In April 2025, delivered a critical bug fix to MaxText v5e performance testing configuration within GoogleCloudPlatform/ml-auto-solutions, enabling Pathways-enabled benchmarking and improving the reliability of performance metrics. The change ensures tests run with --use_pathways=True, aligning results with Pathways infrastructure and supporting data-driven optimization across the MaxText v5e workflow. This work reduces the risk of misinterpreted performance data and strengthens the team's ability to compare, optimize, and communicate performance improvements to stakeholders.

January 2025 monthly summary for apple/axlearn: Delivered Training Performance Metrics Monitoring (Goodput/Badput) to improve training observability and resource planning. Implemented recording and monitoring of Goodput and Badput during training, with configurable options for monitoring uploads and expanded test coverage. This work enhances pipeline transparency, informs capacity planning, and supports faster debugging of training inefficiencies.