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merged-averaged-model_timings_2.1.0_12.1_NVIDIA_A10G_False.csv

@@ -1,120 +1,120 @@
 ,model_name,pretrained,image_time,text_time,avg_score,image_shape,text_shape,model_memory,output shape,torch_version,cuda_version,device_name,params (M),FLOPs (B)
-0,EVA01-g-14,laion400m_s11b_b41k,20.474191665649414,5.618175983428955,0.7003,"[1, 3, 224, 224]","(3, 77)",7238275072,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,1136.44,547.36
-1,EVA01-g-14-plus,merged2b_s11b_b114k,20.475199699401855,11.035648345947266,0.7231000000000001,"[1, 3, 224, 224]","(3, 77)",10166002688,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,1366.62,581.15
-2,EVA02-B-16,merged2b_s8b_b131k,10.058720111846924,5.59769606590271,0.6904,"[1, 3, 224, 224]","(3, 77)",6163561472,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.69,41.09
-3,EVA02-L-14,merged2b_s4b_b131k,20.27897548675537,5.8961920738220215,0.7207000000000001,"[1, 3, 224, 224]","(3, 77)",2365293568,"[1, 768]",2.1.0,12.1,NVIDIA A10G,427.76,175.3
-4,EVA02-L-14-336,merged2b_s6b_b61k,20.18988800048828,5.613055944442749,0.7235,"[1, 3, 336, 336]","(3, 77)",3453198336,"[1, 768]",2.1.0,12.1,NVIDIA A10G,428.08,395.16
-5,RN101,openai,10.537424087524414,5.924831867218018,0.6249,"[1, 3, 224, 224]","(3, 77)",910373376,"[1, 512]",2.1.0,12.1,NVIDIA A10G,119.69,25.5
-6,RN101,yfcc15m,10.61902379989624,5.8618879318237305,0.4796,"[1, 3, 224, 224]","(3, 77)",979235840,"[1, 512]",2.1.0,12.1,NVIDIA A10G,119.69,25.5
-7,RN101-quickgelu,openai,10.542912006378174,5.931568145751953,0.6249,"[1, 3, 224, 224]","(3, 77)",979496960,"[1, 512]",2.1.0,12.1,NVIDIA A10G,119.69,25.5
-8,RN101-quickgelu,yfcc15m,10.524847984313965,5.924863815307617,0.48460000000000003,"[1, 3, 224, 224]","(3, 77)",980546560,"[1, 512]",2.1.0,12.1,NVIDIA A10G,119.69,25.5
-9,RN50,cc12m,6.024255990982056,5.5608320236206055,0.5475,"[1, 3, 224, 224]","(3, 77)",831289344,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,102.01,18.18
-10,RN50,openai,5.679951906204224,5.883903980255127,0.6124,"[1, 3, 224, 224]","(3, 77)",508009472,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,102.01,18.18
-11,RN50,yfcc15m,5.741055965423584,5.949951887130737,0.4709,"[1, 3, 224, 224]","(3, 77)",839153664,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,102.01,18.18
-12,RN50-quickgelu,cc12m,5.891471862792969,5.920255899429321,0.5531,"[1, 3, 224, 224]","(3, 77)",831158272,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,102.01,18.18
-13,RN50-quickgelu,openai,5.774944067001343,5.929984092712402,0.6124,"[1, 3, 224, 224]","(3, 77)",837056512,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,102.01,18.18
-14,RN50-quickgelu,yfcc15m,5.753135919570923,5.91871976852417,0.4716,"[1, 3, 224, 224]","(3, 77)",836270080,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,102.01,18.18
-15,RN50x16,openai,15.595952033996582,6.202367782592773,0.6518,"[1, 3, 384, 384]","(3, 77)",1914447360,"[1, 768]",2.1.0,12.1,NVIDIA A10G,290.98,162.69
-16,RN50x4,openai,8.991376399993896,5.9356160163879395,0.6373,"[1, 3, 288, 288]","(3, 77)",1224630784,"[1, 640]",2.1.0,12.1,NVIDIA A10G,178.3,51.82
-17,RN50x64,openai,24.387184143066406,6.016991853713989,0.6563,"[1, 3, 448, 448]","(3, 77)",3698862592,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,623.26,552.65
-18,ViT-B-16,commonpool_l_basic_s1b_b8k,5.68121600151062,5.560319900512695,0.6132,"[1, 3, 224, 224]","(3, 77)",1230176256,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.62,41.09
-19,ViT-B-16,commonpool_l_clip_s1b_b8k,4.770128011703491,5.56441593170166,0.6054,"[1, 3, 224, 224]","(3, 77)",1227030528,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.62,41.09
-20,ViT-B-16,commonpool_l_image_s1b_b8k,4.7631518840789795,5.5905280113220215,0.6164,"[1, 3, 224, 224]","(3, 77)",1230176256,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.62,41.09
-21,ViT-B-16,commonpool_l_laion_s1b_b8k,4.756064176559448,5.579263925552368,0.6274,"[1, 3, 224, 224]","(3, 77)",1229127680,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.62,41.09
-22,ViT-B-16,commonpool_l_s1b_b8k,8.063872337341309,5.580287933349609,0.5635,"[1, 3, 224, 224]","(3, 77)",1230962688,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.62,41.09
-23,ViT-B-16,commonpool_l_text_s1b_b8k,4.772768020629883,5.554672002792358,0.6126,"[1, 3, 224, 224]","(3, 77)",1228603392,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.62,41.09
-24,ViT-B-16,datacomp_l_s1b_b8k,5.041455984115601,5.793791770935059,0.6267,"[1, 3, 224, 224]","(3, 77)",1225719808,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.62,41.09
-25,ViT-B-16,datacomp_xl_s13b_b90k,5.654415845870972,6.0989439487457275,0.6867,"[1, 3, 224, 224]","(3, 77)",1224802304,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.62,41.09
-26,ViT-B-16,dfn2b,5.663935899734497,5.572080135345459,0.7158,"[1, 3, 224, 224]","(3, 77)",1230438400,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.62,41.09
-27,ViT-B-16,laion2b_s34b_b88k,4.769519805908203,5.601280212402344,0.6884,"[1, 3, 224, 224]","(3, 77)",1223753728,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.62,41.09
-28,ViT-B-16,laion400m_e31,5.722016096115112,5.883904218673706,0.6621000000000001,"[1, 3, 224, 224]","(3, 77)",1228603392,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.62,41.09
-29,ViT-B-16,laion400m_e32,5.641088008880615,5.561344146728516,0.6638,"[1, 3, 224, 224]","(3, 77)",1224671232,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.62,41.09
-30,ViT-B-16,openai,6.020640134811401,5.907968044281006,0.6507,"[1, 3, 224, 224]","(3, 77)",1237850112,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.62,41.09
-31,ViT-B-16-SigLIP,webli,4.754528045654297,5.4036478996276855,0.7442,"[1, 3, 224, 224]","(3, 64)",19772472320,"[1, 768]",2.1.0,12.1,NVIDIA A10G,203.16,46.44
-32,ViT-B-16-SigLIP-256,webli,4.868304014205933,5.408768177032471,0.7462000000000001,"[1, 3, 256, 256]","(3, 64)",1675241472,"[1, 768]",2.1.0,12.1,NVIDIA A10G,203.2,57.84
-33,ViT-B-16-SigLIP-384,webli,6.210896015167236,5.391359806060791,0.7542,"[1, 3, 384, 384]","(3, 64)",2349512704,"[1, 768]",2.1.0,12.1,NVIDIA A10G,203.45,123.15
-34,ViT-B-16-SigLIP-512,webli,7.5596160888671875,5.4231040477752686,0.7554,"[1, 3, 512, 512]","(3, 64)",1681389568,"[1, 768]",2.1.0,12.1,NVIDIA A10G,203.79,227.26
-35,ViT-B-16-SigLIP-i18n-256,webli,5.899199962615967,5.412352085113525,0.7347,"[1, 3, 256, 256]","(3, 64)",2349053952,"[1, 768]",2.1.0,12.1,NVIDIA A10G,370.63,57.84
-36,ViT-B-16-plus-240,laion400m_e31,5.794032096862793,5.627903938293457,0.6671,"[1, 3, 240, 240]","(3, 77)",1470380032,"[1, 640]",2.1.0,12.1,NVIDIA A10G,208.38,64.03
-37,ViT-B-16-plus-240,laion400m_e32,5.733759880065918,5.583871841430664,0.6675999999999999,"[1, 3, 240, 240]","(3, 77)",1718513664,"[1, 640]",2.1.0,12.1,NVIDIA A10G,208.38,64.03
-38,ViT-B-16-quickgelu,metaclip_400m,6.002687931060791,6.191135883331299,0.6962,"[1, 3, 224, 224]","(3, 77)",1229914112,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.62,41.09
-39,ViT-B-16-quickgelu,metaclip_fullcc,5.105072021484375,6.214143991470337,0.7077,"[1, 3, 224, 224]","(3, 77)",1227816960,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.62,41.09
-40,ViT-B-32,commonpool_m_basic_s128m_b4k,5.119024038314819,5.608959913253784,0.3907,"[1, 3, 224, 224]","(3, 77)",1237137408,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
-41,ViT-B-32,commonpool_m_clip_s128m_b4k,5.109920024871826,5.627392053604126,0.3923,"[1, 3, 224, 224]","(3, 77)",1238185984,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
