{
"_name_or_path": "facebook/timesformer-base-finetuned-k400",
"architectures": [
"TimesformerForVideoClassification"
],
"attention_probs_dropout_prob": 0.0,
"attention_type": "divided_space_time",
"drop_path_rate": 0,
"hidden_act": "gelu",
"hidden_dropout_prob": 0.0,
"hidden_size": 768,
"id2label": {
"0": "abseiling",
"1": "air drumming",
"2": "answering questions",
"3": "applauding",
"4": "applying cream",
"5": "archery",
"6": "arm wrestling",
"7": "arranging flowers",
"8": "assembling computer",
"9": "auctioning",
"10": "baby waking up",
"11": "baking cookies",
"12": "balloon blowing",
"13": "bandaging",
"14": "barbequing",
"15": "bartending",
"16": "beatboxing",
"17": "bee keeping",
"18": "belly dancing",
"19": "bench pressing",
"20": "bending back",
"21": "bending metal",
"22": "biking through snow",
"23": "blasting sand",
"24": "blowing glass",
"25": "blowing leaves",
"26": "blowing nose",
"27": "blowing out candles",
"28": "bobsledding",
"29": "bookbinding",
"30": "bouncing on trampoline",
"31": "bowling",
"32": "braiding hair",
"33": "breading or breadcrumbing",
"34": "breakdancing",
"35": "brush painting",
"36": "brushing hair",
"37": "brushing teeth",
"38": "building cabinet",
"39": "building shed",
"40": "bungee jumping",
"41": "busking",
"42": "canoeing or kayaking",
"43": "capoeira",
"44": "carrying baby",
"45": "cartwheeling",
"46": "carving pumpkin",
"47": "catching fish",
"48": "catching or throwing baseball",
"49": "catching or throwing frisbee",
"50": "catching or throwing softball",
"51": "celebrating",
"52": "changing oil",
"53": "changing wheel",
"54": "checking tires",
"55": "cheerleading",
"56": "chopping wood",
"57": "clapping",
"58": "clay pottery making",
"59": "clean and jerk",
"60": "cleaning floor",
"61": "cleaning gutters",
"62": "cleaning pool",
"63": "cleaning shoes",
"64": "cleaning toilet",
"65": "cleaning windows",
"66": "climbing a rope",
"67": "climbing ladder",
"68": "climbing tree",
"69": "contact juggling",
"70": "cooking chicken",
"71": "cooking egg",
"72": "cooking on campfire",
"73": "cooking sausages",
"74": "counting money",
"75": "country line dancing",
"76": "cracking neck",
"77": "crawling baby",
"78": "crossing river",
"79": "crying",
"80": "curling hair",
"81": "cutting nails",
"82": "cutting pineapple",
"83": "cutting watermelon",
"84": "dancing ballet",
"85": "dancing charleston",
"86": "dancing gangnam style",
"87": "dancing macarena",
"88": "deadlifting",
"89": "decorating the christmas tree",
"90": "digging",
"91": "dining",
"92": "disc golfing",
"93": "diving cliff",
"94": "dodgeball",
"95": "doing aerobics",
"96": "doing laundry",
"97": "doing nails",
"98": "drawing",
"99": "dribbling basketball",
"100": "drinking",
"101": "drinking beer",
"102": "drinking shots",
"103": "driving car",
"104": "driving tractor",
"105": "drop kicking",
"106": "drumming fingers",
"107": "dunking basketball",
"108": "dying hair",
"109": "eating burger",
"110": "eating cake",
"111": "eating carrots",
"112": "eating chips",
"113": "eating doughnuts",
"114": "eating hotdog",
"115": "eating ice cream",
"116": "eating spaghetti",
"117": "eating watermelon",
"118": "egg hunting",
"119": "exercising arm",
"120": "exercising with an exercise ball",
"121": "extinguishing fire",
"122": "faceplanting",
"123": "feeding birds",
"124": "feeding fish",
"125": "feeding goats",
"126": "filling eyebrows",
"127": "finger snapping",
"128": "fixing hair",
"129": "flipping pancake",
"130": "flying kite",
"131": "folding clothes",
"132": "folding napkins",
"133": "folding paper",
"134": "front raises",
"135": "frying vegetables",
"136": "garbage collecting",
"137": "gargling",
"138": "getting a haircut",
"139": "getting a tattoo",
"140": "giving or receiving award",
"141": "golf chipping",
"142": "golf driving",
"143": "golf putting",
"144": "grinding meat",
"145": "grooming dog",
"146": "grooming horse",
"147": "gymnastics tumbling",
