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Source channel @githubtrending · Post #15600 · Apr 4

#python#apple_silicon#florence2#idefics#llava#llm#local_ai#mlx#molmo#paligemma#pixtral#vision_framework#vision_language_model#vision_transformer MLX-VLM lets you run, chat with, and fine-tune Vision Language Models (VLMs) plus audio/video models on your Mac using MLX—install easily with `pip install -U mlx-vlm`. Use CLI for quick text/image/audio generation (e.g., `mlx_vlm.generate --model ... --image photo.jpg`), Gradio UI for chats, Python scripts, or a FastAPI server with OpenAI-compatible endpoints supporting multi-images/videos. Features like TurboQuant cut KV cache memory by 76%, and LoRA/QLoRA fine-tuning works on consumer hardware. You benefit by experimenting with powerful multimodal AI locally—fast, memory-efficient, no cloud costs, perfect for Mac users tweaking models affordably. https://github.com/Blaizzy/mlx-vlm

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Baxtiyor Pulatov

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

🇺🇿📘 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