-42,ViT-B-32,commonpool_m_image_s128m_b4k,6.143503904342651,5.617663860321045,0.39759999999999995,"[1, 3, 224, 224]","(3, 77)",1236875264,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
-43,ViT-B-32,commonpool_m_laion_s128m_b4k,5.101327896118164,5.585903882980347,0.3741,"[1, 3, 224, 224]","(3, 77)",1236088832,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
-44,ViT-B-32,commonpool_m_s128m_b4k,5.116783857345581,5.6248321533203125,0.34489999999999993,"[1, 3, 224, 224]","(3, 77)",1239496704,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
-45,ViT-B-32,commonpool_m_text_s128m_b4k,5.091775894165039,5.77841591835022,0.3917,"[1, 3, 224, 224]","(3, 77)",1235826688,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
-46,ViT-B-32,commonpool_s_basic_s13m_b4k,5.085776090621948,5.570559978485107,0.1874,"[1, 3, 224, 224]","(3, 77)",1243166720,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
-47,ViT-B-32,commonpool_s_clip_s13m_b4k,6.092319965362549,5.838335990905762,0.1857,"[1, 3, 224, 224]","(3, 77)",1240020992,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
-48,ViT-B-32,commonpool_s_image_s13m_b4k,5.1218719482421875,5.577215909957886,0.1536,"[1, 3, 224, 224]","(3, 77)",1242511360,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
-49,ViT-B-32,commonpool_s_laion_s13m_b4k,6.11409592628479,5.599744081497192,0.1527,"[1, 3, 224, 224]","(3, 77)",1242249216,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
-50,ViT-B-32,commonpool_s_s13m_b4k,6.107375860214233,5.568016052246094,0.1789,"[1, 3, 224, 224]","(3, 77)",1244477440,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
-51,ViT-B-32,commonpool_s_text_s13m_b4k,5.143535852432251,5.808640003204346,0.19220000000000004,"[1, 3, 224, 224]","(3, 77)",1241593856,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
-52,ViT-B-32,datacomp_m_s128m_b4k,5.111007928848267,5.581823825836182,0.37560000000000004,"[1, 3, 224, 224]","(3, 77)",1237137408,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
-53,ViT-B-32,datacomp_s_s13m_b4k,6.072416067123413,5.596160173416138,0.1536,"[1, 3, 224, 224]","(3, 77)",1241069568,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
-54,ViT-B-32,datacomp_xl_s13b_b90k,5.113136053085327,5.889024019241333,0.6594,"[1, 3, 224, 224]","(3, 77)",1235826688,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
-55,ViT-B-32,laion2b_e16,5.097952127456665,5.5761919021606445,0.6777,"[1, 3, 224, 224]","(3, 77)",1237137408,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
-56,ViT-B-32,laion2b_s34b_b79k,6.0607521533966064,5.578239917755127,0.675,"[1, 3, 224, 224]","(3, 77)",1237137408,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
-57,ViT-B-32,laion400m_e31,5.355024099349976,5.592576026916504,0.6412,"[1, 3, 224, 224]","(3, 77)",1233598464,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
-58,ViT-B-32,laion400m_e32,5.131920099258423,5.588943958282471,0.6412,"[1, 3, 224, 224]","(3, 77)",1235433472,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
-59,ViT-B-32,openai,6.468624114990234,5.91923189163208,0.6321,"[1, 3, 224, 224]","(3, 77)",3131771392,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
-60,ViT-B-32-256,datacomp_s34b_b86k,6.062528133392334,5.616640090942383,0.6712,"[1, 3, 256, 256]","(3, 77)",1246096384,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.29,17.46
-61,ViT-B-32-quickgelu,laion400m_e31,5.5821919441223145,5.923839807510376,0.6389,"[1, 3, 224, 224]","(3, 77)",1245919232,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
-62,ViT-B-32-quickgelu,laion400m_e32,6.424832105636597,5.928960084915161,0.6394,"[1, 3, 224, 224]","(3, 77)",1241724928,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
-63,ViT-B-32-quickgelu,metaclip_400m,6.505200147628784,5.903359889984131,0.671,"[1, 3, 224, 224]","(3, 77)",1239365632,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
-64,ViT-B-32-quickgelu,metaclip_fullcc,5.4093921184539795,5.905408143997192,0.6879,"[1, 3, 224, 224]","(3, 77)",1240020992,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
-65,ViT-B-32-quickgelu,openai,6.420703887939453,5.920767784118652,0.6321,"[1, 3, 224, 224]","(3, 77)",1248454656,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
-66,ViT-H-14,laion2b_s32b_b79k,14.032111644744873,11.0796799659729,0.7056999999999999,"[1, 3, 224, 224]","(3, 77)",5731186688,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,986.11,381.68
-67,ViT-H-14-378-quickgelu,dfn5b,31.190399169921875,11.75603199005127,0.7719,"[1, 3, 378, 378]","(3, 77)",7996008448,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,986.71,1054.05
-68,ViT-H-14-CLIPA,datacomp1b,14.727488040924072,11.159551620483398,0.7178,"[1, 3, 224, 224]","(3, 32)",5571405824,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,968.24,354.02
-69,ViT-H-14-CLIPA-336,datacomp1b,22.172271728515625,10.647552013397219,0.7192000000000001,"[1, 3, 336, 336]","(3, 32)",7776730112,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,968.64,800.88
-70,ViT-H-14-CLIPA-336,laion2b,22.14084815979004,11.281376361846924,0.7289,"[1, 3, 336, 336]","(3, 32)",7775710208,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,968.64,800.88
-71,ViT-H-14-quickgelu,dfn5b,14.581711769104004,12.527103900909424,0.764,"[1, 3, 224, 224]","(3, 77)",7996991488,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,986.11,381.68
-72,ViT-H-14-quickgelu,metaclip_fullcc,14.546191692352295,12.34991979598999,0.7411999999999999,"[1, 3, 224, 224]","(3, 77)",7999154176,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,986.11,381.68
-73,ViT-L-14,commonpool_xl_clip_s13b_b90k,9.088288307189941,5.606911897659302,0.6956,"[1, 3, 224, 224]","(3, 77)",3463997440,"[1, 768]",2.1.0,12.1,NVIDIA A10G,427.62,175.33
-74,ViT-L-14,commonpool_xl_laion_s13b_b90k,9.050704002380371,5.628928184509277,0.7206,"[1, 3, 224, 224]","(3, 77)",3463014400,"[1, 768]",2.1.0,12.1,NVIDIA A10G,427.62,175.33
-75,ViT-L-14,commonpool_xl_s13b_b90k,10.773183822631836,5.654527902603149,0.6817,"[1, 3, 224, 224]","(3, 77)",3463473152,"[1, 768]",2.1.0,12.1,NVIDIA A10G,427.62,175.33
-76,ViT-L-14,datacomp_xl_s13b_b90k,10.715183734893799,5.587967872619629,0.7091,"[1, 3, 224, 224]","(3, 77)",3463276544,"[1, 768]",2.1.0,12.1,NVIDIA A10G,427.62,175.33
-77,ViT-L-14,laion2b_s32b_b82k,9.029568195343018,5.616640090942383,0.701,"[1, 3, 224, 224]","(3, 77)",3463473152,"[1, 768]",2.1.0,12.1,NVIDIA A10G,427.62,175.33
-78,ViT-L-14,laion400m_e31,10.72383975982666,5.644287824630737,0.6728000000000001,"[1, 3, 224, 224]","(3, 77)",3463211008,"[1, 768]",2.1.0,12.1,NVIDIA A10G,427.62,175.33
-79,ViT-L-14,laion400m_e32,15.518112182617188,5.602303981781006,0.6734,"[1, 3, 224, 224]","(3, 77)",3463211008,"[1, 768]",2.1.0,12.1,NVIDIA A10G,427.62,175.33
-80,ViT-L-14,openai,9.643136024475098,6.192624092102051,0.6588,"[1, 3, 224, 224]","(3, 77)",2595284480,"[1, 768]",2.1.0,12.1,NVIDIA A10G,427.62,175.33
-81,ViT-L-14-336,openai,11.637872219085693,6.220288038253784,0.6666,"[1, 3, 336, 336]","(3, 77)",3463737856,"[1, 768]",2.1.0,12.1,NVIDIA A10G,427.94,395.22
-82,ViT-L-14-CLIPA,datacomp1b,9.07643175125122,5.537792205810547,0.7044,"[1, 3, 224, 224]","(3, 32)",5204517376,"[1, 768]",2.1.0,12.1,NVIDIA A10G,414.21,167.5
-83,ViT-L-14-CLIPA-336,datacomp1b,10.509423732757568,5.516287803649902,0.7092,"[1, 3, 336, 336]","(3, 32)",3353302016,"[1, 768]",2.1.0,12.1,NVIDIA A10G,414.54,387.39
-84,ViT-L-14-quickgelu,dfn2b,9.639088153839111,5.924351930618286,0.7406,"[1, 3, 224, 224]","(3, 77)",3463473152,"[1, 768]",2.1.0,12.1,NVIDIA A10G,427.62,175.33
-85,ViT-L-14-quickgelu,metaclip_400m,11.433760166168213,6.19212818145752,0.7137,"[1, 3, 224, 224]","(3, 77)",3460589568,"[1, 768]",2.1.0,12.1,NVIDIA A10G,427.62,175.33
