.019 0.000000 Undoing: newLoss 6.876715156550319, oldLoss 6.876730000631665, deltaLossBound -2.6229108357877313E-5 increaseLambda: 0.019 0.000000 Updating 1 features NewtonStep: 0.201 0.000000 Search: 0.02 0.001000 increaseLambda: 0.202 0.001000 289: time = 0.202000 loss = 6.880120 testLoss 6.932944 'DOC__rev lambda = 0.1193 alpha = 0.012549 lossBound = -0.000000 W1 = 0.668977 N1 = 0.683683 deltaLoss = -0.000002 increaseLambda: 0.02 0.000000 Undoing contribution: was 0.1469257248790754 now 0.1469112292188326 27: time = 0.020000 loss = 6.876716 testLoss 7.329544 'NTL_COND lambda = -2.6176 alpha = 0.020254 lossBound = -0.000026 W1 = 0.014130 N1 = 0.007353 deltaLoss = -0.000014 Updating 2 features NewtonStep: 0.02 0.000000 increaseLambda: 0.02 0.000000 Undoing contribution: was 1.0322922770278353E-4 now 7.569146537012017E-5 28: time = 0.020000 loss = 6.876688 testLoss 7.326171 NTL_COND^2: lambda = -0.1288 min = 1.0000 max = 9.0000 alpha = 0.016540 lossBound = -0.000018 W1 = 0.127279 N1 = 0.121324 deltaLoss = -0.000028 Updating 2 features NewtonStep: 0.02 0.000000 Updating 0 features Reducing newton stepsize from -0.013650561230368818 to -0.006440510907726892 NewtonStep: 0.202 0.000000 increaseLambda: 0.02 0.000000 Undoing contribution: was 7.569146537012017E-5 now 6.354590976354046E-5 29: time = 0.020000 loss = 6.876676 testLoss 7.323943 NTL_COND^2: lambda = -0.1178 min = 1.0000 max = 9.0000 alpha = 0.010955 lossBound = -0.000008 W1 = 0.127723 N1 = 0.121324 deltaLoss = -0.000012 Updating 2 features Newton: returning -0.006717369788949975 Updating 2 features increaseLambda: 0.202 0.000000 Undoing contribution: was 0.01071561554362309 now 0.010713843410525047 290: time = 0.202000 loss = 6.880119 testLoss 6.932861 'DOC__rev lambda = 0.0000 alpha = -0.006441 lossBound = -0.000000 W1 = 0.704566 N1 = 0.719082 deltaLoss = -0.000002 Loss was 6.876675821653483, now 6.8766734423668305, delta -0.000002 parallelUpdate: 0.02 0.000000 Updating 2 features NewtonStep: 0.02 0.000000 increaseLambda: 0.02 0.000000 Undoing contribution: was 6.354693847023362E-5 now 6.084515204542561E-5 31: time = 0.020000 loss = 6.876671 testLoss 7.319892 NTL_COND^2: lambda = -0.1119 min = 1.0000 max = 9.0000 alpha = 0.005145 lossBound = -0.000002 W1 = 0.128189 N1 = 0.121324 deltaLoss = -0.000003 Updating 2 features NewtonStep: 0.02 0.000000 Updating 1 features NewtonStep: 0.202 0.000000 increaseLambda: 0.02 0.000000 Undoing contribution: was 6.084515204542561E-5 now 5.9647238832356554E-5 32: time = 0.020000 loss = 6.876670 testLoss 7.319199 NTL_COND^2: lambda = -0.1085 min = 1.0000 max = 9.0000 alpha = 0.003423 lossBound = -0.000001 W1 = 0.128329 N1 = 0.121324 deltaLoss = -0.000001 Updating 2 features increaseLambda: 0.203 0.001000 NewtonStep: 0.021 0.001000 291: time = 0.203000 loss = 6.880096 testLoss 6.933229 DOC: lambda = -21.7428 min = 0.3400 max = 290.5700 alpha = -0.609536 lossBound = -0.000000 W1 = 0.017867 N1 = 0.016866 deltaLoss = -0.000023 increaseLambda: 0.021 0.000000 Undoing: newLoss 6.876669163455102, oldLoss 6.876669542667193, deltaLossBound -6.845821213648739E-7 Updating 1 features NewtonStep: 0.203 0.000000 increaseLambda: 0.021 0.000000 increaseLambda: 0.203 0.000000 292: time = 0.203000 loss = 6.880085 testLoss 6.933161 'DOC__rev lambda = -0.5661 alpha = -0.019565 lossBound = -0.000004 W1 = 0.212127 N1 = 0.192069 deltaLoss = -0.000011 Updating 6 features NewtonStep: 1.233 0.002000 Search: 0.021 0.000000 increaseLambda: 0.021 0.000000 33: time = 0.021000 loss = 6.876669 testLoss 7.319722 'NTL_COND lambda = -2.6032 Updating 1 features alpha = -0.003235 lossBound = -0.000001 W1 = 0.014800 N1 = 0.007353 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.021 0.000000 NewtonStep: 0.203 0.000000 increaseLambda: 1.234 0.001000 Updating 7 features NewtonStep: 0.551 0.004000 increaseLambda: 0.204 0.001000 Undoing contribution: was 0.006830077477354869 now 0.006825954326574958 increaseLambda: 0.022 0.001000 Undoing contribution: was 5.9647238832356554E-5 now 5.894445399047931E-5 34: time = 0.022000 loss = 6.876668 testLoss 7.319191 293: time = 0.204000 loss = 6.880081 testLoss 6.932921 NTL_COND^2: lambda = -0.1059 min = 1.0000 max = 9.0000 377: time = 1.234000 loss = 6.100443 testLoss 6.865547 alpha = 0.002622 lossBound = -0.000000 W1 = 0.128395 N1 = 0.121324 deltaLoss = -0.000001 Updating 2 features 'DOC__rev lambda = 0.4900 PTL_COND: lambda = -0.8381 min = 1.0000 max = 3.0000 alpha = -0.001309 lossBound = -0.000000 W1 = 0.235002 N1 = 0.220588 deltaLoss = -0.000000 alpha = -0.017287 lossBound = -0.000001 W1 = 0.694011 N1 = 0.708718 deltaLoss = -0.000004 NewtonStep: 0.022 0.000000 increaseLambda: 0.551 0.000000 Undoing contribution: was 0.012667096951356581 now 0.012504762566542081 increaseLambda: 0.022 0.000000 Undoing: newLoss 6.8766681482027145, oldLoss 6.876668459240286, deltaLossBound -5.613535932045584E-7 184: time = 0.551000 loss = 6.060320 testLoss 7.052338 NTL_COND: lambda = -0.5272 min = 1.0000 max = 3.0000 alpha = 0.072308 lossBound = -0.000073 W1 = 0.171521 N1 = 0.161765 deltaLoss = -0.000162 increaseLambda: 0.022 0.000000 Updating 1 features NewtonStep: 0.204 0.000000 increaseLambda: 0.204 0.000000 Undoing contribution: was 0.001038190176830542 now 0.0010356768504382026 Search: 0.022 0.000000 294: time = 0.204000 loss = 6.880078 testLoss 6.932950 'DOC__rev lambda = -0.2460 alpha = 0.009365 lossBound = -0.000001 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000003 increaseLambda: 0.023 0.001000 35: time = 0.023000 loss = 6.876668 testLoss 7.319664 'NTL_COND lambda = -2.6062 alpha = -0.002930 lossBound = -0.000001 W1 = 0.014791 N1 = 0.007353 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.023 0.000000 increaseLambda: 0.023 0.000000 Undoing contribution: was 5.894445399047931E-5 now 5.8512371196046677E-5 36: time = 0.023000 loss = 6.876668 testLoss 7.319248 Updating 1 features NTL_COND^2: lambda = -0.1038 min = 1.0000 max = 9.0000 alpha = 0.002056 lossBound = -0.000000 W1 = 0.128441 N1 = 0.121324 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.205 0.001000 NewtonStep: 0.023 0.000000 increaseLambda: 0.205 0.000000 Undoing contribution: was 0.006825954326574958 now 0.00682454837443447 increaseLambda: 0.023 0.000000 Undoing: newLoss 6.8766674777065875, oldLoss 6.876667715057736, deltaLossBound -4.282226474950214E-7 295: time = 0.205000 loss = 6.880077 testLoss 6.932811 'DOC__rev lambda = 0.4800 alpha = -0.010070 lossBound = -0.000000 W1 = 0.694011 N1 = 0.708718 deltaLoss = -0.000001 increaseLambda: 0.023 0.000000 Updating 1 features Search: 0.023 0.000000 NewtonStep: 0.205 0.000000 increaseLambda: 0.023 0.000000 37: time = 0.023000 loss = 6.876667 testLoss 7.319662 'NTL_COND lambda = -2.6087 alpha = -0.002560 lossBound = -0.000000 W1 = 0.014780 N1 = 0.007353 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.205 0.000000 Undoing contribution: was 0.0010356768504382026 now 0.0010348857517041262 NewtonStep: 0.023 0.000000 296: time = 0.205000 loss = 6.880076 testLoss 6.932828 'DOC__rev lambda = -0.2407 alpha = 0.005250 lossBound = -0.000000 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000001 increaseLambda: 0.024 0.001000 Undoing: newLoss 6.876667371515245, oldLoss 6.87666747699858, deltaLossBound -1.901634920993718E-7 Updating 5 features NewtonStep: 1.236 0.002000 increaseLambda: 0.024 0.000000 Updating 1 features NewtonStep: 0.206 0.001000 increaseLambda: 0.206 0.000000 Updating 6 features NewtonStep: 0.553 0.002000 297: time = 0.206000 loss = 6.880062 testLoss 6.933119 Search: 0.024 0.000000 DOC: lambda = -22.2166 min = 0.3400 max = 290.5700 alpha = -0.473762 lossBound = -0.000000 W1 = 0.017866 N1 = 0.016866 deltaLoss = -0.000014 increaseLambda: 1.236 0.000000 increaseLambda: 0.024 0.000000 38: time = 0.024000 loss = 6.876667 testLoss 7.319938 'NTL_COND lambda = -2.6104 alpha = -0.001706 lossBound = -0.000000 W1 = 0.014755 N1 = 0.007353 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.024 0.000000 378: time = 1.236000 loss = 6.100440 testLoss 6.865697 DOC: lambda = -9.2849 min = 0.3400 max = 290.5700 alpha = -0.238580 lossBound = -0.000000 W1 = 0.017866 N1 = 0.016866 deltaLoss = -0.000004 increaseLambda: 0.024 0.000000 Undoing contribution: was 5.8512371196046677E-5 now 5.8174169031994784E-5 Updating 1 features increaseLambda: 0.553 0.000000 NewtonStep: 0.206 0.000000 185: time = 0.553000 loss = 6.060153 testLoss 7.070244 NTL_COND^2: lambda = -0.3530 min = 1.0000 max = 9.0000 alpha = -0.089341 lossBound = -0.000060 W1 = 0.128659 N1 = 0.121324 deltaLoss = -0.000166 39: time = 0.024000 loss = 6.876667 testLoss 7.319570 NTL_COND^2: lambda = -0.1020 min = 1.0000 max = 9.0000 alpha = 0.001819 lossBound = -0.000000 W1 = 0.128461 N1 = 0.121324 deltaLoss = -0.000000 increaseLambda: 0.206 0.000000 Undoing contribution: was 0.00682454837443447 now 0.00680696610223186 298: time = 0.206000 loss = 6.880045 testLoss 6.932613 'DOC__rev lambda = 0.4442 alpha = -0.035765 lossBound = -0.000002 W1 = 0.694007 N1 = 0.708718 deltaLoss = -0.000018 Updating 2 features NewtonStep: 0.025 0.001000 Updating 1 features NewtonStep: 0.207 0.001000 increaseLambda: 0.207 0.000000 Undoing contribution: was 0.0010348857517041262 now 0.0010344322732466745 increaseLambda: 0.025 0.000000 Undoing: newLoss 6.876666931585129, oldLoss 6.876667033103362, deltaLossBound -1.8300990861696496E-7 299: time = 0.207000 loss = 6.880044 testLoss 6.932626 'DOC__rev lambda = -0.2368 alpha = 0.003974 lossBound = -0.000000 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000000 Updating 13 features increaseLambda: 0.025 0.000000 Newton: returning 0.03546804625201053 Updating 1 features Search: 0.025 0.000000 increaseLambda: 0.025 0.000000 40: time = 0.025000 loss = 6.876667 testLoss 7.319840 'NTL_COND lambda = -2.6121 alpha = -0.001674 lossBound = -0.000000 W1 = 0.014754 N1 = 0.007353 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.025 0.000000 Loss was 6.880044133301045, now 6.880042147588855, delta -0.000002 parallelUpdate: 0.208 0.001000 increaseLambda: 0.025 0.000000 Undoing contribution: was 5.8174169031994784E-5 now 5.797723568947254E-5 41: time = 0.026000 loss = 6.876667 testLoss 7.319559 NTL_COND^2: lambda = -0.1006 min = 1.0000 max = 9.0000 alpha = 0.001388 lossBound = -0.000000 W1 = 0.128496 N1 = 0.121324 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.026 0.000000 increaseLambda: 0.026 0.000000 Undoing: newLoss 6.876666650173446, oldLoss 6.876666734453778, deltaLossBound -1.5191419365683033E-7 Updating 2 features NewtonStep: 0.208 0.000000 increaseLambda: 0.026 0.000000 increaseLambda: 0.208 0.000000 301: time = 0.208000 loss = 6.880041 testLoss 6.932905 'DOC__rev lambda = -1.0414 alpha = -0.008072 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Search: 0.026 0.000000 Updating 6 features NewtonStep: 0.555 0.002000 Updating 4 features increaseLambda: 0.026 0.000000 42: time = 0.026000 loss = 6.876667 testLoss 7.319806 NewtonStep: 1.238 0.002000 'NTL_COND lambda = -2.6136 alpha = -0.001525 lossBound = -0.000000 W1 = 0.014750 N1 = 0.007353 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.026 0.000000 Updating 1 features NewtonStep: 0.208 0.000000 increaseLambda: 0.026 0.000000 Undoing contribution: was 5.797723568947254E-5 now 5.785686050320925E-5 43: time = 0.026000 loss = 6.876667 testLoss 7.319586 NTL_COND^2: lambda = -0.0995 min = 1.0000 max = 9.0000 alpha = 0.001085 lossBound = -0.000000 W1 = 0.128521 N1 = 0.121324 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.026 0.000000 increaseLambda: 0.555 0.000000 Undoing contribution: was 0.012504762566542081 now 0.012347641245889262 increaseLambda: 0.208 0.000000 Undoing contribution: was 0.00680696610223186 now 0.006805621419705644 302: time = 0.208000 loss = 6.880039 testLoss 6.932769 'DOC__rev lambda = 0.4321 alpha = -0.009850 lossBound = -0.000000 W1 = 0.694011 N1 = 0.708718 deltaLoss = -0.000001 186: time = 0.555000 loss = 6.059996 testLoss 7.055074 increaseLambda: 0.026 0.000000 Undoing: newLoss 6.876666464909712, oldLoss 6.876666529648485, deltaLossBound -1.1667090612687474E-7 NTL_COND: lambda = -0.4560 min = 1.0000 max = 3.0000 alpha = 0.071194 lossBound = -0.000070 W1 = 0.171519 N1 = 0.161765 deltaLoss = -0.000157 increaseLambda: 1.238 0.000000 Undoing: newLoss 6.100439351506549, oldLoss 6.10043965419882, deltaLossBound -3.0269228721431474E-7 increaseLambda: 0.027 0.001000 Updating 1 features NewtonStep: 0.209 0.001000 Search: 0.027 0.000000 increaseLambda: 1.239 0.001000 increaseLambda: 0.209 0.000000 Undoing contribution: was 0.005630424723489704 now 0.005629644001764213 303: time = 0.209000 loss = 6.880039 testLoss 6.932673 increaseLambda: 0.027 0.000000 'DOC__rev lambda = -0.3723 44: time = 0.027000 loss = 6.876666 testLoss 7.319802 'NTL_COND lambda = -2.6150 alpha = 0.006292 lossBound = -0.000000 W1 = 0.121631 N1 = 0.105407 deltaLoss = -0.000001 alpha = -0.001337 lossBound = -0.000000 W1 = 0.014745 N1 = 0.007353 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.027 0.000000 Search: 1.239 0.000000 increaseLambda: 0.027 0.000000 Undoing: newLoss 6.876666436036937, oldLoss 6.8766664648088796, deltaLossBound -5.1831303505257506E-8 Updating 1 features NewtonStep: 0.209 0.000000 increaseLambda: 0.027 0.000000 increaseLambda: 0.209 0.000000 increaseLambda: 1.239 0.000000 Undoing contribution: was 0.02421530741988203 now 0.024215004727595683 304: time = 0.209000 loss = 6.880026 testLoss 6.932951 DOC: lambda = -22.7203 min = 0.3400 max = 290.5700 alpha = -0.451645 lossBound = -0.000000 W1 = 0.017866 N1 = 0.016866 deltaLoss = -0.000012 379: time = 1.239000 loss = 6.100439 testLoss 6.865286 'PTL_COND__rev lambda = 0.1709 alpha = -0.001617 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Search: 0.028 0.001000 increaseLambda: 0.028 0.000000 45: time = 0.028000 loss = 6.876666 testLoss 7.319947 'NTL_COND lambda = -2.6159 alpha = -0.000891 lossBound = -0.000000 W1 = 0.014732 N1 = 0.007353 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.028 0.000000 Updating 1 features NewtonStep: 0.21 0.001000 increaseLambda: 0.028 0.000000 Undoing contribution: was 5.785686050320925E-5 now 5.7763254098803775E-5 46: time = 0.028000 loss = 6.876666 testLoss 7.319753 NTL_COND^2: lambda = -0.0985 min = 1.0000 max = 9.0000 alpha = 0.000957 lossBound = -0.000000 W1 = 0.128531 N1 = 0.121324 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.028 0.000000 increaseLambda: 0.21 0.000000 Undoing contribution: was 0.006805621419705644 now 0.006790329552078368 305: time = 0.210000 loss = 6.880011 testLoss 6.932480 'DOC__rev lambda = 0.3988 alpha = -0.033346 lossBound = -0.000002 W1 = 0.694008 N1 = 0.708718 deltaLoss = -0.000015 increaseLambda: 0.028 0.000000 Undoing: newLoss 6.8766663145824705, oldLoss 6.876666342400667, deltaLossBound -5.0112501542598384E-8 increaseLambda: 0.028 0.000000 Updating 1 features NewtonStep: 0.21 0.000000 Updating 6 features NewtonStep: 0.557 0.002000 Search: 0.028 0.000000 increaseLambda: 0.21 0.000000 Undoing contribution: was 0.0010344322732466745 now 0.0010339856649443343 306: time = 0.210000 loss = 6.880011 testLoss 6.932493 'DOC__rev lambda = -0.2315 alpha = 0.003944 lossBound = -0.000000 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000000 increaseLambda: 0.028 0.000000 increaseLambda: 0.558 0.001000 187: time = 0.558000 loss = 6.059836 testLoss 7.072725 NTL_COND^2: lambda = -0.4410 min = 1.0000 max = 9.0000 alpha = -0.088059 lossBound = -0.000057 W1 = 0.128657 N1 = 0.121324 deltaLoss = -0.000161 Updating 1 features NewtonStep: 0.211 0.001000 increaseLambda: 0.211 0.000000 307: time = 0.211000 loss = 6.879999 testLoss 6.932758 DOC: lambda = -23.1510 min = 0.3400 max = 290.5700 alpha = -0.430731 lossBound = -0.000000 W1 = 0.017866 N1 = 0.016866 deltaLoss = -0.000011 Updating 1 features NewtonStep: 0.211 0.000000 Updating 6 features 47: time = 0.029000 loss = 6.876666 testLoss 7.319895 'NTL_COND lambda = -2.6167 alpha = -0.000876 lossBound = -0.000000 W1 = 0.014731 N1 = 0.007353 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.029 0.000000 increaseLambda: 0.029 0.000000 Undoing contribution: was 5.7763254098803775E-5 now 5.7708833862486476E-5 48: time = 0.029000 loss = 6.876666 testLoss 7.319747 NTL_COND^2: lambda = -0.0978 min = 1.0000 max = 9.0000 alpha = 0.000730 lossBound = -0.000000 W1 = 0.128550 N1 = 0.121324 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.029 0.000000 increaseLambda: 1.242 0.003000 Undoing contribution: was 0.09270355902277849 now 0.09270330033902496 increaseLambda: 0.211 0.000000 increaseLambda: 0.03 0.001000 Undoing: newLoss 6.876666236987741, oldLoss 6.876666260133836, deltaLossBound -4.169312926396079E-8 308: time = 0.212000 loss = 6.879994 testLoss 6.932713 'DOC__rev lambda = -0.5816 alpha = -0.013749 lossBound = -0.000002 W1 = 0.212126 N1 = 0.192069 deltaLoss = -0.000005 380: time = 1.242000 loss = 6.100439 testLoss 6.865316 (LAKE_ORIGIN=0.0) lambda = -0.2526 alpha = 0.002392 lossBound = -0.000000 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000000 Converged after 380 iterations 380: time = 1.242000 loss = 6.100439 testLoss 6.865316 Updating 1 features NewtonStep: 0.212 0.000000 increaseLambda: 0.212 0.000000 Undoing contribution: was 0.006790329552078368 now 0.006786561238571799 309: time = 0.212000 loss = 6.879990 testLoss 6.932484 'DOC__rev lambda = 0.3822 alpha = -0.016532 lossBound = -0.000000 W1 = 0.694011 N1 = 0.708718 deltaLoss = -0.000004 increaseLambda: 0.03 0.000000 Updating 1 features NewtonStep: 0.213 0.001000 Search: 0.031 0.001000 increaseLambda: 0.213 0.000000 Undoing contribution: was 0.0010339856649443343 now 0.0010316617892107112 increaseLambda: 0.031 0.000000 49: time = 0.031000 loss = 6.876666 testLoss 7.319876 'NTL_COND lambda = -2.6175 alpha = -0.000799 lossBound = -0.000000 W1 = 0.014729 N1 = 0.007353 deltaLoss = -0.000000 310: time = 0.213000 loss = 6.879988 testLoss 6.932512 Updating 5 features Updating 2 features NewtonStep: 0.031 0.000000 NewtonStep: 0.56 0.002000 'DOC__rev lambda = -0.2225 alpha = 0.009004 lossBound = -0.000001 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000002 increaseLambda: 0.031 0.000000 Undoing contribution: was 5.7708833862486476E-5 now 5.764904746087928E-5 50: time = 0.031000 loss = 6.876666 testLoss 7.319530 NTL_COND^2: lambda = -0.0961 min = 1.0000 max = 9.0000 alpha = 0.001710 lossBound = -0.000000 W1 = 0.128609 N1 = 0.121324 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.031 0.000000 increaseLambda: 0.031 0.000000 Undoing: newLoss 6.876666106975488, oldLoss 6.876666177179792, deltaLossBound -7.020445657838782E-8 Updating 1 features NewtonStep: 0.213 0.000000 increaseLambda: 0.56 0.000000 Undoing: newLoss 6.0597616019386376, oldLoss 6.059835712148964, deltaLossBound -7.431654067948875E-5 increaseLambda: 0.031 0.000000 increaseLambda: 0.213 0.000000 Undoing contribution: was 0.006786561238571799 now 0.006785259205063233 311: time = 0.213000 loss = 6.879987 testLoss 6.932378 'DOC__rev lambda = 0.3725 alpha = -0.009695 lossBound = -0.000000 W1 = 0.694011 N1 = 0.708718 deltaLoss = -0.000001 Search: 0.031 0.000000 increaseLambda: 0.56 0.000000 increaseLambda: 0.032 0.001000 51: time = 0.032000 loss = 6.876666 testLoss 7.320034 'NTL_COND lambda = -2.6206 alpha = -0.003111 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.032 0.000000 Updating 1 features NewtonStep: 0.214 0.001000 increaseLambda: 0.032 0.000000 Undoing contribution: was 5.764904746087928E-5 now 5.762956143741781E-5 52: time = 0.032000 loss = 6.876666 testLoss 7.319836 NTL_COND^2: lambda = -0.0951 min = 1.0000 max = 9.0000 alpha = 0.000976 lossBound = -0.000000 W1 = 0.128609 N1 = 0.121324 deltaLoss = -0.000000 Search: 0.561 0.001000 Updating 2 features increaseLambda: 0.214 0.000000 Undoing contribution: was 0.0010316617892107112 now 0.001030928253247185 NewtonStep: 0.032 0.000000 312: time = 0.214000 loss = 6.879986 testLoss 6.932395 'DOC__rev lambda = -0.2175 alpha = 0.005055 lossBound = -0.000000 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000001 increaseLambda: 0.032 0.000000 53: time = 0.032000 loss = 6.876666 testLoss 7.319976 'NTL_COND lambda = -2.6215 alpha = -0.000863 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.032 0.000000 increaseLambda: 0.032 0.000000 Undoing contribution: was 5.762956143741781E-5increaseLambda: 0.561 0.000000 Undoing contribution: was 0.14716968476113368 now 0.1470953682204541 now 5.762806494471028E-5 54: time = 0.032000 loss = 6.876666 testLoss 7.319921 NTL_COND^2: lambda = -0.0949 min = 1.0000 max = 9.0000 alpha = 0.000271 lossBound = -0.000000 W1 = 0.128609 N1 = 0.121324 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.214 0.000000 Updating 2 features NewtonStep: 0.032 0.000000 188: time = 0.561000 loss = 6.059761 testLoss 7.055994 'NTL_COND lambda = -1.6871 alpha = 0.102969 lossBound = -0.000074 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000074 increaseLambda: 0.214 0.000000 313: time = 0.214000 loss = 6.879977 testLoss 6.932631 DOC: lambda = -23.5322 min = 0.3400 max = 290.5700 alpha = -0.381205 lossBound = -0.000000 W1 = 0.017866 N1 = 0.016866 deltaLoss = -0.000009 increaseLambda: 0.032 0.000000 Undoing: newLoss 6.876666080171418, oldLoss 6.876666080587613, deltaLossBound -4.1619552697076287E-10 increaseLambda: 0.032 0.000000 Making features Updating 1 features NewtonStep: 0.215 0.001000 makeFeatures: max memory 1908932608, total allocated 543686656, free 328214792, used 215471864, increment 37687488 Daphnia_lumholtzi PTL: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 increaseLambda: 0.215 0.000000 Undoing contribution: was 0.006785259205063233 now 0.006773243393261686 314: time = 0.215000 loss = 6.879965 testLoss 6.932215 'DOC__rev lambda = 0.3430 alpha = -0.029547 lossBound = -0.000002 W1 = 0.694009 N1 = 0.708718 deltaLoss = -0.000012 Search: 0.033 0.001000 increaseLambda: 0.033 0.000000 55: time = 0.033000 loss = 6.876666 testLoss 7.319960 'NTL_COND lambda = -2.6217 alpha = -0.000240 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.033 0.000000 Updating 1 features increaseLambda: 0.033 0.000000 NewtonStep: 0.215 0.000000 increaseLambda: 0.215 0.000000 Undoing contribution: was 0.001030928253247185 now 0.0010305527470468286 315: time = 0.215000 loss = 6.879965 testLoss 6.932227 'DOC__rev lambda = -0.2138 alpha = 0.003616 lossBound = -0.000000 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000000 34 samples Updating 1 features NewtonStep: 0.216 0.001000 Density: max memory 1908932608, total allocated 543686656, free 328214792, used 215471864, increment 0 linearPredictor: max memory 1908932608, total allocated 543686656, free 328214792, used 215471864, increment 0 increaseLambda: 0.216 0.000000 316: time = 0.216000 loss = 6.879956 testLoss 6.932463 DOC: lambda = -23.9139 min = 0.3400 max = 290.5700 alpha = -0.381619 lossBound = -0.000000 W1 = 0.017866 N1 = 0.016866 deltaLoss = -0.000009 Updating 1 features FeaturedSpace: max memory 1908932608, total allocated 543686656, free 328214792, used 215471864, increment 0 Sequential: max memory 1908932608, total allocated 543686656, free 328214792, used 215471864, increment 0 NewtonStep: 0.217 0.001000 Initial loss: 7.023758954738443 Initial test loss: 7.023758954738443 Updating 2 features increaseLambda: 0.217 0.000000 NewtonStep: 0.0 0.000000 317: time = 0.217000 loss = 6.879952 testLoss 6.932657 'DOC__rev lambda = -1.0555 alpha = -0.014093 lossBound = -0.000001 W1 = 0.125818 N1 = 0.109381 deltaLoss = -0.000004 increaseLambda: 0.0 0.000000 Undoing: newLoss 7.01626248818841, oldLoss 7.023758954738443, deltaLossBound -0.10951676123786223 increaseLambda: 0.0 0.000000 Updating 1 features NewtonStep: 0.217 0.000000 increaseLambda: 0.217 0.000000 Undoing contribution: was 0.006773243393261686 now 0.0067692612380863 Search: 0.0 0.000000 318: time = 0.217000 loss = 6.879948 testLoss 6.932421 'DOC__rev lambda = 0.3260 alpha = -0.016997 lossBound = -0.000001 W1 = 0.694011 N1 = 0.708718 deltaLoss = -0.000004 increaseLambda: 0.0 0.000000 0: time = 0.000000 loss = 7.014098 testLoss 7.013593 'PTL__rev lambda = -0.0478 alpha = -0.047823 lossBound = -0.109517 W1 = 0.333727 N1 = 0.113003 deltaLoss = -0.009661 Updating 2 features Updating 1 features NewtonStep: 0.001 0.001000 NewtonStep: 0.218 0.001000 increaseLambda: 0.001 0.000000 Undoing: newLoss 7.008242056819317, oldLoss 7.014097758342697, deltaLossBound -0.10371362868258294 increaseLambda: 0.218 0.000000 Undoing contribution: was 0.005629644001764213 now 0.005627636726933418 319: time = 0.218000 loss = 6.879946 testLoss 6.932267 'DOC__rev lambda = -0.3622 alpha = 0.010098 lossBound = -0.000001 W1 = 0.121632 N1 = 0.105407 deltaLoss = -0.000002 Updating 1 features NewtonStep: 0.218 0.000000 increaseLambda: 0.218 0.000000 Undoing contribution: was 0.0067692612380863 now 0.006768473881931803 320: time = 0.218000 loss = 6.879945 testLoss 6.932163 'DOC__rev lambda = 0.3185 alpha = -0.007537 lossBound = -0.000000 W1 = 0.694012 N1 = 0.708718 deltaLoss = -0.000001 Updating 2 features NewtonStep: 0.219 0.001000 increaseLambda: 0.219 0.000000 Undoing contribution: was 0.0010305527470468286 now 0.001030023075223094 321: time = 0.219000 loss = 6.879945 testLoss 6.932177 'DOC__rev lambda = -0.2095 alpha = 0.004295 lossBound = -0.000000 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000001 Updating 4 features NewtonStep: 0.566 0.005000 Updating 1 features NewtonStep: 0.219 0.000000 increaseLambda: 0.219 0.000000 322: time = 0.219000 loss = 6.879938 testLoss 6.932391 DOC: lambda = -24.2580 min = 0.3400 max = 290.5700 alpha = -0.344127 lossBound = -0.000000 W1 = 0.017866 N1 = 0.016866 deltaLoss = -0.000007 Updating 1 features Undoing contribution: was 5.762806494471028E-5 now 5.7627949590761664E-5 increaseLambda: 0.004 0.003000 NewtonStep: 0.221 0.002000 increaseLambda: 0.568 0.002000 56: time = 0.039000 loss = 6.876666 testLoss 7.319944 NTL_COND^2: lambda = -0.0948 min = 1.0000 max = 9.0000 Undoing contribution: was 0.012347641245889262 now 0.012268599326541773 increaseLambda: 0.221 0.000000 Undoing contribution: was 0.006768473881931803 now 0.006758926538439126 Search: 0.004 0.000000 323: time = 0.221000 loss = 6.879928 testLoss 6.932022 'DOC__rev lambda = 0.2921 189: time = 0.568000 loss = 6.059682 testLoss 7.045344 alpha = -0.026326 lossBound = -0.000001 W1 = 0.694009 N1 = 0.708718 deltaLoss = -0.000010 NTL_COND: lambda = -0.4059 min = 1.0000 max = 3.0000 alpha = 0.050130 lossBound = -0.000036 W1 = 0.171500 N1 = 0.161765 deltaLoss = -0.000079 increaseLambda: 0.004 0.000000 1: time = 0.004000 loss = 7.004963 testLoss 7.003966 'PTL__rev lambda = -0.0945 alpha = -0.046674 lossBound = -0.103714 W1 = 0.327514 N1 = 0.113003 deltaLoss = -0.009134 alpha = 0.000075 lossBound = -0.000000 W1 = 0.128609 N1 = 0.121324 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.039 0.000000 Updating 2 features increaseLambda: 0.04 0.001000 Updating 1 features NewtonStep: 0.005 0.001000 NewtonStep: 0.222 0.001000 57: time = 0.040000 loss = 6.876666 testLoss 7.319955 'NTL_COND lambda = -2.6218 alpha = -0.000066 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.222 0.000000 increaseLambda: 0.005 0.000000 Undoing: newLoss 6.999422980028941, oldLoss 7.004963448665503, deltaLossBound -0.09821916176618212 NewtonStep: 0.04 0.000000 324: time = 0.222000 loss = 6.879927 testLoss 6.932132 'DOC__rev lambda = 0.5428 alpha = 0.006873 lossBound = -0.000000 W1 = 0.668363 N1 = 0.683069 deltaLoss = -0.000001 increaseLambda: 0.04 0.000000 Undoing contribution: was 5.7627949590761664E-5 now 5.762794071874743E-5 increaseLambda: 0.005 0.000000 58: time = 0.040000 loss = 6.876666 testLoss 7.319951 NTL_COND^2: lambda = -0.0948 min = 1.0000 max = 9.0000 alpha = 0.000021 lossBound = -0.000000 W1 = 0.128609 N1 = 0.121324 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.04 0.000000 increaseLambda: 0.04 0.000000 Undoing: newLoss 6.8766660800127495, oldLoss 6.876666080015208, deltaLossBound -2.458596608525965E-12 Updating 1 features Search: 0.005 0.000000 NewtonStep: 0.222 0.000000 increaseLambda: 0.04 0.000000 increaseLambda: 0.005 0.000000 2: time = 0.005000 loss = 6.996327 testLoss 6.994849 'PTL__rev lambda = -0.1400 alpha = -0.045551 lossBound = -0.098219 W1 = 0.321500 N1 = 0.113003 deltaLoss = -0.008636 increaseLambda: 0.222 0.000000 Undoing contribution: was 0.006758926538439126 now 0.006758205556114617 Updating 2 features 325: time = 0.222000 loss = 6.879927 testLoss 6.932033 'DOC__rev lambda = 0.2849 alpha = -0.007210 lossBound = -0.000000 W1 = 0.694012 N1 = 0.708718 deltaLoss = -0.000001 NewtonStep: 0.005 0.000000 increaseLambda: 0.006 0.001000 Undoing: newLoss 6.991083526289176, oldLoss 6.996327389334252, deltaLossBound -0.09301775524474223 Updating 1 features NewtonStep: 0.223 0.001000 Search: 0.041 0.001000 increaseLambda: 0.223 0.000000 326: time = 0.223000 loss = 6.879926 testLoss 6.932142 increaseLambda: 0.041 0.000000 increaseLambda: 0.006 0.000000 59: time = 0.041000 loss = 6.876666 testLoss 7.319954 'NTL_COND lambda = -2.6218 alpha = -0.000018 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 2 features Newton: returning 2.7920513461287367E-4 Updating 2 features Updating 5 features NewtonStep: 0.57 0.002000 Loss was 6.8766660800127495, now 6.876666080011987, delta -0.000000 parallelUpdate: 0.041 0.000000 Converged after 60 iterations 60: time = 0.041000 loss = 6.876666 testLoss 7.319953 Res.gain: 0.1470928747264555 'DOC__rev lambda = 0.5496 alpha = 0.006779 lossBound = -0.000000 W1 = 0.668363 N1 = 0.683069 deltaLoss = -0.000001 Search: 0.006 0.000000 increaseLambda: 0.006 0.000000 Updating 1 features 3: time = 0.006000 loss = 6.988162 testLoss 6.986215 'PTL__rev lambda = -0.1845 increaseLambda: 0.57 0.000000 alpha = -0.044453 lossBound = -0.093018 W1 = 0.315681 N1 = 0.113003 deltaLoss = -0.008165 NewtonStep: 0.224 0.001000 increaseLambda: 0.224 0.000000 Undoing contribution: was 0.006758205556114617 now 0.006757487683582531 327: time = 0.224000 loss = 6.879925 testLoss 6.932043 'DOC__rev lambda = 0.2777 alpha = -0.007194 lossBound = -0.000000 W1 = 0.694012 N1 = 0.708718 deltaLoss = -0.000001 Updating 2 features NewtonStep: 0.007 0.001000 Updating 1 features NewtonStep: 0.224 0.000000 Making features increaseLambda: 0.224 0.000000 328: time = 0.224000 loss = 6.879925 testLoss 6.932151 'DOC__rev lambda = 0.5564 alpha = 0.006764 lossBound = -0.000000 W1 = 0.668363 N1 = 0.683069 deltaLoss = -0.000001 increaseLambda: 0.007 0.000000 Undoing: newLoss 6.9831977415330275, oldLoss 6.988162383346527, deltaLossBound -0.08809443087210347 makeFeatures: max memory 1908932608, total allocated 543686656, free 322911568, used 220775088, increment 5303224 Daphnia_lumholtzi PTL_COND: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 190: time = 0.571000 loss = 6.059503 testLoss 7.063827 NTL_COND^2: lambda = -0.5333 min = 1.0000 max = 9.0000 alpha = -0.092264 lossBound = -0.000065 W1 = 0.128664 N1 = 0.121324 deltaLoss = -0.000179 Updating 1 features NewtonStep: 0.225 0.001000 increaseLambda: 0.225 0.000000 Undoing contribution: was 0.006757487683582531 now 0.0067567729370672245 329: time = 0.225000 loss = 6.879924 testLoss 6.932053 'DOC__rev lambda = 0.2706 alpha = -0.007178 lossBound = -0.000000 W1 = 0.694012 N1 = 0.708718 deltaLoss = -0.000001 Updating 13 features increaseLambda: 0.008 0.001000 Reducing stepsize from 3.2081359197773125 to 1.5580280675910831 Newton: returning 1.5580280675910831 Updating 1 features Search: 0.008 0.000000 increaseLambda: 0.008 0.000000 4: time = 0.008000 loss = 6.980443 testLoss 6.978037 'PTL__rev lambda = -0.2279 alpha = -0.043381 lossBound = -0.088094 W1 = 0.310052 N1 = 0.113003 deltaLoss = -0.007720 Updating 2 features NewtonStep: 0.008 0.000000 Loss was 6.879923838044058, now 6.879799481309736, delta -0.000124 parallelUpdate: 0.225 0.000000 increaseLambda: 0.009 0.001000 Undoing: newLoss 6.975740965636653, oldLoss 6.980442622077577, deltaLossBound -0.08343483733146076 increaseLambda: 0.009 0.000000 Updating 1 features NewtonStep: 0.226 0.001000 increaseLambda: 0.226 0.000000 Undoing contribution: was 0.001030023075223094 now 0.0010284038052250062 331: time = 0.226000 loss = 6.879798 testLoss 6.931246 'DOC__rev lambda = -0.1596 alpha = 0.007512 lossBound = -0.000001 W1 = 0.214388 N1 = 0.194276 deltaLoss = -0.000002 Updating 0 features NewtonStep: 0.226 0.000000 increaseLambda: 0.226 0.000000 Undoing: newLoss 6.892318139761185, oldLoss 6.879797862039738, deltaLossBound -1.2364976985654384E-7 increaseLambda: 0.227 0.001000 Updating 4 features NewtonStep: 0.574 0.003000 34 samples Density: max memory 1908932608, total allocated 543686656, free 322768512, used 220918144, increment 143056 linearPredictor: max memory 1908932608, total allocated 543686656, free 322768512, used 220918144, increment 0 Search: 0.227 0.000000 FeaturedSpace: max memory 1908932608, total allocated 543686656, free 322768512, used 220918144, increment 0 Sequential: max memory 1908932608, total allocated 543686656, free 322768512, used 220918144, increment 0 Initial loss: 7.023758954738443 Initial test loss: 7.023758954738443 Updating 2 features NewtonStep: 0.0 0.000000 increaseLambda: 0.227 0.000000 increaseLambda: 0.574 0.000000 Undoing contribution: was 0.012268599326541773 now 0.012097613428055586 332: time = 0.227000 loss = 6.879797 testLoss 6.931385 'DOC__rev lambda = 0.0084 alpha = 0.008420 lossBound = -0.000000 W1 = 0.663712 N1 = 0.678384 deltaLoss = -0.000001 increaseLambda: 0.0 0.000000 Undoing: newLoss 7.022988139701012, oldLoss 7.023758954738443, deltaLossBound -0.011153862482567271 191: time = 0.574000 loss = 6.059332 testLoss 7.048027 NTL_COND: lambda = -0.3318 min = 1.0000 max = 3.0000 alpha = 0.074115 lossBound = -0.000077 W1 = 0.171524 N1 = 0.161765 deltaLoss = -0.000171 increaseLambda: 0.0 0.000000 Updating 0 features Search: 0.0 0.000000 NewtonStep: 0.227 0.000000 increaseLambda: 0.0 0.000000 0: time = 0.000000 loss = 7.023302 testLoss 7.025036 PTL_COND^2: lambda = -0.0071 min = 1.0000 max = 9.0000 alpha = -0.007112 lossBound = -0.011154 W1 = 0.272181 N1 = 0.194853 deltaLoss = -0.000456 increaseLambda: 0.228 0.001000 333: time = 0.228000 loss = 6.879796 testLoss 6.931489 'DOC__rev lambda = -1.0991 alpha = -0.007524 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000001 Search: 0.009 0.000000 Updating 0 features NewtonStep: 0.228 0.000000 increaseLambda: 0.228 0.000000 Undoing contribution: was 0.007893550333778072 now 0.007893412669078876 334: time = 0.228000 loss = 6.879796 testLoss 6.931523 'DOC__rev lambda = -0.1726 alpha = 0.005879 lossBound = -0.000000 W1 = 0.016450 N1 = 0.008225 deltaLoss = -0.000000 increaseLambda: 0.011 0.002000 5: time = 0.011000 loss = 6.973144 testLoss 6.970291 'PTL__rev lambda = -0.2702 alpha = -0.042334 lossBound = -0.083435 W1 = 0.304608 N1 = 0.113003 deltaLoss = -0.007299 Updating 2 features NewtonStep: 0.012 0.001000 Updating 0 features NewtonStep: 0.229 0.001000 increaseLambda: 0.012 0.000000 Undoing: newLoss 6.968689787937526, oldLoss 6.973143632779055, deltaLossBound -0.07902524575588246 increaseLambda: 0.229 0.000000 335: time = 0.229000 loss = 6.879796 testLoss 6.931497 increaseLambda: 0.012 0.000000 Search: 0.012 0.000000 increaseLambda: 0.012 0.000000 6: time = 0.012000 loss = 6.966242 testLoss 6.962954 'PTL__rev lambda = -0.3115 alpha = -0.041311 lossBound = -0.079025 W1 = 0.299343 N1 = 0.113003 deltaLoss = -0.006901 Updating 5 features Updating 2 features NewtonStep: 0.576 0.002000 NewtonStep: 0.012 0.000000 increaseLambda: 0.012 0.000000 Undoing: newLoss 6.9620220011304665, oldLoss 6.9662422251903555, deltaLossBound -0.07485254155638416 increaseLambda: 0.013 0.001000 increaseLambda: 0.577 0.001000 192: time = 0.577000 loss = 6.059157 testLoss 7.066340 NTL_COND^2: lambda = -0.6247 min = 1.0000 max = 9.0000 alpha = -0.091401 lossBound = -0.000063 W1 = 0.128662 N1 = 0.121324 deltaLoss = -0.000175 Search: 0.013 0.000000 increaseLambda: 0.013 0.000000 7: time = 0.013000 loss = 6.959716 testLoss 6.956002 'PTL__rev lambda = -0.3518 alpha = -0.040312 lossBound = -0.074853 W1 = 0.294253 N1 = 0.113003 deltaLoss = -0.006526 Updating 2 features NewtonStep: 0.013 0.000000 Updating 2 features NewtonStep: 0.003 0.003000 'DOC__rev lambda = -0.2992 alpha = -0.004372 lossBound = -0.000000 W1 = 0.016220 N1 = 0.008110 deltaLoss = -0.000000 increaseLambda: 0.003 0.000000 Undoing: newLoss 7.0227749311950785, oldLoss 7.023302479153861, deltaLossBound -0.010803498393119549 increaseLambda: 0.003 0.000000 Updating 0 features NewtonStep: 0.231 0.002000 Search: 0.004 0.001000 increaseLambda: 0.231 0.000000 increaseLambda: 0.013 0.000000 Undoing: newLoss 6.955716554145791, oldLoss 6.959716437797236, deltaLossBound -0.07090421319984853 336: time = 0.231000 loss = 6.879795 testLoss 6.931567 'DOC__rev lambda = 0.0126 alpha = 0.004211 lossBound = -0.000000 W1 = 0.663678 N1 = 0.678384 deltaLoss = -0.000000 increaseLambda: 0.014 0.001000 Updating 0 features Search: 0.014 0.000000 NewtonStep: 0.231 0.000000 increaseLambda: 0.014 0.000000 8: time = 0.014000 loss = 6.953545 testLoss 6.949416 increaseLambda: 0.231 0.000000 337: time = 0.231000 loss = 6.879795 testLoss 6.931606 'DOC__rev lambda = -1.1020 alpha = -0.002851 lossBound = -0.000000 W1 = 0.125817 N1 = 0.109381 deltaLoss = -0.000000 increaseLambda: 0.004 0.000000 1: time = 0.004000 loss = 7.022861 testLoss 7.026300 PTL_COND^2: lambda = -0.0141 min = 1.0000 max = 9.0000 alpha = -0.007003 lossBound = -0.010803 W1 = 0.271118 N1 = 0.194853 deltaLoss = -0.000442 Updating 2 features NewtonStep: 0.004 0.000000 Updating 1 features increaseLambda: 0.005 0.001000 Undoing: newLoss 7.022348930347752, oldLoss 7.02286052415569, deltaLossBound -0.010464458575518355 NewtonStep: 0.232 0.001000 increaseLambda: 0.005 0.000000 'PTL__rev lambda = -0.3912 Updating 4 features increaseLambda: 0.232 0.000000 NewtonStep: 0.579 0.002000 alpha = -0.039336 lossBound = -0.070904 W1 = 0.289332 N1 = 0.113003 deltaLoss = -0.006171 Search: 0.005 0.000000 Updating 2 features increaseLambda: 0.005 0.000000 2: time = 0.005000 loss = 7.022433 testLoss 7.027552 PTL_COND^2: lambda = -0.0210 min = 1.0000 max = 9.0000 alpha = -0.006896 lossBound = -0.010464 W1 = 0.270074 N1 = 0.194853 deltaLoss = -0.000428 NewtonStep: 0.015 0.001000 Updating 2 features NewtonStep: 0.005 0.000000 increaseLambda: 0.005 0.000000 Undoing: newLoss 7.021936480836417, oldLoss 7.022432612781103, deltaLossBound -0.010136363458020976 increaseLambda: 0.015 0.000000 Undoing: newLoss 6.9497535045279895, oldLoss 6.953545484192657, deltaLossBound -0.06716833850678461 increaseLambda: 0.579 0.000000 Undoing contribution: was 0.012097613428055586 now 0.011932248735693972 increaseLambda: 0.005 0.000000 193: time = 0.579000 loss = 6.058992 testLoss 7.050792 NTL_COND: lambda = -0.2588 min = 1.0000 max = 3.0000 alpha = 0.072947 lossBound = -0.000074 W1 = 0.171522 N1 = 0.161765 deltaLoss = -0.000165 Undoing contribution: was 0.007893412669078876 now 0.007893279534185544 338: time = 0.232000 loss = 6.879795 testLoss 6.931640 'DOC__rev lambda = -0.1668 Search: 0.006 0.001000 increaseLambda: 0.015 0.000000 increaseLambda: 0.006 0.000000 3: time = 0.006000 loss = 7.022018 testLoss 7.028792 PTL_COND^2: lambda = -0.0278 min = 1.0000 max = 9.0000 alpha = -0.006790 lossBound = -0.010136 W1 = 0.269050 N1 = 0.194853 deltaLoss = -0.000414 Updating 2 features NewtonStep: 0.006 0.000000 increaseLambda: 0.006 0.000000 Undoing: newLoss 7.021537137694572, oldLoss 7.022018284361438, deltaLossBound -0.009818846750512124 alpha = 0.005781 lossBound = -0.000000 W1 = 0.016450 N1 = 0.008225 deltaLoss = -0.000000 increaseLambda: 0.006 0.000000 Updating 0 features Search: 0.006 0.000000 NewtonStep: 0.233 0.001000 increaseLambda: 0.006 0.000000 4: time = 0.006000 loss = 7.021617 testLoss 7.030020 PTL_COND^2: lambda = -0.0345 min = 1.0000 max = 9.0000 alpha = -0.006686 lossBound = -0.009819 W1 = 0.268044 N1 = 0.194853 deltaLoss = -0.000401 Updating 2 features NewtonStep: 0.006 0.000000 increaseLambda: 0.233 0.000000 339: time = 0.233000 loss = 6.879795 testLoss 6.931614 'DOC__rev lambda = -0.3036 alpha = -0.004376 lossBound = -0.000000 W1 = 0.016220 N1 = 0.008110 deltaLoss = -0.000000 increaseLambda: 0.006 0.000000 Undoing: newLoss 7.021150471140273, oldLoss 7.021617093940709, deltaLossBound -0.009511554957976103 increaseLambda: 0.006 0.000000 Updating 1 features Search: 0.007 0.001000 NewtonStep: 0.234 0.001000 increaseLambda: 0.007 0.000000 5: time = 0.007000 loss = 7.021229 testLoss 7.031236 PTL_COND^2: lambda = -0.0411 min = 1.0000 max = 9.0000 alpha = -0.006583 lossBound = -0.009512 W1 = 0.267056 N1 = 0.194853 deltaLoss = -0.000388 increaseLambda: 0.234 0.000000 Undoing contribution: was 0.007893279534185544 now 0.007893204110570635 340: time = 0.234000 loss = 6.879795 testLoss 6.931638 'DOC__rev lambda = -0.1625 alpha = 0.004349 lossBound = -0.000000 W1 = 0.016450 N1 = 0.008225 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.234 0.000000 Updating 5 features NewtonStep: 0.581 0.002000 increaseLambda: 0.234 0.000000 341: time = 0.234000 loss = 6.879795 testLoss 6.931612 'DOC__rev lambda = -0.3080 alpha = -0.004371 lossBound = -0.000000 W1 = 0.016220 N1 = 0.008110 deltaLoss = -0.000000 increaseLambda: 0.581 0.000000 Updating 0 features NewtonStep: 0.234 0.000000 194: time = 0.581000 loss = 6.058823 testLoss 7.068842 NTL_COND^2: lambda = -0.7148 min = 1.0000 max = 9.0000 alpha = -0.090074 lossBound = -0.000061 W1 = 0.128660 N1 = 0.121324 deltaLoss = -0.000169 increaseLambda: 0.235 0.001000 Undoing contribution: was 0.007893204110570635 now 0.00789312869670526 342: time = 0.235000 loss = 6.879795 testLoss 6.931637 'DOC__rev lambda = -0.1581 alpha = 0.004349 lossBound = -0.000000 W1 = 0.016450 N1 = 0.008225 deltaLoss = -0.000000 Search: 0.016 0.001000 Updating 0 features NewtonStep: 0.235 0.000000 increaseLambda: 0.018 0.002000 9: time = 0.018000 loss = 6.947710 testLoss 6.943175 'PTL__rev lambda = -0.4296 alpha = -0.038384 lossBound = -0.067168 W1 = 0.284575 N1 = 0.113003 deltaLoss = -0.005836 Updating 2 features NewtonStep: 0.008 0.001000 increaseLambda: 0.235 0.000000 Updating 2 features 343: time = 0.235000 loss = 6.879795 testLoss 6.931611 'DOC__rev lambda = -0.3124 NewtonStep: 0.018 0.000000 increaseLambda: 0.008 0.000000 alpha = -0.004371 lossBound = -0.000000 W1 = 0.016220 N1 = 0.008110 deltaLoss = -0.000000 