Embedding Table Placement on Prod-80 8 (train)
33.6Cost (ms)DreamShard
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DreamShardCategory=RL-Cost-Network2022.10 | 33.6 | 28.6 | |
| Size-basedCategory=Human Expert2022.10 | 39 | 10.8 | |
| No strategyCategory=None2022.10 | 43.2 | 0 | |
| Dim-basedCategory=Human Expert2022.10 | 43.7 | -1.1 | |
| RandomCategory=Human Expert2022.10 | 44.3 | -2.5 | |
| Lookup-basedCategory=Human Expert2022.10 | 49.3 | -12.4 | |
| RNN-basedCategory=RL2022.10 | 56.6 | -23.7 |