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AndreyKor
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test_trainer

Image Classification
Transformers
TensorBoard
Safetensors
vit
Generated from Trainer
Eval Results
Inference Endpoints
Model card Files Metrics Community
AndreyKor commited on
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End of training

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Files changed (10) hide show
  1. README.md +94 -0
  2. config.json +1158 -0
  3. model.safetensors +3 -0
  4. preprocessor_config.json +22 -0
  5. runs/Jan31_13-47-11_f6ea534cb264/events.out.tfevents.1706708843.f6ea534cb264.263.0 +3 -0
  6. runs/Jan31_13-47-47_f6ea534cb264/events.out.tfevents.1706708901.f6ea534cb264.263.1 +3 -0
  7. runs/Jan31_13-49-40_f6ea534cb264/events.out.tfevents.1706708984.f6ea534cb264.263.2 +3 -0
  8. runs/Jan31_13-49-40_f6ea534cb264/events.out.tfevents.1706709591.f6ea534cb264.263.3 +3 -0
  9. runs/Jan31_14-01-41_f6ea534cb264/events.out.tfevents.1706709719.f6ea534cb264.263.4 +3 -0
  10. training_args.bin +3 -0
README.md ADDED
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+ ---
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+ license: apache-2.0
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+ base_model: google/vit-base-patch16-224-in21k
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+ tags:
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+ - generated_from_trainer
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+ datasets:
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+ - imagefolder
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+ metrics:
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+ - accuracy
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+ model-index:
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+ - name: test_trainer
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+ results:
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+ - task:
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+ name: Image Classification
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+ type: image-classification
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+ dataset:
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+ name: imagefolder
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+ type: imagefolder
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+ config: default
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+ split: train
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+ args: default
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+ metrics:
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+ - name: Accuracy
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+ type: accuracy
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+ value: 0.976
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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+ should probably proofread and complete it, then remove this comment. -->
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+
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+ # test_trainer
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+
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+ This model is a fine-tuned version of [google/vit-base-patch16-224-in21k](https://huggingface.co/google/vit-base-patch16-224-in21k) on the imagefolder dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.4189
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+ - Accuracy: 0.976
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 5e-05
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+ - train_batch_size: 8
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+ - eval_batch_size: 8
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+ - seed: 42
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+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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+ - lr_scheduler_type: linear
