MLCommons Chakra: Standardized Execution Traces for AI Benchmarking and Co-design

Sridharan, Krishna et al. · MLSys 2026 · arXiv May 2026
One open graph-based trace format: observe production → replay as benchmark → simulate future hardware, without exposing the model.