Instructions to use apocryphx/gemma-4-31b-it-qat-q4-g32-apml with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use apocryphx/gemma-4-31b-it-qat-q4-g32-apml with MLX:
# Download the model from the Hub pip install huggingface_hub[hf_xet] huggingface-cli download --local-dir gemma-4-31b-it-qat-q4-g32-apml apocryphx/gemma-4-31b-it-qat-q4-g32-apml
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- Atomic Chat
Upload README.md with huggingface_hub
Browse files
README.md
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---
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license: gemma
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base_model: google/gemma-4-31B-it-qat-q4_0-unquantized
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tags:
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- apertura
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- apml
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- mlx
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- quantized
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- gemma4
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---
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# gemma-4-31b-it-qat-q4-g32.apml — Apertura model bundle
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Gemma 4 31B instruction-tuned, Google's QAT-Q4 weights converted to the
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**Apertura `.apml` bundle format**: MLX-affine 4-bit quantization
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(group size 32, 8-bit embeddings), `tokenizer.json` +
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`chat_template.jinja` included, runtime `mlx`, architecture `gemma4`.
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Consumed by [Apertura](https://github.com/apocryphx/Apertura) — an
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Objective-C++ transformer engine + macOS chat app on MLX.
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## Download
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```sh
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hf download apocryphx/gemma-4-31b-it-qat-q4-g32-apml --local-dir gemma-4-31b-it-qat-q4-g32.apml
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```
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## License
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Gemma is provided under and subject to the
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[Gemma Terms of Use](https://ai.google.dev/gemma/terms). By downloading this
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model you agree to those terms, including the
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[Gemma Prohibited Use Policy](https://ai.google.dev/gemma/prohibited_use_policy).
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This repository redistributes a quantized **Model Derivative** of
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`google/gemma-4-31B-it-qat-q4_0-unquantized`; the same terms and use
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restrictions apply to it and to any further derivatives.
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