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
|