ASTRA-sim Tutorial @ MLSys 2022

We’re running an ASTRA-sim tutorial at MLSys 2022.
Aug 31, 2022
Santa Clara, CA, USA

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Tutorials

Overview

This is the ASTRA-sim distributed Deep Learning Training simulator, developed in collaboration between Georgia Tech, Facebook and Intel.

An overview is presented here:

The full description of the tool and its strength can be found in the paper: pdf slides video

Saeed Rashidi, Srinivas Sridharan, Sudarshan Srinivasan, and Tushar Krishna, “ASTRA-SIM: Enabling SW/HW Co-Design Exploration for Distributed DL Training Platforms” In Proc of the IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS), Apr 2020.

@inproceedings{astrasim,
    author       = {Saeed Rashidi and
                   Srinivas Sridharan and
                   Sudarshan Srinivasan and
                   Tushar Krishna},
    title        = {ASTRA-SIM: Enabling SW/HW Co-Design Exploration for Distributed DL Training Platforms},
    booktitle     = {IEEE International Symposium on Performance Analysis of Systems
                    and Software, ISPASS 2020, Boston, MA, USA, August 22-26, 2020},
  publisher     = {IEEE},
  year          = {2020},
}

Contact

Please email Saeed Rashidi (saeed.rashidi@gatech.edu) or Srinivas Sridharan (ssrinivas@fb.com) or Tushar Krishna (tushar@ece.gatech.edu) if you have any questions.

Core Developers

  • Saeed Rashidi (Georgia Tech)
  • Srinivas Sridharan (Facebook)

Additional Contributors

  • Jiayi Huang (University of California, Santa Barbara)
  • Apurve Chawde (Georgia Tech)
  • Santosh Kumar Elangoven (Georgia Tech)
  • Will Won (Georgia Tech)
  • Tushar Krishna (Georgia Tech)
  • Greg Steinbrecher (Facebook)
  • Sudarshan Srinivasan (Intel)
  • Taekyung Heo (Georgia Tech)

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