-86,ViT-L-14-quickgelu,metaclip_fullcc,11.465903759002686,5.965840101242065,0.7325,"[1, 3, 224, 224]","(3, 77)",3460065280,"[1, 768]",2.1.0,12.1,NVIDIA A10G,427.62,175.33
-87,ViT-L-16-SigLIP-256,webli,9.450448036193848,11.123199939727783,0.7619,"[1, 3, 256, 256]","(3, 64)",3463880704,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,652.15,201.62
-88,ViT-L-16-SigLIP-384,webli,11.37011194229126,10.573311805725098,0.7642,"[1, 3, 384, 384]","(3, 64)",5239883776,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,652.48,422.91
-89,ViT-SO400M-14-SigLIP,webli,12.754623889923096,12.046832084655762,0.7567,"[1, 3, 224, 224]","(3, 16)",6170381312,"[1, 1152]",2.1.0,12.1,NVIDIA A10G,877.36,233.54
-90,ViT-SO400M-14-SigLIP-384,webli,21.57849597930908,12.493328094482422,0.7721000000000001,"[1, 3, 384, 384]","(3, 64)",7084863488,"[1, 1152]",2.1.0,12.1,NVIDIA A10G,877.96,723.48
-91,ViT-bigG-14,laion2b_s39b_b160k,34.019840240478516,14.539263725280762,0.7213,"[1, 3, 224, 224]","(3, 77)",15739624448,"[1, 1280]",2.1.0,12.1,NVIDIA A10G,2539.57,1065.36
-92,ViT-bigG-14-CLIPA,datacomp1b,33.96308708190918,14.08409595489502,0.7175,"[1, 3, 224, 224]","(3, 32)",13964719616,"[1, 1280]",2.1.0,12.1,NVIDIA A10G,2517.22,1007.93
-93,ViT-bigG-14-CLIPA-336,datacomp1b,52.210575103759766,14.243840217590332,0.722,"[1, 3, 336, 336]","(3, 32)",20160188416,"[1, 1280]",2.1.0,12.1,NVIDIA A10G,2517.76,2271.58
-94,ViT-g-14,laion2b_s12b_b42k,20.71236801147461,11.075072288513184,0.7085000000000001,"[1, 3, 224, 224]","(3, 77)",9532269056,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,1366.68,581.15
-95,ViT-g-14,laion2b_s34b_b88k,20.702239990234375,11.067903995513916,0.7038,"[1, 3, 224, 224]","(3, 77)",11070823424,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,1366.68,581.15
-96,coca_ViT-B-32,laion2b_s13b_b90k,6.590255975723267,6.061056137084961,0.6689,"[1, 3, 224, 224]","(3, 76)",5853056512,"[1, 512]",2.1.0,12.1,NVIDIA A10G,253.56,33.34
-97,coca_ViT-B-32,mscoco_finetuned_laion2b_s13b_b90k,6.558608055114746,5.784064054489136,0.1306,"[1, 3, 224, 224]","(3, 76)",2085986304,"[1, 512]",2.1.0,12.1,NVIDIA A10G,253.56,33.34
-98,coca_ViT-L-14,laion2b_s13b_b90k,9.393263816833496,6.064640045166016,0.7085000000000001,"[1, 3, 224, 224]","(3, 76)",3619857408,"[1, 768]",2.1.0,12.1,NVIDIA A10G,638.45,214.52
-99,coca_ViT-L-14,mscoco_finetuned_laion2b_s13b_b90k,9.579999923706055,5.790208101272583,0.7432,"[1, 3, 224, 224]","(3, 76)",5170161664,"[1, 768]",2.1.0,12.1,NVIDIA A10G,638.45,214.52
-100,convnext_base,laion400m_s13b_b51k,11.707600116729736,5.594111919403076,0.6541,"[1, 3, 224, 224]","(3, 77)",5532046336,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.52,36.67
-101,convnext_base_w,laion2b_s13b_b82k,9.77681589126587,5.5956480503082275,0.6976,"[1, 3, 256, 256]","(3, 77)",1382386176,"[1, 640]",2.1.0,12.1,NVIDIA A10G,179.39,49.38
-102,convnext_base_w,laion2b_s13b_b82k_augreg,9.962207794189453,5.624320030212402,0.6922,"[1, 3, 256, 256]","(3, 77)",1481531392,"[1, 640]",2.1.0,12.1,NVIDIA A10G,179.39,49.38
-103,convnext_base_w,laion_aesthetic_s13b_b82k,9.810559749603271,5.633023977279663,0.7047,"[1, 3, 256, 256]","(3, 77)",1473011712,"[1, 640]",2.1.0,12.1,NVIDIA A10G,179.39,49.38
-104,convnext_base_w_320,laion_aesthetic_s13b_b82k,10.166703701019287,5.610496044158936,0.703,"[1, 3, 320, 320]","(3, 77)",1467047936,"[1, 640]",2.1.0,12.1,NVIDIA A10G,179.39,71.94
-105,convnext_base_w_320,laion_aesthetic_s13b_b82k_augreg,10.020512104034424,5.618688106536865,0.687,"[1, 3, 320, 320]","(3, 77)",1466589184,"[1, 640]",2.1.0,12.1,NVIDIA A10G,179.39,71.94
-106,convnext_large_d,laion2b_s26b_b102k_augreg,10.218992233276367,7.418879985809326,0.7102,"[1, 3, 256, 256]","(3, 77)",2157782528,"[1, 768]",2.1.0,12.1,NVIDIA A10G,351.77,107.5
-107,convnext_large_d_320,laion2b_s29b_b131k_ft,10.281311988830566,7.378943920135498,0.7121999999999999,"[1, 3, 320, 320]","(3, 77)",2855922688,"[1, 768]",2.1.0,12.1,NVIDIA A10G,351.77,157.98
-108,convnext_large_d_320,laion2b_s29b_b131k_ft_soup,10.350912094116211,7.376911878585815,0.7148,"[1, 3, 320, 320]","(3, 77)",2860510208,"[1, 768]",2.1.0,12.1,NVIDIA A10G,351.77,157.98
-109,convnext_xxlarge,laion2b_s34b_b82k_augreg,14.747312068939209,11.149824142456055,0.7201,"[1, 3, 256, 256]","(3, 77)",6241563648,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,1200.58,443.03
-110,convnext_xxlarge,laion2b_s34b_b82k_augreg_rewind,14.771743774414062,11.09555196762085,0.7238,"[1, 3, 256, 256]","(3, 77)",9626024960,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,1200.58,443.03
-111,convnext_xxlarge,laion2b_s34b_b82k_augreg_soup,14.807376384735107,11.13856029510498,0.7232,"[1, 3, 256, 256]","(3, 77)",9628122112,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,1200.58,443.03
-112,nllb-clip-base,v1,5.130928039550781,7.857151985168457,0.5562,"[1, 3, 224, 224]","(3, 77)",12124995072,"[1, 512]",2.1.0,12.1,NVIDIA A10G,501.89,369.6
-113,nllb-clip-base-siglip,v1,6.170511960983276,7.842303991317749,0.6545000000000001,"[1, 3, 384, 384]","(3, 77)",7673376256,"[1, 768]",2.1.0,12.1,NVIDIA A10G,507.47,472.91
-114,nllb-clip-large,v1,14.028016090393066,15.417856216430664,0.6346,"[1, 3, 224, 224]","(3, 77)",7650356224,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,1399.22,1468.46
-115,nllb-clip-large-siglip,v1,21.564559936523438,16.517632484436035,0.6738,"[1, 3, 384, 384]","(3, 77)",6861477888,"[1, 1152]",2.1.0,12.1,NVIDIA A10G,1195.5,1804.22
-116,roberta-ViT-B-32,laion2b_s12b_b32k,5.427680015563965,7.895040035247803,0.6640999999999999,"[1, 3, 224, 224]","(3, 77)",11086010368,"[1, 512]",2.1.0,12.1,NVIDIA A10G,212.72,105.87
-117,xlm-roberta-base-ViT-B-32,laion5b_s13b_b90k,6.1474080085754395,7.980031967163086,0.6759,"[1, 3, 224, 224]","(3, 77)",2376531968,"[1, 512]",2.1.0,12.1,NVIDIA A10G,366.12,105.87
-118,xlm-roberta-large-ViT-H-14,frozen_laion5b_s13b_b90k,14.037184238433838,15.635968208312988,0.7363,"[1, 3, 224, 224]","(3, 77)",6382899200,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,1193.01,671.01
+0,EVA01-g-14,laion400m_s11b_b41k,20.46212863922119,5.626368045806885,0.7003,"[1, 3, 224, 224]","[1, 77]", 7.83GB,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,1136.44,547.36
+1,EVA01-g-14-plus,merged2b_s11b_b114k,20.425567626953125,11.545599937438965,0.7231000000000001,"[1, 3, 224, 224]","[1, 77]",10.56GB,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,1366.62,581.15
+2,EVA02-B-16,merged2b_s8b_b131k,10.546800136566162,5.884416103363037,0.6904,"[1, 3, 224, 224]","[1, 77]", 6.72GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.69,41.09
+3,EVA02-L-14,merged2b_s4b_b131k,21.30305576324463,5.903359889984131,0.7207000000000001,"[1, 3, 224, 224]","[1, 77]", 3.18GB,"[1, 768]",2.1.0,12.1,NVIDIA A10G,427.76,175.3
+4,EVA02-L-14-336,merged2b_s6b_b61k,21.138768196105957,5.933568000793457,0.7235,"[1, 3, 336, 336]","[1, 77]", 4.33GB,"[1, 768]",2.1.0,12.1,NVIDIA A10G,428.08,395.16
+5,RN101,openai,11.199039936065674,6.222336053848267,0.6249,"[1, 3, 224, 224]","[1, 77]", 1.71GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,119.69,25.5
+6,RN101,yfcc15m,11.416719913482666,5.91974401473999,0.4796,"[1, 3, 224, 224]","[1, 77]", 1.78GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,119.69,25.5
+7,RN101-quickgelu,openai,11.463871955871582,6.372351884841919,0.6249,"[1, 3, 224, 224]","[1, 77]", 1.78GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,119.69,25.5
+8,RN101-quickgelu,yfcc15m,11.495551586151123,6.38262414932251,0.48460000000000003,"[1, 3, 224, 224]","[1, 77]", 1.78GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,119.69,25.5
