Menu

Post image 1
Post image 2
Post image 3
Post image 4
1 / 4
0

RAG Pipeline Stress Tester: Battle-Test Your RAG System Before It Reaches Production

DEV CommunityΒ·Nilofer πŸš€Β·20 days ago
#UJAbKuGe
#running#how#rag#llm#query#fullscreen
Reading 0:00
15s threshold

Most RAG systems get tested with a handful of happy-path questions. Someone asks "what is machine learning?", gets a reasonable answer, and calls it done. Then it goes to production and users find the edge cases, hallucinations on out-of-scope questions, failed refusals on adversarial prompts, latency that collapses under real concurrent load. RAG Pipeline Stress Tester is a battle-testing toolkit that finds these issues before deployment. What It Does Takes any HTTP RAG endpoint and hammers it with 7 categories of adversarial queries under configurable concurrent load. Tracks relevance, hallucination, refusal quality, and latency for every query sent. Scores everything into a composite health score from 0 to 100. Breaks results down by query category so you know exactly which failure modes are causing issues. Measures p50, p95, and p99 latency under realistic concurrent load, not just single-request response times. Produces an HTML report with interactive charts and a JSON report for CI/CD integration.…

Continue reading β€” create a free account

Join HashtagPLUS to read full articles, follow hashtags, vote, and join the conversation.

Read More