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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 StanfordCars(ImageFolder): |
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R""" |
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StanfordCars 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( |
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{ |
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split: f"data/{split}.zip" |
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for split in ["train", "test"] |
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+ ["contrast", "gaussian_noise", "impulse_noise", "jpeg_compression", "motion_blur", "pixelate", "spatter"] |
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} |
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), |
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) |
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] |
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classnames = [ |
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"AM General Hummer SUV 2000", |
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"Acura RL Sedan 2012", |
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"Acura TL Sedan 2012", |
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"Acura TL Type-S 2008", |
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"Acura TSX Sedan 2012", |
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"Acura Integra Type R 2001", |
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"Acura ZDX Hatchback 2012", |
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"Aston Martin V8 Vantage Convertible 2012", |
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"Aston Martin V8 Vantage Coupe 2012", |
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"Aston Martin Virage Convertible 2012", |
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"Aston Martin Virage Coupe 2012", |
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"Audi RS 4 Convertible 2008", |
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"Audi A5 Coupe 2012", |
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"Audi TTS Coupe 2012", |
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"Audi R8 Coupe 2012", |
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"Audi V8 Sedan 1994", |
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"Audi 100 Sedan 1994", |
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"Audi 100 Wagon 1994", |
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"Audi TT Hatchback 2011", |
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"Audi S6 Sedan 2011", |
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"Audi S5 Convertible 2012", |
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"Audi S5 Coupe 2012", |
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"Audi S4 Sedan 2012", |
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"Audi S4 Sedan 2007", |
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"Audi TT RS Coupe 2012", |
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"BMW ActiveHybrid 5 Sedan 2012", |
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"BMW 1 Series Convertible 2012", |
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"BMW 1 Series Coupe 2012", |
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"BMW 3 Series Sedan 2012", |
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"BMW 3 Series Wagon 2012", |
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"BMW 6 Series Convertible 2007", |
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"BMW X5 SUV 2007", |
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"BMW X6 SUV 2012", |
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"BMW M3 Coupe 2012", |
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"BMW M5 Sedan 2010", |
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"BMW M6 Convertible 2010", |
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"BMW X3 SUV 2012", |
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"BMW Z4 Convertible 2012", |
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"Bentley Continental Supersports Conv. Convertible 2012", |
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"Bentley Arnage Sedan 2009", |
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"Bentley Mulsanne Sedan 2011", |
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"Bentley Continental GT Coupe 2012", |
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"Bentley Continental GT Coupe 2007", |
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"Bentley Continental Flying Spur Sedan 2007", |
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"Bugatti Veyron 16.4 Convertible 2009", |
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"Bugatti Veyron 16.4 Coupe 2009", |
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"Buick Regal GS 2012", |
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"Buick Rainier SUV 2007", |
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"Buick Verano Sedan 2012", |
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"Buick Enclave SUV 2012", |
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"Cadillac CTS-V Sedan 2012", |
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"Cadillac SRX SUV 2012", |
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"Cadillac Escalade EXT Crew Cab 2007", |
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"Chevrolet Silverado 1500 Hybrid Crew Cab 2012", |
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"Chevrolet Corvette Convertible 2012", |
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"Chevrolet Corvette ZR1 2012", |
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"Chevrolet Corvette Ron Fellows Edition Z06 2007", |
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"Chevrolet Traverse SUV 2012", |
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"Chevrolet Camaro Convertible 2012", |
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"Chevrolet HHR SS 2010", |
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"Chevrolet Impala Sedan 2007", |
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"Chevrolet Tahoe Hybrid SUV 2012", |
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"Chevrolet Sonic Sedan 2012", |
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"Chevrolet Express Cargo Van 2007", |
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"Chevrolet Avalanche Crew Cab 2012", |
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"Chevrolet Cobalt SS 2010", |
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"Chevrolet Malibu Hybrid Sedan 2010", |
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"Chevrolet TrailBlazer SS 2009", |
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"Chevrolet Silverado 2500HD Regular Cab 2012", |
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"Chevrolet Silverado 1500 Classic Extended Cab 2007", |
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"Chevrolet Express Van 2007", |
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"Chevrolet Monte Carlo Coupe 2007", |
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"Chevrolet Malibu Sedan 2007", |
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"Chevrolet Silverado 1500 Extended Cab 2012", |
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"Chevrolet Silverado 1500 Regular Cab 2012", |
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"Chrysler Aspen SUV 2009", |
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"Chrysler Sebring Convertible 2010", |
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"Chrysler Town and Country Minivan 2012", |
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"Chrysler 300 SRT-8 2010", |
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"Chrysler Crossfire Convertible 2008", |
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"Chrysler PT Cruiser Convertible 2008", |
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"Daewoo Nubira Wagon 2002", |
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"Dodge Caliber Wagon 2012", |
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"Dodge Caliber Wagon 2007", |
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"Dodge Caravan Minivan 1997", |
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"Dodge Ram Pickup 3500 Crew Cab 2010", |
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"Dodge Ram Pickup 3500 Quad Cab 2009", |
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"Dodge Sprinter Cargo Van 2009", |
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"Dodge Journey SUV 2012", |
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"Dodge Dakota Crew Cab 2010", |
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"Dodge Dakota Club Cab 2007", |
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"Dodge Magnum Wagon 2008", |
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"Dodge Challenger SRT8 2011", |
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"Dodge Durango SUV 2012", |
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"Dodge Durango SUV 2007", |
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"Dodge Charger Sedan 2012", |
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"Dodge Charger SRT-8 2009", |
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"Eagle Talon Hatchback 1998", |
