release v0.2.0 models

README.md

@@ -62,7 +62,7 @@ print("Label probs:", text_probs)  # prints: [[1.0, 0.0, 0.0]]
 ```
 
 # Model architecture
-The model was trained  a ViT-B/16 Transformer architecture as an image encoder and uses a 12-layer RoBERTa as a text encoder. It was initialized with [google/vit-base-patch16-224](https://huggingface.co/google/vit-base-patch16-224) as the image encoder and the Japanese pre-trained RoBERTa model [rinna/japanese-roberta-base](https://huggingface.co/rinna/japanese-roberta-base) with the same sentencepiece tokenizer as the text encoder.
+The model was trained  a ViT-B/16 Transformer architecture as an image encoder and uses a 12-layer BERT as a text encoder. The image encoder was initialized from the [AugReg `vit-base-patch16-224` model](https://github.com/google-research/vision_transformer).
 
 # Training
 The model was trained on [CC12M](https://github.com/google-research-datasets/conceptual-12m) translated the captions to Japanese.

config.json

@@ -2,18 +2,14 @@
   "architectures": [
     "CLIPModel"
   ],
-  "model_name": "rinna/japanese-clip-vit-b-16",
-  "cache_dir": null,
-  "logit_scale_init_value": 2.6592,
+  "initializer_factor": 1.0,
+  "logit_scale_init_value": 2.659260036932778,
   "model_type": "clip",
   "projection_dim": 512,
-  "revision": "main",
   "text_config": {
-    "_name_or_path": "rinna/japanese-roberta-base",
+    "_name_or_path": "",
     "add_cross_attention": false,
-    "architectures": [
-      "RobertaForMaskedLM"
-    ],
+    "architectures": null,
     "attention_probs_dropout_prob": 0.1,
     "bad_words_ids": null,
     "bos_token_id": 1,
@@ -29,7 +25,6 @@
     "finetuning_task": null,
     "forced_bos_token_id": null,
     "forced_eos_token_id": null,
-    "gradient_checkpointing": false,
     "hidden_act": "gelu",
     "hidden_dropout_prob": 0.1,
     "hidden_size": 768,
@@ -45,12 +40,12 @@
       "LABEL_0": 0,
       "LABEL_1": 1
     },
-    "layer_norm_eps": 1e-05,
+    "layer_norm_eps": 1e-12,
     "length_penalty": 1.0,
     "max_length": 20,
-    "max_position_embeddings": 514,
+    "max_position_embeddings": 512,
     "min_length": 0,
-    "model_type": "roberta",
+    "model_type": "bert",
     "no_repeat_ngram_size": 0,
     "num_attention_heads": 12,
     "num_beam_groups": 1,
@@ -88,12 +83,11 @@
   },
   "torch_dtype": "float32",
   "transformers_version": null,
-  "use_auth_token": null,
   "vision_config": {
-    "_name_or_path": "google/vit-base-patch16-224",
+    "_name_or_path": "/Users/mshing/Desktop/vit_base_patch16_224",
     "add_cross_attention": false,
     "architectures": [
-      "ViTForImageClassification"
+      "ViTModel"
     ],
     "attention_probs_dropout_prob": 0.0,
     "bad_words_ids": null,
@@ -114,1006 +108,8 @@
     "hidden_dropout_prob": 0.0,
     "hidden_size": 768,
     "id2label": {
-      "0": "tench, Tinca tinca",
-      "1": "goldfish, Carassius auratus",
-      "2": "great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias",
-      "3": "tiger shark, Galeocerdo cuvieri",
-      "4": "hammerhead, hammerhead shark",
-      "5": "electric ray, crampfish, numbfish, torpedo",
-      "6": "stingray",
-      "7": "cock",
-      "8": "hen",
-      "9": "ostrich, Struthio camelus",
-      "10": "brambling, Fringilla montifringilla",
-      "11": "goldfinch, Carduelis carduelis",
-      "12": "house finch, linnet, Carpodacus mexicanus",
-      "13": "junco, snowbird",
-      "14": "indigo bunting, indigo finch, indigo bird, Passerina cyanea",
-      "15": "robin, American robin, Turdus migratorius",
-      "16": "bulbul",
-      "17": "jay",
-      "18": "magpie",
-      "19": "chickadee",
-      "20": "water ouzel, dipper",
-      "21": "kite",
-      "22": "bald eagle, American eagle, Haliaeetus leucocephalus",
-      "23": "vulture",
-      "24": "great grey owl, great gray owl, Strix nebulosa",
-      "25": "European fire salamander, Salamandra salamandra",
-      "26": "common newt, Triturus vulgaris",
-      "27": "eft",
-      "28": "spotted salamander, Ambystoma maculatum",
-      "29": "axolotl, mud puppy, Ambystoma mexicanum",
-      "30": "bullfrog, Rana catesbeiana",
-      "31": "tree frog, tree-frog",
-      "32": "tailed frog, bell toad, ribbed toad, tailed toad, Ascaphus trui",
-      "33": "loggerhead, loggerhead turtle, Caretta caretta",
-      "34": "leatherback turtle, leatherback, leathery turtle, Dermochelys coriacea",
-      "35": "mud turtle",
-      "36": "terrapin",
-      "37": "box turtle, box tortoise",
-      "38": "banded gecko",
-      "39": "common iguana, iguana, Iguana iguana",
-      "40": "American chameleon, anole, Anolis carolinensis",
-      "41": "whiptail, whiptail lizard",
-      "42": "agama",
-      "43": "frilled lizard, Chlamydosaurus kingi",
-      "44": "alligator lizard",
-      "45": "Gila monster, Heloderma suspectum",
-      "46": "green lizard, Lacerta viridis",
-      "47": "African chameleon, Chamaeleo chamaeleon",
-      "48": "Komodo dragon, Komodo lizard, dragon lizard, giant lizard, Varanus komodoensis",
-      "49": "African crocodile, Nile crocodile, Crocodylus niloticus",
-      "50": "American alligator, Alligator mississipiensis",
-      "51": "triceratops",
-      "52": "thunder snake, worm snake, Carphophis amoenus",
-      "53": "ringneck snake, ring-necked snake, ring snake",
-      "54": "hognose snake, puff adder, sand viper",
-      "55": "green snake, grass snake",
-      "56": "king snake, kingsnake",
-      "57": "garter snake, grass snake",
-      "58": "water snake",
-      "59": "vine snake",
-      "60": "night snake, Hypsiglena torquata",
-      "61": "boa constrictor, Constrictor constrictor",
-      "62": "rock python, rock snake, Python sebae",
-      "63": "Indian cobra, Naja naja",
-      "64": "green mamba",
-      "65": "sea snake",
-      "66": "horned viper, cerastes, sand viper, horned asp, Cerastes cornutus",
-      "67": "diamondback, diamondback rattlesnake, Crotalus adamanteus",
-      "68": "sidewinder, horned rattlesnake, Crotalus cerastes",
-      "69": "trilobite",
-      "70": "harvestman, daddy longlegs, Phalangium opilio",
-      "71": "scorpion",
-      "72": "black and gold garden spider, Argiope aurantia",
-      "73": "barn spider, Araneus cavaticus",
-      "74": "garden spider, Aranea diademata",
-      "75": "black widow, Latrodectus mactans",
-      "76": "tarantula",
-      "77": "wolf spider, hunting spider",
-      "78": "tick",
-      "79": "centipede",
-      "80": "black grouse",
-      "81": "ptarmigan",
-      "82": "ruffed grouse, partridge, Bonasa umbellus",
-      "83": "prairie chicken, prairie grouse, prairie fowl",
-      "84": "peacock",
-      "85": "quail",
-      "86": "partridge",
-      "87": "African grey, African gray, Psittacus erithacus",
-      "88": "macaw",
-      "89": "sulphur-crested cockatoo, Kakatoe galerita, Cacatua galerita",
-      "90": "lorikeet",
-      "91": "coucal",
-      "92": "bee eater",
-      "93": "hornbill",
-      "94": "hummingbird",
-      "95": "jacamar",
-      "96": "toucan",
-      "97": "drake",
-      "98": "red-breasted merganser, Mergus serrator",
-      "99": "goose",
-      "100": "black swan, Cygnus atratus",
-      "101": "tusker",
-      "102": "echidna, spiny anteater, anteater",
-      "103": "platypus, duckbill, duckbilled platypus, duck-billed platypus, Ornithorhynchus anatinus",
-      "104": "wallaby, brush kangaroo",
-      "105": "koala, koala bear, kangaroo bear, native bear, Phascolarctos cinereus",
-      "106": "wombat",
-      "107": "jellyfish",
-      "108": "sea anemone, anemone",
-      "109": "brain coral",
-      "110": "flatworm, platyhelminth",
-      "111": "nematode, nematode worm, roundworm",
-      "112": "conch",
-      "113": "snail",
