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BurTorch: Revisiting Training from First Principles by Coupling Autodiff, Math Optimization, and Systems

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Welcome to BurTorch

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Tutorials

BurTorch Tutorial Name Goal
1. Minimal Environment How to prepare the main build and runtime environment for building our project and provide needed runtimes for alternative solutions in Windows, Linux, and macOS
2. Extra Tools How to prepare the extra tools that you may want to use to experiment with this project
3. Build Locally Build a project locally in your Operating System and Hardware.
4. Experiments How to launch experiments from the paper.
5. Builtin GitHub Actions and CI How to leverage GitHub Continuous Integration (CI).

Licensing

For licensing details, please refer to the LICENSE file in the root directory of the project repository.

Paper

Title: "BurTorch: Revisiting Training from First Principles by Coupling Autodiff, Math Optimization, and Systems"

arXiv link: https://arxiv.org/abs/2503.13795

How to Cite

@article{burlachenko2025burtorch,
  title={BurTorch: Revisiting Training from First Principles by Coupling Autodiff, Math Optimization, and Systems},
  author={Burlachenko, Konstantin and Richt{\'a}rik, Peter},
  journal={arXiv preprint arXiv:2503.13795},
  year={2025}
}

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BurTorch: Revisiting Training from First Principles by Coupling Autodiff, Math Optimization, and Systems

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