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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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Journey to Fluency

@fluencyinenglish · Post #7285 · 08/09/2019, 08:53 AM

#grammar #soon #early #quickly @fluencyinenglish ❇️Soon, Early and Quickly Soon means ‘a short time after now’. Get well soon. (NOT Get well early.) We will launch a new edition of this book sometime soon. Soon can also mean ‘a short time after then’. It was difficult in the beginning, but I soon got used to it. (NOT It was difficult in the beginning, but I early got used to it.) @fluencyinenglish Early Early means ‘near the beginning of a period of time we are talking about’. Early does not mean soon. Compare: Early this week, I had a strange experience. (NOT Soon this week, I had a strange experience.) He had an accident early this month. He will soon have an accident if he continues to drive like this. (NOT He will early have an accident…) I get up early in the morning. (NOT I get up soon in the morning.) Early can mean ‘before the expected time’. I arrived early. Early can be used as an adjective. We will be grateful for an early reply. @fluencyinenglish Quickly There is a difference between soonand quickly. We use quickly to refer to the speed with which something is done. Soon means ‘before long’. I got dressed quickly. (= I didn’t take a lot of time to get dressed.) @fluencyinenglish