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				@@ -21,7 +21,7 @@ Get access to a machine with one GPU or if using a multi-GPU machine please make 
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				 ```bash 
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				-python -m llama_cookbook.finetuning  --use_peft --peft_method lora --quantization 8bit --use_fp16 --model_name /path_of_model_folder/8B --output_dir Path/to/save/PEFT/model 
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				+python -m llama_recipes.finetuning  --use_peft --peft_method lora --quantization 8bit --use_fp16 --model_name /path_of_model_folder/8B --output_dir Path/to/save/PEFT/model 
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				 ``` 
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				 The args used in the command above are: 
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				@@ -35,14 +35,14 @@ The args used in the command above are: 
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				 ## How to run with different datasets? 
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				-Currently 4 datasets are supported that can be found in [Datasets config file](../llama_cookbook/configs/datasets.py). 
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				+Currently 4 datasets are supported that can be found in [Datasets config file](../llama_recipes/configs/datasets.py). 
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				 * `grammar_dataset` : use this [notebook](../llama_recipes/datasets/grammar_dataset/grammar_dataset_process.ipynb) to pull and process theJfleg and C4 200M datasets for grammar checking. 
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				 * `alpaca_dataset` : to get this open source data please download the `aplaca.json` to `ft_dataset` folder. 
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				 ```bash 
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				-wget -P src/llama_cookbookittgdlenfkinikdtdhiruhtebvfcjtib/datasets https://raw.githubusercontent.com/tatsu-lab/stanford_alpaca/main/alpaca_data.json 
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				+wget -P src/llama_recipes/datasets https://raw.githubusercontent.com/tatsu-lab/stanford_alpaca/main/alpaca_data.json 
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				 ``` 
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				 * `samsum_dataset` 
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