GPU Kernel Optimization on KernelBench Level 5 v1
2.35RWKVTorchTorchInductor
Evaluation results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TorchInductorbackend=torch.compile2025.11 | 2.35 | — | 1.09 | — | 1.11 | 1.04 | — | 1.13 | 0.94 | 0.85 | — | — | — | 10.57 | 1.29 | 1.27 | 1 | 0.97 | 57 | 2 | 0 | |
| PIKE-Boptimization_strategy=Base2025.11 | 1 | 1 | 1.18 | 1.28 | 1.29 | 1.3 | 1.46 | 1.88 | 3.06 | 4.25 | 6.77 | 8.72 | 9.41 | 10.81 | 2.57 | 2.57 | 1.44 | 1.99 | 100 | 2 | 1 | |
| METR2025.11 | 1 | 1 | — | — | 5.75 | 1 | 0.99 | — | 1.05 | 9.89 | 1 | 1 | — | 4.99 | 1.5 | 1.5 | 2.1 | 1.52 | 71 | 3 | 2 | |
| PIKE-Ooptimization_strategy=mut, npar, 1isl, EO, SL2025.11 | 0.87 | 1.01 | 2.31 | 1.4 | 2.23 | 1.31 | — | 1.02 | 4.29 | 2.72 | 9.74 | 4.02 | 10.38 | 6.78 | 2.47 | 2.44 | 1.42 | 1.99 | 93 | 1 | 3 | |
| TensorRT2025.11 | 0.83 | — | — | — | 3.87 | — | — | — | — | — | 2.72 | 2.09 | — | 0.7 | 1.25 | 1.2 | 0.43 | 0.86 | 36 | 2 | 2 |