SpMM with GCN operator Performance on Pokec Regions
1.99Latency Speedup (Forward)Ours (WSB/TC)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Ours (WSB/TC)hidden dim=5122026.05 | 1.99 | 1.2 | 1.44 | 0.99 | |
| TC-GNNhidden dim=5122026.05 | 1.76 | 2.05 | 1.78 | 1.45 | |
| cuSPARSEhidden dim=5122026.05 | 1.34 | 0.66 | 1.92 | 1.23 | |
| cuSPARSE + A˜⊤hidden dim=5122026.05 | 1.34 | 1.28 | 1.5 | 1.09 | |
| FuseGNNhidden dim=5122026.05 | 0.92 | 1.2 | 0.22 | 0.22 |