"148": "hammer throw",
"149": "headbanging",
"150": "headbutting",
"151": "high jump",
"152": "high kick",
"153": "hitting baseball",
"154": "hockey stop",
"155": "holding snake",
"156": "hopscotch",
"157": "hoverboarding",
"158": "hugging",
"159": "hula hooping",
"160": "hurdling",
"161": "hurling (sport)",
"162": "ice climbing",
"163": "ice fishing",
"164": "ice skating",
"165": "ironing",
"166": "javelin throw",
"167": "jetskiing",
"168": "jogging",
"169": "juggling balls",
"170": "juggling fire",
"171": "juggling soccer ball",
"172": "jumping into pool",
"173": "jumpstyle dancing",
"174": "kicking field goal",
"175": "kicking soccer ball",
"176": "kissing",
"177": "kitesurfing",
"178": "knitting",
"179": "krumping",
"180": "laughing",
"181": "laying bricks",
"182": "long jump",
"183": "lunge",
"184": "making a cake",
"185": "making a sandwich",
"186": "making bed",
"187": "making jewelry",
"188": "making pizza",
"189": "making snowman",
"190": "making sushi",
"191": "making tea",
"192": "marching",
"193": "massaging back",
"194": "massaging feet",
"195": "massaging legs",
"196": "massaging person's head",
"197": "milking cow",
"198": "mopping floor",
"199": "motorcycling",
"200": "moving furniture",
"201": "mowing lawn",
"202": "news anchoring",
"203": "opening bottle",
"204": "opening present",
"205": "paragliding",
"206": "parasailing",
"207": "parkour",
"208": "passing American football (in game)",
"209": "passing American football (not in game)",
"210": "peeling apples",
"211": "peeling potatoes",
"212": "petting animal (not cat)",
"213": "petting cat",
"214": "picking fruit",
"215": "planting trees",
"216": "plastering",
"217": "playing accordion",
"218": "playing badminton",
"219": "playing bagpipes",
"220": "playing basketball",
"221": "playing bass guitar",
"222": "playing cards",
"223": "playing cello",
"224": "playing chess",
"225": "playing clarinet",
"226": "playing controller",
"227": "playing cricket",
"228": "playing cymbals",
"229": "playing didgeridoo",
"230": "playing drums",
"231": "playing flute",
"232": "playing guitar",
"233": "playing harmonica",
"234": "playing harp",
"235": "playing ice hockey",
"236": "playing keyboard",
"237": "playing kickball",
"238": "playing monopoly",
"239": "playing organ",
"240": "playing paintball",
"241": "playing piano",
"242": "playing poker",
"243": "playing recorder",
"244": "playing saxophone",
"245": "playing squash or racquetball",
"246": "playing tennis",
"247": "playing trombone",
"248": "playing trumpet",
"249": "playing ukulele",
"250": "playing violin",
"251": "playing volleyball",
"252": "playing xylophone",
"253": "pole vault",
"254": "presenting weather forecast",
"255": "pull ups",
"256": "pumping fist",
"257": "pumping gas",
"258": "punching bag",
"259": "punching person (boxing)",
"260": "push up",
"261": "pushing car",
"262": "pushing cart",
"263": "pushing wheelchair",
"264": "reading book",
"265": "reading newspaper",
"266": "recording music",
"267": "riding a bike",
"268": "riding camel",
"269": "riding elephant",
"270": "riding mechanical bull",
"271": "riding mountain bike",
"272": "riding mule",
"273": "riding or walking with horse",
"274": "riding scooter",
"275": "riding unicycle",
"276": "ripping paper",
"277": "robot dancing",
"278": "rock climbing",
"279": "rock scissors paper",
"280": "roller skating",
"281": "running on treadmill",
"282": "sailing",
"283": "salsa dancing",
"284": "sanding floor",
"285": "scrambling eggs",
"286": "scuba diving",
"287": "setting table",
"288": "shaking hands",
"289": "shaking head",
"290": "sharpening knives",
"291": "sharpening pencil",
"292": "shaving head",
"293": "shaving legs",
"294": "shearing sheep",
"295": "shining shoes",
"296": "shooting basketball",
"297": "shooting goal (soccer)",
"298": "shot put",
"299": "shoveling snow",
"300": "shredding paper",
"301": "shuffling cards",
"302": "side kick",
