#python#deep_learning#inference#llm#nlp#pytorch#transformer
Nano-vLLM is a small, fast, and easy-to-understand tool for running large language models offline. It matches the speed of bigger systems like vLLM but uses only about 1,200 lines of clean Python code, making it simple to read and modify. It includes smart features like prefix caching and tensor parallelism to boost performance. You can install it easily and run models like Qwen3-0.6B on your own GPU. This tool is great if you want fast, efficient AI inference without complex setups, ideal for learning, research, or small deployments on limited hardware.
https://github.com/GeeeekExplorer/nano-vllm
#MLN/USDT analysis :
#MLN is currently in a downtrend, characterized by a series of lower lows (LLs) and lower highs (LHs). The price is presently trading within a resistance zone, where it is anticipated to encounter resistance. As a result, a decline is expected from this level, with the price likely to test lower levels in the near future.
TF : 4H
Entry : $18.60
Target : $16.37
SL : $19.75