results_arabian-peninsula.csv

Model name,Model type,Accuracy,Top-3 accuracy,Macro F1-score,Samples,Mistakes,Resolution,Intermediate,MIM,Distilled,ms / sample,Parameters (M),Samples / sec,Peak GPU memory (MB),device,max_batch_size,compile,amp,single_thread,torch_version
crossformer s,CrossFormer,0.9545160395673477,0.9880281039105112,0.9191056899197354,21634,984,256,false,false,false,30.30713325222475,30.453609,32.995532493215705,,cpu,1,false,false,false,2.7.1+cu128
crossformer s,CrossFormer,0.9545160395673477,0.9880281039105112,0.9191056899197354,21634,984,256,false,false,false,130.7332222900004,30.453609,7.649165089664347,,cpu,1,false,false,true,2.7.1+cu128
crossformer s,CrossFormer,0.9545160395673477,0.9880281039105112,0.9191056899197354,21634,984,256,false,false,false,30.889587235562633,30.453609,32.37336881111567,,cpu,1,true,false,false,2.7.1+cu128
crossformer s,CrossFormer,0.9545160395673477,0.9880281039105112,0.9191056899197354,21634,984,256,false,false,false,25.943026283332276,30.453609,38.546004196992016,,cpu,1,true,true,false,2.7.1+cu128
crossformer s,CrossFormer,0.9545160395673477,0.9880281039105112,0.9191056899197354,21634,984,256,false,false,false,1.1145203285807763,30.453609,897.2469809262199,,cuda,512,false,false,false,2.7.1+cu128
crossformer s,CrossFormer,0.9545160395673477,0.9880281039105112,0.9191056899197354,21634,984,256,false,false,false,0.9719542295052481,30.453609,1028.8550321027235,,cuda,512,true,false,false,2.7.1+cu128
crossformer s,CrossFormer,0.9545160395673477,0.9880281039105112,0.9191056899197354,21634,984,256,false,false,false,0.4736929335806887,30.453609,2111.072235004452,,cuda,512,true,true,false,2.7.1+cu128
crossformer s,CrossFormer,0.9545160395673477,0.9880281039105112,0.9191056899197354,21634,984,256,false,false,false,,30.453609,,149.64453125,cuda,1,false,false,false,2.7.1+cu128
crossformer s,CrossFormer,0.967782194693538,0.992234445779791,0.9395493856517793,21634,697,384,false,false,false,46.101335652234006,30.453609,21.691345507720477,,cpu,1,false,false,false,2.7.1+cu128
crossformer s,CrossFormer,0.967782194693538,0.992234445779791,0.9395493856517793,21634,697,384,false,false,false,297.85313804997713,30.453609,3.3573592897054145,,cpu,1,false,false,true,2.7.1+cu128
crossformer s,CrossFormer,0.967782194693538,0.992234445779791,0.9395493856517793,21634,697,384,false,false,false,42.24641333777173,30.453609,23.670648488067474,,cpu,1,true,false,false,2.7.1+cu128
crossformer s,CrossFormer,0.967782194693538,0.992234445779791,0.9395493856517793,21634,697,384,false,false,false,31.71145838109725,30.453609,31.534342822785025,,cpu,1,true,true,false,2.7.1+cu128
crossformer s,CrossFormer,0.967782194693538,0.992234445779791,0.9395493856517793,21634,697,384,false,false,false,3.034222633928689,30.453609,329.57370656259576,,cuda,512,false,false,false,2.7.1+cu128
crossformer s,CrossFormer,0.967782194693538,0.992234445779791,0.9395493856517793,21634,697,384,false,false,false,2.382717295399238,30.453609,419.68889969904893,,cuda,512,true,false,false,2.7.1+cu128
crossformer s,CrossFormer,0.967782194693538,0.992234445779791,0.9395493856517793,21634,697,384,false,false,false,1.3095874099087723,30.453609,763.5992774775235,,cuda,512,true,true,false,2.7.1+cu128
crossformer s,CrossFormer,0.967782194693538,0.992234445779791,0.9395493856517793,21634,697,384,false,false,false,,30.453609,,185.40869140625,cuda,1,false,false,false,2.7.1+cu128
