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Update README.md

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@@ -30,7 +30,7 @@ tune cp llama3/8B_lora_single_device custom_config.yaml
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  Update the file as follows:
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  <details>
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  <summary>Configuration File</summary>
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- '''yaml
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  # Config for single device LoRA finetuning in lora_finetune_single_device.py
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  # using a Llama3 8B model
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  #
@@ -118,7 +118,7 @@ enable_activation_checkpointing: True
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  profiler:
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  _component_: torchtune.utils.profiler
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  enabled: False
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- '''
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  </summary>
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  </details>
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  Update the file as follows:
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  <details>
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  <summary>Configuration File</summary>
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+ ```yaml
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  # Config for single device LoRA finetuning in lora_finetune_single_device.py
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  # using a Llama3 8B model
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  #
 
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  profiler:
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  _component_: torchtune.utils.profiler
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  enabled: False
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+ ```
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  </summary>
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  </details>
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