Coding benchmark
KernelBench leaderboard
KernelBench Hard H100. Every model the catalog carries a published KernelBench value for, ranked by that value.
CategoryCoding
MeasureMean peak fraction of hardware roofline over valid cells
Tasks6 GPU-kernel optimization problems
DifficultyAgentic GPU systems engineering
Published byKernelBench Hard
An agentic GPU-kernel benchmark that measures how much of the hardware roofline a model's correct, audit-clean kernels reach on six demanding CUDA and Triton problems.
No model in the catalog has a published KernelBench score.
The benchmark is defined by KernelBench Hard, but the catalog carries no value for it yet. An absent value is shown as absent here rather than as a zero.