Quantization

Quantizing Llama 3 8B to W8A8: A Complete Guide with LLMCompressor and vLLM

Step-by-step tutorial for quantizing Meta's Llama 3 8B Instruct model to INT8 weights and activations (W8A8) using LLMCompressor, then serving it with vLLM for production inference with KV cache and continuous batching.