Sequential Scheduling of Dataflow Graphs for Memory Peak Minimization

Author:

Fradet Pascal1,Girault Alain1,Honorat Alexandre1

Affiliation:

1. University Grenoble Alpes, France / Inria, France / CNRS, France / Grenoble INP, France / LIG, France

Publisher

ACM

Reference19 articles.

1. The Transitive Reduction of a Directed Graph

2. Olivier Beaumont , Lionel Eyraud-Dubois , and Alena Shilova . 2021. Efficient Combination of Rematerialization and Offloading for Training DNNs . In Advances in Neural Information Processing Systems , M. Ranzato, A. Beygelzimer, Y. Dauphin, P.S. Liang, and J. Wortman Vaughan (Eds.). 34, Curran Associates, Inc. , 23844–23857. https://proceedings.neurips.cc/paper/ 2021 /file/c8461bf13fca8a2b9912ab2eb1668e4b-Paper.pdf Olivier Beaumont, Lionel Eyraud-Dubois, and Alena Shilova. 2021. Efficient Combination of Rematerialization and Offloading for Training DNNs. In Advances in Neural Information Processing Systems, M. Ranzato, A. Beygelzimer, Y. Dauphin, P.S. Liang, and J. Wortman Vaughan (Eds.). 34, Curran Associates, Inc., 23844–23857. https://proceedings.neurips.cc/paper/2021/file/c8461bf13fca8a2b9912ab2eb1668e4b-Paper.pdf

3. Olivier Beaumont , Lionel Eyraud-Dubois , and Alena Shilova . 2021 . Pipelined Model Parallelism: Complexity Results and Memory Considerations. In 27th International European Conference on Parallel and Distributed Computing . Lisbon, Portugal. https://hal.inria.fr/hal-02968802 Olivier Beaumont, Lionel Eyraud-Dubois, and Alena Shilova. 2021. Pipelined Model Parallelism: Complexity Results and Memory Considerations. In 27th International European Conference on Parallel and Distributed Computing. Lisbon, Portugal. https://hal.inria.fr/hal-02968802

4. S.S. Bhattacharyya P.K. Murthy and E.A. Lee. 1996. Software Synthesis from Dataflow Graphs. Kluwer Academic Pub. Hingham MA. S.S. Bhattacharyya P.K. Murthy and E.A. Lee. 1996. Software Synthesis from Dataflow Graphs. Kluwer Academic Pub. Hingham MA.

5. Tom Brown , Benjamin Mann , Nick Ryder , Melanie Subbiah , Jared D Kaplan , Prafulla Dhariwal , Arvind Neelakantan , Pranav Shyam , Girish Sastry , Amanda Askell , Sandhini Agarwal , Ariel Herbert-Voss , Gretchen Krueger , Tom Henighan , Rewon Child , Aditya Ramesh , Daniel Ziegler , Jeffrey Wu , Clemens Winter , Chris Hesse , Mark Chen , Eric Sigler , Mateusz Litwin , Scott Gray , Benjamin Chess , Jack Clark , Christopher Berner , Sam McCandlish , Alec Radford , Ilya Sutskever , and Dario Amodei . 2020. Language Models are Few-Shot Learners . In Advances in Neural Information Processing Systems , H. Larochelle, M. Ranzato, R. Hadsell, M.F. Balcan, and H. Lin (Eds.). 33, Curran Associates, Inc. , 1877 –1901. https://proceedings.neurips.cc/paper/2020/file/1457c0d6bfcb4967418bfb8ac142f64a-Paper.pdf Tom Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared D Kaplan, Prafulla Dhariwal, Arvind Neelakantan, Pranav Shyam, Girish Sastry, Amanda Askell, Sandhini Agarwal, Ariel Herbert-Voss, Gretchen Krueger, Tom Henighan, Rewon Child, Aditya Ramesh, Daniel Ziegler, Jeffrey Wu, Clemens Winter, Chris Hesse, Mark Chen, Eric Sigler, Mateusz Litwin, Scott Gray, Benjamin Chess, Jack Clark, Christopher Berner, Sam McCandlish, Alec Radford, Ilya Sutskever, and Dario Amodei. 2020. Language Models are Few-Shot Learners. In Advances in Neural Information Processing Systems, H. Larochelle, M. Ranzato, R. Hadsell, M.F. Balcan, and H. Lin (Eds.). 33, Curran Associates, Inc., 1877–1901. https://proceedings.neurips.cc/paper/2020/file/1457c0d6bfcb4967418bfb8ac142f64a-Paper.pdf

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