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Source channel @githubtrending · Post #15362 · Dec 23

#python#audio_generation#diffusion#image_generation#inference#model_serving#multimodal#pytorch#transformer#video_generation vLLM-Omni is a free, open-source tool that makes serving AI models for text, images, videos, and audio fast, easy, and cheap. It builds on vLLM for top speed using smart memory tricks, overlapping tasks, and flexible resource sharing across GPUs. You get 2x higher throughput, 35% less delay, and simple setup with Hugging Face models via OpenAI API—perfect for building quick multi-modal apps like chatbots or media generators without high costs. https://github.com/vllm-project/vllm-omni

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Baxtiyor Pulatov

@eco_pulatov · Post #1975 · 11/27/2025, 10:55 AM

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🇺🇿📘 O‘zbekistonning “Atrof-muhit o‘zgarishlari atlasi” nashr etildi! BMTning Atrof-muhit bo‘yicha dasturi — UNEP tomonidan O‘zbekiston bo‘yicha eng yirik ekologik atlas tayyorlandi. U 60 yillik tarixiy va sun’iy yo‘ldosh ma’lumotlariga asoslanib, yer va suv ekotizimlari, ekologik muammolar, SDG 6 va 15 maqsadlariga erishish holatini tahlil qiladi. 📥O‘zbekiston atlasini yuklab olish 📌 Mazkur loyiha doirasida Qirg‘iziston va Tojikiston uchun ham atlaslar yaratilgan: 🇰🇬Qirg‘iziston atlasi 🇹🇯Tojikiston atlasi 🌱 Bu atlaslar ekologik barqarorlik, tadqiqotlar va davlat darajasidagi qarorlar uchun eng muhim geoma’lumot bazasi hisoblanadi. #UNEP#EcologyAtlas#GIS#UZB#SDG#RemoteSensing

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