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@@ -3,14 +3,14 @@ library_name: transformers
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  tags: []
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  ---
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- Work in progress:
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- * **Full Fine-Tuning** and
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- * **PEFT (Parameter-Efficient Fine-Tuning)**, including
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- * **LoRA (Low-Rank Adaptation)** and
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- * **QLoRA (Quantized Low-Rank Adaptation)**
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- Example:
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- * Model [**meta-llama/Meta-Llama-3.1-8B-Instruct**](https://huggingface.co/meta-llama/Meta-Llama-3.1-8B-Instruct) and
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- * Dataset [**gretelai/synthetic_text_to_sql**](https://huggingface.co/datasets/gretelai/synthetic_text_to_sql)
 
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+ ## Supervised Fine-Tuning (SFT)
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+ * Full Fine-Tuning
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+ * Parameter-Efficient Fine-Tuning (PEFT)
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+ * Low-Rank Adaptation (LoRA)
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+ * Quantized Low-Rank Adaptation (QLoRA)
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+ ## Example:
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+ * Model [meta-llama/Meta-Llama-3.1-8B-Instruct](https://huggingface.co/meta-llama/Meta-Llama-3.1-8B-Instruct)
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+ * Dataset [gretelai/synthetic_text_to_sql](https://huggingface.co/datasets/gretelai/synthetic_text_to_sql)