-      "114": "slug",
-      "115": "sea slug, nudibranch",
-      "116": "chiton, coat-of-mail shell, sea cradle, polyplacophore",
-      "117": "chambered nautilus, pearly nautilus, nautilus",
-      "118": "Dungeness crab, Cancer magister",
-      "119": "rock crab, Cancer irroratus",
-      "120": "fiddler crab",
-      "121": "king crab, Alaska crab, Alaskan king crab, Alaska king crab, Paralithodes camtschatica",
-      "122": "American lobster, Northern lobster, Maine lobster, Homarus americanus",
-      "123": "spiny lobster, langouste, rock lobster, crawfish, crayfish, sea crawfish",
-      "124": "crayfish, crawfish, crawdad, crawdaddy",
-      "125": "hermit crab",
-      "126": "isopod",
-      "127": "white stork, Ciconia ciconia",
-      "128": "black stork, Ciconia nigra",
-      "129": "spoonbill",
-      "130": "flamingo",
-      "131": "little blue heron, Egretta caerulea",
-      "132": "American egret, great white heron, Egretta albus",
-      "133": "bittern",
-      "134": "crane",
-      "135": "limpkin, Aramus pictus",
-      "136": "European gallinule, Porphyrio porphyrio",
-      "137": "American coot, marsh hen, mud hen, water hen, Fulica americana",
-      "138": "bustard",
-      "139": "ruddy turnstone, Arenaria interpres",
-      "140": "red-backed sandpiper, dunlin, Erolia alpina",
-      "141": "redshank, Tringa totanus",
-      "142": "dowitcher",
-      "143": "oystercatcher, oyster catcher",
-      "144": "pelican",
-      "145": "king penguin, Aptenodytes patagonica",
-      "146": "albatross, mollymawk",
-      "147": "grey whale, gray whale, devilfish, Eschrichtius gibbosus, Eschrichtius robustus",
-      "148": "killer whale, killer, orca, grampus, sea wolf, Orcinus orca",
-      "149": "dugong, Dugong dugon",
-      "150": "sea lion",
-      "151": "Chihuahua",
-      "152": "Japanese spaniel",
-      "153": "Maltese dog, Maltese terrier, Maltese",
-      "154": "Pekinese, Pekingese, Peke",
-      "155": "Shih-Tzu",
-      "156": "Blenheim spaniel",
-      "157": "papillon",
-      "158": "toy terrier",
-      "159": "Rhodesian ridgeback",
-      "160": "Afghan hound, Afghan",
-      "161": "basset, basset hound",
-      "162": "beagle",
-      "163": "bloodhound, sleuthhound",
-      "164": "bluetick",
-      "165": "black-and-tan coonhound",
-      "166": "Walker hound, Walker foxhound",
-      "167": "English foxhound",
-      "168": "redbone",
-      "169": "borzoi, Russian wolfhound",
-      "170": "Irish wolfhound",
-      "171": "Italian greyhound",
-      "172": "whippet",
-      "173": "Ibizan hound, Ibizan Podenco",
-      "174": "Norwegian elkhound, elkhound",
-      "175": "otterhound, otter hound",
-      "176": "Saluki, gazelle hound",
-      "177": "Scottish deerhound, deerhound",
-      "178": "Weimaraner",
-      "179": "Staffordshire bullterrier, Staffordshire bull terrier",
-      "180": "American Staffordshire terrier, Staffordshire terrier, American pit bull terrier, pit bull terrier",
-      "181": "Bedlington terrier",
-      "182": "Border terrier",
-      "183": "Kerry blue terrier",
-      "184": "Irish terrier",
-      "185": "Norfolk terrier",
-      "186": "Norwich terrier",
-      "187": "Yorkshire terrier",
-      "188": "wire-haired fox terrier",
-      "189": "Lakeland terrier",
-      "190": "Sealyham terrier, Sealyham",
-      "191": "Airedale, Airedale terrier",
-      "192": "cairn, cairn terrier",
-      "193": "Australian terrier",
-      "194": "Dandie Dinmont, Dandie Dinmont terrier",
-      "195": "Boston bull, Boston terrier",
-      "196": "miniature schnauzer",
-      "197": "giant schnauzer",
-      "198": "standard schnauzer",
-      "199": "Scotch terrier, Scottish terrier, Scottie",
-      "200": "Tibetan terrier, chrysanthemum dog",
-      "201": "silky terrier, Sydney silky",
-      "202": "soft-coated wheaten terrier",
-      "203": "West Highland white terrier",
-      "204": "Lhasa, Lhasa apso",
-      "205": "flat-coated retriever",
-      "206": "curly-coated retriever",
-      "207": "golden retriever",
-      "208": "Labrador retriever",
-      "209": "Chesapeake Bay retriever",
-      "210": "German short-haired pointer",
-      "211": "vizsla, Hungarian pointer",
-      "212": "English setter",
-      "213": "Irish setter, red setter",
-      "214": "Gordon setter",
-      "215": "Brittany spaniel",
-      "216": "clumber, clumber spaniel",
-      "217": "English springer, English springer spaniel",
-      "218": "Welsh springer spaniel",
-      "219": "cocker spaniel, English cocker spaniel, cocker",
-      "220": "Sussex spaniel",
-      "221": "Irish water spaniel",
-      "222": "kuvasz",
-      "223": "schipperke",
-      "224": "groenendael",
-      "225": "malinois",
-      "226": "briard",
-      "227": "kelpie",
-      "228": "komondor",
-      "229": "Old English sheepdog, bobtail",
-      "230": "Shetland sheepdog, Shetland sheep dog, Shetland",
-      "231": "collie",
-      "232": "Border collie",
-      "233": "Bouvier des Flandres, Bouviers des Flandres",
-      "234": "Rottweiler",
-      "235": "German shepherd, German shepherd dog, German police dog, alsatian",
-      "236": "Doberman, Doberman pinscher",
-      "237": "miniature pinscher",
-      "238": "Greater Swiss Mountain dog",
-      "239": "Bernese mountain dog",
-      "240": "Appenzeller",
-      "241": "EntleBucher",
-      "242": "boxer",
-      "243": "bull mastiff",
-      "244": "Tibetan mastiff",
-      "245": "French bulldog",
-      "246": "Great Dane",
-      "247": "Saint Bernard, St Bernard",
-      "248": "Eskimo dog, husky",
-      "249": "malamute, malemute, Alaskan malamute",
-      "250": "Siberian husky",
-      "251": "dalmatian, coach dog, carriage dog",
-      "252": "affenpinscher, monkey pinscher, monkey dog",
-      "253": "basenji",
-      "254": "pug, pug-dog",
-      "255": "Leonberg",
-      "256": "Newfoundland, Newfoundland dog",
-      "257": "Great Pyrenees",
-      "258": "Samoyed, Samoyede",
-      "259": "Pomeranian",
-      "260": "chow, chow chow",
-      "261": "keeshond",
-      "262": "Brabancon griffon",
-      "263": "Pembroke, Pembroke Welsh corgi",
-      "264": "Cardigan, Cardigan Welsh corgi",
-      "265": "toy poodle",
-      "266": "miniature poodle",
-      "267": "standard poodle",
-      "268": "Mexican hairless",
-      "269": "timber wolf, grey wolf, gray wolf, Canis lupus",
-      "270": "white wolf, Arctic wolf, Canis lupus tundrarum",
-      "271": "red wolf, maned wolf, Canis rufus, Canis niger",
-      "272": "coyote, prairie wolf, brush wolf, Canis latrans",
-      "273": "dingo, warrigal, warragal, Canis dingo",
-      "274": "dhole, Cuon alpinus",
-      "275": "African hunting dog, hyena dog, Cape hunting dog, Lycaon pictus",
-      "276": "hyena, hyaena",
-      "277": "red fox, Vulpes vulpes",
-      "278": "kit fox, Vulpes macrotis",
-      "279": "Arctic fox, white fox, Alopex lagopus",
-      "280": "grey fox, gray fox, Urocyon cinereoargenteus",
-      "281": "tabby, tabby cat",
-      "282": "tiger cat",
-      "283": "Persian cat",
-      "284": "Siamese cat, Siamese",
-      "285": "Egyptian cat",
-      "286": "cougar, puma, catamount, mountain lion, painter, panther, Felis concolor",
-      "287": "lynx, catamount",
-      "288": "leopard, Panthera pardus",
-      "289": "snow leopard, ounce, Panthera uncia",
-      "290": "jaguar, panther, Panthera onca, Felis onca",
-      "291": "lion, king of beasts, Panthera leo",
-      "292": "tiger, Panthera tigris",
-      "293": "cheetah, chetah, Acinonyx jubatus",
-      "294": "brown bear, bruin, Ursus arctos",
-      "295": "American black bear, black bear, Ursus americanus, Euarctos americanus",
-      "296": "ice bear, polar bear, Ursus Maritimus, Thalarctos maritimus",
