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import datasets |
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from datasets.data_files import DataFilesDict |
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from datasets.packaged_modules.imagefolder.imagefolder import ImageFolder, ImageFolderConfig |
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logger = datasets.logging.get_logger(__name__) |
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class SUN397(ImageFolder): |
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R""" |
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SUN397 dataset for image classification. |
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""" |
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BUILDER_CONFIG_CLASS = ImageFolderConfig |
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BUILDER_CONFIGS = [ |
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ImageFolderConfig( |
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name="default", |
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features=("images", "labels"), |
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data_files=DataFilesDict({split: f"data/{split}.zip" for split in ["train", "test"]}), |
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) |
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] |
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classnames = [ |
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"abbey", |
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"airplane cabin", |
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"airport terminal", |
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"alley", |
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"amphitheater", |
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"amusement arcade", |
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"amusement park", |
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"anechoic chamber", |
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"apartment building outdoor", |
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"apse indoor", |
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"aquarium", |
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"aqueduct", |
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"arch", |
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"archive", |
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"arrival gate outdoor", |
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"art gallery", |
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"art school", |
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"art studio", |
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"assembly line", |
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"athletic field outdoor", |
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"atrium public", |
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"attic", |
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"auditorium", |
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"auto factory", |
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"badlands", |
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"badminton court indoor", |
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"baggage claim", |
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"bakery shop", |
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"balcony exterior", |
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"balcony interior", |
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"ball pit", |
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"ballroom", |
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"bamboo forest", |
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"banquet hall", |
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"bar", |
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"barn", |
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"barndoor", |
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"baseball field", |
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"basement", |
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"basilica", |
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"basketball court outdoor", |
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"bathroom", |
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"batters box", |
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"bayou", |
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"bazaar indoor", |
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"bazaar outdoor", |
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"beach", |
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"beauty salon", |
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"bedroom", |
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"berth", |
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"biology laboratory", |
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"bistro indoor", |
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"boardwalk", |
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"boat deck", |
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"boathouse", |
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"bookstore", |
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"booth indoor", |
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"botanical garden", |
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"bow window indoor", |
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"bow window outdoor", |
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"bowling alley", |
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"boxing ring", |
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"brewery indoor", |
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"bridge", |
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"building facade", |
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"bullring", |
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"burial chamber", |
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"bus interior", |
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"butchers shop", |
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"butte", |
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"cabin outdoor", |
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"cafeteria", |
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"campsite", |
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"campus", |
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"canal natural", |
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"canal urban", |
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"candy store", |
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"canyon", |
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"car interior backseat", |
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"car interior frontseat", |
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"carrousel", |
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"casino indoor", |
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"castle", |
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"catacomb", |
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"cathedral indoor", |
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"cathedral outdoor", |
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"cavern indoor", |
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"cemetery", |
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"chalet", |
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"cheese factory", |
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"chemistry lab", |
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"chicken coop indoor", |
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"chicken coop outdoor", |
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"childs room", |
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"church indoor", |
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"church outdoor", |
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"classroom", |
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"clean room", |
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"cliff", |
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"cloister indoor", |
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"closet", |
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"clothing store", |
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"coast", |
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"cockpit", |
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"coffee shop", |
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"computer room", |
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"conference center", |
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"conference room", |
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"construction site", |
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"control room", |
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"control tower outdoor", |
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"corn field", |
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"corral", |
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"corridor", |
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"cottage garden", |
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"courthouse", |
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"courtroom", |
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"courtyard", |
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"covered bridge exterior", |
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"creek", |
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"crevasse", |
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"crosswalk", |
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"cubicle office", |
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"dam", |
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"delicatessen", |
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"dentists office", |
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"desert sand", |
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"desert vegetation", |
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"diner indoor", |
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"diner outdoor", |
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"dinette home", |
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"dinette vehicle", |
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"dining car", |
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"dining room", |
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"discotheque", |
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"dock", |
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"doorway outdoor", |
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"dorm room", |
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"driveway", |
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"driving range outdoor", |
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"drugstore", |
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"electrical substation", |
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"elevator door", |
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"elevator interior", |
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"elevator shaft", |
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"engine room", |
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"escalator indoor", |
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"excavation", |
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"factory indoor", |
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"fairway", |
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"fastfood restaurant", |
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"field cultivated", |
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"field wild", |
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"fire escape", |
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"fire station", |
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"firing range indoor", |
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"fishpond", |
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"florist shop indoor", |
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"food court", |
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"forest broadleaf", |
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"forest needleleaf", |
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"forest path", |
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"forest road", |
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"formal garden", |
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"fountain", |
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"galley", |
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"game room", |
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"garage indoor", |
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"garbage dump", |
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"gas station", |
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"gazebo exterior", |
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"general store indoor", |
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"general store outdoor", |
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"gift shop", |
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"golf course", |
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"greenhouse indoor", |
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"greenhouse outdoor", |
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"gymnasium indoor", |
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"hangar indoor", |
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"hangar outdoor", |
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"harbor", |
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"hayfield", |
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"heliport", |
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"herb garden", |
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"highway", |
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"hill", |
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"home office", |
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"hospital", |
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"hospital room", |
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"hot spring", |
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"hot tub outdoor", |
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"hotel outdoor", |
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"hotel room", |
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"house", |
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"hunting lodge outdoor", |
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"ice cream parlor", |
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"ice floe", |
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"ice shelf", |
