GPU-native data systems

Data processing,
down to the kernel.

KernelDF is a home for research and open-source systems that use AI to generate, validate, and optimize GPU kernels for real data workloads.

Projects

Research in the open.

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.