increaseLambda: 0.018 0.000000 Undoing: newLoss 6.9304484995474755, oldLoss 6.947709699922932, deltaLossBound -0.06363356897144029 Updating 0 features Undoing: newLoss 7.020776066035535, oldLoss 7.021228611715713, deltaLossBound -0.009214146912559472 NewtonStep: 0.236 0.001000 increaseLambda: 0.009 0.001000 increaseLambda: 0.236 0.000000 Undoing contribution: was 0.00789312869670526 now 0.00789305329296512 344: time = 0.236000 loss = 6.879795 testLoss 6.931636 'DOC__rev lambda = -0.1538 alpha = 0.004348 lossBound = -0.000000 W1 = 0.016450 N1 = 0.008225 deltaLoss = -0.000000 Search: 0.009 0.000000 Updating 0 features NewtonStep: 0.236 0.000000 increaseLambda: 0.236 0.000000 345: time = 0.236000 loss = 6.879795 testLoss 6.931610 'DOC__rev lambda = -0.3167 alpha = -0.004370 lossBound = -0.000000 W1 = 0.016220 N1 = 0.008110 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.237 0.001000 increaseLambda: 0.237 0.000000 Undoing contribution: was 0.00789305329296512 now 0.007892977899347548 346: time = 0.237000 loss = 6.879794 testLoss 6.931635 'DOC__rev lambda = -0.1494 alpha = 0.004348 lossBound = -0.000000 W1 = 0.016450 N1 = 0.008225 deltaLoss = -0.000000 increaseLambda: 0.019 0.001000 Updating 0 features NewtonStep: 0.238 0.001000 increaseLambda: 0.238 0.000000 347: time = 0.238000 loss = 6.879794 testLoss 6.931609 'DOC__rev lambda = -0.3211 Search: 0.021 0.002000 increaseLambda: 0.01 0.001000 alpha = -0.004370 lossBound = -0.000000 W1 = 0.016220 N1 = 0.008110 deltaLoss = -0.000000 increaseLambda: 0.021 0.000000 10: time = 0.021000 loss = 6.921811 testLoss 6.915300 'PTL__rev lambda = -0.6168 Updating 4 features NewtonStep: 0.585 0.004000 6: time = 0.011000 loss = 7.020852 testLoss 7.032439 PTL_COND^2: lambda = -0.0476 min = 1.0000 max = 9.0000 alpha = -0.006483 lossBound = -0.009214 W1 = 0.266086 N1 = 0.194853 deltaLoss = -0.000376 Updating 2 features NewtonStep: 0.011 0.000000 Updating 0 features NewtonStep: 0.238 0.000000 increaseLambda: 0.011 0.000000 Undoing: newLoss 7.020413521365736, oldLoss 7.020852422497101, deltaLossBound -0.008926293323466224 increaseLambda: 0.238 0.000000 Undoing contribution: was 0.007892977899347548 now 0.007892902515854323 increaseLambda: 0.011 0.000000 alpha = -0.187268 lossBound = -0.063634 W1 = 0.262034 N1 = 0.113003 deltaLoss = -0.025899 348: time = 0.238000 loss = 6.879794 testLoss 6.931634 'DOC__rev lambda = -0.1451 alpha = 0.004348 lossBound = -0.000000 W1 = 0.016450 N1 = 0.008225 deltaLoss = -0.000000 Updating 2 features Updating 0 features NewtonStep: 0.239 0.001000 NewtonStep: 0.022 0.001000 increaseLambda: 0.239 0.000000 increaseLambda: 0.022 0.000000 Undoing: newLoss 6.908716394940416, oldLoss 6.921810722226261, deltaLossBound -0.047930670974489456 349: time = 0.239000 loss = 6.879794 testLoss 6.931608 'DOC__rev lambda = -0.3255 alpha = -0.004370 lossBound = -0.000000 W1 = 0.016220 N1 = 0.008110 deltaLoss = -0.000000 increaseLambda: 0.022 0.000000 Updating 0 features NewtonStep: 0.24 0.001000 increaseLambda: 0.24 0.000000 Undoing contribution: was 0.007892902515854323 now 0.00789282714248189 Search: 0.023 0.001000 increaseLambda: 0.023 0.000000 11: time = 0.023000 loss = 6.902455 testLoss 6.894206 'PTL__rev lambda = -0.7814 alpha = -0.164559 lossBound = -0.047931 W1 = 0.243192 N1 = 0.113003 deltaLoss = -0.019356 increaseLambda: 0.587 0.002000 Undoing contribution: was 0.011932248735693972 now 0.011772222029329581 Updating 2 features NewtonStep: 0.023 0.000000 195: time = 0.587000 loss = 6.058662 testLoss 7.053538 NTL_COND: lambda = -0.1870 min = 1.0000 max = 3.0000 alpha = 0.071817 lossBound = -0.000072 W1 = 0.171520 N1 = 0.161765 deltaLoss = -0.000160 350: time = 0.240000 loss = 6.879794 testLoss 6.931633 'DOC__rev lambda = -0.1407 alpha = 0.004347 lossBound = -0.000000 W1 = 0.016450 N1 = 0.008225 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.24 0.000000 increaseLambda: 0.241 0.001000 351: time = 0.241000 loss = 6.879794 testLoss 6.931607 'DOC__rev lambda = -0.3298 alpha = -0.004370 lossBound = -0.000000 W1 = 0.016220 N1 = 0.008110 deltaLoss = -0.000000 increaseLambda: 0.024 0.001000 Undoing: newLoss 6.892471683350454, oldLoss 6.902454600867567, deltaLossBound -0.03618805244811549 increaseLambda: 0.024 0.000000 Updating 0 features NewtonStep: 0.241 0.000000 Search: 0.024 0.000000 increaseLambda: 0.241 0.000000 Undoing contribution: was 0.00789282714248189 now 0.007892751779228475 352: time = 0.241000 loss = 6.879794 testLoss 6.931632 'DOC__rev lambda = -0.1364 alpha = 0.004347 lossBound = -0.000000 W1 = 0.016450 N1 = 0.008225 deltaLoss = -0.000000 increaseLambda: 0.024 0.000000 12: time = 0.024000 loss = 6.887947 testLoss 6.878173 'PTL__rev lambda = -0.9260 alpha = -0.144592 lossBound = -0.036188 W1 = 0.227423 N1 = 0.113003 deltaLoss = -0.014508 Updating 2 features NewtonStep: 0.024 0.000000 Updating 0 features NewtonStep: 0.241 0.000000 increaseLambda: 0.024 0.000000 Undoing: newLoss 6.880305805960959, oldLoss 6.887946997147427, deltaLossBound -0.027392249295440103 increaseLambda: 0.242 0.001000 353: time = 0.242000 loss = 6.879794 testLoss 6.931606 'DOC__rev lambda = -0.3342 increaseLambda: 0.025 0.001000 alpha = -0.004369 lossBound = -0.000000 W1 = 0.016220 N1 = 0.008110 deltaLoss = -0.000000 Search: 0.025 0.000000 Updating 0 features NewtonStep: 0.242 0.000000 increaseLambda: 0.025 0.000000 Updating 4 features NewtonStep: 0.589 0.002000 increaseLambda: 0.242 0.000000 Undoing contribution: was 0.007892751779228475 now 0.007892676426094076 354: time = 0.242000 loss = 6.879794 testLoss 6.931631 'DOC__rev lambda = -0.1320 alpha = 0.004347 lossBound = -0.000000 W1 = 0.016450 N1 = 0.008225 deltaLoss = -0.000000 Search: 0.015 0.004000 increaseLambda: 0.015 0.000000 7: time = 0.015000 loss = 7.020488 testLoss 7.033631 PTL_COND^2: lambda = -0.0539 min = 1.0000 max = 9.0000 alpha = -0.006383 lossBound = -0.008926 W1 = 0.265134 N1 = 0.194853 deltaLoss = -0.000364 Updating 2 features NewtonStep: 0.015 0.000000 increaseLambda: 0.589 0.000000 increaseLambda: 0.015 0.000000 Undoing: newLoss 7.020062449738355, oldLoss 7.020488125190296, deltaLossBound -0.008647676344021485 Updating 0 features 196: time = 0.589000 loss = 6.058499 testLoss 7.071331 NTL_COND^2: lambda = -0.8035 min = 1.0000 max = 9.0000 alpha = -0.088776 lossBound = -0.000059 W1 = 0.128658 N1 = 0.121324 deltaLoss = -0.000164 NewtonStep: 0.242 0.000000 increaseLambda: 0.015 0.000000 increaseLambda: 0.242 0.000000 355: time = 0.242000 loss = 6.879794 testLoss 6.931605 'DOC__rev lambda = -0.3386 alpha = -0.004369 lossBound = -0.000000 W1 = 0.016220 N1 = 0.008110 deltaLoss = -0.000000 Search: 0.016 0.001000 increaseLambda: 0.016 0.000000 8: time = 0.016000 loss = 7.020135 testLoss 7.034809 PTL_COND^2: lambda = -0.0602 min = 1.0000 max = 9.0000 alpha = -0.006286 lossBound = -0.008648 W1 = 0.264199 N1 = 0.194853 deltaLoss = -0.000353 Updating 2 features NewtonStep: 0.016 0.000000 Updating 0 features increaseLambda: 0.016 0.000000 NewtonStep: 0.243 0.001000 increaseLambda: 0.243 0.000000 Undoing contribution: was 0.007892676426094076 now 0.007892601083077806 356: time = 0.243000 loss = 6.879794 testLoss 6.931630 'DOC__rev lambda = -0.1277 alpha = 0.004347 lossBound = -0.000000 W1 = 0.016450 N1 = 0.008225 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.243 0.000000 increaseLambda: 0.243 0.000000 357: time = 0.243000 loss = 6.879794 testLoss 6.931604 'DOC__rev lambda = -0.3429 alpha = -0.004369 lossBound = -0.000000 W1 = 0.016220 N1 = 0.008110 deltaLoss = -0.000000 Updating 0 features 13: time = 0.025000 loss = 6.877039 testLoss 6.865924 NewtonStep: 0.244 0.001000 increaseLambda: 0.244 0.000000 Undoing contribution: was 0.007892601083077806 now 0.007892525750177888 358: time = 0.244000 loss = 6.879794 testLoss 6.931628 'DOC__rev lambda = -0.1234 alpha = 0.004346 lossBound = -0.000000 W1 = 0.016450 N1 = 0.008225 deltaLoss = -0.000000 Updating 0 features Updating 4 features NewtonStep: 0.592 0.003000 NewtonStep: 0.245 0.001000 increaseLambda: 0.245 0.000000 359: time = 0.245000 loss = 6.879793 testLoss 6.931602 'DOC__rev lambda = -0.3473 alpha = -0.004368 lossBound = -0.000000 W1 = 0.016220 N1 = 0.008110 deltaLoss = -0.000000 Updating 13 features increaseLambda: 0.592 0.000000 Undoing contribution: was 0.011772222029329581 now 0.011617315467364319 197: time = 0.592000 loss = 6.058344 testLoss 7.056265 NTL_COND: lambda = -0.1163 min = 1.0000 max = 3.0000 alpha = 0.070714 lossBound = -0.000069 W1 = 0.171519 N1 = 0.161765 deltaLoss = -0.000155 Newton: returning 0.022845045287847934 Updating 1 features Loss was 6.879793487726143, now 6.879792920519721, delta -0.000001 parallelUpdate: 0.245 0.000000 Converged after 360 iterations 360: time = 0.245000 loss = 6.879793 testLoss 6.931679 Res.gain: 0.1439660342187219 Making features makeFeatures: max memory 1908932608, total allocated 543686656, free 307473520, used 236213136, increment 15294992 Daphnia_lumholtzi SALINITY_COND: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 Updating 4 features NewtonStep: 0.595 0.003000 34 samples Density: max memory 1908932608, total allocated 543686656, free 307275320, used 236411336, increment 198200 linearPredictor: max memory 1908932608, total allocated 543686656, free 307275320, used 236411336, increment 0 increaseLambda: 0.596 0.001000 FeaturedSpace: max memory 1908932608, total allocated 543686656, free 307275320, used 236411336, increment 0 Undoing: newLoss 7.0197224769001085, oldLoss 7.020135332295726, deltaLossBound -0.008377989155204438 Sequential: max memory 1908932608, total allocated 543686656, free 307275320, used 236411336, increment 0 198: time = 0.596000 loss = 6.058186 testLoss 7.073806 Initial loss: 7.023758954738443 Initial test loss: 7.023758954738443 'PTL__rev lambda = -1.0530 alpha = -0.127060 lossBound = -0.027392 W1 = 0.214191 N1 = 0.113003 deltaLoss = -0.010908 Updating 2 features NewtonStep: 0.0 0.000000 Updating 2 features increaseLambda: 0.0 0.000000 NewtonStep: 0.032 0.007000 NTL_COND^2: lambda = -0.8910 min = 1.0000 max = 9.0000 alpha = -0.087506 lossBound = -0.000057 W1 = 0.128656 N1 = 0.121324 deltaLoss = -0.000158 Updating 3 features NewtonStep: 0.598 0.002000 increaseLambda: 0.599 0.001000 Undoing: newLoss 6.058100318098937, oldLoss 6.058185636947323, deltaLossBound -8.559545221113263E-5 increaseLambda: 0.025 0.009000 increaseLambda: 0.599 0.000000 Search: 0.025 0.000000 increaseLambda: 0.026 0.001000 9: time = 0.026000 loss = 7.019794 testLoss 7.035976 PTL_COND^2: lambda = -0.0664 min = 1.0000 max = 9.0000 alpha = -0.006190 lossBound = -0.008378 W1 = 0.263281 N1 = 0.194853 deltaLoss = -0.000342 Updating 2 features NewtonStep: 0.026 0.000000 Search: 0.6 0.001000 increaseLambda: 0.026 0.000000 Undoing: newLoss 7.017871897157375, oldLoss 7.019793669427603, deltaLossBound -0.008116935565006773 increaseLambda: 0.6 0.000000 Undoing contribution: was 0.1470953682204541 now 0.14700977276824356 199: time = 0.600000 loss = 6.058100 testLoss 7.055823 'NTL_COND lambda = -1.5764 alpha = 0.110642 lossBound = -0.000086 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000086 increaseLambda: 0.027 0.001000 Search: 0.027 0.000000 increaseLambda: 0.027 0.000000 10: time = 0.027000 loss = 7.018194 testLoss 7.041802 PTL_COND^2: lambda = -0.0969 min = 1.0000 max = 9.0000 alpha = -0.030476 lossBound = -0.008117 W1 = 0.258795 N1 = 0.194853 deltaLoss = -0.001600 Updating 2 features NewtonStep: 0.027 0.000000 increaseLambda: 0.027 0.000000 Undoing: newLoss 7.016552234473266, oldLoss 7.018193946162693, deltaLossBound -0.006896355730505926 increaseLambda: 0.027 0.000000 Search: 0.027 0.000000 increaseLambda: 0.027 0.000000 11: time = 0.027000 loss = 7.016837 testLoss 7.047304 PTL_COND^2: lambda = -0.1250 min = 1.0000 max = 9.0000 alpha = -0.028150 lossBound = -0.006896 W1 = 0.254706 N1 = 0.194853 deltaLoss = -0.001357 Updating 2 features NewtonStep: 0.027 0.000000 increaseLambda: 0.028 0.001000 Undoing: newLoss 7.015433917896195, oldLoss 7.016836944680633, deltaLossBound -0.005863351201012669 increaseLambda: 0.028 0.000000 Search: 0.028 0.000000 increaseLambda: 0.028 0.000000 12: time = 0.028000 loss = 7.015685 testLoss 7.052489 PTL_COND^2: lambda = -0.1510 min = 1.0000 max = 9.0000 alpha = -0.026007 lossBound = -0.005863 W1 = 0.250974 N1 = 0.194853 deltaLoss = -0.001152 Updating 2 features NewtonStep: 0.029 0.001000 increaseLambda: 0.029 0.000000 Undoing: newLoss 7.014485456607702, oldLoss 7.015684929250256, deltaLossBound -0.004988279985805199 increaseLambda: 0.029 0.000000 Search: 0.029 0.000000 increaseLambda: 0.029 0.000000 13: time = 0.029000 loss = 7.014706 testLoss 7.057366 PTL_COND^2: lambda = -0.1751 min = 1.0000 max = 9.0000 alpha = -0.024032 lossBound = -0.004988 W1 = 0.247565 N1 = 0.194853 deltaLoss = -0.000979 Updating 2 features NewtonStep: 0.029 0.000000 increaseLambda: 0.029 0.000000 Undoing: newLoss 7.013680434515799, oldLoss 7.014706212946639, deltaLossBound -0.004246346788905772 increaseLambda: 0.029 0.000000 Search: 0.029 0.000000 Updating 6 features increaseLambda: 0.03 0.001000 NewtonStep: 0.604 0.004000 14: time = 0.030000 loss = 7.013874 testLoss 7.061946 PTL_COND^2: lambda = -0.1973 min = 1.0000 max = 9.0000 alpha = -0.022210 lossBound = -0.004246 W1 = 0.244448 N1 = 0.194853 deltaLoss = -0.000832 Updating 2 features NewtonStep: 0.03 0.000000 increaseLambda: 0.03 0.000000 Undoing: newLoss 7.012996664526419, oldLoss 7.01387415238844, deltaLossBound -0.0036167790113802397 increaseLambda: 0.03 0.000000 increaseLambda: 0.604 0.000000 Undoing contribution: was 0.011617315467364319 now 0.011544000474167026 Search: 0.03 0.000000 200: time = 0.604000 loss = 6.058027 testLoss 7.045571 NTL_COND: lambda = -0.0680 min = 1.0000 max = 3.0000 alpha = 0.048269 lossBound = -0.000033 W1 = 0.171498 N1 = 0.161765 deltaLoss = -0.000073 increaseLambda: 0.03 0.000000 15: time = 0.030000 loss = 7.013166 testLoss 7.066241 PTL_COND^2: lambda = -0.2178 min = 1.0000 max = 9.0000 alpha = -0.020530 lossBound = -0.003617 W1 = 0.241596 N1 = 0.194853 deltaLoss = -0.000708 Updating 2 features NewtonStep: 0.03 0.000000 increaseLambda: 0.03 0.000000 Undoing: newLoss 7.012415488658885, oldLoss 7.013166316282407, deltaLossBound -0.003082148720960955 increaseLambda: 0.03 0.000000 Search: 0.03 0.000000 increaseLambda: 0.031 0.001000 16: time = 0.031000 loss = 7.012564 testLoss 7.070263 PTL_COND^2: lambda = -0.2368 min = 1.0000 max = 9.0000 alpha = -0.018979 lossBound = -0.003082 W1 = 0.238983 N1 = 0.194853 deltaLoss = -0.000603 Updating 2 features NewtonStep: 0.031 0.000000 increaseLambda: 0.031 0.000000 Undoing: newLoss 7.011921198096411, oldLoss 7.012563796525603, deltaLossBound -0.0026278137060187583 increaseLambda: 0.031 0.000000 Search: 0.031 0.000000 increaseLambda: 0.032 0.001000 17: time = 0.032000 loss = 7.012051 testLoss 7.074025 PTL_COND^2: lambda = -0.2543 min = 1.0000 max = 9.0000 alpha = -0.017548 lossBound = -0.002628 W1 = 0.236589 N1 = 0.194853 deltaLoss = -0.000513 Updating 2 features NewtonStep: 0.032 0.000000 increaseLambda: 0.032 0.000000 Undoing: newLoss 7.011500551947855, oldLoss 7.0120506364244575, deltaLossBound -0.002241455839179561 increaseLambda: 0.032 0.000000 Search: 0.033 0.001000 increaseLambda: 0.033 0.000000 18: time = 0.033000 loss = 7.011613 testLoss 7.077542 PTL_COND^2: lambda = -0.2706 min = 1.0000 max = 9.0000 alpha = -0.016227 lossBound = -0.002241 W1 = 0.234392 N1 = 0.194853 deltaLoss = -0.000437 Updating 2 features NewtonStep: 0.033 0.000000 increaseLambda: 0.033 0.000000 Undoing: newLoss 7.011142377341153, oldLoss 7.011613355295957, deltaLossBound -0.0019126990970219867 increaseLambda: 0.033 0.000000 Search: 0.033 0.000000 increaseLambda: 0.033 0.000000 19: time = 0.033000 loss = 7.011241 testLoss 7.080826 PTL_COND^2: lambda = -0.2856 min = 1.0000 max = 9.0000 alpha = -0.015007 lossBound = -0.001913 W1 = 0.232376 N1 = 0.194853 deltaLoss = -0.000373 Updating 2 features NewtonStep: 0.033 0.000000 increaseLambda: 0.033 0.000000 Undoing: newLoss 7.0100591721251515, oldLoss 7.011240552529878, deltaLossBound -0.0016327929054908061 increaseLambda: 0.034 0.001000 Search: 0.034 0.000000 increaseLambda: 0.034 0.000000 20: time = 0.034000 loss = 7.010280 testLoss 7.091139 PTL_COND^2: lambda = -0.3318 min = 1.0000 max = 9.0000 alpha = -0.046267 lossBound = -0.001633 W1 = 0.226254 N1 = 0.194853 deltaLoss = -0.000961 Updating 2 features NewtonStep: 0.034 0.000000 increaseLambda: 0.034 0.000000 Undoing: newLoss 7.009612779916306, oldLoss 7.010279932648756, deltaLossBound -9.133900202188223E-4 increaseLambda: 0.034 0.000000 Search: 0.034 0.000000 increaseLambda: 0.034 0.000000 21: time = 0.034000 loss = 7.009743 testLoss 7.099062 PTL_COND^2: lambda = -0.3666 min = 1.0000 max = 9.0000 alpha = -0.034719 lossBound = -0.000913 W1 = 0.221751 N1 = 0.194853 deltaLoss = -0.000537 Updating 2 features NewtonStep: 0.034 0.000000 increaseLambda: 0.034 0.000000 Undoing: newLoss 7.009365926040156, oldLoss 7.009743365068097, deltaLossBound -5.129949843168495E-4 increaseLambda: 0.035 0.001000 Search: 0.035 0.000000 increaseLambda: 0.035 0.000000 22: time = 0.035000 loss = 7.009442 testLoss 7.105117 PTL_COND^2: lambda = -0.3926 min = 1.0000 max = 9.0000 alpha = -0.026083 lossBound = -0.000513 W1 = 0.218419 N1 = 0.194853 deltaLoss = -0.000301 Updating 2 features NewtonStep: 0.035 0.000000 increaseLambda: 0.035 0.000000 Undoing: newLoss 7.009228538862878, oldLoss 7.009442352854088, deltaLossBound -2.8898836523363295E-4 increaseLambda: 0.036 0.001000 Search: 0.036 0.000000 increaseLambda: 0.036 0.000000 23: time = 0.036000 loss = 7.009273 testLoss 7.109726 PTL_COND^2: lambda = -0.4123 min = 1.0000 max = 9.0000 alpha = -0.019614 lossBound = -0.000289 W1 = 0.215943 N1 = 0.194853 deltaLoss = -0.000169 Updating 2 features NewtonStep: 0.036 0.000000 increaseLambda: 0.037 0.001000 Undoing: newLoss 7.0091516910719704, oldLoss 7.009272929359218, deltaLossBound -1.6316909918050843E-4 increaseLambda: 0.037 0.000000 Updating 5 features Search: 0.037 0.000000 NewtonStep: 0.611 0.007000 increaseLambda: 0.037 0.000000 24: time = 0.037000 loss = 7.009177 testLoss 7.113227 PTL_COND^2: lambda = -0.4270 min = 1.0000 max = 9.0000 alpha = -0.014759 lossBound = -0.000163 W1 = 0.214096 N1 = 0.194853 deltaLoss = -0.000096 Updating 2 features NewtonStep: 0.037 0.000000 increaseLambda: 0.037 0.000000 Undoing: newLoss 7.00910853859924, oldLoss 7.009177332232476, deltaLossBound -9.228759437570879E-5 increaseLambda: 0.037 0.000000 increaseLambda: 0.611 0.000000 201: time = 0.611000 loss = 6.057848 testLoss 7.064027 NTL_COND^2: lambda = -0.9832 min = 1.0000 max = 9.0000 alpha = -0.092129 lossBound = -0.000065 W1 = 0.128663 N1 = 0.121324 deltaLoss = -0.000179 Search: 0.037 0.000000 increaseLambda: 0.037 0.000000 25: time = 0.037000 loss = 7.009123 testLoss 7.115880 PTL_COND^2: lambda = -0.4381 min = 1.0000 max = 9.0000 alpha = -0.011111 lossBound = -0.000092 W1 = 0.212715 N1 = 0.194853 deltaLoss = -0.000054 Updating 2 features NewtonStep: 0.037 0.000000 increaseLambda: 0.038 0.001000 Undoing: newLoss 7.009084234471555, oldLoss 7.009123289974826, deltaLossBound -5.2265271632318E-5 increaseLambda: 0.038 0.000000 Search: 0.038 0.000000 increaseLambda: 0.038 0.000000 26: time = 0.038000 loss = 7.009093 testLoss 7.117889 PTL_COND^2: lambda = -0.4465 min = 1.0000 max = 9.0000 alpha = -0.008368 lossBound = -0.000052 W1 = 0.211680 N1 = 0.194853 deltaLoss = -0.000031 Updating 2 features NewtonStep: 0.038 0.000000 increaseLambda: 0.038 0.000000 Undoing: newLoss 7.009070514608471, oldLoss 7.009092695749986, deltaLossBound -2.9628456736403386E-5 increaseLambda: 0.038 0.000000 Search: 0.038 0.000000 increaseLambda: 0.038 0.000000 27: time = 0.038000 loss = 7.009075 testLoss 7.119408 PTL_COND^2: lambda = -0.4528 min = 1.0000 max = 9.0000 alpha = -0.006304 lossBound = -0.000030 W1 = 0.210903 N1 = 0.194853 deltaLoss = -0.000017 Updating 2 features NewtonStep: 0.038 0.000000 increaseLambda: 0.039 0.001000 Undoing: newLoss 7.009062756091602, oldLoss 7.009075357254319, deltaLossBound -1.6808392343785626E-5 increaseLambda: 0.039 0.000000 Search: 0.039 0.000000 increaseLambda: 0.039 0.000000 28: time = 0.039000 loss = 7.009066 testLoss 7.120555 PTL_COND^2: lambda = -0.4576 min = 1.0000 max = 9.0000 alpha = -0.004751 lossBound = -0.000017 W1 = 0.210319 N1 = 0.194853 deltaLoss = -0.000010 Updating 2 features NewtonStep: 0.039 0.000000 Updating 4 features Reducing newton stepsize from 0.0740227713026493 to 0.06803729050934251 NewtonStep: 0.613 0.002000 increaseLambda: 0.039 0.000000 Undoing: newLoss 7.009058362850616, oldLoss 7.009065523145269, deltaLossBound -9.540819970848673E-6 increaseLambda: 0.039 0.000000 increaseLambda: 0.613 0.000000 Undoing contribution: was 0.011544000474167026 now 0.011374339280275746 Search: 0.039 0.000000 202: time = 0.613000 loss = 6.057678 testLoss 7.049510 NTL_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = 0.068037 lossBound = -0.000077 W1 = 0.171142 N1 = 0.161765 deltaLoss = -0.000170 increaseLambda: 0.039 0.000000 29: time = 0.039000 loss = 7.009060 testLoss 7.121422 PTL_COND^2: lambda = -0.4611 min = 1.0000 max = 9.0000 alpha = -0.003580 lossBound = -0.000010 W1 = 0.209880 N1 = 0.194853 deltaLoss = -0.000006 Updating 1 features Newton: returning 0.02371486007531371 Updating 2 features Loss was 7.009059941992256, now 7.009052604230492, delta -0.000007 parallelUpdate: 0.04 0.001000 Updating 2 features NewtonStep: 0.04 0.000000 increaseLambda: 0.04 0.000000 Undoing: newLoss 7.009052604197214, oldLoss 7.009052604230492, deltaLossBound -4.4184859055603226E-11 increaseLambda: 0.04 0.000000 Search: 0.04 0.000000 increaseLambda: 0.04 0.000000 31: time = 0.040000 loss = 7.009053 testLoss 7.124081 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000008 lossBound = -0.000000 W1 = 0.208544 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.04 0.000000 increaseLambda: 0.04 0.000000 Undoing: newLoss 7.009052604185733, oldLoss 7.009052604204655, deltaLossBound -2.512314575210721E-11 increaseLambda: 0.04 0.000000 Search: 0.04 0.000000 increaseLambda: 0.041 0.001000 32: time = 0.041000 loss = 7.009053 testLoss 7.124083 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000006 lossBound = -0.000000 W1 = 0.208543 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.041 0.000000 increaseLambda: 0.041 0.000000 Undoing: newLoss 7.0090526041792, oldLoss 7.00905260418996, deltaLossBound -1.4284950240616916E-11 increaseLambda: 0.041 0.000000 Search: 0.041 0.000000 increaseLambda: 0.041 0.000000 33: time = 0.041000 loss = 7.009053 testLoss 7.124084 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000004 lossBound = -0.000000 W1 = 0.208543 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.041 0.000000 increaseLambda: 0.041 0.000000 Undoing: newLoss 7.009052604175502, oldLoss 7.009052604181606, deltaLossBound -8.122378571954173E-12 increaseLambda: 0.042 0.001000 Search: 0.042 0.000000 increaseLambda: 0.042 0.000000 34: time = 0.042000 loss = 7.009053 testLoss 7.124085 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000003 lossBound = -0.000000 W1 = 0.208542 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.042 0.000000 increaseLambda: 0.042 0.000000 Undoing: newLoss 7.009052604173384, oldLoss 7.009052604176864, deltaLossBound -4.618339094747578E-12 increaseLambda: 0.042 0.000000 Search: 0.042 0.000000 increaseLambda: 0.042 0.000000 35: time = 0.042000 loss = 7.009053 testLoss 7.124085 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000002 lossBound = -0.000000 W1 = 0.208542 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.042 0.000000 increaseLambda: 0.042 0.000000 Undoing: newLoss 7.009052604172187, oldLoss 7.0090526041741565, deltaLossBound -2.6259816954293992E-12 increaseLambda: 0.043 0.001000 Search: 0.043 0.000000 increaseLambda: 0.043 0.000000 36: time = 0.043000 loss = 7.009053 testLoss 7.124086 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000002 lossBound = -0.000000 W1 = 0.208542 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.043 0.000000 increaseLambda: 0.043 0.000000 Undoing: newLoss 7.009052604171495, oldLoss 7.0090526041726235, deltaLossBound -1.4930143715710896E-12 increaseLambda: 0.043 0.000000 Search: 0.044 0.001000 increaseLambda: 0.044 0.000000 37: time = 0.044000 loss = 7.009053 testLoss 7.124086 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000001 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.044 0.000000 increaseLambda: 0.044 0.000000 Undoing: newLoss 7.0090526041711145, oldLoss 7.009052604171751, deltaLossBound -8.489267602863769E-13 Updating 6 features NewtonStep: 0.618 0.005000 increaseLambda: 0.044 0.000000 Search: 0.044 0.000000 increaseLambda: 0.044 0.000000 38: time = 0.044000 loss = 7.009053 testLoss 7.124086 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 increaseLambda: 0.618 0.000000 alpha = -0.000001 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.045 0.001000 203: time = 0.618000 loss = 6.057531 testLoss 7.066376 NTL_COND^2: lambda = -1.0673 min = 1.0000 max = 9.0000 alpha = -0.084109 lossBound = -0.000053 W1 = 0.128654 N1 = 0.121324 deltaLoss = -0.000148 increaseLambda: 0.045 0.000000 Undoing: newLoss 7.0090526041708845, oldLoss 7.009052604171258, deltaLossBound -4.827517574850361E-13 increaseLambda: 0.045 0.000000 Search: 0.045 0.000000 increaseLambda: 0.046 0.001000 39: time = 0.046000 loss = 7.009053 testLoss 7.124086 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000001 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.046 0.000000 increaseLambda: 0.046 0.000000 Undoing: newLoss 7.0090526041707655, oldLoss 7.009052604170976, deltaLossBound -2.7453760938102785E-13 increaseLambda: 0.046 0.000000 Search: 0.046 0.000000 increaseLambda: 0.046 0.000000 40: time = 0.046000 loss = 7.009053 testLoss 7.124087 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000001 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.046 0.000000 increaseLambda: 0.046 0.000000 Undoing: newLoss 7.009052604170695, oldLoss 7.009052604170818, deltaLossBound -1.5608680419461245E-13 increaseLambda: 0.046 0.000000 Search: 0.047 0.001000 increaseLambda: 0.047 0.000000 41: time = 0.047000 loss = 7.009053 testLoss 7.124087 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.047 0.000000 Updating 5 features NewtonStep: 0.621 0.003000 increaseLambda: 0.047 0.000000 Undoing: newLoss 7.00905260417065, oldLoss 7.009052604170723, deltaLossBound -8.868595400020241E-14 increaseLambda: 0.047 0.000000 Search: 0.047 0.000000 increaseLambda: 0.621 0.000000 Undoing contribution: was 0.0018181200182228398 now 0.001742623594206454 increaseLambda: 0.047 0.000000 42: time = 0.047000 loss = 7.009053 testLoss 7.124087 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 204: time = 0.621000 loss = 6.057455 testLoss 7.067130 increaseLambda: 0.032 0.000000 Undoing: newLoss 6.871171889830066, oldLoss 6.87703932885412, deltaLossBound -0.020788082729744514 Undoing: newLoss 7.023421535505603, oldLoss 7.023758954738443, deltaLossBound -0.004018562517094905 increaseLambda: 0.025 0.025000 increaseLambda: 0.057 0.025000 Search: 0.026 0.001000 Search: 0.058 0.001000 increaseLambda: 0.026 0.000000 0: time = 0.026000 loss = 7.023590 testLoss 7.023469 'SALINITY_COND lambda = -0.0082 alpha = -0.008194 lossBound = -0.004019 W1 = 0.064508 N1 = 0.029412 deltaLoss = -0.000169 Updating 2 features increaseLambda: 0.058 0.000000 14: time = 0.058000 loss = 6.868812 testLoss 6.856518 NewtonStep: 0.026 0.000000 COND^2: lambda = -0.2537 min = 16.0000 max = 2,559,348,100.0000 alpha = 0.774444 lossBound = -0.000025 W1 = 0.001175 N1 = 0.000135 deltaLoss = -0.000075 increaseLambda: 0.026 0.000000 Undoing: newLoss 7.0234534284974375, oldLoss 7.023589848305489, deltaLossBound -0.003849456084142602 increaseLambda: 0.026 0.000000 Search: 0.026 0.000000 increaseLambda: 0.026 0.000000 1: time = 0.026000 loss = 7.023428 testLoss 7.023189 'SALINITY_COND lambda = -0.0162 alpha = -0.008030 lossBound = -0.003849 W1 = 0.064025 N1 = 0.029412 deltaLoss = -0.000162 Updating 2 features NewtonStep: 0.026 0.000000 increaseLambda: 0.026 0.000000 Undoing: newLoss 7.023297106988316, oldLoss 7.023428055037098, deltaLossBound -0.0036876628157508527 increaseLambda: 0.027 0.001000 Search: 0.027 0.000000 increaseLambda: 0.027 0.000000 2: time = 0.027000 loss = 7.023273 testLoss 7.022919 'SALINITY_COND lambda = -0.0241 alpha = -0.007869 lossBound = -0.003688 W1 = 0.063555 N1 = 0.029412 deltaLoss = -0.000155 Updating 2 features NewtonStep: 0.027 0.000000 increaseLambda: 0.027 0.000000 Undoing: newLoss 7.023147548275213, oldLoss 7.023273246670084, deltaLossBound -0.003532854448736922 increaseLambda: 0.027 0.000000 Search: 0.027 0.000000 increaseLambda: 0.027 0.000000 3: time = 0.027000 loss = 7.023125 testLoss 7.022657 'SALINITY_COND lambda = -0.0318 alpha = -0.007712 lossBound = -0.003533 W1 = 0.063098 N1 = 0.029412 deltaLoss = -0.000148 Updating 2 features NewtonStep: 0.027 0.000000 Updating 6 features NewtonStep: 0.624 0.003000 increaseLambda: 0.028 0.001000 Undoing: newLoss 7.023004448779589, oldLoss 7.0231251104065, deltaLossBound -0.0033847181851505512 increaseLambda: 0.028 0.000000 increaseLambda: 0.624 0.000000 Undoing: newLoss 6.0574319287371265, oldLoss 6.057455168248312, deltaLossBound -2.3258500266800655E-5 Search: 0.028 0.000000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.05 0.003000 increaseLambda: 0.05 0.000000 Undoing: newLoss 7.009052604170632, oldLoss 7.009052604170671, deltaLossBound -5.0522777661800626E-14 increaseLambda: 0.05 0.000000 increaseLambda: 0.624 0.000000 Search: 0.05 0.000000 increaseLambda: 0.05 0.000000 Search: 0.624 0.000000 'PTL__rev lambda = -1.1647 alpha = -0.111674 lossBound = -0.020788 W1 = 0.203050 N1 = 0.113003 deltaLoss = -0.008227 Updating 2 features NewtonStep: 0.061 0.003000 increaseLambda: 0.061 0.000000 Undoing: newLoss 6.864295198828222, oldLoss 6.868812156350877, deltaLossBound -0.01581589016426209 increaseLambda: 0.625 0.001000 Undoing contribution: was 0.14700977276824356 now 0.1469865142679765 43: time = 0.050000 loss = 7.009053 testLoss 7.124087 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 increaseLambda: 0.028 0.000000 Updating 2 features NewtonStep: 0.051 0.001000 increaseLambda: 0.061 0.000000 increaseLambda: 0.051 0.000000 Undoing: newLoss 7.009052604170624, oldLoss 7.00905260417064, deltaLossBound -2.860112077432678E-14 increaseLambda: 0.051 0.000000 Search: 0.062 0.001000 Search: 0.052 0.001000 increaseLambda: 0.062 0.000000 205: time = 0.625000 loss = 6.057432 testLoss 7.057856 15: time = 0.062000 loss = 6.862587 testLoss 6.849257 'NTL_COND lambda = -1.5192 alpha = 0.057184 lossBound = -0.000023 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000023 4: time = 0.030000 loss = 7.022983 testLoss 7.022404 'SALINITY_COND lambda = -0.0394 alpha = -0.007558 lossBound = -0.003385 W1 = 0.062653 N1 = 0.029412 deltaLoss = -0.000142 'PTL__rev lambda = -1.2629 Updating 2 features NewtonStep: 0.03 0.000000 increaseLambda: 0.052 0.000000 increaseLambda: 0.03 0.000000 Undoing: newLoss 7.022867519216888, oldLoss 7.022983348140724, deltaLossBound -0.0032429559193743653 increaseLambda: 0.03 0.000000 Search: 0.03 0.000000 alpha = -0.098176 lossBound = -0.015816 W1 = 0.193637 N1 = 0.113003 deltaLoss = -0.006225 increaseLambda: 0.03 0.000000 5: time = 0.030000 loss = 7.022848 testLoss 7.022160 'SALINITY_COND lambda = -0.0468 Updating 2 features alpha = -0.007407 lossBound = -0.003243 W1 = 0.062219 N1 = 0.029412 deltaLoss = -0.000136 Updating 2 features NewtonStep: 0.031 0.001000 44: time = 0.052000 loss = 7.009053 testLoss 7.124087 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.053 0.001000 increaseLambda: 0.031 0.000000 Undoing: newLoss 7.022736483883322, oldLoss 7.022847675727864, deltaLossBound -0.003107283506515601 increaseLambda: 0.053 0.000000 Undoing: newLoss 7.009052604170608, oldLoss 7.009052604170623, deltaLossBound -1.6382458453334483E-14 increaseLambda: 0.031 0.000000 increaseLambda: 0.053 0.000000 Search: 0.031 0.000000 Search: 0.053 0.000000 increaseLambda: 0.031 0.000000 6: time = 0.031000 loss = 7.022718 testLoss 7.021923 NewtonStep: 0.063 0.001000 'SALINITY_COND lambda = -0.0540 alpha = -0.007258 lossBound = -0.003107 W1 = 0.061797 N1 = 0.029412 deltaLoss = -0.000130 Updating 2 features NewtonStep: 0.031 0.000000 increaseLambda: 0.063 0.000000 Undoing: newLoss 6.859103015020973, oldLoss 6.862587482438001, deltaLossBound -0.012061656945141715 increaseLambda: 0.031 0.000000 Undoing: newLoss 7.0226110799806465, oldLoss 7.022717822291071, deltaLossBound -0.0029774300697222155 increaseLambda: 0.063 0.000000 increaseLambda: 0.031 0.000000 Search: 0.032 0.001000 Search: 0.064 0.001000 increaseLambda: 0.032 0.000000 7: time = 0.032000 loss = 7.022594 testLoss 7.021694 'SALINITY_COND lambda = -0.0611 increaseLambda: 0.064 0.000000 increaseLambda: 0.053 0.000000 16: time = 0.064000 loss = 6.857864 testLoss 6.843622 'PTL__rev lambda = -1.3492 alpha = -0.086334 lossBound = -0.012062 W1 = 0.185653 N1 = 0.113003 deltaLoss = -0.004723 alpha = -0.007113 lossBound = -0.002977 W1 = 0.061386 N1 = 0.029412 deltaLoss = -0.000124 Updating 7 features 45: time = 0.054000 loss = 7.009053 testLoss 7.124087 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 Updating 2 features alpha = -0.000000 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 NewtonStep: 0.628 0.003000 Updating 2 features NewtonStep: 0.064 0.000000 Updating 2 features NewtonStep: 0.032 0.000000 increaseLambda: 0.064 0.000000 Undoing: newLoss 6.855171570750593, oldLoss 6.857864023513917, deltaLossBound -0.009218961427366348 increaseLambda: 0.032 0.000000 Undoing: newLoss 7.02249105697676, oldLoss 7.022593529565554, deltaLossBound -0.002853137344205724 increaseLambda: 0.032 0.000000 NewtonStep: 0.054 0.000000 increaseLambda: 0.628 0.000000 increaseLambda: 0.054 0.000000 Undoing: newLoss 7.009052604170611, oldLoss 7.009052604170613, deltaLossBound -4.252851515437833E-15 206: time = 0.628000 loss = 6.057413 testLoss 7.055491 'CHLA__rev lambda = -0.9486 alpha = -0.019479 lossBound = -0.000013 W1 = 0.179140 N1 = 0.152846 deltaLoss = -0.000019 increaseLambda: 0.054 0.000000 Search: 0.032 0.000000 increaseLambda: 0.032 0.000000 8: time = 0.032000 loss = 7.022475 testLoss 7.021473 'SALINITY_COND lambda = -0.0681 alpha = -0.006971 lossBound = -0.002853 W1 = 0.060985 N1 = 0.029412 deltaLoss = -0.000119 Updating 2 features NewtonStep: 0.033 0.001000 Search: 0.055 0.001000 increaseLambda: 0.033 0.000000 Undoing: newLoss 7.02237617600009, oldLoss 7.02247455127723, deltaLossBound -0.002734159055883232 increaseLambda: 0.064 0.000000 increaseLambda: 0.033 0.000000 Search: 0.033 0.000000 increaseLambda: 0.033 0.000000 9: time = 0.033000 loss = 7.022361 testLoss 7.021259 'SALINITY_COND lambda = -0.0749 alpha = -0.006832 lossBound = -0.002734 W1 = 0.060595 N1 = 0.029412 deltaLoss = -0.000114 Updating 2 features NewtonStep: 0.033 0.000000 increaseLambda: 0.033 0.000000 Undoing: newLoss 7.021907322183263, oldLoss 7.022360652554038, deltaLossBound -0.002620260332689317 Search: 0.065 0.001000 increaseLambda: 0.033 0.000000 increaseLambda: 0.065 0.000000 17: time = 0.065000 loss = 6.854270 testLoss 6.839226 'PTL__rev lambda = -1.4252 alpha = -0.075943 lossBound = -0.009219 W1 = 0.178857 N1 = 0.113003 deltaLoss = -0.003594 Search: 0.034 0.001000 Updating 2 features NewtonStep: 0.066 0.001000 increaseLambda: 0.034 0.000000 10: time = 0.034000 loss = 7.021841 testLoss 7.020246 'SALINITY_COND lambda = -0.1084 alpha = -0.033475 lossBound = -0.002620 W1 = 0.058718 N1 = 0.029412 deltaLoss = -0.000520 Updating 2 features increaseLambda: 0.066 0.000000 NewtonStep: 0.034 0.000000 increaseLambda: 0.055 0.000000 46: time = 0.056000 loss = 7.009053 testLoss 7.124087 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.056 0.000000 increaseLambda: 0.034 0.000000 Undoing: newLoss 7.021474118249533, oldLoss 7.021840652518072, deltaLossBound -0.0021002602967236626 increaseLambda: 0.056 0.000000 Undoing: newLoss 7.009052604170608, oldLoss 7.009052604170602, deltaLossBound -2.3280122662093097E-15 increaseLambda: 0.034 0.000000 increaseLambda: 0.056 0.000000 Search: 0.034 0.000000 Search: 0.056 0.000000 increaseLambda: 0.034 0.000000 11: time = 0.034000 loss = 7.021426 testLoss 7.019388 'SALINITY_COND lambda = -0.1385 Undoing: newLoss 6.848776857610474, oldLoss 6.854269901525651, deltaLossBound -0.009897600064723 alpha = -0.030127 lossBound = -0.002100 W1 = 0.057074 N1 = 0.029412 deltaLoss = -0.000415 Updating 2 features NewtonStep: 0.034 0.000000 Updating 8 features NewtonStep: 0.63 0.002000 increaseLambda: 0.066 0.000000 increaseLambda: 0.034 0.000000 Undoing: newLoss 7.021129203134986, oldLoss 7.021425659885697, deltaLossBound -0.0016852676643492326 increaseLambda: 0.034 0.000000 Search: 0.067 0.001000 increaseLambda: 0.631 0.001000 increaseLambda: 0.067 0.000000 18: time = 0.067000 loss = 6.850392 testLoss 6.835144 'PTL__rev lambda = 0.0697 alpha = 0.069654 lossBound = -0.009898 W1 = 0.760307 N1 = 0.829013 deltaLoss = -0.003878 Search: 0.035 0.001000 207: time = 0.631000 loss = 6.057291 testLoss 7.053798 COND: lambda = -2.7417 min = 4.0000 max = 50,590.0000 alpha = -0.458133 lossBound = -0.000012 W1 = 0.009536 N1 = 0.008479 deltaLoss = -0.000121 Updating 2 features increaseLambda: 0.035 0.000000 12: time = 0.035000 loss = 7.021094 testLoss 7.018658 'SALINITY_COND lambda = -0.1657 NewtonStep: 0.067 0.000000 increaseLambda: 0.056 0.000000 47: time = 0.057000 loss = 7.009053 testLoss 7.124087 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.027114 lossBound = -0.001685 W1 = 0.055633 N1 = 0.029412 deltaLoss = -0.000332 Updating 2 features increaseLambda: 0.067 0.000000 Undoing: newLoss 6.847367542754625, oldLoss 6.850391584221132, deltaLossBound -0.00803104100911492 NewtonStep: 0.035 0.000000 increaseLambda: 0.035 0.000000 Undoing: newLoss 7.020854126236843, oldLoss 7.021093969443834, deltaLossBound -0.0013535772224848816 increaseLambda: 0.035 0.000000 Search: 0.035 0.000000 increaseLambda: 0.067 0.000000 increaseLambda: 0.036 0.001000 13: time = 0.036000 loss = 7.020829 testLoss 7.018033 'SALINITY_COND lambda = -0.1901 alpha = -0.024403 lossBound = -0.001354 W1 = 0.054364 N1 = 0.029412 deltaLoss = -0.000265 Updating 2 features NewtonStep: 0.036 0.000000 Search: 0.068 0.001000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.058 0.001000 increaseLambda: 0.068 0.000000 19: time = 0.068000 loss = 6.847250 testLoss 6.831818 increaseLambda: 0.036 0.000000 Undoing: newLoss 7.020634416093636, oldLoss 7.020828500375986, deltaLossBound -0.0010881081546376572 'PTL__rev lambda = 0.1326 alpha = 0.062950 lossBound = -0.008031 W1 = 0.765704 N1 = 0.829013 deltaLoss = -0.003141 increaseLambda: 0.036 0.000000 Updating 2 features NewtonStep: 0.068 0.000000 increaseLambda: 0.068 0.000000 Undoing: newLoss 6.839721783963076, oldLoss 6.8472500979435855, deltaLossBound -0.008711829181989638 Search: 0.036 0.000000 increaseLambda: 0.068 0.000000 increaseLambda: 0.036 0.000000 14: time = 0.036000 loss = 7.020616 testLoss 7.017498 'SALINITY_COND lambda = -0.2120 alpha = -0.021963 lossBound = -0.001088 W1 = 0.053246 N1 = 0.029412 deltaLoss = -0.000213 Updating 2 features NewtonStep: 0.036 0.000000 increaseLambda: 0.036 0.000000 Undoing: newLoss 7.020458689173756, oldLoss 7.020615773175761, deltaLossBound -8.753809544130393E-4 Search: 0.068 0.000000 increaseLambda: 0.037 0.001000 increaseLambda: 0.069 0.001000 20: time = 0.069000 loss = 6.837760 testLoss 6.819728 'PTL__rev lambda = -1.6715 alpha = -0.246377 lossBound = -0.008712 W1 = 0.163094 N1 = 0.113003 deltaLoss = -0.009490 Updating 2 features Search: 0.037 0.000000 NewtonStep: 0.069 0.000000 Updating 7 features Reducing newton stepsize from 0.709458805917621 to 0.2537385504252708 NewtonStep: 0.633 0.002000 increaseLambda: 0.037 0.000000 15: time = 0.037000 loss = 7.020445 testLoss 7.017036 'SALINITY_COND lambda = -0.2318 alpha = -0.019766 lossBound = -0.000875 W1 = 0.052259 N1 = 0.029412 deltaLoss = -0.000171 increaseLambda: 0.058 0.000000 Updating 2 features increaseLambda: 0.069 0.000000 NewtonStep: 0.037 0.000000 Undoing: newLoss 7.009052604170605, oldLoss 7.009052604170598, deltaLossBound -1.3026613363688499E-15 increaseLambda: 0.037 0.000000 21: time = 0.069000 loss = 6.823171 testLoss 6.804224 'PTL__rev lambda = 0.3407 Undoing: newLoss 7.020317967050091, oldLoss 7.020445123213487, deltaLossBound -7.047309921394533E-4 increaseLambda: 0.059 0.001000 increaseLambda: 0.633 0.000000 increaseLambda: 0.037 0.000000 Search: 0.059 0.000000 increaseLambda: 0.059 0.000000 48: time = 0.059000 loss = 7.009053 testLoss 7.124087 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = 0.000000 Search: 0.037 0.000000 alpha = 0.340655 lossBound = -0.009207 W1 = 0.779232 N1 = 0.824897 deltaLoss = -0.014589 Updating 2 features increaseLambda: 0.037 0.000000 16: time = 0.037000 loss = 7.020308 testLoss 7.016638 'SALINITY_COND lambda = -0.2496 alpha = -0.017790 lossBound = -0.000705 W1 = 0.051384 N1 = 0.029412 deltaLoss = -0.000137 Updating 2 features Updating 2 features Undoing contribution: was 0.001742623594206454 now 0.0016993013670825665 NewtonStep: 0.038 0.001000 208: time = 0.634000 loss = 6.057248 testLoss 7.054026 COND^2: lambda = 0.0000 min = 16.0000 max = 2,559,348,100.0000 increaseLambda: 0.038 0.000000 Undoing: newLoss 7.020205150923634, oldLoss 7.020308093432896, deltaLossBound -5.677012115495985E-4 NewtonStep: 0.06 0.001000 increaseLambda: 0.038 0.000000 NewtonStep: 0.07 0.001000 increaseLambda: 0.06 0.000000 49: time = 0.060000 loss = 7.009053 testLoss 7.124087 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.06 0.000000 increaseLambda: 0.07 0.000000 Undoing: newLoss 6.817825022697688, oldLoss 6.823171114088452, deltaLossBound -0.00602743725689122 Search: 0.038 0.000000 increaseLambda: 0.06 0.000000 50: time = 0.060000 loss = 7.009053 testLoss 7.124087 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.06 0.000000 increaseLambda: 0.07 0.000000 increaseLambda: 0.038 0.000000 17: time = 0.038000 loss = 7.020198 testLoss 7.016292 'SALINITY_COND lambda = -0.2656 alpha = -0.016011 lossBound = -0.000568 W1 = 0.050610 N1 = 0.029412 deltaLoss = -0.000110 Updating 2 features NewtonStep: 0.038 0.000000 alpha = 0.253739 lossBound = -0.000022 W1 = 0.001004 N1 = 0.000135 deltaLoss = -0.000043 