-      "297": "sloth bear, Melursus ursinus, Ursus ursinus",
-      "298": "mongoose",
-      "299": "meerkat, mierkat",
-      "300": "tiger beetle",
-      "301": "ladybug, ladybeetle, lady beetle, ladybird, ladybird beetle",
-      "302": "ground beetle, carabid beetle",
-      "303": "long-horned beetle, longicorn, longicorn beetle",
-      "304": "leaf beetle, chrysomelid",
-      "305": "dung beetle",
-      "306": "rhinoceros beetle",
-      "307": "weevil",
-      "308": "fly",
-      "309": "bee",
-      "310": "ant, emmet, pismire",
-      "311": "grasshopper, hopper",
-      "312": "cricket",
-      "313": "walking stick, walkingstick, stick insect",
-      "314": "cockroach, roach",
-      "315": "mantis, mantid",
-      "316": "cicada, cicala",
-      "317": "leafhopper",
-      "318": "lacewing, lacewing fly",
-      "319": "dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk",
-      "320": "damselfly",
-      "321": "admiral",
-      "322": "ringlet, ringlet butterfly",
-      "323": "monarch, monarch butterfly, milkweed butterfly, Danaus plexippus",
-      "324": "cabbage butterfly",
-      "325": "sulphur butterfly, sulfur butterfly",
-      "326": "lycaenid, lycaenid butterfly",
-      "327": "starfish, sea star",
-      "328": "sea urchin",
-      "329": "sea cucumber, holothurian",
-      "330": "wood rabbit, cottontail, cottontail rabbit",
-      "331": "hare",
-      "332": "Angora, Angora rabbit",
-      "333": "hamster",
-      "334": "porcupine, hedgehog",
-      "335": "fox squirrel, eastern fox squirrel, Sciurus niger",
-      "336": "marmot",
-      "337": "beaver",
-      "338": "guinea pig, Cavia cobaya",
-      "339": "sorrel",
-      "340": "zebra",
-      "341": "hog, pig, grunter, squealer, Sus scrofa",
-      "342": "wild boar, boar, Sus scrofa",
-      "343": "warthog",
-      "344": "hippopotamus, hippo, river horse, Hippopotamus amphibius",
-      "345": "ox",
-      "346": "water buffalo, water ox, Asiatic buffalo, Bubalus bubalis",
-      "347": "bison",
-      "348": "ram, tup",
-      "349": "bighorn, bighorn sheep, cimarron, Rocky Mountain bighorn, Rocky Mountain sheep, Ovis canadensis",
-      "350": "ibex, Capra ibex",
-      "351": "hartebeest",
-      "352": "impala, Aepyceros melampus",
-      "353": "gazelle",
-      "354": "Arabian camel, dromedary, Camelus dromedarius",
-      "355": "llama",
-      "356": "weasel",
-      "357": "mink",
-      "358": "polecat, fitch, foulmart, foumart, Mustela putorius",
-      "359": "black-footed ferret, ferret, Mustela nigripes",
-      "360": "otter",
-      "361": "skunk, polecat, wood pussy",
-      "362": "badger",
-      "363": "armadillo",
-      "364": "three-toed sloth, ai, Bradypus tridactylus",
-      "365": "orangutan, orang, orangutang, Pongo pygmaeus",
-      "366": "gorilla, Gorilla gorilla",
-      "367": "chimpanzee, chimp, Pan troglodytes",
-      "368": "gibbon, Hylobates lar",
-      "369": "siamang, Hylobates syndactylus, Symphalangus syndactylus",
-      "370": "guenon, guenon monkey",
-      "371": "patas, hussar monkey, Erythrocebus patas",
-      "372": "baboon",
-      "373": "macaque",
-      "374": "langur",
-      "375": "colobus, colobus monkey",
-      "376": "proboscis monkey, Nasalis larvatus",
-      "377": "marmoset",
-      "378": "capuchin, ringtail, Cebus capucinus",
-      "379": "howler monkey, howler",
-      "380": "titi, titi monkey",
-      "381": "spider monkey, Ateles geoffroyi",
-      "382": "squirrel monkey, Saimiri sciureus",
-      "383": "Madagascar cat, ring-tailed lemur, Lemur catta",
-      "384": "indri, indris, Indri indri, Indri brevicaudatus",
-      "385": "Indian elephant, Elephas maximus",
-      "386": "African elephant, Loxodonta africana",
-      "387": "lesser panda, red panda, panda, bear cat, cat bear, Ailurus fulgens",
-      "388": "giant panda, panda, panda bear, coon bear, Ailuropoda melanoleuca",
-      "389": "barracouta, snoek",
-      "390": "eel",
-      "391": "coho, cohoe, coho salmon, blue jack, silver salmon, Oncorhynchus kisutch",
-      "392": "rock beauty, Holocanthus tricolor",
-      "393": "anemone fish",
-      "394": "sturgeon",
-      "395": "gar, garfish, garpike, billfish, Lepisosteus osseus",
-      "396": "lionfish",
-      "397": "puffer, pufferfish, blowfish, globefish",
-      "398": "abacus",
-      "399": "abaya",
-      "400": "academic gown, academic robe, judge's robe",
-      "401": "accordion, piano accordion, squeeze box",
-      "402": "acoustic guitar",
-      "403": "aircraft carrier, carrier, flattop, attack aircraft carrier",
-      "404": "airliner",
-      "405": "airship, dirigible",
-      "406": "altar",
-      "407": "ambulance",
-      "408": "amphibian, amphibious vehicle",
-      "409": "analog clock",
-      "410": "apiary, bee house",
-      "411": "apron",
-      "412": "ashcan, trash can, garbage can, wastebin, ash bin, ash-bin, ashbin, dustbin, trash barrel, trash bin",
-      "413": "assault rifle, assault gun",
-      "414": "backpack, back pack, knapsack, packsack, rucksack, haversack",
-      "415": "bakery, bakeshop, bakehouse",
-      "416": "balance beam, beam",
-      "417": "balloon",
-      "418": "ballpoint, ballpoint pen, ballpen, Biro",
-      "419": "Band Aid",
-      "420": "banjo",
-      "421": "bannister, banister, balustrade, balusters, handrail",
-      "422": "barbell",
-      "423": "barber chair",
-      "424": "barbershop",
-      "425": "barn",
-      "426": "barometer",
-      "427": "barrel, cask",
-      "428": "barrow, garden cart, lawn cart, wheelbarrow",
-      "429": "baseball",
-      "430": "basketball",
-      "431": "bassinet",
-      "432": "bassoon",
-      "433": "bathing cap, swimming cap",
-      "434": "bath towel",
-      "435": "bathtub, bathing tub, bath, tub",
-      "436": "beach wagon, station wagon, wagon, estate car, beach waggon, station waggon, waggon",
-      "437": "beacon, lighthouse, beacon light, pharos",
-      "438": "beaker",
-      "439": "bearskin, busby, shako",
-      "440": "beer bottle",
-      "441": "beer glass",
-      "442": "bell cote, bell cot",
-      "443": "bib",
-      "444": "bicycle-built-for-two, tandem bicycle, tandem",
-      "445": "bikini, two-piece",
-      "446": "binder, ring-binder",
-      "447": "binoculars, field glasses, opera glasses",
-      "448": "birdhouse",
-      "449": "boathouse",
-      "450": "bobsled, bobsleigh, bob",
-      "451": "bolo tie, bolo, bola tie, bola",
-      "452": "bonnet, poke bonnet",
-      "453": "bookcase",
-      "454": "bookshop, bookstore, bookstall",
-      "455": "bottlecap",
-      "456": "bow",
-      "457": "bow tie, bow-tie, bowtie",
-      "458": "brass, memorial tablet, plaque",
-      "459": "brassiere, bra, bandeau",
-      "460": "breakwater, groin, groyne, mole, bulwark, seawall, jetty",
-      "461": "breastplate, aegis, egis",
-      "462": "broom",
-      "463": "bucket, pail",
-      "464": "buckle",
-      "465": "bulletproof vest",
-      "466": "bullet train, bullet",
-      "467": "butcher shop, meat market",
-      "468": "cab, hack, taxi, taxicab",
-      "469": "caldron, cauldron",
-      "470": "candle, taper, wax light",
-      "471": "cannon",
-      "472": "canoe",
-      "473": "can opener, tin opener",
-      "474": "cardigan",
-      "475": "car mirror",
-      "476": "carousel, carrousel, merry-go-round, roundabout, whirligig",
-      "477": "carpenter's kit, tool kit",
-      "478": "carton",
-      "479": "car wheel",
-      "480": "cash machine, cash dispenser, automated teller machine, automatic teller machine, automated teller, automatic teller, ATM",
-      "481": "cassette",
-      "482": "cassette player",
-      "483": "castle",
-      "484": "catamaran",
-      "485": "CD player",
