Tagged articles

LMDeploy

2 articles · Page 1 of 1
Code Archaeology
Code Archaeology
Aug 5, 2025 · Artificial Intelligence

LLM Inference Explained: Prefill, Decode, and KV Cache Mechanics

This article explains the LLM inference process, detailing the prefill and decode stages, tokenization, KV cache mechanics, and key metrics like TTFT and ITL, while introducing inference frameworks MindIE and LMDeploy with their optimization features.

DecodeKV cacheLLM inference
0 likes · 8 min read
LLM Inference Explained: Prefill, Decode, and KV Cache Mechanics
Baobao Algorithm Notes
Baobao Algorithm Notes
Dec 1, 2023 · Operations

Deploy Hugging Face Transformers with One Click Using LMDeploy

This article explains how LMDeploy streamlines the deployment of Hugging Face transformer models by adding online conversion, offering an OpenAI‑compatible API server, a Gradio WebUI, and 4‑bit weight‑only quantization with AWQ, providing step‑by‑step commands, code examples, and performance insights.

AI inferenceAPI ServerHugging Face
0 likes · 9 min read
Deploy Hugging Face Transformers with One Click Using LMDeploy