increaseLambda: 0.038 0.000000 Undoing: newLoss 7.02011461556264, oldLoss 7.020197963379891, deltaLossBound -4.575711585433056E-4 Search: 0.07 0.000000 increaseLambda: 0.038 0.000000 increaseLambda: 0.07 0.000000 22: time = 0.070000 loss = 6.816598 testLoss 6.795473 'PTL__rev lambda = -1.8779 alpha = -0.206401 lossBound = -0.006027 W1 = 0.158472 N1 = 0.113003 deltaLoss = -0.006573 Updating 1 features Search: 0.039 0.001000 NewtonStep: 0.071 0.001000 increaseLambda: 0.039 0.000000 18: time = 0.039000 loss = 7.020109 testLoss 7.015992 'SALINITY_COND lambda = -0.2800 alpha = -0.014410 lossBound = -0.000458 W1 = 0.049922 N1 = 0.029412 deltaLoss = -0.000089 Updating 2 features NewtonStep: 0.039 0.000000 increaseLambda: 0.06 0.000000 Undoing contribution: was 0.014706350567841753 now 0.014706350567840865 51: time = 0.061000 loss = 7.009053 testLoss 7.124087 increaseLambda: 0.071 0.000000 23: time = 0.071000 loss = 6.808874 testLoss 6.786967 'PTL__rev lambda = 0.3026 alpha = 0.302636 lossBound = -0.003917 W1 = 0.791807 N1 = 0.823183 deltaLoss = -0.007724 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 increaseLambda: 0.039 0.000000 alpha = 0.000000 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.061 0.000000 increaseLambda: 0.061 0.000000 Undoing: newLoss 7.0090526041706, oldLoss 7.0090526041706, deltaLossBound -1.3891616312553613E-16 increaseLambda: 0.061 0.000000 Search: 0.062 0.001000 increaseLambda: 0.062 0.000000 Undoing contribution: was 0.014706350567840865 now 0.0147063505678382 52: time = 0.062000 loss = 7.009053 testLoss 7.124087 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = 0.000000 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.062 0.000000 increaseLambda: 0.062 0.000000 Undoing: newLoss 7.0120914902325495, oldLoss 7.009052604170598, deltaLossBound 0.0 Updating 6 features increaseLambda: 0.062 0.000000 Updating 0 features Undoing: newLoss 7.020041894306173, oldLoss 7.0201093825244865, deltaLossBound -3.689903031392431E-4 NewtonStep: 0.072 0.001000 increaseLambda: 0.04 0.001000 increaseLambda: 0.073 0.001000 Search: 0.041 0.001000 increaseLambda: 0.041 0.000000 19: time = 0.041000 loss = 7.020038 testLoss 7.015730 'SALINITY_COND lambda = -0.2930 alpha = -0.012969 lossBound = -0.000369 W1 = 0.049310 N1 = 0.029412 deltaLoss = -0.000071 Updating 2 features NewtonStep: 0.041 0.000000 increaseLambda: 0.041 0.000000 Undoing: newLoss 7.019877964702344, oldLoss 7.020038083750042, deltaLossBound -2.97691528693218E-4 increaseLambda: 0.041 0.000000 24: time = 0.073000 loss = 6.802206 testLoss 6.776652 'PTL__rev lambda = -0.3087 alpha = -0.308746 lossBound = -0.004197 W1 = 0.154864 N1 = 0.122951 deltaLoss = -0.006668 Search: 0.063 0.001000 increaseLambda: 0.063 0.000000 53: time = 0.063000 loss = 7.009053 testLoss 7.124087 PTL_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 Updating 0 features increaseLambda: 0.637 0.003000 Undoing contribution: was 0.14681077002485043Search: 0.041 0.000000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.231618 N1 = 0.220588 deltaLoss = 0.000000 NewtonStep: 0.073 0.000000 now 0.14680229950708235 increaseLambda: 0.041 0.000000 20: time = 0.041000 loss = 7.019871 testLoss 7.014991 'SALINITY_COND lambda = -0.3319 alpha = -0.038906 lossBound = -0.000298 W1 = 0.047518 N1 = 0.029412 deltaLoss = -0.000167 Updating 2 features Updating 2 features 209: time = 0.637000 loss = 6.057239 testLoss 7.054187 (LAKE_ORIGIN=0.0) lambda = -0.7726 NewtonStep: 0.041 0.000000 alpha = 0.013710 lossBound = -0.000008 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000008 increaseLambda: 0.073 0.000000 Updating 32 features 25: time = 0.073000 loss = 6.797772 testLoss 6.771696 'PTL__rev lambda = 0.2764 alpha = 0.276376 lossBound = -0.001870 W1 = 0.787412 N1 = 0.811181 deltaLoss = -0.004433 increaseLambda: 0.041 0.000000 Undoing: newLoss 7.0198000591971, oldLoss 7.01987112874087, deltaLossBound -1.3073651952141287E-4 Updating 0 features increaseLambda: 0.042 0.001000 NewtonStep: 0.074 0.001000 increaseLambda: 0.074 0.000000 Undoing: newLoss 6.796613265621756, oldLoss 6.797772294851709, deltaLossBound -0.0012234645056487855 Search: 0.042 0.000000 increaseLambda: 0.074 0.000000 Newton: returning 0.03269272929720749 increaseLambda: 0.042 0.000000 Updating 9 features 21: time = 0.042000 loss = 7.019798 testLoss 7.014536 'SALINITY_COND lambda = -0.3578 alpha = -0.025937 lossBound = -0.000131 W1 = 0.046358 N1 = 0.029412 deltaLoss = -0.000073 Updating 2 features NewtonStep: 0.042 0.000000 increaseLambda: 0.042 0.000000 Undoing: newLoss 7.019766475712224, oldLoss 7.019798038027254, deltaLossBound -5.764580590578985E-5 Search: 0.074 0.000000 increaseLambda: 0.042 0.000000 increaseLambda: 0.074 0.000000 26: time = 0.074000 loss = 6.796440 testLoss 6.769277 'PTL__rev lambda = -0.4008 alpha = -0.092053 lossBound = -0.001223 W1 = 0.156345 N1 = 0.122951 deltaLoss = -0.001332 Updating 0 features NewtonStep: 0.074 0.000000 Search: 0.042 0.000000 increaseLambda: 0.074 0.000000 Undoing: newLoss 6.795992742406845, oldLoss 6.796440361214707, deltaLossBound -4.657903006317905E-4 increaseLambda: 0.042 0.000000 22: time = 0.042000 loss = 7.019766 testLoss 7.014250 'SALINITY_COND lambda = -0.3751 alpha = -0.017292 lossBound = -0.000058 W1 = 0.045599 N1 = 0.029412 deltaLoss = -0.000032 Updating 2 features NewtonStep: 0.043 0.001000 increaseLambda: 0.075 0.001000 increaseLambda: 0.043 0.000000 Undoing: newLoss 7.0197518563892265, oldLoss 7.0197658776831355, deltaLossBound -2.5485461786427244E-5 Loss was 6.057239447100691, now 6.057221914710384, delta -0.000018 parallelUpdate: 0.639 0.002000 increaseLambda: 0.043 0.000000 Search: 0.075 0.000000 increaseLambda: 0.075 0.000000 27: time = 0.075000 loss = 6.795934 testLoss 6.768096 'PTL__rev lambda = -0.4579 Search: 0.043 0.000000 increaseLambda: 0.043 0.000000 23: time = 0.043000 loss = 7.019752 testLoss 7.014066 'SALINITY_COND lambda = -0.3866 alpha = -0.011528 lossBound = -0.000025 W1 = 0.045100 N1 = 0.029412 deltaLoss = -0.000014 Updating 2 features NewtonStep: 0.065 0.002000 NewtonStep: 0.043 0.000000 increaseLambda: 0.043 0.000000 Undoing: newLoss 7.019745449421318, oldLoss 7.019751679358795, deltaLossBound -1.1287137446655093E-5 increaseLambda: 0.043 0.000000 Search: 0.044 0.001000 increaseLambda: 0.044 0.000000 24: time = 0.044000 loss = 7.019745 testLoss 7.013947 'SALINITY_COND lambda = -0.3943 alpha = -0.007685 lossBound = -0.000011 W1 = 0.044770 N1 = 0.029412 deltaLoss = -0.000006 Updating 2 features NewtonStep: 0.044 0.000000 increaseLambda: 0.044 0.000000 Undoing: newLoss 7.019742628627783, oldLoss 7.019745396999894, deltaLossBound -5.004778546910854E-6 increaseLambda: 0.044 0.000000 Search: 0.044 0.000000 increaseLambda: 0.044 0.000000 25: time = 0.044000 loss = 7.019743 testLoss 7.013868 'SALINITY_COND lambda = -0.3994 alpha = -0.005123 lossBound = -0.000005 W1 = 0.044552 N1 = 0.029412 deltaLoss = -0.000003 Updating 2 features NewtonStep: 0.044 0.000000 increaseLambda: 0.044 0.000000 Undoing: newLoss 7.019741382853336, oldLoss 7.019742613101804, deltaLossBound -2.220880455706297E-6 increaseLambda: 0.045 0.001000 increaseLambda: 0.067 0.002000 Undoing: newLoss 7.011014720036236, oldLoss 7.009052604170598, deltaLossBound -0.0017193600917894333 Updating 6 features increaseLambda: 0.067 0.000000 NewtonStep: 0.641 0.002000 Search: 0.045 0.000000 increaseLambda: 0.045 0.000000 26: time = 0.045000 loss = 7.019741 testLoss 7.013817 'SALINITY_COND lambda = -0.4029 alpha = -0.003416 lossBound = -0.000002 W1 = 0.044407 N1 = 0.029412 deltaLoss = -0.000001 Updating 2 features Search: 0.067 0.000000 NewtonStep: 0.045 0.000000 increaseLambda: 0.067 0.000000 increaseLambda: 0.045 0.000000 54: time = 0.067000 loss = 7.009053 testLoss 7.124087 alpha = -0.057149 lossBound = -0.000466 W1 = 0.152119 N1 = 0.122951 deltaLoss = -0.000506 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 Undoing: newLoss 7.019740831517285, oldLoss 7.019741378254289, deltaLossBound -9.860329396550797E-7 alpha = -0.000000 lossBound = -0.001719 W1 = 0.208541 N1 = 0.194853 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.067 0.000000 increaseLambda: 0.641 0.000000 Undoing: newLoss 6.05721163768674, oldLoss 6.057221914710384, deltaLossBound -1.0277040874560623E-5 Updating 0 features increaseLambda: 0.067 0.000000 Undoing contribution: was 0.014706350567834647 now 0.01470635056783376 55: time = 0.067000 loss = 7.009053 testLoss 7.124087 NewtonStep: 0.077 0.002000 increaseLambda: 0.077 0.000000 increaseLambda: 0.045 0.000000 28: time = 0.077000 loss = 6.795353 testLoss 6.767400 'PTL__rev lambda = 0.3372 alpha = 0.060797 lossBound = -0.000391 W1 = 0.786783 N1 = 0.811181 deltaLoss = -0.000581 increaseLambda: 0.641 0.000000 Updating 0 features NewtonStep: 0.078 0.001000 Search: 0.046 0.001000 increaseLambda: 0.078 0.000000 Undoing: newLoss 6.795121725490271, oldLoss 6.7953532089090505, deltaLossBound -3.583595335268741E-4 increaseLambda: 0.046 0.000000 27: time = 0.046000 loss = 7.019741 testLoss 7.013783 Search: 0.642 0.001000 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = 0.000000 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.068 0.001000 increaseLambda: 0.078 0.000000 increaseLambda: 0.068 0.000000 Undoing: newLoss 7.0090526041706, oldLoss 7.0090526041706, deltaLossBound -1.3891616312553613E-16 increaseLambda: 0.068 0.000000 Search: 0.078 0.000000 'SALINITY_COND lambda = -0.4051 alpha = -0.002277 lossBound = -0.000001 W1 = 0.044310 N1 = 0.029412 deltaLoss = -0.000001 increaseLambda: 0.078 0.000000 Updating 2 features 29: time = 0.078000 loss = 6.794952 testLoss 6.765496 NewtonStep: 0.046 0.000000 increaseLambda: 0.046 0.000000 Undoing: newLoss 7.019740587172281, oldLoss 7.01974083015485, deltaLossBound -4.3793350009919735E-7 increaseLambda: 0.642 0.000000 Undoing contribution: was 0.0015231695157011695 now 0.0015128924748268626 Search: 0.068 0.000000 increaseLambda: 0.046 0.000000 211: time = 0.642000 loss = 6.057212 testLoss 7.056587 'PTL_COND__rev lambda = 0.2478 alpha = -0.009425 lossBound = -0.000010 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000010 increaseLambda: 0.068 0.000000 Undoing contribution: was 0.01470635056783376 now 0.014706350567831095 56: time = 0.068000 loss = 7.009053 testLoss 7.124087 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = 0.000000 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.068 0.000000 Search: 0.047 0.001000 increaseLambda: 0.069 0.001000 Undoing: newLoss 7.0120914902325495, oldLoss 7.009052604170598, deltaLossBound 0.0 increaseLambda: 0.047 0.000000 28: time = 0.047000 loss = 7.019741 testLoss 7.013760 'SALINITY_COND lambda = -0.4067 increaseLambda: 0.069 0.000000 alpha = -0.001518 lossBound = -0.000000 W1 = 0.044246 N1 = 0.029412 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.047 0.000000 increaseLambda: 0.047 0.000000 Undoing: newLoss 7.019740478779801, oldLoss 7.019740586768643, deltaLossBound -1.945472959693256E-7 Search: 0.069 0.000000 increaseLambda: 0.069 0.000000 57: time = 0.069000 loss = 7.009053 testLoss 7.124087 PTL_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.231618 N1 = 0.220588 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.069 0.000000 increaseLambda: 0.047 0.000000 increaseLambda: 0.069 0.000000 Undoing: newLoss 7.011014720036236, oldLoss 7.009052604170598, deltaLossBound -0.0017193600917894333 increaseLambda: 0.069 0.000000 Search: 0.047 0.000000 increaseLambda: 0.047 0.000000 29: time = 0.047000 loss = 7.019740 testLoss 7.013745 'SALINITY_COND lambda = -0.4077 alpha = -0.001012 lossBound = -0.000000 W1 = 0.044203 N1 = 0.029412 deltaLoss = -0.000000 Updating 1 features Search: 0.069 0.000000 Newton: returning 0.004960478732766421 Updating 2 features increaseLambda: 0.069 0.000000 58: time = 0.069000 loss = 7.009053 testLoss 7.124087 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = -0.001719 W1 = 0.208541 N1 = 0.194853 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.069 0.000000 increaseLambda: 0.069 0.000000 Undoing contribution: was 0.014706350567827542 now 0.014706350567826654 59: time = 0.070000 loss = 7.009053 testLoss 7.124087 PTL_COND^2: lambda = -0.4721 min = 1.0000 max = 9.0000 alpha = 0.000000 lossBound = -0.000000 W1 = 0.208541 N1 = 0.194853 deltaLoss = -0.000000 Updating 1 features Newton: returning -8.312572162198142E-14 Updating 2 features Loss was 7.0090526041706, now 7.0090526041706, delta 0.000000 parallelUpdate: 0.07 0.000000 Converged after 60 iterations 'PTL__rev lambda = -0.0371 alpha = -0.037098 lossBound = -0.000358 W1 = 0.368273 N1 = 0.330426 deltaLoss = -0.000401 Updating 7 features Newton: returning 0.07238745224785983 Updating 0 features 60: time = 0.070000 loss = 7.009053 testLoss 7.124087 Loss was 7.019740478660215, now 7.019740392221421, delta -0.000000 Res.gain: 0.014706350567842641 Updating 6 features NewtonStep: 0.644 0.002000 Loss was 6.794952484676351, now 6.794084884491256, delta -0.000868 parallelUpdate: 0.08 0.002000 Updating 0 features NewtonStep: 0.08 0.000000 parallelUpdate: 0.048 0.001000 Updating 2 features increaseLambda: 0.08 0.000000 NewtonStep: 0.048 0.000000 31: time = 0.080000 loss = 6.793443 testLoss 6.761440 'PTL__rev lambda = 0.2383 alpha = 0.238314 lossBound = -0.000275 W1 = 0.795677 N1 = 0.808500 deltaLoss = -0.000641 Making features increaseLambda: 0.049 0.001000 Undoing: newLoss 7.019740392221381, oldLoss 7.019740392221421, deltaLossBound -7.341059338801309E-14 increaseLambda: 0.049 0.000000 makeFeatures: max memory 1908932608, total allocated 543686656, free 285039664, used 258646992, increment 22235656 Daphnia_lumholtzi TURB: increaseLambda: 0.645 0.001000 Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 212: time = 0.645000 loss = 6.057199 testLoss 7.057804 'COND__rev lambda = -0.2586 alpha = -0.018982 lossBound = -0.000004 W1 = 0.703528 N1 = 0.677996 deltaLoss = -0.000013 Search: 0.049 0.000000 increaseLambda: 0.049 0.000000 31: time = 0.049000 loss = 7.019740 testLoss 7.013716 'SALINITY_COND lambda = -0.4097 alpha = -0.000001 lossBound = -0.000000 W1 = 0.044118 N1 = 0.029412 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.049 0.000000 increaseLambda: 0.049 0.000000 Undoing: newLoss 7.019740392221363, oldLoss 7.019740392221382, deltaLossBound -3.262257073521003E-14 increaseLambda: 0.049 0.000000 Updating 0 features NewtonStep: 0.082 0.002000 Search: 0.05 0.001000 increaseLambda: 0.082 0.000000 32: time = 0.082000 loss = 6.792900 testLoss 6.752093 'PTL__rev lambda = -0.2200 alpha = -0.220028 lossBound = -0.000454 W1 = 0.353976 N1 = 0.334334 deltaLoss = -0.000544 Updating 0 features increaseLambda: 0.05 0.000000 32: time = 0.050000 loss = 7.019740 testLoss 7.013716 NewtonStep: 0.082 0.000000 increaseLambda: 0.082 0.000000 Undoing contribution: was 0.18625504640130408 now 0.18557390431558118 33: time = 0.082000 loss = 6.792218 testLoss 6.752120 'PTL__rev lambda = -1.9468 alpha = 0.067126 lossBound = -0.000673 W1 = 0.126842 N1 = 0.113003 deltaLoss = -0.000681 34 samples Updating 0 features NewtonStep: 0.082 0.000000 Density: max memory 1908932608, total allocated 543686656, free 284896608, used 258790048, increment 143056 linearPredictor: max memory 1908932608, total allocated 543686656, free 284896608, used 258790048, increment 0 'SALINITY_COND lambda = -0.4097 increaseLambda: 0.082 0.000000 Undoing: newLoss 6.7919298135307145, oldLoss 6.792218440924988, deltaLossBound -2.887889457978399E-4 FeaturedSpace: max memory 1908932608, total allocated 543686656, free 284896608, used 258790048, increment 0 Sequential: max memory 1908932608, total allocated 543686656, free 284896608, used 258790048, increment 0 Initial loss: 7.023758954738443 Initial test loss: 7.023758954738443 alpha = -0.000000 lossBound = -0.000000 W1 = 0.044118 N1 = 0.029412 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.05 0.000000 increaseLambda: 0.082 0.000000 increaseLambda: 0.051 0.001000 Undoing: newLoss 7.019740392221355, oldLoss 7.0197403922213635, deltaLossBound -1.454617558387964E-14 increaseLambda: 0.051 0.000000 Search: 0.051 0.000000 increaseLambda: 0.051 0.000000 Search: 0.083 0.001000 33: time = 0.051000 loss = 7.019740 testLoss 7.013716 'SALINITY_COND lambda = -0.4097 alpha = -0.000000 lossBound = -0.000000 W1 = 0.044118 N1 = 0.029412 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.051 0.000000 Updating 2 features increaseLambda: 0.083 0.000000 Undoing contribution: was 0.18557390431558118 now 0.18526273334911092 NewtonStep: 0.001 0.001000 34: time = 0.083000 loss = 6.791907 testLoss 6.752308 'PTL__rev lambda = -1.8994 alpha = 0.047306 lossBound = -0.000289 W1 = 0.129836 N1 = 0.113003 deltaLoss = -0.000311 increaseLambda: 0.051 0.000000 Updating 6 features NewtonStep: 0.647 0.002000 Undoing: newLoss 7.019740392221349, oldLoss 7.019740392221355, deltaLossBound -6.44900273904751E-15 Updating 0 features increaseLambda: 0.001 0.000000 Undoing: newLoss 7.016594645783605, oldLoss 7.023758954738443, deltaLossBound -0.09942474539954763 NewtonStep: 0.083 0.000000 increaseLambda: 0.051 0.000000 increaseLambda: 0.083 0.000000 Undoing: newLoss 6.791795560905164, oldLoss 6.791907269958518, deltaLossBound -1.1276055573983636E-4 increaseLambda: 0.001 0.000000 increaseLambda: 0.648 0.001000 Undoing: newLoss 6.061375024526532, oldLoss 6.057198910414126, deltaLossBound -4.582388814168285E-6 Search: 0.052 0.001000 increaseLambda: 0.084 0.001000 increaseLambda: 0.052 0.000000 34: time = 0.052000 loss = 7.019740 testLoss 7.013716 Search: 0.002 0.001000 'SALINITY_COND lambda = -0.4097 alpha = -0.000000 lossBound = -0.000000 W1 = 0.044118 N1 = 0.029412 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.052 0.000000 Search: 0.084 0.000000 increaseLambda: 0.002 0.000000 increaseLambda: 0.648 0.000000 0: time = 0.002000 loss = 7.015088 testLoss 7.014545 increaseLambda: 0.052 0.000000 Undoing: newLoss 7.01974039222135, oldLoss 7.019740392221351, deltaLossBound -2.8390119321746907E-15 'TURB__rev lambda = -0.0445 alpha = -0.044503 lossBound = -0.099425 W1 = 0.339936 N1 = 0.126894 deltaLoss = -0.008671 increaseLambda: 0.084 0.000000 Undoing contribution: was 0.18526273334911092 now 0.18514110411950202 35: time = 0.084000 loss = 6.791786 testLoss 6.752498 'PTL__rev lambda = -1.8700 increaseLambda: 0.052 0.000000 alpha = 0.029464 lossBound = -0.000113 W1 = 0.131734 N1 = 0.113003 deltaLoss = -0.000122 Search: 0.648 0.000000 Updating 0 features NewtonStep: 0.084 0.000000 Updating 2 features NewtonStep: 0.002 0.000000 Search: 0.052 0.000000 increaseLambda: 0.084 0.000000 Undoing: newLoss 6.792166865158928, oldLoss 6.791785640728909, deltaLossBound -5.936011059948877E-5 increaseLambda: 0.052 0.000000 35: time = 0.052000 loss = 7.019740 testLoss 7.013716 'SALINITY_COND lambda = -0.4097 increaseLambda: 0.002 0.000000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.044118 N1 = 0.029412 deltaLoss = 0.000000 increaseLambda: 0.648 0.000000 Undoing: newLoss 7.009479221176019, oldLoss 7.015088265154528, deltaLossBound -0.09440414463333158 increaseLambda: 0.084 0.000000 Updating 2 features 213: time = 0.648000 loss = 6.057192 testLoss 7.058579 NewtonStep: 0.052 0.000000 SALINITY_COND: lambda = 0.0225 min = 1.0000 max = 3.0000 alpha = 0.022501 lossBound = -0.000005 W1 = 0.079088 N1 = 0.088235 deltaLoss = -0.000007 increaseLambda: 0.002 0.000000 increaseLambda: 0.053 0.001000 36: time = 0.053000 loss = 7.019740 testLoss 7.013716 'SALINITY_COND lambda = -0.4097 alpha = -0.000000 lossBound = -0.000000 W1 = 0.044118 N1 = 0.029412 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.053 0.000000 Search: 0.085 0.001000 increaseLambda: 0.053 0.000000 Undoing: newLoss 7.0197403922213475, oldLoss 7.0197403922213475, deltaLossBound -4.60735184874746E-16 Search: 0.003 0.001000 increaseLambda: 0.085 0.000000 36: time = 0.085000 loss = 6.791663 testLoss 6.752324 'PTL__rev lambda = 0.0353 alpha = 0.035324 lossBound = -0.000059 W1 = 0.783363 N1 = 0.802858 deltaLoss = -0.000123 increaseLambda: 0.053 0.000000 Updating 1 features NewtonStep: 0.085 0.000000 increaseLambda: 0.003 0.000000 1: time = 0.003000 loss = 7.006867 testLoss 7.005793 'TURB__rev lambda = -0.0880 alpha = -0.043472 lossBound = -0.094404 W1 = 0.334301 N1 = 0.126894 deltaLoss = -0.008221 Search: 0.053 0.000000 increaseLambda: 0.085 0.000000 Undoing: newLoss 6.7916403795393485, oldLoss 6.7916627832152034, deltaLossBound -2.2766325087671265E-5 increaseLambda: 0.053 0.000000 37: time = 0.053000 loss = 7.019740 testLoss 7.013716 'SALINITY_COND lambda = -0.4097 alpha = -0.000000 lossBound = -0.000000 W1 = 0.044118 N1 = 0.029412 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.053 0.000000 increaseLambda: 0.085 0.000000 increaseLambda: 0.053 0.000000 Undoing: newLoss 7.019740392221348, oldLoss 7.0197403922213475, deltaLossBound -3.1860537594670715E-16 Updating 2 features NewtonStep: 0.003 0.000000 increaseLambda: 0.053 0.000000 increaseLambda: 0.003 0.000000 Undoing: newLoss 7.001548244211251, oldLoss 7.006867078398874, deltaLossBound -0.08963514035108595 Search: 0.085 0.000000 Search: 0.054 0.001000 increaseLambda: 0.086 0.001000 Undoing contribution: was 0.18514110411950202 now 0.18511651665899354 increaseLambda: 0.004 0.001000 37: time = 0.086000 loss = 6.791638 testLoss 6.752439 increaseLambda: 0.054 0.000000 38: time = 0.054000 loss = 7.019740 testLoss 7.013716 'SALINITY_COND lambda = -0.4097 alpha = -0.000000 lossBound = -0.000000 W1 = 0.044118 N1 = 0.029412 deltaLoss = 0.000000 Updating 2 features 'PTL__rev lambda = -1.8568 alpha = 0.013200 lossBound = -0.000023 W1 = 0.133480 N1 = 0.113003 deltaLoss = -0.000025 NewtonStep: 0.054 0.000000 Updating 0 features increaseLambda: 0.054 0.000000 Undoing: newLoss 7.019740392221349, oldLoss 7.019740392221349, deltaLossBound -1.5411960765251354E-16 NewtonStep: 0.086 0.000000 Search: 0.004 0.000000 increaseLambda: 0.054 0.000000 increaseLambda: 0.086 0.000000 Undoing: newLoss 6.792423520480377, oldLoss 6.791638195754695, deltaLossBound -1.3547204963237691E-5 increaseLambda: 0.004 0.000000 2: time = 0.004000 loss = 6.999072 testLoss 6.997481 'TURB__rev lambda = -0.1304 alpha = -0.042463 lossBound = -0.089635 W1 = 0.328833 N1 = 0.126894 deltaLoss = -0.007795 increaseLambda: 0.086 0.000000 Search: 0.054 0.000000 increaseLambda: 0.054 0.000000 39: time = 0.054000 loss = 7.019740 testLoss 7.013716 'SALINITY_COND lambda = -0.4097 alpha = -0.000000 lossBound = -0.000000 W1 = 0.044118 N1 = 0.029412 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.004 0.000000 Search: 0.086 0.000000 increaseLambda: 0.005 0.001000 Undoing: newLoss 6.9940274378485805, oldLoss 6.999072399286395, deltaLossBound -0.08510599969293438 increaseLambda: 0.087 0.001000 38: time = 0.087000 loss = 6.791610 testLoss 6.752385 'PTL__rev lambda = 0.0169 alpha = 0.016930 lossBound = -0.000014 W1 = 0.785806 N1 = 0.803974 deltaLoss = -0.000028 Updating 2 features NewtonStep: 0.055 0.001000 increaseLambda: 0.005 0.000000 increaseLambda: 0.055 0.000000 Undoing: newLoss 7.019740392221348, oldLoss 7.0197403922213475, deltaLossBound -6.129747948358176E-17 Updating 0 features NewtonStep: 0.087 0.000000 increaseLambda: 0.055 0.000000 increaseLambda: 0.087 0.000000 39: time = 0.087000 loss = 6.791584 testLoss 6.751972 Search: 0.005 0.000000 'PTL__rev lambda = -0.2297 alpha = -0.009674 lossBound = -0.000023 W1 = 0.365698 N1 = 0.334334 deltaLoss = -0.000026 Updating 5 features Search: 0.055 0.000000 Updating 1 features increaseLambda: 0.005 0.000000 NewtonStep: 0.651 0.003000 3: time = 0.005000 loss = 6.991682 testLoss 6.989584 NewtonStep: 0.087 0.000000 'TURB__rev lambda = -0.1719 alpha = -0.041476 lossBound = -0.085106 W1 = 0.323528 N1 = 0.126894 deltaLoss = -0.007390 increaseLambda: 0.055 0.000000 40: time = 0.055000 loss = 7.019740 testLoss 7.013716 'SALINITY_COND lambda = -0.4097 alpha = -0.000000 lossBound = -0.000000 W1 = 0.044118 N1 = 0.029412 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.055 0.000000 increaseLambda: 0.087 0.000000 Undoing: newLoss 6.791572598458215, oldLoss 6.791583994991227, deltaLossBound -1.1602957828028794E-5 increaseLambda: 0.055 0.000000 Undoing: newLoss 7.020334876471868, oldLoss 7.019740392221348, deltaLossBound 0.0 increaseLambda: 0.087 0.000000 Updating 2 features increaseLambda: 0.055 0.000000 NewtonStep: 0.005 0.000000 increaseLambda: 0.651 0.000000 Undoing contribution: was 0.010846915508694568 now 0.010835260608748978 214: time = 0.651000 loss = 6.057181 testLoss 7.057474 'COND__rev lambda = -0.3944 alpha = 0.015927 lossBound = -0.000005 W1 = 0.625264 N1 = 0.596381 deltaLoss = -0.000012 increaseLambda: 0.006 0.001000 Undoing: newLoss 6.986895904879434, oldLoss 6.991682301333819, deltaLossBound -0.08080539430521488 Search: 0.056 0.001000 increaseLambda: 0.056 0.000000 41: time = 0.056000 loss = 7.019740 testLoss 7.013716 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.056 0.000000 Search: 0.088 0.001000 increaseLambda: 0.056 0.000000 Undoing: newLoss 7.020334876471868, oldLoss 7.019740392221348, deltaLossBound 0.0 increaseLambda: 0.006 0.000000 increaseLambda: 0.056 0.000000 increaseLambda: 0.088 0.000000 Undoing contribution: was 0.18511651665899354 now 0.18510398296831354 40: time = 0.088000 loss = 6.791571 testLoss 6.752059 'PTL__rev lambda = -1.8474 alpha = 0.009417 lossBound = -0.000012 W1 = 0.133889 N1 = 0.113003 deltaLoss = -0.000013 Search: 0.006 0.000000 Search: 0.056 0.000000 increaseLambda: 0.056 0.000000 42: time = 0.056000 loss = 7.019740 testLoss 7.013716 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.056 0.000000 increaseLambda: 0.006 0.000000 4: time = 0.006000 loss = 6.984676 testLoss 6.982083 increaseLambda: 0.056 0.000000 Undoing: newLoss 7.020334876471868, oldLoss 7.019740392221348, deltaLossBound 0.0 Updating 1 features NewtonStep: 0.088 0.000000 increaseLambda: 0.056 0.000000 increaseLambda: 0.088 0.000000 41: time = 0.088000 loss = 6.791552 testLoss 6.751709 'PTL__rev lambda = -0.2380 alpha = -0.008282 lossBound = -0.000017 W1 = 0.365388 N1 = 0.334334 deltaLoss = -0.000019 Search: 0.056 0.000000 increaseLambda: 0.056 0.000000 43: time = 0.056000 loss = 7.019740 testLoss 7.013716 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.056 0.000000 Updating 0 features NewtonStep: 0.088 0.000000 increaseLambda: 0.056 0.000000 Undoing: newLoss 7.020334876471868, oldLoss 7.019740392221348, deltaLossBound 0.0 increaseLambda: 0.089 0.001000 42: time = 0.089000 loss = 6.791534 testLoss 6.751674 increaseLambda: 0.057 0.001000 'TURB__rev lambda = -0.2124 alpha = -0.040511 lossBound = -0.080805 W1 = 0.318383 N1 = 0.126894 deltaLoss = -0.007006 Search: 0.057 0.000000 increaseLambda: 0.057 0.000000 44: time = 0.057000 loss = 7.019740 testLoss 7.013716 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.057 0.000000 increaseLambda: 0.057 0.000000 Undoing: newLoss 7.020334876471868, oldLoss 7.019740392221348, deltaLossBound 0.0 Updating 2 features increaseLambda: 0.057 0.000000 NewtonStep: 0.007 0.001000 Search: 0.057 0.000000 increaseLambda: 0.007 0.000000 Undoing: newLoss 6.980133710861936, oldLoss 6.984675894237922, deltaLossBound -0.07672240673917571 'PTL__rev lambda = 0.0468 increaseLambda: 0.057 0.000000 45: time = 0.057000 loss = 7.019740 testLoss 7.013716 alpha = 0.011453 lossBound = -0.000011 W1 = 0.784536 N1 = 0.802858 deltaLoss = -0.000019 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.057 0.000000 increaseLambda: 0.007 0.000000 Updating 0 features increaseLambda: 0.057 0.000000 Undoing: newLoss 7.020334876471868, oldLoss 7.019740392221348, deltaLossBound 0.0 NewtonStep: 0.089 0.000000 increaseLambda: 0.058 0.001000 increaseLambda: 0.09 0.001000 43: time = 0.090000 loss = 6.791518 testLoss 6.751362 'PTL__rev lambda = -0.2454 alpha = -0.007416 lossBound = -0.000013 W1 = 0.365194 N1 = 0.334334 deltaLoss = -0.000015 Search: 0.008 0.001000 Search: 0.058 0.000000 increaseLambda: 0.058 0.000000 46: time = 0.058000 loss = 7.019740 testLoss 7.013716 Updating 0 features SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.058 0.000000 NewtonStep: 0.09 0.000000 increaseLambda: 0.008 0.000000 Updating 6 features increaseLambda: 0.058 0.000000 Undoing: newLoss 7.020334876471868, oldLoss 7.019740392221348, deltaLossBound 0.0 5: time = 0.008000 loss = 6.978033 testLoss 6.974958 'TURB__rev lambda = -0.2520 NewtonStep: 0.654 0.003000 alpha = -0.039566 lossBound = -0.076722 W1 = 0.313394 N1 = 0.126894 deltaLoss = -0.006643 increaseLambda: 0.058 0.000000 increaseLambda: 0.09 0.000000 Undoing: newLoss 6.7915053164210795, oldLoss 6.791518446060787, deltaLossBound -1.3371866047035442E-5 increaseLambda: 0.09 0.000000 Search: 0.058 0.000000 increaseLambda: 0.058 0.000000 47: time = 0.058000 loss = 7.019740 testLoss 7.013716 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.058 0.000000 Updating 2 features NewtonStep: 0.008 0.000000 increaseLambda: 0.654 0.000000 Undoing contribution: was 0.026080961689900987increaseLambda: 0.058 0.000000 Undoing: newLoss 7.020334876471868, oldLoss 7.019740392221348, deltaLossBound 0.0 now 0.026074182822438955 Search: 0.09 0.000000 increaseLambda: 0.008 0.000000 Undoing: newLoss 6.973721855947869, oldLoss 6.978033289859758, deltaLossBound -0.07284653334779698 215: time = 0.654000 loss = 6.057174 testLoss 7.057480 increaseLambda: 0.058 0.000000 'TURB__rev lambda = -0.2519 alpha = 0.013261 lossBound = -0.000003 W1 = 0.187530 N1 = 0.164242 deltaLoss = -0.000007 increaseLambda: 0.091 0.001000 Undoing contribution: was 0.18510398296831354 now 0.18508954129279498 44: time = 0.091000 loss = 6.791504 testLoss 6.751454 'PTL__rev lambda = -1.8373 alpha = 0.010110 lossBound = -0.000013 W1 = 0.133815 N1 = 0.113003 deltaLoss = -0.000014 increaseLambda: 0.009 0.001000 Search: 0.059 0.001000 increaseLambda: 0.059 0.000000 48: time = 0.059000 loss = 7.019740 testLoss 7.013716 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 0 features NewtonStep: 0.091 0.000000 Updating 2 features NewtonStep: 0.059 0.000000 increaseLambda: 0.059 0.000000 Undoing: newLoss 7.020334876471868, oldLoss 7.019740392221348, deltaLossBound 0.0 Search: 0.009 0.000000 increaseLambda: 0.059 0.000000 increaseLambda: 0.009 0.000000 6: time = 0.009000 loss = 6.971736 testLoss 6.968189 'TURB__rev lambda = -0.2906 alpha = -0.038643 lossBound = -0.072847 W1 = 0.308557 N1 = 0.126894 deltaLoss = -0.006298 Search: 0.059 0.000000 increaseLambda: 0.059 0.000000 49: time = 0.059000 loss = 7.019740 testLoss 7.013716 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.059 0.000000 increaseLambda: 0.091 0.000000 45: time = 0.091000 loss = 6.791491 testLoss 6.751164 'PTL__rev lambda = -0.2523 alpha = -0.006911 lossBound = -0.000012 W1 = 0.365083 N1 = 0.334334 deltaLoss = -0.000013 increaseLambda: 0.059 0.000000 Undoing: newLoss 7.02209898157821, oldLoss 7.019740392221348, deltaLossBound 0.0 Updating 2 features Updating 0 features increaseLambda: 0.059 0.000000 NewtonStep: 0.009 0.000000 NewtonStep: 0.092 0.001000 increaseLambda: 0.092 0.000000 Undoing: newLoss 6.791480537294613, oldLoss 6.791490671553837, deltaLossBound -1.0332015525628467E-5 increaseLambda: 0.01 0.001000 Undoing: newLoss 6.967642245152586, oldLoss 6.971735567153611, deltaLossBound -0.06916768416607572 Search: 0.06 0.001000 increaseLambda: 0.06 0.000000 50: time = 0.060000 loss = 7.019740 testLoss 7.013716 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.06 0.000000 increaseLambda: 0.092 0.000000 increaseLambda: 0.01 0.000000 increaseLambda: 0.06 0.000000 Undoing: newLoss 7.02209898157821, oldLoss 7.019740392221348, deltaLossBound 0.0 increaseLambda: 0.06 0.000000 Search: 0.092 0.000000 Search: 0.01 0.000000 Search: 0.06 0.000000 increaseLambda: 0.06 0.000000 increaseLambda: 0.092 0.000000 51: time = 0.060000 loss = 7.019740 testLoss 7.013716 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Undoing contribution: was 0.18508954129279498Updating 2 features NewtonStep: 0.06 0.000000 now 0.18507838305085833 increaseLambda: 0.01 0.000000 7: time = 0.010000 loss = 6.965765 testLoss 6.961757 46: time = 0.092000 loss = 6.791480 testLoss 6.751247 'TURB__rev lambda = -0.3284 alpha = -0.037740 lossBound = -0.069168 W1 = 0.303869 N1 = 0.126894 deltaLoss = -0.005971 'PTL__rev lambda = -1.8284 alpha = 0.008885 lossBound = -0.000010 W1 = 0.133948 N1 = 0.113003 deltaLoss = -0.000011 increaseLambda: 0.06 0.000000 Undoing: newLoss 7.02209898157821, oldLoss 7.019740392221348, deltaLossBound 0.0 increaseLambda: 0.06 0.000000 Updating 0 features NewtonStep: 0.092 0.000000 Updating 5 features Updating 2 features NewtonStep: 0.656 0.002000 increaseLambda: 0.092 0.000000 NewtonStep: 0.01 0.000000 47: time = 0.092000 loss = 6.791468 testLoss 6.750982 Search: 0.06 0.000000 increaseLambda: 0.06 0.000000 'PTL__rev lambda = -0.2586 52: time = 0.060000 loss = 7.019740 testLoss 7.013716 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 alpha = -0.006338 lossBound = -0.000010 W1 = 0.364956 N1 = 0.334334 deltaLoss = -0.000011 Updating 2 features NewtonStep: 0.061 0.001000 increaseLambda: 0.011 0.001000 Undoing: newLoss 6.961178848719899, oldLoss 6.965764736424963, deltaLossBound -0.0657168691192794 Updating 0 features increaseLambda: 0.061 0.000000 Undoing: newLoss 7.02209898157821, oldLoss 7.019740392221348, deltaLossBound 0.0 NewtonStep: 0.093 0.001000 increaseLambda: 0.061 0.000000 increaseLambda: 0.011 0.000000 increaseLambda: 0.657 0.001000 Undoing contribution: was 0.0020208709411715696 now 0.0020044091047344602 increaseLambda: 0.093 0.000000 48: time = 0.093000 loss = 6.791449 testLoss 6.750946 'PTL__rev lambda = 0.0584 alpha = 0.011596 lossBound = -0.000011 W1 = 0.784523 N1 = 0.802858 deltaLoss = -0.000019 216: time = 0.657000 loss = 6.057157 testLoss 7.057424 'NTL__rev lambda = 0.3703 alpha = -0.022616 lossBound = -0.000005 W1 = 0.274544 N1 = 0.295846 deltaLoss = -0.000016 Search: 0.061 0.000000 increaseLambda: 0.061 0.000000 53: time = 0.061000 loss = 7.019740 testLoss 7.013716 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.061 0.000000 Search: 0.011 0.000000 Updating 0 features increaseLambda: 0.061 0.000000 Undoing: newLoss 7.02209898157821, oldLoss 7.019740392221348, deltaLossBound 0.0 increaseLambda: 0.011 0.000000 increaseLambda: 0.061 0.000000 NewtonStep: 0.093 0.000000 increaseLambda: 0.093 0.000000 Search: 0.061 0.000000 increaseLambda: 0.061 0.000000 49: time = 0.093000 loss = 6.791439 testLoss 6.750690 54: time = 0.061000 loss = 7.019740 testLoss 7.013716 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features 8: time = 0.011000 loss = 6.959915 testLoss 6.954677 'TURB__rev lambda = -0.0419 alpha = -0.041876 lossBound = -0.065717 W1 = 0.238934 N1 = 0.083694 deltaLoss = -0.005850 NewtonStep: 0.061 0.000000 'PTL__rev lambda = -0.2648 alpha = -0.006138 lossBound = -0.000009 W1 = 0.364910 N1 = 0.334334 deltaLoss = -0.000011 increaseLambda: 0.062 0.001000 Undoing: newLoss 7.02209898157821, oldLoss 7.019740392221348, deltaLossBound 0.0 Updating 0 features NewtonStep: 0.094 0.001000 Updating 2 features increaseLambda: 0.062 0.000000 NewtonStep: 0.012 0.001000 increaseLambda: 0.094 0.000000 Undoing contribution: was 0.18507838305085833 now 0.18506155622256226 50: time = 0.094000 loss = 6.791422 testLoss 6.750913 'PTL__rev lambda = -1.8057 alpha = 0.022670 lossBound = -0.000010 W1 = 0.134919 N1 = 0.113003 deltaLoss = -0.000017 increaseLambda: 0.012 0.000000 Undoing: newLoss 6.956426281166458, oldLoss 6.959914744696403, deltaLossBound -0.062268177892088855 Search: 0.062 0.000000 increaseLambda: 0.062 0.000000 55: time = 0.062000 loss = 7.019740 testLoss 7.013716 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.062 0.000000 Updating 0 features NewtonStep: 0.094 0.000000 increaseLambda: 0.012 0.000000 increaseLambda: 0.062 0.000000 Undoing: newLoss 7.02209898157821, oldLoss 7.019740392221348, deltaLossBound 0.0 increaseLambda: 0.062 0.000000 increaseLambda: 0.094 0.000000 51: time = 0.094000 loss = 6.791385 testLoss 6.749855 'PTL__rev lambda = -0.2903 alpha = -0.025527 lossBound = -0.000018 W1 = 0.363542 N1 = 0.334334 deltaLoss = -0.000037 Search: 0.012 0.000000 Updating 0 features Search: 0.062 0.000000 NewtonStep: 0.094 0.000000 increaseLambda: 0.062 0.000000 56: time = 0.062000 loss = 7.019740 testLoss 7.013716 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.062 0.000000 increaseLambda: 0.012 0.000000 9: time = 0.012000 loss = 6.954384 testLoss 6.947946 'TURB__rev lambda = -0.0828 alpha = -0.040889 lossBound = -0.062268 W1 = 0.234577 N1 = 0.083694 deltaLoss = -0.005531 increaseLambda: 0.094 0.000000 increaseLambda: 0.062 0.000000 Undoing: newLoss 7.02209898157821, oldLoss 7.019740392221348, deltaLossBound 0.0 52: time = 0.094000 loss = 6.791330 testLoss 6.749736 'PTL__rev lambda = 0.1025 alpha = 0.044142 lossBound = -0.000018 W1 = 0.785807 N1 = 0.802858 deltaLoss = -0.000055 increaseLambda: 0.063 0.001000 Updating 0 features Updating 2 features NewtonStep: 0.095 0.001000 NewtonStep: 0.013 0.001000 Search: 0.063 0.000000 increaseLambda: 0.063 0.000000 57: time = 0.063000 loss = 7.019740 testLoss 7.013716 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.063 0.000000 increaseLambda: 0.095 0.000000 53: time = 0.095000 loss = 6.791304 testLoss 6.748840 Updating 7 features 'PTL__rev lambda = -0.3120 increaseLambda: 0.013 0.000000 alpha = -0.021734 lossBound = -0.000013 W1 = 0.363541 N1 = 0.334334 deltaLoss = -0.000026 increaseLambda: 0.063 0.000000 Undoing: newLoss 7.02209898157821, oldLoss 7.019740392221348, deltaLossBound 0.0 Undoing: newLoss 6.9384848337019775, oldLoss 6.954384145373192, deltaLossBound -0.05900664730887774 NewtonStep: 0.659 0.002000 increaseLambda: 0.063 0.000000 Updating 0 features NewtonStep: 0.095 0.000000 increaseLambda: 0.013 0.000000 increaseLambda: 0.095 0.000000 Undoing contribution: was 0.18506155622256226 now 0.18503148625420962 Search: 0.063 0.000000 increaseLambda: 0.063 0.000000 54: time = 0.095000 loss = 6.791274 testLoss 6.749130 58: time = 0.063000 loss = 7.019740 testLoss 7.013716 'PTL__rev lambda = -1.7754 alpha = 0.030352 lossBound = -0.000017 W1 = 0.134925 N1 = 0.113003 deltaLoss = -0.000030 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.063 0.000000 Search: 0.013 0.000000 increaseLambda: 0.659 0.000000 Undoing contribution: was 0.1596735684535363 now 0.159665156921445 Updating 0 features increaseLambda: 0.063 0.000000 Undoing: newLoss 7.02209898157821, oldLoss 7.019740392221348, deltaLossBound 0.0 NewtonStep: 0.095 0.000000 217: time = 0.659000 loss = 6.057149 testLoss 7.057599 'PTL__rev lambda = -0.6455 alpha = 0.015526 lossBound = -0.000005 W1 = 0.145372 N1 = 0.122951 deltaLoss = -0.000008 increaseLambda: 0.064 0.001000 increaseLambda: 0.014 0.001000 10: time = 0.014000 loss = 6.929884 testLoss 6.917583 'TURB__rev lambda = -0.2824 alpha = -0.199622 lossBound = -0.059007 W1 = 0.214094 N1 = 0.083694 deltaLoss = -0.024500 increaseLambda: 0.096 0.001000 55: time = 0.096000 loss = 6.791256 testLoss 6.748400 'PTL__rev lambda = -0.3299 alpha = -0.017811 lossBound = -0.000009 W1 = 0.363541 N1 = 0.334334 deltaLoss = -0.000018 Search: 0.064 0.000000 increaseLambda: 0.064 0.000000 59: time = 0.064000 loss = 7.019740 testLoss 7.013716 SALINITY_COND: lambda = 0.0000 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.089181 N1 = 0.088235 deltaLoss = 0.000000 Updating 1 features Newton: returning 7.99502549835536E-6 Updating 2 features Updating 0 features Updating 2 features NewtonStep: 0.096 0.000000 Loss was 7.019740392221348, now 7.0197403922213475, delta -0.000000 parallelUpdate: 0.064 0.000000 Converged after 60 iterations 60: time = 0.064000 loss = 7.019740 testLoss 7.013716 Res.gain: 0.004018562517095425 increaseLambda: 0.096 0.000000 Undoing: newLoss 6.800617375403526, oldLoss 6.791255843457159, deltaLossBound -6.10638494961152E-6 increaseLambda: 0.096 0.000000 Making features makeFeatures: max memory 1908932608, total allocated 543686656, free 275684896, used 268001760, increment 9211712 Daphnia_lumholtzi TURB_COND: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 Search: 0.097 0.001000 increaseLambda: 0.097 0.000000 56: time = 0.097000 loss = 6.791239 testLoss 6.748338 'PTL__rev lambda = 0.0339 NewtonStep: 0.015 0.001000 alpha = 0.033925 lossBound = -0.000006 W1 = 0.784157 N1 = 0.800813 deltaLoss = -0.000017 increaseLambda: 0.015 0.000000 Updating 0 features 34 samples NewtonStep: 0.097 0.000000 Density: max memory 1908932608, total allocated 543686656, free 275486712, used 268199944, increment 198184 linearPredictor: max memory 1908932608, total allocated 543686656, free 275486712, used 268199944, increment 0 increaseLambda: 0.098 0.001000 FeaturedSpace: max memory 1908932608, total allocated 543686656, free 275486712, used 268199944, increment 0 57: time = 0.098000 loss = 6.791223 testLoss 6.747653 Sequential: max memory 1908932608, total allocated 543686656, free 275486712, used 268199944, increment 0 Undoing: newLoss 6.916982479426445, oldLoss 6.929883893971192, deltaLossBound -0.04466264312053794 Initial loss: 7.023758954738443 Initial test loss: 7.023758954738443 Updating 2 features NewtonStep: 0.0 0.000000 increaseLambda: 0.016 0.001000 increaseLambda: 0.0 0.000000 Undoing: newLoss 7.0202887388215975, oldLoss 7.023758954738443, deltaLossBound -0.07583574097669937 increaseLambda: 0.0 0.000000 Search: 0.0 0.000000 Updating 6 features NewtonStep: 0.662 0.003000 increaseLambda: 0.0 0.000000 'PTL__rev lambda = -0.3466 0: time = 0.000000 loss = 7.020466 testLoss 7.025146 alpha = -0.016730 lossBound = -0.000008 W1 = 0.363540 N1 = 0.334334 deltaLoss = -0.000016 'TURB_COND__rev lambda = 0.0198 alpha = 0.019778 lossBound = -0.075836 W1 = 0.689910 N1 = 0.882353 deltaLoss = -0.003293 Updating 2 features NewtonStep: 0.001 0.001000 Search: 0.017 0.001000 Updating 0 features increaseLambda: 0.001 0.000000 Undoing: newLoss 7.017964078209994, oldLoss 7.020465547357611, deltaLossBound -0.0725423335958681 NewtonStep: 0.099 0.001000 increaseLambda: 0.017 0.000000 11: time = 0.017000 loss = 6.911923 testLoss 6.897738 'TURB__rev lambda = -0.4827 alpha = -0.154342 lossBound = -0.044663 W1 = 0.255702 N1 = 0.126894 deltaLoss = -0.017961 increaseLambda: 0.001 0.000000 increaseLambda: 0.099 0.000000 Undoing contribution: was 0.18503148625420962 now 0.18501653645775995 58: time = 0.099000 loss = 6.791208 testLoss 6.747864 'PTL__rev lambda = -1.7540 alpha = 0.021329 lossBound = -0.000009 W1 = 0.134918 N1 = 0.113003 deltaLoss = -0.000015 Updating 0 features Updating 2 features NewtonStep: 0.099 0.000000 Search: 0.001 0.000000 NewtonStep: 0.017 0.000000 increaseLambda: 0.099 0.000000 increaseLambda: 0.001 0.000000 1: time = 0.001000 loss = 7.017319 testLoss 7.026587 59: time = 0.099000 loss = 6.791200 testLoss 6.747353 'PTL__rev lambda = -0.3591 alpha = -0.012550 lossBound = -0.000004 W1 = 0.363540 N1 = 0.334334 deltaLoss = -0.000009 Updating 12 features increaseLambda: 0.017 0.000000 Undoing: newLoss 6.9024430418555, oldLoss 6.911923245634507, deltaLossBound -0.03450120596850771 'TURB_COND__rev lambda = 0.0392 alpha = 0.019382 lossBound = -0.072542 W1 = 0.694042 N1 = 0.882353 deltaLoss = -0.003146 Updating 2 features NewtonStep: 0.001 0.000000 increaseLambda: 0.017 0.000000 increaseLambda: 0.001 0.000000 Undoing: newLoss 7.014924112107721, oldLoss 7.017319200443984, deltaLossBound -0.06939598668224295 increaseLambda: 0.002 0.001000 increaseLambda: 0.664 0.002000 Search: 0.018 0.001000 Newton: returning 0.04699619189219129 Updating 1 features 218: time = 0.664000 loss = 6.057112 testLoss 7.056616 COND: lambda = -3.0331 min = 4.0000 max = 50,590.0000 alpha = -0.275717 lossBound = -0.000003 W1 = 0.009498 N1 = 0.008479 deltaLoss = -0.000037 increaseLambda: 0.018 0.000000 12: time = 0.018000 loss = 6.897861 testLoss 6.879069 'TURB__rev lambda = -0.4393 alpha = -0.156863 lossBound = -0.034501 W1 = 0.184040 N1 = 0.083694 deltaLoss = -0.014063 Loss was 6.791199642831958, now 6.791192234452289, delta -0.000007 parallelUpdate: 0.1 0.001000 Updating 2 features NewtonStep: 0.018 0.000000 Updating 1 features NewtonStep: 0.1 0.000000 increaseLambda: 0.018 0.000000 Undoing: newLoss 6.890558735975519, oldLoss 6.8978607400035, deltaLossBound -0.026184528263285017 Search: 0.002 0.000000 increaseLambda: 0.1 0.000000 Undoing contribution: was 0.18501653645775995 now 0.18500696462369326 61: time = 0.100000 loss = 6.791183 testLoss 6.746839 'PTL__rev lambda = -1.7312 alpha = 0.017034 lossBound = -0.000005 W1 = 0.134915 N1 = 0.113003 deltaLoss = -0.000010 increaseLambda: 0.003 0.001000 2: time = 0.003000 loss = 7.014313 testLoss 7.028076 'TURB_COND__rev lambda = 0.0582 alpha = 0.018995 lossBound = -0.069396 W1 = 0.698060 N1 = 0.882353 deltaLoss = -0.003006 Updating 2 features Updating 0 features NewtonStep: 0.003 0.000000 increaseLambda: 0.003 0.000000 Undoing: newLoss 7.01201967463754, oldLoss 7.014313179480228, deltaLossBound -0.06638996571848033 increaseLambda: 0.019 0.001000 increaseLambda: 0.003 0.000000 NewtonStep: 0.101 0.001000 Search: 0.003 0.000000 increaseLambda: 0.101 0.000000 Undoing contribution: was 0.007046530539079833 now 0.0070370396304030875 62: time = 0.101000 loss = 6.791173 testLoss 6.746889 'PTL__rev lambda = 0.1225 alpha = -0.020131 lossBound = -0.000003 W1 = 0.812918 N1 = 0.829013 deltaLoss = -0.000009 increaseLambda: 0.003 0.000000 3: time = 0.003000 loss = 7.011441 testLoss 7.029610 'TURB_COND__rev lambda = 0.0768 alpha = 0.018615 lossBound = -0.066390 W1 = 0.701969 N1 = 0.882353 deltaLoss = -0.002872 Updating 2 features NewtonStep: 0.003 0.000000 Updating 0 features NewtonStep: 0.101 0.000000 increaseLambda: 0.003 0.000000 Undoing: newLoss 7.009244579984526, oldLoss 7.011441061416424, deltaLossBound -0.06351784765468271 increaseLambda: 0.101 0.000000 63: time = 0.101000 loss = 6.791167 testLoss 6.746862 'PTL__rev lambda = 0.0507 alpha = 0.015204 lossBound = -0.000002 W1 = 0.783704 N1 = 0.800813 deltaLoss = -0.000006 increaseLambda: 0.004 0.001000 Updating 0 features NewtonStep: 0.102 0.001000 increaseLambda: 0.102 0.000000 Undoing contribution: was 0.0070370396304030875 now 0.007030774381767637 Search: 0.004 0.000000 64: time = 0.102000 loss = 6.791160 testLoss 6.746904 'PTL__rev lambda = 0.1062 alpha = -0.016332 lossBound = -0.000002 W1 = 0.812920 N1 = 0.829013 deltaLoss = -0.000006 increaseLambda: 0.004 0.000000 4: time = 0.004000 loss = 7.008697 testLoss 7.031182 'TURB_COND__rev lambda = 0.0950 alpha = 0.018242 lossBound = -0.063518 W1 = 0.705771 N1 = 0.882353 deltaLoss = -0.002744 Updating 2 features NewtonStep: 0.004 0.000000 increaseLambda: 0.004 0.000000 Undoing: newLoss 7.006592926590338, oldLoss 7.008696720741047, deltaLossBound -0.060773506979303976 Search: 0.02 0.001000 Updating 0 features increaseLambda: 0.004 0.000000 NewtonStep: 0.102 0.000000 Search: 0.005 0.001000 Updating 4 features NewtonStep: 0.667 0.003000 increaseLambda: 0.005 0.000000 increaseLambda: 0.021 0.001000 5: time = 0.005000 loss = 7.006074 testLoss 7.032791 'TURB_COND__rev lambda = 0.1129 alpha = 0.017878 lossBound = -0.060774 W1 = 0.709470 N1 = 0.882353 deltaLoss = -0.002622 Updating 2 features NewtonStep: 0.005 0.000000 increaseLambda: 0.103 0.001000 13: time = 0.021000 loss = 6.887277 testLoss 6.864423 'TURB__rev lambda = -0.5776 65: time = 0.103000 loss = 6.791154 testLoss 6.746877 alpha = -0.138310 lossBound = -0.026185 W1 = 0.172101 N1 = 0.083694 deltaLoss = -0.010584 'PTL__rev lambda = 0.0657 alpha = 0.014997 lossBound = -0.000002 W1 = 0.783704 N1 = 0.800813 deltaLoss = -0.000006 increaseLambda: 0.005 0.000000 Undoing: newLoss 7.004059084607745, oldLoss 7.006074316081947, deltaLossBound -0.058151102320201827 increaseLambda: 0.667 0.000000 Updating 0 features increaseLambda: 0.005 0.000000 NewtonStep: 0.103 0.000000 219: time = 0.667000 loss = 6.057100 testLoss 7.057404 SALINITY_COND: lambda = 0.0455 min = 1.0000 max = 3.0000 alpha = 0.023044 lossBound = -0.000008 W1 = 0.078860 N1 = 0.088235 deltaLoss = -0.000012 Updating 2 features increaseLambda: 0.103 0.000000 Undoing contribution: was 0.007030774381767637 now 0.007024651308933096 NewtonStep: 0.021 0.000000 66: time = 0.103000 loss = 6.791148 testLoss 6.746919 'PTL__rev lambda = 0.0900 alpha = -0.016141 lossBound = -0.000002 W1 = 0.812920 N1 = 0.829013 deltaLoss = -0.000006 Search: 0.005 0.000000 increaseLambda: 0.021 0.000000 Undoing: newLoss 6.881273901138521, oldLoss 6.887276745025022, deltaLossBound -0.019990811755389443 increaseLambda: 0.005 0.000000 6: time = 0.005000 loss = 7.003568 testLoss 7.034431 'TURB_COND__rev lambda = 0.1304 alpha = 0.017520 lossBound = -0.058151 W1 = 0.713068 N1 = 0.882353 deltaLoss = -0.002506 Updating 2 features NewtonStep: 0.005 0.000000 increaseLambda: 0.021 0.000000 increaseLambda: 0.005 0.000000 Undoing: newLoss 7.001637683815207, oldLoss 7.003568277330126, deltaLossBound -0.055645063568381045 increaseLambda: 0.006 0.001000 Search: 0.022 0.001000 increaseLambda: 0.022 0.000000 14: time = 0.022000 loss = 6.879373 testLoss 6.855225 'TURB__rev lambda = -0.5887 alpha = -0.105991 lossBound = -0.019991 W1 = 0.217344 N1 = 0.126894 deltaLoss = -0.007904 Search: 0.006 0.000000 increaseLambda: 0.006 0.000000 7: time = 0.006000 loss = 7.001173 testLoss 7.036100 'TURB_COND__rev lambda = 0.1476 alpha = 0.017170 lossBound = -0.055645 W1 = 0.716568 N1 = 0.882353 deltaLoss = -0.002395 Updating 2 features NewtonStep: 0.006 0.000000 Updating 2 features NewtonStep: 0.022 0.000000 increaseLambda: 0.006 0.000000 Undoing: newLoss 6.999323601987811, oldLoss 7.001173293276668, deltaLossBound -0.053250079514923054 increaseLambda: 0.022 0.000000 Undoing: newLoss 6.874922594880361, oldLoss 6.8793727154704145, deltaLossBound -0.015551403055292951 increaseLambda: 0.006 0.000000 increaseLambda: 0.022 0.000000 Updating 0 features Search: 0.006 0.000000 NewtonStep: 0.104 0.001000 increaseLambda: 0.007 0.001000 8: time = 0.007000 loss = 6.998884 testLoss 7.037793 'TURB_COND__rev lambda = 0.1644 alpha = 0.016826 lossBound = -0.053250 W1 = 0.719973 N1 = 0.882353 deltaLoss = -0.002289 Updating 2 features NewtonStep: 0.007 0.000000 Search: 0.023 0.001000 increaseLambda: 0.007 0.000000 Undoing: newLoss 6.997111953717888, oldLoss 6.998884299752117, deltaLossBound -0.05096108599037253 increaseLambda: 0.105 0.001000 67: time = 0.105000 loss = 6.791142 testLoss 6.746893 'PTL__rev lambda = 0.0805 alpha = 0.014823 lossBound = -0.000002 W1 = 0.783704 N1 = 0.800813 deltaLoss = -0.000006 increaseLambda: 0.023 0.000000 increaseLambda: 0.007 0.000000 15: time = 0.023000 loss = 6.873175 testLoss 6.845835 'TURB__rev lambda = -0.6862 alpha = -0.108678 lossBound = -0.015551 W1 = 0.154292 N1 = 0.083694 deltaLoss = -0.006198 Updating 0 features NewtonStep: 0.105 0.000000 increaseLambda: 0.105 0.000000 Undoing contribution: was 0.007024651308933096 now 0.007018667340475461 Search: 0.007 0.000000 68: time = 0.105000 loss = 6.791136 testLoss 6.746934 'PTL__rev lambda = 0.0741 alpha = -0.015952 lossBound = -0.000002 W1 = 0.812920 N1 = 0.829013 deltaLoss = -0.000006 Updating 2 features NewtonStep: 0.023 0.000000 Updating 5 features increaseLambda: 0.007 0.000000 Updating 0 features 9: time = 0.007000 loss = 6.996696 testLoss 7.039508 'TURB_COND__rev lambda = 0.1809 NewtonStep: 0.669 0.002000 NewtonStep: 0.105 0.000000 alpha = 0.016490 lossBound = -0.050961 W1 = 0.723285 N1 = 0.882353 deltaLoss = -0.002188 Updating 2 features increaseLambda: 0.023 0.000000 Undoing: newLoss 6.869502403396749, oldLoss 6.873174509461452, deltaLossBound -0.01193079516115421 NewtonStep: 0.007 0.000000 increaseLambda: 0.105 0.000000 69: time = 0.105000 loss = 6.791130 testLoss 6.746908 'PTL__rev lambda = 0.0952 alpha = 0.014651 lossBound = -0.000002 W1 = 0.783704 N1 = 0.800813 deltaLoss = -0.000006 increaseLambda: 0.008 0.001000 Undoing: newLoss 6.988543585914346, oldLoss 6.996696468256551, deltaLossBound -0.048773254494803533 increaseLambda: 0.024 0.001000 Updating 0 features NewtonStep: 0.106 0.001000 increaseLambda: 0.008 0.000000 increaseLambda: 0.67 0.001000 increaseLambda: 0.106 0.000000 Undoing contribution: was 0.007018667340475461 now 0.007012819300078634 70: time = 0.106000 loss = 6.791124 testLoss 6.746949 220: time = 0.670000 loss = 6.057093 testLoss 7.056941 'PTL__rev lambda = -0.2974 'PTL__rev lambda = 0.0583 Search: 0.024 0.000000 alpha = -0.011247 lossBound = -0.000004 W1 = 0.359580 N1 = 0.330426 deltaLoss = -0.000007 alpha = -0.015765 lossBound = -0.000002 W1 = 0.812920 N1 = 0.829013 deltaLoss = -0.000006 Search: 0.008 0.000000 increaseLambda: 0.024 0.000000 16: time = 0.024000 loss = 6.868499 testLoss 6.840147 'TURB__rev lambda = -0.6716 alpha = -0.082942 lossBound = -0.011931 W1 = 0.200552 N1 = 0.126894 deltaLoss = -0.004675 increaseLambda: 0.008 0.000000 10: time = 0.008000 loss = 6.986755 testLoss 7.048688 'TURB_COND__rev lambda = 0.2617 alpha = 0.080800 lossBound = -0.048773 W1 = 0.739162 N1 = 0.882353 deltaLoss = -0.009941 Updating 2 features Updating 0 features NewtonStep: 0.008 0.000000 NewtonStep: 0.106 0.000000 increaseLambda: 0.008 0.000000 Undoing: newLoss 6.980218657064803, oldLoss 6.986755151405956, deltaLossBound -0.03883193764421324 increaseLambda: 0.106 0.000000 71: time = 0.106000 loss = 6.791118 testLoss 6.746924 'PTL__rev lambda = 0.1097 alpha = 0.014481 lossBound = -0.000002 W1 = 0.783704 N1 = 0.800813 deltaLoss = -0.000006 increaseLambda: 0.008 0.000000 Updating 0 features NewtonStep: 0.106 0.000000 Updating 2 features Search: 0.009 0.001000 increaseLambda: 0.107 0.001000 Undoing contribution: was 0.007012819300078634 now 0.007007104084259809 NewtonStep: 0.025 0.001000 72: time = 0.107000 loss = 6.791113 testLoss 6.746963 'PTL__rev lambda = 0.0428 alpha = -0.015581 lossBound = -0.000002 W1 = 0.812920 N1 = 0.829013 deltaLoss = -0.000006 increaseLambda: 0.009 0.000000 11: time = 0.009000 loss = 6.978885 testLoss 7.058029 'TURB_COND__rev lambda = 0.3344 alpha = 0.072720 lossBound = -0.038832 W1 = 0.752937 N1 = 0.882353 deltaLoss = -0.007870 Updating 2 features NewtonStep: 0.009 0.000000 Updating 0 features increaseLambda: 0.025 0.000000 Undoing: newLoss 6.865765680243144, oldLoss 6.868499169057883, deltaLossBound -0.009320638398301849 NewtonStep: 0.107 0.000000 increaseLambda: 0.009 0.000000 Undoing: newLoss 6.970385943265625, oldLoss 6.978885471106916, deltaLossBound -0.032621690261662936 increaseLambda: 0.107 0.000000 increaseLambda: 0.025 0.000000 increaseLambda: 0.009 0.000000 73: time = 0.107000 loss = 6.791107 testLoss 6.746939 'PTL__rev lambda = 0.1240 alpha = 0.014313 lossBound = -0.000002 W1 = 0.783704 N1 = 0.800813 deltaLoss = -0.000006 Updating 0 features NewtonStep: 0.107 0.000000 Search: 0.009 0.000000 Search: 0.025 0.000000 increaseLambda: 0.107 0.000000 Undoing contribution: was 0.007007104084259809 now 0.0070015186607005914 increaseLambda: 0.009 0.000000 12: time = 0.009000 loss = 6.971957 testLoss 7.066173 74: time = 0.107000 loss = 6.791101 testLoss 6.746978 TURB_COND: lambda = -0.0827 min = 1.0000 max = 3.0000 'PTL__rev lambda = 0.0274 alpha = -0.015399 lossBound = -0.000002 W1 = 0.812920 N1 = 0.829013 deltaLoss = -0.000006 alpha = -0.082699 lossBound = -0.032622 W1 = 0.162089 N1 = 0.073529 deltaLoss = -0.006929 Updating 2 features NewtonStep: 0.009 0.000000 increaseLambda: 0.025 0.000000 17: time = 0.025000 loss = 6.864826 testLoss 6.833965 'TURB__rev lambda = -0.7717 alpha = -0.085436 lossBound = -0.009321 W1 = 0.141402 N1 = 0.083694 deltaLoss = -0.003673 Updating 0 features increaseLambda: 0.009 0.000000 Undoing: newLoss 6.965836307794907, oldLoss 6.971956693568103, deltaLossBound -0.02758248437279094 NewtonStep: 0.107 0.000000 increaseLambda: 0.009 0.000000 increaseLambda: 0.107 0.000000 75: time = 0.107000 loss = 6.791096 testLoss 6.746954 'PTL__rev lambda = 0.1381 alpha = 0.014147 lossBound = -0.000002 W1 = 0.783704 N1 = 0.800813 deltaLoss = -0.000006 Updating 2 features NewtonStep: 0.026 0.001000 Updating 0 features Search: 0.01 0.001000 NewtonStep: 0.108 0.001000 increaseLambda: 0.01 0.000000 13: time = 0.010000 loss = 6.966135 testLoss 7.074328 increaseLambda: 0.026 0.000000 Undoing: newLoss 6.8625596816463, oldLoss 6.864826465889115, deltaLossBound -0.007201635672615043 TURB_COND: lambda = -0.1594 min = 1.0000 max = 3.0000 Updating 6 features NewtonStep: 0.672 0.002000 increaseLambda: 0.108 0.000000 Undoing contribution: was 0.0070015186607005914 now 0.0069960600666038614 76: time = 0.108000 loss = 6.791090 testLoss 6.746993 alpha = -0.076685 lossBound = -0.027582 W1 = 0.154690 N1 = 0.073529 deltaLoss = -0.005822 Updating 2 features NewtonStep: 0.01 0.000000 'PTL__rev lambda = 0.0121 increaseLambda: 0.026 0.000000 alpha = -0.015219 lossBound = -0.000002 W1 = 0.812921 N1 = 0.829013 deltaLoss = -0.000005 increaseLambda: 0.01 0.000000 Undoing: newLoss 6.9608806667984275, oldLoss 6.966134725746489, deltaLossBound -0.023367655280594937 Updating 0 features increaseLambda: 0.01 0.000000 NewtonStep: 0.108 0.000000 increaseLambda: 0.672 0.000000 Search: 0.026 0.000000 increaseLambda: 0.108 0.000000 221: time = 0.672000 loss = 6.056847 testLoss 7.062756 77: time = 0.108000 loss = 6.791085 testLoss 6.746969 NTL: lambda = -6.6286 min = 5.0000 max = 26,100.0000 'PTL__rev lambda = 0.1521 alpha = -1.027772 lossBound = -0.000004 W1 = 0.028646 N1 = 0.027624 deltaLoss = -0.000245 alpha = 0.013983 lossBound = -0.000002 W1 = 0.783704 N1 = 0.800813 deltaLoss = -0.000005 Search: 0.01 0.000000 increaseLambda: 0.026 0.000000 18: time = 0.026000 loss = 6.862025 testLoss 6.830369 'TURB__rev lambda = -0.7367 alpha = -0.065094 lossBound = -0.007202 W1 = 0.188216 N1 = 0.126894 deltaLoss = -0.002802 increaseLambda: 0.01 0.000000 14: time = 0.010000 loss = 6.961231 testLoss 7.082389 TURB_COND: lambda = -0.2305 min = 1.0000 max = 3.0000 alpha = -0.071133 lossBound = -0.023368 W1 = 0.148104 N1 = 0.073529 deltaLoss = -0.004903 Updating 2 features NewtonStep: 0.01 0.000000 Updating 0 features increaseLambda: 0.011 0.001000 Undoing: newLoss 6.956714620979839, oldLoss 6.961231335391604, deltaLossBound -0.019833284682658877 Reducing newton stepsize from -0.015040950273738486 to -0.01213362987727573 NewtonStep: 0.109 0.001000 increaseLambda: 0.011 0.000000 increaseLambda: 0.109 0.000000 Undoing contribution: was 0.0069960600666038614 now 0.006990918808272796 78: time = 0.109000 loss = 6.791080 testLoss 6.747000 'PTL__rev lambda = 0.0000 alpha = -0.012134 lossBound = -0.000002 W1 = 0.813059 N1 = 0.829013 deltaLoss = -0.000005 Search: 0.011 0.000000 Updating 0 features Updating 2 features increaseLambda: 0.011 0.000000 NewtonStep: 0.109 0.000000 15: time = 0.011000 loss = 6.957093 testLoss 7.090281 NewtonStep: 0.027 0.001000 TURB_COND: lambda = -0.2965 min = 1.0000 max = 3.0000 alpha = -0.066006 lossBound = -0.019833 W1 = 0.142225 N1 = 0.073529 deltaLoss = -0.004139 Updating 2 features NewtonStep: 0.011 0.000000 increaseLambda: 0.109 0.000000 79: time = 0.109000 loss = 6.791076 testLoss 6.746980 'PTL__rev lambda = 0.1186 alpha = 0.011243 lossBound = -0.000001 W1 = 0.785831 N1 = 0.802858 deltaLoss = -0.000003 increaseLambda: 0.011 0.000000 Undoing: newLoss 6.9532048915767, oldLoss 6.95709252124838, deltaLossBound -0.01686231812457707 increaseLambda: 0.027 0.000000 Undoing: newLoss 6.860337422593815, oldLoss 6.86202459439773, deltaLossBound -0.005628545704186805 Updating 1 features increaseLambda: 0.011 0.000000 NewtonStep: 0.109 0.000000 increaseLambda: 0.027 0.000000 increaseLambda: 0.109 0.000000 80: time = 0.109000 loss = 6.791073 testLoss 6.746674 'PTL__rev lambda = -0.3836 alpha = -0.007559 lossBound = -0.000002 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000003 Search: 0.011 0.000000 increaseLambda: 0.011 0.000000 Updating 1 features Search: 0.028 0.001000 16: time = 0.011000 loss = 6.953592 testLoss 7.097947 TURB_COND: lambda = -0.3578 min = 1.0000 max = 3.0000 alpha = -0.061268 lossBound = -0.016862 W1 = 0.136964 N1 = 0.073529 deltaLoss = -0.003501 NewtonStep: 0.11 0.001000 Updating 2 features NewtonStep: 0.012 0.001000 increaseLambda: 0.028 0.000000 19: time = 0.028000 loss = 6.859827 testLoss 6.826198 increaseLambda: 0.012 0.000000 Undoing: newLoss 6.950242100762472, oldLoss 6.953591874071526, deltaLossBound -0.014359231849497792 increaseLambda: 0.11 0.000000 Undoing contribution: was 0.18500696462369326 now 0.18500582541883748 81: time = 0.110000 loss = 6.791072 testLoss 6.746735 'PTL__rev lambda = -1.7253 'TURB__rev lambda = -0.8389 increaseLambda: 0.012 0.000000 alpha = 0.005855 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 alpha = -0.067200 lossBound = -0.005629 W1 = 0.131925 N1 = 0.083694 deltaLoss = -0.002198 Updating 0 features NewtonStep: 0.11 0.000000 Search: 0.012 0.000000 increaseLambda: 0.11 0.000000 increaseLambda: 0.012 0.000000 17: time = 0.012000 loss = 6.950625 testLoss 7.105349 82: time = 0.110000 loss = 6.791071 testLoss 6.746596 Updating 2 features Updating 5 features NewtonStep: 0.028 0.000000 TURB_COND: lambda = -0.4147 min = 1.0000 max = 3.0000 'PTL__rev lambda = -0.3870 Reducing newton stepsize from -0.05961806767241884 to -0.04559272413421455 NewtonStep: 0.674 0.002000 alpha = -0.056887 lossBound = -0.014359 W1 = 0.132244 N1 = 0.073529 deltaLoss = -0.002967 Updating 2 features NewtonStep: 0.012 0.000000 increaseLambda: 0.028 0.000000 20: time = 0.028000 loss = 6.852774 testLoss 6.815663 'TURB__rev lambda = -0.3067 alpha = -0.306679 lossBound = -0.004391 W1 = 0.161241 N1 = 0.128983 deltaLoss = -0.007053 increaseLambda: 0.012 0.000000 Undoing: newLoss 6.947736233660444, oldLoss 6.950625296815094, deltaLossBound -0.012245811711757556 increaseLambda: 0.013 0.001000 alpha = -0.003459 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000001 increaseLambda: 0.675 0.001000 Undoing contribution: was 3.857673932597961E-5Updating 0 features Updating 2 features now 0.0 Search: 0.013 0.000000 NewtonStep: 0.029 0.001000 NewtonStep: 0.111 0.001000 222: time = 0.675000 loss = 6.056738 testLoss 7.062544 'NTL__rev lambda = 0.0000 increaseLambda: 0.013 0.000000 alpha = -0.045593 lossBound = -0.000037 W1 = 0.291567 N1 = 0.312155 deltaLoss = -0.000110 18: time = 0.013000 loss = 6.948107 testLoss 7.112461 TURB_COND: lambda = -0.4675 min = 1.0000 max = 3.0000 alpha = -0.052835 lossBound = -0.012246 W1 = 0.127999 N1 = 0.073529 deltaLoss = -0.002519 Updating 2 features NewtonStep: 0.013 0.000000 increaseLambda: 0.029 0.000000 21: time = 0.029000 loss = 6.844634 testLoss 6.797728 'TURB__rev lambda = 0.4008 alpha = 0.400795 lossBound = -0.003527 W1 = 0.864299 N1 = 0.890890 deltaLoss = -0.008140 increaseLambda: 0.013 0.000000 Undoing: newLoss 6.945613002894495, oldLoss 6.948106795462626, deltaLossBound -0.010457805348496673 increaseLambda: 0.111 0.000000 83: time = 0.111000 loss = 6.791069 testLoss 6.746583 increaseLambda: 0.013 0.000000 Updating 1 features Search: 0.013 0.000000 NewtonStep: 0.029 0.000000 increaseLambda: 0.013 0.000000 19: time = 0.013000 loss = 6.945965 testLoss 7.119265 TURB_COND: lambda = -0.5166 min = 1.0000 max = 3.0000 alpha = -0.049084 lossBound = -0.010458 W1 = 0.124172 N1 = 0.073529 deltaLoss = -0.002142 Updating 2 features NewtonStep: 0.013 0.000000 increaseLambda: 0.013 0.000000 Undoing: newLoss 6.939625561043295, oldLoss 6.945965113765177, deltaLossBound -0.008942260051875244 'PTL__rev lambda = 0.1604 alpha = 0.008270 lossBound = -0.000001 W1 = 0.783706 N1 = 0.800813 deltaLoss = -0.000002 increaseLambda: 0.014 0.001000 Updating 0 features NewtonStep: 0.112 0.001000 Search: 0.014 0.000000 increaseLambda: 0.112 0.000000 Undoing contribution: was 0.014644907699956631 now 0.014641940187816614 increaseLambda: 0.014 0.000000 20: time = 0.014000 loss = 6.940483 testLoss 7.141493 increaseLambda: 0.029 0.000000 TURB_COND: lambda = -0.6686 min = 1.0000 max = 3.0000 alpha = -0.152035 lossBound = -0.008942 W1 = 0.113007 N1 = 0.073529 deltaLoss = -0.005483 84: time = 0.112000 loss = 6.791066 testLoss 6.746610 Updating 2 features NewtonStep: 0.014 0.000000 22: time = 0.030000 loss = 6.842143 testLoss 6.776650 'TURB__rev lambda = -0.4182 alpha = -0.418185 lossBound = -0.001406 W1 = 0.050093 N1 = 0.035411 deltaLoss = -0.002491 increaseLambda: 0.014 0.000000 Undoing: newLoss 6.93676031637145, oldLoss 6.940482515075019, deltaLossBound -0.005086867642871791 increaseLambda: 0.014 0.000000 Updating 2 features NewtonStep: 0.03 0.000000 Search: 0.014 0.000000 increaseLambda: 0.03 0.000000 23: time = 0.030000 loss = 6.836398 testLoss 6.768541 TURB: lambda = -0.8636 min = 0.1470 max = 574.0000 alpha = -0.863593 lossBound = -0.001321 W1 = 0.025807 N1 = 0.019461 deltaLoss = -0.005746 increaseLambda: 0.014 0.000000 21: time = 0.014000 loss = 6.937389 testLoss 7.159616 TURB_COND: lambda = -0.7850 min = 1.0000 max = 3.0000 alpha = -0.116407 lossBound = -0.005087 W1 = 0.105128 N1 = 0.073529 deltaLoss = -0.003094 Updating 2 features NewtonStep: 0.014 0.000000 increaseLambda: 0.014 0.000000 Undoing: newLoss 6.9351891934031995, oldLoss 6.937388665681013, deltaLossBound -0.002930638014846656 increaseLambda: 0.015 0.001000 Updating 2 features NewtonStep: 0.031 0.001000 increaseLambda: 0.031 0.000000 24: time = 0.031000 loss = 6.833379 testLoss 6.763698 TURB: lambda = -1.5305 min = 0.1470 max = 574.0000 alpha = -0.666930 lossBound = -0.000611 W1 = 0.024233 N1 = 0.019461 deltaLoss = -0.003019 Search: 0.015 0.000000 increaseLambda: 0.015 0.000000 22: time = 0.015000 loss = 6.935617 testLoss 7.174133 TURB_COND: lambda = -0.8744 min = 1.0000 max = 3.0000 alpha = -0.089369 lossBound = -0.002931 W1 = 0.099451 N1 = 0.073529 deltaLoss = -0.001771 Updating 2 features NewtonStep: 0.015 0.000000 Updating 7 features increaseLambda: 0.015 0.000000 NewtonStep: 0.677 0.002000 'PTL__rev lambda = 0.3554 alpha = -0.011087 lossBound = -0.000001 W1 = 0.808670 N1 = 0.824897 deltaLoss = -0.000003 Undoing: newLoss 6.934311984066439, oldLoss 6.935617337229308, deltaLossBound -0.001704725023710892 increaseLambda: 0.015 0.000000 Updating 0 features NewtonStep: 0.113 0.001000 increaseLambda: 0.113 0.000000 85: time = 0.113000 loss = 6.791063 testLoss 6.746593 'PTL__rev lambda = 0.1707 Updating 2 features alpha = 0.010320 lossBound = -0.000001 W1 = 0.783706 N1 = 0.800813 deltaLoss = -0.000003 NewtonStep: 0.031 0.000000 increaseLambda: 0.677 0.000000 Undoing: newLoss 6.056717693430278, oldLoss 6.056737659104407, deltaLossBound -1.9979606879779713E-5 Updating 0 features NewtonStep: 0.113 0.000000 increaseLambda: 0.031 0.000000 25: time = 0.031000 loss = 6.832826 testLoss 6.762998 'TURB__rev lambda = -0.2346 alpha = -0.234602 lossBound = -0.000445 W1 = 0.183572 N1 = 0.167078 deltaLoss = -0.000553 increaseLambda: 0.114 0.001000 Undoing contribution: was 0.014641940187816614 now 0.014639026366310757 86: time = 0.114000 loss = 6.791060 testLoss 6.746620 'PTL__rev lambda = 0.3444 alpha = -0.010984 lossBound = -0.000001 W1 = 0.808670 N1 = 0.824897 deltaLoss = -0.000003 increaseLambda: 0.678 0.001000 Updating 0 features NewtonStep: 0.114 0.000000 Updating 1 features NewtonStep: 0.032 0.001000 increaseLambda: 0.114 0.000000 87: time = 0.114000 loss = 6.791057 testLoss 6.746603 'PTL__rev lambda = 0.1809 alpha = 0.010234 lossBound = -0.000001 W1 = 0.783706 N1 = 0.800813 deltaLoss = -0.000003 Search: 0.015 0.000000 increaseLambda: 0.032 0.000000 26: time = 0.032000 loss = 6.829915 testLoss 6.758095 TURB: lambda = -2.2588 min = 0.1470 max = 574.0000 alpha = -0.728319 lossBound = -0.000485 W1 = 0.023783 N1 = 0.019461 deltaLoss = -0.002910 increaseLambda: 0.016 0.001000 Search: 0.678 0.000000 23: time = 0.016000 loss = 6.934592 testLoss 7.185639 TURB_COND: lambda = -0.9432 min = 1.0000 max = 3.0000 alpha = -0.068755 lossBound = -0.001705 W1 = 0.095292 N1 = 0.073529 deltaLoss = -0.001025 Updating 2 features NewtonStep: 0.016 0.000000 increaseLambda: 0.016 0.000000 Undoing: newLoss 6.933814882838855, oldLoss 6.934591946102838, deltaLossBound -9.989132413295084E-4 Updating 2 features increaseLambda: 0.016 0.000000 NewtonStep: 0.032 0.000000 increaseLambda: 0.678 0.000000 Undoing contribution: was 0.1469865142679765 now 0.14696653466109733 increaseLambda: 0.032 0.000000 Undoing contribution: was 0.07259590585087494 now 0.07227884725758926 Search: 0.016 0.000000 27: time = 0.032000 loss = 6.829598 testLoss 6.759303 'TURB__rev lambda = -0.7869 Updating 0 features alpha = 0.051934 lossBound = -0.000309 W1 = 0.096632 N1 = 0.083694 deltaLoss = -0.000317 NewtonStep: 0.114 0.000000 increaseLambda: 0.016 0.000000 24: time = 0.016000 loss = 6.933993 testLoss 7.194697 TURB_COND: lambda = -0.9961 min = 1.0000 max = 3.0000 alpha = -0.052981 lossBound = -0.000999 W1 = 0.092207 N1 = 0.073529 deltaLoss = -0.000599 Updating 2 features NewtonStep: 0.017 0.001000 increaseLambda: 0.115 0.001000 Undoing contribution: was 0.014639026366310757 now 0.014636160104687155 88: time = 0.115000 loss = 6.791055 testLoss 6.746630 'PTL__rev lambda = 0.3335 alpha = -0.010892 lossBound = -0.000001 W1 = 0.808670 N1 = 0.824897 deltaLoss = -0.000003 increaseLambda: 0.017 0.000000 Undoing: newLoss 6.933529767956442, oldLoss 6.9339933472655515, deltaLossBound -5.886124867282372E-4 Updating 2 features NewtonStep: 0.033 0.001000 increaseLambda: 0.017 0.000000 223: time = 0.678000 loss = 6.056718 testLoss 7.053956 'NTL_COND lambda = -1.4574 alpha = 0.052965 lossBound = -0.000020 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000020 increaseLambda: 0.033 0.000000 28: time = 0.033000 loss = 6.827899 testLoss 6.755889 TURB: lambda = -2.8857 min = 0.1470 max = 574.0000 alpha = -0.626897 lossBound = -0.000234 W1 = 0.022694 N1 = 0.019461 deltaLoss = -0.001699 Search: 0.017 0.000000 increaseLambda: 0.017 0.000000 25: time = 0.017000 loss = 6.933642 testLoss 7.201796 TURB_COND: lambda = -1.0370 min = 1.0000 max = 3.0000 alpha = -0.040877 lossBound = -0.000589 W1 = 0.089896 N1 = 0.073529 deltaLoss = -0.000352 Updating 2 features NewtonStep: 0.017 0.000000 increaseLambda: 0.017 0.000000 Undoing: newLoss 6.933364647169015, oldLoss 6.933641642425229, deltaLossBound -3.483291898781842E-4 increaseLambda: 0.017 0.000000 Search: 0.018 0.001000 increaseLambda: 0.018 0.000000 26: time = 0.018000 loss = 6.933434 testLoss 7.207342 TURB_COND: lambda = -1.0686 min = 1.0000 max = 3.0000 alpha = -0.031569 lossBound = -0.000348 W1 = 0.088152 N1 = 0.073529 deltaLoss = -0.000208 Updating 2 features NewtonStep: 0.018 0.000000 increaseLambda: 0.018 0.000000 Undoing: newLoss 6.933268277630105, oldLoss 6.933433976958421, deltaLossBound -2.068123370136402E-4 increaseLambda: 0.018 0.000000 Search: 0.018 0.000000 increaseLambda: 0.018 0.000000 27: time = 0.018000 loss = 6.933311 testLoss 7.211666 TURB_COND: lambda = -1.0930 min = 1.0000 max = 3.0000 alpha = -0.024398 lossBound = -0.000207 W1 = 0.086827 N1 = 0.073529 deltaLoss = -0.000123 Updating 2 features NewtonStep: 0.019 0.001000 increaseLambda: 0.019 0.000000 Undoing: newLoss 6.933159668214218, oldLoss 6.933310894351106, deltaLossBound -2.681742613848911E-4 increaseLambda: 0.019 0.000000 Search: 0.019 0.000000 increaseLambda: 0.019 0.000000 Undoing contribution: was 0.04487348363152677 now 0.04472512225281822 28: time = 0.019000 loss = 6.933163 testLoss 7.206298 'TURB_COND__rev lambda = 0.3124 alpha = -0.022054 lossBound = -0.000268 W1 = 0.859714 N1 = 0.882353 deltaLoss = -0.000148 Updating 2 features NewtonStep: 0.019 0.000000 Updating 8 features increaseLambda: 0.019 0.000000 Undoing: newLoss 6.932976674509768, oldLoss 6.933162532972397, deltaLossBound -2.316208443005136E-4 NewtonStep: 0.681 0.003000 increaseLambda: 0.019 0.000000 Search: 0.019 0.000000 increaseLambda: 0.02 0.001000 29: time = 0.020000 loss = 6.933025 testLoss 7.210864 TURB_COND: lambda = -1.1188 min = 1.0000 max = 3.0000 alpha = -0.025805 lossBound = -0.000232 W1 = 0.087090 N1 = 0.073529 deltaLoss = -0.000138 increaseLambda: 0.682 0.001000 224: time = 0.682000 loss = 6.056703 testLoss 7.053488 'CHLA__rev lambda = -0.0832 alpha = -0.022274 lossBound = -0.000005 W1 = 0.744501 N1 = 0.721007 deltaLoss = -0.000015 Updating 1 features NewtonStep: 0.036 0.003000 increaseLambda: 0.036 0.000000 29: time = 0.036000 loss = 6.826930 testLoss 6.753506 TURB: lambda = -3.4023 min = 0.1470 max = 574.0000 alpha = -0.516548 lossBound = -0.000116 W1 = 0.021995 N1 = 0.019461 deltaLoss = -0.000969 Updating 7 features Newton: returning 0.005918959033703178 Updating 1 features Loss was 6.82692985708316, now 6.826924912942995, delta -0.000005 parallelUpdate: 0.036 0.000000 Updating 1 features NewtonStep: 0.037 0.001000 increaseLambda: 0.037 0.000000 Undoing contribution: was 0.008140646793138426 now 0.007806449795377599 31: time = 0.037000 loss = 6.826591 testLoss 6.754519 'TURB__rev lambda = 0.3301 alpha = -0.073096 lossBound = -0.000143 W1 = 0.879816 N1 = 0.890890 deltaLoss = -0.000334 Updating 1 features NewtonStep: 0.038 0.001000 Updating 5 features NewtonStep: 0.685 0.003000 increaseLambda: 0.039 0.001000 Undoing contribution: was 0.07228066869436069 now 0.07219018107039978 32: time = 0.039000 loss = 6.826500 testLoss 6.755230 'TURB__rev lambda = -0.7643 alpha = 0.027281 lossBound = -0.000089 W1 = 0.098845 N1 = 0.083694 deltaLoss = -0.000090 increaseLambda: 0.685 0.000000 Undoing contribution: was 0.026074182822438955 now 0.026064704312446955 Updating 1 features NewtonStep: 0.039 0.000000 225: time = 0.685000 loss = 6.056693 testLoss 7.053493 'TURB__rev lambda = -0.2362 alpha = 0.015691 lossBound = -0.000005 W1 = 0.187531 N1 = 0.164242 deltaLoss = -0.000009 Updating 0 features NewtonStep: 0.121 0.006000 increaseLambda: 0.121 0.000000 89: time = 0.121000 loss = 6.791052 testLoss 6.746613 'PTL__rev lambda = 0.1911 alpha = 0.010149 lossBound = -0.000001 W1 = 0.783706 N1 = 0.800813 deltaLoss = -0.000003 Updating 11 features Newton: returning 0.026497683971403282 Updating 0 features Loss was 6.79105168532241, now 6.791051286424919, delta -0.000000 parallelUpdate: 0.122 0.001000 Updating 0 features NewtonStep: 0.123 0.001000 increaseLambda: 0.123 0.000000 Undoing contribution: was 0.014636160104687155 now 0.014630852802985038 91: time = 0.123000 loss = 6.791046 testLoss 6.746621 'PTL__rev lambda = 0.3178 alpha = -0.014839 lossBound = -0.000002 W1 = 0.808669 N1 = 0.824897 deltaLoss = -0.000005 Updating 0 features NewtonStep: 0.123 0.000000 increaseLambda: 0.123 0.000000 92: time = 0.123000 loss = 6.791043 testLoss 6.746603 'PTL__rev lambda = 0.1291 Updating 7 features increaseLambda: 0.039 0.000000 Updating 2 features 33: time = 0.042000 loss = 6.825762 testLoss 6.753204 Newton: returning 0.02206215092640536 Updating 2 features NewtonStep: 0.688 0.003000 Loss was 6.933024584556162, now 6.932992371234848, delta -0.000032 parallelUpdate: 0.026 0.006000 Updating 2 features alpha = 0.010138 lossBound = -0.000001 W1 = 0.785831 N1 = 0.802858 deltaLoss = -0.000003 NewtonStep: 0.026 0.000000 Updating 0 features increaseLambda: 0.026 0.000000 Undoing: newLoss 6.932755621817616, oldLoss 6.932992371234848, deltaLossBound -4.1821967319204557E-4 NewtonStep: 0.124 0.001000 increaseLambda: 0.688 0.000000 Undoing contribution: was 4.955619344480148E-5 now 4.4224735223232375E-5 increaseLambda: 0.124 0.000000 Undoing contribution: was 0.014630852802985038 now 0.014628077913397595 TURB: lambda = -3.8932 min = 0.1470 max = 574.0000 93: time = 0.124000 loss = 6.791040 testLoss 6.746629 increaseLambda: 0.026 0.000000 'PTL__rev lambda = 0.3071 alpha = -0.470783 lossBound = -0.000082 W1 = 0.021738 N1 = 0.019461 deltaLoss = -0.000738 alpha = -0.010714 lossBound = -0.000001 W1 = 0.808670 N1 = 0.824897 deltaLoss = -0.000003 Updating 0 features NewtonStep: 0.124 0.000000 Search: 0.026 0.000000 increaseLambda: 0.124 0.000000 Updating 1 features 94: time = 0.124000 loss = 6.791038 testLoss 6.746612 'PTL__rev lambda = 0.1392 alpha = 0.010042 lossBound = -0.000001 W1 = 0.785831 N1 = 0.802858 deltaLoss = -0.000003 226: time = 0.688000 loss = 6.056688 testLoss 7.053070 increaseLambda: 0.026 0.000000 Undoing contribution: was 0.04474105306012005 now 0.04450992867573783 NewtonStep: 0.042 0.000000 31: time = 0.026000 loss = 6.932761 testLoss 7.210199 'TURB_COND__rev lambda = 0.2917 alpha = -0.027595 lossBound = -0.000418 W1 = 0.861046 N1 = 0.882353 deltaLoss = -0.000231 Updating 2 features Updating 0 features NewtonStep: 0.027 0.001000 NewtonStep: 0.125 0.001000 increaseLambda: 0.043 0.001000 Undoing contribution: was 0.007806449795377599 now 0.007344961443226392 34: time = 0.043000 loss = 6.825301 testLoss 6.754862 'TURB__rev lambda = 0.2433 alpha = -0.086737 lossBound = -0.000195 W1 = 0.880406 N1 = 0.890890 deltaLoss = -0.000461 increaseLambda: 0.027 0.000000 Undoing: newLoss 6.932656007677479, oldLoss 6.932761246850466, deltaLossBound -1.870952888138723E-4 increaseLambda: 0.125 0.000000 Undoing contribution: was 0.014628077913397595 now 0.01462534161094453 95: time = 0.125000 loss = 6.791035 testLoss 6.746638 'PTL__rev lambda = 0.2965 alpha = -0.010638 lossBound = -0.000001 W1 = 0.808670 N1 = 0.824897 deltaLoss = -0.000003 increaseLambda: 0.027 0.000000 Updating 0 features NewtonStep: 0.125 0.000000 Updating 1 features NewtonStep: 0.043 0.000000 increaseLambda: 0.125 0.000000 96: time = 0.125000 loss = 6.791032 testLoss 6.746621 'PTL__rev lambda = 0.1492 alpha = 0.009971 lossBound = -0.000001 W1 = 0.785831 N1 = 0.802858 deltaLoss = -0.000003 Search: 0.027 0.000000 increaseLambda: 0.043 0.000000 Undoing contribution: was 0.007344961443226392 now 0.007152870057378866 35: time = 0.043000 loss = 6.825109 testLoss 6.756007 Updating 0 features SALINITY_COND^2: lambda = 0.0647 min = 1.0000 max = 9.0000 'TURB__rev lambda = 0.1886 alpha = -0.016895 lossBound = -0.000003 W1 = 0.065170 N1 = 0.073529 deltaLoss = -0.000005 increaseLambda: 0.027 0.000000 Undoing contribution: was 0.04450992867573783 now 0.04440634986720943 32: time = 0.027000 loss = 6.932658 testLoss 7.205742 'TURB_COND__rev lambda = 0.2733 alpha = -0.018397 lossBound = -0.000187 W1 = 0.858830 N1 = 0.882353 deltaLoss = -0.000104 Updating 2 features NewtonStep: 0.027 0.000000 increaseLambda: 0.027 0.000000 Undoing: newLoss 6.932457729378584, oldLoss 6.932657668041937, deltaLossBound -2.480728734726913E-4 alpha = -0.054708 lossBound = -0.000084 W1 = 0.878978 N1 = 0.890890 deltaLoss = -0.000192 increaseLambda: 0.027 0.000000 Search: 0.028 0.001000 increaseLambda: 0.028 0.000000 33: time = 0.028000 loss = 6.932510 testLoss 7.210460 TURB_COND: lambda = -1.1702 min = 1.0000 max = 3.0000 alpha = -0.026696 lossBound = -0.000248 W1 = 0.087262 N1 = 0.073529 deltaLoss = -0.000148 Updating 2 features NewtonStep: 0.028 0.000000 increaseLambda: 0.028 0.000000 Undoing: newLoss 6.932410702754932, oldLoss 6.932509786144756, deltaLossBound -1.7621756200895196E-4 increaseLambda: 0.028 0.000000 Updating 1 features NewtonStep: 0.044 0.001000 increaseLambda: 0.044 0.000000 36: time = 0.044000 loss = 6.824226 testLoss 6.753705 TURB: lambda = -4.4119 min = 0.1470 max = 574.0000 alpha = -0.518718 lossBound = -0.000096 W1 = 0.021848 N1 = 0.019461 deltaLoss = -0.000882 Search: 0.028 0.000000 increaseLambda: 0.028 0.000000 Undoing contribution: was 0.04440634986720943 now 0.04430878293750867 34: time = 0.028000 loss = 6.932412 testLoss 7.206138 'TURB_COND__rev lambda = 0.2554 alpha = -0.017850 lossBound = -0.000176 W1 = 0.858697 N1 = 0.882353 deltaLoss = -0.000098 Updating 2 features NewtonStep: 0.028 0.000000 Updating 1 features increaseLambda: 0.029 0.001000 Undoing: newLoss 6.93221768363629, oldLoss 6.932412219215055, deltaLossBound -2.4067890595761018E-4 Reducing newton stepsize from -0.2225708570352074 to -0.1886269991841231 NewtonStep: 0.045 0.001000 increaseLambda: 0.029 0.000000 increaseLambda: 0.045 0.000000 Undoing contribution: was 0.007152870057378866 now 0.006853913157613309 37: time = 0.045000 loss = 6.823927 testLoss 6.754943 'TURB__rev lambda = 0.1258 alpha = -0.062876 lossBound = -0.000146 W1 = 0.880139 N1 = 0.890890 deltaLoss = -0.000299 Search: 0.029 0.000000 increaseLambda: 0.029 0.000000 35: time = 0.029000 loss = 6.932269 testLoss 7.210788 TURB_COND: lambda = -1.1965 min = 1.0000 max = 3.0000 alpha = -0.026299 lossBound = -0.000241 W1 = 0.087192 N1 = 0.073529 deltaLoss = -0.000144 Updating 2 features NewtonStep: 0.029 0.000000 Updating 1 features Reducing newton stepsize from -0.15370214450252623 to -0.12575133278941542 NewtonStep: 0.045 0.000000 Updating 8 features NewtonStep: 0.691 0.003000 increaseLambda: 0.029 0.000000 Undoing: newLoss 6.932174649711659, oldLoss 6.9322687132887655, deltaLossBound -1.6734252345380549E-4 increaseLambda: 0.045 0.000000 Undoing contribution: was 0.006853913157613309 now 0.006710918605823632 38: time = 0.045000 loss = 6.823784 testLoss 6.755824 'TURB__rev lambda = 0.0838 alpha = -0.041917 lossBound = -0.000073 W1 = 0.879049 N1 = 0.890890 deltaLoss = -0.000143 increaseLambda: 0.029 0.000000 increaseLambda: 0.691 0.000000 Search: 0.029 0.000000 Updating 1 features NewtonStep: 0.045 0.000000 227: time = 0.691000 loss = 6.056681 testLoss 7.053677 SALINITY_COND: lambda = 0.0632 min = 1.0000 max = 3.0000 alpha = 0.017668 lossBound = -0.000005 W1 = 0.078857 N1 = 0.088235 deltaLoss = -0.000007 increaseLambda: 0.03 0.001000 Undoing contribution: was 0.04430878293750867 now 0.04421612175884443 36: time = 0.030000 loss = 6.932176 testLoss 7.206579 'TURB_COND__rev lambda = 0.2380 increaseLambda: 0.046 0.001000 alpha = -0.017392 lossBound = -0.000167 W1 = 0.858586 N1 = 0.882353 deltaLoss = -0.000093 Updating 2 features 39: time = 0.046000 loss = 6.822942 testLoss 6.753565 TURB: lambda = -4.9298 min = 0.1470 max = 574.0000 alpha = -0.517843 lossBound = -0.000088 W1 = 0.021785 N1 = 0.019461 deltaLoss = -0.000842 NewtonStep: 0.125 0.000000 NewtonStep: 0.03 0.000000 increaseLambda: 0.03 0.000000 Undoing: newLoss 6.931987468440824, oldLoss 6.932176052110101, deltaLossBound -2.3265139908139473E-4 Updating 1 features increaseLambda: 0.03 0.000000 Reducing newton stepsize from -0.22455982092011256 to -0.08383422185961029 NewtonStep: 0.046 0.000000 Search: 0.03 0.000000 increaseLambda: 0.03 0.000000 37: time = 0.030000 loss = 6.932037 testLoss 7.211154 increaseLambda: 0.128 0.003000 Undoing contribution: was 0.01462534161094453 now 0.014622643417850687 97: time = 0.128000 loss = 6.791029 testLoss 6.746646 increaseLambda: 0.046 0.000000 TURB_COND: lambda = -1.2223 min = 1.0000 max = 3.0000 Undoing: newLoss 6.822796202211043, oldLoss 6.822942066702557, deltaLossBound -1.466884318987768E-4 'PTL__rev lambda = 0.2859 alpha = -0.010562 lossBound = -0.000001 W1 = 0.808670 N1 = 0.824897 deltaLoss = -0.000003 Updating 0 features alpha = -0.025862 lossBound = -0.000233 W1 = 0.087114 N1 = 0.073529 deltaLoss = -0.000139 Updating 2 features NewtonStep: 0.129 0.001000 NewtonStep: 0.031 0.001000 increaseLambda: 0.129 0.000000 increaseLambda: 0.031 0.000000 98: time = 0.129000 loss = 6.791027 testLoss 6.746630 increaseLambda: 0.047 0.001000 'PTL__rev lambda = 0.1591 alpha = 0.009900 lossBound = -0.000001 W1 = 0.785831 N1 = 0.802858 deltaLoss = -0.000003 Updating 0 features NewtonStep: 0.129 0.000000 Search: 0.047 0.000000 increaseLambda: 0.129 0.000000 Undoing contribution: was 0.014622643417850687 now 0.014619982800796015 99: time = 0.129000 loss = 6.791024 testLoss 6.746655 'PTL__rev lambda = 0.2754 alpha = -0.010487 lossBound = -0.000001 W1 = 0.808670 N1 = 0.824897 deltaLoss = -0.000003 increaseLambda: 0.047 0.000000 Undoing contribution: was 0.006710918605823632 now 0.006617554098338427 40: time = 0.047000 loss = 6.822849 testLoss 6.753898 'TURB__rev lambda = 0.0664 alpha = -0.017448 lossBound = -0.000147 W1 = 0.881317 N1 = 0.890890 deltaLoss = -0.000093 Updating 1 features NewtonStep: 0.129 0.000000 increaseLambda: 0.129 0.000000 100: time = 0.129000 loss = 6.791021 testLoss 6.746638 'PTL__rev lambda = 0.1689 alpha = 0.009830 lossBound = -0.000001 W1 = 0.785831 N1 = 0.802858 deltaLoss = -0.000003 Updating 2 features Reducing newton stepsize from -0.20522442842520572 to -0.066385738627434 NewtonStep: 0.047 0.000000 Undoing: newLoss 6.931947595092736, oldLoss 6.932037304526662, deltaLossBound -1.5964091356725067E-4 increaseLambda: 0.048 0.001000 Undoing: newLoss 6.822741256843568, oldLoss 6.8228487021950714, deltaLossBound -1.2442483494564706E-4 Updating 1 features NewtonStep: 0.13 0.001000 increaseLambda: 0.048 0.000000 increaseLambda: 0.13 0.000000 101: time = 0.130000 loss = 6.791020 testLoss 6.746412 'PTL__rev lambda = -0.3934 alpha = -0.005607 lossBound = -0.000001 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000002 Updating 0 features Updating 5 features Search: 0.048 0.000000 increaseLambda: 0.032 0.001000 NewtonStep: 0.694 0.003000 increaseLambda: 0.048 0.000000 Undoing contribution: was 0.006617554098338427 now 0.006538340825018149 41: time = 0.048000 loss = 6.822769 testLoss 6.754212 'TURB__rev lambda = 0.0503 alpha = -0.016062 lossBound = -0.000124 W1 = 0.880914 N1 = 0.890890 deltaLoss = -0.000079 Search: 0.032 0.000000 