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+ - num_epochs: 20
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Accuracy |
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+ |:-------------:|:-----:|:----:|:---------------:|:--------:|
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+ | No log | 1.0 | 125 | 1.4882 | 0.725 |
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+ | No log | 2.0 | 250 | 1.3160 | 0.796 |
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+ | No log | 3.0 | 375 | 1.1868 | 0.809 |
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+ | 1.3542 | 4.0 | 500 | 1.0752 | 0.849 |
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+ | 1.3542 | 5.0 | 625 | 0.9666 | 0.884 |
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+ | 1.3542 | 6.0 | 750 | 0.8908 | 0.908 |
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+ | 1.3542 | 7.0 | 875 | 0.8318 | 0.906 |
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+ | 0.8818 | 8.0 | 1000 | 0.7409 | 0.927 |
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+ | 0.8818 | 9.0 | 1125 | 0.6860 | 0.94 |
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+ | 0.8818 | 10.0 | 1250 | 0.6583 | 0.945 |
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+ | 0.8818 | 11.0 | 1375 | 0.5979 | 0.958 |
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+ | 0.6519 | 12.0 | 1500 | 0.5557 | 0.971 |
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+ | 0.6519 | 13.0 | 1625 | 0.5261 | 0.964 |
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+ | 0.6519 | 14.0 | 1750 | 0.5051 | 0.97 |
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+ | 0.6519 | 15.0 | 1875 | 0.4755 | 0.971 |
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+ | 0.5162 | 16.0 | 2000 | 0.4640 | 0.964 |
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+ | 0.5162 | 17.0 | 2125 | 0.4387 | 0.974 |
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+ | 0.5162 | 18.0 | 2250 | 0.4200 | 0.978 |
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+ | 0.5162 | 19.0 | 2375 | 0.4164 | 0.977 |
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+ | 0.4421 | 20.0 | 2500 | 0.4189 | 0.976 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.37.1
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+ - Pytorch 2.1.0+cu121
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+ - Datasets 2.16.1
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+ - Tokenizers 0.15.1
config.json ADDED
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+ {
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+ "_name_or_path": "google/vit-base-patch16-224-in21k",
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+ "architectures": [
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+ "ViTForImageClassification"
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+ ],
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+ "attention_probs_dropout_prob": 0.0,
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+ "encoder_stride": 16,
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+ "hidden_act": "gelu",
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+ "hidden_dropout_prob": 0.0,
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+ "hidden_size": 768,
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+ "id2label": {
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+ "0": "ABIS_BEAUTY",
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+ "1": "ABIS_BOOK",
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+ "10": "ACCESSORY_OR_PART_OR_SUPPLY",
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+ "100": "CHAIR",
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+ "101": "CHANGING_PAD_COVER",
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+ "102": "CHARGING_ADAPTER",
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+ "103": "CHARM",
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+ "104": "CHILDRENS_COSTUME",