-      "486": "cello, violoncello",
-      "487": "cellular telephone, cellular phone, cellphone, cell, mobile phone",
-      "488": "chain",
-      "489": "chainlink fence",
-      "490": "chain mail, ring mail, mail, chain armor, chain armour, ring armor, ring armour",
-      "491": "chain saw, chainsaw",
-      "492": "chest",
-      "493": "chiffonier, commode",
-      "494": "chime, bell, gong",
-      "495": "china cabinet, china closet",
-      "496": "Christmas stocking",
-      "497": "church, church building",
-      "498": "cinema, movie theater, movie theatre, movie house, picture palace",
-      "499": "cleaver, meat cleaver, chopper",
-      "500": "cliff dwelling",
-      "501": "cloak",
-      "502": "clog, geta, patten, sabot",
-      "503": "cocktail shaker",
-      "504": "coffee mug",
-      "505": "coffeepot",
-      "506": "coil, spiral, volute, whorl, helix",
-      "507": "combination lock",
-      "508": "computer keyboard, keypad",
-      "509": "confectionery, confectionary, candy store",
-      "510": "container ship, containership, container vessel",
-      "511": "convertible",
-      "512": "corkscrew, bottle screw",
-      "513": "cornet, horn, trumpet, trump",
-      "514": "cowboy boot",
-      "515": "cowboy hat, ten-gallon hat",
-      "516": "cradle",
-      "517": "crane",
-      "518": "crash helmet",
-      "519": "crate",
-      "520": "crib, cot",
-      "521": "Crock Pot",
-      "522": "croquet ball",
-      "523": "crutch",
-      "524": "cuirass",
-      "525": "dam, dike, dyke",
-      "526": "desk",
-      "527": "desktop computer",
-      "528": "dial telephone, dial phone",
-      "529": "diaper, nappy, napkin",
-      "530": "digital clock",
-      "531": "digital watch",
-      "532": "dining table, board",
-      "533": "dishrag, dishcloth",
-      "534": "dishwasher, dish washer, dishwashing machine",
-      "535": "disk brake, disc brake",
-      "536": "dock, dockage, docking facility",
-      "537": "dogsled, dog sled, dog sleigh",
-      "538": "dome",
-      "539": "doormat, welcome mat",
-      "540": "drilling platform, offshore rig",
-      "541": "drum, membranophone, tympan",
-      "542": "drumstick",
-      "543": "dumbbell",
-      "544": "Dutch oven",
-      "545": "electric fan, blower",
-      "546": "electric guitar",
-      "547": "electric locomotive",
-      "548": "entertainment center",
-      "549": "envelope",
-      "550": "espresso maker",
-      "551": "face powder",
-      "552": "feather boa, boa",
-      "553": "file, file cabinet, filing cabinet",
-      "554": "fireboat",
-      "555": "fire engine, fire truck",
-      "556": "fire screen, fireguard",
-      "557": "flagpole, flagstaff",
-      "558": "flute, transverse flute",
-      "559": "folding chair",
-      "560": "football helmet",
-      "561": "forklift",
-      "562": "fountain",
-      "563": "fountain pen",
-      "564": "four-poster",
-      "565": "freight car",
-      "566": "French horn, horn",
-      "567": "frying pan, frypan, skillet",
-      "568": "fur coat",
-      "569": "garbage truck, dustcart",
-      "570": "gasmask, respirator, gas helmet",
-      "571": "gas pump, gasoline pump, petrol pump, island dispenser",
-      "572": "goblet",
-      "573": "go-kart",
-      "574": "golf ball",
-      "575": "golfcart, golf cart",
-      "576": "gondola",
-      "577": "gong, tam-tam",
-      "578": "gown",
-      "579": "grand piano, grand",
-      "580": "greenhouse, nursery, glasshouse",
-      "581": "grille, radiator grille",
-      "582": "grocery store, grocery, food market, market",
-      "583": "guillotine",
-      "584": "hair slide",
-      "585": "hair spray",
-      "586": "half track",
-      "587": "hammer",
-      "588": "hamper",
-      "589": "hand blower, blow dryer, blow drier, hair dryer, hair drier",
-      "590": "hand-held computer, hand-held microcomputer",
-      "591": "handkerchief, hankie, hanky, hankey",
-      "592": "hard disc, hard disk, fixed disk",
-      "593": "harmonica, mouth organ, harp, mouth harp",
-      "594": "harp",
-      "595": "harvester, reaper",
-      "596": "hatchet",
-      "597": "holster",
-      "598": "home theater, home theatre",
-      "599": "honeycomb",
-      "600": "hook, claw",
-      "601": "hoopskirt, crinoline",
-      "602": "horizontal bar, high bar",
-      "603": "horse cart, horse-cart",
-      "604": "hourglass",
-      "605": "iPod",
-      "606": "iron, smoothing iron",
-      "607": "jack-o'-lantern",
-      "608": "jean, blue jean, denim",
-      "609": "jeep, landrover",
-      "610": "jersey, T-shirt, tee shirt",
-      "611": "jigsaw puzzle",
-      "612": "jinrikisha, ricksha, rickshaw",
-      "613": "joystick",
-      "614": "kimono",
-      "615": "knee pad",
-      "616": "knot",
-      "617": "lab coat, laboratory coat",
-      "618": "ladle",
-      "619": "lampshade, lamp shade",
-      "620": "laptop, laptop computer",
-      "621": "lawn mower, mower",
-      "622": "lens cap, lens cover",
-      "623": "letter opener, paper knife, paperknife",
-      "624": "library",
-      "625": "lifeboat",
-      "626": "lighter, light, igniter, ignitor",
-      "627": "limousine, limo",
-      "628": "liner, ocean liner",
-      "629": "lipstick, lip rouge",
-      "630": "Loafer",
-      "631": "lotion",
-      "632": "loudspeaker, speaker, speaker unit, loudspeaker system, speaker system",
-      "633": "loupe, jeweler's loupe",
-      "634": "lumbermill, sawmill",
-      "635": "magnetic compass",
-      "636": "mailbag, postbag",
-      "637": "mailbox, letter box",
-      "638": "maillot",
-      "639": "maillot, tank suit",
-      "640": "manhole cover",
-      "641": "maraca",
-      "642": "marimba, xylophone",
-      "643": "mask",
-      "644": "matchstick",
-      "645": "maypole",
-      "646": "maze, labyrinth",
-      "647": "measuring cup",
-      "648": "medicine chest, medicine cabinet",
-      "649": "megalith, megalithic structure",
-      "650": "microphone, mike",
-      "651": "microwave, microwave oven",
-      "652": "military uniform",
-      "653": "milk can",
-      "654": "minibus",
-      "655": "miniskirt, mini",
-      "656": "minivan",
-      "657": "missile",
-      "658": "mitten",
-      "659": "mixing bowl",
-      "660": "mobile home, manufactured home",
-      "661": "Model T",
-      "662": "modem",
-      "663": "monastery",
-      "664": "monitor",
-      "665": "moped",
-      "666": "mortar",
-      "667": "mortarboard",
-      "668": "mosque",
-      "669": "mosquito net",
-      "670": "motor scooter, scooter",
-      "671": "mountain bike, all-terrain bike, off-roader",
-      "672": "mountain tent",
-      "673": "mouse, computer mouse",
-      "674": "mousetrap",
-      "675": "moving van",
-      "676": "muzzle",
-      "677": "nail",
-      "678": "neck brace",
-      "679": "necklace",
-      "680": "nipple",
-      "681": "notebook, notebook computer",
-      "682": "obelisk",
-      "683": "oboe, hautboy, hautbois",
-      "684": "ocarina, sweet potato",
-      "685": "odometer, hodometer, mileometer, milometer",
-      "686": "oil filter",
-      "687": "organ, pipe organ",
-      "688": "oscilloscope, scope, cathode-ray oscilloscope, CRO",
-      "689": "overskirt",
-      "690": "oxcart",
-      "691": "oxygen mask",
-      "692": "packet",
-      "693": "paddle, boat paddle",
-      "694": "paddlewheel, paddle wheel",
-      "695": "padlock",
-      "696": "paintbrush",
-      "697": "pajama, pyjama, pj's, jammies",
-      "698": "palace",
-      "699": "panpipe, pandean pipe, syrinx",
-      "700": "paper towel",
-      "701": "parachute, chute",
-      "702": "parallel bars, bars",
-      "703": "park bench",
-      "704": "parking meter",
-      "705": "passenger car, coach, carriage",
