Benchmark · LLMs · GPU databases
DataKernelBench
Can LLMs optimize database queries on GPUs?
A benchmark for translating SQL-derived PyTorch programs into optimized CUDA and Triton kernels, evaluated for correctness and execution speed.
AI × data systems × GPU kernels
KernelDF is a home for research and open-source software that uses AI to accelerate DataFrame operations and database query execution through specialized GPU kernels.
Projects
Benchmark · LLMs · GPU databases
Can LLMs optimize database queries on GPUs?
A benchmark for translating SQL-derived PyTorch programs into optimized CUDA and Triton kernels, evaluated for correctness and execution speed.