transformers-stats-space-data / data_31_2023.csv
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model_names,num_downloads,%_of_all_downloads,num_models,download_per_model,modality
bert,"147,370,755",28.866999999999997,25196,5848,text
wav2vec2,"63,917,462",12.520000000000001,5955,10733,audio
roberta,"45,880,648",8.987,9488,4835,text
clip,"26,807,796",5.251,176,152317,vision
xlm-roberta,"23,531,363",4.609,4431,5310,text
distilbert,"23,281,983",4.5600000000000005,10174,2288,text
gpt2,"20,866,689",4.087,12984,1607,text
t5,"19,983,108",3.914,9002,2219,text
deberta-v2,"14,349,660",2.811,906,15838,text
bart,"10,935,067",2.1420000000000003,3296,3317,text
vit,"10,172,244",1.9929999999999999,1857,5477,vision
albert,"8,890,582",1.7409999999999999,1071,8301,text
llama,"8,049,501",1.577,2894,2781,text
deberta,"7,610,206",1.4909999999999999,435,17494,text
layoutlmv3,"6,851,598",1.3419999999999999,404,16959,vision
mpnet,"5,426,000",1.0630000000000002,1056,5138,text
electra,"4,760,494",0.932,1380,3449,text
marian,"4,574,915",0.8959999999999999,2600,1759,text
camembert,"4,147,283",0.812,883,4696,text
layoutlm,"3,612,817",0.7080000000000001,164,22029,vision
resnet,"3,559,064",0.697,220,16177,vision
bloom,"3,202,049",0.627,535,5985,text
longformer,"2,983,081",0.584,312,9561,text
vision-encoder-decoder,"2,569,114",0.503,926,2774,vision
opt,"2,355,233",0.461,538,4377,text
hubert,"1,990,619",0.38999999999999996,347,5736,audio
convbert,"1,584,379",0.31,64,24755,text
detr,"1,568,653",0.307,313,5011,text
gpt_neo,"1,521,082",0.298,840,1810,text
gpt_neox,"1,491,082",0.292,1052,1417,text
gptj,"1,387,864",0.272,489,2838,text
mbart,"1,274,590",0.25,1373,928,text
esm,"1,232,537",0.241,235,5244,text
fnet,"1,176,716",0.22999999999999998,45,26149,text
blip,"1,083,781",0.212,71,15264,vision
beit,"967,237",0.189,197,4909,vision
m2m_100,"936,091",0.183,382,2450,text
blenderbot,"909,507",0.178,47,19351,text
yolos,"819,019",0.16,45,18200,text
whisper,"792,893",0.155,3062,258,audio
pegasus,"740,176",0.145,626,1182,text
codegen,"716,249",0.13999999999999999,137,5228,text
mt5,"632,258",0.124,2179,290,text
segformer,"601,267",0.11800000000000001,427,1408,vision
vilt,"572,917",0.11199999999999999,30,19097,vision
flaubert,"563,061",0.11,73,7713,text
trocr,"514,508",0.101,22,23386,text
mobilebert,"509,555",0.1,258,1975,text
wavlm,"417,848",0.082,119,3511,audio
roformer,"410,426",0.08,39,10523,text
xlm,"404,445",0.079,34,11895,text
longt5,"398,660",0.078,181,2202,text
convnextv2,"391,137",0.077,43,9096,vision
table-transformer,"382,672",0.075,23,16637,text
encoder-decoder,"338,119",0.066,386,875,text
xlnet,"321,636",0.063,254,1266,text
layoutlmv2,"318,447",0.062,163,1953,vision
swin,"311,620",0.061,473,658,vision
dpr,"296,900",0.058,107,2774,text
blip-2,"271,241",0.053,42,6458,vision
speech_to_text,"258,847",0.051000000000000004,33,7843,audio
squeezebert,"250,639",0.049,32,7832,text
openai-gpt,"250,716",0.049,17,14748,text
data2vec-text,"240,240",0.047,29,8284,text
deit,"234,105",0.046,25,9364,vision
ibert,"227,445",0.045,25,9097,text
git,"217,311",0.043,95,2287,text
dpt,"218,463",0.043,11,19860,vision
perceiver,"202,670",0.04,37,5477,vision
clipseg,"200,180",0.039,5,40036,vision
audio-spectrogram-transformer,"196,647",0.039,131,1501,audio
owlvit,"192,362",0.038,10,19236,text
nystromformer,"181,510",0.036000000000000004,26,6981,text
data2vec-audio,"171,296",0.034,35,4894,audio
mobilenet_v2,"165,601",0.032,31,5341,vision
luke,"163,984",0.032,54,3036,text
fsmt,"165,409",0.032,36,4594,text
mobilenet_v1,"152,997",0.03,10,15299,vision
convnext,"142,124",0.027999999999999997,156,911,vision
poolformer,"138,651",0.027,9,15405,vision
mobilevit,"137,351",0.027,44,3121,vision