-      "706": "patio, terrace",
-      "707": "pay-phone, pay-station",
-      "708": "pedestal, plinth, footstall",
-      "709": "pencil box, pencil case",
-      "710": "pencil sharpener",
-      "711": "perfume, essence",
-      "712": "Petri dish",
-      "713": "photocopier",
-      "714": "pick, plectrum, plectron",
-      "715": "pickelhaube",
-      "716": "picket fence, paling",
-      "717": "pickup, pickup truck",
-      "718": "pier",
-      "719": "piggy bank, penny bank",
-      "720": "pill bottle",
-      "721": "pillow",
-      "722": "ping-pong ball",
-      "723": "pinwheel",
-      "724": "pirate, pirate ship",
-      "725": "pitcher, ewer",
-      "726": "plane, carpenter's plane, woodworking plane",
-      "727": "planetarium",
-      "728": "plastic bag",
-      "729": "plate rack",
-      "730": "plow, plough",
-      "731": "plunger, plumber's helper",
-      "732": "Polaroid camera, Polaroid Land camera",
-      "733": "pole",
-      "734": "police van, police wagon, paddy wagon, patrol wagon, wagon, black Maria",
-      "735": "poncho",
-      "736": "pool table, billiard table, snooker table",
-      "737": "pop bottle, soda bottle",
-      "738": "pot, flowerpot",
-      "739": "potter's wheel",
-      "740": "power drill",
-      "741": "prayer rug, prayer mat",
-      "742": "printer",
-      "743": "prison, prison house",
-      "744": "projectile, missile",
-      "745": "projector",
-      "746": "puck, hockey puck",
-      "747": "punching bag, punch bag, punching ball, punchball",
-      "748": "purse",
-      "749": "quill, quill pen",
-      "750": "quilt, comforter, comfort, puff",
-      "751": "racer, race car, racing car",
-      "752": "racket, racquet",
-      "753": "radiator",
-      "754": "radio, wireless",
-      "755": "radio telescope, radio reflector",
-      "756": "rain barrel",
-      "757": "recreational vehicle, RV, R.V.",
-      "758": "reel",
-      "759": "reflex camera",
-      "760": "refrigerator, icebox",
-      "761": "remote control, remote",
-      "762": "restaurant, eating house, eating place, eatery",
-      "763": "revolver, six-gun, six-shooter",
-      "764": "rifle",
-      "765": "rocking chair, rocker",
-      "766": "rotisserie",
-      "767": "rubber eraser, rubber, pencil eraser",
-      "768": "rugby ball",
-      "769": "rule, ruler",
-      "770": "running shoe",
-      "771": "safe",
-      "772": "safety pin",
-      "773": "saltshaker, salt shaker",
-      "774": "sandal",
-      "775": "sarong",
-      "776": "sax, saxophone",
-      "777": "scabbard",
-      "778": "scale, weighing machine",
-      "779": "school bus",
-      "780": "schooner",
-      "781": "scoreboard",
-      "782": "screen, CRT screen",
-      "783": "screw",
-      "784": "screwdriver",
-      "785": "seat belt, seatbelt",
-      "786": "sewing machine",
-      "787": "shield, buckler",
-      "788": "shoe shop, shoe-shop, shoe store",
-      "789": "shoji",
-      "790": "shopping basket",
-      "791": "shopping cart",
-      "792": "shovel",
-      "793": "shower cap",
-      "794": "shower curtain",
-      "795": "ski",
-      "796": "ski mask",
-      "797": "sleeping bag",
-      "798": "slide rule, slipstick",
-      "799": "sliding door",
-      "800": "slot, one-armed bandit",
-      "801": "snorkel",
-      "802": "snowmobile",
-      "803": "snowplow, snowplough",
-      "804": "soap dispenser",
-      "805": "soccer ball",
-      "806": "sock",
-      "807": "solar dish, solar collector, solar furnace",
-      "808": "sombrero",
-      "809": "soup bowl",
-      "810": "space bar",
-      "811": "space heater",
-      "812": "space shuttle",
-      "813": "spatula",
-      "814": "speedboat",
-      "815": "spider web, spider's web",
-      "816": "spindle",
-      "817": "sports car, sport car",
-      "818": "spotlight, spot",
-      "819": "stage",
-      "820": "steam locomotive",
-      "821": "steel arch bridge",
-      "822": "steel drum",
-      "823": "stethoscope",
-      "824": "stole",
-      "825": "stone wall",
-      "826": "stopwatch, stop watch",
-      "827": "stove",
-      "828": "strainer",
-      "829": "streetcar, tram, tramcar, trolley, trolley car",
-      "830": "stretcher",
-      "831": "studio couch, day bed",
-      "832": "stupa, tope",
-      "833": "submarine, pigboat, sub, U-boat",
-      "834": "suit, suit of clothes",
-      "835": "sundial",
-      "836": "sunglass",
-      "837": "sunglasses, dark glasses, shades",
-      "838": "sunscreen, sunblock, sun blocker",
-      "839": "suspension bridge",
-      "840": "swab, swob, mop",
-      "841": "sweatshirt",
-      "842": "swimming trunks, bathing trunks",
-      "843": "swing",
-      "844": "switch, electric switch, electrical switch",
-      "845": "syringe",
-      "846": "table lamp",
-      "847": "tank, army tank, armored combat vehicle, armoured combat vehicle",
-      "848": "tape player",
-      "849": "teapot",
-      "850": "teddy, teddy bear",
-      "851": "television, television system",
-      "852": "tennis ball",
-      "853": "thatch, thatched roof",
-      "854": "theater curtain, theatre curtain",
-      "855": "thimble",
-      "856": "thresher, thrasher, threshing machine",
-      "857": "throne",
-      "858": "tile roof",
-      "859": "toaster",
-      "860": "tobacco shop, tobacconist shop, tobacconist",
-      "861": "toilet seat",
-      "862": "torch",
-      "863": "totem pole",
-      "864": "tow truck, tow car, wrecker",
-      "865": "toyshop",
-      "866": "tractor",
-      "867": "trailer truck, tractor trailer, trucking rig, rig, articulated lorry, semi",
-      "868": "tray",
-      "869": "trench coat",
-      "870": "tricycle, trike, velocipede",
-      "871": "trimaran",
-      "872": "tripod",
-      "873": "triumphal arch",
-      "874": "trolleybus, trolley coach, trackless trolley",
-      "875": "trombone",
-      "876": "tub, vat",
-      "877": "turnstile",
-      "878": "typewriter keyboard",
-      "879": "umbrella",
-      "880": "unicycle, monocycle",
-      "881": "upright, upright piano",
-      "882": "vacuum, vacuum cleaner",
-      "883": "vase",
-      "884": "vault",
-      "885": "velvet",
-      "886": "vending machine",
-      "887": "vestment",
-      "888": "viaduct",
-      "889": "violin, fiddle",
-      "890": "volleyball",
-      "891": "waffle iron",
-      "892": "wall clock",
-      "893": "wallet, billfold, notecase, pocketbook",
-      "894": "wardrobe, closet, press",
-      "895": "warplane, military plane",
-      "896": "washbasin, handbasin, washbowl, lavabo, wash-hand basin",
-      "897": "washer, automatic washer, washing machine",
-      "898": "water bottle",
-      "899": "water jug",
-      "900": "water tower",
-      "901": "whiskey jug",
-      "902": "whistle",
-      "903": "wig",
-      "904": "window screen",
-      "905": "window shade",
-      "906": "Windsor tie",
-      "907": "wine bottle",
-      "908": "wing",
-      "909": "wok",
-      "910": "wooden spoon",
-      "911": "wool, woolen, woollen",
-      "912": "worm fence, snake fence, snake-rail fence, Virginia fence",
-      "913": "wreck",
-      "914": "yawl",
-      "915": "yurt",
-      "916": "web site, website, internet site, site",
-      "917": "comic book",
-      "918": "crossword puzzle, crossword",
-      "919": "street sign",
-      "920": "traffic light, traffic signal, stoplight",
-      "921": "book jacket, dust cover, dust jacket, dust wrapper",
-      "922": "menu",
-      "923": "plate",
-      "924": "guacamole",
-      "925": "consomme",
-      "926": "hot pot, hotpot",
-      "927": "trifle",
-      "928": "ice cream, icecream",
-      "929": "ice lolly, lolly, lollipop, popsicle",
-      "930": "French loaf",
