#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
#CELR/USDT analysis :
#CELR is currently forming a triangle pattern. A breakout from this pattern is anticipated, with the price expected to test previous highs. A long entry is recommended upon a breakout above the $0.02130 level.
TF : 1D
Entry : $0.02130
Target : $0.03180
SL : $0.01695
#CELR/USDT analysis :
#CELR is currently in a downtrend, trading below the 200 EMA. The price is currently facing resistance in this zone. It is expected to reverse from this point and continue its bearish trend to test previous lows. Wait for a breakout below the $0.01114 level to consider going short.
TF : 4H
Entry : $0.01114
Target : $0.01014
SL : $0.01169
#CELR/USDT analysis :
#CELR is in a downtrend, trading below the 200 EMA. The price is forming LLs and LHs structure. Before continuing its bearish momentum, the price is expected to experience a pullback and test the resistance zone. Wait for the pullback for a short entry.
TF : 1H
Entry : $0.01142
Target : $0.01043
SL : $0.01177
#CELR/USDT analysis -
#CELR is in a downtrend, trading below the 200 EMA. The price is currently approaching a resistance zone. It is expected to be rejected from there and continue the bearish momentum towards the previous lows.
TF : 4h
Entry : $0.0157
Target : $0.0129
SL : $0.0164
#CELR/USDT BUY SETUP
CELR has broken out of the descending triangle and is currently testing it. A successful test will confirm a bullish move. Get ready for takeoff. 🚀