Reverse Array on CUDA-LLM task suite
4.07Execution TimeOptiML
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| OptiMLOptimization=OptiML (G+X)2026.02 | 4.07 | 1.67 | 8.78 | 52.34 | 9.91 | 140 | 409 | 142 | 41.08 | 18 | |
| HPC-Coder-V2 + OptiML-XOptimization=OptiML-X2026.02 | 4.62 | 1.47 | 8.17 | 53.82 | 9.54 | 146 | 421 | 144 | 40.72 | 18 | |
| GPT 5.1 + OptiML-XOptimization=OptiML-X2026.02 | 4.76 | 1.43 | 7.94 | 54.46 | 9.36 | 152 | 433 | 146 | 40.17 | 18 | |
| StarCoder2 + OptiML-XOptimization=OptiML-X2026.02 | 4.88 | 1.39 | 7.66 | 55.11 | 9.21 | 154 | 437 | 147 | 39.84 | 18 | |
| Qwen2.5-Coder + OptiML-XOptimization=OptiML-X2026.02 | 5.44 | 1.25 | 7.28 | 56.09 | 9.03 | 159 | 449 | 150 | 39.11 | 18 | |
| GPT 5.1Optimization=None (LLM-only baseline)2026.02 | 6.8 | — | 6.13 | 62.21 | 8.18 | 182 | 519 | 159 | 35.28 | 18 | |
| Qwen2.5-CoderOptimization=None (LLM-only baseline)2026.02 | 7.1 | 0.96 | 5.88 | 63.04 | 7.92 | 189 | 544 | 167 | 34.81 | 18 | |
| HPC-Coder-V2Optimization=None (LLM-only baseline)2026.02 | 7.28 | 0.93 | 5.72 | 63.36 | 7.79 | 193 | 556 | 170 | 34.52 | 18 | |
| StarCoder2Optimization=None (LLM-only baseline)2026.02 | 7.54 | 0.9 | 5.49 | 63.71 | 7.63 | 197 | 569 | 174 | 34.17 | 20 |