#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
#CAKE/USDT analysis :
#CAKE has retraced and tapped the previous resistance zone, which is now support for the price. Bullish momentum is expected from the current level. Wait for the price to bounce back and break out of the $2.614 level to go long, with the previous swing high as the target level.
TF : 1D
Entry : $2.614
Target : $4.180
SL : $1.992
#CAKE/USDT analysis :
#CAKE is currently in an uptrend, forming higher highs (HHs) and higher lows (HLs) above the 200 Exponential Moving Average (200EMA). The price is anticipated to undergo a retracement and test a support zone before resuming its bullish momentum. A new high is likely to be established soon.
TF : 15min
Entry : $2.033
Target : $2.091
SL : $2.004