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+ "105": "CHOCOLATE_CANDY",
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+ "106": "CLEANING_AGENT",
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+ "107": "CLEANING_BRUSH",
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+ "108": "CLOCK",
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+ "109": "CLOTHES_HANGER",
25
+ "11": "AGRICULTURAL_SUPPLIES",
26
+ "110": "CLOTHES_RACK",
27
+ "111": "COFFEE",
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+ "112": "COFFEE_MAKER",
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+ "113": "COMPUTER",
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+ "114": "COMPUTER_ADD_ON",
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+ "115": "COMPUTER_COMPONENT",
32
+ "116": "COMPUTER_COOLING_DEVICE",
33
+ "117": "COMPUTER_DRIVE_OR_STORAGE",
34
+ "118": "COMPUTER_INPUT_DEVICE",
35
+ "119": "COMPUTER_INPUT_DEVICE_ACCESSORY",
36
+ "12": "AIR_COMPRESSOR",
37
+ "120": "COMPUTER_SPEAKER",
38
+ "121": "CONDIMENT",
39
+ "122": "CONDITIONER",
40
+ "123": "CONSUMER_ELECTRONICS",
41
+ "124": "COOKIE",
42
+ "125": "COOKIE_CUTTER",
43
+ "126": "COOKING_OVEN",
44
+ "127": "COSMETIC_BRUSH",
45
+ "128": "COSMETIC_CASE",
46
+ "129": "COSMETIC_POWDER",
47
+ "13": "AIR_CONDITIONER",
48
+ "130": "COUNTERTOP_BURNER",
49
+ "131": "COUNTERTOP_GRIDDLE_APPLIANCE",
50
+ "132": "COUNTERTOP_OVEN",
51
+ "133": "CRACKER",
52
+ "134": "CURTAIN",
53
+ "135": "CUTTING_BOARD",
54
+ "136": "CYCLING_EQUIPMENT",
55
+ "137": "DAIRY_BASED_BUTTER",
56
+ "138": "DAIRY_BASED_CHEESE",
57
+ "139": "DAIRY_BASED_CREAM",
58
+ "14": "AIR_FRYER",
59
+ "140": "DAIRY_BASED_DRINK",
60
+ "141": "DAIRY_BASED_ICE_CREAM",
61
+ "142": "DEEP_FRYER",
62
+ "143": "DEHUMIDIFIER",
63
+ "144": "DESK",
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+ "145": "DIETARY_SUPPLEMENTS",
65
+ "146": "DIGITAL_DEVICE_3",
66
+ "147": "DINNERWARE",
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+ "148": "DISHWARE_BOWL",
68
+ "149": "DISHWARE_PLACE_SETTING",
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+ "15": "AIR_MATTRESS",
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+ "150": "DISHWARE_PLATE",
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+ "151": "DISHWASHER",
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+ "152": "DISHWASHER_DETERGENT",
73
+ "153": "DOORSTOP",
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+ "154": "DRESSER",
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+ "155": "DRILL",
76
+ "156": "DRILL_BITS",
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+ "157": "DRINKING_CUP",
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+ "158": "DRINKING_STRAW",
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+ "159": "DRINK_COASTER",
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+ "16": "AIR_PUMP",
81
+ "160": "DRINK_FLAVORED",
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+ "161": "DRYING_RACK",
83
+ "162": "DUTCH_OVENS",
84
+ "163": "EARMUFF",
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+ "164": "EARPLUG",
86
+ "165": "EARRING",
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+ "166": "EDIBLE_OIL_VEGETABLE",
88
+ "167": "EDUCATIONAL_SUPPLIES",
89
+ "168": "ELECTRIC_FAN",
90
+ "169": "ELECTRIC_WATER_BOILER",
91
+ "17": "AIR_PURIFIER",
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+ "170": "ELECTROMECHANICAL_GAUGE",
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+ "171": "ELECTRONIC_ADAPTER",
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+ "172": "ELECTRONIC_CABLE",
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+ "173": "ELECTRONIC_DEVICE_DOCKING_STATION",
96
+ "174": "ELECTRONIC_SWITCH",
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+ "175": "ENVELOPE",
98
+ "176": "ESSENTIAL_OIL",
99
+ "177": "EXERCISE_BAND",
100
+ "178": "EXERCISE_MAT",
101
+ "179": "EYEBROW_COLOR",
102
+ "18": "AMAZON_BOOK_READER_ACCESSORY",
103
+ "180": "EYELID_COLOR",
