Graph Transformer Efficiency Benchmarking on city-roads M
2.19Latency Speedup (Forward)CSR fused kernels
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CSR fused kernelsHeads (H)=8, Head Dimension (D)=1282026.05 | 2.19 | 1.38 | 2.72 | 1.76 | |
| Ours (WSB/TC)Number of Heads (H)=4, Head Dimension (D)=1282026.05 | 1.16 | 1.07 | 1.08 | 1.21 | |
| Ours (CSR fused)Number of Heads (H)=4, Head Dimension (D)=1282026.05 | 1.15 | 1.19 | 1.17 | 1 | |
| DF-GNNNumber of Heads (H)=4, Head Dimension (D)=1282026.05 | 1.12 | 1.2 | 1.16 | 1.08 | |
| PyGHeads (H)=8, Head Dimension (D)=1282026.05 | 0.42 | 0.59 | 0.49 | 0.62 |