#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
#Ko‘kalamzorlashtirish
"Mohi nur kommunal" BSK xodimlari tomonidan kompaniyaga biriktirilgan "Shuhrat" mahallasidagi ko‘pqavatli uylarning atrofidagi yerlarga ishlov berilib, tuprog‘i kam maydonlarga tuproq olib kelib yotqizilmoqda. Ishlov berilgan yashil maydonlarga esa rangbarang gullar ekilmoqda.
Shu o‘rinda "Shuhrat" mahallasida yashovchi tumandoshlarimizdan uylari atrofini toza tutishlarini, ekilgan gullar uy atrofini yanada go‘zal qilib turishi uchun atrof -muhitga yanada e’tiborli bo‘lishlarini, yashil maydondagi o‘simliklarni asrab-avaylashlarini so‘rab qolamiz.
🔵@Chilonzor_tumani_hokimligi
#Ko'rsatuv
🌿''YUKSALISH'' KO'RSATUVINING BU GALGI SONI
SAMARQAND VILOYATIDA JOYLASHGAN KATTAQO'RG'ON TUMANIDAGI ISSIQSUV SIHATGOHI FAOLIYATI HAQIDA
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#Ko'rsatuv
🌿''YUKSALISH'' KO'RSATUVINING BU GALGI SONI
SAMARQAND VILOYATIDA JOYLASHGAN MIRONSHOX SIHATGOHI FAOLIYATI HAQIDA
''YUKSALISH''KO'RSATUVIDA
‼️TTV telekanali ‼️
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#Ko'rsatuv
🌸🌿“XUSH KELDING, BAHOR!” 🌸🌿
🌺 Eng go‘zal va zavqli ko‘rsatuvga marhamat!
Bahorning iliq nafasi, quvonch va yangilanishga boy onlarni biz bilan birga his eting! 🌷
Dilbar kuy-qo‘shiqlar, qadimiy urf-odatlar va ko‘tarinki kayfiyat sizni kutmoqda! 🌞✨
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