vllm-bench-serve
Installation
SKILL.md
vLLM Bench Serve
Benchmark vLLM or any OpenAI-compatible serving endpoint using the vllm bench serve CLI. Measures throughput, latency (TTFT, TPOT), and goodput against configurable request load.
Reference: vLLM Bench Serve Documentation
Prerequisites
- vLLM installed (or any OpenAI-compatible server running)
- A vLLM server or API endpoint already serving a model
- Python environment with vLLM for the benchmark client
Quick Start
Basic benchmark against local vLLM server (default random dataset, 1000 prompts):