# Benchmarks

* inference - a folder contains benchmark scripts that apply a throughput analysis for Llama models inference on various backends including on-prem, cloud and on-device.
* llm_eval_harness - a folder that introduces `lm-evaluation-harness`, a tool to evaluate Llama models including quantized models focusing on quality. We also included a recipe that calculates Llama 3.1 evaluation metrics Using `lm-evaluation-harness` and instructions that calculate HuggingFace Open LLM Leaderboard v2 metrics.