neuralmagic / guidellm

Evaluate and Enhance Your LLM Deployments for Real-World Inference Needs
Apache License 2.0
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Update README.md #45

Closed rgreenberg1 closed 1 month ago

rgreenberg1 commented 2 months ago

Pull Request Description: Summary This pull request updates GuideLLM README. The changes aim to provide better guidance on GuideLLM's role in enhancing and evaluating LLM deployments for performance, resource efficiency, and cost-effectiveness.

Details Updated Messaging: Refined the language used in the documentation to better convey the capabilities of GuideLLM in enhancing rather than just evaluating LLM deployments.

Enhanced Output Analysis: Adjusted the output messages to focus on the actionable insights for enhancing deployment performance, such as identifying bottlenecks and selecting optimal hardware configurations.

Improved User Guidance: Revised sections of the documentation to provide clearer instructions on using performance metrics to enhance deployments, particularly in latency-sensitive scenarios.

Test Plan Automation Testing: Verified that all unit tests pass after the messaging changes. Manual Testing: Conducted end-to-end tests to ensure that the updated output aligns with the refined documentation and user expectations.

Additional Notes Updated the changelog to reflect these changes. Ensured all continuous integration (CI) checks passed successfully.