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Embedding Table Placement on Prod-80 8 (train)
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33.6
Cost (ms)
DreamShard
32.68
38.89
45.1
51.31
Oct 5, 2022
Cost (ms)
Relative Speedup (%)
Updated 4d ago
Evaluation Results
Method
Method
Links
Cost (ms)
Relative Speedup (%)
DreamShard
Category=RL-Cost-Network
2022.10
33.6
28.6
Size-based
Category=Human Expert
2022.10
39
10.8
No strategy
Category=None
2022.10
43.2
0
Dim-based
Category=Human Expert
2022.10
43.7
-1.1
Random
Category=Human Expert
2022.10
44.3
-2.5
Lookup-based
Category=Human Expert
2022.10
49.3
-12.4
RNN-based
Category=RL
2022.10
56.6
-23.7
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