104
+ "181": "EYEWEAR",
105
+ "182": "FACE_SHAPING_MAKEUP",
106
+ "183": "FACIAL_TISSUE",
107
+ "184": "FASHIONEARRING",
108
+ "185": "FASHIONNECKLACEBRACELETANKLET",
109
+ "186": "FASHIONOTHER",
110
+ "187": "FASHIONRING",
111
+ "188": "FASTENER_DRIVE_BIT",
112
+ "189": "FAUCET",
113
+ "19": "AMAZON_TABLET_ACCESSORY",
114
+ "190": "FIGURINE",
115
+ "191": "FILE_FOLDER",
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+ "192": "FINEEARRING",
117
+ "193": "FINENECKLACEBRACELETANKLET",
118
+ "194": "FINEOTHER",
119
+ "195": "FINERING",
120
+ "196": "FIRST_AID_KIT",
121
+ "197": "FISH",
122
+ "198": "FISHING_EQUIPMENT",
123
+ "199": "FITNESS_BENCH",
124
+ "2": "ABIS_DRUGSTORE",
125
+ "20": "ANIMAL_LITTER",
126
+ "200": "FLASH_DRIVE",
127
+ "201": "FLASH_MEMORY",
128
+ "202": "FLATWARE",
129
+ "203": "FLAT_SCREEN_DISPLAY_MOUNT",
130
+ "204": "FLAT_SHEET",
131
+ "205": "FLAVORED_DRINK_CONCENTRATE",
132
+ "206": "FLOUR",
133
+ "207": "FOOD_BLENDER",
134
+ "208": "FOOD_DEHYDRATOR",
135
+ "209": "FOOD_MIXER",
136
+ "21": "ANTENNA",
137
+ "210": "FOOD_PREPARATION_MOLD",
138
+ "211": "FOOD_PROCESSOR",
139
+ "212": "FOOD_SERVICE_SUPPLY",
140
+ "213": "FOOD_SLICER",
141
+ "214": "FOOD_STORAGE_BAG",
142
+ "215": "FOUNTAIN",
143
+ "216": "FREESTANDING_SHELTER",
144
+ "217": "FRUIT",
145
+ "218": "FRUIT_SNACK",
146
+ "219": "FUEL_PUMP",
147
+ "22": "AREA_DEODORIZER",
148
+ "220": "FURNITURE",
149
+ "221": "FURNITURE_COVER",
150
+ "222": "FURNITURE_LINER",
151
+ "223": "GAME_DICE",
152
+ "224": "GARLIC_PRESS",
153
+ "225": "GOLF_CLUB",
154
+ "226": "GOLF_CLUB_BAG",
155
+ "227": "GPS_OR_NAVIGATION_ACCESSORY",
156
+ "228": "GPS_OR_NAVIGATION_SYSTEM",
157
+ "229": "GROCERY",
158
+ "23": "ARTIFICIAL_PLANT",
159
+ "230": "GUITARS",
160
+ "231": "HAIR_BRUSH",
161
+ "232": "HAIR_CLEANER_CONDITIONER",
162
+ "233": "HAIR_COLORING_AGENT",
163
+ "234": "HAIR_COMB",
164
+ "235": "HAIR_IRON",
165
+ "236": "HAIR_REMOVAL_AGENT",
166
+ "237": "HAIR_STYLING_AGENT",
167
+ "238": "HANDBAG",
168
+ "239": "HARDWARE",
169
+ "24": "ARTIFICIAL_TREE",
170
+ "240": "HARDWARE_CLAMP_VISE",
171
+ "241": "HARDWARE_HANDLE",
172
+ "242": "HARDWARE_HINGE",
173
+ "243": "HARDWARE_TUBING",
174
+ "244": "HAT",
175
+ "245": "HEADBOARD",
176
+ "246": "HEADPHONES",
177
+ "247": "HEALTH_PERSONAL_CARE",
178
+ "248": "HERB",
179
+ "249": "HERBAL_SUPPLEMENT",
180
+ "25": "ART_AND_CRAFT_SUPPLY",
181
+ "250": "HOME",
182
+ "251": "HOME_BED_AND_BATH",
183
+ "252": "HOME_FURNITURE_AND_DECOR",
184
+ "253": "HOME_LIGHTING_ACCESSORY",
185
+ "254": "HOME_LIGHTING_AND_LAMPS",
186
+ "255": "HOME_MIRROR",
187
+ "256": "HOME_ORGANIZERS_AND_STORAGE",
188
+ "257": "HONEY",
189
+ "258": "HUMIDIFIER",
190
+ "259": "ICE_CHEST",
191
+ "26": "ASTRINGENT_SUBSTANCE",
192
+ "260": "ICE_CUBE_TRAY",
193
+ "261": "INCENSE",
194
+ "262": "INFANT_TODDLER_CAR_SEAT",
195
+ "263": "INKJET_PRINTER_INK",
196
+ "264": "INK_OR_TONER",
197
+ "265": "INPUT_MOUSE",
198
+ "266": "INPUT_PEN",
199
+ "267": "INSTRUMENT_PARTS_AND_ACCESSORIES",
200
+ "268": "JANITORIAL_SUPPLY",
201
+ "269": "JAR",
202
+ "27": "AUDIO_OR_VIDEO",
203
+ "270": "JERKY",
204
+ "271": "JEWELRY",
205
+ "272": "JEWELRY_SET",
206
+ "273": "JEWELRY_STORAGE",
207
+ "274": "JUICER",
208
+ "275": "JUICE_AND_JUICE_DRINK",
209
+ "276": "KEYBOARDS",
210
+ "277": "KICK_SCOOTER",
211
+ "278": "KITCHEN",
212
+ "279": "KITCHEN_KNIFE",
213
+ "28": "AUTO_ACCESSORY",
214
+ "280": "KITCHEN_TOOLS",
215
+ "281": "KNIFE_BLOCK_SET",
216
+ "282": "LABEL",
217
+ "283": "LAB_SUPPLY",
218
+ "284": "LADDER",
219
+ "285": "LAMP",
220
+ "286": "LANDLINE_PHONE",
221
+ "287": "LAUNDRY_APPLIANCE",
222
+ "288": "LAUNDRY_DETERGENT",
223
+ "289": "LAUNDRY_HAMPER",
224
+ "29": "AUTO_CHEMICAL",
225
+ "290": "LEAVENING_AGENT",
226
+ "291": "LEGUME",
227
+ "292": "LEHENGA_CHOLI_SET",
228
+ "293": "LEOTARD",
229
+ "294": "LICENSE_PLATE_ATTACHMENT",
230
+ "295": "LIGHT_BULB",
231
+ "296": "LIGHT_FIXTURE",
232
+ "297": "LIGHT_SOURCE",
233
+ "298": "LIP_BALM",
234
+ "299": "LIP_COLOR",
