#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
#CHESS/USDT analysis :
#CHESS is currently in an uptrend, consistently making higher highs (HHs) and higher lows (HLs), while finding support along the trendline. A breakout above the counter-trendline is anticipated, which will lead to a test of previous highs.
TF : 1D
Entry : $0.1945
Target : $0.2730
SL : $0.1586
#CHESS/USDT analysis :
#CHESS is currently going through a correction phase and retracing back to the 200 EMA before continuing its bearish move. The price is bouncing back from the support line and is expected to test the 200 EMA.
TF : 1h
Entry : $0.1358
Target : $0.1419
SL : $0.1315
#CHESS (Binance Futures and Spot)
✅Sub $10 million market cap coin
✅Fully bottomed
✅Loking exactly like MYX at $1, before making a 1800% move to $18
CHESS is an easy 10x move, grabbing a big bag here below $0.05
#CHESS (Binance Futures and Spot)
✅Sub $10 million market cap coin
✅Fully bottomed
✅Loking exactly like MYX at $1, before making a 1800% move to $18
CHESS is an easy 10x move, grabbing a big bag here below $0.05
LONGING $CHESS HERE
Exchanges: Binance (Spot and Futures)
#CHESS is not only a gem, it’s what we call a once in a lifetime trade. Fully bottomed, momentum stronger than anything we’ve seen, and an easy short term target at $0.25 - $0.5. Buy it below $0.045 while you can
Entry: Below 0.045
Targets: 0.047 - 0.049 - 0.052 - 0.059 - 0.072 - 0.095 - 0.120 - 0.142 - 0.231 - OPEN
SL: Below 0.034