Model Efficiency Evaluation on TaobaoAds for CTR Prediction
0.13Parameters (M)MTGR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MTGRBatch Size=20482026.04 | 0.13 | 13.7 | 5.34 | |
| HSTUBatch Size=20482026.04 | 0.15 | 22.19 | 8.13 | |
| LoopCTR(0/3)Batch Size=2048, Inference Loops=02026.04 | 0.59 | 22.04 | 3.87 | |
| AutoIntBatch Size=20482026.04 | 0.6 | 23.53 | 3.87 | |
| LoopCTR(1/3)Batch Size=2048, Inference Loops=12026.04 | 0.8 | 38.02 | 29.06 | |
| LoopCTR(2/3)Batch Size=2048, Inference Loops=22026.04 | 0.8 | 54 | 40.03 | |
| LoopCTR(3/3)Batch Size=2048, Inference Loops=32026.04 | 0.8 | 69.98 | 50.6 | |
| OracleBatch Size=20482026.04 | 0.8 | 46.54 | 31.15 | |
| OneTransBatch Size=20482026.04 | 1.01 | 10.96 | 5.13 | |
| StackCTR(3)Batch Size=20482026.04 | 1.22 | 69.98 | 51.15 | |
| DLRMBatch Size=20482026.04 | 1.91 | 3.8 | 1.12 | |
| DCNv2Batch Size=20482026.04 | 1.91 | 12.68 | 2.06 | |
| DINBatch Size=20482026.04 | 1.94 | 7.29 | 1.93 | |
| InterFormerBatch Size=20482026.04 | 2.17 | 7.66 | 4.77 | |
| HiFormerBatch Size=20482026.04 | 2.38 | 5.61 | 2.44 | |
| WukongBatch Size=20482026.04 | 2.54 | 5.77 | 2.23 | |
| DHENBatch Size=20482026.04 | 3.15 | 9.18 | 2.97 |