efficientnet v2 s,EfficientNet v2,0.9535453452898216,0.988721456965887,0.9139077475376313,21634,1005,256,false,false,false,31.39685490778195,21.119023,31.85032395560558,,cpu,1,false,false,false,2.7.1+cu128
efficientnet v2 s,EfficientNet v2,0.9535453452898216,0.988721456965887,0.9139077475376313,21634,1005,256,false,false,false,78.40284361998783,21.119023,12.754639421586775,,cpu,1,false,false,true,2.7.1+cu128
efficientnet v2 s,EfficientNet v2,0.9535453452898216,0.988721456965887,0.9139077475376313,21634,1005,256,false,false,false,27.344285511110986,21.119023,36.570712355737484,,cpu,1,true,false,false,2.7.1+cu128
efficientnet v2 s,EfficientNet v2,0.9535453452898216,0.988721456965887,0.9139077475376313,21634,1005,256,false,false,false,65.92093146110226,21.119023,15.169688562275045,,cpu,1,true,true,false,2.7.1+cu128
efficientnet v2 s,EfficientNet v2,0.9535453452898216,0.988721456965887,0.9139077475376313,21634,1005,256,false,false,false,0.9639844474088477,21.119023,1037.361134495438,,cuda,512,false,false,false,2.7.1+cu128
efficientnet v2 s,EfficientNet v2,0.9535453452898216,0.988721456965887,0.9139077475376313,21634,1005,256,false,false,false,0.6878430181509051,21.119023,1453.8200921021942,,cuda,512,true,false,false,2.7.1+cu128
efficientnet v2 s,EfficientNet v2,0.9535453452898216,0.988721456965887,0.9139077475376313,21634,1005,256,false,false,false,0.3868471172396918,21.119023,2585.0005220031057,,cuda,512,true,true,false,2.7.1+cu128
efficientnet v2 s,EfficientNet v2,0.9535453452898216,0.988721456965887,0.9139077475376313,21634,1005,256,false,false,false,,21.119023,,100.7138671875,cuda,1,false,false,false,2.7.1+cu128
focalnet b lrf (i),FocalNet,0.9834057502080059,0.998243505593048,0.9658840759918995,21634,359,384,true,false,false,88.15815891111723,88.478143,11.343249590865657,,cpu,1,false,false,false,2.7.1+cu128
focalnet b lrf (i),FocalNet,0.9834057502080059,0.998243505593048,0.9658840759918995,21634,359,384,true,false,false,792.4896772700595,88.478143,1.2618460892068206,,cpu,1,false,false,true,2.7.1+cu128
focalnet b lrf (i),FocalNet,0.9834057502080059,0.998243505593048,0.9658840759918995,21634,359,384,true,false,false,94.21177467221342,88.478143,10.614384491527229,,cpu,1,true,false,false,2.7.1+cu128
focalnet b lrf (i),FocalNet,0.9834057502080059,0.998243505593048,0.9658840759918995,21634,359,384,true,false,false,64.48389407667695,88.478143,15.507748319462738,,cpu,1,true,true,false,2.7.1+cu128
focalnet b lrf (i),FocalNet,0.9834057502080059,0.998243505593048,0.9658840759918995,21634,359,384,true,false,false,7.1600426238541734,88.478143,139.66397304234354,,cuda,512,false,false,false,2.7.1+cu128
focalnet b lrf (i),FocalNet,0.9834057502080059,0.998243505593048,0.9658840759918995,21634,359,384,true,false,false,4.838540518268245,88.478143,206.6738918945559,,cuda,512,true,false,false,2.7.1+cu128
focalnet b lrf (i),FocalNet,0.9834057502080059,0.998243505593048,0.9658840759918995,21634,359,384,true,false,false,2.6120948446744783,88.478143,382.8344908833588,,cuda,512,true,true,false,2.7.1+cu128
focalnet b lrf (i),FocalNet,0.9834057502080059,0.998243505593048,0.9658840759918995,21634,359,384,true,false,false,,88.478143,,401.63037109375,cuda,1,false,false,false,2.7.1+cu128
iformer s,iFormer,0.9728205602292688,0.9951927521493945,0.9526396172513611,21634,588,384,false,false,false,72.83674102444719,19.763279,13.72933475516644,,cpu,1,false,false,false,2.7.1+cu128
