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title: README
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<p align="center">
  <img src="https://raw.githubusercontent.com/kerneldf/kerneldf.github.io/main/huggingface/banner.png" alt="KernelDF" width="100%" />
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Research and open-source software that uses AI to accelerate DataFrame operations and database query execution through specialized GPU kernels.

**[Website](https://kerneldf.github.io)** · **[GitHub](https://github.com/kerneldf)** · **[Datasets](https://huggingface.co/kerneldf/datasets)**

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### DataKernelBench

A benchmark for translating SQL-derived PyTorch programs into optimized CUDA and Triton kernels. Accepted at EMNLP 2026.

[Dataset](https://huggingface.co/datasets/kerneldf/datakernelbench) · [Paper](https://arxiv.org/abs/2608.25061) · [Code](https://github.com/kerneldf/DataKernelBench)