+9,RN50,cc12m,5.851871967315674,5.939199924468994,0.5475,"[1, 3, 224, 224]","[1, 77]", 1.62GB,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,102.01,18.18
+10,RN50,openai,6.125471830368042,6.231040000915527,0.6124,"[1, 3, 224, 224]","[1, 77]", 1.21GB,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,102.01,18.18
+11,RN50,yfcc15m,6.056256055831909,5.913088083267212,0.4709,"[1, 3, 224, 224]","[1, 77]", 1.62GB,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,102.01,18.18
+12,RN50-quickgelu,cc12m,5.791072130203247,6.308864116668701,0.5531,"[1, 3, 224, 224]","[1, 77]", 1.63GB,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,102.01,18.18
+13,RN50-quickgelu,openai,5.982032060623169,6.298111915588379,0.6124,"[1, 3, 224, 224]","[1, 77]", 1.62GB,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,102.01,18.18
+14,RN50-quickgelu,yfcc15m,6.215359926223755,6.387712001800537,0.4716,"[1, 3, 224, 224]","[1, 77]", 1.62GB,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,102.01,18.18
+15,RN50x16,openai,14.286400318145752,6.360032081604004,0.6518,"[1, 3, 384, 384]","[1, 77]", 2.74GB,"[1, 768]",2.1.0,12.1,NVIDIA A10G,290.98,162.69
+16,RN50x4,openai,9.516816139221191,6.368767976760864,0.6373,"[1, 3, 288, 288]","[1, 77]", 2.08GB,"[1, 640]",2.1.0,12.1,NVIDIA A10G,178.3,51.82
+17,RN50x64,openai,22.495408058166504,6.321184158325195,0.6563,"[1, 3, 448, 448]","[1, 77]", 4.54GB,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,623.26,552.65
+18,ViT-B-16,commonpool_l_basic_s1b_b8k,4.786767959594727,5.823520183563232,0.6132,"[1, 3, 224, 224]","[1, 77]", 2.06GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.62,41.09
+19,ViT-B-16,commonpool_l_clip_s1b_b8k,4.797664165496826,5.7487359046936035,0.6054,"[1, 3, 224, 224]","[1, 77]", 2.06GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.62,41.09
+20,ViT-B-16,commonpool_l_image_s1b_b8k,4.948832035064697,5.778432130813599,0.6164,"[1, 3, 224, 224]","[1, 77]", 2.06GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.62,41.09
+21,ViT-B-16,commonpool_l_laion_s1b_b8k,4.778656005859375,5.79532790184021,0.6274,"[1, 3, 224, 224]","[1, 77]", 2.06GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.62,41.09
+22,ViT-B-16,commonpool_l_s1b_b8k,5.104079961776733,5.92742395401001,0.5635,"[1, 3, 224, 224]","[1, 77]", 2.06GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.62,41.09
+23,ViT-B-16,commonpool_l_text_s1b_b8k,4.7686240673065186,5.8521599769592285,0.6126,"[1, 3, 224, 224]","[1, 77]", 2.06GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.62,41.09
+24,ViT-B-16,datacomp_l_s1b_b8k,4.777055978775024,5.822464227676392,0.6267,"[1, 3, 224, 224]","[1, 77]", 2.06GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.62,41.09
+25,ViT-B-16,datacomp_xl_s13b_b90k,4.7882239818573,5.794303894042969,0.6867,"[1, 3, 224, 224]","[1, 77]", 2.06GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.62,41.09
+26,ViT-B-16,dfn2b,4.817919969558716,5.82809591293335,0.7158,"[1, 3, 224, 224]","[1, 77]", 2.06GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.62,41.09
+27,ViT-B-16,laion2b_s34b_b88k,4.782991886138916,5.818880081176758,0.6884,"[1, 3, 224, 224]","[1, 77]", 2.06GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.62,41.09
+28,ViT-B-16,laion400m_e31,4.821023941040039,5.844448089599609,0.6621000000000001,"[1, 3, 224, 224]","[1, 77]", 2.06GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.62,41.09
+29,ViT-B-16,laion400m_e32,4.761600017547607,5.80348801612854,0.6638,"[1, 3, 224, 224]","[1, 77]", 2.06GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.62,41.09
+30,ViT-B-16,openai,5.240463972091675,6.120959997177124,0.6507,"[1, 3, 224, 224]","[1, 77]", 2.06GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.62,41.09
+31,ViT-B-16-SigLIP,webli,4.85966420173645,5.544480085372925,0.7442,"[1, 3, 224, 224]","[1, 64]",19.50GB,"[1, 768]",2.1.0,12.1,NVIDIA A10G,203.16,46.44
+32,ViT-B-16-SigLIP-256,webli,4.997040033340454,5.413376092910767,0.7462000000000001,"[1, 3, 256, 256]","[1, 64]", 2.58GB,"[1, 768]",2.1.0,12.1,NVIDIA A10G,203.2,57.84
+33,ViT-B-16-SigLIP-384,webli,5.633455991744995,5.658143997192383,0.7542,"[1, 3, 384, 384]","[1, 64]", 3.12GB,"[1, 768]",2.1.0,12.1,NVIDIA A10G,203.45,123.15
+34,ViT-B-16-SigLIP-512,webli,7.607215881347656,5.602816104888916,0.7554,"[1, 3, 512, 512]","[1, 64]", 2.50GB,"[1, 768]",2.1.0,12.1,NVIDIA A10G,203.79,227.26
+35,ViT-B-16-SigLIP-i18n-256,webli,5.00489616394043,5.628416061401367,0.7347,"[1, 3, 256, 256]","[1, 64]", 3.12GB,"[1, 768]",2.1.0,12.1,NVIDIA A10G,370.63,57.84
+36,ViT-B-16-plus-240,laion400m_e31,4.956000089645386,5.9555840492248535,0.6671,"[1, 3, 240, 240]","[1, 77]", 2.32GB,"[1, 640]",2.1.0,12.1,NVIDIA A10G,208.38,64.03
+37,ViT-B-16-plus-240,laion400m_e32,5.141632080078125,5.975008010864258,0.6675999999999999,"[1, 3, 240, 240]","[1, 77]", 2.52GB,"[1, 640]",2.1.0,12.1,NVIDIA A10G,208.38,64.03
+38,ViT-B-16-quickgelu,metaclip_400m,5.115919828414917,6.156288146972656,0.6962,"[1, 3, 224, 224]","[1, 77]", 2.06GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.62,41.09
+39,ViT-B-16-quickgelu,metaclip_fullcc,5.131376028060913,6.186527967453003,0.7077,"[1, 3, 224, 224]","[1, 77]", 2.06GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,149.62,41.09
+40,ViT-B-32,commonpool_m_basic_s128m_b4k,5.40777587890625,5.860352039337158,0.3907,"[1, 3, 224, 224]","[1, 77]", 2.08GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
+41,ViT-B-32,commonpool_m_clip_s128m_b4k,5.249824047088623,5.813760042190552,0.3923,"[1, 3, 224, 224]","[1, 77]", 2.08GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
+42,ViT-B-32,commonpool_m_image_s128m_b4k,5.316256046295166,5.82860803604126,0.39759999999999995,"[1, 3, 224, 224]","[1, 77]", 2.08GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
+43,ViT-B-32,commonpool_m_laion_s128m_b4k,5.119215965270996,5.7876482009887695,0.3741,"[1, 3, 224, 224]","[1, 77]", 2.08GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
+44,ViT-B-32,commonpool_m_s128m_b4k,5.1850879192352295,5.77945613861084,0.34489999999999993,"[1, 3, 224, 224]","[1, 77]", 2.08GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
+45,ViT-B-32,commonpool_m_text_s128m_b4k,5.115648031234741,5.790719985961914,0.3917,"[1, 3, 224, 224]","[1, 77]", 2.08GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
+46,ViT-B-32,commonpool_s_basic_s13m_b4k,5.455631971359253,5.563904047012329,0.1874,"[1, 3, 224, 224]","[1, 77]", 2.08GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
+47,ViT-B-32,commonpool_s_clip_s13m_b4k,5.293855905532837,5.780479907989502,0.1857,"[1, 3, 224, 224]","[1, 77]", 2.08GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
+48,ViT-B-32,commonpool_s_image_s13m_b4k,5.106912136077881,5.824512004852295,0.1536,"[1, 3, 224, 224]","[1, 77]", 2.08GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
+49,ViT-B-32,commonpool_s_laion_s13m_b4k,5.135024070739746,5.77126407623291,0.1527,"[1, 3, 224, 224]","[1, 77]", 2.08GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
+50,ViT-B-32,commonpool_s_s13m_b4k,5.353088140487671,5.924351930618286,0.1789,"[1, 3, 224, 224]","[1, 77]", 2.08GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
+51,ViT-B-32,commonpool_s_text_s13m_b4k,5.103744029998779,5.841919898986816,0.19220000000000004,"[1, 3, 224, 224]","[1, 77]", 2.08GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
+52,ViT-B-32,datacomp_m_s128m_b4k,5.165888071060181,5.782016038894653,0.37560000000000004,"[1, 3, 224, 224]","[1, 77]", 2.08GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
+53,ViT-B-32,datacomp_s_s13m_b4k,5.128367900848389,5.775871992111206,0.1536,"[1, 3, 224, 224]","[1, 77]", 2.08GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
