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소스 채널 @phpdevelopersuz · Post #2999 · 1월 3일

#masala#php Berilgan sonni raqamlar yigʻindisini xisoblovchi dastur! Masalan: 567 Javob: 18 Language: php Code: <?php $javob = 0; $son = str_split(345); foreach($son as $num){ $javob += $num; } echo $javob; Output: 12 Boshqa yechimlarni guruhga yozuvramiza) @phpdevelopersuz

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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