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PyTorch 2: Faster Machine Learning Through Dynamic Python Bytecode Transformation and Graph Compilation

Authors: Jason Ansel, Edward Yang, Horace He, Natalia Gimelshein, Animesh Jain, Michael Voznesensky, Bin Bao, Peter Bell, David Berard, Evgeni Burovski, Geeta Chauhan, Anjali Chourdia, Will Constable, Alban Desmaison, Zachary DeVito, Elias Ellison, Will Feng, Jiong Gong, Michael Gschwind, Brian Hirsh, Sherlock Huang, Kshiteej Kalambarkar, Laurent Kirsch, Michael Lazos, Mario Lezcano, Yanbo Liang, Jason Liang, Yinghai Lu, C. K. Luk, Bert Maher, Yunjie Pan, Christian Puhrsch, Matthias Reso, Mark Saroufim, Marcos Yukio Siraichi, Helen Suk, Michael Suo, Phil Tillet, Eikan Wang, Xiaodong Wang, William Wen, Shunting Zhang, Xu Zhao, Keren Zhou, Richard Zou, Ajit Mathews, Gregory Chanan, Peng Wu, Soumith Chintala

Year: 2024

Venue: ASPLOS '24: Proceedings of the 29th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, Volume 2

Type: inproceedings

URL: https://doi.org/10.1145/3620665.3640366

DOI: 10.1145/3620665.3640366

Cite as: [@ansel2024pytorch2]

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BibTeX

@inproceedings{ansel2024pytorch2,
  title = {PyTorch 2: Faster Machine Learning Through Dynamic Python Bytecode Transformation and Graph Compilation},
  author = {Jason Ansel and Edward Yang and Horace He and Natalia Gimelshein and Animesh Jain and Michael Voznesensky and Bin Bao and Peter Bell and David Berard and Evgeni Burovski and Geeta Chauhan and Anjali Chourdia and Will Constable and Alban Desmaison and Zachary DeVito and Elias Ellison and Will Feng and Jiong Gong and Michael Gschwind and Brian Hirsh and Sherlock Huang and Kshiteej Kalambarkar and Laurent Kirsch and Michael Lazos and Mario Lezcano and Yanbo Liang and Jason Liang and Yinghai Lu and C. K. Luk and Bert Maher and Yunjie Pan and Christian Puhrsch and Matthias Reso and Mark Saroufim and Marcos Yukio Siraichi and Helen Suk and Michael Suo and Phil Tillet and Eikan Wang and Xiaodong Wang and William Wen and Shunting Zhang and Xu Zhao and Keren Zhou and Richard Zou and Ajit Mathews and Gregory Chanan and Peng Wu and Soumith Chintala},
  year = {2024},
  booktitle = {ASPLOS '24: Proceedings of the 29th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, Volume 2},
  url = {https://doi.org/10.1145/3620665.3640366},
  doi = {10.1145/3620665.3640366}
}

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