#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
Ishga Fokus qaratish qanchalikmuhim?
Bitta ishga fokus qaratish va o'z ustingizda shu sohada rivojlanish, sizni shu ishning mutaxassisi va sohangizning yetuk lideri bo'lishingizga olib keladi.
Ba'zi tadbirkorlar bir sohada muvaffaqiyatga erishib, yaxshi daromad qilishni boshlagandan so'ng yangi bizneslarga asos solishadi. Oqibatda, barcha ishlar chala va rivojlanmay qolaveradi.
Yangi bizneslarga va sohalarga kirishdan oldin, birinchi sohangizni yetuk mutaxassisi bo'lib, tizimlashtiring, so'ngra biznes siz aralashmasangiz ham rivojlanishda davom etsa, yangi sohaga kiritishgiz afzal.
Ishga fokus qaratilmasa, uning samarasi pasayib barbod bo'lishi ehtimoli yuqori.
Jangda 10ming xil usulda urusha oladigan raqibdan ko'ra, bir usulda 10ming marotaba ishlagan jangchidan qo'rqish kerak.
#fokus
Bizning fondimiz qaysi startaplarga sarmoya kiritadi?
🎯 Biz global miqyosda kengayish potentsialiga ega texnologik startaplarga e'tibor qaratamiz.
💰 Fondimiz pre-seed va seed bosqichlarga sarmoya kiritadi va startaplarga keyingi bosqichlardan o'tishga yordam beradi.
#fokus