#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
#CHR/USDT analysis :
#CHR is currently retracing towards a previously tested support zone. The price is expected to bounce from this level and resume its bullish momentum, aiming to test previous highs. For a long entry, it is advisable to wait for a breakout above the $0.2750 level.
TF : 4H
Entry : $0.2750
Target : $0.3440
SL : $0.2370
#CHR/USDT analysis :
#CHR has broken and retested the support zone, which is now acting as resistance for the price. The price is anticipated to continue its bearish momentum and test lower levels.
TF : 2H
Entry : $0.1780
Target : $0.1701
SL : $0.1838
#CHR/USDT analysis :
#CHR is currently consolidating above the support zone and the 200 EMA. The price is expected to sustain its bullish momentum and establish new highs. It is advisable to await a pullback for a long entry.
TF : 1H
Entry : $0.1862
Target : $0.2163
SL : $0.1755