increaseLambda: 0.032 0.000000 Undoing contribution: was 0.04421612175884443 now 0.04412771824210987 38: time = 0.032000 loss = 6.931949 testLoss 7.207046 'TURB_COND__rev lambda = 0.2210 increaseLambda: 0.694 0.000000 NewtonStep: 0.13 0.000000 Undoing contribution: was 4.4224735223232375E-5 now 3.707477044654532E-5 Updating 1 features Reducing newton stepsize from -0.18757280739086232 to -0.05032422339276538 NewtonStep: 0.048 0.000000 228: time = 0.694000 loss = 6.056674 testLoss 7.053186 SALINITY_COND^2: lambda = 0.0452 min = 1.0000 max = 9.0000 alpha = -0.016985 lossBound = -0.000160 W1 = 0.858487 N1 = 0.882353 deltaLoss = -0.000088 alpha = -0.019551 lossBound = -0.000004 W1 = 0.065171 N1 = 0.073529 deltaLoss = -0.000007 increaseLambda: 0.13 0.000000 Undoing contribution: was 0.18500582541883748 now 0.18500522990315893 102: time = 0.130000 loss = 6.791019 testLoss 6.746456 'PTL__rev lambda = -1.7203 alpha = 0.004230 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 increaseLambda: 0.048 0.000000 Undoing: newLoss 6.822693703831836, oldLoss 6.822769488921751, deltaLossBound -1.0543370306078672E-4 Updating 0 features NewtonStep: 0.131 0.001000 increaseLambda: 0.049 0.001000 increaseLambda: 0.131 0.000000 Undoing contribution: was 0.014619982800796015 now 0.014618900218387408 103: time = 0.131000 loss = 6.791018 testLoss 6.746473 'PTL__rev lambda = 0.2687 alpha = -0.006683 lossBound = -0.000000 W1 = 0.808671 N1 = 0.824897 deltaLoss = -0.000001 Search: 0.049 0.000000 Updating 0 features NewtonStep: 0.131 0.000000 increaseLambda: 0.049 0.000000 Undoing contribution: was 0.006538340825018149 now 0.006471203027449643 42: time = 0.049000 loss = 6.822702 testLoss 6.754506 'TURB__rev lambda = 0.0355 increaseLambda: 0.131 0.000000 104: time = 0.131000 loss = 6.791015 testLoss 6.746456 'PTL__rev lambda = 0.1788 alpha = 0.009907 lossBound = -0.000001 W1 = 0.785831 N1 = 0.802858 deltaLoss = -0.000003 Updating 2 features Updating 0 features alpha = -0.014778 lossBound = -0.000105 W1 = 0.880540 N1 = 0.890890 deltaLoss = -0.000067 NewtonStep: 0.131 0.000000 NewtonStep: 0.033 0.001000 increaseLambda: 0.033 0.000000 Undoing: newLoss 6.931766438559482, oldLoss 6.931948901009927, deltaLossBound -2.2446683144234042E-4 increaseLambda: 0.033 0.000000 Updating 1 features Reducing newton stepsize from -0.1714556123151596 to -0.03554631920655323 NewtonStep: 0.05 0.001000 Search: 0.034 0.001000 increaseLambda: 0.034 0.000000 39: time = 0.034000 loss = 6.931815 testLoss 7.211543 increaseLambda: 0.05 0.000000 TURB_COND: lambda = -1.2477 min = 1.0000 max = 3.0000 alpha = -0.025407 lossBound = -0.000224 W1 = 0.087033 N1 = 0.073529 deltaLoss = -0.000134 Updating 2 features NewtonStep: 0.034 0.000000 increaseLambda: 0.132 0.001000 Undoing contribution: was 0.014618900218387408 now 0.014616228658493212 105: time = 0.132000 loss = 6.791013 testLoss 6.746482 'PTL__rev lambda = 0.2582 alpha = -0.010511 lossBound = -0.000001 W1 = 0.808670 N1 = 0.824897 deltaLoss = -0.000003 increaseLambda: 0.034 0.000000 Undoing: newLoss 6.9317292307906015, oldLoss 6.931815008974809, deltaLossBound -1.5268447803041402E-4 Updating 0 features NewtonStep: 0.132 0.000000 increaseLambda: 0.034 0.000000 increaseLambda: 0.132 0.000000 106: time = 0.132000 loss = 6.791010 testLoss 6.746465 'PTL__rev lambda = 0.1886 alpha = 0.009853 lossBound = -0.000001 W1 = 0.785831 N1 = 0.802858 deltaLoss = -0.000003 Updating 0 features Undoing: newLoss 6.822652526354536, oldLoss 6.822702351124183, deltaLossBound -8.777773278045061E-5 NewtonStep: 0.132 0.000000 increaseLambda: 0.05 0.000000 Search: 0.034 0.000000 increaseLambda: 0.034 0.000000 Undoing contribution: was 0.04412771824210987 now 0.04404316087040089 40: time = 0.034000 loss = 6.931730 testLoss 7.207527 'TURB_COND__rev lambda = 0.2044 alpha = -0.016608 lossBound = -0.000153 W1 = 0.858396 N1 = 0.882353 deltaLoss = -0.000085 Updating 2 features NewtonStep: 0.035 0.001000 Search: 0.051 0.001000 increaseLambda: 0.035 0.000000 Undoing: newLoss 6.931554086716143, oldLoss 6.9317304516031, deltaLossBound -2.1636477203073972E-4 increaseLambda: 0.051 0.000000 Undoing contribution: was 0.006471203027449643increaseLambda: 0.035 0.000000 increaseLambda: 0.132 0.000000 Undoing contribution: was 0.014616228658493212 now 0.014613594344820234 Updating 6 features NewtonStep: 0.697 0.003000 107: time = 0.133000 loss = 6.791007 testLoss 6.746490 'PTL__rev lambda = 0.2478 alpha = -0.010436 lossBound = -0.000001 W1 = 0.808670 N1 = 0.824897 deltaLoss = -0.000003 Updating 0 features Search: 0.035 0.000000 NewtonStep: 0.133 0.000000 increaseLambda: 0.035 0.000000 41: time = 0.035000 loss = 6.931505 testLoss 7.216397 TURB_COND: lambda = -1.2976 min = 1.0000 max = 3.0000 increaseLambda: 0.133 0.000000 now 0.006421378257802654 108: time = 0.133000 loss = 6.791005 testLoss 6.746474 43: time = 0.051000 loss = 6.822653 testLoss 6.754745 'TURB__rev lambda = 0.0237 alpha = -0.049899 lossBound = -0.000216 W1 = 0.085640 N1 = 0.073529 deltaLoss = -0.000225 alpha = -0.011849 lossBound = -0.000088 W1 = 0.880238 N1 = 0.890890 deltaLoss = -0.000050 increaseLambda: 0.697 0.000000 'PTL__rev lambda = 0.1984 alpha = 0.009783 lossBound = -0.000001 W1 = 0.785831 N1 = 0.802858 deltaLoss = -0.000003 229: time = 0.697000 loss = 6.056667 testLoss 7.053779 SALINITY_COND: lambda = 0.0805 min = 1.0000 max = 3.0000 alpha = 0.017260 lossBound = -0.000004 W1 = 0.078857 N1 = 0.088235 deltaLoss = -0.000007 Updating 0 features NewtonStep: 0.133 0.000000 Updating 1 features Reducing newton stepsize from -0.15861830915408168 to -0.023697546137702155 NewtonStep: 0.051 0.000000 increaseLambda: 0.133 0.000000 Undoing contribution: was 0.014613594344820234 now 0.014610996717122402 109: time = 0.133000 loss = 6.791002 testLoss 6.746499 'PTL__rev lambda = 0.2374 alpha = -0.010361 lossBound = -0.000001 W1 = 0.808670 N1 = 0.824897 deltaLoss = -0.000003 increaseLambda: 0.052 0.001000 Undoing: newLoss 6.82262130193907, oldLoss 6.822652526354536, deltaLossBound -6.628994212542626E-5 Updating 0 features NewtonStep: 0.134 0.001000 increaseLambda: 0.052 0.000000 increaseLambda: 0.134 0.000000 110: time = 0.134000 loss = 6.790999 testLoss 6.746482 'PTL__rev lambda = 0.2081 alpha = 0.009713 lossBound = -0.000001 W1 = 0.785831 N1 = 0.802858 deltaLoss = -0.000003 Updating 0 features Search: 0.052 0.000000 NewtonStep: 0.134 0.000000 increaseLambda: 0.134 0.000000 Undoing contribution: was 0.014610996717122402increaseLambda: 0.052 0.000000 Undoing contribution: was 0.006421378257802654 now 0.006390153842336996 44: time = 0.052000 loss = 6.822621 testLoss 6.754907 'TURB__rev lambda = 0.0158 alpha = -0.007899 lossBound = -0.000066 W1 = 0.880036 N1 = 0.890890 deltaLoss = -0.000031 Updating 2 features NewtonStep: 0.036 0.001000 increaseLambda: 0.036 0.000000 Undoing: newLoss 6.931362576277935, oldLoss 6.931505280633037, deltaLossBound -2.531726911546904E-4 increaseLambda: 0.036 0.000000 Search: 0.037 0.001000 increaseLambda: 0.037 0.000000 Undoing contribution: was 0.04404316087040089 now 0.04390308183537256 42: time = 0.037000 loss = 6.931365 testLoss 7.211187 'TURB_COND__rev lambda = 0.1830 alpha = -0.021423 lossBound = -0.000253 W1 = 0.859562 N1 = 0.882353 deltaLoss = -0.000140 Updating 2 features NewtonStep: 0.037 0.000000 increaseLambda: 0.037 0.000000 Undoing: newLoss 6.931244805346856, oldLoss 6.931365201598009, deltaLossBound -1.4658686745595807E-4 increaseLambda: 0.037 0.000000 Updating 5 features NewtonStep: 0.699 0.002000 Search: 0.037 0.000000 increaseLambda: 0.037 0.000000 43: time = 0.037000 loss = 6.931213 testLoss 7.218534 TURB_COND: lambda = -1.3388 min = 1.0000 max = 3.0000 alpha = -0.041147 lossBound = -0.000147 W1 = 0.085080 N1 = 0.073529 deltaLoss = -0.000153 Updating 2 features NewtonStep: 0.037 0.000000 increaseLambda: 0.038 0.001000 Undoing: newLoss 6.931051101196721, oldLoss 6.9312125759698695, deltaLossBound -2.86202734335264E-4 increaseLambda: 0.038 0.000000 increaseLambda: 0.7 0.001000 Undoing contribution: was 3.707477044654532E-5Search: 0.038 0.000000 now 0.014608435262003281 Updating 1 features NewtonStep: 0.055 0.003000 increaseLambda: 0.039 0.001000 Undoing contribution: was 0.04390308183537256 now 0.043744768942798606 44: time = 0.039000 loss = 6.931054 testLoss 7.212982 'TURB_COND__rev lambda = 0.1602 now 3.0230030231927645E-5 111: time = 0.136000 loss = 6.790997 testLoss 6.746507 'PTL__rev lambda = 0.2271 alpha = -0.010287 lossBound = -0.000001 W1 = 0.808670 N1 = 0.824897 deltaLoss = -0.000003 alpha = -0.022789 lossBound = -0.000286 W1 = 0.859892 N1 = 0.882353 deltaLoss = -0.000158 increaseLambda: 0.055 0.000000 Updating 2 features 45: time = 0.055000 loss = 6.821956 testLoss 6.752944 NewtonStep: 0.039 0.000000 TURB: lambda = -5.4042 min = 0.1470 max = 574.0000 alpha = -0.474419 lossBound = -0.000066 W1 = 0.021600 N1 = 0.019461 deltaLoss = -0.000665 Updating 0 features increaseLambda: 0.039 0.000000 Undoing: newLoss 6.930982484035672, oldLoss 6.9310542630772956, deltaLossBound -1.2788984176101523E-4 NewtonStep: 0.137 0.001000 increaseLambda: 0.137 0.000000 increaseLambda: 0.039 0.000000 112: time = 0.137000 loss = 6.790994 testLoss 6.746491 'PTL__rev lambda = 0.2178 alpha = 0.009645 lossBound = -0.000001 W1 = 0.785831 N1 = 0.802858 deltaLoss = -0.000003 Updating 0 features NewtonStep: 0.137 0.000000 Search: 0.039 0.000000 increaseLambda: 0.039 0.000000 Undoing contribution: was 0.043744768942798606 now 0.04367392379452545 45: time = 0.039000 loss = 6.930983 testLoss 7.209316 'TURB_COND__rev lambda = 0.1450 alpha = -0.015193 lossBound = -0.000128 W1 = 0.858051 N1 = 0.882353 deltaLoss = -0.000071 Updating 2 features NewtonStep: 0.039 0.000000 Updating 1 features Reducing newton stepsize from -0.25673505024433935 to -0.015798364091801437 NewtonStep: 0.055 0.000000 increaseLambda: 0.039 0.000000 Undoing: newLoss 6.930827255443341, oldLoss 6.930983417929022, deltaLossBound -1.8969591144125258E-4 increaseLambda: 0.039 0.000000 increaseLambda: 0.055 0.000000 Undoing: newLoss 6.821923381935778, oldLoss 6.821955969836623, deltaLossBound -8.577896331489783E-5 Search: 0.04 0.001000 increaseLambda: 0.056 0.001000 increaseLambda: 0.04 0.000000 46: time = 0.040000 loss = 6.930786 testLoss 7.217640 TURB_COND: lambda = -1.3855 min = 1.0000 max = 3.0000 alpha = -0.046753 lossBound = -0.000190 W1 = 0.085456 N1 = 0.073529 deltaLoss = -0.000198 Updating 2 features increaseLambda: 0.138 0.001000 Undoing contribution: was 0.014608435262003281 now 0.014605909473295318 NewtonStep: 0.04 0.000000 230: time = 0.701000 loss = 6.056660 testLoss 7.053299 SALINITY_COND^2: lambda = 0.0260 min = 1.0000 max = 9.0000 Search: 0.056 0.000000 113: time = 0.138000 loss = 6.790992 testLoss 6.746516 'PTL__rev lambda = 0.2169 alpha = -0.010214 lossBound = -0.000001 W1 = 0.808670 N1 = 0.824897 deltaLoss = -0.000003 alpha = -0.019142 lossBound = -0.000004 W1 = 0.065171 N1 = 0.073529 deltaLoss = -0.000007 Updating 0 features increaseLambda: 0.04 0.000000 Undoing: newLoss 6.930664108554141, oldLoss 6.930785557484511, deltaLossBound -2.1571028509929186E-4 NewtonStep: 0.138 0.000000 increaseLambda: 0.138 0.000000 114: time = 0.138000 loss = 6.790989 testLoss 6.746500 'PTL__rev lambda = 0.2274 alpha = 0.009576 lossBound = -0.000001 W1 = 0.785831 N1 = 0.802858 deltaLoss = -0.000003 increaseLambda: 0.056 0.000000 Undoing contribution: was 0.006390153842336996 now 0.006357565941492513 46: time = 0.056000 loss = 6.821923 testLoss 6.753040 'TURB__rev lambda = 0.0105 alpha = -0.005266 lossBound = -0.000086 W1 = 0.882308 N1 = 0.890890 deltaLoss = -0.000033 increaseLambda: 0.04 0.000000 Search: 0.041 0.001000 increaseLambda: 0.041 0.000000 Undoing contribution: was 0.04367392379452545 now 0.04355453452284591 47: time = 0.041000 loss = 6.930666 testLoss 7.212843 'TURB_COND__rev lambda = 0.1253 Updating 0 features NewtonStep: 0.139 0.001000 Updating 1 features Reducing newton stepsize from -0.25080186485357475 to -0.010532242727867624 NewtonStep: 0.057 0.001000 increaseLambda: 0.139 0.000000 Undoing contribution: was 0.014605909473295318 now 0.014603418851963921 115: time = 0.139000 loss = 6.790987 testLoss 6.746524 'PTL__rev lambda = 0.2068 alpha = -0.010142 lossBound = -0.000001 W1 = 0.808670 N1 = 0.824897 deltaLoss = -0.000002 increaseLambda: 0.057 0.000000 Undoing: newLoss 6.821902032753146, oldLoss 6.821923381935778, deltaLossBound -5.8724344906341784E-5 Updating 0 features NewtonStep: 0.139 0.000000 increaseLambda: 0.057 0.000000 increaseLambda: 0.139 0.000000 116: time = 0.139000 loss = 6.790984 testLoss 6.746508 'PTL__rev lambda = 0.2369 alpha = 0.009509 lossBound = -0.000001 W1 = 0.785831 N1 = 0.802858 deltaLoss = -0.000002 Search: 0.057 0.000000 Updating 0 features NewtonStep: 0.139 0.000000 increaseLambda: 0.058 0.001000 Undoing contribution: was 0.006357565941492513 now 0.0063362167588601 47: time = 0.058000 loss = 6.821902 testLoss 6.753104 alpha = -0.019763 lossBound = -0.000216 W1 = 0.859161 N1 = 0.882353 deltaLoss = -0.000119 Updating 2 features 'TURB__rev lambda = 0.0070 alpha = -0.003511 lossBound = -0.000059 W1 = 0.882222 N1 = 0.890890 deltaLoss = -0.000021 increaseLambda: 0.14 0.001000 117: time = 0.140000 loss = 6.790983 testLoss 6.746287 'PTL__rev lambda = -0.3989 alpha = -0.005494 lossBound = -0.000001 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000002 Updating 0 features NewtonStep: 0.14 0.000000 Updating 1 features Reducing newton stepsize from -0.24685486663146647 to -0.00702149515191175 NewtonStep: 0.058 0.000000 increaseLambda: 0.14 0.000000 Updating 5 features NewtonStep: 0.042 0.001000 NewtonStep: 0.704 0.003000 increaseLambda: 0.058 0.000000 Undoing: newLoss 6.82188796742299, oldLoss 6.821902032753146, deltaLossBound -3.983111164243403E-5 increaseLambda: 0.042 0.000000 Undoing: newLoss 6.930559740473752, oldLoss 6.930666168212832, deltaLossBound -1.283670469324022E-4 increaseLambda: 0.042 0.000000 increaseLambda: 0.058 0.000000 increaseLambda: 0.704 0.000000 Search: 0.042 0.000000 231: time = 0.704000 loss = 6.056624 testLoss 7.053315 Search: 0.058 0.000000 118: time = 0.140000 loss = 6.790982 testLoss 6.746278 'PTL__rev lambda = 0.2423 increaseLambda: 0.042 0.000000 PTL: lambda = 4.2478 min = 1.0000 max = 4,865.0000 48: time = 0.042000 loss = 6.930532 testLoss 7.219731 alpha = 0.005481 lossBound = -0.000000 W1 = 0.785832 N1 = 0.802858 deltaLoss = -0.000001 TURB_COND: lambda = -1.4241 min = 1.0000 max = 3.0000 alpha = -0.038527 lossBound = -0.000128 W1 = 0.084926 N1 = 0.073529 deltaLoss = -0.000134 Updating 2 features increaseLambda: 0.059 0.001000 Undoing contribution: was 0.0063362167588601 now 0.006322151428704412 alpha = 0.187605 lossBound = -0.000004 W1 = 0.019325 N1 = 0.021255 deltaLoss = -0.000036 48: time = 0.059000 loss = 6.821888 testLoss 6.753147 'TURB__rev lambda = 0.0047 NewtonStep: 0.043 0.001000 alpha = -0.002340 lossBound = -0.000040 W1 = 0.882165 N1 = 0.890890 deltaLoss = -0.000014 increaseLambda: 0.043 0.000000 Undoing: newLoss 6.930393917802426, oldLoss 6.930532220513846, deltaLossBound -2.454201810313545E-4 increaseLambda: 0.043 0.000000 Updating 1 features NewtonStep: 0.059 0.000000 increaseLambda: 0.059 0.000000 49: time = 0.059000 loss = 6.821521 testLoss 6.751777 TURB: lambda = -5.7711 min = 0.1470 max = 574.0000 alpha = -0.366904 lossBound = -0.000034 W1 = 0.021269 N1 = 0.019461 deltaLoss = -0.000367 Search: 0.043 0.000000 increaseLambda: 0.043 0.000000 Undoing contribution: was 0.04355453452284591 now 0.04341873623741682 49: time = 0.043000 loss = 6.930396 testLoss 7.214604 'TURB_COND__rev lambda = 0.1042 alpha = -0.021090 lossBound = -0.000245 W1 = 0.859482 N1 = 0.882353 deltaLoss = -0.000136 Updating 2 features NewtonStep: 0.043 0.000000 Updating 1 features NewtonStep: 0.059 0.000000 increaseLambda: 0.043 0.000000 Undoing: newLoss 6.930286826064527, oldLoss 6.930396422228417, deltaLossBound -1.0962189560529355E-4 increaseLambda: 0.059 0.000000 Undoing: newLoss 6.833865471057801, oldLoss 6.821521350846889, deltaLossBound -6.012716709516712E-5 increaseLambda: 0.043 0.000000 increaseLambda: 0.06 0.001000 Search: 0.044 0.001000 increaseLambda: 0.044 0.000000 Undoing contribution: was 0.04341873623741682 now 0.04330911434180612 50: time = 0.044000 loss = 6.930287 testLoss 7.204512 'TURB_COND__rev lambda = 0.0620 alpha = -0.042180 lossBound = -0.000110 W1 = 0.854310 N1 = 0.882353 deltaLoss = -0.000110 Updating 2 features NewtonStep: 0.044 0.000000 Updating 0 features increaseLambda: 0.044 0.000000 51: time = 0.044000 loss = 6.929787 testLoss 7.228564 TURB_COND: lambda = -1.5588 min = 1.0000 max = 3.0000 alpha = -0.134704 lossBound = -0.000328 W1 = 0.082731 N1 = 0.073529 deltaLoss = -0.000499 Updating 2 features Reducing newton stepsize from -0.08501240801410864 to -0.0619871041475725 NewtonStep: 0.044 0.000000 increaseLambda: 0.044 0.000000 Undoing contribution: was 0.04330911434180612 now 0.04291975613602622 52: time = 0.044000 loss = 6.929398 testLoss 7.213505 'TURB_COND__rev lambda = 0.0000 alpha = -0.061987 lossBound = -0.000389 W1 = 0.856845 N1 = 0.882353 deltaLoss = -0.000389 Updating 2 features NewtonStep: 0.044 0.000000 increaseLambda: 0.044 0.000000 53: time = 0.044000 loss = 6.929169 testLoss 7.230270 TURB_COND: lambda = -1.6520 min = 1.0000 max = 3.0000 alpha = -0.093242 lossBound = -0.000148 W1 = 0.082576 N1 = 0.073529 deltaLoss = -0.000229 Updating 2 features NewtonStep: 0.044 0.000000 Updating 5 features increaseLambda: 0.044 0.000000 54: time = 0.044000 loss = 6.929169 testLoss 7.230767 NewtonStep: 0.142 0.002000 Search: 0.06 0.000000 NewtonStep: 0.706 0.002000 TURB_COND: lambda = -1.6547 min = 1.0000 max = 3.0000 alpha = -0.002723 lossBound = -0.000000 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.045 0.001000 increaseLambda: 0.143 0.001000 Undoing contribution: was 0.014603418851963921 now 0.014600839281009746 119: time = 0.143000 loss = 6.790979 testLoss 6.746303 increaseLambda: 0.045 0.000000 55: time = 0.045000 loss = 6.929169 testLoss 7.230767 TURB_COND: lambda = -1.6547 min = 1.0000 max = 3.0000 alpha = -0.000002 lossBound = -0.000000 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.045 0.000000 increaseLambda: 0.045 0.000000 'PTL__rev lambda = 0.1965 56: time = 0.045000 loss = 6.929169 testLoss 7.230767 increaseLambda: 0.061 0.001000 TURB_COND: lambda = -1.6547 min = 1.0000 max = 3.0000 50: time = 0.061000 loss = 6.821404 testLoss 6.751630 'TURB__rev lambda = -0.0556 alpha = -0.010328 lossBound = -0.000001 W1 = 0.808670 N1 = 0.824897 deltaLoss = -0.000003 alpha = -0.000000 lossBound = -0.000000 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000000 Updating 11 features Updating 2 features increaseLambda: 0.707 0.001000 alpha = -0.055573 lossBound = -0.000060 W1 = 0.191451 N1 = 0.168101 deltaLoss = -0.000117 Undoing: newLoss 6.0566176875036435, oldLoss 6.056623844171827, deltaLossBound -6.156674100914249E-6 NewtonStep: 0.045 0.000000 increaseLambda: 0.045 0.000000 Undoing: newLoss 6.932272208326413, oldLoss 6.929168949592833, deltaLossBound 0.0 increaseLambda: 0.045 0.000000 Updating 1 features NewtonStep: 0.061 0.000000 Search: 0.045 0.000000 increaseLambda: 0.045 0.000000 57: time = 0.045000 loss = 6.929169 testLoss 7.230767 increaseLambda: 0.061 0.000000 Undoing contribution: was 0.07219018107039978 now 0.0719761189877224 51: time = 0.061000 loss = 6.821190 testLoss 6.754201 'TURB__rev lambda = -0.6695 alpha = 0.094804 lossBound = -0.000119 W1 = 0.101604 N1 = 0.083694 deltaLoss = -0.000214 Updating 1 features increaseLambda: 0.708 0.001000 NewtonStep: 0.062 0.001000 Search: 0.708 0.000000 TURB_COND^2: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.069016 N1 = 0.062500 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.046 0.001000 increaseLambda: 0.046 0.000000 Undoing: newLoss 6.931237440516041, oldLoss 6.929168949592833, deltaLossBound -0.0015421058053235687 increaseLambda: 0.046 0.000000 Reducing stepsize from 6.059997420433583 to 1.4335953666829624 Newton: returning 1.4335953666829624 Updating 1 features Search: 0.046 0.000000 increaseLambda: 0.063 0.001000 52: time = 0.063000 loss = 6.821022 testLoss 6.753993 'TURB__rev lambda = -0.2999 increaseLambda: 0.047 0.001000 increaseLambda: 0.708 0.000000 58: time = 0.047000 loss = 6.929169 testLoss 7.230767 alpha = -0.063945 lossBound = -0.000087 W1 = 0.190550 N1 = 0.167078 deltaLoss = -0.000168 TURB_COND: lambda = -1.6547 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = -0.001542 W1 = 0.082443 N1 = 0.073529 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.047 0.000000 Loss was 6.790979163186714, now 6.790894506824871, delta -0.000085 parallelUpdate: 0.145 0.002000 increaseLambda: 0.047 0.000000 Undoing: newLoss 6.932272208326411, oldLoss 6.9291689495928335, deltaLossBound 0.0 Updating 1 features NewtonStep: 0.145 0.000000 Updating 1 features 232: time = 0.709000 loss = 6.056618 testLoss 7.055156 increaseLambda: 0.047 0.000000 'PTL_COND__rev lambda = 0.2551 alpha = 0.007290 lossBound = -0.000006 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000006 increaseLambda: 0.145 0.000000 121: time = 0.145000 loss = 6.790879 testLoss 6.745829 'PTL__rev lambda = 0.4433 alpha = 0.023482 lossBound = -0.000005 W1 = 0.785825 N1 = 0.802858 deltaLoss = -0.000015 Search: 0.047 0.000000 increaseLambda: 0.047 0.000000 59: time = 0.047000 loss = 6.929169 testLoss 7.230767 Updating 0 features NewtonStep: 0.145 0.000000 NewtonStep: 0.063 0.000000 TURB_COND^2: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.069016 N1 = 0.062500 deltaLoss = 0.000000 Updating 1 features Newton: returning -2.3350943215053527E-14 Updating 2 features Loss was 6.9291689495928335, now 6.929168949592833, delta -0.000000 parallelUpdate: 0.047 0.000000 increaseLambda: 0.063 0.000000 Undoing contribution: was 0.0719761189877224 now 0.0718527545910901 53: time = 0.063000 loss = 6.820899 testLoss 6.755963 'TURB__rev lambda = -0.5982 alpha = 0.071291 lossBound = -0.000069 W1 = 0.101556 N1 = 0.083694 deltaLoss = -0.000123 increaseLambda: 0.145 0.000000 Undoing contribution: was 0.007753905471864709 now 0.007752339051219959 122: time = 0.146000 loss = 6.790878 testLoss 6.745848 'PTL__rev lambda = 0.3176 Updating 1 features Updating 2 features NewtonStep: 0.048 0.001000 NewtonStep: 0.064 0.001000 increaseLambda: 0.048 0.000000 Undoing: newLoss 6.932272208326404, oldLoss 6.929168949592833, deltaLossBound 0.0 increaseLambda: 0.064 0.000000 increaseLambda: 0.048 0.000000 alpha = -0.008001 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000002 Updating 0 features NewtonStep: 0.146 0.000000 Search: 0.048 0.000000 increaseLambda: 0.048 0.000000 61: time = 0.048000 loss = 6.929169 testLoss 7.230767 TURB_COND^2: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.069016 N1 = 0.062500 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.048 0.000000 increaseLambda: 0.146 0.000000 123: time = 0.146000 loss = 6.790876 testLoss 6.745835 'PTL__rev lambda = 0.4509 alpha = 0.007663 lossBound = -0.000001 W1 = 0.785832 N1 = 0.802858 deltaLoss = -0.000002 increaseLambda: 0.048 0.000000 Undoing: newLoss 6.93123744051604, oldLoss 6.929168949592833, deltaLossBound -0.0015421058053232638 Updating 0 features increaseLambda: 0.048 0.000000 NewtonStep: 0.146 0.000000 increaseLambda: 0.146 0.000000 Undoing contribution: was 0.007752339051219959 now 0.007750743053782639 124: time = 0.146000 loss = 6.790874 testLoss 6.745854 'PTL__rev lambda = 0.3096 alpha = -0.008076 lossBound = -0.000001 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000002 Search: 0.049 0.001000 Updating 0 features increaseLambda: 0.049 0.000000 62: time = 0.049000 loss = 6.929169 testLoss 7.230767 TURB_COND: lambda = -1.6547 min = 1.0000 max = 3.0000 NewtonStep: 0.147 0.001000 54: time = 0.064000 loss = 6.820796 testLoss 6.755829 'TURB__rev lambda = -0.3502 alpha = -0.050224 lossBound = -0.000054 W1 = 0.190529 N1 = 0.167078 deltaLoss = -0.000103 increaseLambda: 0.147 0.000000 125: time = 0.147000 loss = 6.790873 testLoss 6.745842 'PTL__rev lambda = 0.4586 alpha = 0.007618 lossBound = -0.000001 W1 = 0.785832 N1 = 0.802858 deltaLoss = -0.000002 Updating 6 features NewtonStep: 0.711 0.002000 Updating 0 features NewtonStep: 0.147 0.000000 Updating 1 features NewtonStep: 0.065 0.001000 increaseLambda: 0.147 0.000000 Undoing contribution: was 0.007750743053782639 now 0.007749165796345093 126: time = 0.147000 loss = 6.790871 testLoss 6.745861 'PTL__rev lambda = 0.3015 alpha = -0.008027 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000002 increaseLambda: 0.065 0.000000 Undoing contribution: was 0.0718527545910901 now 0.07177489100796854 55: time = 0.065000 loss = 6.820718 testLoss 6.757404 'TURB__rev lambda = -0.5419 alpha = 0.056281 lossBound = -0.000044 W1 = 0.101532 N1 = 0.083694 deltaLoss = -0.000078 Updating 0 features NewtonStep: 0.147 0.000000 increaseLambda: 0.711 0.000000 Undoing: newLoss 6.061048624855403, oldLoss 6.056617687497726, deltaLossBound -3.36478279257626E-6 increaseLambda: 0.147 0.000000 127: time = 0.147000 loss = 6.790870 testLoss 6.745848 'PTL__rev lambda = 0.4661 alpha = 0.007572 lossBound = -0.000001 W1 = 0.785832 N1 = 0.802858 deltaLoss = -0.000002 Updating 1 features NewtonStep: 0.065 0.000000 Updating 0 features NewtonStep: 0.147 0.000000 increaseLambda: 0.712 0.001000 increaseLambda: 0.066 0.001000 56: time = 0.066000 loss = 6.820653 testLoss 6.757314 'TURB__rev lambda = -0.3899 increaseLambda: 0.148 0.001000 Undoing contribution: was 0.007749165796345093 now 0.007747607057169138 alpha = -0.000000 lossBound = -0.001542 W1 = 0.082443 N1 = 0.073529 deltaLoss = 0.000000 Updating 2 features 128: time = 0.148000 loss = 6.790868 testLoss 6.745868 alpha = -0.039743 lossBound = -0.000034 W1 = 0.190516 N1 = 0.167078 deltaLoss = -0.000065 'PTL__rev lambda = 0.2936 alpha = -0.007979 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000002 Search: 0.712 0.000000 Updating 0 features NewtonStep: 0.148 0.000000 Updating 1 features increaseLambda: 0.148 0.000000 NewtonStep: 0.05 0.001000 129: time = 0.148000 loss = 6.790867 testLoss 6.745855 'PTL__rev lambda = 0.4737 alpha = 0.007527 lossBound = -0.000001 W1 = 0.785832 N1 = 0.802858 deltaLoss = -0.000002 increaseLambda: 0.712 0.000000 NewtonStep: 0.066 0.000000 Updating 0 features NewtonStep: 0.148 0.000000 233: time = 0.712000 loss = 6.056611 testLoss 7.055543 CHLA_COND: lambda = 0.0170 min = 1.0000 max = 9.0000 alpha = 0.017013 lossBound = -0.000003 W1 = 0.104089 N1 = 0.113971 deltaLoss = -0.000006 increaseLambda: 0.066 0.000000 57: time = 0.066000 loss = 6.820032 testLoss 6.753771 TURB: lambda = -6.8390 min = 0.1470 max = 574.0000 alpha = -1.067891 lossBound = -0.000029 W1 = 0.020551 N1 = 0.019461 deltaLoss = -0.000621 increaseLambda: 0.148 0.000000 Undoing contribution: was 0.007747607057169138 now 0.007746066617827719 130: time = 0.148000 loss = 6.790865 testLoss 6.745874 'PTL__rev lambda = 0.2856 alpha = -0.007932 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000002 Updating 0 features NewtonStep: 0.148 0.000000 Updating 1 features Reducing newton stepsize from -0.5115382435979992 to -0.004680996767941167 NewtonStep: 0.066 0.000000 increaseLambda: 0.148 0.000000 131: time = 0.148000 loss = 6.790863 testLoss 6.745862 'PTL__rev lambda = 0.4811 alpha = 0.007482 lossBound = -0.000001 W1 = 0.785832 N1 = 0.802858 deltaLoss = -0.000002 increaseLambda: 0.067 0.001000 Undoing contribution: was 0.006322151428704412 now 0.006271253925983497 Updating 0 features NewtonStep: 0.149 0.001000 increaseLambda: 0.05 0.000000 Undoing: newLoss 6.932272208326404, oldLoss 6.9291689495928335, deltaLossBound 0.0 increaseLambda: 0.149 0.000000 Undoing contribution: was 0.007746066617827719 now 0.007744544262480158 132: time = 0.149000 loss = 6.790862 testLoss 6.745881 'PTL__rev lambda = 0.2777 alpha = -0.007884 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000002 58: time = 0.067000 loss = 6.819981 testLoss 6.753835 'TURB__rev lambda = 0.0000 Updating 0 features NewtonStep: 0.149 0.000000 increaseLambda: 0.051 0.001000 Search: 0.051 0.000000 increaseLambda: 0.051 0.000000 63: time = 0.051000 loss = 6.929169 testLoss 7.230767 TURB_COND^2: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.069016 N1 = 0.062500 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.051 0.000000 increaseLambda: 0.149 0.000000 133: time = 0.149000 loss = 6.790860 testLoss 6.745868 'PTL__rev lambda = 0.4886 alpha = 0.007438 lossBound = -0.000000 W1 = 0.785832 N1 = 0.802858 deltaLoss = -0.000002 increaseLambda: 0.051 0.000000 Undoing: newLoss 6.931237440516041, oldLoss 6.9291689495928335, deltaLossBound -0.0015421058053233217 Updating 0 features increaseLambda: 0.051 0.000000 NewtonStep: 0.149 0.000000 increaseLambda: 0.15 0.001000 Undoing contribution: was 0.007744544262480158 now 0.007743039777860606 134: time = 0.150000 loss = 6.790859 testLoss 6.745887 'PTL__rev lambda = 0.2699 alpha = -0.007837 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000002 Search: 0.052 0.001000 Updating 0 features increaseLambda: 0.052 0.000000 64: time = 0.052000 loss = 6.929169 testLoss 7.230767 TURB_COND: lambda = -1.6547 min = 1.0000 max = 3.0000 NewtonStep: 0.15 0.000000 alpha = -0.000000 lossBound = -0.001542 W1 = 0.082443 N1 = 0.073529 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.052 0.000000 increaseLambda: 0.15 0.000000 increaseLambda: 0.052 0.000000 Undoing contribution: was 0.047730932403978465 now 0.04773093240397758 alpha = -0.004681 lossBound = -0.000050 W1 = 0.887007 N1 = 0.890890 deltaLoss = -0.000051 65: time = 0.052000 loss = 6.929169 testLoss 7.230767 TURB_COND: lambda = -1.6547 min = 1.0000 max = 3.0000 alpha = 0.000000 lossBound = -0.000000 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.052 0.000000 increaseLambda: 0.052 0.000000 Undoing: newLoss 6.932272208326413, oldLoss 6.929168949592833, deltaLossBound 0.0 Updating 6 features NewtonStep: 0.714 0.002000 increaseLambda: 0.052 0.000000 Updating 1 features NewtonStep: 0.068 0.001000 Search: 0.052 0.000000 increaseLambda: 0.052 0.000000 66: time = 0.052000 loss = 6.929169 testLoss 7.230767 TURB_COND^2: lambda = 0.0000 min = 1.0000 max = 9.0000 increaseLambda: 0.068 0.000000 135: time = 0.150000 loss = 6.790857 testLoss 6.745875 'PTL__rev lambda = 0.4960 59: time = 0.068000 loss = 6.819905 testLoss 6.753731 alpha = -0.000000 lossBound = 0.000000 W1 = 0.069016 N1 = 0.062500 deltaLoss = 0.000000 'TURB__rev lambda = -0.4331 alpha = -0.043203 lossBound = -0.000040 W1 = 0.190520 N1 = 0.167078 deltaLoss = -0.000076 alpha = 0.007393 lossBound = -0.000000 W1 = 0.785832 N1 = 0.802858 deltaLoss = -0.000002 Updating 7 features increaseLambda: 0.714 0.000000 Updating 0 features 234: time = 0.714000 loss = 6.056600 testLoss 7.055413 'TURB__rev lambda = -0.7327 alpha = -0.021300 lossBound = -0.000003 W1 = 0.771797 N1 = 0.749584 deltaLoss = -0.000011 Newton: returning 0.17278541597133024 Updating 2 features Updating 1 features Loss was 6.819904621694829, now 6.819768770955505, delta -0.000136 parallelUpdate: 0.069 0.001000 Updating 2 features NewtonStep: 0.069 0.000000 increaseLambda: 0.069 0.000000 Undoing contribution: was 0.07177489100796854 now 0.07173155330384719 61: time = 0.069000 loss = 6.819725 testLoss 6.754339 'TURB__rev lambda = -0.4579 alpha = 0.041752 lossBound = -0.000024 W1 = 0.101514 N1 = 0.083694 deltaLoss = -0.000043 NewtonStep: 0.151 0.001000 increaseLambda: 0.152 0.001000 Undoing contribution: was 0.007743039777860606 now 0.0077415529532105405 Updating 1 features 136: time = 0.152000 loss = 6.790856 testLoss 6.745894 'PTL__rev lambda = 0.2621 alpha = -0.007790 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 NewtonStep: 0.07 0.001000 NewtonStep: 0.053 0.001000 increaseLambda: 0.054 0.001000 Undoing: newLoss 6.931237440516041, oldLoss 6.929168949592833, deltaLossBound -0.0015421058053235687 increaseLambda: 0.054 0.000000 increaseLambda: 0.07 0.000000 Search: 0.054 0.000000 increaseLambda: 0.054 0.000000 67: time = 0.054000 loss = 6.929169 testLoss 7.230767 62: time = 0.070000 loss = 6.819666 testLoss 6.754256 'TURB__rev lambda = -0.5054 alpha = -0.038020 lossBound = -0.000031 W1 = 0.190514 N1 = 0.167078 deltaLoss = -0.000059 Updating 1 features NewtonStep: 0.071 0.001000 Updating 0 features increaseLambda: 0.071 0.000000 Undoing contribution: was 0.07173155330384719 now 0.07168559563132539 TURB_COND: lambda = -1.6547 min = 1.0000 max = 3.0000 63: time = 0.071000 loss = 6.819620 testLoss 6.755472 NewtonStep: 0.153 0.001000 'TURB__rev lambda = -0.4149 alpha = 0.042970 lossBound = -0.000026 W1 = 0.101515 N1 = 0.083694 deltaLoss = -0.000046 alpha = -0.000000 lossBound = -0.001542 W1 = 0.082443 N1 = 0.073529 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.055 0.001000 increaseLambda: 0.055 0.000000 Undoing: newLoss 6.932272208326404, oldLoss 6.9291689495928335, deltaLossBound 0.0 Updating 1 features increaseLambda: 0.055 0.000000 NewtonStep: 0.071 0.000000 Updating 6 features NewtonStep: 0.717 0.003000 increaseLambda: 0.071 0.000000 Search: 0.055 0.000000 increaseLambda: 0.055 0.000000 64: time = 0.071000 loss = 6.819582 testLoss 6.755415 68: time = 0.055000 loss = 6.929169 testLoss 7.230767 TURB_COND^2: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.069016 N1 = 0.062500 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.055 0.000000 'TURB__rev lambda = -0.5359 alpha = -0.030441 lossBound = -0.000020 W1 = 0.190507 N1 = 0.167078 deltaLoss = -0.000038 increaseLambda: 0.056 0.001000 Undoing: newLoss 6.931237440516041, oldLoss 6.9291689495928335, deltaLossBound -0.001542105805323204 increaseLambda: 0.056 0.000000 increaseLambda: 0.718 0.001000 Undoing contribution: was 0.159665156921445 now 0.15965796072710503 Updating 1 features NewtonStep: 0.072 0.001000 increaseLambda: 0.153 0.000000 137: time = 0.154000 loss = 6.790854 testLoss 6.745882 'PTL__rev lambda = 0.5033 alpha = 0.007349 lossBound = -0.000000 W1 = 0.785832 N1 = 0.802858 deltaLoss = -0.000001 Search: 0.056 0.000000 increaseLambda: 0.072 0.000000 Undoing contribution: was 0.07168559563132539 now 0.0716562311200193 Updating 0 features increaseLambda: 0.056 0.000000 Undoing contribution: was 0.04773093240397669235: time = 0.718000 loss = 6.056593 testLoss 7.055575 'PTL__rev lambda = -0.6312 alpha = 0.014346 lossBound = -0.000004 W1 = 0.145372 N1 = 0.122951 deltaLoss = -0.000007 now 0.047730932403973136 69: time = 0.056000 loss = 6.929169 testLoss 7.230767 TURB_COND: lambda = -1.6547 min = 1.0000 max = 3.0000 alpha = 0.000000 lossBound = -0.001542 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.056 0.000000 increaseLambda: 0.056 0.000000 Undoing: newLoss 6.932272208326412, oldLoss 6.92916894959283, deltaLossBound 0.0 increaseLambda: 0.056 0.000000 Search: 0.056 0.000000 increaseLambda: 0.056 0.000000 70: time = 0.056000 loss = 6.929169 testLoss 7.230767 TURB_COND^2: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.069016 N1 = 0.062500 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.056 0.000000 increaseLambda: 0.057 0.001000 Undoing: newLoss 6.931237440516039, oldLoss 6.92916894959283, deltaLossBound -0.0015421058053234284 increaseLambda: 0.057 0.000000 NewtonStep: 0.155 0.001000 Search: 0.057 0.000000 increaseLambda: 0.155 0.000000 Undoing contribution: was 0.0077415529532105405 now 0.007740083580284097 138: time = 0.155000 loss = 6.790853 testLoss 6.745900 'PTL__rev lambda = 0.2544 alpha = -0.007744 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 65: time = 0.072000 loss = 6.819553 testLoss 6.756391 'TURB__rev lambda = -0.3807 alpha = 0.034219 lossBound = -0.000017 W1 = 0.101507 N1 = 0.083694 deltaLoss = -0.000029 Updating 0 features NewtonStep: 0.155 0.000000 increaseLambda: 0.155 0.000000 139: time = 0.155000 loss = 6.790851 testLoss 6.745888 'PTL__rev lambda = 0.5106 alpha = 0.007306 lossBound = -0.000000 W1 = 0.785832 N1 = 0.802858 deltaLoss = -0.000001 increaseLambda: 0.057 0.000000 71: time = 0.057000 loss = 6.929169 testLoss 7.230767 TURB_COND: lambda = -1.6547 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = -0.001542 W1 = 0.082443 N1 = 0.073529 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.057 0.000000 Updating 1 features NewtonStep: 0.155 0.000000 increaseLambda: 0.057 0.000000 Undoing: newLoss 6.932272208326414, oldLoss 6.929168949592833, deltaLossBound 0.0 increaseLambda: 0.057 0.000000 increaseLambda: 0.155 0.000000 Undoing contribution: was 0.007740083580284097 now 0.007738631453286782 140: time = 0.155000 loss = 6.790850 testLoss 6.745907 'PTL__rev lambda = 0.2467 alpha = -0.007697 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 Updating 1 features Search: 0.058 0.001000 increaseLambda: 0.058 0.000000 72: time = 0.058000 loss = 6.929169 testLoss 7.230767 TURB_COND^2: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.069016 N1 = 0.062500 deltaLoss = 0.000000 Updating 1 features Updating 2 features NewtonStep: 0.058 0.000000 NewtonStep: 0.074 0.002000 increaseLambda: 0.058 0.000000 Undoing: newLoss 6.93123744051604, oldLoss 6.929168949592833, deltaLossBound -0.0015421058053234256 increaseLambda: 0.074 0.000000 66: time = 0.074000 loss = 6.819529 testLoss 6.756351 increaseLambda: 0.058 0.000000 NewtonStep: 0.156 0.001000 Updating 6 features NewtonStep: 0.72 0.002000 increaseLambda: 0.156 0.000000 141: time = 0.156000 loss = 6.790849 testLoss 6.745895 'PTL__rev lambda = 0.5179 alpha = 0.007262 lossBound = -0.000000 W1 = 0.785832 N1 = 0.802858 deltaLoss = -0.000001 Search: 0.058 0.000000 Updating 0 features increaseLambda: 0.058 0.000000 73: time = 0.058000 loss = 6.929169 testLoss 7.230767 TURB_COND: lambda = -1.6547 min = 1.0000 max = 3.0000 NewtonStep: 0.156 0.000000 'TURB__rev lambda = -0.5601 alpha = -0.024281 lossBound = -0.000013 W1 = 0.190502 N1 = 0.167078 deltaLoss = -0.000024 increaseLambda: 0.156 0.000000 Undoing contribution: was 0.007738631453286782 now 0.007737196368893241 increaseLambda: 0.72 0.000000 142: time = 0.156000 loss = 6.790847 testLoss 6.745913 'PTL__rev lambda = 0.2390 alpha = -0.007651 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 236: time = 0.720000 loss = 6.056587 testLoss 7.054291 'CHLA__rev lambda = -0.9599 alpha = -0.010620 lossBound = -0.000004 W1 = 0.179134 N1 = 0.152846 deltaLoss = -0.000006 Updating 0 features Updating 1 features NewtonStep: 0.156 0.000000 NewtonStep: 0.075 0.001000 increaseLambda: 0.157 0.001000 143: time = 0.157000 loss = 6.790846 testLoss 6.745901 'PTL__rev lambda = 0.5251 alpha = 0.007219 lossBound = -0.000000 W1 = 0.785832 N1 = 0.802858 deltaLoss = -0.000001 increaseLambda: 0.075 0.000000 Undoing contribution: was 0.0716562311200193 now 0.07163739632282808 67: time = 0.075000 loss = 6.819510 testLoss 6.757135 'TURB__rev lambda = -0.3533 alpha = 0.027325 lossBound = -0.000011 W1 = 0.101501 N1 = 0.083694 deltaLoss = -0.000019 Updating 0 features NewtonStep: 0.157 0.000000 increaseLambda: 0.157 0.000000 Undoing contribution: was 0.007737196368893241 now 0.007735778126161098 144: time = 0.157000 loss = 6.790844 testLoss 6.745920 'PTL__rev lambda = 0.2314 alpha = -0.007606 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.075 0.000000 Updating 0 features NewtonStep: 0.157 0.000000 increaseLambda: 0.075 0.000000 Undoing: newLoss 6.831894531085877, oldLoss 6.819510011955165, deltaLossBound -8.145176137375746E-6 increaseLambda: 0.157 0.000000 145: time = 0.157000 loss = 6.790843 testLoss 6.745907 'PTL__rev lambda = 0.0250 alpha = 0.007205 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 increaseLambda: 0.075 0.000000 Updating 0 features NewtonStep: 0.157 0.000000 increaseLambda: 0.157 0.000000 Undoing contribution: was 0.007735778126161098 now 0.007734372500296505 146: time = 0.157000 loss = 6.790841 testLoss 6.745926 'PTL__rev lambda = 0.2238 alpha = -0.007571 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 Search: 0.075 0.000000 Updating 0 features increaseLambda: 0.076 0.001000 NewtonStep: 0.158 0.001000 68: time = 0.076000 loss = 6.819495 testLoss 6.757100 'TURB__rev lambda = -0.0207 alpha = -0.020658 lossBound = -0.000008 W1 = 0.187442 N1 = 0.164242 deltaLoss = -0.000015 increaseLambda: 0.158 0.000000 147: time = 0.158000 loss = 6.790840 testLoss 6.745913 'PTL__rev lambda = 0.0321 alpha = 0.007166 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.158 0.000000 Updating 1 features NewtonStep: 0.076 0.000000 increaseLambda: 0.158 0.000000 Undoing contribution: was 0.007734372500296505 now 0.007732981759655633 148: time = 0.158000 loss = 6.790839 testLoss 6.745931 'PTL__rev lambda = 0.2163 alpha = -0.007530 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 increaseLambda: 0.076 0.000000 Undoing contribution: was 0.07163739632282808 now 0.07162367002182558 69: time = 0.076000 loss = 6.819481 testLoss 6.757770 'TURB__rev lambda = -0.3301 alpha = 0.023283 lossBound = -0.000008 W1 = 0.101499 N1 = 0.083694 deltaLoss = -0.000014 Updating 0 features Updating 6 features NewtonStep: 0.158 0.000000 NewtonStep: 0.722 0.002000 increaseLambda: 0.158 0.000000 149: time = 0.158000 loss = 6.790837 testLoss 6.745919 'PTL__rev lambda = 0.0393 alpha = 0.007127 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 Updating 10 features Updating 0 features NewtonStep: 0.076 0.000000 Newton: returning 0.021383026825798377 increaseLambda: 0.076 0.000000 alpha = -0.000000 lossBound = -0.001542 W1 = 0.082443 N1 = 0.073529 deltaLoss = 0.000000 70: time = 0.076000 loss = 6.819468 testLoss 6.756409 increaseLambda: 0.722 0.000000 Undoing contribution: was 0.005458191604606812 now 0.00545456785098253 Updating 0 features 'TURB__rev lambda = -0.4514 alpha = -0.030339 lossBound = -0.000007 W1 = 0.050123 N1 = 0.035411 deltaLoss = -0.000012 Updating 2 features NewtonStep: 0.061 0.003000 increaseLambda: 0.061 0.000000 Undoing: newLoss 6.929168949592834, oldLoss 6.9291689495928335, deltaLossBound -1.528205459788582E-17 increaseLambda: 0.061 0.000000 Search: 0.061 0.000000 Updating 1 features increaseLambda: 0.061 0.000000 74: time = 0.061000 loss = 6.929169 testLoss 7.230767 NewtonStep: 0.077 0.001000 TURB_COND: lambda = -1.6547 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = -0.000000 W1 = 0.082443 N1 = 0.073529 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.061 0.000000 Loss was 6.7908372799189936, now 6.790836806150436, delta -0.000000 parallelUpdate: 0.159 0.001000 increaseLambda: 0.061 0.000000 Undoing contribution: was 