How can I add my subtree in imagenet.bet.pickle?

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Григорий Вельможин

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Apr 16, 2015, 7:27:03 AM4/16/15
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I want to add my own subtree in imagenet.bet.pickle file. I have 4 own classes and 1000 imagenet classes.
I have read the work Hedging Your Bets
I have dumped imagenet.bet.pickle file:
{'probmat': array([[  2.84242439e-01,   7.74583308e-05,   5.71785588e-04, ...,
          1.20557826e-05,   3.67796833e-06,   9.64921438e-06],
       [  1.85918761e-04,   2.55277341e-01,   7.67522341e-03, ...,
          1.52525496e-04,   2.36180180e-05,   1.17259811e-04],
       [  6.67403195e-04,   3.45404204e-03,   1.65765728e-01, ...,
          4.13075450e-05,   1.34327480e-06,   4.49439490e-04],
       ..., 
       [  6.27598877e-06,   4.34676047e-05,   8.65045235e-05, ...,
          1.32974413e-04,   1.41036565e-05,   5.63989002e-04],
       [  1.17122309e-04,   8.58946278e-04,   7.04552521e-04, ...,
          2.73896826e-03,   4.55311387e-03,   5.59154105e-03],
       [  1.17122309e-04,   8.58946278e-04,   7.04552521e-04, ...,
          2.73896826e-03,   4.55311387e-03,   5.59154105e-03]]), 'words': ['kit fox', 'English setter', 'Siberian husky', 'Australian terrier', 'English springer', 'grey whale', 'lesser panda', 'Egyptian cat', 'ibex', 'Persian cat', 'cougar', 'gazelle', 'porcupine', 'sea lion', 'malamute', 'badger', 'Great Dane', 'Walker hound', 'Welsh springer spaniel', 'whippet', 'Scottish deerhound', 'killer whale', 'mink', 'African elephant', 'Weimaraner', 'soft-coated wheaten terrier', 'Dandie Dinmont', 'red wolf', 'Old English sheepdog', 'jaguar', 'otterhound', 'bloodhound', 'Airedale', 'hyena', 'meerkat', 'giant schnauzer', 'titi', 'three-toed sloth', 'sorrel', 'black-footed ferret', 'dalmatian', 'black-and-tan coonhound', 'papillon', 'skunk', 'Staffordshire bullterrier', 'Mexican hairless', 'Bouvier des Flandres', 'weasel', 'miniature poodle', 'Cardigan', 'malinois', 'bighorn', 'fox squirrel', 'colobus', 'tiger cat', 'Lhasa', 'impala', 'coyote', 'Yorkshire terrier', 'Newfoundland', 'brown bear', 'red fox', 'Norwegian elkhound', 'Rottweiler', 'hartebeest', 'Saluki', 'grey fox', 'schipperke', 'Pekinese', 'Brabancon griffon', 'West Highland white terrier', 'Sealyham terrier', 'guenon', 'mongoose', 'indri', 'tiger', 'Irish wolfhound', 'wild boar', 'EntleBucher', 'zebra', 'ram', 'French bulldog', 'orangutan', 'basenji', 'leopard', 'Bernese mountain dog', 'Maltese dog', 'Norfolk terrier', 'toy terrier', 'vizsla', 'cairn', 'squirrel monkey', 'groenendael', 'clumber', 'Siamese cat', 'chimpanzee', 'komondor', 'Afghan hound', 'Japanese spaniel', 'proboscis monkey', 'guinea pig', 'white wolf', 'ice bear', 'gorilla', 'borzoi', 'toy poodle', 'Kerry blue terrier', 'ox', 'Scotch terrier', 'Tibetan mastiff', 'spider monkey', 'Doberman', 'Boston bull', 'Greater Swiss Mountain dog', 'Appenzeller', 'Shih-Tzu', 'Irish water spaniel', 'Pomeranian', 'Bedlington terrier', 'warthog', 'Arabian camel', 'siamang', 'miniature schnauzer', 'collie', 'golden retriever', 'Irish terrier', 'affenpinscher', 'Border collie', 'hare', 'boxer', 'silky terrier', 'beagle', 'Leonberg', 'German short-haired pointer', 