#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
#MANA/USDT analysis :
#MANA is currently in a correction phase. It is advisable to wait for the price to test the support zone before considering a long entry. With bullish momentum expected to continue, the price is likely to revisit previous highs.
TF : 1W
Entry : $0.4158
Target : $0.8556
SL : $0.3117
#MANA/USDT analysis :
#MANA is currently forming lower lows (LLs) and lower highs (LHs) while trading near the resistance zone. The price is expected to decline from this level and test previous lows. For a short entry, it is advisable to wait for a break below the $0.3370 level.
TF : 1D
Entry : $0.3370
Target : $0.2713
SL : $0.3752
#MANA is currently trading around $0.2843, testing a critical support zone ($0.25 - $0.28).This level previously acted as a strong demand zone in September 2024 before the major uptrend.🔥✅
Further,MANA is testing a critical support zone ($0.25 - $0.28). If buyers hold this level, we could see a bounce toward $0.35 - $0.38. However, a breakdown below $0.25 could lead to a further drop toward $0.20 - $0.22 .🔥✅😍👀✅🔥
#MANA has tested the SR zones and formed upside liquidity. It is forming a correction/HL till golden ratio and took small correction.🔥✅
Further, MANA have potential to go for 500% profit in ALT season .🔥✅😍👀✅🔥😳
💰#MANA has a rising wedge pattern on 6H Time frame,we expect another bullish leg from the Green zone,send it to the next level 🚀
❄️@signals_bitcoin_crypto❄️
❄️@Shadow_support0o❄️