SpMM with GCN operator on web-traffic
2.44Forward Latency SpeedupcuSPARSE
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| cuSPARSEhidden dim=5122026.05 | 2.44 | 0.94 | 1.47 | 1.14 | |
| cuSPARSE + A˜⊤hidden dim=5122026.05 | 2.44 | 1.6 | 1.42 | 1.12 | |
| Ours (WSB/TC)hidden dim=5122026.05 | 0.87 | 1.35 | 1.31 | 1 | |
| FuseGNNhidden dim=5122026.05 | 0.19 | 0.09 | 0.11 | 0.14 | |
| TC-GNNhidden dim=5122026.05 | 0.01 | 0.01 | 1.48 | 1.15 |