iformer s,iFormer,0.9728205602292688,0.9951927521493945,0.9526396172513611,21634,588,384,false,false,false,387.4020566300897,19.763279,2.5812976025443475,,cpu,1,false,false,true,2.7.1+cu128
iformer s,iFormer,0.9728205602292688,0.9951927521493945,0.9526396172513611,21634,588,384,false,false,false,54.59965035332264,19.763279,18.31513560121444,,cpu,1,true,false,false,2.7.1+cu128
iformer s,iFormer,0.9728205602292688,0.9951927521493945,0.9526396172513611,21634,588,384,false,false,false,38.982212356673294,19.763279,25.65272568037847,,cpu,1,true,true,false,2.7.1+cu128
iformer s,iFormer,0.9728205602292688,0.9951927521493945,0.9526396172513611,21634,588,384,false,false,false,3.9646789993910208,19.763279,252.22722953197504,,cuda,512,false,false,false,2.7.1+cu128
iformer s,iFormer,0.9728205602292688,0.9951927521493945,0.9526396172513611,21634,588,384,false,false,false,2.941750643294275,19.763279,339.9336385901713,,cuda,512,true,false,false,2.7.1+cu128
iformer s,iFormer,0.9728205602292688,0.9951927521493945,0.9526396172513611,21634,588,384,false,false,false,1.4701206788021182,19.763279,680.21626688145,,cuda,512,true,true,false,2.7.1+cu128
iformer s,iFormer,0.9728205602292688,0.9951927521493945,0.9526396172513611,21634,588,384,false,false,false,,19.763279,,135.46484375,cuda,1,false,false,false,2.7.1+cu128
rdnet s,RDNet,0.9605713229176297,0.9909864102801146,0.9238857029858994,21634,853,256,false,false,false,35.66831236666379,50.101223,28.03608956095767,,cpu,1,false,false,false,2.7.1+cu128
rdnet s,RDNet,0.9605713229176297,0.9909864102801146,0.9238857029858994,21634,853,256,false,false,false,212.1649884100771,50.101223,4.713313009341477,,cpu,1,false,false,true,2.7.1+cu128
rdnet s,RDNet,0.9605713229176297,0.9909864102801146,0.9238857029858994,21634,853,256,false,false,false,51.65007511666368,50.101223,19.36105606315708,,cpu,1,true,false,false,2.7.1+cu128
rdnet s,RDNet,0.9605713229176297,0.9909864102801146,0.9238857029858994,21634,853,256,false,false,false,81.37293307555309,50.101223,12.289098625356427,,cpu,1,true,true,false,2.7.1+cu128
rdnet s,RDNet,0.9605713229176297,0.9909864102801146,0.9238857029858994,21634,853,256,false,false,false,1.801332709804721,50.101223,555.144529690136,,cuda,512,false,false,false,2.7.1+cu128
rdnet s,RDNet,0.9605713229176297,0.9909864102801146,0.9238857029858994,21634,853,256,false,false,false,1.2568842670833644,50.101223,795.6182014438992,,cuda,512,true,false,false,2.7.1+cu128
rdnet s,RDNet,0.9605713229176297,0.9909864102801146,0.9238857029858994,21634,853,256,false,false,false,0.6616117990885565,50.101223,1511.4603478620102,,cuda,512,true,true,false,2.7.1+cu128
rdnet s,RDNet,0.9605713229176297,0.9909864102801146,0.9238857029858994,21634,853,256,false,false,false,,50.101223,,235.50390625,cuda,1,false,false,false,2.7.1+cu128
rdnet s,RDNet,0.9715725247295923,0.9946842932421189,0.9443315226943826,21634,615,384,false,false,false,48.90943386333271,50.101223,20.445953285705436,,cpu,1,false,false,false,2.7.1+cu128
rdnet s,RDNet,0.9715725247295923,0.9946842932421189,0.9443315226943826,21634,615,384,false,false,false,461.74409579994966,50.101223,2.165701757956531,,cpu,1,false,false,true,2.7.1+cu128
rdnet s,RDNet,0.9715725247295923,0.9946842932421189,0.9443315226943826,21634,615,384,false,false,false,67.05661157666731,50.101223,14.912772603439375,,cpu,1,true,false,false,2.7.1+cu128
