Embedding Table Placement on DLRM 1.0 (train)
14.7Running Time (ms)Size-lookup-based
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Size-lookup-basedNumber of GPUs=22022.10 | 14.7 | 21.8 | |
| Lookup-basedNumber of GPUs=22022.10 | 14.8 | 20.9 | |
| DreamShardNumber of GPUs=22022.10 | 15.1 | 18.5 | |
| Size-basedNumber of GPUs=22022.10 | 16.4 | 9.1 | |
| Dim-basedNumber of GPUs=22022.10 | 16.5 | 8.5 | |
| RNN-basedNumber of GPUs=22022.10 | 17 | 5.3 | |
| RandomNumber of GPUs=22022.10 | 17.9 | 0 |