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  ## Usage
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  ```bash
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  git clone https://github.com/manhph2211/Q-HEART.git && cd Q-HEART
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  conda create -n qheart python=3.9
 
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  ## Usage
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+
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+ ```python
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+ # Load model directly, note that we need to have access to meta-llama/Llama-3.2-1B-Instruct and install suitable transformers package version.
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+ from transformers import AutoModel
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+ model = AutoModel.from_pretrained("Manhph2211/Q-HEART", trust_remote_code=True, dtype="auto")
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+ ```
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+
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+ Or
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+
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  ```bash
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  git clone https://github.com/manhph2211/Q-HEART.git && cd Q-HEART
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  conda create -n qheart python=3.9