SpMM with GCN operator on Tolokers 2
2.59Latency Speedup (Forward)Ours (WSB/TC)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Ours (WSB/TC)hidden dim=5122026.05 | 2.59 | 0.79 | 1.24 | 0.98 | |
| cuSPARSE + A˜⊤hidden dim=5122026.05 | 2.46 | 1.32 | 0.02 | 0.03 | |
| cuSPARSEhidden dim=5122026.05 | 2.33 | 0.65 | 0.06 | 0.08 | |
| TC-GNNhidden dim=5122026.05 | 0.71 | 0.5 | 1.92 | 1.17 | |
| FuseGNNhidden dim=5122026.05 | 0.35 | 0.58 | 0.22 | 0.22 | |
| PyGhidden dim=5122026.05 | 0.11 | 0.07 | 0.01 | 0.01 |