+54,ViT-B-32,datacomp_xl_s13b_b90k,5.4832799434661865,5.913600206375122,0.6594,"[1, 3, 224, 224]","[1, 77]", 2.08GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
+55,ViT-B-32,laion2b_e16,5.503423929214478,5.9407360553741455,0.6777,"[1, 3, 224, 224]","[1, 77]", 2.05GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
+56,ViT-B-32,laion2b_s34b_b79k,5.390496015548706,5.868544101715088,0.675,"[1, 3, 224, 224]","[1, 77]", 2.05GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
+57,ViT-B-32,laion400m_e31,5.492624044418335,5.965856075286865,0.6412,"[1, 3, 224, 224]","[1, 77]", 2.06GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
+58,ViT-B-32,laion400m_e32,5.142640113830566,5.831680059432983,0.6412,"[1, 3, 224, 224]","[1, 77]", 2.05GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
+59,ViT-B-32,openai,5.514863967895508,6.236159801483154,0.6321,"[1, 3, 224, 224]","[1, 77]", 3.90GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
+60,ViT-B-32-256,datacomp_s34b_b86k,5.423919916152954,5.895167827606201,0.6712,"[1, 3, 256, 256]","[1, 77]", 2.08GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.29,17.46
+61,ViT-B-32-quickgelu,laion400m_e31,5.882735967636108,6.308864116668701,0.6389,"[1, 3, 224, 224]","[1, 77]", 2.04GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
+62,ViT-B-32-quickgelu,laion400m_e32,5.766527891159058,6.259200096130371,0.6394,"[1, 3, 224, 224]","[1, 77]", 2.06GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
+63,ViT-B-32-quickgelu,metaclip_400m,5.6994240283966064,5.917711973190308,0.671,"[1, 3, 224, 224]","[1, 77]", 2.06GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
+64,ViT-B-32-quickgelu,metaclip_fullcc,5.425440073013306,6.128624200820923,0.6879,"[1, 3, 224, 224]","[1, 77]", 2.06GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
+65,ViT-B-32-quickgelu,openai,5.600415945053101,6.252544164657593,0.6321,"[1, 3, 224, 224]","[1, 77]", 2.06GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.28,14.78
+66,ViT-H-14,laion2b_s32b_b79k,14.026944160461426,11.556895732879639,0.7056999999999999,"[1, 3, 224, 224]","[1, 77]", 6.33GB,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,986.11,381.68
+67,ViT-H-14-378-quickgelu,dfn5b,31.21939182281494,12.274176120758057,0.7719,"[1, 3, 378, 378]","[1, 77]", 8.47GB,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,986.71,1054.05
+68,ViT-H-14-CLIPA,datacomp1b,13.99728012084961,10.644991874694824,0.7178,"[1, 3, 224, 224]","[1, 32]", 6.21GB,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,968.24,354.02
+69,ViT-H-14-CLIPA-336,datacomp1b,22.28190326690674,11.02233600616455,0.7192000000000001,"[1, 3, 336, 336]","[1, 32]", 8.31GB,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,968.64,800.88
+70,ViT-H-14-CLIPA-336,laion2b,22.14639949798584,10.993151664733887,0.7289,"[1, 3, 336, 336]","[1, 32]", 8.37GB,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,968.64,800.88
+71,ViT-H-14-quickgelu,dfn5b,14.679200172424316,12.693503856658936,0.764,"[1, 3, 224, 224]","[1, 77]", 8.48GB,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,986.11,381.68
+72,ViT-H-14-quickgelu,metaclip_fullcc,14.7642240524292,12.345343589782717,0.7411999999999999,"[1, 3, 224, 224]","[1, 77]", 8.51GB,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,986.11,381.68
+73,ViT-L-14,commonpool_xl_clip_s13b_b90k,9.568511962890625,5.914623975753784,0.6956,"[1, 3, 224, 224]","[1, 77]", 4.15GB,"[1, 768]",2.1.0,12.1,NVIDIA A10G,427.62,175.33
+74,ViT-L-14,commonpool_xl_laion_s13b_b90k,9.683328151702883,5.940224170684815,0.7206,"[1, 3, 224, 224]","[1, 77]", 4.15GB,"[1, 768]",2.1.0,12.1,NVIDIA A10G,427.62,175.33
+75,ViT-L-14,commonpool_xl_s13b_b90k,9.71174430847168,5.970943927764893,0.6817,"[1, 3, 224, 224]","[1, 77]", 4.17GB,"[1, 768]",2.1.0,12.1,NVIDIA A10G,427.62,175.33
+76,ViT-L-14,datacomp_xl_s13b_b90k,9.667455673217773,5.974016189575195,0.7091,"[1, 3, 224, 224]","[1, 77]", 4.17GB,"[1, 768]",2.1.0,12.1,NVIDIA A10G,427.62,175.33
+77,ViT-L-14,laion2b_s32b_b82k,9.479231834411621,5.942271947860718,0.701,"[1, 3, 224, 224]","[1, 77]", 4.16GB,"[1, 768]",2.1.0,12.1,NVIDIA A10G,427.62,175.33
+78,ViT-L-14,laion400m_e31,9.430671691894531,5.856767892837524,0.6728000000000001,"[1, 3, 224, 224]","[1, 77]", 4.15GB,"[1, 768]",2.1.0,12.1,NVIDIA A10G,427.62,175.33
+79,ViT-L-14,laion400m_e32,9.423408031463623,5.615583896636963,0.6734,"[1, 3, 224, 224]","[1, 77]", 4.12GB,"[1, 768]",2.1.0,12.1,NVIDIA A10G,427.62,175.33
+80,ViT-L-14,openai,9.714959621429443,6.268415927886963,0.6588,"[1, 3, 224, 224]","[1, 77]", 3.41GB,"[1, 768]",2.1.0,12.1,NVIDIA A10G,427.62,175.33
+81,ViT-L-14-336,openai,11.794464111328125,6.461951971054077,0.6666,"[1, 3, 336, 336]","[1, 77]", 4.23GB,"[1, 768]",2.1.0,12.1,NVIDIA A10G,427.94,395.22
+82,ViT-L-14-CLIPA,datacomp1b,9.326303958892822,5.700608015060425,0.7044,"[1, 3, 224, 224]","[1, 32]", 5.88GB,"[1, 768]",2.1.0,12.1,NVIDIA A10G,414.21,167.5
+83,ViT-L-14-CLIPA-336,datacomp1b,10.515056133270264,5.506048202514648,0.7092,"[1, 3, 336, 336]","[1, 32]", 4.08GB,"[1, 768]",2.1.0,12.1,NVIDIA A10G,414.54,387.39
+84,ViT-L-14-quickgelu,dfn2b,10.100831985473633,6.162432193756104,0.7406,"[1, 3, 224, 224]","[1, 77]", 4.16GB,"[1, 768]",2.1.0,12.1,NVIDIA A10G,427.62,175.33
+85,ViT-L-14-quickgelu,metaclip_400m,9.7052640914917,6.2320640087127686,0.7137,"[1, 3, 224, 224]","[1, 77]", 4.16GB,"[1, 768]",2.1.0,12.1,NVIDIA A10G,427.62,175.33
+86,ViT-L-14-quickgelu,metaclip_fullcc,9.760863780975342,6.166576147079468,0.7325,"[1, 3, 224, 224]","[1, 77]", 4.16GB,"[1, 768]",2.1.0,12.1,NVIDIA A10G,427.62,175.33
+87,ViT-L-16-SigLIP-256,webli,9.957216262817383,10.980352401733398,0.7619,"[1, 3, 256, 256]","[1, 64]", 4.14GB,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,652.15,201.62
+88,ViT-L-16-SigLIP-384,webli,10.761919975280762,11.013120174407959,0.7642,"[1, 3, 384, 384]","[1, 64]", 5.76GB,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,652.48,422.91
+89,ViT-SO400M-14-SigLIP,webli,10.75823974609375,11.596799850463867,0.7567,"[1, 3, 224, 224]","[1, 16]", 6.83GB,"[1, 1152]",2.1.0,12.1,NVIDIA A10G,877.36,233.54
+90,ViT-SO400M-14-SigLIP-384,webli,21.60688018798828,12.261375904083252,0.7721000000000001,"[1, 3, 384, 384]","[1, 64]", 7.88GB,"[1, 1152]",2.1.0,12.1,NVIDIA A10G,877.96,723.48
+91,ViT-bigG-14,laion2b_s39b_b160k,34.02823829650879,15.358464241027832,0.7213,"[1, 3, 224, 224]","[1, 77]",15.83GB,"[1, 1280]",2.1.0,12.1,NVIDIA A10G,2539.57,1065.36
+92,ViT-bigG-14-CLIPA,datacomp1b,33.990848541259766,14.56281566619873,0.7175,"[1, 3, 224, 224]","[1, 32]",14.20GB,"[1, 1280]",2.1.0,12.1,NVIDIA A10G,2517.22,1007.93
+93,ViT-bigG-14-CLIPA-336,datacomp1b,52.21201515197754,14.736368179321289,0.722,"[1, 3, 336, 336]","[1, 32]",20.09GB,"[1, 1280]",2.1.0,12.1,NVIDIA A10G,2517.76,2271.58
+94,ViT-g-14,laion2b_s12b_b42k,20.69660758972168,11.706847667694092,0.7085000000000001,"[1, 3, 224, 224]","[1, 77]",10.03GB,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,1366.68,581.15
+95,ViT-g-14,laion2b_s34b_b88k,20.605039596557617,11.433984279632568,0.7038,"[1, 3, 224, 224]","[1, 77]",11.39GB,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,1366.68,581.15
+96,coca_ViT-B-32,laion2b_s13b_b90k,5.72873592376709,6.048768043518066,0.6689,"[1, 3, 224, 224]","[1, 76]", 6.32GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,253.56,33.34
+97,coca_ViT-B-32,mscoco_finetuned_laion2b_s13b_b90k,5.838735818862915,6.045183897018433,0.1306,"[1, 3, 224, 224]","[1, 76]", 2.84GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,253.56,33.34
+98,coca_ViT-L-14,laion2b_s13b_b90k,9.726208209991455,5.987328052520752,0.7085000000000001,"[1, 3, 224, 224]","[1, 76]", 4.34GB,"[1, 768]",2.1.0,12.1,NVIDIA A10G,638.45,214.52
