Embedding Table Placement on DLRM-20 4 (train)
18.6Latency (ms)DreamShard
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DreamShardCategory=RL-Cost-Network2022.10 | 18.6 | 29 | |
| Dim-basedCategory=Human Expert2022.10 | 19.1 | 25.7 | |
| Lookup-basedCategory=Human Expert2022.10 | 19.1 | 25.7 | |
| Size-lookup-basedCategory=Human Expert2022.10 | 19.1 | 25.7 | |
| Size-basedCategory=Human Expert2022.10 | 21.3 | 12.7 | |
| RNN-basedCategory=RL2022.10 | 22.4 | 7.1 | |
| RandomCategory=Human Expert2022.10 | 22.7 | 5.7 | |
| No strategyCategory=None2022.10 | 24 | 0 |