task
stringclasses 3
values | model
stringlengths 3
16
| GPU
stringclasses 1
value | batch size
int64 1
16
| with torch.compile
float64 3.97
580
| without torch.compile
float64 6.53
639
|
|---|---|---|---|---|---|
image classification | ViT | A100 | 1 | 7.584 | 9.325 |
image classification | BeiT | A100 | 1 | 8.448 | 11.282 |
image classification | ConvNeXT | A100 | 1 | 10.208 | 10.41 |
image classification | ResNet | A100 | 1 | 4.124 | 6.531 |
object detection | DETR | A100 | 1 | 19.04 | 34.619 |
object detection | OwlViT | A100 | 1 | 18.42 | 24.978 |
object detection | Resnet-101 | A100 | 1 | 18.197 | 36.276 |
object detection | Conditional-DETR | A100 | 1 | 17.993 | 31.219 |
image segmentation | Segformer | A100 | 1 | 10.5 | 11.759 |
image segmentation | Mask2former | A100 | 1 | 49.117 | 60.188 |
image segmentation | Maskformer | A100 | 1 | 59.487 | 75.764 |
image segmentation | MobileNet | A100 | 1 | 3.974 | 8.583 |
image classification | ViT | A100 | 4 | 14.499 | 14.832 |
image classification | BeiT | A100 | 4 | 13.048 | 13.205 |
image classification | ConvNeXT | A100 | 4 | 21.631 | 22.94 |
image classification | ResNet | A100 | 4 | 4.268 | 6.657 |
object detection | DETR | A100 | 4 | 32.418 | 48.657 |
object detection | Resnet-101 | A100 | 4 | 44.998 | 68.101 |
object detection | Conditional-DETR | A100 | 4 | 35.552 | 56.47 |
image segmentation | Segformer | A100 | 4 | 16.476 | 18.838 |
image segmentation | Mask2former | A100 | 4 | 61.781 | 74.277 |
image segmentation | Maskformer | A100 | 4 | 159.116 | 180.7 |
image segmentation | MobileNet | A100 | 4 | 8.515 | 14.174 |
image classification | ViT | A100 | 16 | 40.01 | 40.944 |
image classification | BeiT | A100 | 16 | 41.048 | 41.854 |
image classification | ConvNeXT | A100 | 16 | 75.561 | 82.258 |
image classification | ResNet | A100 | 16 | 5.024 | 7.018 |
object detection | DETR | A100 | 16 | 161.902 | 164.382 |
object detection | Resnet-101 | A100 | 16 | 155.021 | 232.887 |
object detection | Conditional-DETR | A100 | 16 | 124.032 | 180.491 |
image segmentation | Segformer | A100 | 16 | 31.144 | 37.005 |
image segmentation | Mask2former | A100 | 16 | 154.814 | 178.945 |
image segmentation | Maskformer | A100 | 16 | 579.826 | 638.57 |
image segmentation | MobileNet | A100 | 16 | 30.31 | 51.693 |
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