Code Optimization on Code Optimization Kernels
8.9Average SpeedupTriton
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TritonGPU Support=Yes2025.12 | 8.9 | 13.7 | 4.1 | |
| TVMGPU Support=Yes2025.12 | 7.4 | 11.2 | 3.2 | |
| LLM (qwen2.5 + ToT)GPU Support=Yes2025.12 | 7.1 | 43.25 | 18.9 | |
| HalideGPU Support=Yes2025.12 | 6.8 | 9.1 | 2.8 | |
| Intel ICCGPU Support=No2025.12 | 6.1 | 8.9 | 2.3 | |
| LLVM PollyGPU Support=No2025.12 | 5.8 | 8.2 | 2.1 | |
| GCC Advanced (-O3)GPU Support=No2025.12 | 5.2 | 7.8 | 1.8 |