ASTRA-sim Project

ASTRA-sim Tutorial @ ASPLOS 2022

Information

Feb. 28 - Mar. 1, 2022, Lausanne, Switzerland.

Organizers

Tutorial Details

Tutorial materials work in process, details coming soon.

ASTRA-sim Repo

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

An overview is presented here: alt text

The full description of the tool and its strength can be found in the paper below:

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 [pdf][slides][video]

@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

Additional Contributors