stevhliu HF staff commited on
Commit
0f696e1
·
verified ·
1 Parent(s): 3a173fa

Upload torch.compile benchmarks.csv

Browse files
Files changed (1) hide show
  1. torch.compile benchmarks.csv +35 -14
torch.compile benchmarks.csv CHANGED
@@ -1,14 +1,35 @@
1
- ,,A100 (batch size 1),,A100 (batch size 4),,A100 (batch size 16),
2
- task,model,with torch.compile,without torch.compile,with torch.compile,without torch.compile,with torch.compile,without torch.compile
3
- image classification,ViT,7.584,9.325,14.499,14.832,40.01,40.944
4
- image classification,BeiT,8.448,11.282,13.048,13.205,41.048,41.854
5
- image classification,ConvNeXT,10.208,10.41,21.631,22.94,75.561,82.258
6
- image classification,ResNet,4.124,6.531,4.268,6.657,5.024,7.018
7
- object detection,DETR,19.04,34.619,32.418,48.657,161.902,164.382
8
- object detection,OwlViT,18.42,24.978,,,,
9
- object detection,Resnet-101,18.197,36.276,44.998,68.101,155.021,232.887
10
- object detection,Conditional-DETR,17.993,31.219,35.552,56.47,124.032,180.491
11
- image segmentation,Segformer,10.5,11.759,16.476,18.838,31.144,37.005
12
- image segmentation,Mask2former,49.117,60.188,61.781,74.277,154.814,178.945
13
- image segmentation,Maskformer,59.487,75.764,159.116,180.7,579.826,638.57
14
- image segmentation,MobileNet,3.974,8.583,8.515,14.174,30.31,51.693
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ task,model,GPU,batch size,with torch.compile,without torch.compile
2
+ image classification,ViT,A100,1,7.584,9.325
3
+ image classification,BeiT,A100,1,8.448,11.282
4
+ image classification,ConvNeXT,A100,1,10.208,10.41
5
+ image classification,ResNet,A100,1,4.124,6.531
6
+ object detection,DETR,A100,1,19.04,34.619
7
+ object detection,OwlViT,A100,1,18.42,24.978
8
+ object detection,Resnet-101,A100,1,18.197,36.276
9
+ object detection,Conditional-DETR,A100,1,17.993,31.219
10
+ image segmentation,Segformer,A100,1,10.5,11.759
11
+ image segmentation,Mask2former,A100,1,49.117,60.188
12
+ image segmentation,Maskformer,A100,1,59.487,75.764
13
+ image segmentation,MobileNet,A100,1,3.974,8.583
14
+ image classification,ViT,A100,4,14.499,14.832
15
+ image classification,BeiT,A100,4,13.048,13.205
16
+ image classification,ConvNeXT,A100,4,21.631,22.94
17
+ image classification,ResNet,A100,4,4.268,6.657
18
+ object detection,DETR,A100,4,32.418,48.657
19
+ object detection,Resnet-101,A100,4,44.998,68.101
20
+ object detection,Conditional-DETR,A100,4,35.552,56.47
21
+ image segmentation,Segformer,A100,4,16.476,18.838
22
+ image segmentation,Mask2former,A100,4,61.781,74.277
23
+ image segmentation,Maskformer,A100,4,159.116,180.7
24
+ image segmentation,MobileNet,A100,4,8.515,14.174
25
+ image classification,ViT,A100,16,40.01,40.944
26
+ image classification,BeiT,A100,16,41.048,41.854
27
+ image classification,ConvNeXT,A100,16,75.561,82.258
28
+ image classification,ResNet,A100,16,5.024,7.018
29
+ object detection,DETR,A100,16,161.902,164.382
30
+ object detection,Resnet-101,A100,16,155.021,232.887
31
+ object detection,Conditional-DETR,A100,16,124.032,180.491
32
+ image segmentation,Segformer,A100,16,31.144,37.005
33
+ image segmentation,Mask2former,A100,16,154.814,178.945
34
+ image segmentation,Maskformer,A100,16,579.826,638.57
35
+ image segmentation,MobileNet,A100,16,30.31,51.693