'patas', 'dhole', 'baboon', 'macaque', 'Chesapeake Bay retriever', 'bull mastiff', 'kuvasz', 'capuchin', 'pug', 'curly-coated retriever', 'Norwich terrier', 'flat-coated retriever', 'hog', 'keeshond', 'Eskimo dog', 'Brittany spaniel', 'standard poodle', 'Lakeland terrier', 'snow leopard', 'Gordon setter', 'dingo', 'standard schnauzer', 'hamster', 'Tibetan terrier', 'Arctic fox', 'wire-haired fox terrier', 'basset', 'water buffalo', 'American black bear', 'Angora', 'bison', 'howler monkey', 'hippopotamus', 'chow', 'giant panda', 'American Staffordshire terrier', 'Shetland sheepdog', 'Great Pyrenees', 'Chihuahua', 'tabby', 'marmoset', 'Labrador retriever', 'Saint Bernard', 'armadillo', 'Samoyed', 'bluetick', 'redbone', 'polecat', 'marmot', 'kelpie', 'gibbon', 'llama', 'miniature pinscher', 'wood rabbit', 'Italian greyhound', 'lion', 'cocker spaniel', 'Irish setter', 'dugong', 'Indian elephant', 'beaver', 'Sussex spaniel', 'Pembroke', 'Blenheim spaniel', 'Madagascar cat', 'Rhodesian ridgeback', 'lynx', 'African hunting dog', 'langur', 'Ibizan hound', 'timber wolf', 'cheetah', 'English foxhound', 'briard', 'sloth bear', 'Border terrier', 'German shepherd', 'otter', 'koala', 'tusker', 'echidna', 'wallaby', 'platypus', 'wombat', 'revolver', 'umbrella', 'schooner', 'soccer ball', 'accordion', 'ant', 'starfish', 'chambered nautilus', 'grand piano', 'laptop', 'strawberry', 'airliner', 'warplane', 'airship', 'balloon', 'space shuttle', 'fireboat', 'gondola', 'speedboat', 'lifeboat', 'canoe', 'yawl', 'catamaran', 'trimaran', 'container ship', 'liner', 'pirate', 'aircraft carrier', 'submarine', 'wreck', 'half track', 'tank', 'missile', 'bobsled', 'dogsled', 'bicycle-built-for-two', 'mountain bike', 'freight car', 'passenger car', 'barrow', 'shopping cart', 'motor scooter', 'forklift', 'electric locomotive', 'steam locomotive', 'amphibian', 'ambulance', 'beach wagon', 'cab', 'convertible', 'jeep', 'limousine', 'minivan', 'Model T', 'racer', 'sports car', 'go-kart', 'golfcart', 'moped', 'snowplow', 'fire engine', 'garbage truck', 'pickup', 'tow truck', 'trailer truck', 'moving van', 'police van', 'recreational vehicle', 'streetcar', 'snowmobile', 'tractor', 'mobile home', 'tricycle', 'unicycle', 'horse cart', 'jinrikisha', 'oxcart', 'bassinet', 'cradle', 'crib', 'four-poster', 'bookcase', 'china cabinet', 'medicine chest', 'chiffonier', 'table lamp', 'file', 'park bench', 'barber chair', 'throne', 'folding chair', 'rocking chair', 'studio couch', 'toilet seat', 'desk', 'pool table', 'dining table', 'entertainment center', 'wardrobe', 'Granny Smith', 'orange', 'lemon', 'fig', 'pineapple', 'banana', 'jackfruit', 'custard apple', 'pomegranate', 'acorn', 'hip', 'ear', 'rapeseed', 'corn', 'buckeye', 'organ', 'upright', 'chime', 'drum', 'gong', 'maraca', 'marimba', 'steel drum', 'banjo', 'cello', 'violin', 'harp', 'acoustic guitar', 'electric guitar', 'cornet', 'French horn', 'trombone', 'harmonica', 'ocarina', 'panpipe', 'bassoon', 'oboe', 'sax', 'flute', 'daisy', "yellow lady's slipper", 'cliff', 'valley', 'alp', 'volcano', 'promontory', 'sandbar', 'coral reef', 'lakeside', 'seashore', 'geyser', 'hatchet', 'cleaver', 'letter opener', 'plane', 'power drill', 'lawn mower', 'hammer', 'corkscrew', 'can opener', 'plunger', 'screwdriver', 'shovel', 'plow', 'chain