I ran DEAP overnight to try to get a good fit, but when I checked the next day I found it SCOOP had had an error after only a few generations. Something weird...
(pysr)emg3@647trc-lib0:~/pysr$ python -m scoop pysr.py [2016-06-29 18:36:08,115] launcher INFO SCOOP 0.7 2.0 on linux using Python 3.5.1 |Continuum Analytics, Inc.| (default, Dec 7 2015, 11:16:01) [GCC 4.4.7 20120313 (Red Hat 4.4.7-1)], API: 1013 [2016-06-29 18:36:08,115] launcher INFO Deploying 4 worker(s) over 1 host(s). [2016-06-29 18:36:08,115] launcher INFO Worker d--istribution: [2016-06-29 18:36:08,115] launcher INFO 127.0.0.1: 3 + origin Launching 4 worker(s) using /bin/bash. Please wait, evaluating initial population... gen nevals avg std min max 0 1000 inf inf 0.0194461 1.79769e+308 1 500 3.28878 5.04334 0.0194461 34.5157 2 500 2.72468 2.98872 0.0194461 11 3 500 2.76784 2.87041 0.010546 11 4 500 3.26026 3.47431 0.00982395 11 5 500 4.28001 4.36229 0.00908401 13 6 500 4.71493 4.75621 0.003721 13 7 500 5.48999 5.64341 0.00363013 21 8 500 6.01841 6.16301 0.00363013 25 9 500 5.73587 5.83848 0.00290756 19 10 500 6.07772 6.30312 0.00121335 19 11 500 7.4073 7.71698 0.000811114 23 12 500 8.33669 8.5421 0.000668869 25 13 500 9.47443 9.72786 0.000395687 33 14 500 10.5743 10.9619 0.000395687 33 Traceback (most recent call last): File "/home/emg3/miniconda2/envs/pysr/lib/python3.5/runpy.py", line 170, in _run_module_as_main "__main__", mod_spec) File "/home/emg3/miniconda2/envs/pysr/lib/python3.5/runpy.py", line 85, in _run_code exec(code, run_globals) File "/home/emg3/miniconda2/envs/pysr/lib/python3.5/site-packages/scoop-0.7.2.0-py3.5.egg/scoop/bootstrap/__main__.py", line 298, in <module> File "/home/emg3/miniconda2/envs/pysr/lib/python3.5/site-packages/scoop-0.7.2.0-py3.5.egg/scoop/bootstrap/__main__.py", line 92, in main File "/home/emg3/miniconda2/envs/pysr/lib/python3.5/site-packages/scoop-0.7.2.0-py3.5.egg/scoop/bootstrap/__main__.py", line 285, in run File "/home/emg3/miniconda2/envs/pysr/lib/python3.5/site-packages/scoop-0.7.2.0-py3.5.egg/scoop/bootstrap/__main__.py", line 266, in futures_startup File "/home/emg3/miniconda2/envs/pysr/lib/python3.5/site-packages/scoop-0.7.2.0-py3.5.egg/scoop/futures.py", line 65, in _startup File "/home/emg3/miniconda2/envs/pysr/lib/python3.5/site-packages/scoop-0.7.2.0-py3.5.egg/scoop/_control.py", line 258, in runController File "/home/emg3/miniconda2/envs/pysr/lib/python3.5/site-packages/scoop-0.7.2.0-py3.5.egg/scoop/_types.py", line 352, in pop File "/home/emg3/miniconda2/envs/pysr/lib/python3.5/site-packages/scoop-0.7.2.0-py3.5.egg/scoop/_types.py", line 375, in updateQueue File "/home/emg3/miniconda2/envs/pysr/lib/python3.5/site-packages/scoop-0.7.2.0-py3.5.egg/scoop/_comm/scoopzmq.py", line 352, in recvFuture File "/home/emg3/miniconda2/envs/pysr/lib/python3.5/site-packages/scoop-0.7.2.0-py3.5.egg/scoop/_comm/scoopzmq.py", line 253, in _recv AttributeError: 'set' object has no attribute 'sendResultBack' [2016-06-29 18:41:09,380] scoopzmq (b'127.0.0.1:54109') ERROR A worker exited unexpectedly. Read the worker logs for more information. SCOOP pool will now shutdown. [2016-06-29 18:41:09,681] launcher (127.0.0.1:37993) INFO Root process is done. [2016-06-29 18:41:09,681] launcher (127.0.0.1:37993) INFO Finished cleaning spawned subprocesses
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