rdnet s,RDNet,0.9715725247295923,0.9946842932421189,0.9443315226943826,21634,615,384,false,false,false,96.31645133555543,50.101223,10.382442315239741,,cpu,1,true,true,false,2.7.1+cu128
rdnet s,RDNet,0.9715725247295923,0.9946842932421189,0.9443315226943826,21634,615,384,false,false,false,4.191634230166831,50.101223,238.5704346059315,,cuda,512,false,false,false,2.7.1+cu128
rdnet s,RDNet,0.9715725247295923,0.9946842932421189,0.9443315226943826,21634,615,384,false,false,false,2.9867022363255686,50.101223,334.8174410684688,,cuda,512,true,false,false,2.7.1+cu128
rdnet s,RDNet,0.9715725247295923,0.9946842932421189,0.9443315226943826,21634,615,384,false,false,false,1.4900529572916335,50.101223,671.1170868836978,,cuda,512,true,true,false,2.7.1+cu128
rdnet s,RDNet,0.9715725247295923,0.9946842932421189,0.9443315226943826,21634,615,384,false,false,false,,50.101223,,274.9931640625,cuda,1,false,false,false,2.7.1+cu128
resnet v1 50,ResNet v1,0.9392622723490801,0.978274937598225,0.8925641279364709,21634,1314,256,false,false,false,20.26276059110791,25.014047,49.35161699728313,,cpu,1,false,false,false,2.7.1+cu128
resnet v1 50,ResNet v1,0.9392622723490801,0.978274937598225,0.8925641279364709,21634,1314,256,false,false,false,96.09726588998454,25.014047,10.406123324516166,,cpu,1,false,false,true,2.7.1+cu128
resnet v1 50,ResNet v1,0.9392622723490801,0.978274937598225,0.8925641279364709,21634,1314,256,false,false,false,15.154197009994984,25.014047,65.98831989187205,,cpu,1,true,false,false,2.7.1+cu128
resnet v1 50,ResNet v1,0.9392622723490801,0.978274937598225,0.8925641279364709,21634,1314,256,false,false,false,11.345280230000046,25.014047,88.14237989077824,,cpu,1,true,true,false,2.7.1+cu128
resnet v1 50,ResNet v1,0.9392622723490801,0.978274937598225,0.8925641279364709,21634,1314,256,false,false,false,0.9450033750651224,25.014047,1058.197278852139,,cuda,512,false,false,false,2.7.1+cu128
resnet v1 50,ResNet v1,0.9392622723490801,0.978274937598225,0.8925641279364709,21634,1314,256,false,false,false,0.5843017883334293,25.014047,1711.4443596899523,,cuda,512,true,false,false,2.7.1+cu128
resnet v1 50,ResNet v1,0.9392622723490801,0.978274937598225,0.8925641279364709,21634,1314,256,false,false,false,0.2670321213802633,25.014047,3744.8678265037797,,cuda,512,true,true,false,2.7.1+cu128
resnet v1 50,ResNet v1,0.9392622723490801,0.978274937598225,0.8925641279364709,21634,1314,256,false,false,false,,25.014047,,122.0400390625,cuda,1,false,false,false,2.7.1+cu128
rope deit3 reg4 m14,RoPE DeiT3,0.94785985023574,0.986086715355459,0.9074774733545122,21634,1128,252,false,false,false,31.765413161111713,38.654175,31.480780524656726,,cpu,1,false,false,false,2.7.1+cu128
rope deit3 reg4 m14,RoPE DeiT3,0.94785985023574,0.986086715355459,0.9074774733545122,21634,1128,252,false,false,false,237.93053575995143,38.654175,4.202907360360428,,cpu,1,false,false,true,2.7.1+cu128
rope deit3 reg4 m14,RoPE DeiT3,0.94785985023574,0.986086715355459,0.9074774733545122,21634,1128,252,false,false,false,26.758485717792713,38.654175,37.37132252349627,,cpu,1,true,false,false,2.7.1+cu128
rope deit3 reg4 m14,RoPE DeiT3,0.94785985023574,0.986086715355459,0.9074774733545122,21634,1128,252,false,false,false,21.761478306660944,38.654175,45.95276046544647,,cpu,1,true,true,false,2.7.1+cu128
rope deit3 reg4 m14,RoPE DeiT3,0.94785985023574,0.986086715355459,0.9074774733545122,21634,1128,252,false,false,false,1.3221407308983166,38.654175,756.3491363892549,,cuda,512,false,false,false,2.7.1+cu128