saw', 'cock', 'hen', 'ostrich', 'brambling', 'goldfinch', 'house finch', 'junco', 'indigo bunting', 'robin', 'bulbul', 'jay', 'magpie', 'chickadee', 'water ouzel', 'kite', 'bald eagle', 'vulture', 'great grey owl', 'black grouse', 'ptarmigan', 'ruffed grouse', 'prairie chicken', 'peacock', 'quail', 'partridge', 'African grey', 'macaw', 'sulphur-crested cockatoo', 'lorikeet', 'coucal', 'bee eater', 'hornbill', 'hummingbird', 'jacamar', 'toucan', 'drake', 'red-breasted merganser', 'goose', 'black swan', 'white stork', 'black stork', 'spoonbill', 'flamingo', 'American egret', 'little blue heron', 'bittern', 'crane', 'limpkin', 'American coot', 'bustard', 'ruddy turnstone', 'red-backed sandpiper', 'redshank', 'dowitcher', 'oystercatcher', 'European gallinule', 'pelican', 'king penguin', 'albatross', 'great white shark', 'tiger shark', 'hammerhead', 'electric ray', 'stingray', 'barracouta', 'coho', 'tench', 'goldfish', 'eel', 'rock beauty', 'anemone fish', 'lionfish', 'puffer', 'sturgeon', 'gar', 'loggerhead', 'leatherback turtle', 'mud turtle', 'terrapin', 'box turtle', 'banded gecko', 'common iguana', 'American chameleon', 'whiptail', 'agama', 'frilled lizard', 'alligator lizard', 'Gila monster', 'green lizard', 'African chameleon', 'Komodo dragon', 'triceratops', 'African crocodile', 'American alligator', 'thunder snake', 'ringneck snake', 'hognose snake', 'green snake', 'king snake', 'garter snake', 'water snake', 'vine snake', 'night snake', 'boa constrictor', 'rock python', 'Indian cobra', 'green mamba', 'sea snake', 'horned viper', 'diamondback', 'sidewinder', 'European fire salamander', 'common newt', 'eft', 'spotted salamander', 'axolotl', 'bullfrog', 'tree frog', 'tailed frog', 'whistle', 'wing', 'paintbrush', 'hand blower', 'oxygen mask', 'snorkel', 'loudspeaker', 'microphone', 'screen', 'mouse', 'electric fan', 'oil filter', 'strainer', 'space heater', 'stove', 'guillotine', 'barometer', 'rule', 'odometer', 'scale', 'analog clock', 'digital clock', 'wall clock', 'hourglass', 'sundial', 'parking meter', 'stopwatch', 'digital watch', 'stethoscope', 'syringe', 'magnetic compass', 'binoculars', 'projector', 'sunglasses', 'loupe', 'radio telescope', 'bow', 'cannon', 'assault rifle', 'rifle', 'projectile', 'computer keyboard', 'typewriter keyboard', 'crane', 'lighter', 'abacus', 'cash machine', 'slide rule', 'desktop computer', 'hand-held computer', 'notebook', 'web site', 'harvester', 'thresher', 'printer', 'slot', 'vending machine', 'sewing machine', 'joystick', 'switch', 'hook', 'car wheel', 'paddlewheel', 'pinwheel', "potter's wheel", 'gas pump', 'carousel', 'swing', 'reel', 'radiator', 'puck', 'hard disc', 'sunglass', 'pick', 'car mirror', 'solar dish', 'remote control', 'disk brake', 'buckle', 'hair slide', 'knot', 'combination lock', 'padlock', 'nail', 'safety pin', 'screw', 'muzzle', 'seat belt', 'ski', 'candle', "jack-o'-lantern", 'spotlight', 'torch', 'neck brace', 'pier', 'tripod', 'maypole', 'mousetrap', 'spider web', 'trilobite', 'harvestman', 'scorpion', 'black and gold garden spider', 'barn spider', 'garden spider', 'black widow', 'tarantula', 'wolf spider', 'tick', 'centipede', 'isopod', 'Dungeness crab', 'rock crab', 'fiddler crab', 'king crab', 'American lobster', 'spiny lobster', 'crayfish', 'hermit crab', 'tiger