Posts tagged: vllm

5 posts

Quantizing LLM Weights and the KV Cache

15 min read

Weight quantization and KV cache quantization target two different memory pools. A practical tour of the 2025–2026 state: FP8, FP4, AWQ, GPTQ, GGUF, KIVI, and how to combine them.

# quantization # llm # vllm # inference # fp8 # blackwell # kv-cache