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brunopio/
Llama-3.2-3B-Instruct-nbits4-GS64-Axis1-HQQ

Name: Llama-3.2-3B-Instruct-nbits4-GS64-Axis1-HQQ
Rating: 2.5 (8 reviews)

llama

meta-llama/Llama-3.2-3B-Instruct

quantized

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This is a version of the Llama-3.2-3B-Instruct model quantized to 4-bit via Half-Quadratic Quantization (HQQ): https://mobiusml.github.io/hqq_blog/

To run the model, install the HQQ library from https://github.com/mobiusml/hqq and use it as follows:

Python

model_id = 'brunopio/Llama-3.2-3B-Instruct-nbits4-GS64-Axis1-HQQ'

from hqq.engine.hf import HQQModelForCausalLM, AutoTokenizer
tokenizer = AutoTokenizer.from_pretrained(model_id)
model     = HQQModelForCausalLM.from_quantized(model_id)

Limitations:
-Only supports single GPU runtime.
-Not compatible with HuggingFace's PEFT.