GuideLLM: Evaluate LLM deployments for real-world inference

2 · Red Hat · June 20, 2025, 12:37 p.m.
Key takeawaysGuideLLM is an open source toolkit for benchmarking LLM deployment performance by simulating real-world traffic and measuring key metrics like throughput and latency.It supports crucial testing activities such as pre-deployment benchmarking, regression testing, and hardware evaluation to ensure LLMs meet SLOs.GuideLLM offers a customizable architecture compatible with various models, backends, and hardware, allowing tailored testing with custom data and traffic patterns.Help build u...