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@@ -24,9 +24,9 @@ should probably proofread and complete it, then remove this comment. -->
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  This model is a fine-tuned version of [mistralai/Mistral-7B-v0.1](https://huggingface.co/mistralai/Mistral-7B-v0.1) on [timdettmers/openassistant-guanaco](https://huggingface.co/datasets/timdettmers/openassistant-guanaco) dataset.
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- ## Model description
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- Mistral-7B fine-tuned using Qlora
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  ### Training hyperparameters
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  This model is a fine-tuned version of [mistralai/Mistral-7B-v0.1](https://huggingface.co/mistralai/Mistral-7B-v0.1) on [timdettmers/openassistant-guanaco](https://huggingface.co/datasets/timdettmers/openassistant-guanaco) dataset.
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+ ## Usage guidance
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+ Please refer to [this](https://github.com/shirinyamani/mistral7b-lora-finetuning/blob/main/misral_7B_updated.ipynb) notebook for a complete demo including notes regarding cloud deployment
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  ### Training hyperparameters
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