#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
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#ONT/USDT analysis :
#ONT has successfully broken out and is currently testing a previously respected resistance zone. The price has rebounded from this zone, and it is expected to resume its upward momentum, aiming to test previous highs.
TF : 1D
Entry : $0.2595
Target : $0.3900
SL : $0.2050
#ONT/USDT analysis -
#ONT be in downtrend trading below 200ema. After a corrective pullback, price retraced to 200ema and getting rejected. It is expected to drop from current level and test previous lows.
TF : 4H
Entry : $0.2013
Target : $0.1597
SL : $0.2125