~/talk

Enhance Software Performance Testing Using Artificial Intelligence

Talkat PNSQC 2024 · 2024-10-14..10-16· [machine-learning, web-performance]
links:none on file
slides:none on file

Proposes concrete AI tasks for performance work: generate test plans, synthesize large unique datasets, and generate Gatling or JMeter scripts from an API spec; prototypes take a JMeter results CSV and use Google Gemini 1.0 to turn JMeter CSV into a test report with averages, medians and 99th percentiles plus query-level recommendations. Mentions integration with Prometheus/Grafana and Splunk for live monitoring, and using ML for server-utilization forecasting and anomaly detection; warns prototypes produce hallucinations and need human review.

AI-written summary · about

  1. 0:00Introduction
  2. 1:26AI and ML basics
  3. 4:57Software performance testing
  4. 7:02Performance testing types
  5. 12:43From testing to engineering
  6. 16:37Performance testing workflow
  7. 27:30AI use cases in testing
  8. 33:12AI testing tools and limits
  9. 37:02AI testing challenges
  10. 40:53Final reflections
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