#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
#FXS/USDT analysis :
#FXS has broken below the 200 EMA and the support zone. It is advisable to wait for a price retest of this zone for a potential short entry, as the price is anticipated to decline further, targeting lower levels.
TF : 4h
Entry : $3.455
Target : $2.400
SL : $3.945
#FXS/USDT analysis :
#FXS has successfully broken out and retested the swing high resistance following the breakout of the trendline in an established uptrend. The price is expected to sustain its bullish momentum and aim for previous highs.
TF : 30min
Entry : $4.762
Target : $5.080
SL : $4.526
#FXS/USDT analysis :
#FXS is currently in a downtrend and is expected to maintain its bearish momentum. For a short entry, wait for the price to break the current support zone, entering on a break below the $1.814 level. The previous lows will serve as target levels.
TF : 15min
Entry : $1.814
Target : $1.797
SL : $1.826
#FXS/USDT analysis :
#FXS is in a downtrend, forming lower lows (LLs) and lower highs (LHs) structure. The price is currently trading in the resistance zone near the 200 EMS. It is expected to be rejected from that area and continue its bearish momentum.
TF : 30min
Entry : $1.734
Target : $1.651
SL : $1.792