235
+ "3": "ABIS_ELECTRONICS",
236
+ "30": "AUTO_OIL",
237
+ "300": "LITTER_BOX",
238
+ "301": "LOCK",
239
+ "302": "LUGGAGE",
240
+ "303": "MAJOR_HOME_APPLIANCES",
241
+ "304": "MANUAL_SHAVING_RAZOR",
242
+ "305": "MARKING_PEN",
243
+ "306": "MASCARA",
244
+ "307": "MASSAGER",
245
+ "308": "MASSAGE_STICK",
246
+ "309": "MATTRESS",
247
+ "31": "AUTO_PART",
248
+ "310": "MEAL_HOLDER",
249
+ "311": "MEAT",
250
+ "312": "MECHANICAL_COMPONENTS",
251
+ "313": "MECHANICAL_LIGHTER",
252
+ "314": "MEDIA_STORAGE",
253
+ "315": "MEDICATION",
254
+ "316": "MEMORY_READER",
255
+ "317": "MICROPHONE",
256
+ "318": "MICROSCOPES",
257
+ "319": "MICROWAVE_OVEN",
258
+ "32": "AV_FURNITURE",
259
+ "320": "MILK_SUBSTITUTE",
260
+ "321": "MINERAL_SUPPLEMENT",
261
+ "322": "MONITOR",
262
+ "323": "MOUSE_PAD",
263
+ "324": "MOUTHWASH",
264
+ "325": "MULTIPORT_HUB",
265
+ "326": "MULTITOOL",
266
+ "327": "MUSCLE_ROLLER",
267
+ "328": "NAIL_POLISH",
268
+ "329": "NECKLACE",
269
+ "33": "AV_RECEIVER",
270
+ "330": "NECKTIE",
271
+ "331": "NETWORKING_DEVICE",
272
+ "332": "NETWORKING_ROUTER",
273
+ "333": "NETWORK_INTERFACE_CONTROLLER_ADAPTER",
274
+ "334": "NON_DAIRY_CREAM",
275
+ "335": "NON_RIDING_TOY_VEHICLE",
276
+ "336": "NOODLE",
277
+ "337": "NOTEBOOK_COMPUTER",
278
+ "338": "NUTRITIONAL_SUPPLEMENT",
279
+ "339": "NUTS",
280
+ "34": "BABY_BOTTLE",
281
+ "340": "NUT_BUTTER",
282
+ "341": "OFFICE_ELECTRONICS",
283
+ "342": "OFFICE_PRODUCTS",
284
+ "343": "ORTHOPEDIC_BRACE",
285
+ "344": "OTC_MEDICATION",
286
+ "345": "OTTOMAN",
287
+ "346": "OUTBUILDING",
288
+ "347": "OUTDOOR_LIVING",
289
+ "348": "OUTDOOR_RECREATION_PRODUCT",
290
+ "349": "OVERALLS",
291
+ "35": "BABY_PRODUCT",
292
+ "350": "PACIFIER",
293
+ "351": "PACKAGED_SOUP_AND_STEW",
294
+ "352": "PANTRY",
295
+ "353": "PAPER_PRODUCT",
296
+ "354": "PAPER_TOWEL_HOLDER",
297
+ "355": "PASTRY",
298
+ "356": "PERCUSSION_INSTRUMENTS",
299
+ "357": "PERSONAL_CARE_APPLIANCE",
300
+ "358": "PERSONAL_COMPUTER",
301
+ "359": "PERSONAL_PILL_DISPENSER",
302
+ "36": "BACKPACK",
303
+ "360": "PET_APPAREL",
304
+ "361": "PET_PEST_CONTROL",
305
+ "362": "PET_SUPPLIES",
306
+ "363": "PET_TOY",
307
+ "364": "PHONE",
308
+ "365": "PHONE_ACCESSORY",
309
+ "366": "PICTURE_FRAME",
310
+ "367": "PILLOW",
311
+ "368": "PINBOARD",
312
+ "369": "PITCHER",
313
+ "37": "BADGE_HOLDER",
314
+ "370": "PLACEMAT",
315
+ "371": "PLANTER",
316
+ "372": "PLIERS",
317
+ "373": "PLUMBING_FIXTURE",
318
+ "374": "POPCORN",
319
+ "375": "PORTABLE_AUDIO",
320
+ "376": "PORTABLE_AV_DEVICE",
321
+ "377": "PORTABLE_ELECTRONIC_DEVICE_COVER",
322
+ "378": "PORTABLE_ELECTRONIC_DEVICE_MOUNT",
323
+ "379": "PORTABLE_ELECTRONIC_DEVICE_STAND",
324
+ "38": "BAG",
325
+ "380": "PORTABLE_STOVE",
326
+ "381": "PORTABLE_TOOL_BOX",
327
+ "382": "POT_HOLDER",
328
+ "383": "POULTRY",
329
+ "384": "POWERSPORTS_VEHICLE_PART",
330
+ "385": "POWER_BANK",
331
+ "386": "POWER_CONVERTER",
332
+ "387": "POWER_STRIP",
333
+ "388": "POWER_SUPPLIES_OR_PROTECTION",
334
+ "389": "PRESSURE_COOKER",
335
+ "39": "BAKEWARE",
336
+ "390": "PRETZEL",
337
+ "391": "PRINTER",
338
+ "392": "PRINT_COPY_PAPER",
339
+ "393": "PROFESSIONAL_HEALTHCARE",
340
+ "394": "PROTEIN_SUPPLEMENT_POWDER",
341
+ "395": "PUMP_DISPENSER",
342
+ "396": "PUNCHING_BAG",
343
+ "397": "PUZZLES",
344
+ "398": "RADIO",
345
+ "399": "RAZOR_BLADE_CARTRIDGE",
346
+ "4": "ABIS_HOME_IMPROVEMENT",
347
+ "40": "BAKING_CUP",
348
+ "400": "RECEIVER_OR_AMPLIFIER",
349
+ "401": "RECREATION_BALL",
350
+ "402": "REFRIGERATION_APPLIANCE",
351
+ "403": "REFRIGERATOR",
352
+ "404": "REMOTE_CONTROL",
353
+ "405": "RICE_COOKERS",
354
+ "406": "RICE_MIX",
355
+ "407": "RING",
356
+ "408": "ROASTING_PAN",
357
+ "409": "ROOM_DIVIDER",
358
+ "41": "BAKING_MIX",
359
+ "410": "ROWING_MACHINE",
360
+ "411": "RUG",
361
+ "412": "RUG_PAD",
362
+ "413": "SAFE",
363
+ "414": "SAFETY_GLASSES",
364
+ "415": "SAFETY_SUPPLY",
365
+ "416": "SALAD_DRESSING",
366
+ "417": "SANDAL",
367
+ "418": "SAUCE",
368