-      "931": "bagel, beigel",
-      "932": "pretzel",
-      "933": "cheeseburger",
-      "934": "hotdog, hot dog, red hot",
-      "935": "mashed potato",
-      "936": "head cabbage",
-      "937": "broccoli",
-      "938": "cauliflower",
-      "939": "zucchini, courgette",
-      "940": "spaghetti squash",
-      "941": "acorn squash",
-      "942": "butternut squash",
-      "943": "cucumber, cuke",
-      "944": "artichoke, globe artichoke",
-      "945": "bell pepper",
-      "946": "cardoon",
-      "947": "mushroom",
-      "948": "Granny Smith",
-      "949": "strawberry",
-      "950": "orange",
-      "951": "lemon",
-      "952": "fig",
-      "953": "pineapple, ananas",
-      "954": "banana",
-      "955": "jackfruit, jak, jack",
-      "956": "custard apple",
-      "957": "pomegranate",
-      "958": "hay",
-      "959": "carbonara",
-      "960": "chocolate sauce, chocolate syrup",
-      "961": "dough",
-      "962": "meat loaf, meatloaf",
-      "963": "pizza, pizza pie",
-      "964": "potpie",
-      "965": "burrito",
-      "966": "red wine",
-      "967": "espresso",
-      "968": "cup",
-      "969": "eggnog",
-      "970": "alp",
-      "971": "bubble",
-      "972": "cliff, drop, drop-off",
-      "973": "coral reef",
-      "974": "geyser",
-      "975": "lakeside, lakeshore",
-      "976": "promontory, headland, head, foreland",
-      "977": "sandbar, sand bar",
-      "978": "seashore, coast, seacoast, sea-coast",
-      "979": "valley, vale",
-      "980": "volcano",
-      "981": "ballplayer, baseball player",
-      "982": "groom, bridegroom",
-      "983": "scuba diver",
-      "984": "rapeseed",
-      "985": "daisy",
-      "986": "yellow lady's slipper, yellow lady-slipper, Cypripedium calceolus, Cypripedium parviflorum",
-      "987": "corn",
-      "988": "acorn",
-      "989": "hip, rose hip, rosehip",
-      "990": "buckeye, horse chestnut, conker",
-      "991": "coral fungus",
-      "992": "agaric",
-      "993": "gyromitra",
-      "994": "stinkhorn, carrion fungus",
-      "995": "earthstar",
-      "996": "hen-of-the-woods, hen of the woods, Polyporus frondosus, Grifola frondosa",
-      "997": "bolete",
-      "998": "ear, spike, capitulum",
-      "999": "toilet tissue, toilet paper, bathroom tissue"
+      "0": "LABEL_0",
+      "1": "LABEL_1"
     },
     "image_size": 224,
     "initializer_range": 0.02,
@@ -1121,1005 +117,8 @@
     "is_decoder": false,
     "is_encoder_decoder": false,
     "label2id": {
-      "Afghan hound, Afghan": 160,
-      "African chameleon, Chamaeleo chamaeleon": 47,
-      "African crocodile, Nile crocodile, Crocodylus niloticus": 49,
-      "African elephant, Loxodonta africana": 386,
-      "African grey, African gray, Psittacus erithacus": 87,
-      "African hunting dog, hyena dog, Cape hunting dog, Lycaon pictus": 275,
-      "Airedale, Airedale terrier": 191,
-      "American Staffordshire terrier, Staffordshire terrier, American pit bull terrier, pit bull terrier": 180,
-      "American alligator, Alligator mississipiensis": 50,
-      "American black bear, black bear, Ursus americanus, Euarctos americanus": 295,
-      "American chameleon, anole, Anolis carolinensis": 40,
-      "American coot, marsh hen, mud hen, water hen, Fulica americana": 137,
-      "American egret, great white heron, Egretta albus": 132,
-      "American lobster, Northern lobster, Maine lobster, Homarus americanus": 122,
-      "Angora, Angora rabbit": 332,
-      "Appenzeller": 240,
-      "Arabian camel, dromedary, Camelus dromedarius": 354,
-      "Arctic fox, white fox, Alopex lagopus": 279,
-      "Australian terrier": 193,
-      "Band Aid": 419,
-      "Bedlington terrier": 181,
-      "Bernese mountain dog": 239,
-      "Blenheim spaniel": 156,
-      "Border collie": 232,
-      "Border terrier": 182,
-      "Boston bull, Boston terrier": 195,
-      "Bouvier des Flandres, Bouviers des Flandres": 233,
-      "Brabancon griffon": 262,
-      "Brittany spaniel": 215,
-      "CD player": 485,
-      "Cardigan, Cardigan Welsh corgi": 264,
-      "Chesapeake Bay retriever": 209,
-      "Chihuahua": 151,
-      "Christmas stocking": 496,
-      "Crock Pot": 521,
-      "Dandie Dinmont, Dandie Dinmont terrier": 194,
-      "Doberman, Doberman pinscher": 236,
-      "Dungeness crab, Cancer magister": 118,
-      "Dutch oven": 544,
-      "Egyptian cat": 285,
-      "English foxhound": 167,
-      "English setter": 212,
-      "English springer, English springer spaniel": 217,
-      "EntleBucher": 241,
-      "Eskimo dog, husky": 248,
-      "European fire salamander, Salamandra salamandra": 25,
-      "European gallinule, Porphyrio porphyrio": 136,
-      "French bulldog": 245,
-      "French horn, horn": 566,
-      "French loaf": 930,
-      "German shepherd, German shepherd dog, German police dog, alsatian": 235,
-      "German short-haired pointer": 210,
-      "Gila monster, Heloderma suspectum": 45,
-      "Gordon setter": 214,
-      "Granny Smith": 948,
-      "Great Dane": 246,
-      "Great Pyrenees": 257,
-      "Greater Swiss Mountain dog": 238,
-      "Ibizan hound, Ibizan Podenco": 173,
-      "Indian cobra, Naja naja": 63,
-      "Indian elephant, Elephas maximus": 385,
-      "Irish setter, red setter": 213,
-      "Irish terrier": 184,
-      "Irish water spaniel": 221,
-      "Irish wolfhound": 170,
-      "Italian greyhound": 171,
-      "Japanese spaniel": 152,
-      "Kerry blue terrier": 183,
-      "Komodo dragon, Komodo lizard, dragon lizard, giant lizard, Varanus komodoensis": 48,
-      "Labrador retriever": 208,
-      "Lakeland terrier": 189,
-      "Leonberg": 255,
-      "Lhasa, Lhasa apso": 204,
-      "Loafer": 630,
-      "Madagascar cat, ring-tailed lemur, Lemur catta": 383,
-      "Maltese dog, Maltese terrier, Maltese": 153,
-      "Mexican hairless": 268,
-      "Model T": 661,
-      "Newfoundland, Newfoundland dog": 256,
-      "Norfolk terrier": 185,
-      "Norwegian elkhound, elkhound": 174,
-      "Norwich terrier": 186,
-      "Old English sheepdog, bobtail": 229,
-      "Pekinese, Pekingese, Peke": 154,
-      "Pembroke, Pembroke Welsh corgi": 263,
-      "Persian cat": 283,
-      "Petri dish": 712,
-      "Polaroid camera, Polaroid Land camera": 732,
-      "Pomeranian": 259,
-      "Rhodesian ridgeback": 159,
-      "Rottweiler": 234,
-      "Saint Bernard, St Bernard": 247,
-      "Saluki, gazelle hound": 176,
-      "Samoyed, Samoyede": 258,
-      "Scotch terrier, Scottish terrier, Scottie": 199,
-      "Scottish deerhound, deerhound": 177,
-      "Sealyham terrier, Sealyham": 190,
-      "Shetland sheepdog, Shetland sheep dog, Shetland": 230,
-      "Shih-Tzu": 155,
-      "Siamese cat, Siamese": 284,
-      "Siberian husky": 250,
-      "Staffordshire bullterrier, Staffordshire bull terrier": 179,
-      "Sussex spaniel": 220,
-      "Tibetan mastiff": 244,
-      "Tibetan terrier, chrysanthemum dog": 200,
-      "Walker hound, Walker foxhound": 166,
-      "Weimaraner": 178,
-      "Welsh springer spaniel": 218,
-      "West Highland white terrier": 203,
-      "Windsor tie": 906,
-      "Yorkshire terrier": 187,
-      "abacus": 398,
-      "abaya": 399,
-      "academic gown, academic robe, judge's robe": 400,
-      "accordion, piano accordion, squeeze box": 401,
-      "acorn": 988,
-      "acorn squash": 941,
-      "acoustic guitar": 402,
-      "admiral": 321,
-      "affenpinscher, monkey pinscher, monkey dog": 252,
-      "agama": 42,
-      "agaric": 992,
-      "aircraft carrier, carrier, flattop, attack aircraft carrier": 403,
-      "airliner": 404,
-      "airship, dirigible": 405,
-      "albatross, mollymawk": 146,
-      "alligator lizard": 44,
-      "alp": 970,
-      "altar": 406,
-      "ambulance": 407,