"303": "sign language interpreting",
"304": "singing",
"305": "situp",
"306": "skateboarding",
"307": "ski jumping",
"308": "skiing (not slalom or crosscountry)",
"309": "skiing crosscountry",
"310": "skiing slalom",
"311": "skipping rope",
"312": "skydiving",
"313": "slacklining",
"314": "slapping",
"315": "sled dog racing",
"316": "smoking",
"317": "smoking hookah",
"318": "snatch weight lifting",
"319": "sneezing",
"320": "sniffing",
"321": "snorkeling",
"322": "snowboarding",
"323": "snowkiting",
"324": "snowmobiling",
"325": "somersaulting",
"326": "spinning poi",
"327": "spray painting",
"328": "spraying",
"329": "springboard diving",
"330": "squat",
"331": "sticking tongue out",
"332": "stomping grapes",
"333": "stretching arm",
"334": "stretching leg",
"335": "strumming guitar",
"336": "surfing crowd",
"337": "surfing water",
"338": "sweeping floor",
"339": "swimming backstroke",
"340": "swimming breast stroke",
"341": "swimming butterfly stroke",
"342": "swing dancing",
"343": "swinging legs",
"344": "swinging on something",
"345": "sword fighting",
"346": "tai chi",
"347": "taking a shower",
"348": "tango dancing",
"349": "tap dancing",
"350": "tapping guitar",
"351": "tapping pen",
"352": "tasting beer",
"353": "tasting food",
"354": "testifying",
"355": "texting",
"356": "throwing axe",
"357": "throwing ball",
"358": "throwing discus",
"359": "tickling",
"360": "tobogganing",
"361": "tossing coin",
"362": "tossing salad",
"363": "training dog",
"364": "trapezing",
"365": "trimming or shaving beard",
"366": "trimming trees",
"367": "triple jump",
"368": "tying bow tie",
"369": "tying knot (not on a tie)",
"370": "tying tie",
"371": "unboxing",
"372": "unloading truck",
"373": "using computer",
"374": "using remote controller (not gaming)",
"375": "using segway",
"376": "vault",
"377": "waiting in line",
"378": "walking the dog",
"379": "washing dishes",
"380": "washing feet",
"381": "washing hair",
"382": "washing hands",
"383": "water skiing",
"384": "water sliding",
"385": "watering plants",
"386": "waxing back",
"387": "waxing chest",
"388": "waxing eyebrows",
"389": "waxing legs",
"390": "weaving basket",
"391": "welding",
"392": "whistling",
"393": "windsurfing",
"394": "wrapping present",
"395": "wrestling",
"396": "writing",
"397": "yawning",
"398": "yoga",
"399": "zumba"
},
"image_size": 224,
"initializer_range": 0.02,
"intermediate_size": 3072,
"label2id": {
"abseiling": 0,
"air drumming": 1,
"answering questions": 2,
"applauding": 3,
"applying cream": 4,
"archery": 5,
"arm wrestling": 6,
"arranging flowers": 7,
"assembling computer": 8,
"auctioning": 9,
"baby waking up": 10,
"baking cookies": 11,
"balloon blowing": 12,
"bandaging": 13,
"barbequing": 14,
"bartending": 15,
"beatboxing": 16,
"bee keeping": 17,
"belly dancing": 18,
"bench pressing": 19,
"bending back": 20,
"bending metal": 21,
"biking through snow": 22,
"blasting sand": 23,
"blowing glass": 24,
"blowing leaves": 25,
"blowing nose": 26,
"blowing out candles": 27,
"bobsledding": 28,
"bookbinding": 29,
"bouncing on trampoline": 30,
"bowling": 31,
"braiding hair": 32,
"breading or breadcrumbing": 33,
"breakdancing": 34,
"brush painting": 35,
"brushing hair": 36,
"brushing teeth": 37,
"building cabinet": 38,
"building shed": 39,
"bungee jumping": 40,
"busking": 41,
"canoeing or kayaking": 42,
"capoeira": 43,
"carrying baby": 44,
"cartwheeling": 45,
"carving pumpkin": 46,
"catching fish": 47,
"catching or throwing baseball": 48,
"catching or throwing frisbee": 49,
"catching or throwing softball": 50,
"celebrating": 51,
"changing oil": 52,
"changing wheel": 53,
"checking tires": 54,
"cheerleading": 55,
"chopping wood": 56,
"clapping": 57,
"clay pottery making": 58,
"clean and jerk": 59,
"cleaning floor": 60,
"cleaning gutters": 61,
"cleaning pool": 62,
"cleaning shoes": 63,
"cleaning toilet": 64,
"cleaning windows": 65,
"climbing a rope": 66,
"climbing ladder": 67,
"climbing tree": 68,