+99,coca_ViT-L-14,mscoco_finetuned_laion2b_s13b_b90k,9.84883165359497,6.072319984436035,0.7432,"[1, 3, 224, 224]","[1, 76]", 5.81GB,"[1, 768]",2.1.0,12.1,NVIDIA A10G,638.45,214.52
+100,convnext_base,laion400m_s13b_b51k,10.952799797058105,5.843968152999878,0.6541,"[1, 3, 224, 224]","[1, 77]", 6.02GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,151.52,36.67
+101,convnext_base_w,laion2b_s13b_b82k,10.53713607788086,5.6744959354400635,0.6976,"[1, 3, 256, 256]","[1, 77]", 2.18GB,"[1, 640]",2.1.0,12.1,NVIDIA A10G,179.39,49.38
+102,convnext_base_w,laion2b_s13b_b82k_augreg,9.993855953216553,5.880367994308472,0.6922,"[1, 3, 256, 256]","[1, 77]", 2.27GB,"[1, 640]",2.1.0,12.1,NVIDIA A10G,179.39,49.38
+103,convnext_base_w,laion_aesthetic_s13b_b82k,9.997456073760986,5.889023780822754,0.7047,"[1, 3, 256, 256]","[1, 77]", 2.26GB,"[1, 640]",2.1.0,12.1,NVIDIA A10G,179.39,49.38
+104,convnext_base_w_320,laion_aesthetic_s13b_b82k,10.429872035980225,5.764095783233643,0.703,"[1, 3, 320, 320]","[1, 77]", 2.26GB,"[1, 640]",2.1.0,12.1,NVIDIA A10G,179.39,71.94
+105,convnext_base_w_320,laion_aesthetic_s13b_b82k_augreg,10.6287522315979,5.627392053604126,0.687,"[1, 3, 320, 320]","[1, 77]", 2.24GB,"[1, 640]",2.1.0,12.1,NVIDIA A10G,179.39,71.94
+106,convnext_large_d,laion2b_s26b_b102k_augreg,10.50500774383545,7.404543876647949,0.7102,"[1, 3, 256, 256]","[1, 77]", 2.96GB,"[1, 768]",2.1.0,12.1,NVIDIA A10G,351.77,107.5
+107,convnext_large_d_320,laion2b_s29b_b131k_ft,10.4760479927063,7.656447887420654,0.7121999999999999,"[1, 3, 320, 320]","[1, 77]", 3.75GB,"[1, 768]",2.1.0,12.1,NVIDIA A10G,351.77,157.98
+108,convnext_large_d_320,laion2b_s29b_b131k_ft_soup,10.406496047973635,7.352320194244385,0.7148,"[1, 3, 320, 320]","[1, 77]", 3.66GB,"[1, 768]",2.1.0,12.1,NVIDIA A10G,351.77,157.98
+109,convnext_xxlarge,laion2b_s34b_b82k_augreg,14.751791954040527,11.636208057403564,0.7201,"[1, 3, 256, 256]","[1, 77]", 6.85GB,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,1200.58,443.03
+110,convnext_xxlarge,laion2b_s34b_b82k_augreg_rewind,14.755663871765137,11.485695838928223,0.7238,"[1, 3, 256, 256]","[1, 77]", 9.89GB,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,1200.58,443.03
+111,convnext_xxlarge,laion2b_s34b_b82k_augreg_soup,14.752992153167725,11.174912452697754,0.7232,"[1, 3, 256, 256]","[1, 77]", 9.87GB,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,1200.58,443.03
+112,nllb-clip-base,v1,5.364271879196167,8.377856254577637,0.5562,"[1, 3, 224, 224]","[1, 77]",12.36GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,501.89,369.6
+113,nllb-clip-base-siglip,v1,5.635439872741699,8.315392017364502,0.6545000000000001,"[1, 3, 384, 384]","[1, 77]", 8.10GB,"[1, 768]",2.1.0,12.1,NVIDIA A10G,507.47,472.91
+114,nllb-clip-large,v1,14.02905559539795,16.052223205566406,0.6346,"[1, 3, 224, 224]","[1, 77]", 8.11GB,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,1399.22,1468.46
+115,nllb-clip-large-siglip,v1,21.59932804107666,15.393311977386475,0.6738,"[1, 3, 384, 384]","[1, 77]", 7.38GB,"[1, 1152]",2.1.0,12.1,NVIDIA A10G,1195.5,1804.22
+116,roberta-ViT-B-32,laion2b_s12b_b32k,5.731600046157837,8.336383819580078,0.6640999999999999,"[1, 3, 224, 224]","[1, 77]",11.36GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,212.72,105.87
+117,xlm-roberta-base-ViT-B-32,laion5b_s13b_b90k,5.475311994552612,8.456704139709473,0.6759,"[1, 3, 224, 224]","[1, 77]", 3.13GB,"[1, 512]",2.1.0,12.1,NVIDIA A10G,366.12,105.87
+118,xlm-roberta-large-ViT-H-14,frozen_laion5b_s13b_b90k,14.092000007629395,16.077311515808105,0.7363,"[1, 3, 224, 224]","[1, 77]", 6.85GB,"[1, 1024]",2.1.0,12.1,NVIDIA A10G,1193.01,671.01

merged-averaged-model_timings_2.1.0_12.1_Tesla_T4_False.csv

@@ -0,0 +1,118 @@
+,model_name,pretrained,image_time,text_time,avg_score,image_shape,text_shape,model_memory,output shape,torch_version,cuda_version,device_name,params (M),FLOPs (B)
+0,EVA01-g-14,laion400m_s11b_b41k,37.79160118103027,6.120768070220947,0.7003,"[1, 3, 224, 224]","[1, 77]", 7.56GB,"[1, 1024]",2.1.0,12.1,Tesla T4,1136.44,547.36
+1,EVA01-g-14-plus,merged2b_s11b_b114k,37.8059024810791,11.666768074035645,0.7231000000000001,"[1, 3, 224, 224]","[1, 77]",10.27GB,"[1, 1024]",2.1.0,12.1,Tesla T4,1366.62,581.15
+2,EVA02-B-16,merged2b_s8b_b131k,10.733727931976318,6.142303943634033,0.6904,"[1, 3, 224, 224]","[1, 77]", 6.45GB,"[1, 512]",2.1.0,12.1,Tesla T4,149.69,41.09
+3,EVA02-L-14,merged2b_s4b_b131k,21.63033676147461,6.1605918407440186,0.7207000000000001,"[1, 3, 224, 224]","[1, 77]", 2.90GB,"[1, 768]",2.1.0,12.1,Tesla T4,427.76,175.3
+4,EVA02-L-14-336,merged2b_s6b_b61k,38.77265739440918,6.185583829879761,0.7235,"[1, 3, 336, 336]","[1, 77]", 4.06GB,"[1, 768]",2.1.0,12.1,Tesla T4,428.08,395.16
+5,RN101,openai,11.294672012329102,6.5556960105896,0.6249,"[1, 3, 224, 224]","[1, 77]", 1.44GB,"[1, 512]",2.1.0,12.1,Tesla T4,119.69,25.5
+6,RN101,yfcc15m,11.466815948486328,6.182032108306885,0.4796,"[1, 3, 224, 224]","[1, 77]", 1.51GB,"[1, 512]",2.1.0,12.1,Tesla T4,119.69,25.5
+7,RN101-quickgelu,openai,11.362783908843994,6.604543924331665,0.6249,"[1, 3, 224, 224]","[1, 77]", 1.53GB,"[1, 512]",2.1.0,12.1,Tesla T4,119.69,25.5
+8,RN101-quickgelu,yfcc15m,11.415472030639648,6.579023838043213,0.48460000000000003,"[1, 3, 224, 224]","[1, 77]", 1.52GB,"[1, 512]",2.1.0,12.1,Tesla T4,119.69,25.5
+9,RN50,cc12m,6.202415943145752,6.064255952835083,0.5475,"[1, 3, 224, 224]","[1, 77]", 1.36GB,"[1, 1024]",2.1.0,12.1,Tesla T4,102.01,18.18
+10,RN50,openai,10.760144233703613,6.43452787399292,0.6124,"[1, 3, 224, 224]","[1, 77]", 0.95GB,"[1, 1024]",2.1.0,12.1,Tesla T4,102.01,18.18
+11,RN50,yfcc15m,6.175440073013306,6.16155219078064,0.4709,"[1, 3, 224, 224]","[1, 77]", 1.36GB,"[1, 1024]",2.1.0,12.1,Tesla T4,102.01,18.18
+12,RN50-quickgelu,cc12m,6.243920087814331,6.501904010772705,0.5531,"[1, 3, 224, 224]","[1, 77]", 1.37GB,"[1, 1024]",2.1.0,12.1,Tesla T4,102.01,18.18
+13,RN50-quickgelu,openai,6.253904104232788,6.51911997795105,0.6124,"[1, 3, 224, 224]","[1, 77]", 1.36GB,"[1, 1024]",2.1.0,12.1,Tesla T4,102.01,18.18
+14,RN50-quickgelu,yfcc15m,6.25654411315918,6.513776063919067,0.4716,"[1, 3, 224, 224]","[1, 77]", 1.36GB,"[1, 1024]",2.1.0,12.1,Tesla T4,102.01,18.18
+15,RN50x16,openai,16.951600074768066,6.551408052444458,0.6518,"[1, 3, 384, 384]","[1, 77]", 2.48GB,"[1, 768]",2.1.0,12.1,Tesla T4,290.98,162.69
+16,RN50x4,openai,9.57257604598999,6.5382080078125,0.6373,"[1, 3, 288, 288]","[1, 77]", 1.80GB,"[1, 640]",2.1.0,12.1,Tesla T4,178.3,51.82
+17,RN50x64,openai,47.03169631958008,6.513200044631958,0.6563,"[1, 3, 448, 448]","[1, 77]", 4.26GB,"[1, 1024]",2.1.0,12.1,Tesla T4,623.26,552.65
+18,ViT-B-16,commonpool_l_basic_s1b_b8k,5.189791917800903,6.094048023223877,0.6132,"[1, 3, 224, 224]","[1, 77]", 1.76GB,"[1, 512]",2.1.0,12.1,Tesla T4,149.62,41.09
+19,ViT-B-16,commonpool_l_clip_s1b_b8k,5.220288038253784,6.157503843307495,0.6054,"[1, 3, 224, 224]","[1, 77]", 1.76GB,"[1, 512]",2.1.0,12.1,Tesla T4,149.62,41.09
+20,ViT-B-16,commonpool_l_image_s1b_b8k,5.253728151321411,6.163376092910767,0.6164,"[1, 3, 224, 224]","[1, 77]", 1.76GB,"[1, 512]",2.1.0,12.1,Tesla T4,149.62,41.09
+21,ViT-B-16,commonpool_l_laion_s1b_b8k,5.1632959842681885,6.205631971359253,0.6274,"[1, 3, 224, 224]","[1, 77]", 1.76GB,"[1, 512]",2.1.0,12.1,Tesla T4,149.62,41.09
+22,ViT-B-16,commonpool_l_s1b_b8k,5.238224029541016,6.170719861984253,0.5635,"[1, 3, 224, 224]","[1, 77]", 1.76GB,"[1, 512]",2.1.0,12.1,Tesla T4,149.62,41.09
+23,ViT-B-16,commonpool_l_text_s1b_b8k,5.21724796295166,6.131903886795044,0.6126,"[1, 3, 224, 224]","[1, 77]", 1.76GB,"[1, 512]",2.1.0,12.1,Tesla T4,149.62,41.09