beetle', 'ladybug', 'ground beetle', 'long-horned beetle', 'leaf beetle', 'dung beetle', 'rhinoceros beetle', 'weevil', 'fly', 'bee', 'grasshopper', 'cricket', 'walking stick', 'cockroach', 'mantis', 'cicada', 'leafhopper', 'lacewing', 'dragonfly', 'damselfly', 'admiral', 'ringlet', 'monarch', 'cabbage butterfly', 'sulphur butterfly', 'lycaenid', 'jellyfish', 'sea anemone', 'brain coral', 'flatworm', 'nematode', 'conch', 'snail', 'slug', 'sea slug', 'chiton', 'sea urchin', 'sea cucumber', 'iron', 'espresso maker', 'microwave', 'Dutch oven', 'rotisserie', 'toaster', 'waffle iron', 'vacuum', 'dishwasher', 'refrigerator', 'washer', 'Crock Pot', 'frying pan', 'wok', 'caldron', 'coffeepot', 'teapot', 'spatula', 'altar', 'triumphal arch', 'patio', 'steel arch bridge', 'suspension bridge', 'viaduct', 'barn', 'greenhouse', 'palace', 'monastery', 'library', 'apiary', 'boathouse', 'church', 'mosque', 'stupa', 'planetarium', 'restaurant', 'cinema', 'home theater', 'lumbermill', 'coil', 'obelisk', 'totem pole', 'castle', 'prison', 'grocery store', 'bakery', 'barbershop', 'bookshop', 'butcher shop', 'confectionery', 'shoe shop', 'tobacco shop', 'toyshop', 'fountain', 'cliff dwelling', 'yurt', 'dock', 'brass', 'megalith', 'bannister', 'breakwater', 'dam', 'chainlink fence', 'picket fence', 'worm fence', 'stone wall', 'grille', 'sliding door', 'turnstile', 'mountain tent', 'scoreboard', 'honeycomb', 'plate rack', 'pedestal', 'beacon', 'mashed potato', 'bell pepper', 'head cabbage', 'broccoli', 'cauliflower', 'zucchini', 'spaghetti squash', 'acorn squash', 'butternut squash', 'cucumber', 'artichoke', 'cardoon', 'mushroom', 'shower curtain', 'jean', 'carton', 'handkerchief', 'sandal', 'ashcan', 'safe', 'plate', 'necklace', 'croquet ball', 'fur coat', 'thimble', 'pajama', 'running shoe', 'cocktail shaker', 'chest', 'manhole cover', 'modem', 'tub', 'tray', 'balance beam', 'bagel', 'prayer rug', 'kimono', 'hot pot', 'whiskey jug', 'knee pad', 'book jacket', 'spindle', 'ski mask', 'beer bottle', 'crash helmet', 'bottlecap', 'tile roof', 'mask', 'maillot', 'Petri dish', 'football helmet', 'bathing cap', 'teddy', 'holster', 'pop bottle', 'photocopier', 'vestment', 'crossword puzzle', 'golf ball', 'trifle', 'suit', 'water tower', 'feather boa', 'cloak', 'red wine', 'drumstick', 'shield', 'Christmas stocking', 'hoopskirt', 'menu', 'stage', 'bonnet', 'meat loaf', 'baseball', 'face powder', 'scabbard', 'sunscreen', 'beer glass', 'hen-of-the-woods', 'guacamole', 'lampshade', 'wool', 'hay', 'bow tie', 'mailbag', 'water jug', 'bucket', 'dishrag', 'soup bowl', 'eggnog', 'mortar', 'trench coat', 'paddle', 'chain', 'swab', 'mixing bowl', 'potpie', 'wine bottle', 'shoji', 'bulletproof vest', 'drilling platform', 'binder', 'cardigan', 'sweatshirt', 'pot', 'birdhouse', 'hamper', 'ping-pong ball', 'pencil box', 'pay-phone', 'consomme', 'apron', 'punching bag', 'backpack', 'groom', 'bearskin', 'pencil sharpener', 'broom', 'mosquito net', 'abaya', 'mortarboard', 'poncho', 'crutch', 'Polaroid camera', 'space bar', 'cup', 'racket', 'traffic light', 'quill', 'radio', 'dough', 'cuirass', 'military uniform', 'lipstick', 'shower cap', 'monitor', 'oscilloscope', 'mitten', 'brassiere', 'French loaf', 'vase', 'milk can', 'rugby ball', 'paper towel', 'earthstar', 'envelope', 