"contact juggling": 69,
"cooking chicken": 70,
"cooking egg": 71,
"cooking on campfire": 72,
"cooking sausages": 73,
"counting money": 74,
"country line dancing": 75,
"cracking neck": 76,
"crawling baby": 77,
"crossing river": 78,
"crying": 79,
"curling hair": 80,
"cutting nails": 81,
"cutting pineapple": 82,
"cutting watermelon": 83,
"dancing ballet": 84,
"dancing charleston": 85,
"dancing gangnam style": 86,
"dancing macarena": 87,
"deadlifting": 88,
"decorating the christmas tree": 89,
"digging": 90,
"dining": 91,
"disc golfing": 92,
"diving cliff": 93,
"dodgeball": 94,
"doing aerobics": 95,
"doing laundry": 96,
"doing nails": 97,
"drawing": 98,
"dribbling basketball": 99,
"drinking": 100,
"drinking beer": 101,
"drinking shots": 102,
"driving car": 103,
"driving tractor": 104,
"drop kicking": 105,
"drumming fingers": 106,
"dunking basketball": 107,
"dying hair": 108,
"eating burger": 109,
"eating cake": 110,
"eating carrots": 111,
"eating chips": 112,
"eating doughnuts": 113,
"eating hotdog": 114,
"eating ice cream": 115,
"eating spaghetti": 116,
"eating watermelon": 117,
"egg hunting": 118,
"exercising arm": 119,
"exercising with an exercise ball": 120,
"extinguishing fire": 121,
"faceplanting": 122,
"feeding birds": 123,
"feeding fish": 124,
"feeding goats": 125,
"filling eyebrows": 126,
"finger snapping": 127,
"fixing hair": 128,
"flipping pancake": 129,
"flying kite": 130,
"folding clothes": 131,
"folding napkins": 132,
"folding paper": 133,
"front raises": 134,
"frying vegetables": 135,
"garbage collecting": 136,
"gargling": 137,
"getting a haircut": 138,
"getting a tattoo": 139,
"giving or receiving award": 140,
"golf chipping": 141,
"golf driving": 142,
"golf putting": 143,
"grinding meat": 144,
"grooming dog": 145,
"grooming horse": 146,
"gymnastics tumbling": 147,
"hammer throw": 148,
"headbanging": 149,
"headbutting": 150,
"high jump": 151,
"high kick": 152,
"hitting baseball": 153,
"hockey stop": 154,
"holding snake": 155,
"hopscotch": 156,
"hoverboarding": 157,
"hugging": 158,
"hula hooping": 159,
"hurdling": 160,
"hurling (sport)": 161,
"ice climbing": 162,
"ice fishing": 163,
"ice skating": 164,
"ironing": 165,
"javelin throw": 166,
"jetskiing": 167,
"jogging": 168,
"juggling balls": 169,
"juggling fire": 170,
"juggling soccer ball": 171,
"jumping into pool": 172,
"jumpstyle dancing": 173,
"kicking field goal": 174,
"kicking soccer ball": 175,
"kissing": 176,
"kitesurfing": 177,
"knitting": 178,
"krumping": 179,
"laughing": 180,
"laying bricks": 181,
"long jump": 182,
"lunge": 183,
"making a cake": 184,
"making a sandwich": 185,
"making bed": 186,
"making jewelry": 187,
"making pizza": 188,
"making snowman": 189,
"making sushi": 190,
"making tea": 191,
"marching": 192,
"massaging back": 193,
"massaging feet": 194,
"massaging legs": 195,
"massaging person's head": 196,
"milking cow": 197,
"mopping floor": 198,
"motorcycling": 199,
"moving furniture": 200,
"mowing lawn": 201,
"news anchoring": 202,
"opening bottle": 203,
"opening present": 204,
"paragliding": 205,
"parasailing": 206,
"parkour": 207,
"passing American football (in game)": 208,
"passing American football (not in game)": 209,
"peeling apples": 210,
"peeling potatoes": 211,
"petting animal (not cat)": 212,
"petting cat": 213,
"picking fruit": 214,
"planting trees": 215,
"plastering": 216,
"playing accordion": 217,
"playing badminton": 218,
"playing bagpipes": 219,
"playing basketball": 220,
"playing bass guitar": 221,
"playing cards": 222,
"playing cello": 223,
"playing chess": 224,
"playing clarinet": 225,
"playing controller": 226,
"playing cricket": 227,
"playing cymbals": 228,
"playing didgeridoo": 229,
"playing drums": 230,
"playing flute": 231,
"playing guitar": 232,
"playing harmonica": 233,
"playing harp": 234,
"playing ice hockey": 235,
"playing keyboard": 236,
"playing kickball": 237,
"playing monopoly": 238,
"playing organ": 239,
"playing paintball": 240,
