Multi Model Concurrent Profiling With Interference Analysis

via “multi-model-concurrent-profiling-with-interference-analysis”

Triton Model Analyzer is a tool to profile and analyze the runtime performance of one or more models on the Triton Inference Server

Unique: The Metrics Manager collects interference metrics by running models concurrently and isolating per-model performance degradation, rather than profiling models in isolation and extrapolating. This requires coordinated load generation across multiple models via Perf Analyzer.

vs others: More realistic than profiling models independently because it captures GPU scheduling overhead and memory bandwidth contention, whereas single-model profiling tools cannot measure interference effects.