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소스 채널 @phpdevelopersuz · Post #3006 · 1월 25일

🌟Telegram 6 ta davlatdagi eng daromadli iOS App Store ilovalari 10 taligiga kirdi. AppFigures maʼlumotlariga koʻra, Telegram 6 mamlakatda daromad boʻyicha birinchi oʻntalikka kiradi: • O'zbekiston — 2-o'rinda. • Afg'oniston — 4-o'rinda. • Gruziya — 4-o'rinda. • Ukraina — 6-o'rinda. • Moldova — 7-o'rinda. • Bulorussiya — 8-o'rinda. Ochiq ma'lumotlarga ko'ra, Telegram Premium auditoriyasi Snapchat + bilan teng va pullik Twitter Blue obunasidan 4-5 baravar ko'p. Hozirgi o‘sish sur’atlarida Telegram’ning Premium obunasi bo‘lgan foydalanuvchilarning 2,5% ga yetishi uchun yana bir necha yil kerak bo‘ladi. #premium#telegram#statistika ✅@TGraphUz| YouTube ♻️IT news | Tg Botskanalini kuzatib boring

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@githubtrending · Post #15600 · 2026. 04. 04. AM 11:30

#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