vit_mae,"131,144",0.026,22,5961,text
unispeech-sat,"135,169",0.026,85,1590,audio
levit,"127,512",0.025,15,8500,vision
data2vec-vision,"122,733",0.024,12,10227,vision
wav2vec2-conformer,"112,510",0.022000000000000002,35,3214,audio
sew,"112,083",0.022000000000000002,18,6226,audio
markuplm,"104,752",0.021,22,4761,text
vit_msn,"100,536",0.02,10,10053,vision
unispeech,"93,225",0.018000000000000002,124,751,audio
sew-d,"91,074",0.018000000000000002,25,3642,audio
tapas,"79,312",0.016,82,967,vision
mask2former,"80,689",0.016,63,1280,text
switch_transformers,"76,839",0.015,27,2845,text
pix2struct,"69,897",0.013999999999999999,45,1553,text
led,"71,319",0.013999999999999999,240,297,text
bigbird_pegasus,"63,846",0.013,42,1520,text
prophetnet,"61,741",0.012,28,2205,text
big_bird,"62,705",0.012,252,248,text
xglm,"55,287",0.011000000000000001,129,428,text
ernie,"58,216",0.011000000000000001,69,843,text
upernet,"45,783",0.009000000000000001,12,3815,vision
imagegpt,"47,246",0.009000000000000001,11,4295,vision
blenderbot-small,"47,001",0.009000000000000001,19,2473,text
biogpt,"45,924",0.009000000000000001,50,918,text
videomae,"41,142",0.008,197,208,text
splinter,"41,373",0.008,34,1216,text
speecht5,"40,362",0.008,270,149,audio
xclip,"37,213",0.006999999999999999,20,1860,text
plbart,"36,987",0.006999999999999999,87,425,text
mvp,"34,867",0.006999999999999999,28,1245,text
lilt,"35,971",0.006999999999999999,97,370,text
regnet,"30,317",0.006,40,757,vision
pegasus_x,"31,715",0.006,46,689,text
mgp-str,"30,808",0.006,3,10269,text
cvt,"32,041",0.006,17,1884,vision
rembert,"25,215",0.005,28,900,text
oneformer,"27,803",0.005,11,2527,text
chinese_clip,"23,658",0.005,8,2957,vision
timesformer,"22,265",0.004,25,890,text
roc_bert,"18,190",0.004,21,866,text
rag,"21,429",0.004,16,1339,text
donut-swin,"20,035",0.004,3,6678,text
bert-generation,"18,983",0.004,2,9491,text
xmod,"14,522",0.003,26,558,text
visual_bert,"14,665",0.003,18,814,text
megatron-bert,"13,883",0.003,55,252,text
maskformer,"17,083",0.003,60,284,vision
groupvit,"15,243",0.003,6,2540,text
glpn,"14,354",0.003,58,247,text
funnel,"14,760",0.003,50,295,text
ctrl,"16,049",0.003,32,501,text
clap,"15,948",0.003,9,1772,text
transfo-xl,"12,361",0.002,19,650,text
swinv2,"12,710",0.002,64,198,vision
reformer,"8,291",0.002,20,414,text
lxmert,"9,568",0.002,16,598,text
canine,"10,903",0.002,139,78,text
align,"9,630",0.002,4,2407,vision
yoso,"6,440",0.001,20,322,text
xlm-roberta-xl,"5,494",0.001,24,228,text
xlm-prophetnet,"7,521",0.001,11,683,text
speech-encoder-decoder,"7,483",0.001,182,41,audio
roberta-prelayernorm,"4,494",0.001,26,172,text
nezha,"2,813",0.001,20,140,text
graphormer,"2,947",0.001,5,589,text
gpt_neox_japanese,"6,517",0.001,6,1086,text
flava,"5,705",0.001,8,713,text
ernie_m,"5,026",0.001,22,228,text
efficientnet,"3,050",0.001,20,152,vision
deformable_detr,"5,934",0.001,12,494,text
decision_transformer,"4,860",0.001,159,30,text
conditional_detr,"4,923",0.001,13,378,text
bridgetower,"7,447",0.001,7,1063,text
altclip,"2,884",0.001,5,576,vision
vit_hybrid,0,0.0,0,0,vision
vision-text-dual-encoder,"1,073",0.0,32,33,text
van,540,0.0,11,49,vision
tvlt,851,0.0,6,141,text
trajectory_transformer,198,0.0,16,12,text
time_series_transformer,"1,887",0.0,8,235,text
swin2sr,"2,390",0.0,9,265,text
speech_to_text_2,0,0.0,0,0,text
retribert,482,0.0,2,241,text
realm,"1,622",0.0,10,162,text
qdqbert,0,0.0,0,0,text
nat,813,0.0,10,81,vision
mctct,701,0.0,10,70,audio
maskformer-swin,0,0.0,0,0,vision
jukebox,811,0.0,6,135,text
informer,527,0.0,3,175,text
gptsan-japanese,911,0.0,3,303,text
gpt-sw3,0,0.0,0,0,text
efficientformer,"1,781",0.0,14,127,vision
dinat,"1,079",0.0,13,83,vision
deta,"2,165",0.0,13,166,text
bit,"1,522",0.0,7,217,vision