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Gemma 4 Multimodal Fine-Tuner for Apple Silicon

Fine-tune Gemma 4 and 3n with audio, images and text on Apple Silicon, using PyTorch and Metal Performance Shaders. About six months ago, I started working on a project to fine-tune Whisper locally on my M2 Ultra Mac Studio with a limited compute budget.

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  1. Gemma 4 26B-A4B inference in ~2 GB of RAM on any M-series MacBook

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  2. Gemma Gem

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    AI model embedded in a browser – no API keys, no cloud

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  3. I’d originally launched my app: Private LLM[1][2] on HN around 10 months ago, with a single RedPajama Chat 3B model.

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  4. no GPU

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  5. Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU.

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