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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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Resource.rs

@resource_rs_channel · Post #4112 · 02/17/2022, 02:20 AM

[Reddit] Why derive(Copy, Clone) is different with derive(Clone) + impl Copy Hi, I've encountered an unexpected but explainable case, that #derive(Clone) enum A { A = 1, B = 2, C = 3, } impl Copy for A {} #derive(Clone, Copy) enum B { A = 1, B = 2, C = 3, } Expanded code as impl ::core::clone::Clone for A { #inline fn clone(self: &Self)