#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
#BETA/USDT analysis :
#BETA is currently consolidating sideways above the support zone. The price is expected to bounce back from this zone and test the swing high level, where rejections have been observed multiple times.
TF : 1D
Entry : $0.04732
Target : $0.05804
SL : $0.04012
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@NewsAndTipsNT📰
✈️ Telegram Android Beta
◾️Version: 11.5.0
◾️Build: 54969
What's New :
- Open button in chat list for mini apps
- Affiliate programs
- Collage in Stories
- reorder collage parts fix 🆕
- adding audio to photo collage fix 🆕
🔄Previous Version
#beta@NewsAndTipsNT
Affiliate programs
which allows users to earn commissions by referring others to specific mini-apps.
The Affiliate Programs provides a way for users to earn rewards by inviting others to use mini-apps.
How It Works:
Users share their unique referral link for a particular mini-app.
When someone accesses the mini-app through the shared referral link and spends Stars within it, the referrer earns a commission.
#beta
@NewsAndTipsNT📰
✈️ Telegram Android Beta
◾️Version: 11.3.5
◾️Build: 53989
What's New:
-fix sending external files into scheduled (selecting date and time after selection)
- show avatar menu buttons on long press even when avatar is not set for user or channel
- mention and search messages buttons in long press channel avatar menu
- fix showing username when opening location from profile
- fix showing signatures after profiles in channel enabled
- fix showing hint about group emoji pack when writing messages is not allowed (inclusing closed topic case)
- fix searching for quick reply that starts from uppercase
- fix chat jumping when messages are selected and field gets typed into
- fix showing full reaction count on long press in albums
- fix empty user name in premium locked messaging dialog
- fix showing hashtag hint when hashtag is not in latin
🔄Previous Version
#beta@NewsAndTipsNT