Philipp Schmid • 9/19/2024

Evaluate LLMs using Evaluation Harness and Hugging Face TGI/vLLM

This technical tutorial explains how to evaluate LLMs, such as Meta's Llama 3.1 8B Instruct, on benchmarks like IFEval and GSM8K. It details using the open-source Evaluation Harness framework alongside high-performance serving tools like Hugging Face's Text Generation Inference (TGI) and vLLM, which provide OpenAI-compatible APIs for efficient, production-like model testing.

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#benchmarking #LLM Evaluation #Evaluation Harness