+ "419": "SAUTE_FRY_PAN",
369
+ "42": "BAKING_PAN",
370
+ "420": "SAW_BLADE",
371
+ "421": "SCANNER",
372
+ "422": "SCISSORS",
373
+ "423": "SCREEN_PROTECTOR",
374
+ "424": "SCREWDRIVER",
375
+ "425": "SCULPTURE",
376
+ "426": "SEALS",
377
+ "427": "SECURITY_CAMERA",
378
+ "428": "SECURITY_ELECTRONICS",
379
+ "429": "SELF_STICK_NOTE",
380
+ "43": "BAKING_PAPER",
381
+ "430": "SHAMPOO",
382
+ "431": "SHEET_PAN",
383
+ "432": "SHELF",
384
+ "433": "SHELLFISH",
385
+ "434": "SHIPPING_BOX",
386
+ "435": "SHOES",
387
+ "436": "SHOE_INSERT",
388
+ "437": "SHOVEL_SPADE",
389
+ "438": "SHOWERHEAD",
390
+ "439": "SKATEBOARD",
391
+ "44": "BARBECUE_GRILL",
392
+ "440": "SKIN_CLEANING_AGENT",
393
+ "441": "SKIN_CLEANING_WIPE",
394
+ "442": "SKIN_EXFOLIANT",
395
+ "443": "SKIN_FOUNDATION_CONCEALER",
396
+ "444": "SKIN_MOISTURIZER",
397
+ "445": "SKIN_TREATMENT_MASK",
398
+ "446": "SLEEPING_BAG",
399
+ "447": "SLEEP_MASK",
400
+ "448": "SLOW_COOKER",
401
+ "449": "SMALL_HOME_APPLIANCES",
402
+ "45": "BARBELL",
403
+ "450": "SNACK_CHIP_AND_CRISP",
404
+ "451": "SNACK_FOOD_BAR",
405
+ "452": "SNACK_MIX",
406
+ "453": "SOFA",
407
+ "454": "SOUND_AND_RECORDING_EQUIPMENT",
408
+ "455": "SOUS_VIDE_MACHINE",
409
+ "456": "SPEAKERS",
410
+ "457": "SPIRITS",
411
+ "458": "SPORTING_GOODS",
412
+ "459": "SPORT_RACKET",
413
+ "46": "BASKET",
414
+ "460": "SPORT_TABLE_GAME",
415
+ "461": "STAPLER",
416
+ "462": "STATIONARY_BICYCLE",
417
+ "463": "STEERING_WHEEL_COVER",
418
+ "464": "STICKER_DECAL",
419
+ "465": "STOOL_SEATING",
420
+ "466": "STORAGE_BAG",
421
+ "467": "STORAGE_BINDER",
422
+ "468": "STORAGE_BOX",
423
+ "469": "STORAGE_DRAWER",
424
+ "47": "BATHWATER_ADDITIVE",
425
+ "470": "STORAGE_HOOK",
426
+ "471": "STORAGE_RACK",
427
+ "472": "STRINGED_INSTRUMENTS",
428
+ "473": "STRING_LIGHT",
429
+ "474": "STROLLER",
430
+ "475": "SUGAR",
431
+ "476": "SUGAR_CANDY",
432
+ "477": "SUGAR_SUBSTITUTE",
433
+ "478": "SUITCASE",
434
+ "479": "SUNGLASSES",
435
+ "48": "BATTERY",
436
+ "480": "SUNSCREEN",
437
+ "481": "SURVEILANCE_SYSTEMS",
438
+ "482": "SWATCH",
439
+ "483": "SWEATBAND",
440
+ "484": "SWING",
441
+ "485": "SYSTEM_POWER_DEVICE",
442
+ "486": "TABLE",
443
+ "487": "TABLETOP_GAME",
444
+ "488": "TEA",
445
+ "489": "TEACHING_EQUIPMENT",
446
+ "49": "BEAN_BAG_CHAIR",
447
+ "490": "TECHNICAL_SPORT_SHOE",
448
+ "491": "TELESCOPE",
449
+ "492": "TELEVISION",
450
+ "493": "TENT",
451
+ "494": "TERMINAL_BLOCK",
452
+ "495": "THERMOMETER",
453
+ "496": "THERMOPLASTIC_FILAMENT",
454
+ "497": "THERMOS",
455
+ "498": "THICKENING_AGENT",
456
+ "499": "TIMER",
457
+ "5": "ABIS_KITCHEN",
458
+ "50": "BEAUTY",
459
+ "500": "TOASTER",
460
+ "501": "TOILET_PAPER_HOLDER",
461
+ "502": "TOILET_SEAT",
462
+ "503": "TOOLS",
463
+ "504": "TOOTHBRUSH",
464
+ "505": "TOOTHBRUSH_HOLDER",
465
+ "506": "TOOTH_CLEANING_AGENT",
466
+ "507": "TOTE_BAG",
467
+ "508": "TOWEL_HOLDER",
468
+ "509": "TOYS_AND_GAMES",
469
+ "51": "BED",
470
+ "510": "TOY_BUILDING_BLOCK",
471
+ "511": "TOY_FIGURE",
472
+ "512": "TOY_SLIME",
473
+ "513": "TRACK_SUIT",
474
+ "514": "TRANSPORT_RACK",
475
+ "515": "TRASH_CAN",
476
+ "516": "TWO_WAY_RADIO",
477
+ "517": "UMBRELLA",
478
+ "518": "UTILITY_CART_WAGON",
479
+ "519": "UTILITY_KNIFE",
480
+ "52": "BED_FRAME",
481
+ "520": "VACUUM_CLEANER",
482
+ "521": "VACUUM_SEALER_MACHINE",
483
+ "522": "VALVE",
484
+ "523": "VASE",
485
+ "524": "VEGETABLE",
486
+ "525": "VEHICLE_INTERIOR_SHADE",
487
+ "526": "VEHICLE_LIGHT_ASSEMBLY",
488
+ "527": "VEHICLE_LIGHT_BULB",
489
+ "528": "VEHICLE_MIRROR",
490
+ "529": "VEHICLE_SAFETY_CAMERA",
491
+ "53": "BENCH",
492
+ "530": "VEHICLE_SCAN_TOOL",
493
+ "531": "VEHICLE_SEAT_COVER",
494
+ "532": "VEST",
495
+ "533": "VIDEO_DEVICE",
496
+ "534": "VIDEO_GAME_ACCESSORIES",
497
+ "535": "VIDEO_PROJECTOR",
498
+ "536": "VINE",
499
+ "537": "VINEGAR",
500
+ "538": "VITAMIN",
501
+ "539": "VIVARIUM",
502
+ "54": "BINOCULAR",
503
+ "540": "WAIST_CINCHER",
504
+ "541": "WALKING_STICK",
505
+ "542": "WALLET",
506