"playing piano": 241,
"playing poker": 242,
"playing recorder": 243,
"playing saxophone": 244,
"playing squash or racquetball": 245,
"playing tennis": 246,
"playing trombone": 247,
"playing trumpet": 248,
"playing ukulele": 249,
"playing violin": 250,
"playing volleyball": 251,
"playing xylophone": 252,
"pole vault": 253,
"presenting weather forecast": 254,
"pull ups": 255,
"pumping fist": 256,
"pumping gas": 257,
"punching bag": 258,
"punching person (boxing)": 259,
"push up": 260,
"pushing car": 261,
"pushing cart": 262,
"pushing wheelchair": 263,
"reading book": 264,
"reading newspaper": 265,
"recording music": 266,
"riding a bike": 267,
"riding camel": 268,
"riding elephant": 269,
"riding mechanical bull": 270,
"riding mountain bike": 271,
"riding mule": 272,
"riding or walking with horse": 273,
"riding scooter": 274,
"riding unicycle": 275,
"ripping paper": 276,
"robot dancing": 277,
"rock climbing": 278,
"rock scissors paper": 279,
"roller skating": 280,
"running on treadmill": 281,
"sailing": 282,
"salsa dancing": 283,
"sanding floor": 284,
"scrambling eggs": 285,
"scuba diving": 286,
"setting table": 287,
"shaking hands": 288,
"shaking head": 289,
"sharpening knives": 290,
"sharpening pencil": 291,
"shaving head": 292,
"shaving legs": 293,
"shearing sheep": 294,
"shining shoes": 295,
"shooting basketball": 296,
"shooting goal (soccer)": 297,
"shot put": 298,
"shoveling snow": 299,
"shredding paper": 300,
"shuffling cards": 301,
"side kick": 302,
"sign language interpreting": 303,
"singing": 304,
"situp": 305,
"skateboarding": 306,
"ski jumping": 307,
"skiing (not slalom or crosscountry)": 308,
"skiing crosscountry": 309,
"skiing slalom": 310,
"skipping rope": 311,
"skydiving": 312,
"slacklining": 313,
"slapping": 314,
"sled dog racing": 315,
"smoking": 316,
"smoking hookah": 317,
"snatch weight lifting": 318,
"sneezing": 319,
"sniffing": 320,
"snorkeling": 321,
"snowboarding": 322,
"snowkiting": 323,
"snowmobiling": 324,
"somersaulting": 325,
"spinning poi": 326,
"spray painting": 327,
"spraying": 328,
"springboard diving": 329,
"squat": 330,
"sticking tongue out": 331,
"stomping grapes": 332,
"stretching arm": 333,
"stretching leg": 334,
"strumming guitar": 335,
"surfing crowd": 336,
"surfing water": 337,
"sweeping floor": 338,
"swimming backstroke": 339,
"swimming breast stroke": 340,
"swimming butterfly stroke": 341,
"swing dancing": 342,
"swinging legs": 343,
"swinging on something": 344,
"sword fighting": 345,
"tai chi": 346,
"taking a shower": 347,
"tango dancing": 348,
"tap dancing": 349,
"tapping guitar": 350,
"tapping pen": 351,
"tasting beer": 352,
"tasting food": 353,
"testifying": 354,
"texting": 355,
"throwing axe": 356,
"throwing ball": 357,
"throwing discus": 358,
"tickling": 359,
"tobogganing": 360,
"tossing coin": 361,
"tossing salad": 362,
"training dog": 363,
"trapezing": 364,
"trimming or shaving beard": 365,
"trimming trees": 366,
"triple jump": 367,
"tying bow tie": 368,
"tying knot (not on a tie)": 369,
"tying tie": 370,
"unboxing": 371,
"unloading truck": 372,
"using computer": 373,
"using remote controller (not gaming)": 374,
"using segway": 375,
"vault": 376,
"waiting in line": 377,
"walking the dog": 378,
"washing dishes": 379,
"washing feet": 380,
"washing hair": 381,
"washing hands": 382,
"water skiing": 383,
"water sliding": 384,
"watering plants": 385,
"waxing back": 386,
"waxing chest": 387,
"waxing eyebrows": 388,
"waxing legs": 389,
"weaving basket": 390,
"welding": 391,
"whistling": 392,
"windsurfing": 393,
"wrapping present": 394,
"wrestling": 395,
"writing": 396,
"yawning": 397,
"yoga": 398,
"zumba": 399
},
"layer_norm_eps": 1e-06,
"model_type": "timesformer",
"num_attention_heads": 12,
"num_channels": 3,
"num_frames": 8,
"num_hidden_layers": 12,
"patch_size": 16,
"problem_type": "single_label_classification",
"qkv_bias": true,
"torch_dtype": "float32",
"transformers_version": "4.41.2"
}