v100-benchmarks.csv

task,model,GPU,batch size,with torch.compile,without torch.compile
image classification,ViT,V100,1,6,10.495
image classification,BeiT,V100,1,7.234,11.347
image classification,ConvNeXT,V100,1,10.412,11.623
image classification,ResNet,V100,1,3.82,6.484
object detection,DETR,V100,1,19.388,33.951
object detection,OwlViT,V100,1,22.395,25.769
object detection,Resnet-101,V100,1,28.367,52.818
object detection,Conditional-DETR,V100,1,20.816,39.512
image segmentation,Segformer,V100,1,5.862,13.321
image segmentation,Mask2former,V100,1,49.873,64.64
image segmentation,Maskformer,V100,1,72.207,95.532
image segmentation,MobileNet,V100,1,4.753,9.217
image classification,ViT,V100,4,14.501,15.181
image classification,BeiT,V100,4,14.753,15.171
image classification,ConvNeXT,V100,4,27.085,29.574
image classification,ResNet,V100,4,4.731,6.109
object detection,DETR,V100,4,64.195,88.529
object detection,Resnet-101,V100,4,101.304,134.672
object detection,Conditional-DETR,V100,4,69.739,97.464
image segmentation,Segformer,V100,4,16.188,16.787
image segmentation,Mask2former,V100,4,76.926,90.402
image segmentation,Maskformer,V100,4,205.456,234.261
image segmentation,MobileNet,V100,4,14.816,24.623
image classification,ViT,V100,16,51.633,52.209
image classification,BeiT,V100,16,53.581,53.938
image classification,ConvNeXT,V100,16,100.771,109.682
image classification,ResNet,V100,16,12.089,14.857
object detection,DETR,V100,16,OOM,OOM
object detection,Resnet-101,V100,16,361.843,482.425
object detection,Conditional-DETR,V100,16,255.298,344.661
image segmentation,Segformer,V100,16,55.499,61.013
image segmentation,Mask2former,V100,16,222.801,249.605
image segmentation,Maskformer,V100,16,743.645,831.142
image segmentation,MobileNet,V100,16,55.365,93.129