'miniskirt', 'cowboy hat', 'trolleybus', 'perfume', 'bathtub', 'hotdog', 'coral fungus', 'bullet train', 'pillow', 'toilet tissue', 'cassette', "carpenter's kit", 'ladle', 'stinkhorn', 'lotion', 'hair spray', 'academic gown', 'dome', 'crate', 'wig', 'burrito', 'pill bottle', 'chain mail', 'theater curtain', 'window shade', 'barrel', 'washbasin', 'ballpoint', 'basketball', 'bath towel', 'cowboy boot', 'gown', 'window screen', 'agaric', 'cellular telephone', 'nipple', 'barbell', 'mailbox', 'lab coat', 'fire screen', 'minibus', 'packet', 'maze', 'pole', 'horizontal bar', 'sombrero', 'pickelhaube', 'rain barrel', 'wallet', 'cassette player', 'comic book', 'piggy bank', 'street sign', 'bell cote', 'fountain pen', 'Windsor tie', 'volleyball', 'overskirt', 'sarong', 'purse', 'bolo tie', 'bib', 'parachute', 'sleeping bag', 'television', 'swimming trunks', 'measuring cup', 'espresso', 'pizza', 'breastplate', 'shopping basket', 'wooden spoon', 'saltshaker', 'chocolate sauce', 'ballplayer', 'goblet', 'gyromitra', 'stretcher', 'water bottle', 'dial telephone', 'soap dispenser', 'jersey', 'school bus', 'jigsaw puzzle', 'plastic bag', 'reflex camera', 'diaper', 'Band Aid', 'ice lolly', 'velvet', 'tennis ball', 'gasmask', 'doormat', 'Loafer', 'ice cream', 'pretzel', 'quilt', 'maillot', 'tape player', 'clog', 'iPod', 'bolete', 'scuba diver', 'pitcher', 'matchstick', 'bikini', 'sock', 'CD player', 'lens cap', 'thatch', 'vault', 'beaker', 'bubble', 'cheeseburger', 'parallel bars', 'flagpole', 'coffee mug', 'rubber eraser', 'stole', 'carbonara', 'dumbbell', 'entity', 'physical entity', 'matter', 'substance', 'food', 'foodstuff', 'starches', 'potato', 'bread', 'loaf of bread', 'cracker', 'bun', 'ingredient', 'flavorer', 'condiment', 'dip', 'sauce', 'spaghetti sauce', 'concoction', 'fare', 'nutriment', 'dish', 'stew', 'soup', 'snack food', 'sandwich', 'hamburger', 'course', 'entree', 'dessert', 'frozen dessert', 'pudding', 'feed', 'fodder', 'beverage', 'coffee', 'alcohol', 'wine', 'mixed drink', 'punch', 'agent', 'drug', 'drug of abuse', 'medicine', 'powder', 'substance', 'material', 'paper', 'tissue', 'fluid', 'liquid', 'solid', 'food', 'baked goods', 'produce', 'edible fruit', 'apple', 'eating apple', 'berry', 'citrus', 'vegetable', 'solanaceous vegetable', 'pepper', 'sweet pepper', 'root vegetable', 'cruciferous vegetable', 'cabbage', 'squash', 'summer squash', 'winter squash', 'causal agent', 'person', 'contestant', 'player', 'athlete', 'explorer', 'diver', 'peer', 'associate', 'participant', 'object', 'geological formation', 'natural depression', 'natural elevation', 'mountain', 'ridge', 'bar', 'reef', 'shore', 'spring', 'location', 'point', 'geographic point', 'workplace', 'whole', 'natural object', 'mechanism', 'barrier', 'plant part', 'plant organ', 'reproductive structure', 'fruit', 'seed', 'oilseed', 'grain', 'kernel', 'pome', 'living thing', 'organism', 'plant', 'vascular plant', 'spermatophyte', 'angiosperm', 'flower', 'orchid', "lady's slipper", 'fungus', 'basidiomycete', 'animal', 'invertebrate', 'arthropod', 'arachnid', 'spider', 'acarine', 'crustacean', 'malacostracan crustacean', 'decapod crustacean', 'crab', 'lobster', 'true lobster', 'insect', 'beetle', 'lamellicorn beetle', 'scarabaeid beetle', 'dipterous insect', 'hymenopterous insect', 