rope deit3 reg4 m14,RoPE DeiT3,0.94785985023574,0.986086715355459,0.9074774733545122,21634,1128,252,false,false,false,0.8750556763410107,38.654175,1142.784427365166,,cuda,512,true,false,false,2.7.1+cu128
rope deit3 reg4 m14,RoPE DeiT3,0.94785985023574,0.986086715355459,0.9074774733545122,21634,1128,252,false,false,false,0.43880578802069675,38.654175,2278.912510499597,,cuda,512,true,true,false,2.7.1+cu128
rope deit3 reg4 m14,RoPE DeiT3,0.94785985023574,0.986086715355459,0.9074774733545122,21634,1128,252,false,false,false,,38.654175,,167.73388671875,cuda,1,false,false,false,2.7.1+cu128
swin transformer v2 s (i),Swin Transformer v2,0.9790145141906259,0.9966719053341961,0.9576527532286789,21634,454,384,true,false,false,91.78707446333848,49.533657,10.894780183885468,,cpu,1,false,false,false,2.7.1+cu128
swin transformer v2 s (i),Swin Transformer v2,0.9790145141906259,0.9966719053341961,0.9576527532286789,21634,454,384,true,false,false,541.5412951400504,49.533657,1.8465812468491174,,cpu,1,false,false,true,2.7.1+cu128
swin transformer v2 s (i),Swin Transformer v2,0.9790145141906259,0.9966719053341961,0.9576527532286789,21634,454,384,true,false,false,73.36740485665763,49.533657,13.630030964755546,,cpu,1,true,false,false,2.7.1+cu128
swin transformer v2 s (i),Swin Transformer v2,0.9790145141906259,0.9966719053341961,0.9576527532286789,21634,454,384,true,false,false,52.892460093329035,49.533657,18.906286420323323,,cpu,1,true,true,false,2.7.1+cu128
swin transformer v2 s (i),Swin Transformer v2,0.9790145141906259,0.9966719053341961,0.9576527532286789,21634,454,384,true,false,false,5.946726186770796,49.533657,168.159751868956,,cuda,512,false,false,false,2.7.1+cu128
swin transformer v2 s (i),Swin Transformer v2,0.9790145141906259,0.9966719053341961,0.9576527532286789,21634,454,384,true,false,false,3.6696029523608966,49.533657,272.5090460690398,,cuda,512,true,false,false,2.7.1+cu128
swin transformer v2 s (i),Swin Transformer v2,0.9790145141906259,0.9966719053341961,0.9576527532286789,21634,454,384,true,false,false,2.1678185732290935,49.533657,461.2932153775401,,cuda,512,true,true,false,2.7.1+cu128
swin transformer v2 s (i),Swin Transformer v2,0.9790145141906259,0.9966719053341961,0.9576527532286789,21634,454,384,true,false,false,,49.533657,,262.33642578125,cuda,1,false,false,false,2.7.1+cu128
van b2,VAN,0.9595544051030784,0.9906166219839142,0.9240413460766104,21634,875,256,false,false,false,41.45970479332997,26.442527,24.119805121257876,,cpu,1,false,false,false,2.7.1+cu128
van b2,VAN,0.9595544051030784,0.9906166219839142,0.9240413460766104,21634,875,256,false,false,false,164.70494530003634,26.442527,6.0714631134987505,,cpu,1,false,false,true,2.7.1+cu128
van b2,VAN,0.9595544051030784,0.9906166219839142,0.9240413460766104,21634,875,256,false,false,false,40.02222629000446,26.442527,24.986116283335036,,cpu,1,true,false,false,2.7.1+cu128
van b2,VAN,0.9595544051030784,0.9906166219839142,0.9240413460766104,21634,875,256,false,false,false,36.41691649444207,26.442527,27.459765852296126,,cpu,1,true,true,false,2.7.1+cu128
van b2,VAN,0.9595544051030784,0.9906166219839142,0.9240413460766104,21634,875,256,false,false,false,2.0792286092188306,26.442527,480.94759545257585,,cuda,512,false,false,false,2.7.1+cu128
van b2,VAN,0.9595544051030784,0.9906166219839142,0.9240413460766104,21634,875,256,false,false,false,1.7832681807031276,26.442527,560.7681507588547,,cuda,512,true,false,false,2.7.1+cu128
