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README.md

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 # torchtune
 
-A Native-PyTorch Library for LLM Fine-tuning
+A Native-PyTorch Library for LLM Fine-tuning,  officially supports **Meta Llama3**
+
+## Usage
+
+```
+pip install torchtune
+
+tune download meta-llama/Llama-2-7b-hf \
+--output-dir /tmp/Llama-2-7b-hf \
+--hf-token <HF_TOKEN> \
+
+tune run lora_finetune_single_device --config llama3/8B_lora_single_device
+
+```
+