reduce-overhead.csv

task,model,GPU,batch size,with torch.compile,without torch.compile
image classification,ConvNeXT,A100,unbatched,7.335,11.758
image classification,ConvNeXT,A100,4,21.49,23.171
image classification,ResNet,A100,unbatched,3.801,7.435
image classification,ResNet,A100,4,2.187,7.261
object detection,Conditional-DETR,A100,unbatched,11.627,32.823
object detection,Conditional-DETR,A100,4,33.831,50.622
image segmentation,MobileNet,A100,unbatched,4.244,9.869
image segmentation,MobileNet,A100,4,7.946,14.385
image classification,ConvNeXT,T4,unbatched,31.84,32.137
image classification,ConvNeXT,T4,4,110.209,120.944
image classification,ResNet,T4,unbatched,7.698,9.761
image classification,ResNet,T4,4,13.871,15.215
object detection,Conditional-DETR,T4,unbatched,57.66,72.15
object detection,Conditional-DETR,T4,4,247.543,301.494
image segmentation,MobileNet,T4,unbatched,19.339,22.266
image segmentation,MobileNet,T4,4,50.983,78.311