#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
#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.
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#Ko'rsatuv
🌿''YUKSALISH'' KO'RSATUVINING BU GALGI SONI
SAMARQAND VILOYATIDA JOYLASHGAN KATTAQO'RG'ON TUMANIDAGI ISSIQSUV SIHATGOHI FAOLIYATI HAQIDA
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🌿''YUKSALISH'' KO'RSATUVINING BU GALGI SONI
SAMARQAND VILOYATIDA JOYLASHGAN MIRONSHOX SIHATGOHI FAOLIYATI HAQIDA
''YUKSALISH''KO'RSATUVIDA
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🌸🌿“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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