# Triton kernel generation on KernelBench LEVEL1 1.0 Source: [Triton kernel generation on KernelBench LEVEL1 1.0]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:45:12.129Z Evaluation of Triton kernel generation performance on KernelBench LEVEL1 version 1.0, measured by specific fast performance indicators (Fast1, Fast1.2, Fast1.5, Fast2). A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Triton kernel generation | | Dataset (including any stated split) | KernelBench LEVEL1 1.0 | | Metric | Fast1 | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 17 of 17 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Fast1](): Higher is better; unit: SCALAR. - [Fast1.2](): Higher is better; unit: SCALAR. - [Fast1.5](): Higher is better; unit: SCALAR. - [Fast2](): Higher is better; unit: SCALAR. ## Recorded results | Method | Fast1 | Result date | Report paper | | --- | --- | --- | --- | | DR. KERNEL-14B-STTS | 39.3 | Not recorded | 698575d8c97a0b3e3b5d5e92 | | DR. KERNEL-14B-STTS | 24.1 | Not recorded | 698575d8c97a0b3e3b5d5e92 | | DR. KERNEL-14B | 20.3 | Not recorded | 698575d8c97a0b3e3b5d5e92 | | GPT-5 | 19.5 | Not recorded | 698575d8c97a0b3e3b5d5e92 | | GLM-4.7 | 19.4 | Not recorded | 698575d8c97a0b3e3b5d5e92 | | GPT-5 | 18.6 | Not recorded | 698575d8c97a0b3e3b5d5e92 | | DR. KERNEL-14B | 17.8 | Not recorded | 698575d8c97a0b3e3b5d5e92 | | DR. KERNEL-8B | 16 | Not recorded | 698575d8c97a0b3e3b5d5e92 | | DR. KERNEL-8B | 15.9 | Not recorded | 698575d8c97a0b3e3b5d5e92 | | Claude-4.5-Sonnet | 15.5 | Not recorded | 698575d8c97a0b3e3b5d5e92 | | Claude-4.5-Sonnet | 10 | Not recorded | 698575d8c97a0b3e3b5d5e92 | | Deepseek-V3.2-Thinking | 7.5 | Not recorded | 698575d8c97a0b3e3b5d5e92 | | Cold-Start-8B | 7.5 | Not recorded | 698575d8c97a0b3e3b5d5e92 | | Qwen3-32B | 6.1 | Not recorded | 698575d8c97a0b3e3b5d5e92 | | Qwen3-Coder-A30BA3 | 6 | Not recorded | 698575d8c97a0b3e3b5d5e92 | | Qwen3-8B | 5.8 | Not recorded | 698575d8c97a0b3e3b5d5e92 | | AutoTriton | 4.5 | Not recorded | 698575d8c97a0b3e3b5d5e92 | ### DR. KERNEL-14B-STTS Fast1: 39.3. Result ID: 6998ee085698665ec4529c8f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"scaling\_method":"sequential test-time scaling (STTS)","selection\_strategy":"best turn selection"}. This record does not assert independent reproduction. ### DR. KERNEL-14B-STTS Fast1: 24.1. Result ID: 6998ee085698665ec4529c8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"scaling\_method":"sequential test-time scaling (STTS)"}. This record does not assert independent reproduction. ### DR. KERNEL-14B Fast1: 20.3. Result ID: 6998ee085698665ec4529c8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPT-5 Fast1: 19.5. Result ID: 6998ee085698665ec4529c83. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GLM-4.7 Fast1: 19.4. Result ID: 6998ee085698665ec4529c86. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPT-5 Fast1: 18.6. Result ID: 6998ee085698665ec4529c77. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Engine":"torch.compile"}. This record does not assert independent reproduction. ### DR. KERNEL-14B Fast1: 17.8. Result ID: 6998ee085698665ec4529c7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Engine":"torch.compile"}. This record does not assert independent reproduction. ### DR. KERNEL-8B Fast1: 16. Result ID: 6998ee085698665ec4529c79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Engine":"torch.compile"}. This record does not assert independent reproduction. ### DR. KERNEL-8B Fast1: 15.9. Result ID: 6998ee085698665ec4529c8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Claude-4.5-Sonnet Fast1: 15.5. Result ID: 6998ee085698665ec4529c84. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Claude-4.5-Sonnet Fast1: 10. Result ID: 6998ee085698665ec4529c78. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Engine":"torch.compile"}. This record does not assert independent reproduction. ### Deepseek-V3.2-Thinking Fast1: 7.5. Result ID: 6998ee085698665ec4529c85. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Cold-Start-8B Fast1: 7.5. Result ID: 6998ee085698665ec4529c8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training":"cold-start data"}. This record does not assert independent reproduction. ### Qwen3-32B Fast1: 6.1. Result ID: 6998ee085698665ec4529c88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen3-Coder-A30BA3 Fast1: 6. Result ID: 6998ee085698665ec4529c89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen3-8B Fast1: 5.8. Result ID: 6998ee085698665ec4529c87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AutoTriton Fast1: 4.5. Result ID: 6998ee085698665ec4529c8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.