-      "amphibian, amphibious vehicle": 408,
-      "analog clock": 409,
-      "anemone fish": 393,
-      "ant, emmet, pismire": 310,
-      "apiary, bee house": 410,
-      "apron": 411,
-      "armadillo": 363,
-      "artichoke, globe artichoke": 944,
-      "ashcan, trash can, garbage can, wastebin, ash bin, ash-bin, ashbin, dustbin, trash barrel, trash bin": 412,
-      "assault rifle, assault gun": 413,
-      "axolotl, mud puppy, Ambystoma mexicanum": 29,
-      "baboon": 372,
-      "backpack, back pack, knapsack, packsack, rucksack, haversack": 414,
-      "badger": 362,
-      "bagel, beigel": 931,
-      "bakery, bakeshop, bakehouse": 415,
-      "balance beam, beam": 416,
-      "bald eagle, American eagle, Haliaeetus leucocephalus": 22,
-      "balloon": 417,
-      "ballplayer, baseball player": 981,
-      "ballpoint, ballpoint pen, ballpen, Biro": 418,
-      "banana": 954,
-      "banded gecko": 38,
-      "banjo": 420,
-      "bannister, banister, balustrade, balusters, handrail": 421,
-      "barbell": 422,
-      "barber chair": 423,
-      "barbershop": 424,
-      "barn": 425,
-      "barn spider, Araneus cavaticus": 73,
-      "barometer": 426,
-      "barracouta, snoek": 389,
-      "barrel, cask": 427,
-      "barrow, garden cart, lawn cart, wheelbarrow": 428,
-      "baseball": 429,
-      "basenji": 253,
-      "basketball": 430,
-      "basset, basset hound": 161,
-      "bassinet": 431,
-      "bassoon": 432,
-      "bath towel": 434,
-      "bathing cap, swimming cap": 433,
-      "bathtub, bathing tub, bath, tub": 435,
-      "beach wagon, station wagon, wagon, estate car, beach waggon, station waggon, waggon": 436,
-      "beacon, lighthouse, beacon light, pharos": 437,
-      "beagle": 162,
-      "beaker": 438,
-      "bearskin, busby, shako": 439,
-      "beaver": 337,
-      "bee": 309,
-      "bee eater": 92,
-      "beer bottle": 440,
-      "beer glass": 441,
-      "bell cote, bell cot": 442,
-      "bell pepper": 945,
-      "bib": 443,
-      "bicycle-built-for-two, tandem bicycle, tandem": 444,
-      "bighorn, bighorn sheep, cimarron, Rocky Mountain bighorn, Rocky Mountain sheep, Ovis canadensis": 349,
-      "bikini, two-piece": 445,
-      "binder, ring-binder": 446,
-      "binoculars, field glasses, opera glasses": 447,
-      "birdhouse": 448,
-      "bison": 347,
-      "bittern": 133,
-      "black and gold garden spider, Argiope aurantia": 72,
-      "black grouse": 80,
-      "black stork, Ciconia nigra": 128,
-      "black swan, Cygnus atratus": 100,
-      "black widow, Latrodectus mactans": 75,
-      "black-and-tan coonhound": 165,
-      "black-footed ferret, ferret, Mustela nigripes": 359,
-      "bloodhound, sleuthhound": 163,
-      "bluetick": 164,
-      "boa constrictor, Constrictor constrictor": 61,
-      "boathouse": 449,
-      "bobsled, bobsleigh, bob": 450,
-      "bolete": 997,
-      "bolo tie, bolo, bola tie, bola": 451,
-      "bonnet, poke bonnet": 452,
-      "book jacket, dust cover, dust jacket, dust wrapper": 921,
-      "bookcase": 453,
-      "bookshop, bookstore, bookstall": 454,
-      "borzoi, Russian wolfhound": 169,
-      "bottlecap": 455,
-      "bow": 456,
-      "bow tie, bow-tie, bowtie": 457,
-      "box turtle, box tortoise": 37,
-      "boxer": 242,
-      "brain coral": 109,
-      "brambling, Fringilla montifringilla": 10,
-      "brass, memorial tablet, plaque": 458,
-      "brassiere, bra, bandeau": 459,
-      "breakwater, groin, groyne, mole, bulwark, seawall, jetty": 460,
-      "breastplate, aegis, egis": 461,
-      "briard": 226,
-      "broccoli": 937,
-      "broom": 462,
-      "brown bear, bruin, Ursus arctos": 294,
-      "bubble": 971,
-      "bucket, pail": 463,
-      "buckeye, horse chestnut, conker": 990,
-      "buckle": 464,
-      "bulbul": 16,
-      "bull mastiff": 243,
-      "bullet train, bullet": 466,
-      "bulletproof vest": 465,
-      "bullfrog, Rana catesbeiana": 30,
-      "burrito": 965,
-      "bustard": 138,
-      "butcher shop, meat market": 467,
-      "butternut squash": 942,
-      "cab, hack, taxi, taxicab": 468,
-      "cabbage butterfly": 324,
-      "cairn, cairn terrier": 192,
-      "caldron, cauldron": 469,
-      "can opener, tin opener": 473,
-      "candle, taper, wax light": 470,
-      "cannon": 471,
-      "canoe": 472,
-      "capuchin, ringtail, Cebus capucinus": 378,
-      "car mirror": 475,
-      "car wheel": 479,
-      "carbonara": 959,
-      "cardigan": 474,
-      "cardoon": 946,
-      "carousel, carrousel, merry-go-round, roundabout, whirligig": 476,
-      "carpenter's kit, tool kit": 477,
-      "carton": 478,
-      "cash machine, cash dispenser, automated teller machine, automatic teller machine, automated teller, automatic teller, ATM": 480,
-      "cassette": 481,
-      "cassette player": 482,
-      "castle": 483,
-      "catamaran": 484,
-      "cauliflower": 938,
-      "cello, violoncello": 486,
-      "cellular telephone, cellular phone, cellphone, cell, mobile phone": 487,
-      "centipede": 79,
-      "chain": 488,
-      "chain mail, ring mail, mail, chain armor, chain armour, ring armor, ring armour": 490,
-      "chain saw, chainsaw": 491,
-      "chainlink fence": 489,
-      "chambered nautilus, pearly nautilus, nautilus": 117,
-      "cheeseburger": 933,
-      "cheetah, chetah, Acinonyx jubatus": 293,
-      "chest": 492,
-      "chickadee": 19,
-      "chiffonier, commode": 493,
-      "chime, bell, gong": 494,
-      "chimpanzee, chimp, Pan troglodytes": 367,
-      "china cabinet, china closet": 495,
-      "chiton, coat-of-mail shell, sea cradle, polyplacophore": 116,
-      "chocolate sauce, chocolate syrup": 960,
-      "chow, chow chow": 260,
-      "church, church building": 497,
-      "cicada, cicala": 316,
-      "cinema, movie theater, movie theatre, movie house, picture palace": 498,
-      "cleaver, meat cleaver, chopper": 499,
-      "cliff dwelling": 500,
-      "cliff, drop, drop-off": 972,
-      "cloak": 501,
-      "clog, geta, patten, sabot": 502,
-      "clumber, clumber spaniel": 216,
-      "cock": 7,
-      "cocker spaniel, English cocker spaniel, cocker": 219,
-      "cockroach, roach": 314,
-      "cocktail shaker": 503,
-      "coffee mug": 504,
-      "coffeepot": 505,
-      "coho, cohoe, coho salmon, blue jack, silver salmon, Oncorhynchus kisutch": 391,
-      "coil, spiral, volute, whorl, helix": 506,
-      "collie": 231,
-      "colobus, colobus monkey": 375,
-      "combination lock": 507,
-      "comic book": 917,
-      "common iguana, iguana, Iguana iguana": 39,
-      "common newt, Triturus vulgaris": 26,
-      "computer keyboard, keypad": 508,
-      "conch": 112,
-      "confectionery, confectionary, candy store": 509,
-      "consomme": 925,
-      "container ship, containership, container vessel": 510,
-      "convertible": 511,
-      "coral fungus": 991,
-      "coral reef": 973,
-      "corkscrew, bottle screw": 512,
-      "corn": 987,
-      "cornet, horn, trumpet, trump": 513,
-      "coucal": 91,
-      "cougar, puma, catamount, mountain lion, painter, panther, Felis concolor": 286,
-      "cowboy boot": 514,
-      "cowboy hat, ten-gallon hat": 515,
-      "coyote, prairie wolf, brush wolf, Canis latrans": 272,
-      "cradle": 516,
-      "crane": 517,
-      "crash helmet": 518,
-      "crate": 519,
-      "crayfish, crawfish, crawdad, crawdaddy": 124,
-      "crib, cot": 520,
-      "cricket": 312,
-      "croquet ball": 522,
-      "crossword puzzle, crossword": 918,
-      "crutch": 523,
-      "cucumber, cuke": 943,
-      "cuirass": 524,
-      "cup": 968,
-      "curly-coated retriever": 206,
-      "custard apple": 956,
-      "daisy": 985,
-      "dalmatian, coach dog, carriage dog": 251,
-      "dam, dike, dyke": 525,