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"ice skating rink indoor", |
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"ice skating rink outdoor", |
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"iceberg", |
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"igloo", |
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"industrial area", |
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"inn outdoor", |
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"islet", |
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"jacuzzi indoor", |
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"jail cell", |
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"jail indoor", |
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"jewelry shop", |
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"kasbah", |
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"kennel indoor", |
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"kennel outdoor", |
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"kindergarden classroom", |
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"kitchen", |
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"kitchenette", |
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"labyrinth outdoor", |
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"lake natural", |
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"landfill", |
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"landing deck", |
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"laundromat", |
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"lecture room", |
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"library indoor", |
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"library outdoor", |
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"lido deck outdoor", |
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"lift bridge", |
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"lighthouse", |
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"limousine interior", |
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"living room", |
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"lobby", |
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"lock chamber", |
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"locker room", |
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"mansion", |
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"manufactured home", |
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"market indoor", |
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"market outdoor", |
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"marsh", |
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"martial arts gym", |
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"mausoleum", |
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"medina", |
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"moat water", |
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"monastery outdoor", |
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"mosque indoor", |
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"mosque outdoor", |
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"motel", |
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"mountain", |
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"mountain snowy", |
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"movie theater indoor", |
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"museum indoor", |
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"music store", |
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"music studio", |
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"nuclear power plant outdoor", |
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"nursery", |
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"oast house", |
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"observatory outdoor", |
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"ocean", |
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"office", |
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"office building", |
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"oil refinery outdoor", |
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"oilrig", |
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"operating room", |
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"orchard", |
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"outhouse outdoor", |
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"pagoda", |
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"palace", |
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"pantry", |
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"park", |
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"parking garage indoor", |
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"parking garage outdoor", |
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"parking lot", |
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"parlor", |
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"pasture", |
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"patio", |
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"pavilion", |
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"pharmacy", |
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"phone booth", |
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"physics laboratory", |
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"picnic area", |
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"pilothouse indoor", |
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"planetarium outdoor", |
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"playground", |
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"playroom", |
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"plaza", |
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"podium indoor", |
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"podium outdoor", |
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"pond", |
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"poolroom establishment", |
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"poolroom home", |
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"power plant outdoor", |
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"promenade deck", |
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"pub indoor", |
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"pulpit", |
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"putting green", |
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"racecourse", |
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"raceway", |
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"raft", |
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"railroad track", |
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"rainforest", |
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"reception", |
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"recreation room", |
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"residential neighborhood", |
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"restaurant", |
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"restaurant kitchen", |
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"restaurant patio", |
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"rice paddy", |
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"riding arena", |
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"river", |
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"rock arch", |
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"rope bridge", |
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"ruin", |
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"runway", |
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"sandbar", |
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"sandbox", |
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"sauna", |
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"schoolhouse", |
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"sea cliff", |
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"server room", |
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"shed", |
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"shoe shop", |
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"shopfront", |
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"shopping mall indoor", |
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"shower", |
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"skatepark", |
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"ski lodge", |
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"ski resort", |
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"ski slope", |
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"sky", |
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"skyscraper", |
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"slum", |
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"snowfield", |
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"squash court", |
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"stable", |
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"stadium baseball", |
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"stadium football", |
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"stage indoor", |
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"staircase", |
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"street", |
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"subway interior", |
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"subway station platform", |
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"supermarket", |
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"sushi bar", |
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"swamp", |
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"swimming pool indoor", |
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"swimming pool outdoor", |
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"synagogue indoor", |
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"synagogue outdoor", |
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"television studio", |
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"temple east asia", |
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"temple south asia", |
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"tennis court indoor", |
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"tennis court outdoor", |
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"tent outdoor", |
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"theater indoor procenium", |
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"theater indoor seats", |
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"thriftshop", |
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"throne room", |
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"ticket booth", |
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"toll plaza", |
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"topiary garden", |
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"tower", |
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"toyshop", |
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"track outdoor", |
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"train railway", |
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"train station platform", |
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"tree farm", |
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"tree house", |
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"trench", |
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"underwater coral reef", |
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"utility room", |
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"valley", |
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"van interior", |
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"vegetable garden", |
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"veranda", |
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"veterinarians office", |
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"viaduct", |
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"videostore", |
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"village", |
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"vineyard", |
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"volcano", |
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"volleyball court indoor", |
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"volleyball court outdoor", |
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"waiting room", |
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"warehouse indoor", |
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"water tower", |
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"waterfall block", |
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"waterfall fan", |
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"waterfall plunge", |
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"watering hole", |
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"wave", |
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"wet bar", |
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"wheat field", |
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"wind farm", |
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"windmill", |
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"wine cellar barrel storage", |
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"wine cellar bottle storage", |
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"wrestling ring indoor", |
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"yard", |
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"youth hostel", |
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] |
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clip_templates = [ |
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lambda c: f"a photo of a {c}.", |
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lambda c: f"a photo of the {c}.", |
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] |
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def _info(self): |
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return datasets.DatasetInfo( |
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description="SUN397 dataset for image classification.", |
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features=datasets.Features( |
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{ |
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"image": datasets.Image(), |
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"label": datasets.ClassLabel(names=self.classnames), |
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} |
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), |
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supervised_keys=("image", "label"), |
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task_templates=[datasets.ImageClassification(image_column="image", label_column="label")], |
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) |
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