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Privacy-Preserving Inference on BERT Large (inference)
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0.351
GeLU Time (s)
MPCFormer
-0.7502
6.6829
14.116
21.5491
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-Large
2024.01
0.351
0.604
7.274
5.052
10.864
1.282
19.261
8.565
37.75
SecFormer
Model=BERT-Large
2024.01
14.531
35.635
3.115
4.916
3.122
1.248
18.321
8.565
39.089
PUMA
Model=BERT-Large
2024.01
27.357
57.378
89.938
180.898
4.313
1.254
18.278
8.565
139.954
CrypTen
Model=BERT-Large
2024.01
27.881
57.378
83.017
134.093
9.105
1.272
19.945
8.565
140.018
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