'orthopterous insect', 'phasmid', 'dictyopterous insect', 'homopterous insect', 'neuropteron', 'odonate', 'lepidopterous insect', 'butterfly', 'nymphalid', 'danaid', 'pierid', 'coelenterate', 'anthozoan', 'coral', 'stony coral', 'worm', 'mollusk', 'gastropod', 'cephalopod', 'echinoderm', 'domestic animal', 'domestic cat', 'dog', 'hunting dog', 'sporting dog', 'pointer', 'setter', 'spaniel', 'water spaniel', 'springer spaniel', 'retriever', 'terrier', 'fox terrier', 'wirehair', 'Welsh terrier', 'schnauzer', 'bullterrier', 'hound', 'wolfhound', 'coonhound', 'foxhound', 'greyhound', 'corgi', 'poodle', 'griffon', 'working dog', 'shepherd dog', 'Belgian sheepdog', 'watchdog', 'pinscher', 'sled dog', 'Sennenhunde', 'mastiff', 'bulldog', 'spitz', 'toy dog', 'toy spaniel', 'English toy spaniel', 'game', 'game bird', 'grouse', 'phasianid', 'pheasant', 'peafowl', 'racer', 'chordate', 'vertebrate', 'mammal', 'placental', 'lagomorph', 'leporid', 'rabbit', 'primate', 'lemur', 'ape', 'anthropoid ape', 'great ape', 'lesser ape', 'monkey', 'New World monkey', 'Old World monkey', 'proboscidean', 'elephant', 'carnivore', 'bear', 'musteline mammal', 'procyonid', 'viverrine', 'canine', 'wild dog', 'fox', 'wolf', 'feline', 'cat', 'wildcat', 'big cat', 'aquatic mammal', 'sea cow', 'pinniped mammal', 'seal', 'eared seal', 'cetacean', 'whale', 'toothed whale', 'dolphin', 'baleen whale', 'ungulate', 'odd-toed ungulate', 'equine', 'horse', 'even-toed ungulate', 'camel', 'ruminant', 'bovid', 'sheep', 'antelope', 'wild sheep', 'mountain sheep', 'goat', 'wild goat', 'Old World buffalo', 'bovine', 'cattle', 'swine', 'edentate', 'sloth', 'pachyderm', 'rodent', 'cavy', 'squirrel', 'tree squirrel', 'prototherian', 'monotreme', 'metatherian', 'marsupial', 'phalanger', 'kangaroo', 'bird', 'ratite', 'passerine', 'oscine', 'finch', 'bunting', 'thrush', 'nightingale', 'corvine bird', 'titmouse', 'bird of prey', 'hawk', 'eagle', 'owl', 'gallinaceous bird', 'parrot', 'cockatoo', 'lory', 'cuculiform bird', 'cuckoo', 'coraciiform bird', 'apodiform bird', 'piciform bird', 'aquatic bird', 'waterfowl', 'anseriform bird', 'duck', 'sea duck', 'merganser', 'swan', 'wading bird', 'stork', 'heron', 'egret', 'rail', 'coot', 'shorebird', 'plover', 'turnstone', 'sandpiper', 'snipe', 'gallinule', 'purple gallinule', 'seabird', 'pelecaniform seabird', 'sphenisciform seabird', 'penguin', 'pelagic bird', 'reptile', 'anapsid', 'chelonian', 'turtle', 'sea turtle', 'diapsid', 'saurian', 'lizard', 'gecko', 'iguanid', 'teiid lizard', 'agamid', 'anguid lizard', 'venomous lizard', 'lacertid lizard', 'chameleon', 'monitor', 'archosaur', 'dinosaur', 'ornithischian', 'ceratopsian', 'crocodilian reptile', 'alligator', 'crocodile', 'snake', 'colubrid snake', 'constrictor', 'boa', 'python', 'elapid', 'cobra', 'mamba', 'black mamba', 'viper', 'pit viper', 'rattlesnake', 'amphibian', 'frog', 'true frog', 'salamander', 'newt', 'ambystomid', 'aquatic vertebrate', 'fish', 'cartilaginous fish', 'elasmobranch', 'shark', 'mackerel shark', 'requiem shark', 'ray', 'food fish', 'salmon', 'bony fish', 'teleost fish', 'soft-finned fish', 'cypriniform fish', 'cyprinid', 'salmonid', 'spiny-finned fish', 'percoid fish', 'butterfly fish', 'damselfish', 'scorpaenoid', 'scorpaenid', 'plectognath', 'ganoid', 'artifact', 