Research Papers - mlcommons/chakra GitHub Wiki

Conferences

• William Won*, Taekyung Heo*, Saeed Rashidi*, Srinivas Sridharan, Sudarshan Srinivasan, and Tushar Krishna, "ASTRA-sim2.0: Modeling Hierarchical Networks and Disaggregated Systems for Large-model Training at Scale", International Symposium on Performance Analysis of Systems and Software (ISPASS), April 2023 [slides, video]

Workshops

• Taekyung Heo, Srinivas Sridharan, Louis Feng, Zhaodong Wang, Matt Bergeron, Wenyin Fu, Shengbao Zheng, Brian Coutinho, Saeed Rashidi, Changhai Man, and Tushar Krishna, "Chakra: Advancing Performance Benchmarking and Co-design using Standardized Execution Traces", Workshop on Modeling & Simulation of Systems and Applications (ModSim), August 2023 [slides, poster]
• Srinivas Sridharan*, Taekyung Heo*, Louis Feng, Zhaodong Wang, Matt Bergeron, Wenyin Fu, Shengbao Zheng, Brian Coutinho, Saeed Rashidi, Changhai Man, and Tushar Krishna, "Chakra: Advancing Performance Benchmarking and Co-design using Standardized Execution Traces", Workshop on Benchmarking Machine Learning Workloads on Emerging Hardware (MLBench), June 2023 [slides]