AutoScout: Structured Optimization for Automating ML System Configuration

Jimmy Shong, Yuhan Ding, Yihan Jiang +5

Machine learning (ML) systems expose a rapidly expanding configuration space spanning model-parallelism strategies, communication optimizations, and low-level runtime parameters. E…