'instrumentality', 'device', 'musical instrument', 'keyboard instrument', 'piano', 'percussion instrument', 'stringed instrument', 'bowed stringed instrument', 'chordophone', 'guitar', 'wind instrument', 'brass', 'free-reed instrument', 'pipe', 'woodwind', 'beating-reed instrument', 'double-reed instrument', 'single-reed instrument', 'acoustic device', 'airfoil', 'applicator', 'blower', 'breathing device', 'electrical device', 'transducer', 'electro-acoustic transducer', 'electronic device', 'display', 'fan', 'filter', 'heater', 'instrument', 'instrument of execution', 'measuring instrument', 'measuring stick', 'meter', 'timepiece', 'watch', 'clock', 'sandglass', 'timer', 'medical instrument', 'navigational instrument', 'compass', 'optical instrument', 'spectacles', 'scientific instrument', 'magnifier', 'microscope', 'light microscope', 'hand glass', 'telescope', 'astronomical telescope', 'weapon', 'gun', 'firearm', 'autoloader', 'automatic firearm', 'automatic rifle', 'machine gun', 'pistol', 'keyboard', 'lifting device', 'machine', 'power tool', 'power saw', 'calculator', 'computer', 'analog computer', 'digital computer', 'personal computer', 'portable computer', 'farm machine', 'printer', 'slot machine', 'textile machine', 'mechanism', 'control', 'mechanical device', 'machine', 'wheel', 'pump', 'ride', 'winder', 'rotating mechanism', 'circle', 'disk', 'memory device', 'magnetic disk', 'optical device', 'lens', 'converging lens', 'reflector', 'mirror', 'restraint', 'brake', 'brake system', 'hydraulic brake', 'fastener', 'clip', 'lock', 'pin', 'safety belt', 'runner', 'signaling device', 'source of illumination', 'lamp', 'lantern', 'light', 'strengthener', 'brace', 'support', 'rack', 'structural member', 'upright', 'post', 'trap', 'web', 'implement', 'tool', 'cutting implement', 'cutter', 'edge tool', 'ax', 'knife', 'drill', 'garden tool', 'hand tool', 'opener', 'bottle opener', 'utensil', 'kitchen utensil', 'cooking utensil', 'cooker', 'pan', 'pot', 'turner', 'cleaning implement', 'brush', 'eraser', 'sharpener', 'oar', 'rod', 'writing implement', 'pen', 'stick', 'staff', 'bar', 'lever', 'key', 'sports implement', 'container', 'wheeled vehicle', 'bicycle', 'car', 'handcart', 'self-propelled vehicle', 'armored vehicle', 'locomotive', 'motor vehicle', 'car', 'motorcycle', 'minibike', 'truck', 'van', 'passenger van', 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        5.29831737,  5.29831737])}


But I can`t understand structure of this file. Help me please!
P.S. Sorry for my language

Saurabh Arora

unread,
Oct 17, 2016, 7:09:46 AM10/17/16
to Caffe Users
Enter code here...

Hi,

the imagenet bet pickle is a python object serializer:
Find the detailed documentation on:

It does nothing but it serializes your data(images or something else in a format that can be read by Caffe.
You have dumped it. It's cool. To understand more kindly convert that to a python dictionary and then you'll be able to understand more about it.
If you need any help doing that. See this - 

import pickle
import json
import jsonpickle
f
=open("imagenet.bet.pickle","rb")
obj
=pickle.load(f)
b
=jsonpickle.encode(obj)
data
=json.loads(b)
print data.keys()

now data is a dictionary of the pickle file.
Cheers!
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