#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
#CHZ/USDT analysis :
#CHZ is currently in a downtrend and making new lows. Look for a price retracement to test the resistance zone for a short entry opportunity. Lower levels will be the target level.
TF : 2H
Entry : $0.04862
Target : $0.04200
SL : $0.05193
#CHZ/USDT analysis :
#CHZ is in an uptrend, trading above the 200 EMA. After the breakout of the previous swing high, the price is sustaining above it. The price is anticipated to continue its bullish momentum and rise higher. Wait for a pullback to the support zone for a long entry.
TF : 2H
Entry : $0.0535
Target : $0.0560
SL : $0.0519