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+ ---
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+ base_model:
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+ - meta-llama/Llama-3.2-1B-Instruct
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+ base_model_relation: quantized
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+ ---
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+ This is a version of the Llama-3.2-1B-Instruct model quantized to 4-bit via Half-Quadratic Quantization (HQQ): https://mobiusml.github.io/hqq_blog/
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+
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+ To run the model, install the HQQ library from https://github.com/mobiusml/hqq and use it as follows:
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+ ``` Python
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+ model_id = 'brunopio/Llama-3.2-1B-Instruct-nbits4-GS64-Axis1-HQQ'
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+
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+ from hqq.engine.hf import HQQModelForCausalLM, AutoTokenizer
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+ tokenizer = AutoTokenizer.from_pretrained(model_id)
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+ model = HQQModelForCausalLM.from_quantized(model_id)
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+ ```
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+
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+ *Limitations*: <br>
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+ -Only supports single GPU runtime.<br>
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+ -Not compatible with HuggingFace's PEFT.<br>