Embedding Table Placement on Ultra-Large Industrial Recommendation Model (train)
61.59Embedding CostDreamShard
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DreamShard2022.10 | 61.59 | 0.453 | |
| Dim-based2022.10 | 90.8 | 0.139 | |
| Lookup-based2022.10 | 102.4 | 0.119 | |
| Size-based2022.10 | 107.6 | 0.04 | |
| Size-lookup-based2022.10 | 109.2 | 0.128 | |
| Random2022.10 | 118.3 | 0 |