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"FIAT 500 Abarth 2012", |
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"FIAT 500 Convertible 2012", |
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"Ferrari FF Coupe 2012", |
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"Ferrari California Convertible 2012", |
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"Ferrari 458 Italia Convertible 2012", |
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"Ferrari 458 Italia Coupe 2012", |
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"Fisker Karma Sedan 2012", |
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"Ford F-450 Super Duty Crew Cab 2012", |
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"Ford Mustang Convertible 2007", |
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"Ford Freestar Minivan 2007", |
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"Ford Expedition EL SUV 2009", |
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"Ford Edge SUV 2012", |
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"Ford Ranger SuperCab 2011", |
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"Ford GT Coupe 2006", |
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"Ford F-150 Regular Cab 2012", |
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"Ford F-150 Regular Cab 2007", |
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"Ford Focus Sedan 2007", |
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"Ford E-Series Wagon Van 2012", |
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"Ford Fiesta Sedan 2012", |
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"GMC Terrain SUV 2012", |
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"GMC Savana Van 2012", |
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"GMC Yukon Hybrid SUV 2012", |
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"GMC Acadia SUV 2012", |
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"GMC Canyon Extended Cab 2012", |
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"Geo Metro Convertible 1993", |
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"HUMMER H3T Crew Cab 2010", |
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"HUMMER H2 SUT Crew Cab 2009", |
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"Honda Odyssey Minivan 2012", |
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"Honda Odyssey Minivan 2007", |
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"Honda Accord Coupe 2012", |
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"Honda Accord Sedan 2012", |
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"Hyundai Veloster Hatchback 2012", |
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"Hyundai Santa Fe SUV 2012", |
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"Hyundai Tucson SUV 2012", |
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"Hyundai Veracruz SUV 2012", |
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"Hyundai Sonata Hybrid Sedan 2012", |
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"Hyundai Elantra Sedan 2007", |
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"Hyundai Accent Sedan 2012", |
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"Hyundai Genesis Sedan 2012", |
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"Hyundai Sonata Sedan 2012", |
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"Hyundai Elantra Touring Hatchback 2012", |
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"Hyundai Azera Sedan 2012", |
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"Infiniti G Coupe IPL 2012", |
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"Infiniti QX56 SUV 2011", |
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"Isuzu Ascender SUV 2008", |
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"Jaguar XK XKR 2012", |
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"Jeep Patriot SUV 2012", |
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"Jeep Wrangler SUV 2012", |
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"Jeep Liberty SUV 2012", |
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"Jeep Grand Cherokee SUV 2012", |
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"Jeep Compass SUV 2012", |
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"Lamborghini Reventon Coupe 2008", |
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"Lamborghini Aventador Coupe 2012", |
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"Lamborghini Gallardo LP 570-4 Superleggera 2012", |
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"Lamborghini Diablo Coupe 2001", |
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"Land Rover Range Rover SUV 2012", |
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"Land Rover LR2 SUV 2012", |
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"Lincoln Town Car Sedan 2011", |
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"MINI Cooper Roadster Convertible 2012", |
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"Maybach Landaulet Convertible 2012", |
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"Mazda Tribute SUV 2011", |
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"McLaren MP4-12C Coupe 2012", |
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"Mercedes-Benz 300-Class Convertible 1993", |
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"Mercedes-Benz C-Class Sedan 2012", |
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"Mercedes-Benz SL-Class Coupe 2009", |
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"Mercedes-Benz E-Class Sedan 2012", |
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"Mercedes-Benz S-Class Sedan 2012", |
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"Mercedes-Benz Sprinter Van 2012", |
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"Mitsubishi Lancer Sedan 2012", |
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"Nissan Leaf Hatchback 2012", |
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"Nissan NV Passenger Van 2012", |
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"Nissan Juke Hatchback 2012", |
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"Nissan 240SX Coupe 1998", |
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"Plymouth Neon Coupe 1999", |
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"Porsche Panamera Sedan 2012", |
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"Ram C/V Cargo Van Minivan 2012", |
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"Rolls-Royce Phantom Drophead Coupe Convertible 2012", |
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"Rolls-Royce Ghost Sedan 2012", |
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"Rolls-Royce Phantom Sedan 2012", |
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"Scion xD Hatchback 2012", |
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"Spyker C8 Convertible 2009", |
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"Spyker C8 Coupe 2009", |
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"Suzuki Aerio Sedan 2007", |
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"Suzuki Kizashi Sedan 2012", |
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"Suzuki SX4 Hatchback 2012", |
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"Suzuki SX4 Sedan 2012", |
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"Tesla Model S Sedan 2012", |
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"Toyota Sequoia SUV 2012", |
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"Toyota Camry Sedan 2012", |
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"Toyota Corolla Sedan 2012", |
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"Toyota 4Runner SUV 2012", |
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"Volkswagen Golf Hatchback 2012", |
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"Volkswagen Golf Hatchback 1991", |
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"Volkswagen Beetle Hatchback 2012", |
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"Volvo C30 Hatchback 2012", |
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"Volvo 240 Sedan 1993", |
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"Volvo XC90 SUV 2007", |
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"smart fortwo Convertible 2012", |
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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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lambda c: f"a photo of my {c}.", |
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lambda c: f"i love my {c}!", |
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lambda c: f"a photo of my dirty {c}.", |
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lambda c: f"a photo of my clean {c}.", |
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lambda c: f"a photo of my new {c}.", |
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lambda c: f"a photo of my old {c}.", |
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] |
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def _info(self): |
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return datasets.DatasetInfo( |
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description="StanfordCars 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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