LayerNorm on CUDA-LLM kernels task suite 1.0 (test)
5.4TimeOptiML
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| OptiMLModel=OptiML2026.02 | 5.4 | 1.07 | 35.16 | 17.24 | 30.36 | 247 | 1,036 | 893 | 76.11 | 40 | |
| HPC-Coder-V2 + OptiML-XModel=HPC-Coder-V2 + OptiML-X2026.02 | 5.62 | 1.03 | 34.11 | 17.88 | 29.61 | 253 | 1,061 | 902 | 75.01 | 40 | |
| GPT 5.1 + OptiML-XModel=GPT 5.1 + OptiML-X2026.02 | 5.79 | — | 33.28 | 18.41 | 29.23 | 264 | 1,108 | 918 | 74.26 | 40 | |
| StarCoder2 + OptiML-XModel=StarCoder2 + OptiML-X2026.02 | 5.95 | 0.97 | 32.44 | 18.62 | 28.74 | 270 | 1,122 | 933 | 73.41 | 40 | |
| Qwen2.5-Coder + OptiML-XModel=Qwen2.5-Coder + OptiML-X2026.02 | 6.2 | 0.93 | 31.62 | 19.07 | 28.11 | 277 | 1,154 | 950 | 72.68 | 40 |