+ "543": "WALLPAPER",
507
+ "544": "WALL_ART",
508
+ "545": "WASHER_DRYER_COMBINATION",
509
+ "546": "WASTE_BAG",
510
+ "547": "WATCH",
511
+ "548": "WATER",
512
+ "549": "WATER_FLOTATION_DEVICE",
513
+ "55": "BISS",
514
+ "550": "WATER_PUMP",
515
+ "551": "WATER_PURIFICATION_UNIT",
516
+ "552": "WEIGH_SCALE",
517
+ "553": "WHEEL",
518
+ "554": "WHEEL_CUTTER",
519
+ "555": "WILDLIFE_FEEDER",
520
+ "556": "WINDOW_SHADE",
521
+ "557": "WINE",
522
+ "558": "WIRELESS_ACCESSORY",
523
+ "559": "WIRELESS_LOCKED_PHONE",
524
+ "56": "BLANKET",
525
+ "560": "WOUND_DRESSING",
526
+ "561": "WRENCH",
527
+ "562": "WRITING_BOARD",
528
+ "563": "WRITING_INSTRUMENT",
529
+ "564": "WRITING_PAPER",
530
+ "57": "BLANK_MEDIA",
531
+ "58": "BLOOD_PRESSURE_MONITOR",
532
+ "59": "BODY_DEODORANT",
533
+ "6": "ABIS_LAWN_AND_GARDEN",
534
+ "60": "BODY_LUBRICANT",
535
+ "61": "BODY_POSITIONER",
536
+ "62": "BOOKEND",
537
+ "63": "BOOT",
538
+ "64": "BOTTLE",
539
+ "65": "BOTTLE_OPENER",
540
+ "66": "BOTTLE_RACK",
541
+ "67": "BOXING_GLOVE",
542
+ "68": "BRACELET",
543
+ "69": "BREAD",
544
+ "7": "ABIS_PET_PRODUCTS",
545
+ "70": "BREAD_MAKING_MACHINE",
546
+ "71": "BREAKFAST_CEREAL",
547
+ "72": "BROOM",
548
+ "73": "BUCKET",
549
+ "74": "BUILDING_MATERIAL",
550
+ "75": "CABINET",
551
+ "76": "CADDY",
552
+ "77": "CAKE",
553
+ "78": "CALCULATOR",
554
+ "79": "CAMCORDER",
555
+ "8": "ABIS_VIDEO_GAMES",
556
+ "80": "CAMERA_BAGS_AND_CASES",
557
+ "81": "CAMERA_FLASH",
558
+ "82": "CAMERA_LENS_FILTERS",
559
+ "83": "CAMERA_OTHER_ACCESSORIES",
560
+ "84": "CAMERA_SUPPORT",
561
+ "85": "CAMERA_TRIPOD",
562
+ "86": "CANDLE",
563
+ "87": "CANDLE_HOLDER",
564
+ "88": "CANDY",
565
+ "89": "CAN_OPENER",
566
+ "9": "ACCESSORY",
567
+ "90": "CARD_STOCK",
568
+ "91": "CARGO_STRAP",
569
+ "92": "CARRYING_CASE_OR_BAG",
570
+ "93": "CAR_AUDIO_OR_THEATER",
571
+ "94": "CAR_ELECTRONICS",
572
+ "95": "CASSEROLES",
573
+ "96": "CELLULAR_PHONE",
574
+ "97": "CELLULAR_PHONE_CASE",
575
+ "98": "CE_ACCESSORY",
576
+ "99": "CE_CARRYING_CASE_OR_BAG"
577
+ },
578
+ "image_size": 224,
579
+ "initializer_range": 0.02,
580
+ "intermediate_size": 3072,
581
+ "label2id": {
582
+ "ABIS_BEAUTY": "0",
583
+ "ABIS_BOOK": "1",
584
+ "ABIS_DRUGSTORE": "2",
585
+ "ABIS_ELECTRONICS": "3",
586
+ "ABIS_HOME_IMPROVEMENT": "4",
587
+ "ABIS_KITCHEN": "5",
588
+ "ABIS_LAWN_AND_GARDEN": "6",
589
+ "ABIS_PET_PRODUCTS": "7",
590
+ "ABIS_VIDEO_GAMES": "8",
591
+ "ACCESSORY": "9",
592
+ "ACCESSORY_OR_PART_OR_SUPPLY": "10",
593
+ "AGRICULTURAL_SUPPLIES": "11",
594
+ "AIR_COMPRESSOR": "12",
595
+ "AIR_CONDITIONER": "13",
596
+ "AIR_FRYER": "14",
597
+ "AIR_MATTRESS": "15",
598
+ "AIR_PUMP": "16",
599
+ "AIR_PURIFIER": "17",
600
+ "AMAZON_BOOK_READER_ACCESSORY": "18",
601
+ "AMAZON_TABLET_ACCESSORY": "19",
602
+ "ANIMAL_LITTER": "20",
603
+ "ANTENNA": "21",
604
+ "AREA_DEODORIZER": "22",
605
+ "ARTIFICIAL_PLANT": "23",
606
+ "ARTIFICIAL_TREE": "24",
607
+ "ART_AND_CRAFT_SUPPLY": "25",
608
+ "ASTRINGENT_SUBSTANCE": "26",
609
+ "AUDIO_OR_VIDEO": "27",
610
+ "AUTO_ACCESSORY": "28",
611
+ "AUTO_CHEMICAL": "29",
612
+ "AUTO_OIL": "30",
613
+ "AUTO_PART": "31",
614
+ "AV_FURNITURE": "32",
615
+ "AV_RECEIVER": "33",
616
+ "BABY_BOTTLE": "34",
617
+ "BABY_PRODUCT": "35",
618
+ "BACKPACK": "36",
619
+ "BADGE_HOLDER": "37",
620
+ "BAG": "38",
621
+ "BAKEWARE": "39",
622
+ "BAKING_CUP": "40",
623
+ "BAKING_MIX": "41",
624
+ "BAKING_PAN": "42",
625
+ "BAKING_PAPER": "43",
626
+ "BARBECUE_GRILL": "44",
627
+ "BARBELL": "45",
628
+ "BASKET": "46",
629
+ "BATHWATER_ADDITIVE": "47",
630
+ "BATTERY": "48",
631
+ "BEAN_BAG_CHAIR": "49",
632
+ "BEAUTY": "50",
633
+ "BED": "51",
634
+ "BED_FRAME": "52",
635
+ "BENCH": "53",
636
+ "BINOCULAR": "54",
637
+ "BISS": "55",
638
+ "BLANKET": "56",
639
+ "BLANK_MEDIA": "57",
640
+ "BLOOD_PRESSURE_MONITOR": "58",
641
+ "BODY_DEODORANT": "59",
642
+ "BODY_LUBRICANT": "60",
643
+ "BODY_POSITIONER": "61",
644
+ "BOOKEND": "62",
645
+ "BOOT": "63",
646
+ "BOTTLE": "64",
647