+24,ViT-B-16,datacomp_l_s1b_b8k,5.173680067062378,6.194191932678223,0.6267,"[1, 3, 224, 224]","[1, 77]", 1.76GB,"[1, 512]",2.1.0,12.1,Tesla T4,149.62,41.09
+25,ViT-B-16,datacomp_xl_s13b_b90k,5.182799816131592,6.116879940032959,0.6867,"[1, 3, 224, 224]","[1, 77]", 1.76GB,"[1, 512]",2.1.0,12.1,Tesla T4,149.62,41.09
+26,ViT-B-16,dfn2b,5.245183944702148,6.180400133132935,0.7158,"[1, 3, 224, 224]","[1, 77]", 1.76GB,"[1, 512]",2.1.0,12.1,Tesla T4,149.62,41.09
+27,ViT-B-16,laion2b_s34b_b88k,5.212496042251587,6.144896030426025,0.6884,"[1, 3, 224, 224]","[1, 77]", 1.76GB,"[1, 512]",2.1.0,12.1,Tesla T4,149.62,41.09
+28,ViT-B-16,laion400m_e31,5.11297607421875,6.178976058959961,0.6621000000000001,"[1, 3, 224, 224]","[1, 77]", 1.76GB,"[1, 512]",2.1.0,12.1,Tesla T4,149.62,41.09
+29,ViT-B-16,laion400m_e32,5.178352117538452,6.107696056365967,0.6638,"[1, 3, 224, 224]","[1, 77]", 1.76GB,"[1, 512]",2.1.0,12.1,Tesla T4,149.62,41.09
+30,ViT-B-16,openai,5.523072004318237,6.493808031082153,0.6507,"[1, 3, 224, 224]","[1, 77]", 1.85GB,"[1, 512]",2.1.0,12.1,Tesla T4,149.62,41.09
+31,ViT-B-16-SigLIP,webli,5.145024061203003,5.687727928161621,0.7442,"[1, 3, 224, 224]","[1, 64]", 3.16GB,"[1, 768]",2.1.0,12.1,Tesla T4,203.16,46.44
+32,ViT-B-16-SigLIP-256,webli,5.161679983139038,5.790879964828491,0.7462000000000001,"[1, 3, 256, 256]","[1, 64]", 2.24GB,"[1, 768]",2.1.0,12.1,Tesla T4,203.2,57.84
+33,ViT-B-16-SigLIP-384,webli,8.040928363800049,5.794159889221191,0.7542,"[1, 3, 384, 384]","[1, 64]", 2.87GB,"[1, 768]",2.1.0,12.1,Tesla T4,203.45,123.15
+34,ViT-B-16-SigLIP-512,webli,13.41979169845581,5.798799991607666,0.7554,"[1, 3, 512, 512]","[1, 64]", 2.24GB,"[1, 768]",2.1.0,12.1,Tesla T4,203.79,227.26
+35,ViT-B-16-SigLIP-i18n-256,webli,5.110383987426758,5.6955201625823975,0.7347,"[1, 3, 256, 256]","[1, 64]", 2.87GB,"[1, 768]",2.1.0,12.1,Tesla T4,370.63,57.84
+36,ViT-B-16-plus-240,laion400m_e31,5.224447965621948,6.202352046966553,0.6671,"[1, 3, 240, 240]","[1, 77]", 2.07GB,"[1, 640]",2.1.0,12.1,Tesla T4,208.38,64.03
+37,ViT-B-16-plus-240,laion400m_e32,5.225712060928345,6.12721586227417,0.6675999999999999,"[1, 3, 240, 240]","[1, 77]", 2.27GB,"[1, 640]",2.1.0,12.1,Tesla T4,208.38,64.03
+38,ViT-B-16-quickgelu,metaclip_400m,5.537583827972412,6.577872037887573,0.6962,"[1, 3, 224, 224]","[1, 77]", 1.76GB,"[1, 512]",2.1.0,12.1,Tesla T4,149.62,41.09
+39,ViT-B-16-quickgelu,metaclip_fullcc,5.502399921417236,6.51967978477478,0.7077,"[1, 3, 224, 224]","[1, 77]", 1.85GB,"[1, 512]",2.1.0,12.1,Tesla T4,149.62,41.09
+40,ViT-B-32,commonpool_m_basic_s128m_b4k,5.477887868881226,6.070512056350708,0.3907,"[1, 3, 224, 224]","[1, 77]", 1.78GB,"[1, 512]",2.1.0,12.1,Tesla T4,151.28,14.78
+41,ViT-B-32,commonpool_m_clip_s128m_b4k,5.4521119594573975,6.160655975341797,0.3923,"[1, 3, 224, 224]","[1, 77]", 1.78GB,"[1, 512]",2.1.0,12.1,Tesla T4,151.28,14.78
+42,ViT-B-32,commonpool_m_image_s128m_b4k,5.454767942428589,6.147984027862549,0.39759999999999995,"[1, 3, 224, 224]","[1, 77]", 1.78GB,"[1, 512]",2.1.0,12.1,Tesla T4,151.28,14.78
+43,ViT-B-32,commonpool_m_laion_s128m_b4k,5.466495990753174,6.0619518756866455,0.3741,"[1, 3, 224, 224]","[1, 77]", 1.78GB,"[1, 512]",2.1.0,12.1,Tesla T4,151.28,14.78
+44,ViT-B-32,commonpool_m_s128m_b4k,5.471231937408447,6.274512052536011,0.34489999999999993,"[1, 3, 224, 224]","[1, 77]", 1.78GB,"[1, 512]",2.1.0,12.1,Tesla T4,151.28,14.78
+45,ViT-B-32,commonpool_m_text_s128m_b4k,5.444352149963379,6.132832050323486,0.3917,"[1, 3, 224, 224]","[1, 77]", 1.78GB,"[1, 512]",2.1.0,12.1,Tesla T4,151.28,14.78
+46,ViT-B-32,commonpool_s_basic_s13m_b4k,5.45747184753418,6.069728136062622,0.1874,"[1, 3, 224, 224]","[1, 77]", 1.78GB,"[1, 512]",2.1.0,12.1,Tesla T4,151.28,14.78
+47,ViT-B-32,commonpool_s_clip_s13m_b4k,5.5439839363098145,6.178960084915161,0.1857,"[1, 3, 224, 224]","[1, 77]", 1.78GB,"[1, 512]",2.1.0,12.1,Tesla T4,151.28,14.78
+48,ViT-B-32,commonpool_s_image_s13m_b4k,5.62719988822937,6.157024145126343,0.1536,"[1, 3, 224, 224]","[1, 77]", 1.78GB,"[1, 512]",2.1.0,12.1,Tesla T4,151.28,14.78
+49,ViT-B-32,commonpool_s_laion_s13m_b4k,5.848639965057373,6.288255929946899,0.1527,"[1, 3, 224, 224]","[1, 77]", 1.78GB,"[1, 512]",2.1.0,12.1,Tesla T4,151.28,14.78
+50,ViT-B-32,commonpool_s_s13m_b4k,5.466416120529175,6.124815940856934,0.1789,"[1, 3, 224, 224]","[1, 77]", 1.78GB,"[1, 512]",2.1.0,12.1,Tesla T4,151.28,14.78
+51,ViT-B-32,commonpool_s_text_s13m_b4k,5.477519989013672,6.156256198883057,0.19220000000000004,"[1, 3, 224, 224]","[1, 77]", 1.78GB,"[1, 512]",2.1.0,12.1,Tesla T4,151.28,14.78
+52,ViT-B-32,datacomp_m_s128m_b4k,5.500416040420532,6.091904163360596,0.37560000000000004,"[1, 3, 224, 224]","[1, 77]", 1.78GB,"[1, 512]",2.1.0,12.1,Tesla T4,151.28,14.78
+53,ViT-B-32,datacomp_s_s13m_b4k,5.712400197982788,6.3947038650512695,0.1536,"[1, 3, 224, 224]","[1, 77]", 1.78GB,"[1, 512]",2.1.0,12.1,Tesla T4,151.28,14.78
+54,ViT-B-32,datacomp_xl_s13b_b90k,5.446143865585327,6.1095359325408936,0.6594,"[1, 3, 224, 224]","[1, 77]", 1.79GB,"[1, 512]",2.1.0,12.1,Tesla T4,151.28,14.78
+55,ViT-B-32,laion2b_e16,5.494415998458862,6.173216104507446,0.6777,"[1, 3, 224, 224]","[1, 77]", 1.79GB,"[1, 512]",2.1.0,12.1,Tesla T4,151.28,14.78
+56,ViT-B-32,laion2b_s34b_b79k,5.502527952194214,6.09225606918335,0.675,"[1, 3, 224, 224]","[1, 77]", 1.79GB,"[1, 512]",2.1.0,12.1,Tesla T4,151.28,14.78
+57,ViT-B-32,laion400m_e31,5.59171199798584,6.183743953704834,0.6412,"[1, 3, 224, 224]","[1, 77]", 1.81GB,"[1, 512]",2.1.0,12.1,Tesla T4,151.28,14.78
+58,ViT-B-32,laion400m_e32,5.502432107925415,6.141232013702393,0.6412,"[1, 3, 224, 224]","[1, 77]", 1.79GB,"[1, 512]",2.1.0,12.1,Tesla T4,151.28,14.78
+59,ViT-B-32,openai,5.921231985092163,6.5880961418151855,0.6321,"[1, 3, 224, 224]","[1, 77]", 3.62GB,"[1, 512]",2.1.0,12.1,Tesla T4,151.28,14.78
+60,ViT-B-32-256,datacomp_s34b_b86k,5.4269280433654785,6.0625598430633545,0.6712,"[1, 3, 256, 256]","[1, 77]", 1.78GB,"[1, 512]",2.1.0,12.1,Tesla T4,151.29,17.46
+61,ViT-B-32-quickgelu,laion400m_e31,5.798991918563843,6.410224199295044,0.6389,"[1, 3, 224, 224]","[1, 77]", 1.78GB,"[1, 512]",2.1.0,12.1,Tesla T4,151.28,14.78
+62,ViT-B-32-quickgelu,laion400m_e32,5.832704067230225,6.4405601024627686,0.6394,"[1, 3, 224, 224]","[1, 77]", 1.85GB,"[1, 512]",2.1.0,12.1,Tesla T4,151.28,14.78
+63,ViT-B-32-quickgelu,metaclip_400m,5.825536012649536,6.466367959976196,0.671,"[1, 3, 224, 224]","[1, 77]", 1.85GB,"[1, 512]",2.1.0,12.1,Tesla T4,151.28,14.78
+64,ViT-B-32-quickgelu,metaclip_fullcc,5.842144012451172,6.434815883636475,0.6879,"[1, 3, 224, 224]","[1, 77]", 1.85GB,"[1, 512]",2.1.0,12.1,Tesla T4,151.28,14.78
+65,ViT-B-32-quickgelu,openai,5.817872047424316,6.485215902328491,0.6321,"[1, 3, 224, 224]","[1, 77]", 1.80GB,"[1, 512]",2.1.0,12.1,Tesla T4,151.28,14.78
+66,ViT-H-14,laion2b_s32b_b79k,24.85916805267334,11.844128131866455,0.7056999999999999,"[1, 3, 224, 224]","[1, 77]", 6.04GB,"[1, 1024]",2.1.0,12.1,Tesla T4,986.11,381.68
+67,ViT-H-14-378-quickgelu,dfn5b,61.84059143066406,12.499215602874756,0.7719,"[1, 3, 378, 378]","[1, 77]", 8.20GB,"[1, 1024]",2.1.0,12.1,Tesla T4,986.71,1054.05
+68,ViT-H-14-CLIPA,datacomp1b,24.926831245422363,11.011039733886719,0.7178,"[1, 3, 224, 224]","[1, 32]", 5.96GB,"[1, 1024]",2.1.0,12.1,Tesla T4,968.24,354.02
+69,ViT-H-14-CLIPA-336,datacomp1b,43.77446365356445,11.700000286102295,0.7192000000000001,"[1, 3, 336, 336]","[1, 32]", 8.06GB,"[1, 1024]",2.1.0,12.1,Tesla T4,968.64,800.88
+70,ViT-H-14-CLIPA-336,laion2b,43.6694393157959,10.972959995269775,0.7289,"[1, 3, 336, 336]","[1, 32]", 8.09GB,"[1, 1024]",2.1.0,12.1,Tesla T4,968.64,800.88
