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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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@kejiqu · Post #4250 · 03/10/2026, 03:06 AM

宇宙是无限的吗? 观测数据显示宇宙呈现平坦状态,但其真实大小和超出可观测范围的整体形状可能永远无法确定。科学家指出,如同地球表面具有可测量的尺寸,如果地球膨胀,其尺寸会随时间增加。然而,宇宙的真实性质,包括其是否无限,以及超出可观测范围的形状,仍然是未解之谜。目前的技术手段无法确定宇宙的全局几何结构,其真实尺寸和形状可能永远无法被人类完全认知。SciTechDaily 🏷#Universe#Cosmic#Geometry#Observations 📢频道👥群组📝投稿