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Benchmarks
Model Memory Footprint Analysis on T5 138M (Private Text Generation)
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100
Memory Fraction
CrypTen
22.8008
42.8429
62.885
82.9271
May 25, 2023
Memory Fraction
Embed Memory (GB)
Linear Layer Memory (GB)
Softmax Layer Memory (GB)
Total Memory Footprint (GB)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Memory Fraction
Embed Memory (GB)
Linear Layer Memory (GB)
Softmax Layer Memory (GB)
Total Memory Footprint (GB)
CrypTen
2023.05
100
-
-
-
-
THE-X
2023.05
97.18
-
-
-
-
MPCformer
softmax_approximation=...
2023.05
95.87
-
-
-
-
MPCformer
softmax_approximation=...
2023.05
95.24
-
-
-
-
MERGE
mode=only MM
2023.05
67.79
-
-
-
-
MERGE
mode=only ER
2023.05
34.81
-
-
-
-
MERGE
mode=ER+MM
2023.05
25.77
-
-
-
-
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