+71,ViT-H-14-quickgelu,dfn5b,26.005887985229492,12.726239681243896,0.764,"[1, 3, 224, 224]","[1, 77]", 8.22GB,"[1, 1024]",2.1.0,12.1,Tesla T4,986.11,381.68
+72,ViT-H-14-quickgelu,metaclip_fullcc,26.078768730163574,12.589887619018555,0.7411999999999999,"[1, 3, 224, 224]","[1, 77]", 8.25GB,"[1, 1024]",2.1.0,12.1,Tesla T4,986.11,381.68
+73,ViT-L-14,commonpool_xl_clip_s13b_b90k,10.736288070678711,6.0797278881073,0.6956,"[1, 3, 224, 224]","[1, 77]", 3.92GB,"[1, 768]",2.1.0,12.1,Tesla T4,427.62,175.33
+74,ViT-L-14,commonpool_xl_laion_s13b_b90k,10.711024284362793,6.192944049835205,0.7206,"[1, 3, 224, 224]","[1, 77]", 3.92GB,"[1, 768]",2.1.0,12.1,Tesla T4,427.62,175.33
+75,ViT-L-14,commonpool_xl_s13b_b90k,10.649712085723877,6.438256025314331,0.6817,"[1, 3, 224, 224]","[1, 77]", 3.92GB,"[1, 768]",2.1.0,12.1,Tesla T4,427.62,175.33
+76,ViT-L-14,datacomp_xl_s13b_b90k,10.671216011047363,6.105839967727661,0.7091,"[1, 3, 224, 224]","[1, 77]", 3.90GB,"[1, 768]",2.1.0,12.1,Tesla T4,427.62,175.33
+77,ViT-L-14,laion2b_s32b_b82k,10.637199878692627,6.1260480880737305,0.701,"[1, 3, 224, 224]","[1, 77]", 3.91GB,"[1, 768]",2.1.0,12.1,Tesla T4,427.62,175.33
+78,ViT-L-14,laion400m_e31,10.66219186782837,6.064015865325928,0.6728000000000001,"[1, 3, 224, 224]","[1, 77]", 3.87GB,"[1, 768]",2.1.0,12.1,Tesla T4,427.62,175.33
+79,ViT-L-14,laion400m_e32,10.625408172607422,6.123983860015869,0.6734,"[1, 3, 224, 224]","[1, 77]", 3.85GB,"[1, 768]",2.1.0,12.1,Tesla T4,427.62,175.33
+80,ViT-L-14,openai,11.314863681793213,6.479008197784424,0.6588,"[1, 3, 224, 224]","[1, 77]", 3.13GB,"[1, 768]",2.1.0,12.1,Tesla T4,427.62,175.33
+81,ViT-L-14-336,openai,23.065024375915527,6.47652792930603,0.6666,"[1, 3, 336, 336]","[1, 77]", 4.00GB,"[1, 768]",2.1.0,12.1,Tesla T4,427.94,395.22
+82,ViT-L-14-CLIPA,datacomp1b,10.889984130859375,5.672080039978027,0.7044,"[1, 3, 224, 224]","[1, 32]", 5.64GB,"[1, 768]",2.1.0,12.1,Tesla T4,414.21,167.5
+83,ViT-L-14-CLIPA-336,datacomp1b,20.8055362701416,5.691295862197876,0.7092,"[1, 3, 336, 336]","[1, 32]", 3.80GB,"[1, 768]",2.1.0,12.1,Tesla T4,414.54,387.39
+84,ViT-L-14-quickgelu,dfn2b,11.29423999786377,6.467087984085083,0.7406,"[1, 3, 224, 224]","[1, 77]", 3.92GB,"[1, 768]",2.1.0,12.1,Tesla T4,427.62,175.33
+85,ViT-L-14-quickgelu,metaclip_400m,11.306384086608887,6.479487895965576,0.7137,"[1, 3, 224, 224]","[1, 77]", 3.92GB,"[1, 768]",2.1.0,12.1,Tesla T4,427.62,175.33
+86,ViT-L-14-quickgelu,metaclip_fullcc,11.320256233215332,6.430624008178711,0.7325,"[1, 3, 224, 224]","[1, 77]", 3.92GB,"[1, 768]",2.1.0,12.1,Tesla T4,427.62,175.33
+87,ViT-L-16-SigLIP-256,webli,10.298976421356201,10.997920036315918,0.7619,"[1, 3, 256, 256]","[1, 64]", 4.04GB,"[1, 1024]",2.1.0,12.1,Tesla T4,652.15,201.62
+88,ViT-L-16-SigLIP-384,webli,23.64249610900879,11.142863750457764,0.7642,"[1, 3, 384, 384]","[1, 64]", 5.64GB,"[1, 1024]",2.1.0,12.1,Tesla T4,652.48,422.91
+89,ViT-SO400M-14-SigLIP,webli,13.705520153045654,12.37177562713623,0.7567,"[1, 3, 224, 224]","[1, 16]", 6.57GB,"[1, 1152]",2.1.0,12.1,Tesla T4,877.36,233.54
+90,ViT-SO400M-14-SigLIP-384,webli,45.130096435546875,12.43508768081665,0.7721000000000001,"[1, 3, 384, 384]","[1, 64]", 7.61GB,"[1, 1152]",2.1.0,12.1,Tesla T4,877.96,723.48
+91,ViT-bigG-14-CLIPA,datacomp1b,68.31182479858398,14.598559856414795,0.7175,"[1, 3, 224, 224]","[1, 32]",13.95GB,"[1, 1280]",2.1.0,12.1,Tesla T4,2517.22,1007.93
+92,ViT-g-14,laion2b_s12b_b42k,38.83014488220215,11.763631820678711,0.7085000000000001,"[1, 3, 224, 224]","[1, 77]", 9.74GB,"[1, 1024]",2.1.0,12.1,Tesla T4,1366.68,581.15
+93,ViT-g-14,laion2b_s34b_b88k,38.52374458312988,12.187520027160645,0.7038,"[1, 3, 224, 224]","[1, 77]",11.17GB,"[1, 1024]",2.1.0,12.1,Tesla T4,1366.68,581.15
+94,coca_ViT-B-32,laion2b_s13b_b90k,5.919167995452881,6.34169602394104,0.6689,"[1, 3, 224, 224]","[1, 76]", 6.07GB,"[1, 512]",2.1.0,12.1,Tesla T4,253.56,33.34
+95,coca_ViT-B-32,mscoco_finetuned_laion2b_s13b_b90k,5.983183860778809,6.366767883300781,0.1306,"[1, 3, 224, 224]","[1, 76]", 2.58GB,"[1, 512]",2.1.0,12.1,Tesla T4,253.56,33.34
+96,coca_ViT-L-14,laion2b_s13b_b90k,10.826111793518066,6.336384057998657,0.7085000000000001,"[1, 3, 224, 224]","[1, 76]", 4.07GB,"[1, 768]",2.1.0,12.1,Tesla T4,638.45,214.52
+97,coca_ViT-L-14,mscoco_finetuned_laion2b_s13b_b90k,10.816559791564941,6.302608013153076,0.7432,"[1, 3, 224, 224]","[1, 76]", 5.54GB,"[1, 768]",2.1.0,12.1,Tesla T4,638.45,214.52
+98,convnext_base,laion400m_s13b_b51k,10.684368133544922,6.242271900177002,0.6541,"[1, 3, 224, 224]","[1, 77]", 5.76GB,"[1, 512]",2.1.0,12.1,Tesla T4,151.52,36.67
+99,convnext_base_w,laion2b_s13b_b82k,10.67465591430664,6.076495885848999,0.6976,"[1, 3, 256, 256]","[1, 77]", 1.91GB,"[1, 640]",2.1.0,12.1,Tesla T4,179.39,49.38
+100,convnext_base_w,laion2b_s13b_b82k_augreg,10.77617597579956,6.145296096801758,0.6922,"[1, 3, 256, 256]","[1, 77]", 1.96GB,"[1, 640]",2.1.0,12.1,Tesla T4,179.39,49.38
+101,convnext_base_w,laion_aesthetic_s13b_b82k,10.973567962646484,6.2034080028533936,0.7047,"[1, 3, 256, 256]","[1, 77]", 1.96GB,"[1, 640]",2.1.0,12.1,Tesla T4,179.39,49.38
+102,convnext_base_w_320,laion_aesthetic_s13b_b82k,10.768767833709717,6.151008129119873,0.703,"[1, 3, 320, 320]","[1, 77]", 1.96GB,"[1, 640]",2.1.0,12.1,Tesla T4,179.39,71.94
+103,convnext_base_w_320,laion_aesthetic_s13b_b82k_augreg,10.766960144042969,6.119280099868774,0.687,"[1, 3, 320, 320]","[1, 77]", 1.96GB,"[1, 640]",2.1.0,12.1,Tesla T4,179.39,71.94
+104,convnext_large_d,laion2b_s26b_b102k_augreg,10.980064392089844,8.051136016845703,0.7102,"[1, 3, 256, 256]","[1, 77]", 2.68GB,"[1, 768]",2.1.0,12.1,Tesla T4,351.77,107.5
+105,convnext_large_d_320,laion2b_s29b_b131k_ft,13.056431770324707,8.04475212097168,0.7121999999999999,"[1, 3, 320, 320]","[1, 77]", 3.42GB,"[1, 768]",2.1.0,12.1,Tesla T4,351.77,157.98
+106,convnext_large_d_320,laion2b_s29b_b131k_ft_soup,13.020975589752197,8.022319793701172,0.7148,"[1, 3, 320, 320]","[1, 77]", 3.42GB,"[1, 768]",2.1.0,12.1,Tesla T4,351.77,157.98
+107,convnext_xxlarge,laion2b_s34b_b82k_augreg,27.29798412322998,11.844511985778809,0.7201,"[1, 3, 256, 256]","[1, 77]", 6.54GB,"[1, 1024]",2.1.0,12.1,Tesla T4,1200.58,443.03
+108,convnext_xxlarge,laion2b_s34b_b82k_augreg_rewind,27.44865608215332,12.036992073059082,0.7238,"[1, 3, 256, 256]","[1, 77]", 9.61GB,"[1, 1024]",2.1.0,12.1,Tesla T4,1200.58,443.03
+109,convnext_xxlarge,laion2b_s34b_b82k_augreg_soup,27.375776290893555,11.904032230377195,0.7232,"[1, 3, 256, 256]","[1, 77]", 9.60GB,"[1, 1024]",2.1.0,12.1,Tesla T4,1200.58,443.03
+110,nllb-clip-base,v1,5.556336164474487,8.21295976638794,0.5562,"[1, 3, 224, 224]","[1, 77]",12.07GB,"[1, 512]",2.1.0,12.1,Tesla T4,501.89,369.6
+111,nllb-clip-base-siglip,v1,8.044528007507324,8.226111888885498,0.6545000000000001,"[1, 3, 384, 384]","[1, 77]", 7.83GB,"[1, 768]",2.1.0,12.1,Tesla T4,507.47,472.91
+112,nllb-clip-large,v1,24.79801654815674,15.95579195022583,0.6346,"[1, 3, 224, 224]","[1, 77]", 7.87GB,"[1, 1024]",2.1.0,12.1,Tesla T4,1399.22,1468.46
+113,nllb-clip-large-siglip,v1,45.0307674407959,15.78283166885376,0.6738,"[1, 3, 384, 384]","[1, 77]", 7.09GB,"[1, 1152]",2.1.0,12.1,Tesla T4,1195.5,1804.22
+114,roberta-ViT-B-32,laion2b_s12b_b32k,5.817871809005737,8.871471881866455,0.6640999999999999,"[1, 3, 224, 224]","[1, 77]", 6.67GB,"[1, 512]",2.1.0,12.1,Tesla T4,212.72,105.87
+115,xlm-roberta-base-ViT-B-32,laion5b_s13b_b90k,5.521071910858154,8.988368034362793,0.6759,"[1, 3, 224, 224]","[1, 77]", 2.86GB,"[1, 512]",2.1.0,12.1,Tesla T4,366.12,105.87
+116,xlm-roberta-large-ViT-H-14,frozen_laion5b_s13b_b90k,24.8222074508667,17.085296630859375,0.7363,"[1, 3, 224, 224]","[1, 77]", 6.62GB,"[1, 1024]",2.1.0,12.1,Tesla T4,1193.01,671.01