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@@ -16,7 +16,7 @@ Today, we will repeat the same process - but powered by our Pythonic RAG impleme
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  You'll notice a few differences in the `app.py` logic - as well as a few changes to the `aimakerspace` package to get things working smoothly with Chainlit.
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- > NOTE: If you want to run this locally - be sure to use `uv run chainlit run app.py` to start the application outside of Docker.
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  ## Reference Diagram (It's Busy, but it works)
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@@ -236,7 +236,7 @@ With that - you've created a Chainlit application that moves our Pythonic RAG no
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  Due to the way the repository is created - it should be straightforward to deploy this to a Hugging Face Space!
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- > NOTE: If you wish to go through the local deployments using `chainlit run app.py` and Docker - please feel free to do so!
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  <details>
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  <summary>Creating a Hugging Face Space</summary>
@@ -341,4 +341,4 @@ For the challenge mode, please instead create a simple FastAPI backend with a si
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  You can use the same prompt templates and RAG pipeline as we did here - but you'll need to modify the code to work with FastAPI and React.
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- Deploy this application to Hugging Face Spaces!
 
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  You'll notice a few differences in the `app.py` logic - as well as a few changes to the `aimakerspace` package to get things working smoothly with Chainlit.
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+ > NOTE: If you want to run this locally - be sure to use `uv sync`, and then `uv run chainlit run app.py` to start the application outside of Docker.
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  ## Reference Diagram (It's Busy, but it works)
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  Due to the way the repository is created - it should be straightforward to deploy this to a Hugging Face Space!
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+ > NOTE: If you wish to go through the local deployments using `uv run chainlit run app.py` and Docker - please feel free to do so!
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  <details>
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  <summary>Creating a Hugging Face Space</summary>
 
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  You can use the same prompt templates and RAG pipeline as we did here - but you'll need to modify the code to work with FastAPI and React.
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+ Deploy this application to Hugging Face Spaces!