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Update lora.md 

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# LoRA (Low-Rank Adaptation)
<img width="955" alt="image" src="https://github.com/huggingface/text-generation-inference/assets/22736772/7e02b707-8808-4c76-9197-49bec946c869"># LoRA (Low-Rank Adaptation)
## What is LoRA?
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In practice its often useful to have multiple LoRA models, each fine-tuned on a different dataset or for a different task. This allows you to use the model that is best suited for a particular task or dataset.
Text Genertaion Inference (TGI) now supports loading multiple LoRA models at startup that can be used in generation requests. This feature is available starting from version `~2.0.6` and is compatible with LoRA models trained using the `peft` library.
Text Generation Inference (TGI) now supports loading multiple LoRA models at startup that can be used in generation requests. This feature is available starting from version `~2.0.6` and is compatible with LoRA models trained using the `peft` library.
### Specifying LoRA models