0.047730932403969584 now 0.047730932403968696 75: time = 0.061000 loss = 6.929169 testLoss 7.230767 TURB_COND: lambda = -1.6547 min = 1.0000 max = 3.0000 alpha = 0.000000 lossBound = -0.000000 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.061 0.000000 increaseLambda: 0.077 0.000000 Updating 0 features 237: time = 0.723000 loss = 6.056584 testLoss 7.054876 'CHLA__rev lambda = -0.4319 alpha = 0.007566 lossBound = -0.000002 W1 = 0.310089 N1 = 0.279805 deltaLoss = -0.000004 NewtonStep: 0.159 0.000000 increaseLambda: 0.061 0.000000 Undoing: newLoss 6.932272208326413, oldLoss 6.929168949592833, deltaLossBound 0.0 increaseLambda: 0.159 0.000000 Undoing contribution: was 0.007732981759655633 now 0.007729531199777807 increaseLambda: 0.061 0.000000 151: time = 0.159000 loss = 6.790833 testLoss 6.745930 'PTL__rev lambda = 0.2021 alpha = -0.011877 lossBound = -0.000001 W1 = 0.806898 N1 = 0.823183 deltaLoss = -0.000003 Updating 0 features NewtonStep: 0.16 0.001000 Search: 0.062 0.001000 increaseLambda: 0.062 0.000000 76: time = 0.062000 loss = 6.929169 testLoss 7.230767 TURB_COND^2: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.069016 N1 = 0.062500 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.062 0.000000 increaseLambda: 0.16 0.000000 152: time = 0.160000 loss = 6.790832 testLoss 6.745918 'PTL__rev lambda = 0.0468 alpha = 0.007083 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 Undoing contribution: was 0.07162367002182558 now 0.07161387163140744 increaseLambda: 0.062 0.000000 Undoing: newLoss 6.931237440516041, oldLoss 6.929168949592833, deltaLossBound -0.0015421058053235687 increaseLambda: 0.062 0.000000 Search: 0.062 0.000000 increaseLambda: 0.062 0.000000 77: time = 0.062000 loss = 6.929169 testLoss 7.230767 TURB_COND: lambda = -1.6547 min = 1.0000 max = 3.0000 alpha = -0.000000 lossBound = -0.001542 W1 = 0.082443 N1 = 0.073529 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.062 0.000000 71: time = 0.078000 loss = 6.819459 testLoss 6.756976 'TURB__rev lambda = -0.3104 alpha = 0.019666 lossBound = -0.000006 W1 = 0.101497 N1 = 0.083694 deltaLoss = -0.000010 increaseLambda: 0.062 0.000000 Undoing: newLoss 6.932272208326404, oldLoss 6.9291689495928335, deltaLossBound 0.0 increaseLambda: 0.062 0.000000 Updating 0 features Search: 0.063 0.001000 increaseLambda: 0.063 0.000000 78: time = 0.063000 loss = 6.929169 testLoss 7.230767 NewtonStep: 0.079 0.001000 TURB_COND^2: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.069016 N1 = 0.062500 deltaLoss = 0.000000 Updating 2 features NewtonStep: 0.063 0.000000 increaseLambda: 0.063 0.000000 increaseLambda: 0.079 0.000000 72: time = 0.079000 loss = 6.819447 testLoss 6.756948 'TURB__rev lambda = -0.0377 Updating 0 features Undoing: newLoss 6.931237440516041, oldLoss 6.9291689495928335, deltaLossBound -0.001542105805323204 NewtonStep: 0.161 0.001000 increaseLambda: 0.063 0.000000 increaseLambda: 0.161 0.000000 Undoing contribution: was 0.007729531199777807 now 0.0077281796629353645 153: time = 0.161000 loss = 6.790831 testLoss 6.745936 'PTL__rev lambda = 0.1947 alpha = -0.007422 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.161 0.000000 Search: 0.063 0.000000 increaseLambda: 0.161 0.000000 increaseLambda: 0.063 0.000000 Undoing contribution: was 0.04773093240396781 now 0.047730932403964255 154: time = 0.161000 loss = 6.790829 testLoss 6.745924 'PTL__rev lambda = 0.0538 alpha = 0.007025 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 alpha = -0.017042 lossBound = -0.000006 W1 = 0.187532 N1 = 0.164242 deltaLoss = -0.000012 Updating 7 features NewtonStep: 0.725 0.002000 Updating 0 features NewtonStep: 0.162 0.001000 increaseLambda: 0.162 0.000000 Undoing contribution: was 0.0077281796629353645 now 0.007726842410391999 155: time = 0.162000 loss = 6.790828 testLoss 6.745941 'PTL__rev lambda = 0.1873 79: time = 0.063000 loss = 6.929169 testLoss 7.230767 TURB_COND: lambda = -1.6547 min = 1.0000 max = 3.0000 alpha = -0.007382 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.08 0.001000 increaseLambda: 0.726 0.001000 Updating 0 features NewtonStep: 0.162 0.000000 238: time = 0.726000 loss = 6.056577 testLoss 7.055970 'NTL__rev lambda = -1.3046 increaseLambda: 0.08 0.000000 alpha = -0.036994 lossBound = -0.000003 W1 = 0.023607 N1 = 0.011802 deltaLoss = -0.000007 alpha = 0.000000 lossBound = -0.001542 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.064 0.001000 increaseLambda: 0.162 0.000000 156: time = 0.162000 loss = 6.790827 testLoss 6.745930 'PTL__rev lambda = 0.0608 alpha = 0.006988 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 increaseLambda: 0.064 0.000000 Undoing: newLoss 6.932272208326412, oldLoss 6.92916894959283, deltaLossBound 0.0 Updating 0 features increaseLambda: 0.064 0.000000 NewtonStep: 0.162 0.000000 increaseLambda: 0.162 0.000000 Undoing contribution: was 0.007726842410391999 now 0.007725519315621366 157: time = 0.162000 loss = 6.790825 testLoss 6.745947 'PTL__rev lambda = 0.1800 alpha = -0.007342 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 Search: 0.064 0.000000 increaseLambda: 0.064 0.000000 80: time = 0.064000 loss = 6.929169 testLoss 7.230767 TURB_COND^2: lambda = 0.0000 min = 1.0000 max = 9.0000 alpha = -0.000000 lossBound = 0.000000 W1 = 0.069016 N1 = 0.062500 deltaLoss = 0.000000 Converged after 80 iterations 80: time = 0.064000 loss = 6.929169 testLoss 7.230767 Res.gain: 0.094590005145613 Updating 0 features NewtonStep: 0.162 0.000000 increaseLambda: 0.163 0.001000 158: time = 0.163000 loss = 6.790824 testLoss 6.745936 'PTL__rev lambda = 0.0678 alpha = 0.006950 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.163 0.000000 Making features makeFeatures: max memory 1908932608, total allocated 543686656, free 231329632, used 312357024, increment 44157080 Daphnia_lumholtzi URBAN: Regularization values: linear/quadratic/product: 0.239, categorical: 0.250, threshold: 1.660, hinge: 0.500 34 samples Density: max memory 1908932608, total allocated 543686656, free 231329632, used 312357024, increment 0 linearPredictor: max memory 1908932608, total allocated 543686656, free 231329632, used 312357024, increment 0 FeaturedSpace: max memory 1908932608, total allocated 543686656, free 231329632, used 312357024, increment 0 Sequential: max memory 1908932608, total allocated 543686656, free 231329632, used 312357024, increment 0 Initial loss: 7.023758954738443 Initial test loss: 7.023758954738443 Updating 2 features increaseLambda: 0.0 0.000000 0: time = 0.000000 loss = 7.018485 testLoss 7.018043 (URBAN=0.0) lambda = -0.0209 alpha = -0.020911 lossBound = -0.134556 W1 = 0.653338 N1 = 0.382353 deltaLoss = -0.005274 Updating 2 features increaseLambda: 0.001 0.001000 1: time = 0.001000 loss = 7.013413 testLoss 7.012537 (URBAN=0.0) lambda = -0.0414 alpha = -0.020493 lossBound = -0.129282 W1 = 0.648682 N1 = 0.382353 deltaLoss = -0.005072 Updating 2 features increaseLambda: 0.001 0.000000 2: time = 0.001000 loss = 7.008535 testLoss 7.007235 (URBAN=0.0) lambda = -0.0615 alpha = -0.020083 lossBound = -0.124210 W1 = 0.644092 N1 = 0.382353 deltaLoss = -0.004878 Updating 2 features increaseLambda: 0.001 0.000000 3: time = 0.001000 loss = 7.003844 testLoss 7.002128 (URBAN=1.0) lambda = 0.0197 alpha = 0.019681 lossBound = -0.119332 W1 = 0.360433 N1 = 0.617647 deltaLoss = -0.004691 Updating 2 features increaseLambda: 0.002 0.001000 4: time = 0.002000 loss = 6.999334 testLoss 6.997210 (URBAN=0.0) lambda = -0.0808 alpha = -0.019288 lossBound = -0.114641 W1 = 0.635109 N1 = 0.382353 deltaLoss = -0.004510 Updating 2 features increaseLambda: 0.002 0.000000 5: time = 0.002000 loss = 6.994998 testLoss 6.992474 (URBAN=0.0) lambda = -0.0997 alpha = -0.018902 lossBound = -0.110131 W1 = 0.630718 N1 = 0.382353 deltaLoss = -0.004336 increaseLambda: 0.166 0.003000 Undoing contribution: was 0.007725519315621366 now 0.007724210228008833 159: time = 0.166000 loss = 6.790823 testLoss 6.745953 'PTL__rev lambda = 0.1726 alpha = -0.007303 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.166 0.000000 increaseLambda: 0.166 0.000000 160: time = 0.167000 loss = 6.790821 testLoss 6.745941 'PTL__rev lambda = 0.0747 alpha = 0.006913 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.167 0.000000 increaseLambda: 0.167 0.000000 Undoing contribution: was 0.007724210228008833 now 0.007722914998549147 Undoing contribution: was 0.07161387163140744 now 0.07160446315869541 161: time = 0.167000 loss = 6.790820 testLoss 6.745959 'PTL__rev lambda = 0.1654 alpha = -0.007263 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 73: time = 0.085000 loss = 6.819437 testLoss 6.757504 'TURB__rev lambda = -0.2911 alpha = 0.019259 lossBound = -0.000005 W1 = 0.101497 N1 = 0.083694 deltaLoss = -0.000009 Updating 0 features Updating 2 features NewtonStep: 0.167 0.000000 increaseLambda: 0.003 0.001000 6: time = 0.003000 loss = 6.990829 testLoss 6.987913 (URBAN=0.0) lambda = -0.1182 alpha = -0.018524 lossBound = -0.105795 W1 = 0.626393 N1 = 0.382353 deltaLoss = -0.004169 Updating 2 features increaseLambda: 0.003 0.000000 7: time = 0.003000 loss = 6.986821 testLoss 6.983521 (URBAN=0.0) lambda = -0.1364 increaseLambda: 0.167 0.000000 alpha = -0.018153 lossBound = -0.101626 W1 = 0.622135 N1 = 0.382353 deltaLoss = -0.004008 Updating 2 features increaseLambda: 0.004 0.001000 8: time = 0.004000 loss = 6.982969 testLoss 6.979293 (URBAN=0.0) lambda = -0.1541 alpha = -0.017790 lossBound = -0.097618 W1 = 0.617944 N1 = 0.382353 deltaLoss = -0.003852 Updating 2 features Updating 0 features NewtonStep: 0.086 0.001000 increaseLambda: 0.004 0.000000 9: time = 0.004000 loss = 6.979266 testLoss 6.975221 (URBAN=1.0) lambda = 0.0371 alpha = 0.017435 lossBound = -0.093766 W1 = 0.386181 N1 = 0.617647 deltaLoss = -0.003703 Updating 2 features increaseLambda: 0.086 0.000000 74: time = 0.086000 loss = 6.819428 testLoss 6.756296 'TURB__rev lambda = -0.4784 alpha = -0.026971 lossBound = -0.000005 W1 = 0.050122 N1 = 0.035411 deltaLoss = -0.000010 increaseLambda: 0.004 0.000000 10: time = 0.004000 loss = 6.962169 testLoss 6.956318 (URBAN=1.0) lambda = 0.1225 alpha = 0.085429 lossBound = -0.090063 W1 = 0.406617 N1 = 0.617647 deltaLoss = -0.017097 Updating 2 features increaseLambda: 0.004 0.000000 11: time = 0.004000 loss = 6.948287 testLoss 6.940809 (URBAN=1.0) lambda = 0.1994 alpha = 0.076886 lossBound = -0.072966 W1 = 0.425293 N1 = 0.617647 deltaLoss = -0.013883 Updating 2 features Updating 1 features NewtonStep: 0.086 0.000000 increaseLambda: 0.004 0.000000 12: time = 0.004000 loss = 6.937027 testLoss 6.928086 (URBAN=1.0) lambda = 0.2686 alpha = 0.069198 lossBound = -0.059084 W1 = 0.442288 N1 = 0.617647 deltaLoss = -0.011260 Updating 2 features increaseLambda: 0.086 0.000000 Undoing contribution: was 0.07160446315869541 now 0.07159671720325834 increaseLambda: 0.004 0.000000 13: time = 0.004000 loss = 6.927902 testLoss 6.917644 75: time = 0.086000 loss = 6.819420 testLoss 6.756801 (URBAN=0.0) lambda = -0.2164 alpha = -0.062278 lossBound = -0.047824 W1 = 0.542300 N1 = 0.382353 deltaLoss = -0.009124 Updating 2 features increaseLambda: 0.004 0.000000 14: time = 0.004000 loss = 6.920513 testLoss 6.909070 (URBAN=0.0) lambda = -0.2725 alpha = -0.056050 lossBound = -0.038699 W1 = 0.528358 N1 = 0.382353 deltaLoss = -0.007389 Updating 2 features increaseLambda: 0.005 0.001000 15: time = 0.005000 loss = 6.914532 testLoss 6.902022 (URBAN=0.0) lambda = -0.3229 alpha = -0.050445 lossBound = -0.031310 W1 = 0.515772 N1 = 0.382353 deltaLoss = -0.005981 Updating 2 features 162: time = 0.167000 loss = 6.790819 testLoss 6.745947 'PTL__rev lambda = 0.0816 alpha = 0.006876 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.733 0.007000 increaseLambda: 0.005 0.000000 16: time = 0.005000 loss = 6.909692 testLoss 6.896222 (URBAN=0.0) lambda = -0.3683 alpha = -0.045401 lossBound = -0.025329 W1 = 0.504427 N1 = 0.382353 deltaLoss = -0.004840 Updating 2 features Updating 0 features NewtonStep: 0.169 0.002000 increaseLambda: 0.005 0.000000 17: time = 0.005000 loss = 6.905777 testLoss 6.891442 (URBAN=1.0) lambda = 0.3095 alpha = 0.040860 lossBound = -0.020489 W1 = 0.505788 N1 = 0.617647 deltaLoss = -0.003915 Updating 2 features increaseLambda: 0.169 0.000000 Undoing contribution: was 0.007722914998549147 now 0.007721633479826007 163: time = 0.169000 loss = 6.790817 testLoss 6.745965 increaseLambda: 0.005 0.000000 18: time = 0.005000 loss = 6.902610 testLoss 6.887498 (URBAN=0.0) lambda = -0.4051 alpha = -0.036774 lossBound = -0.016574 W1 = 0.485023 N1 = 0.382353 deltaLoss = -0.003167 increaseLambda: 0.733 0.000000 'TURB__rev lambda = -0.2737 alpha = 0.017479 lossBound = -0.000004 W1 = 0.101496 N1 = 0.083694 deltaLoss = -0.000008 Undoing contribution: was 3.0230030231927645E-5 now 2.5857304290590338E-5 Updating 2 features 239: time = 0.733000 loss = 6.056573 testLoss 7.055587 SALINITY_COND^2: lambda = 0.0107 min = 1.0000 max = 9.0000 increaseLambda: 0.005 0.000000 alpha = -0.015309 lossBound = -0.000003 W1 = 0.065169 N1 = 0.073529 deltaLoss = -0.000004 19: time = 0.005000 loss = 6.900049 testLoss 6.884237 (URBAN=0.0) lambda = -0.4382 alpha = -0.033097 lossBound = -0.013407 W1 = 0.476761 N1 = 0.382353 deltaLoss = -0.002561 Updating 2 features increaseLambda: 0.006 0.001000 20: time = 0.006000 loss = 6.894002 testLoss 6.876090 (URBAN=1.0) lambda = 0.4088 alpha = 0.099291 lossBound = -0.010846 W1 = 0.547931 N1 = 0.617647 deltaLoss = -0.006047 Updating 2 features Updating 0 features increaseLambda: 0.006 0.000000 21: time = 0.006000 loss = 6.891329 testLoss 6.872017 (URBAN=1.0) lambda = 0.4750 alpha = 0.066194 lossBound = -0.004799 W1 = 0.564269 N1 = 0.617647 deltaLoss = -0.002673 Updating 2 features NewtonStep: 0.088 0.002000 increaseLambda: 0.006 0.000000 22: time = 0.006000 loss = 6.890146 testLoss 6.869900 (URBAN=0.0) lambda = -0.4823 alpha = -0.044129 lossBound = -0.002126 W1 = 0.424913 N1 = 0.382353 deltaLoss = -0.001183 Updating 2 features increaseLambda: 0.088 0.000000 76: time = 0.088000 loss = 6.819411 testLoss 6.756777 'TURB__rev lambda = -0.0528 alpha = -0.015141 lossBound = -0.000005 W1 = 0.187531 N1 = 0.164242 deltaLoss = -0.000009 increaseLambda: 0.006 0.000000 23: time = 0.006000 loss = 6.889621 testLoss 6.868753 (URBAN=0.0) lambda = -0.5117 alpha = -0.029420 lossBound = -0.000942 W1 = 0.417740 N1 = 0.382353 deltaLoss = -0.000524 Updating 2 features increaseLambda: 0.006 0.000000 24: time = 0.006000 loss = 6.889389 testLoss 6.868106 (URBAN=1.0) lambda = 0.4946 alpha = 0.019613 lossBound = -0.000418 W1 = 0.587022 N1 = 0.617647 deltaLoss = -0.000233 Updating 2 features Updating 1 features NewtonStep: 0.088 0.000000 increaseLambda: 0.006 0.000000 25: time = 0.006000 loss = 6.889286 testLoss 6.867726 (URBAN=1.0) lambda = 0.5077 alpha = 0.013075 lossBound = -0.000186 W1 = 0.590189 N1 = 0.617647 deltaLoss = -0.000103 Updating 2 features increaseLambda: 0.088 0.000000 Undoing contribution: was 0.07159671720325834 now 0.07158927739642286 77: time = 0.088000 loss = 6.819403 testLoss 6.757273 'TURB__rev lambda = -0.2565 alpha = 0.017121 lossBound = -0.000004 W1 = 0.101496 N1 = 0.083694 deltaLoss = -0.000007 increaseLambda: 0.006 0.000000 26: time = 0.006000 loss = 6.889240 testLoss 6.867496 (URBAN=0.0) lambda = -0.5205 alpha = -0.008717 lossBound = -0.000082 W1 = 0.407705 N1 = 0.382353 deltaLoss = -0.000046 Updating 2 features increaseLambda: 0.007 0.001000 27: time = 0.007000 loss = 6.889219 testLoss 6.867353 (URBAN=1.0) lambda = 0.5135 alpha = 0.005811 lossBound = -0.000037 W1 = 0.593698 N1 = 0.617647 deltaLoss = -0.000020 Updating 2 features Updating 0 features increaseLambda: 0.007 0.000000 NewtonStep: 0.089 0.001000 'PTL__rev lambda = 0.1582 alpha = -0.007224 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 28: time = 0.007000 loss = 6.889210 testLoss 6.867262 (URBAN=0.0) lambda = -0.5243 alpha = -0.003874 lossBound = -0.000016 W1 = 0.405368 N1 = 0.382353 deltaLoss = -0.000009 Updating 2 features Updating 0 features NewtonStep: 0.171 0.002000 increaseLambda: 0.007 0.000000 29: time = 0.007000 loss = 6.889206 testLoss 6.867203 (URBAN=1.0) lambda = 0.5161 alpha = 0.002583 lossBound = -0.000007 W1 = 0.595254 N1 = 0.617647 deltaLoss = -0.000004 Updating 0 features Updating 2 features increaseLambda: 0.171 0.000000 Loss was 6.889206310540831, now 6.889206310540831, delta 0.000000 parallelUpdate: 0.007 0.000000 Updating 2 features 164: time = 0.171000 loss = 6.790816 testLoss 6.745953 increaseLambda: 0.007 0.000000 31: time = 0.007000 loss = 6.889205 testLoss 6.867165 (URBAN=1.0) lambda = 0.5178 alpha = 0.001722 lossBound = -0.000003 W1 = 0.595669 N1 = 0.617647 deltaLoss = -0.000002 Updating 2 features 'PTL__rev lambda = 0.0884 alpha = 0.006839 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 increaseLambda: 0.09 0.001000 Updating 33 features 78: time = 0.090000 loss = 6.819395 testLoss 6.756199 'TURB__rev lambda = -0.5024 Updating 0 features increaseLambda: 0.008 0.001000 32: time = 0.008000 loss = 6.889204 testLoss 6.867140 (URBAN=0.0) lambda = -0.5255 NewtonStep: 0.172 0.001000 alpha = -0.023979 lossBound = -0.000004 W1 = 0.050121 N1 = 0.035411 deltaLoss = -0.000008 increaseLambda: 0.172 0.000000 Undoing contribution: was 0.007721633479826007 now 0.0077203655260067346 165: time = 0.172000 loss = 6.790815 testLoss 6.745970 'PTL__rev lambda = 0.1510 alpha = -0.007185 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 Updating 0 features Updating 1 features NewtonStep: 0.172 0.000000 NewtonStep: 0.09 0.000000 Reducing stepsize from 1.329546864305023 to 0.15152750365493933 Newton: returning 0.15152750365493933 increaseLambda: 0.172 0.000000 Updating 9 features 166: time = 0.172000 loss = 6.790814 testLoss 6.745959 'PTL__rev lambda = 0.0952 alpha = 0.006802 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 increaseLambda: 0.09 0.000000 Undoing contribution: was 0.07158927739642286 now 0.07158316314808678 79: time = 0.090000 loss = 6.819389 testLoss 6.756649 'TURB__rev lambda = -0.2410 alpha = 0.015524 lossBound = -0.000003 W1 = 0.101495 N1 = 0.083694 deltaLoss = -0.000006 Updating 0 features NewtonStep: 0.172 0.000000 increaseLambda: 0.172 0.000000 Undoing contribution: was 0.0077203655260067346 now 0.0077191109928129616 167: time = 0.172000 loss = 6.790812 testLoss 6.745976 'PTL__rev lambda = 0.1438 alpha = -0.007147 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.09 0.000000 Updating 0 features NewtonStep: 0.173 0.001000 increaseLambda: 0.091 0.001000 80: time = 0.091000 loss = 6.819382 testLoss 6.756629 'TURB__rev lambda = -0.0663 alpha = -0.013460 lossBound = -0.000004 W1 = 0.187531 N1 = 0.164242 deltaLoss = -0.000007 alpha = -0.001148 lossBound = -0.000001 W1 = 0.404054 N1 = 0.382353 deltaLoss = -0.000001 Updating 2 features increaseLambda: 0.009 0.001000 33: time = 0.009000 loss = 6.889203 testLoss 6.867124 (URBAN=0.0) lambda = -0.5262 alpha = -0.000765 lossBound = -0.000001 W1 = 0.403870 N1 = 0.382353 deltaLoss = -0.000000 Updating 2 features Loss was 6.056572722856569, now 6.056500067615329, delta -0.000073 parallelUpdate: 0.737 0.004000 increaseLambda: 0.009 0.000000 34: time = 0.009000 loss = 6.889203 testLoss 6.867113 (URBAN=1.0) lambda = 0.5183 alpha = 0.000510 lossBound = -0.000000 W1 = 0.596253 N1 = 0.617647 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.009 0.000000 35: time = 0.009000 loss = 6.889203 testLoss 6.867105 (URBAN=1.0) lambda = 0.5186 alpha = 0.000340 lossBound = -0.000000 W1 = 0.596335 N1 = 0.617647 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.009 0.000000 36: time = 0.009000 loss = 6.889203 testLoss 6.867101 (URBAN=0.0) lambda = -0.5265 alpha = -0.000227 lossBound = -0.000000 W1 = 0.403611 N1 = 0.382353 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.009 0.000000 37: time = 0.009000 loss = 6.889203 testLoss 6.867097 (URBAN=0.0) lambda = -0.5266 alpha = -0.000151 lossBound = -0.000000 W1 = 0.403574 N1 = 0.382353 deltaLoss = -0.000000 Updating 2 features NewtonStep: 0.091 0.000000 increaseLambda: 0.173 0.000000 Updating 2 features increaseLambda: 0.01 0.001000 38: time = 0.010000 loss = 6.889203 testLoss 6.867095 (URBAN=1.0) lambda = 0.5187 alpha = 0.000101 lossBound = -0.000000 W1 = 0.596450 N1 = 0.617647 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.01 0.000000 39: time = 0.010000 loss = 6.889203 testLoss 6.867094 (URBAN=1.0) lambda = 0.5188 alpha = 0.000067 lossBound = -0.000000 W1 = 0.596466 N1 = 0.617647 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.01 0.000000 40: time = 0.010000 loss = 6.889203 testLoss 6.867093 (URBAN=0.0) lambda = -0.5267 alpha = -0.000045 lossBound = -0.000000 W1 = 0.403523 N1 = 0.382353 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.092 0.001000 Undoing contribution: was 0.07158316314808678 now 0.0715772732327802 81: time = 0.092000 loss = 6.819376 testLoss 6.757070 'TURB__rev lambda = -0.2258 alpha = 0.015230 lossBound = -0.000003 W1 = 0.101495 N1 = 0.083694 deltaLoss = -0.000006 increaseLambda: 0.01 0.000000 41: time = 0.010000 loss = 6.889203 testLoss 6.867092 (URBAN=0.0) lambda = -0.5267 alpha = -0.000030 lossBound = -0.000000 W1 = 0.403516 N1 = 0.382353 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.01 0.000000 42: time = 0.010000 loss = 6.889203 testLoss 6.867092 (URBAN=1.0) lambda = 0.5188 alpha = 0.000020 lossBound = -0.000000 W1 = 0.596489 N1 = 0.617647 deltaLoss = -0.000000 Updating 2 features Updating 0 features NewtonStep: 0.092 0.000000 increaseLambda: 0.01 0.000000 43: time = 0.010000 loss = 6.889203 testLoss 6.867092 (URBAN=0.0) lambda = -0.5267 alpha = -0.000013 lossBound = -0.000000 W1 = 0.403508 N1 = 0.382353 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.092 0.000000 82: time = 0.092000 loss = 6.819370 testLoss 6.756117 'TURB__rev lambda = -0.5237 alpha = -0.021307 lossBound = -0.000003 W1 = 0.050120 N1 = 0.035411 deltaLoss = -0.000006 increaseLambda: 0.011 0.001000 44: time = 0.011000 loss = 6.889203 testLoss 6.867091 (URBAN=1.0) lambda = 0.5188 alpha = 0.000009 lossBound = -0.000000 W1 = 0.596494 N1 = 0.617647 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.011 0.000000 45: time = 0.011000 loss = 6.889203 testLoss 6.867091 (URBAN=1.0) lambda = 0.5188 alpha = 0.000006 lossBound = -0.000000 W1 = 0.596495 N1 = 0.617647 deltaLoss = -0.000000 Updating 2 features Updating 1 features increaseLambda: 0.011 0.000000 NewtonStep: 0.093 0.001000 46: time = 0.011000 loss = 6.889203 testLoss 6.867091 (URBAN=0.0) lambda = -0.5267 alpha = -0.000004 lossBound = -0.000000 W1 = 0.403504 N1 = 0.382353 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.093 0.000000 Undoing contribution: was 0.0715772732327802 now 0.07157245210469144 168: time = 0.173000 loss = 6.790811 testLoss 6.745965 83: time = 0.093000 loss = 6.819365 testLoss 6.756517 increaseLambda: 0.011 0.000000 'TURB__rev lambda = -0.2120 alpha = 0.013781 lossBound = -0.000003 W1 = 0.101494 N1 = 0.083694 deltaLoss = -0.000005 'PTL__rev lambda = 0.1020 alpha = 0.006766 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.175 0.002000 Updating 9 features NewtonStep: 0.739 0.002000 Updating 0 features increaseLambda: 0.175 0.000000 Undoing contribution: was 0.0077191109928129616 now 0.00771786973750287 169: time = 0.175000 loss = 6.790810 testLoss 6.745982 47: time = 0.011000 loss = 6.889203 testLoss 6.867091 (URBAN=1.0) lambda = 0.5188 alpha = 0.000003 lossBound = -0.000000 W1 = 0.596497 N1 = 0.617647 deltaLoss = -0.000000 Updating 2 features 'PTL__rev lambda = 0.1367 alpha = -0.007108 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 increaseLambda: 0.011 0.000000 48: time = 0.011000 loss = 6.889203 testLoss 6.867091 NewtonStep: 0.093 0.000000 (URBAN=1.0) lambda = 0.5188 alpha = 0.000002 lossBound = -0.000000 W1 = 0.596497 N1 = 0.617647 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.74 0.001000 increaseLambda: 0.094 0.001000 84: time = 0.094000 loss = 6.819359 testLoss 6.756499 Updating 0 features 241: time = 0.740000 loss = 6.056494 testLoss 7.056417 'TURB__rev lambda = -0.0783 increaseLambda: 0.012 0.001000 49: time = 0.012000 loss = 6.889203 testLoss 6.867091 (URBAN=1.0) lambda = 0.5188 alpha = -0.011972 lossBound = -0.000003 W1 = 0.187530 N1 = 0.164242 deltaLoss = -0.000006 SALINITY_COND: lambda = 0.1094 min = 1.0000 max = 3.0000 alpha = 0.016698 lossBound = -0.000004 W1 = 0.078857 N1 = 0.088235 deltaLoss = -0.000006 NewtonStep: 0.176 0.001000 increaseLambda: 0.176 0.000000 170: time = 0.176000 loss = 6.790809 testLoss 6.745971 'PTL__rev lambda = 0.1087 alpha = 0.006729 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.094 0.000000 Updating 0 features NewtonStep: 0.176 0.000000 increaseLambda: 0.094 0.000000 Undoing contribution: was 0.07157245210469144 now 0.07156778537134502 85: time = 0.094000 loss = 6.819355 testLoss 6.756893 'TURB__rev lambda = -0.1984 increaseLambda: 0.176 0.000000 Undoing contribution: was 0.00771786973750287 now 0.00771664161888096 171: time = 0.176000 loss = 6.790807 testLoss 6.745988 'PTL__rev lambda = 0.1297 alpha = -0.007070 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 alpha = 0.000001 lossBound = -0.000000 W1 = 0.596498 N1 = 0.617647 deltaLoss = -0.000000 Updating 2 features Updating 0 features NewtonStep: 0.176 0.000000 increaseLambda: 0.012 0.000000 50: time = 0.012000 loss = 6.889203 testLoss 6.867091 (URBAN=0.0) lambda = -0.5267 alpha = -0.000002 lossBound = -0.000000 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.013 0.001000 51: time = 0.013000 loss = 6.889203 testLoss 6.867091 (URBAN=1.0) lambda = 0.5188 alpha = 0.000000 lossBound = -0.000000 W1 = 0.596498 N1 = 0.617647 deltaLoss = 0.000000 Updating 2 features alpha = 0.013554 lossBound = -0.000003 W1 = 0.101494 N1 = 0.083694 deltaLoss = -0.000005 increaseLambda: 0.013 0.000000 Undoing contribution: was 0.07092544541507362 now 0.07092544541505408 52: time = 0.013000 loss = 6.889203 testLoss 6.867091 (URBAN=0.0) lambda = -0.5267 alpha = 0.000000 lossBound = -0.000000 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.013 0.000000 53: time = 0.013000 loss = 6.889203 testLoss 6.867091 (URBAN=1.0) lambda = 0.5188 alpha = 0.000000 lossBound = -0.000000 W1 = 0.596498 N1 = 0.617647 deltaLoss = 0.000000 Updating 2 features Updating 0 features NewtonStep: 0.095 0.001000 increaseLambda: 0.013 0.000000 54: time = 0.013000 loss = 6.889203 testLoss 6.867091 (URBAN=1.0) lambda = 0.5188 alpha = 0.000000 lossBound = -0.000000 W1 = 0.596498 N1 = 0.617647 deltaLoss = 0.000000 Updating 2 features increaseLambda: 0.095 0.000000 86: time = 0.095000 loss = 6.819350 testLoss 6.756047 'TURB__rev lambda = -0.5426 alpha = -0.018924 lossBound = -0.000003 W1 = 0.050119 N1 = 0.035411 deltaLoss = -0.000005 increaseLambda: 0.177 0.001000 172: time = 0.177000 loss = 6.790806 testLoss 6.745976 'PTL__rev lambda = 0.1154 alpha = 0.006693 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.177 0.000000 Updating 1 features increaseLambda: 0.177 0.000000 Undoing contribution: was 0.00771664161888096 now 0.007715426497247425 NewtonStep: 0.095 0.000000 173: time = 0.177000 loss = 6.790805 testLoss 6.745993 'PTL__rev lambda = 0.1226 alpha = -0.007032 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 increaseLambda: 0.096 0.001000 Undoing contribution: was 0.07156778537134502 now 0.07156398670985654 increaseLambda: 0.013 0.000000 87: time = 0.096000 loss = 6.819346 testLoss 6.756402 55: time = 0.014000 loss = 6.889203 testLoss 6.867091 (URBAN=1.0) lambda = 0.5188 alpha = 0.000000 lossBound = -0.000000 W1 = 0.596498 N1 = 0.617647 deltaLoss = 0.000000 Updating 2 features Updating 7 features NewtonStep: 0.742 0.002000 Updating 0 features increaseLambda: 0.014 0.000000 56: time = 0.014000 loss = 6.889203 testLoss 6.867091 (URBAN=1.0) lambda = 0.5188 alpha = 0.000000 lossBound = -0.000000 W1 = 0.596498 N1 = 0.617647 deltaLoss = 0.000000 NewtonStep: 0.178 0.001000 Updating 2 features increaseLambda: 0.014 0.000000 Undoing contribution: was 0.07092544541505408 now 0.07092544541503365 increaseLambda: 0.178 0.000000 'TURB__rev lambda = -0.1862 alpha = 0.012230 lossBound = -0.000002 W1 = 0.101494 N1 = 0.083694 deltaLoss = -0.000004 174: time = 0.178000 loss = 6.790804 testLoss 6.745982 'PTL__rev lambda = 0.1221 alpha = 0.006657 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.178 0.000000 increaseLambda: 0.742 0.000000 Updating 0 features increaseLambda: 0.178 0.000000 242: time = 0.742000 loss = 6.056487 testLoss 7.060036 57: time = 0.014000 loss = 6.889203 testLoss 6.867091 NTL_COND^2: lambda = -1.1215 min = 1.0000 max = 9.0000 Undoing contribution: was 0.007715426497247425NewtonStep: 0.096 0.000000 alpha = -0.017927 lossBound = -0.000002 W1 = 0.128611 N1 = 0.121324 deltaLoss = -0.000007 (URBAN=0.0) lambda = -0.5267 alpha = 0.000000 lossBound = -0.000000 W1 = 0.403502 N1 = 0.382353 deltaLoss = -0.000000 Updating 2 features increaseLambda: 0.096 0.000000 88: time = 0.096000 loss = 6.819341 testLoss 6.756268 'TURB__rev lambda = -0.3203 alpha = -0.011452 lossBound = -0.000002 W1 = 0.150231 N1 = 0.128983 deltaLoss = -0.000005 increaseLambda: 0.014 0.000000 58: time = 0.014000 loss = 6.889203 testLoss 6.867091 (URBAN=1.0) lambda = 0.5188 alpha = 0.000000 lossBound = -0.000000 W1 = 0.596498 N1 = 0.617647 deltaLoss = 0.000000 Updating 2 features increaseLambda: 0.015 0.001000 59: time = 0.015000 loss = 6.889203 testLoss 6.867091 (URBAN=1.0) lambda = 0.5188 alpha = 0.000000 lossBound = -0.000000 W1 = 0.596498 N1 = 0.617647 deltaLoss = 0.000000 Updating 0 features Updating 2 features Updating 1 features NewtonStep: 0.097 0.001000 Loss was 6.88920309832011, now 6.88920309832011, delta 0.000000 parallelUpdate: 0.015 0.000000 Converged after 60 iterations 60: time = 0.015000 loss = 6.889203 testLoss 6.867091 Res.gain: 0.13455585641833334 increaseLambda: 0.097 0.000000 Undoing contribution: was 0.07156398670985654 now 0.07155989258335561 89: time = 0.097000 loss = 6.819337 testLoss 6.756637 'TURB__rev lambda = -0.1735 alpha = 0.012696 lossBound = -0.000002 W1 = 0.101494 N1 = 0.083694 deltaLoss = -0.000004 Updating 8 features Newton: returning 0.2184666163917629 Updating 0 features Loss was 6.819337391918346, now 6.819318670280271, delta -0.000019 parallelUpdate: 0.098 0.001000 Updating 0 features now 0.0077142242343963725 NewtonStep: 0.098 0.000000 175: time = 0.180000 loss = 6.790803 testLoss 6.745999 'PTL__rev lambda = 0.1156 alpha = -0.006994 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 Updating 5 features NewtonStep: 0.744 0.002000 increaseLambda: 0.098 0.000000 Updating 0 features 91: time = 0.098000 loss = 6.819305 testLoss 6.755952 'TURB__rev lambda = -0.6010 alpha = -0.031746 lossBound = -0.000008 W1 = 0.050124 N1 = 0.035411 deltaLoss = -0.000014 NewtonStep: 0.18 0.000000 increaseLambda: 0.181 0.001000 176: time = 0.181000 loss = 6.790801 testLoss 6.745988 'PTL__rev lambda = 0.1287 alpha = 0.006622 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 increaseLambda: 0.745 0.001000 Updating 0 features Updating 1 features NewtonStep: 0.181 0.000000 NewtonStep: 0.099 0.001000 243: time = 0.745000 loss = 6.056483 testLoss 7.058924 'CHLA__rev lambda = -0.9708 alpha = -0.009196 lossBound = -0.000003 W1 = 0.179133 N1 = 0.152846 deltaLoss = -0.000004 increaseLambda: 0.181 0.000000 Undoing contribution: was 0.0077142242343963725 now 0.007713034693604282 177: time = 0.181000 loss = 6.790800 testLoss 6.746005 'PTL__rev lambda = 0.1087 increaseLambda: 0.099 0.000000 alpha = -0.006956 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 Undoing contribution: was 0.07155989258335561 now 0.07155792526842332 92: time = 0.099000 loss = 6.819303 testLoss 6.756208 'TURB__rev lambda = -0.0842 alpha = 0.008796 lossBound = -0.000001 W1 = 0.101493 N1 = 0.083694 deltaLoss = -0.000002 Updating 0 features NewtonStep: 0.181 0.000000 increaseLambda: 0.181 0.000000 178: time = 0.181000 loss = 6.790799 testLoss 6.745994 'PTL__rev lambda = 0.1353 alpha = 0.006586 lossBound = -0.000000 W1 = 0.786990 N1 = 0.803974 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.099 0.000000 Updating 0 features NewtonStep: 0.182 0.001000 increaseLambda: 0.1 0.001000 93: time = 0.100000 loss = 6.819301 testLoss 6.756123 'TURB__rev lambda = -0.3302 alpha = -0.007370 lossBound = -0.000001 W1 = 0.150230 N1 = 0.128983 deltaLoss = -0.000002 increaseLambda: 0.182 0.000000 Undoing contribution: was 0.007713034693604282 now 0.007711857739599804 179: time = 0.182000 loss = 6.790798 testLoss 6.746010 'PTL__rev lambda = 0.1018 alpha = -0.006919 lossBound = -0.000000 W1 = 0.806899 N1 = 0.823183 deltaLoss = -0.000001 Updating 10 features Reducing stepsize from 6.444031464818424 to 0.8881830311034525 Updating 1 features Newton: returning 0.8881830311034525 Updating 1 features NewtonStep: 0.1 0.000000 increaseLambda: 0.1 0.000000 Undoing contribution: was 0.07155792526842332 now 0.07155622543254682 94: time = 0.100000 loss = 6.819300 testLoss 6.756361 'TURB__rev lambda = -0.0761 alpha = 0.008173 lossBound = -0.000001 W1 = 0.101493 N1 = 0.083694 deltaLoss = -0.000002 Loss was 6.790797805017979, now 6.790767510176106, delta -0.000030 parallelUpdate: 0.182 0.000000 Updating 1 features NewtonStep: 0.182 0.000000 Updating 1 features NewtonStep: 0.1 0.000000 increaseLambda: 0.182 0.000000 181: time = 0.182000 loss = 6.790763 testLoss 6.746073 'PTL__rev lambda = 0.2329 alpha = 0.012372 lossBound = -0.000001 W1 = 0.786989 N1 = 0.803974 deltaLoss = -0.000004 increaseLambda: 0.101 0.001000 95: time = 0.101000 loss = 6.819298 testLoss 6.755827 'TURB__rev lambda = -0.6130 alpha = -0.011963 lossBound = -0.000001 W1 = 0.050118 N1 = 0.035411 deltaLoss = -0.000002 Updating 0 features NewtonStep: 0.183 0.001000 increaseLambda: 0.183 0.000000 182: time = 0.183000 loss = 6.790762 testLoss 6.745863 'PTL__rev lambda = -0.4218 Updating 8 features alpha = -0.005228 lossBound = -0.000001 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000002 NewtonStep: 0.747 0.002000 Updating 1 features NewtonStep: 0.101 0.000000 Updating 0 features NewtonStep: 0.183 0.000000 increaseLambda: 0.101 0.000000 Undoing contribution: was 0.07155622543254682 now 0.0715547120233231 96: time = 0.101000 loss = 6.819296 testLoss 6.756052 increaseLambda: 0.183 0.000000 'TURB__rev lambda = -0.0683 alpha = 0.007713 lossBound = -0.000001 W1 = 0.101493 N1 = 0.083694 deltaLoss = -0.000002 183: time = 0.183000 loss = 6.790761 testLoss 6.745854 'PTL__rev lambda = 0.2381 alpha = 0.005215 lossBound = -0.000000 W1 = 0.786991 N1 = 0.803974 deltaLoss = -0.000001 increaseLambda: 0.747 0.000000 Updating 0 features NewtonStep: 0.183 0.000000 244: time = 0.747000 loss = 6.056328 testLoss 7.059593 DOC: lambda = -3.6514 min = 0.3400 max = 290.5700 alpha = -1.282473 lossBound = -0.000001 W1 = 0.017891 N1 = 0.016866 deltaLoss = -0.000155 Updating 1 features increaseLambda: 0.183 0.000000 184: time = 0.183000 loss = 6.790761 testLoss 6.745753 'PTL__rev lambda = -0.4243 alpha = -0.002520 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 NewtonStep: 0.101 0.000000 Updating 0 features NewtonStep: 0.184 0.001000 increaseLambda: 0.102 0.001000 97: time = 0.102000 loss = 6.819294 testLoss 6.755969 'TURB__rev lambda = -0.3374 alpha = -0.007216 lossBound = -0.000001 W1 = 0.150230 N1 = 0.128983 deltaLoss = -0.000002 Updating 1 features NewtonStep: 0.102 0.000000 increaseLambda: 0.102 0.000000 Undoing contribution: was 0.0715547120233231 now 0.07155308085893643 98: time = 0.102000 loss = 6.819293 testLoss 6.756202 'TURB__rev lambda = -0.0603 alpha = 0.008008 lossBound = -0.000001 W1 = 0.101493 N1 = 0.083694 deltaLoss = -0.000002 increaseLambda: 0.184 0.000000 Undoing contribution: was 0.18500522990315893 now 0.18500484045762622 185: time = 0.184000 loss = 6.790760 testLoss 6.745789 'PTL__rev lambda = -1.7095 alpha = 0.003419 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.185 0.001000 increaseLambda: 0.185 0.000000 186: time = 0.185000 loss = 6.790760 testLoss 6.745707 'PTL__rev lambda = -0.4263 alpha = -0.002022 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.185 0.000000 increaseLambda: 0.185 0.000000 187: time = 0.185000 loss = 6.790760 testLoss 6.745703 'PTL__rev lambda = 0.2411 alpha = 0.002949 lossBound = -0.000000 W1 = 0.786991 N1 = 0.803974 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.185 0.000000 increaseLambda: 0.186 0.001000 188: time = 0.186000 loss = 6.790760 testLoss 6.745646 'PTL__rev lambda = -0.4277 alpha = -0.001423 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 Updating 6 features increaseLambda: 0.75 0.003000 Undoing contribution: was 0.11556196089647308 now 0.11554576571314179 245: time = 0.750000 loss = 6.056312 testLoss 7.059811 (LAKE_ORIGIN=1.0) lambda = 0.4079 Updating 1 features NewtonStep: 0.104 0.002000 alpha = -0.018970 lossBound = -0.000016 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000016 increaseLambda: 0.105 0.001000 99: time = 0.105000 loss = 6.819291 testLoss 6.756126 'TURB__rev lambda = -0.3440 alpha = -0.006587 lossBound = -0.000001 W1 = 0.150230 N1 = 0.128983 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.187 0.001000 increaseLambda: 0.187 0.000000 Undoing contribution: was 0.18500484045762622 now 0.18500466003407545 189: time = 0.187000 loss = 6.790760 testLoss 6.745670 'PTL__rev lambda = -1.7071 Updating 1 features alpha = 0.002326 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 NewtonStep: 0.105 0.000000 Updating 0 features NewtonStep: 0.187 0.000000 increaseLambda: 0.105 0.000000 Undoing contribution: was 0.07155308085893643 now 0.07155172236771735 100: time = 0.105000 loss = 6.819290 testLoss 6.756339 'TURB__rev lambda = -0.0530 increaseLambda: 0.187 0.000000 alpha = 0.007305 lossBound = -0.000001 W1 = 0.101493 N1 = 0.083694 deltaLoss = -0.000001 190: time = 0.187000 loss = 6.790759 testLoss 6.745615 'PTL__rev lambda = -0.4291 alpha = -0.001376 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.187 0.000000 Updating 2 features increaseLambda: 0.188 0.001000 Undoing contribution: was 0.18500466003407545 now 0.18500459749024578 NewtonStep: 0.106 0.001000 191: time = 0.188000 loss = 6.790759 testLoss 6.745629 'PTL__rev lambda = -1.7058 alpha = 0.001369 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.106 0.000000 Updating 0 features 101: time = 0.106000 loss = 6.819288 testLoss 6.755845 'TURB__rev lambda = -0.6240 alpha = -0.011069 lossBound = -0.000001 W1 = 0.050117 N1 = 0.035411 deltaLoss = -0.000002 NewtonStep: 0.188 0.000000 increaseLambda: 0.188 0.000000 192: time = 0.188000 loss = 6.790759 testLoss 6.745597 'PTL__rev lambda = -0.4299 alpha = -0.000810 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 Updating 1 features Updating 0 features NewtonStep: 0.106 0.000000 NewtonStep: 0.188 0.000000 increaseLambda: 0.188 0.000000 increaseLambda: 0.106 0.000000 Undoing contribution: was 0.07155172236771735 now 0.07155042721251116 193: time = 0.188000 loss = 6.790759 testLoss 6.745594 'PTL__rev lambda = 0.2430 alpha = 0.001895 lossBound = -0.000000 W1 = 0.786991 N1 = 0.803974 deltaLoss = -0.000000 102: time = 0.106000 loss = 6.819287 testLoss 6.756054 'TURB__rev lambda = -0.0459 alpha = 0.007135 lossBound = -0.000001 W1 = 0.101492 N1 = 0.083694 deltaLoss = -0.000001 Updating 0 features NewtonStep: 0.188 0.000000 increaseLambda: 0.188 0.000000 194: time = 0.188000 loss = 6.790759 testLoss 6.745557 'PTL__rev lambda = -0.4308 Updating 1 features alpha = -0.000914 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 NewtonStep: 0.107 0.001000 Updating 0 features Updating 7 features NewtonStep: 0.189 0.001000 increaseLambda: 0.107 0.000000 Reducing newton stepsize from -0.06674395028781954 to -0.039941725988616276 103: time = 0.107000 loss = 6.819285 testLoss 6.755979 'TURB__rev lambda = -0.3505 alpha = -0.006466 lossBound = -0.000001 W1 = 0.150230 N1 = 0.128983 deltaLoss = -0.000001 NewtonStep: 0.753 0.003000 increaseLambda: 0.189 0.000000 Undoing contribution: was 0.18500459749024578 now 0.18500456355640693 195: time = 0.189000 loss = 6.790759 testLoss 6.745568 'PTL__rev lambda = -1.7048 alpha = 0.001008 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.189 0.000000 Updating 1 features NewtonStep: 0.107 0.000000 increaseLambda: 0.189 0.000000 increaseLambda: 0.753 0.000000 Undoing contribution: was 0.02224425766998454 now 0.0221752772866947 196: time = 0.189000 loss = 6.790759 testLoss 6.745544 'PTL__rev lambda = -0.4314 alpha = -0.000597 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 increaseLambda: 0.107 0.000000 Undoing contribution: was 0.07155042721251116 now 0.0715491169989353 246: time = 0.753000 loss = 6.056243 testLoss 7.058833 'DOC__rev lambda = 0.0000 104: time = 0.107000 loss = 6.819284 testLoss 6.756188 alpha = -0.039942 lossBound = -0.000013 W1 = 0.601451 N1 = 0.615173 deltaLoss = -0.000069 'TURB__rev lambda = -0.0387 Updating 0 features NewtonStep: 0.189 0.000000 alpha = 0.007175 lossBound = -0.000001 W1 = 0.101493 N1 = 0.083694 deltaLoss = -0.000001 increaseLambda: 0.189 0.000000 197: time = 0.189000 loss = 6.790759 testLoss 6.745542 'PTL__rev lambda = 0.2440 alpha = 0.001039 lossBound = -0.000000 W1 = 0.786991 N1 = 0.803974 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.108 0.001000 Updating 0 features NewtonStep: 0.19 0.001000 increaseLambda: 0.108 0.000000 105: time = 0.108000 loss = 6.819283 testLoss 6.755762 'TURB__rev lambda = -0.6336 alpha = -0.009572 lossBound = -0.000001 W1 = 0.050117 N1 = 0.035411 deltaLoss = -0.000001 increaseLambda: 0.19 0.000000 198: time = 0.190000 loss = 6.790759 testLoss 6.745522 'PTL__rev lambda = -0.4319 alpha = -0.000501 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.19 0.000000 Updating 1 features NewtonStep: 0.108 0.000000 increaseLambda: 0.19 0.000000 Undoing contribution: was 0.18500456355640693 now 0.18500454697893953 199: time = 0.190000 loss = 6.790759 testLoss 6.745530 'PTL__rev lambda = -1.7040 alpha = 0.000705 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 increaseLambda: 0.108 0.000000 Undoing contribution: was 0.0715491169989353 now 0.07154814996009697 106: time = 0.108000 loss = 6.819282 testLoss 6.755942 'TURB__rev lambda = -0.0326 alpha = 0.006164 lossBound = -0.000001 W1 = 0.101492 N1 = 0.083694 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.19 0.000000 increaseLambda: 0.191 0.001000 200: time = 0.191000 loss = 6.790759 testLoss 6.745513 'PTL__rev lambda = -0.4323 alpha = -0.000417 lossBound = -0.000000 