van b2,VAN,0.9595544051030784,0.9906166219839142,0.9240413460766104,21634,875,256,false,false,false,1.1017512649738137,26.442527,907.6458832327893,,cuda,512,true,true,false,2.7.1+cu128
van b2,VAN,0.9595544051030784,0.9906166219839142,0.9240413460766104,21634,875,256,false,false,false,,26.442527,,130.68994140625,cuda,1,false,false,false,2.7.1+cu128
van b2,VAN,0.9674586299343626,0.9936673754275677,0.939669155834456,21634,704,384,false,false,false,57.61781713889731,26.442527,17.355742540355774,,cpu,1,false,false,false,2.7.1+cu128
van b2,VAN,0.9674586299343626,0.9936673754275677,0.939669155834456,21634,704,384,false,false,false,359.6292071600328,26.442527,2.780641783510665,,cpu,1,false,false,true,2.7.1+cu128
van b2,VAN,0.9674586299343626,0.9936673754275677,0.939669155834456,21634,704,384,false,false,false,39.97703235665944,26.442527,25.014363024208283,,cpu,1,true,false,false,2.7.1+cu128
van b2,VAN,0.9674586299343626,0.9936673754275677,0.939669155834456,21634,704,384,false,false,false,35.1915922055519,26.442527,28.41587826316759,,cpu,1,true,true,false,2.7.1+cu128
van b2,VAN,0.9674586299343626,0.9936673754275677,0.939669155834456,21634,704,384,false,false,false,4.775268316994005,26.442527,209.41231646423847,,cuda,512,false,false,false,2.7.1+cu128
van b2,VAN,0.9674586299343626,0.9936673754275677,0.939669155834456,21634,704,384,false,false,false,3.8403100717559506,26.442527,260.39564027775447,,cuda,512,true,false,false,2.7.1+cu128
van b2,VAN,0.9674586299343626,0.9936673754275677,0.939669155834456,21634,704,384,false,false,false,4.0726347621224095,26.442527,245.54129167204297,,cuda,512,true,true,false,2.7.1+cu128
van b2,VAN,0.9674586299343626,0.9936673754275677,0.939669155834456,21634,704,384,false,false,false,,26.442527,,157.22119140625,cuda,1,false,false,false,2.7.1+cu128
"vit reg4 b16 (mim, i)",ViT,0.9712027364333918,0.9947305167791439,0.945025817784609,21634,623,384,true,true,false,65.58106983555868,86.370015,15.24830263531002,,cpu,1,false,false,false,2.7.1+cu128
"vit reg4 b16 (mim, i)",ViT,0.9712027364333918,0.9947305167791439,0.945025817784609,21634,623,384,true,true,false,921.3939794700128,86.370015,1.0853120622463819,,cpu,1,false,false,true,2.7.1+cu128
"vit reg4 b16 (mim, i)",ViT,0.9712027364333918,0.9947305167791439,0.945025817784609,21634,623,384,true,true,false,67.2294741444542,86.370015,14.874428406971122,,cpu,1,true,false,false,2.7.1+cu128
"vit reg4 b16 (mim, i)",ViT,0.9712027364333918,0.9947305167791439,0.945025817784609,21634,623,384,true,true,false,41.98840529777549,86.370015,23.816098585029593,,cpu,1,true,true,false,2.7.1+cu128
"vit reg4 b16 (mim, i)",ViT,0.9712027364333918,0.9947305167791439,0.945025817784609,21634,623,384,true,true,false,3.219473070546807,86.370015,310.6098352393289,,cuda,512,false,false,false,2.7.1+cu128
"vit reg4 b16 (mim, i)",ViT,0.9712027364333918,0.9947305167791439,0.945025817784609,21634,623,384,true,true,false,3.1229820011719767,86.370015,320.2067766079744,,cuda,512,true,false,false,2.7.1+cu128
"vit reg4 b16 (mim, i)",ViT,0.9712027364333918,0.9947305167791439,0.945025817784609,21634,623,384,true,true,false,1.5422336772917333,86.370015,648.4101694342894,,cuda,512,true,true,false,2.7.1+cu128
"vit reg4 b16 (mim, i)",ViT,0.9712027364333918,0.9947305167791439,0.945025817784609,21634,623,384,true,true,false,,86.370015,,362.62890625,cuda,1,false,false,false,2.7.1+cu128