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Privacy-Preserving Inference on BERT Base (inference)
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0.351
GeLU Time (s)
MPCFormer
-0.29336
4.05607
8.4055
12.75493
Jan 1, 2024
GeLU Time (s)
GeLU Comm (GB)
Softmax Time (s)
Softmax Comm (GB)
LayerNorm Time (s)
LayerNorm Comm (GB)
Others Time (s)
Others Comm (GB)
Total Time (s)
Updated 4d ago
Evaluation Results
Method
Method
Links
GeLU Time (s)
GeLU Comm (GB)
Softmax Time (s)
Softmax Comm (GB)
LayerNorm Time (s)
LayerNorm Comm (GB)
Others Time (s)
Others Comm (GB)
Total Time (s)
MPCFormer
Model=BERT-Base
2024.01
0.351
0.604
3.129
1.895
6.522
0.497
8.589
3.463
18.591
SecFormer
Model=BERT-Base
2024.01
8.132
17.817
1.362
1.844
1.523
0.468
8.496
3.463
19.513
PUMA
Model=BERT-Base
2024.01
16.343
28.689
42.219
67.837
2.285
0.477
8.781
3.463
69.661
CrypTen
Model=BERT-Base
2024.01
16.46
28.689
37.25
50.281
6.614
0.492
9.365
3.463
71.097
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