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000000 Converged after 200 iterations 200: time = 0.191000 loss = 6.790759 testLoss 6.745513 Updating 1 features Res.gain: 0.23299992848571804 NewtonStep: 0.109 0.001000 increaseLambda: 0.109 0.000000 107: time = 0.109000 loss = 6.819281 testLoss 6.755869 'TURB__rev lambda = -0.3568 alpha = -0.006295 lossBound = -0.000001 W1 = 0.150229 N1 = 0.128983 deltaLoss = -0.000001 Updating 1 features Updating 7 features NewtonStep: 0.755 0.002000 NewtonStep: 0.109 0.000000 increaseLambda: 0.109 0.000000 Undoing contribution: was 0.07154814996009697 now 0.0715469072940851 108: time = 0.109000 loss = 6.819279 testLoss 6.756073 'TURB__rev lambda = -0.0256 alpha = 0.006989 lossBound = -0.000001 W1 = 0.101492 N1 = 0.083694 deltaLoss = -0.000001 increaseLambda: 0.755 0.000000 Undoing: newLoss 6.059527224537208, oldLoss 6.056242862656795, deltaLossBound -2.375576858134902E-6 increaseLambda: 0.756 0.001000 Search: 0.756 0.000000 Updating 1 features NewtonStep: 0.11 0.001000 increaseLambda: 0.11 0.000000 109: time = 0.110000 loss = 6.819278 testLoss 6.756006 'TURB__rev lambda = -0.3625 alpha = -0.005748 lossBound = -0.000001 W1 = 0.150229 N1 = 0.128983 deltaLoss = -0.000001 increaseLambda: 0.756 0.000000 247: time = 0.756000 loss = 6.056191 testLoss 7.058467 CHLA: lambda = 0.4071 min = 0.0000 max = 871.2000 alpha = 0.407057 lossBound = -0.000002 W1 = 0.030523 N1 = 0.031710 deltaLoss = -0.000052 Updating 1 features NewtonStep: 0.111 0.001000 increaseLambda: 0.111 0.000000 Undoing contribution: was 0.0715469072940851 now 0.0715458719269544 110: time = 0.111000 loss = 6.819277 testLoss 6.756193 'TURB__rev lambda = -0.0192 alpha = 0.006377 lossBound = -0.000001 W1 = 0.101492 N1 = 0.083694 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.111 0.000000 increaseLambda: 0.111 0.000000 111: time = 0.111000 loss = 6.819276 testLoss 6.755793 'TURB__rev lambda = -0.6426 alpha = -0.008959 lossBound = -0.000001 W1 = 0.050117 N1 = 0.035411 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.112 0.001000 increaseLambda: 0.112 0.000000 Undoing contribution: was 0.0715458719269544 now 0.07154502482220183 112: time = 0.112000 loss = 6.819275 testLoss 6.755962 'TURB__rev lambda = -0.0134 alpha = 0.005769 lossBound = -0.000000 W1 = 0.101492 N1 = 0.083694 deltaLoss = -0.000001 Updating 7 features Updating 1 features NewtonStep: 0.759 0.003000 NewtonStep: 0.113 0.001000 increaseLambda: 0.113 0.000000 113: time = 0.113000 loss = 6.819274 testLoss 6.755897 'TURB__rev lambda = -0.3681 alpha = -0.005614 lossBound = -0.000001 W1 = 0.150229 N1 = 0.128983 deltaLoss = -0.000001 increaseLambda: 0.759 0.000000 Undoing contribution: was 0.00545456785098253 now 0.005419549430776273 248: time = 0.759000 loss = 6.056156 testLoss 7.060269 Updating 1 features 'CHLA__rev lambda = -0.4072 alpha = 0.023578 lossBound = -0.000021 W1 = 0.310097 N1 = 0.279805 deltaLoss = -0.000035 NewtonStep: 0.113 0.000000 increaseLambda: 0.113 0.000000 Undoing contribution: was 0.07154502482220183 now 0.07154403607755035 114: time = 0.113000 loss = 6.819273 testLoss 6.756079 'TURB__rev lambda = -0.0072 alpha = 0.006233 lossBound = -0.000001 W1 = 0.101492 N1 = 0.083694 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.114 0.001000 increaseLambda: 0.114 0.000000 115: time = 0.114000 loss = 6.819272 testLoss 6.756020 'TURB__rev lambda = -0.3733 alpha = -0.005126 lossBound = -0.000000 W1 = 0.150229 N1 = 0.128983 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.114 0.000000 increaseLambda: 0.114 0.000000 Undoing contribution: was 0.07154403607755035 now 0.0715432120414914 116: time = 0.114000 loss = 6.819271 testLoss 6.756186 'TURB__rev lambda = -0.0015 alpha = 0.005689 lossBound = -0.000000 W1 = 0.101492 N1 = 0.083694 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.115 0.001000 increaseLambda: 0.115 0.000000 117: time = 0.115000 loss = 6.819271 testLoss 6.755815 'TURB__rev lambda = -0.6509 alpha = -0.008328 lossBound = -0.000001 W1 = 0.050117 N1 = 0.035411 deltaLoss = -0.000001 Updating 6 features NewtonStep: 0.761 0.002000 Updating 1 features NewtonStep: 0.115 0.000000 increaseLambda: 0.115 0.000000 Undoing contribution: was 0.01858589708724756 now 0.018577780684749023 118: time = 0.115000 loss = 6.819262 testLoss 6.756198 TURB: lambda = -7.4197 min = 0.1470 max = 574.0000 alpha = 0.142845 lossBound = -0.000000 W1 = 0.020462 N1 = 0.019461 deltaLoss = -0.000008 increaseLambda: 0.761 0.000000 Undoing contribution: was 1.1121553851393583E-4 now 1.012400422680072E-4 249: time = 0.761000 loss = 6.056146 testLoss 7.060623 'CHLA__rev lambda = -0.0687 alpha = 0.017888 lossBound = -0.000003 W1 = 0.744503 N1 = 0.721007 deltaLoss = -0.000010 Updating 1 features NewtonStep: 0.116 0.001000 increaseLambda: 0.116 0.000000 Undoing contribution: was 1.2076692527890095E-4 now 1.1771250418773667E-4 119: time = 0.116000 loss = 6.819259 testLoss 6.756200 'TURB__rev lambda = -0.0586 alpha = 0.008656 lossBound = -0.000002 W1 = 0.191562 N1 = 0.168101 deltaLoss = -0.000003 Updating 8 features Reducing stepsize from 0.5531568755924688 to 0.008750735851930804 Newton: returning 0.008750735851930804 Zeroing out 'TURB__rev Updating 1 features Loss was 6.819259337275457, now 6.819258981972356, delta -0.000000 parallelUpdate: 0.116 0.000000 Updating 2 features NewtonStep: 0.117 0.001000 increaseLambda: 0.117 0.000000 121: time = 0.117000 loss = 6.819258 testLoss 6.756146 'TURB__rev lambda = -0.3781 alpha = -0.004396 lossBound = -0.000000 W1 = 0.150229 N1 = 0.128983 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.117 0.000000 increaseLambda: 0.117 0.000000 Undoing contribution: was 1.1771250418773667E-4 now 1.170513206344956E-4 122: time = 0.117000 loss = 6.819258 testLoss 6.756147 'TURB__rev lambda = -0.0545 alpha = 0.004023 lossBound = -0.000000 W1 = 0.191561 N1 = 0.168101 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.118 0.001000 increaseLambda: 0.118 0.000000 123: time = 0.118000 loss = 6.819257 testLoss 6.756098 'TURB__rev lambda = -0.3824 alpha = -0.004302 lossBound = -0.000000 W1 = 0.150229 N1 = 0.128983 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.119 0.001000 increaseLambda: 0.119 0.000000 Undoing contribution: was 1.170513206344956E-4 now 1.1643830336466073E-4 124: time = 0.119000 loss = 6.819256 testLoss 6.756099 'TURB__rev lambda = -0.0507 alpha = 0.003874 lossBound = -0.000000 W1 = 0.191561 N1 = 0.168101 deltaLoss = -0.000001 Updating 1 features Updating 6 features NewtonStep: 0.119 0.000000 NewtonStep: 0.765 0.004000 increaseLambda: 0.119 0.000000 125: time = 0.119000 loss = 6.819256 testLoss 6.756051 'TURB__rev lambda = -0.3866 alpha = -0.004143 lossBound = -0.000000 W1 = 0.150229 N1 = 0.128983 deltaLoss = -0.000001 Updating 1 features increaseLambda: 0.766 0.001000 NewtonStep: 0.12 0.001000 250: time = 0.766000 loss = 6.056134 testLoss 7.058810 'CHLA__rev lambda = -0.9858 alpha = -0.014962 lossBound = -0.000008 W1 = 0.179136 N1 = 0.152846 deltaLoss = -0.000011 increaseLambda: 0.12 0.000000 Undoing contribution: was 1.1643830336466073E-4 now 1.1586992971695827E-4 126: time = 0.120000 loss = 6.819255 testLoss 6.756053 'TURB__rev lambda = -0.0469 alpha = 0.003730 lossBound = -0.000000 W1 = 0.191561 N1 = 0.168101 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.121 0.001000 increaseLambda: 0.121 0.000000 127: time = 0.121000 loss = 6.819255 testLoss 6.756007 'TURB__rev lambda = -0.3905 alpha = -0.003990 lossBound = -0.000000 W1 = 0.150229 N1 = 0.128983 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.122 0.001000 increaseLambda: 0.122 0.000000 Undoing contribution: was 1.1586992971695827E-4 now 1.1534296816078956E-4 128: time = 0.122000 loss = 6.819254 testLoss 6.756008 'TURB__rev lambda = -0.0433 alpha = 0.003592 lossBound = -0.000000 W1 = 0.191561 N1 = 0.168101 deltaLoss = -0.000001 Updating 1 features NewtonStep: 0.122 0.000000 increaseLambda: 0.122 0.000000 129: time = 0.122000 loss = 6.819254 testLoss 6.755964 'TURB__rev lambda = -0.3944 alpha = -0.003842 lossBound = -0.000000 W1 = 0.150229 N1 = 0.128983 deltaLoss = -0.000001 Updating 8 features Updating 0 features NewtonStep: 0.123 0.001000 increaseLambda: 0.123 0.000000 Undoing contribution: was 1.1534296816078956E-4 now 1.1485441897390621E-4 130: time = 0.123000 loss = 6.819253 testLoss 6.755966 'TURB__rev lambda = -0.0399 alpha = 0.003459 lossBound = -0.000000 W1 = 0.191561 N1 = 0.168101 deltaLoss = -0.000000 increaseLambda: 0.769 0.003000 251: time = 0.769000 loss = 6.056132 testLoss 7.058718 (LAKE_ORIGIN=1.0) lambda = 0.4152 alpha = 0.007278 lossBound = -0.000002 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000002 Updating 1 features NewtonStep: 0.123 0.000000 increaseLambda: 0.123 0.000000 131: time = 0.123000 loss = 6.819253 testLoss 6.755923 'TURB__rev lambda = -0.3981 alpha = -0.003699 lossBound = -0.000000 W1 = 0.150229 N1 = 0.128983 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.123 0.000000 increaseLambda: 0.124 0.001000 Undoing contribution: was 1.1485441897390621E-4 now 1.1440149782887295E-4 132: time = 0.124000 loss = 6.819252 testLoss 6.755924 'TURB__rev lambda = -0.0366 alpha = 0.003330 lossBound = -0.000000 W1 = 0.191561 N1 = 0.168101 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.124 0.000000 increaseLambda: 0.124 0.000000 133: time = 0.124000 loss = 6.819252 testLoss 6.755883 'TURB__rev lambda = -0.4016 alpha = -0.003562 lossBound = -0.000000 W1 = 0.150229 N1 = 0.128983 deltaLoss = -0.000000 Updating 0 features NewtonStep: 0.125 0.001000 increaseLambda: 0.125 0.000000 Undoing contribution: was 1.1440149782887295E-4 now 1.1398162053949142E-4 134: time = 0.125000 loss = 6.819251 testLoss 6.755885 'TURB__rev lambda = -0.0333 alpha = 0.003207 lossBound = -0.000000 W1 = 0.191561 N1 = 0.168101 deltaLoss = -0.000000 Updating 6 features NewtonStep: 0.771 0.002000 Updating 1 features NewtonStep: 0.125 0.000000 increaseLambda: 0.125 0.000000 135: time = 0.125000 loss = 6.819251 testLoss 6.755845 'TURB__rev lambda = -0.4051 alpha = -0.003429 lossBound = -0.000000 W1 = 0.150229 N1 = 0.128983 deltaLoss = -0.000000 increaseLambda: 0.772 0.001000 252: time = 0.772000 loss = 6.056129 testLoss 7.059097 SALINITY_COND: lambda = 0.1204 min = 1.0000 max = 3.0000 alpha = 0.011003 lossBound = -0.000002 W1 = 0.078855 N1 = 0.088235 deltaLoss = -0.000003 Updating 1 features NewtonStep: 0.126 0.001000 increaseLambda: 0.126 0.000000 Undoing contribution: was 1.1398162053949142E-4 now 1.1359238884550456E-4 136: time = 0.126000 loss = 6.819251 testLoss 6.755847 'TURB__rev lambda = -0.0303 alpha = 0.003088 lossBound = -0.000000 W1 = 0.191561 N1 = 0.168101 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.126 0.000000 increaseLambda: 0.127 0.001000 137: time = 0.127000 loss = 6.819250 testLoss 6.755809 'TURB__rev lambda = -0.4084 alpha = -0.003302 lossBound = -0.000000 W1 = 0.150229 N1 = 0.128983 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.127 0.000000 increaseLambda: 0.127 0.000000 Undoing contribution: was 1.1359238884550456E-4 now 1.1323157720627171E-4 138: time = 0.127000 loss = 6.819250 testLoss 6.755810 'TURB__rev lambda = -0.0273 alpha = 0.002973 lossBound = -0.000000 W1 = 0.191561 N1 = 0.168101 deltaLoss = -0.000000 Updating 1 features NewtonStep: 0.127 0.000000 increaseLambda: 0.127 0.000000 Updating 7 features NewtonStep: 0.773 0.001000 139: time = 0.127000 loss = 6.819250 testLoss 6.755774 'TURB__rev lambda = -0.4116 alpha = -0.003179 lossBound = -0.000000 W1 = 0.150229 N1 = 0.128983 deltaLoss = -0.000000 Updating 1 features increaseLambda: 0.774 0.001000 NewtonStep: 0.128 0.001000 253: time = 0.774000 loss = 6.056052 testLoss 7.062593 NTL: lambda = -7.3903 min = 5.0000 max = 26,100.0000 alpha = -0.605911 lossBound = -0.000001 W1 = 0.028630 N1 = 0.027624 deltaLoss = -0.000076 increaseLambda: 0.128 0.000000 Undoing contribution: was 1.1323157720627171E-4 now 1.1289712049239205E-4 140: time = 0.128000 loss = 6.819249 testLoss 6.755775 'TURB__rev lambda = -0.0244 alpha = 0.002862 lossBound = -0.000000 W1 = 0.191561 N1 = 0.168101 deltaLoss = -0.000000 Converged after 140 iterations 140: time = 0.128000 loss = 6.819249 testLoss 6.755775 Res.gain: 0.20450977979646812 Updating 5 features NewtonStep: 0.776 0.002000 increaseLambda: 0.776 0.000000 Undoing contribution: was 0.0020044091047344602 now 0.0019460259520381095 254: time = 0.776000 loss = 6.055994 testLoss 7.062460 'NTL__rev lambda = 0.3242 alpha = -0.042632 lossBound = -0.000019 W1 = 0.274548 N1 = 0.295846 deltaLoss = -0.000058 Updating 6 features NewtonStep: 0.779 0.003000 increaseLambda: 0.779 0.000000 255: time = 0.779000 loss = 6.055989 testLoss 7.065213 TURB_COND: lambda = -2.2818 min = 1.0000 max = 3.0000 alpha = -0.015132 lossBound = -0.000003 W1 = 0.082446 N1 = 0.073529 deltaLoss = -0.000005 Updating 6 features NewtonStep: 0.782 0.003000 increaseLambda: 0.782 0.000000 Undoing: newLoss 6.055986531082734, oldLoss 6.055988644608588, deltaLossBound -2.1136744479515737E-6 increaseLambda: 0.782 0.000000 Search: 0.783 0.001000 increaseLambda: 0.783 0.000000 Undoing contribution: was 0.14696653466109733 now 0.1469644209866494 256: time = 0.783000 loss = 6.055987 testLoss 7.062440 'NTL_COND lambda = -1.4309 alpha = 0.017128 lossBound = -0.000002 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000002 Updating 5 features NewtonStep: 0.785 0.002000 increaseLambda: 0.786 0.001000 Undoing contribution: was 0.00954688589937747 now 0.009543414645121876 257: time = 0.786000 loss = 6.055983 testLoss 7.062257 'ANC__rev lambda = -0.6088 alpha = 0.019127 lossBound = -0.000002 W1 = 0.043051 N1 = 0.028343 deltaLoss = -0.000003 Updating 6 features NewtonStep: 0.789 0.003000 increaseLambda: 0.789 0.000000 258: time = 0.789000 loss = 6.055979 testLoss 7.062183 'TURB__rev lambda = -0.7484 alpha = -0.012451 lossBound = -0.000001 W1 = 0.771801 N1 = 0.749584 deltaLoss = -0.000004 Updating 5 features NewtonStep: 0.792 0.003000 increaseLambda: 0.792 0.000000 Undoing contribution: was 0.005419549430776273 now 0.0054162541889288835 259: time = 0.792000 loss = 6.055976 testLoss 7.062743 'CHLA__rev lambda = -0.4000 alpha = 0.007221 lossBound = -0.000002 W1 = 0.310089 N1 = 0.279805 deltaLoss = -0.000003 Updating 8 features NewtonStep: 0.795 0.003000 increaseLambda: 0.795 0.000000 Undoing contribution: was 0.002391824086846493 now 0.002385161966535963 260: time = 0.795000 loss = 6.055969 testLoss 7.062408 'DOC__rev lambda = 0.5453 alpha = -0.022469 lossBound = -0.000001 W1 = 0.684154 N1 = 0.698862 deltaLoss = -0.000007 Updating 6 features NewtonStep: 0.797 0.002000 increaseLambda: 0.797 0.000000 Undoing: newLoss 6.055966927819698, oldLoss 6.055969218639684, deltaLossBound -2.2908208113355736E-6 increaseLambda: 0.798 0.001000 Search: 0.798 0.000000 increaseLambda: 0.798 0.000000 261: time = 0.798000 loss = 6.055967 testLoss 7.063532 'PTL_COND__rev lambda = 0.2593 alpha = 0.004447 lossBound = -0.000002 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000002 Updating 6 features NewtonStep: 0.801 0.003000 increaseLambda: 0.801 0.000000 262: time = 0.801000 loss = 6.055946 testLoss 7.063366 CHLA: lambda = 0.5954 min = 0.0000 max = 871.2000 alpha = 0.188318 lossBound = -0.000001 W1 = 0.030406 N1 = 0.031710 deltaLoss = -0.000021 Updating 5 features NewtonStep: 0.803 0.002000 increaseLambda: 0.803 0.000000 Undoing contribution: was 1.012400422680072E-4 now 8.15486466703531E-5 263: time = 0.803000 loss = 6.055926 testLoss 7.063858 'CHLA__rev lambda = -0.0435 alpha = 0.025142 lossBound = -0.000006 W1 = 0.744499 N1 = 0.721007 deltaLoss = -0.000020 Updating 4 features NewtonStep: 0.806 0.003000 increaseLambda: 0.806 0.000000 264: time = 0.806000 loss = 6.055880 testLoss 7.066634 NTL: lambda = -7.8688 min = 5.0000 max = 26,100.0000 alpha = -0.478560 lossBound = -0.000001 W1 = 0.028628 N1 = 0.027624 deltaLoss = -0.000046 Updating 4 features NewtonStep: 0.809 0.003000 increaseLambda: 0.809 0.000000 265: time = 0.809000 loss = 6.055856 testLoss 7.065774 'PTL__rev lambda = -0.3198 alpha = -0.020635 lossBound = -0.000012 W1 = 0.359581 N1 = 0.330426 deltaLoss = -0.000024 Updating 4 features NewtonStep: 0.812 0.003000 increaseLambda: 0.812 0.000000 Undoing contribution: was 0.15965796072710503 now 0.15965473942201747 266: time = 0.812000 loss = 6.055853 testLoss 7.065884 'PTL__rev lambda = -0.6170 alpha = 0.009592 lossBound = -0.000002 W1 = 0.145370 N1 = 0.122951 deltaLoss = -0.000003 Updating 4 features NewtonStep: 0.815 0.003000 increaseLambda: 0.815 0.000000 Undoing contribution: was 0.0019460259520381095 now 0.0019375935423014178 267: time = 0.815000 loss = 6.055844 testLoss 7.065847 'NTL__rev lambda = 0.3080 alpha = -0.016241 lossBound = -0.000003 W1 = 0.274543 N1 = 0.295846 deltaLoss = -0.000008 Updating 2 features NewtonStep: 0.818 0.003000 increaseLambda: 0.818 0.000000 Undoing: newLoss 6.055842068010438, oldLoss 6.055844180850456, deltaLossBound -2.1128407197153036E-6 increaseLambda: 0.819 0.001000 Search: 0.819 0.000000 increaseLambda: 0.819 0.000000 268: time = 0.819000 loss = 6.055842 testLoss 7.066927 'PTL_COND__rev lambda = 0.2635 alpha = 0.004271 lossBound = -0.000002 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.822 0.003000 increaseLambda: 0.822 0.000000 269: time = 0.822000 loss = 6.055811 testLoss 7.066720 CHLA: lambda = 0.8236 min = 0.0000 max = 871.2000 alpha = 0.228244 lossBound = -0.000001 W1 = 0.030408 N1 = 0.031710 deltaLoss = -0.000031 Updating 32 features Newton: returning 0.8036216050536394 Updating 3 features Loss was 6.0558110154104305, now 6.055610306334787, delta -0.000201 parallelUpdate: 0.824 0.002000 Updating 3 features Reducing newton stepsize from 0.038000672581157566 to 0.011643691575904495 NewtonStep: 0.826 0.002000 increaseLambda: 0.826 0.000000 Undoing contribution: was 8.15486466703531E-5 now 5.8130792131276914E-5 271: time = 0.826000 loss = 6.055587 testLoss 7.077120 'CHLA__rev lambda = 0.0000 alpha = 0.011644 lossBound = -0.000015 W1 = 0.742858 N1 = 0.721007 deltaLoss = -0.000023 Updating 3 features NewtonStep: 0.828 0.002000 increaseLambda: 0.829 0.001000 Undoing contribution: was 0.026064704312446955 now 0.026052023807934758 272: time = 0.829000 loss = 6.055574 testLoss 7.077125 'TURB__rev lambda = -0.2101 alpha = 0.018157 lossBound = -0.000006 W1 = 0.187533 N1 = 0.164242 deltaLoss = -0.000013 Updating 4 features NewtonStep: 0.831 0.002000 increaseLambda: 0.832 0.001000 Undoing contribution: was 0.002385161966535963 now 0.0023280427525231057 273: time = 0.832000 loss = 6.055517 testLoss 7.076093 'DOC__rev lambda = 0.4606 alpha = -0.066731 lossBound = -0.000007 W1 = 0.684141 N1 = 0.698862 deltaLoss = -0.000057 Updating 2 features NewtonStep: 0.835 0.003000 increaseLambda: 0.835 0.000000 Undoing contribution: was 0.0054162541889288835 now 0.005408606091859449 274: time = 0.835000 loss = 6.055509 testLoss 7.076943 'CHLA__rev lambda = -0.3633 alpha = 0.011005 lossBound = -0.000005 W1 = 0.310090 N1 = 0.279805 deltaLoss = -0.000008 Updating 4 features NewtonStep: 0.837 0.002000 increaseLambda: 0.838 0.001000 Undoing contribution: was 5.313935507715746E-5 now 4.240563750905642E-5 275: time = 0.838000 loss = 6.055499 testLoss 7.076194 SALINITY_COND: lambda = 0.1312 min = 1.0000 max = 3.0000 alpha = -0.021261 lossBound = -0.000007 W1 = 0.078859 N1 = 0.088235 deltaLoss = -0.000011 Updating 6 features NewtonStep: 0.84 0.002000 increaseLambda: 0.84 0.000000 Undoing contribution: was 0.004286664289768464 now 0.004283970683964282 276: time = 0.840000 loss = 6.055496 testLoss 7.075469 'NTL__rev lambda = -1.2904 alpha = 0.024285 lossBound = -0.000001 W1 = 0.023605 N1 = 0.011802 deltaLoss = -0.000003 Updating 5 features NewtonStep: 0.843 0.003000 increaseLambda: 0.843 0.000000 277: time = 0.843000 loss = 6.055493 testLoss 7.075359 'PTL__rev lambda = -0.0375 alpha = -0.010147 lossBound = -0.000002 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000003 Updating 5 features NewtonStep: 0.845 0.002000 increaseLambda: 0.846 0.001000 Undoing contribution: was 0.15965473942201747 now 0.15965214835222585 278: time = 0.846000 loss = 6.055490 testLoss 7.075458 'PTL__rev lambda = -0.5971 alpha = 0.008598 lossBound = -0.000001 W1 = 0.145370 N1 = 0.122951 deltaLoss = -0.000003 Updating 5 features NewtonStep: 0.848 0.002000 increaseLambda: 0.848 0.000000 Undoing contribution: was 0.022808003155556304 now 0.02280524102735814 279: time = 0.848000 loss = 6.055487 testLoss 7.075009 CHLA_COND^2: lambda = 2.5159 min = 1.0000 max = 81.0000 alpha = -0.010768 lossBound = -0.000002 W1 = 0.069373 N1 = 0.079044 deltaLoss = -0.000003 Updating 6 features NewtonStep: 0.851 0.003000 increaseLambda: 0.852 0.001000 280: time = 0.852000 loss = 6.055484 testLoss 7.074903 'PTL__rev lambda = -0.0472 alpha = -0.009780 lossBound = -0.000002 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000003 Updating 7 features increaseLambda: 0.854 0.002000 Undoing contribution: was 0.14680229950708235 now 0.14679753863127143 281: time = 0.854000 loss = 6.055479 testLoss 7.075025 (LAKE_ORIGIN=0.0) lambda = -0.7623 alpha = 0.010273 lossBound = -0.000005 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000005 Updating 7 features NewtonStep: 0.857 0.003000 increaseLambda: 0.857 0.000000 Undoing contribution: was 0.005408606091859449 now 0.005406381062203815 282: time = 0.857000 loss = 6.055477 testLoss 7.075485 'CHLA__rev lambda = -0.3574 alpha = 0.005933 lossBound = -0.000001 W1 = 0.310089 N1 = 0.279805 deltaLoss = -0.000002 Updating 8 features NewtonStep: 0.859 0.002000 increaseLambda: 0.859 0.000000 283: time = 0.859000 loss = 6.055466 testLoss 7.075501 PTL: lambda = 4.3973 min = 1.0000 max = 4,865.0000 alpha = 0.098227 lossBound = -0.000001 W1 = 0.019308 N1 = 0.021255 deltaLoss = -0.000011 Updating 6 features NewtonStep: 0.862 0.003000 increaseLambda: 0.862 0.000000 Undoing contribution: was 0.004011453828084911 now 0.004009786458329757 284: time = 0.862000 loss = 6.055465 testLoss 7.075716 'PTL__rev lambda = -0.4393 alpha = 0.005418 lossBound = -0.000001 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000002 Updating 6 features NewtonStep: 0.865 0.003000 increaseLambda: 0.865 0.000000 285: time = 0.865000 loss = 6.055462 testLoss 7.075620 'PTL__rev lambda = -0.0561 alpha = -0.008902 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000003 Updating 6 features NewtonStep: 0.867 0.002000 increaseLambda: 0.868 0.001000 Undoing contribution: was 0.15965214835222585 now 0.15964962791380966 286: time = 0.868000 loss = 6.055459 testLoss 7.075717 'PTL__rev lambda = -0.5886 alpha = 0.008481 lossBound = -0.000001 W1 = 0.145370 N1 = 0.122951 deltaLoss = -0.000003 Updating 7 features NewtonStep: 0.87 0.002000 increaseLambda: 0.87 0.000000 287: time = 0.870000 loss = 6.055457 testLoss 7.075622 'PTL__rev lambda = -0.0649 alpha = -0.008739 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000003 Updating 6 features NewtonStep: 0.873 0.003000 increaseLambda: 0.873 0.000000 Undoing contribution: was 0.15964962791380966 now 0.159647124611772 288: time = 0.873000 loss = 6.055454 testLoss 7.075720 'PTL__rev lambda = -0.5802 alpha = 0.008452 lossBound = -0.000001 W1 = 0.145370 N1 = 0.122951 deltaLoss = -0.000003 Updating 5 features NewtonStep: 0.876 0.003000 increaseLambda: 0.876 0.000000 289: time = 0.876000 loss = 6.055452 testLoss 7.075625 'PTL__rev lambda = -0.0736 alpha = -0.008710 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000003 Updating 4 features NewtonStep: 0.879 0.003000 increaseLambda: 0.879 0.000000 Undoing contribution: was 0.159647124611772 now 0.15964463864232303 290: time = 0.879000 loss = 6.055449 testLoss 7.075722 'PTL__rev lambda = -0.5717 alpha = 0.008423 lossBound = -0.000001 W1 = 0.145370 N1 = 0.122951 deltaLoss = -0.000002 Updating 4 features NewtonStep: 0.881 0.002000 increaseLambda: 0.881 0.000000 291: time = 0.882000 loss = 6.055447 testLoss 7.075628 'PTL__rev lambda = -0.0823 alpha = -0.008680 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.884 0.002000 increaseLambda: 0.884 0.000000 Undoing contribution: was 0.15964463864232303 now 0.1596421698917262 292: time = 0.884000 loss = 6.055444 testLoss 7.075725 'PTL__rev lambda = -0.5633 alpha = 0.008394 lossBound = -0.000001 W1 = 0.145370 N1 = 0.122951 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.886 0.002000 increaseLambda: 0.887 0.001000 293: time = 0.887000 loss = 6.055442 testLoss 7.075631 'PTL__rev lambda = -0.0909 alpha = -0.008650 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.89 0.003000 increaseLambda: 0.89 0.000000 Undoing contribution: was 0.1596421698917262 now 0.15963971824693235 294: time = 0.890000 loss = 6.055440 testLoss 7.075727 'PTL__rev lambda = -0.5550 alpha = 0.008365 lossBound = -0.000001 W1 = 0.145370 N1 = 0.122951 deltaLoss = -0.000002 Updating 4 features NewtonStep: 0.893 0.003000 increaseLambda: 0.893 0.000000 295: time = 0.893000 loss = 6.055437 testLoss 7.075634 'PTL__rev lambda = -0.0995 alpha = -0.008620 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 Updating 4 features NewtonStep: 0.896 0.003000 increaseLambda: 0.896 0.000000 Undoing contribution: was 0.15963971824693235 now 0.15963728359557183 296: time = 0.896000 loss = 6.055435 testLoss 7.075730 'PTL__rev lambda = -0.5466 alpha = 0.008337 lossBound = -0.000001 W1 = 0.145370 N1 = 0.122951 deltaLoss = -0.000002 Updating 4 features NewtonStep: 0.898 0.002000 increaseLambda: 0.898 0.000000 297: time = 0.898000 loss = 6.055432 testLoss 7.075637 'PTL__rev lambda = -0.1081 alpha = -0.008591 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 Updating 4 features NewtonStep: 0.901 0.003000 increaseLambda: 0.901 0.000000 Undoing contribution: was 0.15963728359557183 now 0.15963486582594466 298: time = 0.901000 loss = 6.055430 testLoss 7.075733 'PTL__rev lambda = -0.5383 alpha = 0.008308 lossBound = -0.000001 W1 = 0.145370 N1 = 0.122951 deltaLoss = -0.000002 Updating 4 features NewtonStep: 0.903 0.002000 increaseLambda: 0.904 0.001000 299: time = 0.904000 loss = 6.055427 testLoss 7.075640 'PTL__rev lambda = -0.1167 alpha = -0.008561 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 Updating 31 features Newton: returning 0.5149622004195412 Updating 5 features Loss was 6.055427384231055, now 6.055378469039007, delta -0.000049 parallelUpdate: 0.905 0.001000 Updating 2 features NewtonStep: 0.908 0.003000 increaseLambda: 0.908 0.000000 Undoing contribution: was 0.15963486582594466 now 0.15962883979538567 301: time = 0.908000 loss = 6.055372 testLoss 7.080009 'PTL__rev lambda = -0.4847 alpha = 0.013135 lossBound = -0.000003 W1 = 0.145371 N1 = 0.122951 deltaLoss = -0.000006 Updating 4 features NewtonStep: 0.91 0.002000 increaseLambda: 0.911 0.001000 302: time = 0.911000 loss = 6.055368 testLoss 7.080194 'ANC__rev lambda = -0.6057 alpha = -0.020162 lossBound = -0.000002 W1 = 0.043051 N1 = 0.028343 deltaLoss = -0.000004 Updating 5 features NewtonStep: 0.913 0.002000 increaseLambda: 0.914 0.001000 Undoing contribution: was 4.240563750905642E-5 now 3.959710078498154E-5 303: time = 0.914000 loss = 6.055366 testLoss 7.079813 SALINITY_COND: lambda = 0.1258 min = 1.0000 max = 3.0000 alpha = -0.010908 lossBound = -0.000002 W1 = 0.078855 N1 = 0.088235 deltaLoss = -0.000003 Updating 5 features NewtonStep: 0.916 0.002000 increaseLambda: 0.916 0.000000 Undoing contribution: was 0.04279692944613908 now 0.04279341583703408 304: time = 0.916000 loss = 6.055362 testLoss 7.077563 TURB_COND: lambda = -2.2879 min = 1.0000 max = 3.0000 alpha = 0.012323 lossBound = -0.000002 W1 = 0.082445 N1 = 0.073529 deltaLoss = -0.000004 Updating 6 features NewtonStep: 0.918 0.002000 increaseLambda: 0.919 0.001000 Undoing: newLoss 6.069922347956005, oldLoss 6.055362170162216, deltaLossBound -1.4038113295839199E-6 increaseLambda: 0.92 0.001000 Search: 0.92 0.000000 increaseLambda: 0.92 0.000000 305: time = 0.920000 loss = 6.055358 testLoss 7.077586 'NTL__rev lambda = 0.0150 alpha = 0.015014 lossBound = -0.000001 W1 = 0.275267 N1 = 0.296367 deltaLoss = -0.000004 Updating 5 features NewtonStep: 0.923 0.003000 increaseLambda: 0.923 0.000000 306: time = 0.923000 loss = 6.055351 testLoss 7.077428 'PTL__rev lambda = -0.1770 alpha = -0.014300 lossBound = -0.000004 W1 = 0.134914 N1 = 0.113003 deltaLoss = -0.000007 Updating 6 features NewtonStep: 0.925 0.002000 increaseLambda: 0.925 0.000000 Undoing contribution: was 0.15962883979538567 now 0.159626479182993 307: time = 0.925000 loss = 6.055349 testLoss 7.077522 'PTL__rev lambda = -0.4765 alpha = 0.008211 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 Updating 5 features NewtonStep: 0.928 0.003000 increaseLambda: 0.928 0.000000 308: time = 0.928000 loss = 6.055347 testLoss 7.077430 'PTL__rev lambda = -0.1855 alpha = -0.008492 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 Updating 5 features NewtonStep: 0.931 0.003000 increaseLambda: 0.931 0.000000 Undoing contribution: was 0.159626479182993 now 0.15962411815069444 309: time = 0.931000 loss = 6.055344 testLoss 7.077525 'PTL__rev lambda = -0.4682 alpha = 0.008212 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 Updating 5 features NewtonStep: 0.934 0.003000 increaseLambda: 0.934 0.000000 310: time = 0.934000 loss = 6.055342 testLoss 7.077433 'PTL__rev lambda = -0.1940 alpha = -0.008462 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 Updating 5 features NewtonStep: 0.937 0.003000 increaseLambda: 0.937 0.000000 Undoing contribution: was 0.15962411815069444 now 0.15962177350948525 311: time = 0.937000 loss = 6.055340 testLoss 7.077528 'PTL__rev lambda = -0.4601 alpha = 0.008184 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 Updating 4 features NewtonStep: 0.939 0.002000 increaseLambda: 0.94 0.001000 312: time = 0.940000 loss = 6.055337 testLoss 7.077436 'PTL__rev lambda = -0.2024 alpha = -0.008433 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 Updating 4 features NewtonStep: 0.942 0.002000 increaseLambda: 0.943 0.001000 Undoing contribution: was 0.15962177350948525 now 0.1596194451511027 313: time = 0.943000 loss = 6.055335 testLoss 7.077530 'PTL__rev lambda = -0.4519 alpha = 0.008155 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.945 0.002000 increaseLambda: 0.945 0.000000 314: time = 0.945000 loss = 6.055333 testLoss 7.077439 'PTL__rev lambda = -0.2108 alpha = -0.008404 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.948 0.003000 increaseLambda: 0.948 0.000000 Undoing contribution: was 0.1596194451511027 now 0.15961713296817848 315: time = 0.948000 loss = 6.055330 testLoss 7.077533 'PTL__rev lambda = -0.4438 alpha = 0.008127 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.951 0.003000 increaseLambda: 0.951 0.000000 316: time = 0.951000 loss = 6.055328 testLoss 7.077442 'PTL__rev lambda = -0.2192 alpha = -0.008375 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.953 0.002000 increaseLambda: 0.954 0.001000 Undoing contribution: was 0.15961713296817848 now 0.1596148368539908 317: time = 0.954000 loss = 6.055326 testLoss 7.077536 'PTL__rev lambda = -0.4357 alpha = 0.008099 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.956 0.002000 increaseLambda: 0.956 0.000000 318: time = 0.956000 loss = 6.055323 testLoss 7.077445 'PTL__rev lambda = -0.2275 alpha = -0.008347 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.959 0.003000 increaseLambda: 0.959 0.000000 Undoing contribution: was 0.1596148368539908 now 0.15961255670246455 319: time = 0.959000 loss = 6.055321 testLoss 7.077538 'PTL__rev lambda = -0.4276 alpha = 0.008071 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 Updating 4 features NewtonStep: 0.962 0.003000 increaseLambda: 0.962 0.000000 320: time = 0.962000 loss = 6.055319 testLoss 7.077448 'PTL__rev lambda = -0.2359 alpha = -0.008318 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 Updating 4 features NewtonStep: 0.964 0.002000 increaseLambda: 0.965 0.001000 Undoing contribution: was 0.15961255670246455 now 0.1596102924081676 321: time = 0.965000 loss = 6.055316 testLoss 7.077541 'PTL__rev lambda = -0.4196 alpha = 0.008044 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 Updating 5 features NewtonStep: 0.967 0.002000 increaseLambda: 0.967 0.000000 322: time = 0.967000 loss = 6.055314 testLoss 7.077451 'PTL__rev lambda = -0.2441 alpha = -0.008289 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 Updating 4 features NewtonStep: 0.97 0.003000 increaseLambda: 0.97 0.000000 Undoing contribution: was 0.1596102924081676 now 0.15960804386630556 323: time = 0.970000 loss = 6.055312 testLoss 7.077543 'PTL__rev lambda = -0.4115 alpha = 0.008016 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 Updating 4 features NewtonStep: 0.973 0.003000 increaseLambda: 0.973 0.000000 324: time = 0.973000 loss = 6.055310 testLoss 7.077454 'PTL__rev lambda = -0.2524 alpha = -0.008261 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 Updating 5 features NewtonStep: 0.976 0.003000 increaseLambda: 0.976 0.000000 Undoing contribution: was 0.15960804386630556 now 0.1596058109727182 325: time = 0.976000 loss = 6.055307 testLoss 7.077546 'PTL__rev lambda = -0.4036 alpha = 0.007988 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.978 0.002000 increaseLambda: 0.979 0.001000 326: time = 0.979000 loss = 6.055305 testLoss 7.077457 'PTL__rev lambda = -0.2606 alpha = -0.008232 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 Updating 4 features NewtonStep: 0.981 0.002000 increaseLambda: 0.981 0.000000 Undoing contribution: was 0.1596058109727182 now 0.159603593623883 327: time = 0.981000 loss = 6.055303 testLoss 7.077549 'PTL__rev lambda = -0.3956 alpha = 0.007961 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.984 0.003000 increaseLambda: 0.984 0.000000 328: time = 0.984000 loss = 6.055301 testLoss 7.077460 'PTL__rev lambda = -0.2688 alpha = -0.008204 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 Updating 3 features NewtonStep: 0.986 0.002000 increaseLambda: 0.987 0.001000 Undoing contribution: was 0.159603593623883 now 0.1596013917169018 329: time = 0.987000 loss = 6.055299 testLoss 7.077551 'PTL__rev lambda = -0.3877 alpha = 0.007933 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 Updating 32 features Newton: returning 0.7578546487908995 Updating 3 features Loss was 6.055298582398041, now 6.05526915874537, delta -0.000029 parallelUpdate: 0.988 0.001000 Updating 3 features NewtonStep: 0.991 0.003000 increaseLambda: 0.992 0.001000 331: time = 0.992000 loss = 6.055262 testLoss 7.078911 'PTL__rev lambda = -0.3984 alpha = -0.014283 lossBound = -0.000004 W1 = 0.134914 N1 = 0.113003 deltaLoss = -0.000007 Updating 3 features NewtonStep: 0.995 0.003000 increaseLambda: 0.995 0.000000 Undoing contribution: was 1.5622343250712363E-4 now 1.0740434765513159E-4 332: time = 0.995000 loss = 6.055214 testLoss 7.079070 CHLA: lambda = 1.8152 min = 0.0000 max = 871.2000 alpha = -0.269454 lossBound = -0.000002 W1 = 0.030410 N1 = 0.031710 deltaLoss = -0.000049 Updating 2 features NewtonStep: 0.997 0.002000 increaseLambda: 0.997 0.000000 Undoing: newLoss 6.068092114649128, oldLoss 6.055213584208913, deltaLossBound -5.569771473161721E-6 increaseLambda: 0.998 0.001000 Search: 0.998 0.000000 increaseLambda: 0.998 0.000000 333: time = 0.998000 loss = 6.055203 testLoss 7.079048 'TURB__rev lambda = -0.0170 alpha = -0.016984 lossBound = -0.000006 W1 = 0.190470 N1 = 0.167078 deltaLoss = -0.000011 Updating 3 features NewtonStep: 1.001 0.003000 increaseLambda: 1.001 0.000000 Undoing contribution: was 0.1596013917169018 now 0.15959851022247296 334: time = 1.001000 loss = 6.055200 testLoss 7.079153 'PTL__rev lambda = -0.2644 alpha = 0.009087 lossBound = -0.000002 W1 = 0.145370 N1 = 0.122951 deltaLoss = -0.000003 Updating 3 features NewtonStep: 1.003 0.002000 increaseLambda: 1.004 0.001000 Undoing: newLoss 6.069086292911031, oldLoss 6.055199760446866, deltaLossBound -2.077269680551884E-6 increaseLambda: 1.004 0.000000 Search: 1.005 0.001000 increaseLambda: 1.005 0.000000 335: time = 1.005000 loss = 6.055196 testLoss 7.078467 'CHLA__rev lambda = -0.0088 alpha = -0.008802 lossBound = -0.000002 W1 = 0.311077 N1 = 0.280945 deltaLoss = -0.000003 Updating 3 features NewtonStep: 1.007 0.002000 increaseLambda: 1.008 0.001000 336: time = 1.008000 loss = 6.055185 testLoss 7.077899 COND: lambda = -3.3070 min = 4.0000 max = 50,590.0000 alpha = -0.162216 lossBound = -0.000001 W1 = 0.009485 N1 = 0.008479 deltaLoss = -0.000012 Updating 3 features NewtonStep: 1.01 0.002000 increaseLambda: 1.011 0.001000 337: time = 1.011000 loss = 6.055177 testLoss 7.078871 'COND__rev lambda = -0.2810 alpha = -0.015128 lossBound = -0.000003 W1 = 0.703530 N1 = 0.677996 deltaLoss = -0.000008 Updating 3 features NewtonStep: 1.013 0.002000 increaseLambda: 1.013 0.000000 Undoing contribution: was 0.15959851022247296 now 0.15959627219216166 338: time = 1.014000 loss = 6.055174 testLoss 7.078963 'PTL__rev lambda = -0.2564 alpha = 0.008005 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 Updating 3 features NewtonStep: 1.016 0.002000 increaseLambda: 1.016 0.000000 339: time = 1.016000 loss = 6.055172 testLoss 7.078880 'PTL__rev lambda = -0.4061 alpha = -0.007685 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 Updating 5 features NewtonStep: 1.019 0.003000 increaseLambda: 1.019 0.000000 Undoing contribution: was 0.15959627219216166 now 0.1595943440400126 340: time = 1.019000 loss = 6.055170 testLoss 7.078966 'PTL__rev lambda = -0.2490 alpha = 0.007429 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 Updating 5 features increaseLambda: 1.022 0.003000 Undoing contribution: was 0.14679753863127143 now 0.14679538456458285 341: time = 1.022000 loss = 6.055168 testLoss 7.079049 (LAKE_ORIGIN=0.0) lambda = -0.7554 alpha = 0.006907 lossBound = -0.000002 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000002 Updating 4 features NewtonStep: 1.024 0.002000 increaseLambda: 1.025 0.001000 342: time = 1.025000 loss = 6.055166 testLoss 7.078950 'PTL__rev lambda = -0.4153 alpha = -0.009144 lossBound = -0.000002 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000003 Updating 6 features NewtonStep: 1.027 0.002000 increaseLambda: 1.027 0.000000 Undoing contribution: was 0.00188249783327508 now 0.0018766008193650077 343: time = 1.027000 loss = 6.055160 testLoss 7.075499 NTL_COND^2: lambda = -1.1392 min = 1.0000 max = 9.0000 alpha = 0.017030 lossBound = -0.000002 W1 = 0.128611 N1 = 0.121324 deltaLoss = -0.000006 Updating 5 features NewtonStep: 1.03 0.003000 increaseLambda: 1.03 0.000000 Undoing contribution: was 0.1595943440400126 now 0.15959032417832553 344: time = 1.030000 loss = 6.055156 testLoss 7.075622 'PTL__rev lambda = -0.2382 alpha = 0.010736 lossBound = -0.000002 W1 = 0.145370 N1 = 0.122951 deltaLoss = -0.000004 Updating 7 features NewtonStep: 1.032 0.002000 increaseLambda: 1.033 0.001000 345: time = 1.033000 loss = 6.055154 testLoss 7.075539 'PTL__rev lambda = -0.4230 alpha = -0.007723 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 Updating 4 features NewtonStep: 1.035 0.002000 increaseLambda: 1.036 0.001000 Undoing contribution: was 0.15959032417832553 now 0.15958838240430662 346: time = 1.036000 loss = 6.055152 testLoss 7.075625 'PTL__rev lambda = -0.2308 alpha = 0.007455 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 Updating 7 features NewtonStep: 1.038 0.002000 increaseLambda: 1.038 0.000000 347: time = 1.038000 loss = 6.055150 testLoss 7.075542 'PTL__rev lambda = -0.4307 alpha = -0.007683 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 Updating 3 features NewtonStep: 1.041 0.003000 increaseLambda: 1.041 0.000000 Undoing contribution: was 0.15958838240430662 now 0.1595864542155886 348: time = 1.041000 loss = 6.055148 testLoss 7.075627 'PTL__rev lambda = -0.2233 alpha = 0.007429 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 Updating 6 features NewtonStep: 1.044 0.003000 increaseLambda: 1.044 0.000000 349: time = 1.044000 loss = 6.055146 testLoss 7.075545 'PTL__rev lambda = -0.4383 alpha = -0.007656 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 Updating 3 features NewtonStep: 1.047 0.003000 increaseLambda: 1.047 0.000000 Undoing contribution: was 0.1595864542155886 now 0.1595845395450438 350: time = 1.047000 loss = 6.055144 testLoss 7.075630 'PTL__rev lambda = -0.2159 alpha = 0.007403 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 Updating 4 features NewtonStep: 1.049 0.002000 increaseLambda: 1.05 0.001000 351: time = 1.050000 loss = 6.055142 testLoss 7.075548 'PTL__rev lambda = -0.4459 alpha = -0.007630 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 Updating 2 features NewtonStep: 1.052 0.002000 increaseLambda: 1.053 0.001000 Undoing contribution: was 0.1595845395450438 now 0.15958263830220865 352: time = 1.053000 loss = 6.055140 testLoss 7.075633 'PTL__rev lambda = -0.2086 alpha = 0.007377 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 Updating 4 features NewtonStep: 1.055 0.002000 increaseLambda: 1.055 0.000000 353: time = 1.055000 loss = 6.055138 testLoss 7.075551 'PTL__rev lambda = -0.4535 alpha = -0.007603 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 Updating 1 features NewtonStep: 1.058 0.003000 increaseLambda: 1.058 0.000000 Undoing contribution: was 0.15958263830220865 now 0.15958075039716924 354: time = 1.058000 loss = 6.055136 testLoss 7.075636 'PTL__rev lambda = -0.2012 alpha = 0.007351 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 Updating 4 features NewtonStep: 1.061 0.003000 increaseLambda: 1.061 0.000000 355: time = 1.061000 loss = 6.055135 testLoss 7.075554 'PTL__rev lambda = -0.4611 alpha = -0.007577 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 Updating 2 features NewtonStep: 1.063 0.002000 increaseLambda: 1.064 0.001000 356: time = 1.064000 loss = 6.055132 testLoss 7.077246 TURB_COND: lambda = -2.2926 min = 1.0000 max = 3.0000 alpha = -0.009294 lossBound = -0.000001 W1 = 0.082444 N1 = 0.073529 deltaLoss = -0.000002 Updating 4 features NewtonStep: 1.066 0.002000 increaseLambda: 1.066 0.000000 Undoing contribution: was 0.15958075039716924 now 0.15957933624443654 357: time = 1.066000 loss = 6.055131 testLoss 7.077320 'PTL__rev lambda = -0.1949 alpha = 0.006361 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.069 0.003000 increaseLambda: 1.069 0.000000 358: time = 1.069000 loss = 6.055129 testLoss 7.077238 'PTL__rev lambda = -0.4687 alpha = -0.007533 lossBound = -0.000001 W1 = 0.134912 N1 = 0.113003 deltaLoss = -0.000002 Updating 3 features