-      "damselfly": 320,
-      "desk": 526,
-      "desktop computer": 527,
-      "dhole, Cuon alpinus": 274,
-      "dial telephone, dial phone": 528,
-      "diamondback, diamondback rattlesnake, Crotalus adamanteus": 67,
-      "diaper, nappy, napkin": 529,
-      "digital clock": 530,
-      "digital watch": 531,
-      "dingo, warrigal, warragal, Canis dingo": 273,
-      "dining table, board": 532,
-      "dishrag, dishcloth": 533,
-      "dishwasher, dish washer, dishwashing machine": 534,
-      "disk brake, disc brake": 535,
-      "dock, dockage, docking facility": 536,
-      "dogsled, dog sled, dog sleigh": 537,
-      "dome": 538,
-      "doormat, welcome mat": 539,
-      "dough": 961,
-      "dowitcher": 142,
-      "dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk": 319,
-      "drake": 97,
-      "drilling platform, offshore rig": 540,
-      "drum, membranophone, tympan": 541,
-      "drumstick": 542,
-      "dugong, Dugong dugon": 149,
-      "dumbbell": 543,
-      "dung beetle": 305,
-      "ear, spike, capitulum": 998,
-      "earthstar": 995,
-      "echidna, spiny anteater, anteater": 102,
-      "eel": 390,
-      "eft": 27,
-      "eggnog": 969,
-      "electric fan, blower": 545,
-      "electric guitar": 546,
-      "electric locomotive": 547,
-      "electric ray, crampfish, numbfish, torpedo": 5,
-      "entertainment center": 548,
-      "envelope": 549,
-      "espresso": 967,
-      "espresso maker": 550,
-      "face powder": 551,
-      "feather boa, boa": 552,
-      "fiddler crab": 120,
-      "fig": 952,
-      "file, file cabinet, filing cabinet": 553,
-      "fire engine, fire truck": 555,
-      "fire screen, fireguard": 556,
-      "fireboat": 554,
-      "flagpole, flagstaff": 557,
-      "flamingo": 130,
-      "flat-coated retriever": 205,
-      "flatworm, platyhelminth": 110,
-      "flute, transverse flute": 558,
-      "fly": 308,
-      "folding chair": 559,
-      "football helmet": 560,
-      "forklift": 561,
-      "fountain": 562,
-      "fountain pen": 563,
-      "four-poster": 564,
-      "fox squirrel, eastern fox squirrel, Sciurus niger": 335,
-      "freight car": 565,
-      "frilled lizard, Chlamydosaurus kingi": 43,
-      "frying pan, frypan, skillet": 567,
-      "fur coat": 568,
-      "gar, garfish, garpike, billfish, Lepisosteus osseus": 395,
-      "garbage truck, dustcart": 569,
-      "garden spider, Aranea diademata": 74,
-      "garter snake, grass snake": 57,
-      "gas pump, gasoline pump, petrol pump, island dispenser": 571,
-      "gasmask, respirator, gas helmet": 570,
-      "gazelle": 353,
-      "geyser": 974,
-      "giant panda, panda, panda bear, coon bear, Ailuropoda melanoleuca": 388,
-      "giant schnauzer": 197,
-      "gibbon, Hylobates lar": 368,
-      "go-kart": 573,
-      "goblet": 572,
-      "golden retriever": 207,
-      "goldfinch, Carduelis carduelis": 11,
-      "goldfish, Carassius auratus": 1,
-      "golf ball": 574,
-      "golfcart, golf cart": 575,
-      "gondola": 576,
-      "gong, tam-tam": 577,
-      "goose": 99,
-      "gorilla, Gorilla gorilla": 366,
-      "gown": 578,
-      "grand piano, grand": 579,
-      "grasshopper, hopper": 311,
-      "great grey owl, great gray owl, Strix nebulosa": 24,
-      "great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias": 2,
-      "green lizard, Lacerta viridis": 46,
-      "green mamba": 64,
-      "green snake, grass snake": 55,
-      "greenhouse, nursery, glasshouse": 580,
-      "grey fox, gray fox, Urocyon cinereoargenteus": 280,
-      "grey whale, gray whale, devilfish, Eschrichtius gibbosus, Eschrichtius robustus": 147,
-      "grille, radiator grille": 581,
-      "grocery store, grocery, food market, market": 582,
-      "groenendael": 224,
-      "groom, bridegroom": 982,
-      "ground beetle, carabid beetle": 302,
-      "guacamole": 924,
-      "guenon, guenon monkey": 370,
-      "guillotine": 583,
-      "guinea pig, Cavia cobaya": 338,
-      "gyromitra": 993,
-      "hair slide": 584,
-      "hair spray": 585,
-      "half track": 586,
-      "hammer": 587,
-      "hammerhead, hammerhead shark": 4,
-      "hamper": 588,
-      "hamster": 333,
-      "hand blower, blow dryer, blow drier, hair dryer, hair drier": 589,
-      "hand-held computer, hand-held microcomputer": 590,
-      "handkerchief, hankie, hanky, hankey": 591,
-      "hard disc, hard disk, fixed disk": 592,
-      "hare": 331,
-      "harmonica, mouth organ, harp, mouth harp": 593,
-      "harp": 594,
-      "hartebeest": 351,
-      "harvester, reaper": 595,
-      "harvestman, daddy longlegs, Phalangium opilio": 70,
-      "hatchet": 596,
-      "hay": 958,
-      "head cabbage": 936,
-      "hen": 8,
-      "hen-of-the-woods, hen of the woods, Polyporus frondosus, Grifola frondosa": 996,
-      "hermit crab": 125,
-      "hip, rose hip, rosehip": 989,
-      "hippopotamus, hippo, river horse, Hippopotamus amphibius": 344,
-      "hog, pig, grunter, squealer, Sus scrofa": 341,
-      "hognose snake, puff adder, sand viper": 54,
-      "holster": 597,
-      "home theater, home theatre": 598,
-      "honeycomb": 599,
-      "hook, claw": 600,
-      "hoopskirt, crinoline": 601,
-      "horizontal bar, high bar": 602,
-      "hornbill": 93,
-      "horned viper, cerastes, sand viper, horned asp, Cerastes cornutus": 66,
-      "horse cart, horse-cart": 603,
-      "hot pot, hotpot": 926,
-      "hotdog, hot dog, red hot": 934,
-      "hourglass": 604,
-      "house finch, linnet, Carpodacus mexicanus": 12,
-      "howler monkey, howler": 379,
-      "hummingbird": 94,
-      "hyena, hyaena": 276,
-      "iPod": 605,
-      "ibex, Capra ibex": 350,
-      "ice bear, polar bear, Ursus Maritimus, Thalarctos maritimus": 296,
-      "ice cream, icecream": 928,
-      "ice lolly, lolly, lollipop, popsicle": 929,
-      "impala, Aepyceros melampus": 352,
-      "indigo bunting, indigo finch, indigo bird, Passerina cyanea": 14,
-      "indri, indris, Indri indri, Indri brevicaudatus": 384,
-      "iron, smoothing iron": 606,
-      "isopod": 126,
-      "jacamar": 95,
-      "jack-o'-lantern": 607,
-      "jackfruit, jak, jack": 955,
-      "jaguar, panther, Panthera onca, Felis onca": 290,
-      "jay": 17,
-      "jean, blue jean, denim": 608,
-      "jeep, landrover": 609,
-      "jellyfish": 107,
-      "jersey, T-shirt, tee shirt": 610,
-      "jigsaw puzzle": 611,
-      "jinrikisha, ricksha, rickshaw": 612,
-      "joystick": 613,
-      "junco, snowbird": 13,
-      "keeshond": 261,
-      "kelpie": 227,
-      "killer whale, killer, orca, grampus, sea wolf, Orcinus orca": 148,
-      "kimono": 614,
-      "king crab, Alaska crab, Alaskan king crab, Alaska king crab, Paralithodes camtschatica": 121,
-      "king penguin, Aptenodytes patagonica": 145,
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-      "kuvasz": 222,
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-      "platypus, duckbill, duckbilled platypus, duck-billed platypus, Ornithorhynchus anatinus": 103,
-      "plow, plough": 730,
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-      "polecat, fitch, foulmart, foumart, Mustela putorius": 358,
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-      "shopping cart": 791,
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-      "shower curtain": 794,
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-      "standard schnauzer": 198,
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-      "steel arch bridge": 821,
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-      "tiger shark, Galeocerdo cuvieri": 3,
-      "tiger, Panthera tigris": 292,
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@@ -2154,7 +153,7 @@
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