Embedding Table Placement on DLRM 1.0 (test)
13.7Latency (ms)Size-lookup-based
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Size-lookup-basedNumber of GPUs=22022.10 | 13.7 | 20.4 | |
| Lookup-basedNumber of GPUs=22022.10 | 13.9 | 18.7 | |
| DreamShardNumber of GPUs=22022.10 | 13.9 | 18.7 | |
| Size-basedNumber of GPUs=22022.10 | 16 | 3.1 | |
| Dim-basedNumber of GPUs=22022.10 | 16 | 3.1 | |
| RNN-basedNumber of GPUs=22022.10 | 16 | 3.1 | |
| RandomNumber of GPUs=22022.10 | 16.5 | 0 |