NewtonStep: 1.072 0.003000 increaseLambda: 1.072 0.000000 Undoing contribution: was 0.15957933624443654 now 0.15957748179971698 359: time = 1.072000 loss = 6.055127 testLoss 7.077322 'PTL__rev lambda = -0.1876 alpha = 0.007287 lossBound = -0.000001 W1 = 0.145369 N1 = 0.122951 deltaLoss = -0.000002 Updating 34 features Reducing stepsize from 2.2665978341779485 to 0.9373472549978008 Newton: returning 0.9373472549978008 Updating 5 features Loss was 6.055127351696327, now 6.0550226073064355, delta -0.000105 parallelUpdate: 1.074 0.002000 Updating 5 features NewtonStep: 1.077 0.003000 increaseLambda: 1.077 0.000000 361: time = 1.077000 loss = 6.055020 testLoss 7.077330 CHLA_COND: lambda = 0.0351 min = 1.0000 max = 9.0000 alpha = 0.010757 lossBound = -0.000002 W1 = 0.104029 N1 = 0.113971 deltaLoss = -0.000003 Updating 4 features NewtonStep: 1.079 0.002000 increaseLambda: 1.08 0.001000 Undoing contribution: was 0.010835260608748978 now 0.010831294623694834 362: time = 1.080000 loss = 6.055016 testLoss 7.076688 'COND__rev lambda = -0.3783 alpha = 0.009294 lossBound = -0.000002 W1 = 0.625266 N1 = 0.596381 deltaLoss = -0.000004 Updating 7 features NewtonStep: 1.082 0.002000 increaseLambda: 1.082 0.000000 363: time = 1.082000 loss = 6.055015 testLoss 7.076627 'PTL__rev lambda = -0.6616 alpha = -0.005617 lossBound = -0.000001 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 6 features increaseLambda: 1.085 0.003000 Undoing contribution: was 0.11554816599094764 now 0.11554712342306583 364: time = 1.085000 loss = 6.055014 testLoss 7.076686 (LAKE_ORIGIN=1.0) lambda = 0.4104 alpha = -0.004804 lossBound = -0.000001 W1 = 0.899421 N1 = 0.911765 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.088 0.003000 increaseLambda: 1.088 0.000000 Undoing contribution: was 0.004283970683964282 now 0.004282018097215993 365: time = 1.088000 loss = 6.055012 testLoss 7.076070 'NTL__rev lambda = -1.2446 alpha = 0.020647 lossBound = -0.000001 W1 = 0.023605 N1 = 0.011802 deltaLoss = -0.000002 Updating 6 features NewtonStep: 1.091 0.003000 increaseLambda: 1.091 0.000000 Undoing contribution: was 0.0017623937745297566 now 0.0017503420705154524 366: time = 1.091000 loss = 6.055000 testLoss 7.076935 ANC: lambda = -1.7759 min = -63.0000 max = 91,632.9000 alpha = 0.162962 lossBound = -0.000001 W1 = 0.023595 N1 = 0.022588 deltaLoss = -0.000012 Updating 5 features NewtonStep: 1.094 0.003000 increaseLambda: 1.094 0.000000 Undoing contribution: was 0.009550251192502149 now 0.009547958019154049 367: time = 1.094000 loss = 6.054997 testLoss 7.076786 'ANC__rev lambda = -0.6082 alpha = 0.015525 lossBound = -0.000001 W1 = 0.043050 N1 = 0.028343 deltaLoss = -0.000002 Updating 4 features NewtonStep: 1.096 0.002000 increaseLambda: 1.096 0.000000 368: time = 1.096000 loss = 6.054996 testLoss 7.076465 'CHLA__rev lambda = -0.0212 alpha = -0.004136 lossBound = -0.000001 W1 = 0.311247 N1 = 0.280945 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.098 0.002000 increaseLambda: 1.099 0.001000 Undoing: newLoss 6.067046065396953, oldLoss 6.05499632034507, deltaLossBound -6.070270817497687E-7 increaseLambda: 1.099 0.000000 Search: 1.099 0.000000 increaseLambda: 1.1 0.001000 369: time = 1.100000 loss = 6.054992 testLoss 7.076822 'DOC__rev lambda = 0.0183 alpha = 0.018268 lossBound = -0.000001 W1 = 0.631300 N1 = 0.645931 deltaLoss = -0.000004 Updating 4 features NewtonStep: 1.103 0.003000 increaseLambda: 1.103 0.000000 Undoing contribution: was 0.0023280427525231057 now 0.002322552106279661 370: time = 1.103000 loss = 6.054987 testLoss 7.076516 'DOC__rev lambda = 0.3322 alpha = -0.020546 lossBound = -0.000001 W1 = 0.684155 N1 = 0.698862 deltaLoss = -0.000005 Updating 3 features NewtonStep: 1.105 0.002000 increaseLambda: 1.106 0.001000 371: time = 1.106000 loss = 6.054982 testLoss 7.076825 'DOC__rev lambda = 0.0341 alpha = 0.015858 lossBound = -0.000001 W1 = 0.631224 N1 = 0.645931 deltaLoss = -0.000004 Updating 4 features NewtonStep: 1.108 0.002000 increaseLambda: 1.108 0.000000 Undoing contribution: was 0.002322552106279661 now 0.0023184301285001136 372: time = 1.109000 loss = 6.054978 testLoss 7.076561 'DOC__rev lambda = 0.3145 alpha = -0.017791 lossBound = -0.000000 W1 = 0.684155 N1 = 0.698862 deltaLoss = -0.000004 Updating 3 features NewtonStep: 1.112 0.003000 increaseLambda: 1.112 0.000000 373: time = 1.112000 loss = 6.054974 testLoss 7.076868 'DOC__rev lambda = 0.0498 alpha = 0.015719 lossBound = -0.000001 W1 = 0.631224 N1 = 0.645931 deltaLoss = -0.000004 Updating 3 features NewtonStep: 1.114 0.002000 increaseLambda: 1.115 0.001000 Undoing contribution: was 0.0023184301285001136 now 0.0023143733590251 374: time = 1.115000 loss = 6.054970 testLoss 7.076606 'DOC__rev lambda = 0.2968 alpha = -0.017646 lossBound = -0.000000 W1 = 0.684155 N1 = 0.698862 deltaLoss = -0.000004 Updating 2 features NewtonStep: 1.117 0.002000 increaseLambda: 1.117 0.000000 375: time = 1.117000 loss = 6.054966 testLoss 7.076910 'DOC__rev lambda = 0.0654 alpha = 0.015593 lossBound = -0.000001 W1 = 0.631224 N1 = 0.645931 deltaLoss = -0.000004 Updating 2 features NewtonStep: 1.12 0.003000 increaseLambda: 1.12 0.000000 Undoing contribution: was 0.0023143733590251 now 0.002310380874709504 376: time = 1.120000 loss = 6.054962 testLoss 7.076650 'DOC__rev lambda = 0.2793 alpha = -0.017503 lossBound = -0.000000 W1 = 0.684155 N1 = 0.698862 deltaLoss = -0.000004 Updating 1 features NewtonStep: 1.122 0.002000 increaseLambda: 1.123 0.001000 Undoing: newLoss 6.054961544943962, oldLoss 6.054962126000418, deltaLossBound -5.810673005657416E-7 increaseLambda: 1.123 0.000000 Search: 1.123 0.000000 increaseLambda: 1.123 0.000000 377: time = 1.123000 loss = 6.054962 testLoss 7.078096 'NTL_COND lambda = -1.3915 alpha = -0.008943 lossBound = -0.000001 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000001 Updating 1 features NewtonStep: 1.125 0.002000 increaseLambda: 1.126 0.001000 378: time = 1.126000 loss = 6.054958 testLoss 7.078383 'DOC__rev lambda = 0.0801 alpha = 0.014684 lossBound = -0.000001 W1 = 0.631224 N1 = 0.645931 deltaLoss = -0.000004 Updating 1 features NewtonStep: 1.128 0.002000 increaseLambda: 1.128 0.000000 Undoing contribution: was 0.002310380874709504 now 0.002306409905105698 379: time = 1.128000 loss = 6.054954 testLoss 7.078124 'DOC__rev lambda = 0.2618 alpha = -0.017454 lossBound = -0.000000 W1 = 0.684155 N1 = 0.698862 deltaLoss = -0.000004 Updating 2 features NewtonStep: 1.131 0.003000 increaseLambda: 1.131 0.000000 380: time = 1.131000 loss = 6.054950 testLoss 7.078425 'DOC__rev lambda = 0.0955 alpha = 0.015421 lossBound = -0.000001 W1 = 0.631224 N1 = 0.645931 deltaLoss = -0.000004 Updating 2 features NewtonStep: 1.134 0.003000 increaseLambda: 1.134 0.000000 Undoing contribution: was 0.002306409905105698 now 0.002302503642329344 381: time = 1.134000 loss = 6.054946 testLoss 7.078168 'DOC__rev lambda = 0.2445 alpha = -0.017309 lossBound = -0.000000 W1 = 0.684155 N1 = 0.698862 deltaLoss = -0.000004 Updating 2 features NewtonStep: 1.137 0.003000 increaseLambda: 1.137 0.000000 382: time = 1.137000 loss = 6.054942 testLoss 7.078466 'DOC__rev lambda = 0.1108 alpha = 0.015297 lossBound = -0.000001 W1 = 0.631224 N1 = 0.645931 deltaLoss = -0.000004 Updating 3 features NewtonStep: 1.139 0.002000 increaseLambda: 1.139 0.000000 Undoing contribution: was 0.0018766008193650077 now 0.0018740338412362814 383: time = 1.139000 loss = 6.054940 testLoss 7.076194 NTL_COND^2: lambda = -1.1187 min = 1.0000 max = 9.0000 alpha = 0.011224 lossBound = -0.000001 W1 = 0.128610 N1 = 0.121324 deltaLoss = -0.000003 Updating 5 features NewtonStep: 1.142 0.003000 increaseLambda: 1.142 0.000000 Undoing: newLoss 6.054939220355756, oldLoss 6.054939637942873, deltaLossBound -4.175927286815387E-7 increaseLambda: 1.143 0.001000 Search: 1.143 0.000000 increaseLambda: 1.143 0.000000 384: time = 1.143000 loss = 6.054939 testLoss 7.077420 'NTL_COND lambda = -1.3991 alpha = -0.007583 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.146 0.003000 increaseLambda: 1.146 0.000000 Undoing contribution: was 0.010313470599085404 now 0.010313048339018492 385: time = 1.146000 loss = 6.054939 testLoss 7.077768 'CHLA__rev lambda = -1.0301 alpha = 0.002896 lossBound = -0.000000 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.148 0.002000 increaseLambda: 1.149 0.001000 386: time = 1.149000 loss = 6.054938 testLoss 7.077716 'PTL__rev lambda = -0.6665 alpha = -0.004876 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.151 0.002000 increaseLambda: 1.151 0.000000 Undoing contribution: was 0.002302503642329344 now 0.0023006096656676173 Time since start: 10.085 387: time = 1.151000 loss = 6.054936 testLoss 7.077538 'DOC__rev lambda = 0.2325 alpha = -0.012042 lossBound = -0.000000 W1 = 0.684156 N1 = 0.698862 deltaLoss = -0.000002 Updating 2 features NewtonStep: 1.157 0.006000 increaseLambda: 1.157 0.000000 388: time = 1.157000 loss = 6.054932 testLoss 7.077835 'DOC__rev lambda = 0.1261 alpha = 0.015240 lossBound = -0.000001 W1 = 0.631224 N1 = 0.645931 deltaLoss = -0.000004 Updating 6 features NewtonStep: 1.159 0.002000 increaseLambda: 1.16 0.001000 Undoing contribution: was 0.0023006096656676173 now 0.0022967853255528065 389: time = 1.160000 loss = 6.054928 testLoss 7.077581 'DOC__rev lambda = 0.2154 alpha = -0.017124 lossBound = -0.000000 W1 = 0.684155 N1 = 0.698862 deltaLoss = -0.000004 Updating 34 features Newton: returning 0.020983556034285585 Updating 3 features Loss was 6.054928425090899, now 6.054927815717719, delta -0.000001 parallelUpdate: 1.161 0.001000 Updating 2 features NewtonStep: 1.164 0.003000 increaseLambda: 1.164 0.000000 Undoing contribution: was 0.004009786458329757 now 0.004007258477013921 391: time = 1.164000 loss = 6.054925 testLoss 7.077807 'PTL__rev lambda = -0.4257 alpha = 0.006677 lossBound = -0.000001 W1 = 0.363539 N1 = 0.334334 deltaLoss = -0.000003 Updating 3 features NewtonStep: 1.166 0.002000 increaseLambda: 1.166 0.000000 Undoing contribution: was 0.0031372619679298015 now 0.0031353442288973373 392: time = 1.166000 loss = 6.054923 testLoss 7.077795 PTL: lambda = 4.5134 min = 1.0000 max = 4,865.0000 alpha = -0.038774 lossBound = -0.000000 W1 = 0.019302 N1 = 0.021255 deltaLoss = -0.000002 Updating 3 features NewtonStep: 1.169 0.003000 increaseLambda: 1.169 0.000000 393: time = 1.169000 loss = 6.054922 testLoss 7.077629 COND: lambda = -3.5235 min = 4.0000 max = 50,590.0000 alpha = -0.048000 lossBound = -0.000000 W1 = 0.009480 N1 = 0.008479 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.171 0.002000 increaseLambda: 1.171 0.000000 Undoing: newLoss 6.0549221624336, oldLoss 6.054922463406894, deltaLossBound -3.009733074459315E-7 increaseLambda: 1.171 0.000000 Search: 1.172 0.001000 increaseLambda: 1.172 0.000000 Undoing contribution: was 0.0015257673826252545 now 0.0015254664093176447 394: time = 1.172000 loss = 6.054922 testLoss 7.077220 'PTL_COND__rev lambda = 0.2773 alpha = -0.001612 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.174 0.002000 increaseLambda: 1.175 0.001000 395: time = 1.175000 loss = 6.054921 testLoss 7.077410 'DOC__rev lambda = 0.1384 alpha = 0.009699 lossBound = -0.000000 W1 = 0.631225 N1 = 0.645931 deltaLoss = -0.000002 Updating 3 features NewtonStep: 1.178 0.003000 increaseLambda: 1.178 0.000000 Undoing contribution: was 0.0022967853255528065 now 0.002292764956437852 396: time = 1.178000 loss = 6.054917 testLoss 7.077150 'DOC__rev lambda = 0.1943 alpha = -0.017565 lossBound = -0.000000 W1 = 0.684155 N1 = 0.698862 deltaLoss = -0.000004 Updating 4 features NewtonStep: 1.18 0.002000 increaseLambda: 1.18 0.000000 397: time = 1.180000 loss = 6.054913 testLoss 7.077452 'DOC__rev lambda = 0.1539 alpha = 0.015503 lossBound = -0.000001 W1 = 0.631224 N1 = 0.645931 deltaLoss = -0.000004 Updating 3 features NewtonStep: 1.183 0.003000 increaseLambda: 1.183 0.000000 Undoing contribution: was 0.002292764956437852 now 0.00228881796640704 398: time = 1.183000 loss = 6.054909 testLoss 7.077194 'DOC__rev lambda = 0.1769 alpha = -0.017401 lossBound = -0.000000 W1 = 0.684155 N1 = 0.698862 deltaLoss = -0.000004 Updating 4 features NewtonStep: 1.185 0.002000 increaseLambda: 1.186 0.001000 399: time = 1.186000 loss = 6.054905 testLoss 7.077494 'DOC__rev lambda = 0.1693 alpha = 0.015378 lossBound = -0.000001 W1 = 0.631224 N1 = 0.645931 deltaLoss = -0.000004 Updating 4 features NewtonStep: 1.188 0.002000 increaseLambda: 1.188 0.000000 Undoing contribution: was 0.00228881796640704 now 0.002284933639548657 400: time = 1.189000 loss = 6.054901 testLoss 7.077238 'DOC__rev lambda = 0.1596 alpha = -0.017259 lossBound = -0.000000 W1 = 0.684155 N1 = 0.698862 deltaLoss = -0.000004 Updating 5 features NewtonStep: 1.191 0.002000 increaseLambda: 1.191 0.000000 401: time = 1.191000 loss = 6.054897 testLoss 7.077535 'DOC__rev lambda = 0.1846 alpha = 0.015254 lossBound = -0.000001 W1 = 0.631224 N1 = 0.645931 deltaLoss = -0.000004 Updating 3 features NewtonStep: 1.194 0.003000 increaseLambda: 1.194 0.000000 Undoing contribution: was 0.002284933639548657 now 0.0022811110603896717 402: time = 1.194000 loss = 6.054893 testLoss 7.077281 'DOC__rev lambda = 0.1425 alpha = -0.017118 lossBound = -0.000000 W1 = 0.684155 N1 = 0.698862 deltaLoss = -0.000004 Updating 2 features NewtonStep: 1.196 0.002000 increaseLambda: 1.196 0.000000 403: time = 1.196000 loss = 6.054889 testLoss 7.077576 'DOC__rev lambda = 0.1997 alpha = 0.015130 lossBound = -0.000001 W1 = 0.631224 N1 = 0.645931 deltaLoss = -0.000004 Updating 2 features NewtonStep: 1.199 0.003000 increaseLambda: 1.199 0.000000 Undoing contribution: was 0.0022811110603896717 now 0.002277349324654319 404: time = 1.199000 loss = 6.054886 testLoss 7.077325 'DOC__rev lambda = 0.1255 alpha = -0.016979 lossBound = -0.000000 W1 = 0.684155 N1 = 0.698862 deltaLoss = -0.000004 Updating 3 features NewtonStep: 1.201 0.002000 increaseLambda: 1.201 0.000000 405: time = 1.201000 loss = 6.054882 testLoss 7.077617 'DOC__rev lambda = 0.2147 alpha = 0.015008 lossBound = -0.000001 W1 = 0.631224 N1 = 0.645931 deltaLoss = -0.000004 Updating 2 features NewtonStep: 1.204 0.003000 increaseLambda: 1.204 0.000000 Undoing contribution: was 0.002277349324654319 now 0.0022736475393395944 406: time = 1.204000 loss = 6.054878 testLoss 7.077368 'DOC__rev lambda = 0.1087 alpha = -0.016840 lossBound = -0.000000 W1 = 0.684155 N1 = 0.698862 deltaLoss = -0.000004 Updating 3 features NewtonStep: 1.206 0.002000 increaseLambda: 1.206 0.000000 407: time = 1.206000 loss = 6.054874 testLoss 7.077658 'DOC__rev lambda = 0.2296 alpha = 0.014886 lossBound = -0.000001 W1 = 0.631224 N1 = 0.645931 deltaLoss = -0.000004 Updating 1 features NewtonStep: 1.209 0.003000 increaseLambda: 1.209 0.000000 Undoing contribution: was 0.0022736475393395944 now 0.0022700048226370934 408: time = 1.209000 loss = 6.054871 testLoss 7.077411 'DOC__rev lambda = 0.0920 alpha = -0.016702 lossBound = -0.000000 W1 = 0.684155 N1 = 0.698862 deltaLoss = -0.000004 Updating 2 features NewtonStep: 1.211 0.002000 increaseLambda: 1.212 0.001000 409: time = 1.212000 loss = 6.054867 testLoss 7.077699 'DOC__rev lambda = 0.2443 alpha = 0.014765 lossBound = -0.000001 W1 = 0.631224 N1 = 0.645931 deltaLoss = -0.000004 Updating 1 features NewtonStep: 1.214 0.002000 increaseLambda: 1.215 0.001000 Undoing contribution: was 0.0022700048226370934 now 0.0022664203038415304 410: time = 1.215000 loss = 6.054863 testLoss 7.077453 'DOC__rev lambda = 0.0754 alpha = -0.016565 lossBound = -0.000000 W1 = 0.684155 N1 = 0.698862 deltaLoss = -0.000004 Updating 2 features NewtonStep: 1.217 0.002000 increaseLambda: 1.217 0.000000 411: time = 1.217000 loss = 6.054860 testLoss 7.077739 'DOC__rev lambda = 0.2590 alpha = 0.014645 lossBound = -0.000001 W1 = 0.631225 N1 = 0.645931 deltaLoss = -0.000004 Updating 1 features NewtonStep: 1.219 0.002000 increaseLambda: 1.22 0.001000 412: time = 1.220000 loss = 6.054859 testLoss 7.077475 'CHLA__rev lambda = -0.0248 alpha = -0.003392 lossBound = -0.000000 W1 = 0.311247 N1 = 0.280945 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.222 0.002000 increaseLambda: 1.222 0.000000 Undoing contribution: was 0.010313048848139753 now 0.010312344488012196 413: time = 1.222000 loss = 6.054858 testLoss 7.077925 'CHLA__rev lambda = -1.0264 alpha = 0.003741 lossBound = -0.000000 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000001 Updating 1 features NewtonStep: 1.224 0.002000 increaseLambda: 1.224 0.000000 Undoing contribution: was 0.0022664203038415304 now 0.002263079355705609 414: time = 1.224000 loss = 6.054855 testLoss 7.077688 'DOC__rev lambda = 0.0594 alpha = -0.015989 lossBound = -0.000000 W1 = 0.684155 N1 = 0.698862 deltaLoss = -0.000003 Updating 3 features NewtonStep: 1.227 0.003000 increaseLambda: 1.227 0.000000 415: time = 1.227000 loss = 6.054852 testLoss 7.077972 'DOC__rev lambda = 0.2735 alpha = 0.014533 lossBound = -0.000001 W1 = 0.631225 N1 = 0.645931 deltaLoss = -0.000004 Updating 1 features NewtonStep: 1.229 0.002000 increaseLambda: 1.23 0.001000 Undoing contribution: was 0.002263079355705609 now 0.0022596046863400427 416: time = 1.230000 loss = 6.054848 testLoss 7.077730 'DOC__rev lambda = 0.0431 alpha = -0.016305 lossBound = -0.000000 W1 = 0.684155 N1 = 0.698862 deltaLoss = -0.000003 Updating 3 features NewtonStep: 1.232 0.002000 increaseLambda: 1.233 0.001000 417: time = 1.233000 loss = 6.054845 testLoss 7.078012 'DOC__rev lambda = 0.2879 alpha = 0.014417 lossBound = -0.000000 W1 = 0.631225 N1 = 0.645931 deltaLoss = -0.000003 Updating 1 features NewtonStep: 1.235 0.002000 increaseLambda: 1.235 0.000000 Undoing contribution: was 0.0022596046863400427 now 0.002256185731026515 418: time = 1.235000 loss = 6.054841 testLoss 7.077772 'DOC__rev lambda = 0.0269 alpha = -0.016171 lossBound = -0.000000 W1 = 0.684155 N1 = 0.698862 deltaLoss = -0.000003 Updating 3 features NewtonStep: 1.237 0.002000 increaseLambda: 1.238 0.001000 419: time = 1.238000 loss = 6.054838 testLoss 7.078051 'DOC__rev lambda = 0.3022 alpha = 0.014299 lossBound = -0.000000 W1 = 0.631225 N1 = 0.645931 deltaLoss = -0.000003 Updating 34 features Reducing stepsize from 4.2025518717946895 to 0.14300000056960263 Newton: returning 0.14300000056960263 Updating 2 features Loss was 6.054837831252797, now 6.0548264548123845, delta -0.000011 parallelUpdate: 1.239 0.001000 Updating 2 features NewtonStep: 1.242 0.003000 increaseLambda: 1.242 0.000000 421: time = 1.242000 loss = 6.054826 testLoss 7.077831 'CHLA__rev lambda = -0.0291 alpha = -0.003717 lossBound = -0.000001 W1 = 0.311247 N1 = 0.280945 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.244 0.002000 increaseLambda: 1.244 0.000000 Undoing contribution: was 0.010312344488012196 now 0.010311916082909692 422: time = 1.244000 loss = 6.054825 testLoss 7.078182 'CHLA__rev lambda = -1.0230 alpha = 0.002917 lossBound = -0.000000 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000000 Updating 2 features NewtonStep: 1.246 0.002000 increaseLambda: 1.247 0.001000 Undoing contribution: was 0.0019375935423014178 now 0.0019367976729549917 423: time = 1.247000 loss = 6.054824 testLoss 7.078173 'NTL__rev lambda = 0.1888 alpha = -0.004993 lossBound = -0.000000 W1 = 0.274542 N1 = 0.295846 deltaLoss = -0.000001 Updating 6 features NewtonStep: 1.249 0.002000 increaseLambda: 1.249 0.000000 Undoing contribution: was 0.0018740338412362814 now 0.0018739757164512962 424: time = 1.249000 loss = 6.054824 testLoss 7.077831 NTL_COND^2: lambda = -1.1165 min = 1.0000 max = 9.0000 alpha = 0.001686 lossBound = -0.000000 W1 = 0.128609 N1 = 0.121324 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.251 0.002000 increaseLambda: 1.252 0.001000 Undoing: newLoss 6.054824146965001, oldLoss 6.054824297870682, deltaLossBound -1.5090641771982257E-7 increaseLambda: 1.252 0.000000 Search: 1.252 0.000000 increaseLambda: 1.253 0.001000 425: time = 1.253000 loss = 6.054824 testLoss 7.078569 'NTL_COND lambda = -1.4038 alpha = -0.004561 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 7 features NewtonStep: 1.254 0.001000 increaseLambda: 1.255 0.001000 Undoing: newLoss 6.055933563304719, oldLoss 6.054824146964263, deltaLossBound -1.255810518128417E-7 increaseLambda: 1.255 0.000000 Search: 1.255 0.000000 increaseLambda: 1.256 0.001000 426: time = 1.256000 loss = 6.054824 testLoss 7.078553 ANC_COND^2: lambda = -0.0158 min = 1.0000 max = 4.0000 alpha = -0.015814 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.257 0.001000 increaseLambda: 1.258 0.001000 Undoing contribution: was 0.010311916082909692 now 0.010311748937063195 427: time = 1.258000 loss = 6.054824 testLoss 7.078772 'CHLA__rev lambda = -1.0212 alpha = 0.001821 lossBound = -0.000000 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.259 0.001000 increaseLambda: 1.26 0.001000 428: time = 1.260000 loss = 6.054824 testLoss 7.078646 'CHLA__rev lambda = -0.0307 alpha = -0.001622 lossBound = -0.000000 W1 = 0.311247 N1 = 0.280945 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.262 0.002000 increaseLambda: 1.262 0.000000 Undoing contribution: was 1.0740434765513159E-4 now 1.0485306836774329E-4 429: time = 1.262000 loss = 6.054821 testLoss 7.078692 CHLA: lambda = 1.7414 min = 0.0000 max = 871.2000 alpha = -0.063076 lossBound = -0.000000 W1 = 0.030404 N1 = 0.031710 deltaLoss = -0.000003 Updating 4 features NewtonStep: 1.264 0.002000 increaseLambda: 1.265 0.001000 430: time = 1.265000 loss = 6.054820 testLoss 7.078405 'CHLA__rev lambda = -0.0344 alpha = -0.003695 lossBound = -0.000001 W1 = 0.311247 N1 = 0.280945 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.267 0.002000 increaseLambda: 1.267 0.000000 Undoing contribution: was 0.010311748937063195 now 0.010311500633690665 431: time = 1.267000 loss = 6.054820 testLoss 7.078672 'CHLA__rev lambda = -1.0189 alpha = 0.002220 lossBound = -0.000000 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.269 0.002000 increaseLambda: 1.269 0.000000 Undoing contribution: was 0.0018739757164512962 now 0.0018735839814930468 432: time = 1.269000 loss = 6.054820 testLoss 7.077786 NTL_COND^2: lambda = -1.1122 min = 1.0000 max = 9.0000 alpha = 0.004382 lossBound = -0.000000 W1 = 0.128609 N1 = 0.121324 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.271 0.002000 increaseLambda: 1.271 0.000000 Undoing: newLoss 6.059249919472393, oldLoss 6.054819631616824, deltaLossBound -5.2942800210193544E-8 increaseLambda: 1.272 0.001000 Search: 1.272 0.000000 increaseLambda: 1.273 0.001000 433: time = 1.273000 loss = 6.054818 testLoss 7.077841 TURB: lambda = 0.0774 min = 0.1470 max = 574.0000 alpha = 0.077385 lossBound = -0.000000 W1 = 0.018471 N1 = 0.019461 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.275 0.002000 increaseLambda: 1.275 0.000000 Undoing contribution: was 0.002925164109491576 now 0.0029235576436467815 434: time = 1.275000 loss = 6.054817 testLoss 7.077884 'TURB__rev lambda = -0.7692 alpha = 0.007951 lossBound = -0.000000 W1 = 0.771802 N1 = 0.749584 deltaLoss = -0.000002 Updating 8 features NewtonStep: 1.278 0.003000 increaseLambda: 1.278 0.000000 435: time = 1.278000 loss = 6.054817 testLoss 7.077771 'CHLA__rev lambda = -0.0359 alpha = -0.001459 lossBound = -0.000000 W1 = 0.311247 N1 = 0.280945 deltaLoss = -0.000000 Updating 8 features NewtonStep: 1.28 0.002000 increaseLambda: 1.28 0.000000 Undoing contribution: was 0.010311500633690665 now 0.010311358090998349 436: time = 1.280000 loss = 6.054816 testLoss 7.077973 'CHLA__rev lambda = -1.0173 alpha = 0.001681 lossBound = -0.000000 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000000 Updating 7 features NewtonStep: 1.282 0.002000 increaseLambda: 1.283 0.001000 437: time = 1.283000 loss = 6.054816 testLoss 7.077870 'CHLA__rev lambda = -0.0372 alpha = -0.001334 lossBound = -0.000000 W1 = 0.311247 N1 = 0.280945 deltaLoss = -0.000000 Updating 7 features NewtonStep: 1.285 0.002000 increaseLambda: 1.285 0.000000 Undoing contribution: was 0.010311358090998349 now 0.01031126925117041 438: time = 1.285000 loss = 6.054816 testLoss 7.078030 'CHLA__rev lambda = -1.0159 alpha = 0.001327 lossBound = -0.000000 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000000 Updating 7 features NewtonStep: 1.287 0.002000 increaseLambda: 1.287 0.000000 Undoing contribution: was 0.02280524102735814 now 0.022805173893107093 439: time = 1.287000 loss = 6.054816 testLoss 7.077960 CHLA_COND^2: lambda = 2.5005 min = 1.0000 max = 81.0000 alpha = -0.001688 lossBound = -0.000000 W1 = 0.069371 N1 = 0.079044 deltaLoss = -0.000000 Updating 8 features NewtonStep: 1.289 0.002000 increaseLambda: 1.29 0.001000 440: time = 1.290000 loss = 6.054809 testLoss 7.078172 DOC: lambda = -6.3437 min = 0.3400 max = 290.5700 alpha = -0.342395 lossBound = -0.000000 W1 = 0.017866 N1 = 0.016866 deltaLoss = -0.000007 Updating 6 features NewtonStep: 1.292 0.002000 increaseLambda: 1.292 0.000000 Undoing contribution: was 0.013691419744849092 now 0.013685365431780432 441: time = 1.292000 loss = 6.054803 testLoss 7.077773 'DOC__rev lambda = 0.4841 alpha = -0.018679 lossBound = -0.000001 W1 = 0.617938 N1 = 0.632645 deltaLoss = -0.000006 Updating 7 features increaseLambda: 1.295 0.003000 442: time = 1.295000 loss = 6.054803 testLoss 7.077766 (LAKE_ORIGIN=0.0) lambda = -0.7559 alpha = -0.000535 lossBound = -0.000000 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000000 Updating 7 features NewtonStep: 1.297 0.002000 increaseLambda: 1.297 0.000000 Undoing contribution: was 0.0017503420705154524 now 0.0017491739383173708 443: time = 1.297000 loss = 6.054802 testLoss 7.078027 ANC: lambda = -1.7234 min = -63.0000 max = 91,632.9000 alpha = 0.048564 lossBound = -0.000000 W1 = 0.023588 N1 = 0.022588 deltaLoss = -0.000001 Updating 7 features NewtonStep: 1.299 0.002000 increaseLambda: 1.299 0.000000 Undoing contribution: was 0.010831294623694834 now 0.010830811461894487 444: time = 1.299000 loss = 6.054802 testLoss 7.077803 'COND__rev lambda = -0.3748 alpha = 0.003248 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 Updating 7 features NewtonStep: 1.302 0.003000 increaseLambda: 1.302 0.000000 445: time = 1.302000 loss = 6.054801 testLoss 7.077991 'COND__rev lambda = -0.2993 alpha = -0.002901 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000000 Updating 7 features NewtonStep: 1.304 0.002000 increaseLambda: 1.305 0.001000 Undoing contribution: was 0.010830811461894487 now 0.010830520940795754 446: time = 1.305000 loss = 6.054801 testLoss 7.077818 'COND__rev lambda = -0.3723 alpha = 0.002519 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.306 0.001000 increaseLambda: 1.307 0.001000 447: time = 1.307000 loss = 6.054801 testLoss 7.077998 'COND__rev lambda = -0.3021 alpha = -0.002795 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.309 0.002000 increaseLambda: 1.309 0.000000 Undoing contribution: was 0.010830520940795754 now 0.010830251468550347 448: time = 1.309000 loss = 6.054800 testLoss 7.077832 'COND__rev lambda = -0.3699 alpha = 0.002426 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.312 0.003000 increaseLambda: 1.312 0.000000 449: time = 1.312000 loss = 6.054800 testLoss 7.078006 'COND__rev lambda = -0.3048 alpha = -0.002691 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000000 Updating 35 features Newton: returning 0.9572135058791701 Updating 5 features Loss was 6.054800187764856, now 6.054788944067839, delta -0.000011 parallelUpdate: 1.314 0.002000 Updating 3 features NewtonStep: 1.316 0.002000 increaseLambda: 1.316 0.000000 Undoing contribution: was 0.013685365431780432 now 0.013681134717906978 451: time = 1.317000 loss = 6.054785 testLoss 7.078037 'DOC__rev lambda = 0.4506 alpha = -0.015612 lossBound = -0.000001 W1 = 0.617938 N1 = 0.632645 deltaLoss = -0.000004 Updating 3 features NewtonStep: 1.319 0.002000 increaseLambda: 1.319 0.000000 452: time = 1.319000 loss = 6.054783 testLoss 7.078047 'NTL__rev lambda = 0.0437 alpha = 0.006329 lossBound = -0.000000 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.321 0.002000 increaseLambda: 1.322 0.001000 Undoing contribution: was 3.959710078498154E-5 now 3.922983915232044E-5 453: time = 1.322000 loss = 6.054783 testLoss 7.077909 SALINITY_COND: lambda = 0.1139 min = 1.0000 max = 3.0000 alpha = -0.003957 lossBound = -0.000000 W1 = 0.078853 N1 = 0.088235 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.323 0.001000 increaseLambda: 1.324 0.001000 Undoing: newLoss 6.054782871873653, oldLoss 6.054783068777509, deltaLossBound -1.9690512522489533E-7 increaseLambda: 1.324 0.000000 Search: 1.324 0.000000 increaseLambda: 1.324 0.000000 Undoing contribution: was 0.14696565085598115 now 0.14696545395085606 454: time = 1.324000 loss = 6.054783 testLoss 7.077065 'NTL_COND lambda = -1.4030 alpha = 0.005218 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.327 0.003000 increaseLambda: 1.327 0.000000 455: time = 1.327000 loss = 6.054782 testLoss 7.076880 COND: lambda = -3.5914 min = 4.0000 max = 50,590.0000 alpha = -0.053498 lossBound = -0.000000 W1 = 0.009480 N1 = 0.008479 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.329 0.002000 increaseLambda: 1.33 0.001000 456: time = 1.330000 loss = 6.054781 testLoss 7.077205 'COND__rev lambda = -0.3179 alpha = -0.005037 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.332 0.002000 increaseLambda: 1.332 0.000000 Undoing: newLoss 6.054780699416536, oldLoss 6.054780830521341, deltaLossBound -1.3111356187403198E-7 increaseLambda: 1.333 0.001000 Search: 1.333 0.000000 increaseLambda: 1.333 0.000000 Undoing contribution: was 1.8745945482972607E-7 now 5.634589215613565E-8 457: time = 1.333000 loss = 6.054781 testLoss 7.077222 ANC_COND^2: lambda = -0.0147 min = 1.0000 max = 4.0000 alpha = 0.016245 lossBound = -0.000000 W1 = 0.001000 N1 = 0.000000 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.335 0.002000 increaseLambda: 1.335 0.000000 Undoing contribution: was 0.010830251468550347 now 0.010829998982322866 458: time = 1.335000 loss = 6.054780 testLoss 7.077060 'COND__rev lambda = -0.3596 alpha = 0.002348 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 Updating 6 features increaseLambda: 1.338 0.003000 Undoing contribution: was 0.14679539753080117 now 0.146795301270215 459: time = 1.338000 loss = 6.054780 testLoss 7.077078 (LAKE_ORIGIN=0.0) lambda = -0.7545 alpha = 0.001459 lossBound = -0.000000 W1 = 0.100579 N1 = 0.088235 deltaLoss = -0.000000 Updating 7 features NewtonStep: 1.34 0.002000 increaseLambda: 1.34 0.000000 460: time = 1.340000 loss = 6.054780 testLoss 7.077005 'PTL__rev lambda = -0.3625 alpha = -0.001787 lossBound = -0.000000 W1 = 0.359579 N1 = 0.330426 deltaLoss = -0.000000 Updating 8 features NewtonStep: 1.342 0.002000 increaseLambda: 1.342 0.000000 461: time = 1.342000 loss = 6.054780 testLoss 7.077497 TURB_COND: lambda = -2.2998 min = 1.0000 max = 3.0000 alpha = -0.002697 lossBound = -0.000000 W1 = 0.082443 N1 = 0.073529 deltaLoss = -0.000000 Updating 9 features NewtonStep: 1.344 0.002000 increaseLambda: 1.345 0.001000 462: time = 1.345000 loss = 6.054780 testLoss 7.077662 'COND__rev lambda = -0.3205 alpha = -0.002549 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000000 Updating 8 features NewtonStep: 1.347 0.002000 increaseLambda: 1.347 0.000000 Undoing contribution: was 0.010829998982322866 now 0.010829750374644422 463: time = 1.347000 loss = 6.054780 testLoss 7.077502 'COND__rev lambda = -0.3573 alpha = 0.002330 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 Updating 8 features NewtonStep: 1.349 0.002000 increaseLambda: 1.349 0.000000 464: time = 1.349000 loss = 6.054779 testLoss 7.077669 'COND__rev lambda = -0.3231 alpha = -0.002585 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000000 Updating 7 features NewtonStep: 1.351 0.002000 increaseLambda: 1.352 0.001000 Undoing contribution: was 0.010829750374644422 now 0.010829519754469021 465: time = 1.352000 loss = 6.054779 testLoss 7.077514 'COND__rev lambda = -0.3551 alpha = 0.002244 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 Updating 7 features NewtonStep: 1.354 0.002000 increaseLambda: 1.354 0.000000 466: time = 1.354000 loss = 6.054779 testLoss 7.077676 'COND__rev lambda = -0.3255 alpha = -0.002490 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.356 0.002000 increaseLambda: 1.356 0.000000 Undoing: newLoss 6.058267199127519, oldLoss 6.0547788272735055, deltaLossBound -8.412436310211335E-8 increaseLambda: 1.356 0.000000 Search: 1.357 0.001000 increaseLambda: 1.357 0.000000 467: time = 1.357000 loss = 6.054779 testLoss 7.078160 PTL_COND: lambda = -0.0019 min = 1.0000 max = 3.0000 alpha = -0.001935 lossBound = -0.000000 W1 = 0.234953 N1 = 0.220588 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.359 0.002000 increaseLambda: 1.359 0.000000 468: time = 1.359000 loss = 6.054779 testLoss 7.077991 'CHLA__rev lambda = -1.0073 alpha = -0.001399 lossBound = -0.000000 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.361 0.002000 increaseLambda: 1.361 0.000000 Undoing contribution: was 0.009547958019154049 now 0.009547804399970897 469: time = 1.361000 loss = 6.054778 testLoss 7.077953 'ANC__rev lambda = -0.6040 alpha = 0.004003 lossBound = -0.000000 W1 = 0.043049 N1 = 0.028343 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.363 0.002000 increaseLambda: 1.364 0.001000 Undoing contribution: was 0.0021283088866226796 now 0.0021228258157480117 470: time = 1.364000 loss = 6.054773 testLoss 7.076904 NTL: lambda = -9.9650 min = 5.0000 max = 26,100.0000 alpha = 0.177034 lossBound = -0.000000 W1 = 0.028625 N1 = 0.027624 deltaLoss = -0.000005 Updating 2 features NewtonStep: 1.366 0.002000 increaseLambda: 1.366 0.000000 471: time = 1.366000 loss = 6.054770 testLoss 7.076919 'NTL__rev lambda = 0.0541 alpha = 0.010423 lossBound = -0.000001 W1 = 0.275055 N1 = 0.296367 deltaLoss = -0.000003 Updating 4 features NewtonStep: 1.369 0.003000 increaseLambda: 1.369 0.000000 Undoing: newLoss 6.054769243274912, oldLoss 6.054769505864381, deltaLossBound -2.625916927134395E-7 increaseLambda: 1.369 0.000000 Search: 1.369 0.000000 increaseLambda: 1.37 0.001000 472: time = 1.370000 loss = 6.054769 testLoss 7.077891 'NTL_COND lambda = -1.4090 alpha = -0.006015 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.372 0.002000 increaseLambda: 1.372 0.000000 473: time = 1.372000 loss = 6.054769 testLoss 7.078048 'NTL__rev lambda = -1.2491 alpha = -0.005260 lossBound = -0.000000 W1 = 0.023604 N1 = 0.011802 deltaLoss = -0.000000 Updating 6 features NewtonStep: 1.374 0.002000 increaseLambda: 1.374 0.000000 Undoing contribution: was 0.0031353442288973373 now 0.003135041171919602 474: time = 1.374000 loss = 6.054769 testLoss 7.078043 PTL: lambda = 4.4872 min = 1.0000 max = 4,865.0000 alpha = -0.015570 lossBound = -0.000000 W1 = 0.019301 N1 = 0.021255 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.377 0.003000 increaseLambda: 1.377 0.000000 Undoing contribution: was 0.0015254664093176447 now 0.0015253773192196792 475: time = 1.377000 loss = 6.054769 testLoss 7.077821 'PTL_COND__rev lambda = 0.2760 alpha = -0.000877 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 7 features NewtonStep: 1.379 0.002000 increaseLambda: 1.379 0.000000 476: time = 1.379000 loss = 6.054769 testLoss 7.078402 NTL_COND^2: lambda = -1.1092 min = 1.0000 max = 9.0000 alpha = -0.002875 lossBound = -0.000000 W1 = 0.128609 N1 = 0.121324 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.381 0.002000 increaseLambda: 1.381 0.000000 477: time = 1.381000 loss = 6.054768 testLoss 7.078531 'COND__rev lambda = -0.3275 alpha = -0.001998 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.383 0.002000 increaseLambda: 1.384 0.001000 Undoing contribution: was 0.010829519754469021 now 0.010829294720036155 478: time = 1.384000 loss = 6.054768 testLoss 7.078379 'COND__rev lambda = -0.3528 alpha = 0.002217 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.385 0.001000 increaseLambda: 1.386 0.001000 479: time = 1.386000 loss = 6.054768 testLoss 7.078538 'COND__rev lambda = -0.3300 alpha = -0.002460 lossBound = -0.000000 W1 = 0.703532 N1 = 0.677996 deltaLoss = -0.000000 Updating 36 features Newton: returning 2.9713091106115237 Updating 6 features Loss was 6.054767968621928, now 6.054726677038757, delta -0.000041 parallelUpdate: 1.387 0.001000 Updating 4 features NewtonStep: 1.389 0.002000 increaseLambda: 1.39 0.001000 Undoing: newLoss 6.054725436715191, oldLoss 6.054726677038757, deltaLossBound -1.2403238138756784E-6 increaseLambda: 1.39 0.000000 Search: 1.39 0.000000 increaseLambda: 1.391 0.001000 Undoing contribution: was 0.0015253773192196792 now 0.0015241369954071334 481: time = 1.391000 loss = 6.054725 testLoss 7.079289 'PTL_COND__rev lambda = 0.2695 alpha = -0.003273 lossBound = -0.000001 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.393 0.002000 increaseLambda: 1.393 0.000000 482: time = 1.393000 loss = 6.054725 testLoss 7.079373 'ANC__rev lambda = -0.6010 alpha = -0.008945 lossBound = -0.000000 W1 = 0.043050 N1 = 0.028343 deltaLoss = -0.000001 Updating 5 features NewtonStep: 1.395 0.002000 increaseLambda: 1.396 0.001000 Undoing: newLoss 6.054724345710503, oldLoss 6.054724663067773, deltaLossBound -3.1736057232460615E-7 increaseLambda: 1.396 0.000000 Search: 1.396 0.000000 increaseLambda: 1.396 0.000000 Undoing contribution: was 0.14696600752498865 now 0.14696569016441705 483: time = 1.397000 loss = 6.054724 testLoss 7.078301 'NTL_COND lambda = -1.4178 alpha = 0.006626 lossBound = -0.000000 W1 = 0.014706 N1 = 0.007353 deltaLoss = -0.000000 Updating 5 features NewtonStep: 1.399 0.002000 increaseLambda: 1.399 0.000000 Undoing contribution: was 0.013681134717906978 now 0.013679548310868355 484: time = 1.399000 loss = 6.054723 testLoss 7.078098 'DOC__rev lambda = 0.3416 alpha = -0.009544 lossBound = -0.000000 W1 = 0.617939 N1 = 0.632645 deltaLoss = -0.000002 Updating 3 features NewtonStep: 1.401 0.002000 increaseLambda: 1.401 0.000000 Undoing contribution: was 0.010829294720036155 now 0.010828193313593661 485: time = 1.401000 loss = 6.054722 testLoss 7.077760 'COND__rev lambda = -0.2974 alpha = 0.004901 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.404 0.003000 increaseLambda: 1.404 0.000000 Undoing contribution: was 0.005406381062203815 now 0.005405533368352701 486: time = 1.404000 loss = 6.054721 testLoss 7.078045 'CHLA__rev lambda = -0.2990 alpha = 0.003660 lossBound = -0.000001 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.406 0.002000 increaseLambda: 1.406 0.000000 487: time = 1.406000 loss = 6.054720 testLoss 7.077608 'CHLA__rev lambda = -0.9853 alpha = -0.003624 lossBound = -0.000000 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.408 0.002000 increaseLambda: 1.409 0.001000 Undoing contribution: was 0.005405533368352701 now 0.005405007362218052 488: time = 1.409000 loss = 6.054720 testLoss 7.077832 'CHLA__rev lambda = -0.2961 alpha = 0.002883 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000001 Updating 3 features NewtonStep: 1.411 0.002000 increaseLambda: 1.411 0.000000 489: time = 1.411000 loss = 6.054719 testLoss 7.077485 'CHLA__rev lambda = -0.9881 alpha = -0.002875 lossBound = -0.000000 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000000 Updating 2 features NewtonStep: 1.414 0.003000 increaseLambda: 1.414 0.000000 Undoing contribution: was 7.838960591854481E-4 now 7.801072153831932E-4 490: time = 1.414000 loss = 6.054715 testLoss 7.077838 COND: lambda = -3.6674 min = 4.0000 max = 50,590.0000 alpha = 0.103901 lossBound = -0.000000 W1 = 0.009481 N1 = 0.008479 deltaLoss = -0.000004 Updating 3 features NewtonStep: 1.416 0.002000 increaseLambda: 1.416 0.000000 Undoing contribution: was 0.010828193313593661 now 0.010827548183231197 491: time = 1.417000 loss = 6.054715 testLoss 7.077580 'COND__rev lambda = -0.2936 alpha = 0.003751 lossBound = -0.000000 W1 = 0.625267 N1 = 0.596381 deltaLoss = -0.000001 Updating 2 features NewtonStep: 1.418 0.001000 increaseLambda: 1.419 0.001000 Undoing contribution: was 0.005405007362218052 now 0.005404768968140241 492: time = 1.419000 loss = 6.054715 testLoss 7.077731 'CHLA__rev lambda = -0.2942 alpha = 0.001941 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 2 features NewtonStep: 1.42 0.001000 increaseLambda: 1.421 0.001000 493: time = 1.421000 loss = 6.054714 testLoss 7.077444 'CHLA__rev lambda = -0.9905 alpha = -0.002381 lossBound = -0.000000 W1 = 0.179131 N1 = 0.152846 deltaLoss = -0.000000 Updating 2 features NewtonStep: 1.423 0.002000 increaseLambda: 1.423 0.000000 Undoing contribution: was 0.005404768968140241 now 0.005404542009615378 494: time = 1.423000 loss = 6.054714 testLoss 7.077591 'CHLA__rev lambda = -0.2923 alpha = 0.001894 lossBound = -0.000000 W1 = 0.310088 N1 = 0.279805 deltaLoss = -0.000000 Updating 3 features NewtonStep: 1.426 0.003000 increaseLambda: 1.426 0.000000 Undoing contribution: was 0.0427984233646871 now 0.042796784746998454 495: time = 1.426000 loss = 6.054712 testLoss 7.076059 TURB_COND: lambda = -2.2995 min = 1.0000 max = 3.0000 alpha = 0.008400 lossBound = -0.000001 W1 = 0.082444 N1 = 0.073529 deltaLoss = -0.000002 Updating 4 features NewtonStep: 1.428 0.002000 increaseLambda: 1.428 0.000000 Undoing: newLoss 6.054712127238705, oldLoss 6.054712376581363, deltaLossBound -2.4934266795832987E-7 increaseLambda: 1.429 0.001000 Search: 1.429 0.000000 increaseLambda: 1.429 0.000000 496: time = 1.429000 loss = 6.054712 testLoss 7.076430 'PTL_COND__rev lambda = 0.2709 alpha = 0.001467 lossBound = -0.000000 W1 = 0.635752 N1 = 0.676471 deltaLoss = -0.000000 Updating 4 features NewtonStep: 1.431 0.002000 increaseLambda: 1.431 0.000000 Undoing contribution: was 0.0019367976729549917 now 0.0019362167737746782 497: time = 1.431000 loss = 6.054712 testLoss 7.076422 'NTL__rev lambda = 0.1654 alpha = -0.004266 lossBound = -0.000000 W1 = 0.274542 N1 = 0.295846 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.433 0.002000 increaseLambda: 1.434 0.001000 498: time = 1.434000 loss = 6.054711 testLoss 7.077688 NTL_COND^2: lambda = -1.1065 min = 1.0000 max = 9.0000 alpha = -0.006263 lossBound = -0.000000 W1 = 0.128610 N1 = 0.121324 deltaLoss = -0.000001 Updating 4 features NewtonStep: 1.436 0.002000 increaseLambda: 1.436 0.000000 Undoing contribution: was 1.6752901395074502E-4 now 1.6735917787221097E-4 499: time = 1.436000 loss = 6.054711 testLoss 7.077712 'PTL__rev lambda = -0.6712 alpha = 0.002278 lossBound = -0.000000 W1 = 0.134911 N1 = 0.113003 deltaLoss = -0.000000 500: time = 1.436000 loss = 6.054711 testLoss 7.077712 Ending