SpMM with GCN operator on twitch-views
1.8Latency Speedup (fwd)Ours (WSB/TC)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Ours (WSB/TC)hidden dim=5122026.05 | 1.8 | 1.07 | 1.2 | 0.96 | |
| cuSPARSEhidden dim=5122026.05 | 1.26 | 0.61 | 0.64 | 0.66 | |
| cuSPARSE + A˜⊤hidden dim=5122026.05 | 1.26 | 1.18 | 0.3 | 0.35 | |
| FuseGNNhidden dim=5122026.05 | 0.32 | 0.37 | 0.27 | 0.23 | |
| TC-GNNhidden dim=5122026.05 | 0.08 | 0.09 | 1.36 | 0.84 | |
| PyGhidden dim=5122026.05 | 0.06 | — | 0.03 | — |