+ "BOTTLE_OPENER": "65",
648
+ "BOTTLE_RACK": "66",
649
+ "BOXING_GLOVE": "67",
650
+ "BRACELET": "68",
651
+ "BREAD": "69",
652
+ "BREAD_MAKING_MACHINE": "70",
653
+ "BREAKFAST_CEREAL": "71",
654
+ "BROOM": "72",
655
+ "BUCKET": "73",
656
+ "BUILDING_MATERIAL": "74",
657
+ "CABINET": "75",
658
+ "CADDY": "76",
659
+ "CAKE": "77",
660
+ "CALCULATOR": "78",
661
+ "CAMCORDER": "79",
662
+ "CAMERA_BAGS_AND_CASES": "80",
663
+ "CAMERA_FLASH": "81",
664
+ "CAMERA_LENS_FILTERS": "82",
665
+ "CAMERA_OTHER_ACCESSORIES": "83",
666
+ "CAMERA_SUPPORT": "84",
667
+ "CAMERA_TRIPOD": "85",
668
+ "CANDLE": "86",
669
+ "CANDLE_HOLDER": "87",
670
+ "CANDY": "88",
671
+ "CAN_OPENER": "89",
672
+ "CARD_STOCK": "90",
673
+ "CARGO_STRAP": "91",
674
+ "CARRYING_CASE_OR_BAG": "92",
675
+ "CAR_AUDIO_OR_THEATER": "93",
676
+ "CAR_ELECTRONICS": "94",
677
+ "CASSEROLES": "95",
678
+ "CELLULAR_PHONE": "96",
679
+ "CELLULAR_PHONE_CASE": "97",
680
+ "CE_ACCESSORY": "98",
681
+ "CE_CARRYING_CASE_OR_BAG": "99",
682
+ "CHAIR": "100",
683
+ "CHANGING_PAD_COVER": "101",
684
+ "CHARGING_ADAPTER": "102",
685
+ "CHARM": "103",
686
+ "CHILDRENS_COSTUME": "104",
687
+ "CHOCOLATE_CANDY": "105",
688
+ "CLEANING_AGENT": "106",
689
+ "CLEANING_BRUSH": "107",
690
+ "CLOCK": "108",
691
+ "CLOTHES_HANGER": "109",
692
+ "CLOTHES_RACK": "110",
693
+ "COFFEE": "111",
694
+ "COFFEE_MAKER": "112",
695
+ "COMPUTER": "113",
696
+ "COMPUTER_ADD_ON": "114",
697
+ "COMPUTER_COMPONENT": "115",
698
+ "COMPUTER_COOLING_DEVICE": "116",
699
+ "COMPUTER_DRIVE_OR_STORAGE": "117",
700
+ "COMPUTER_INPUT_DEVICE": "118",
701
+ "COMPUTER_INPUT_DEVICE_ACCESSORY": "119",
702
+ "COMPUTER_SPEAKER": "120",
703
+ "CONDIMENT": "121",
704
+ "CONDITIONER": "122",
705
+ "CONSUMER_ELECTRONICS": "123",
706
+ "COOKIE": "124",
707
+ "COOKIE_CUTTER": "125",
708
+ "COOKING_OVEN": "126",
709
+ "COSMETIC_BRUSH": "127",
710
+ "COSMETIC_CASE": "128",
711
+ "COSMETIC_POWDER": "129",
712
+ "COUNTERTOP_BURNER": "130",
713
+ "COUNTERTOP_GRIDDLE_APPLIANCE": "131",
714
+ "COUNTERTOP_OVEN": "132",
715
+ "CRACKER": "133",
716
+ "CURTAIN": "134",
717
+ "CUTTING_BOARD": "135",
718
+ "CYCLING_EQUIPMENT": "136",
719
+ "DAIRY_BASED_BUTTER": "137",
720
+ "DAIRY_BASED_CHEESE": "138",
721
+ "DAIRY_BASED_CREAM": "139",
722
+ "DAIRY_BASED_DRINK": "140",
723
+ "DAIRY_BASED_ICE_CREAM": "141",
724
+ "DEEP_FRYER": "142",
725
+ "DEHUMIDIFIER": "143",
726
+ "DESK": "144",
727
+ "DIETARY_SUPPLEMENTS": "145",
728
+ "DIGITAL_DEVICE_3": "146",
729
+ "DINNERWARE": "147",
730
+ "DISHWARE_BOWL": "148",
731
+ "DISHWARE_PLACE_SETTING": "149",
732
+ "DISHWARE_PLATE": "150",
733
+ "DISHWASHER": "151",
734
+ "DISHWASHER_DETERGENT": "152",
735
+ "DOORSTOP": "153",
736
+ "DRESSER": "154",
737
+ "DRILL": "155",
738
+ "DRILL_BITS": "156",
739
+ "DRINKING_CUP": "157",
740
+ "DRINKING_STRAW": "158",
741
+ "DRINK_COASTER": "159",
742
+ "DRINK_FLAVORED": "160",
743
+ "DRYING_RACK": "161",
744
+ "DUTCH_OVENS": "162",
745
+ "EARMUFF": "163",
746
+ "EARPLUG": "164",
747
+ "EARRING": "165",
748
+ "EDIBLE_OIL_VEGETABLE": "166",
749
+ "EDUCATIONAL_SUPPLIES": "167",
750
+ "ELECTRIC_FAN": "168",
751
+ "ELECTRIC_WATER_BOILER": "169",
752
+ "ELECTROMECHANICAL_GAUGE": "170",
753
+ "ELECTRONIC_ADAPTER": "171",
754
+ "ELECTRONIC_CABLE": "172",
755
+ "ELECTRONIC_DEVICE_DOCKING_STATION": "173",
756
+ "ELECTRONIC_SWITCH": "174",
757
+ "ENVELOPE": "175",
758
+ "ESSENTIAL_OIL": "176",
759
+ "EXERCISE_BAND": "177",
760
+ "EXERCISE_MAT": "178",
761
+ "EYEBROW_COLOR": "179",
762
+ "EYELID_COLOR": "180",
763
+ "EYEWEAR": "181",
764
+ "FACE_SHAPING_MAKEUP": "182",
765
+ "FACIAL_TISSUE": "183",
766
+ "FASHIONEARRING": "184",
767
+ "FASHIONNECKLACEBRACELETANKLET": "185",
768
+ "FASHIONOTHER": "186",
769
+ "FASHIONRING": "187",
770
+ "FASTENER_DRIVE_BIT": "188",
771
+ "FAUCET": "189",
772
+ "FIGURINE": "190",
773
+ "FILE_FOLDER": "191",
774
+ "FINEEARRING": "192",
775
+ "FINENECKLACEBRACELETANKLET": "193",
776
+ "FINEOTHER": "194",
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