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Update Operational_Instructions/Pinecone_for_LiveRAG.md

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Operational_Instructions/Pinecone_for_LiveRAG.md CHANGED
@@ -1,15 +1,15 @@
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  # Using Pinecone
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- ## Using the Pre-Built Index
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  We provide access to a pre-built Pinecone index, which you are welcome to use.
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  Follow the instructions [here](Indices_Usage_Examples_for_LiveRAG.ipynb) to use it without costs.
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- ## Building Your Own Index
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  In addition to the pre-built Pinecone index, participants are encouraged to experiment with building their own indices.
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  In order to use the provided credits, you will have to open your personal Pinecone account and apply the credits.
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- ## Getting Credits
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  Pinecone provides $750 credits per participating group.
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  In order to apply the credit to your account you need to:
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@@ -19,7 +19,7 @@ In order to apply the credit to your account you need to:
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  * We will work with Pinecone to apply the credits to your account.
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  * Now you can use your Pinecone account with the applied credits. Any usage beyond the credits would be paid by your payment method.
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- ## Deployment Recommendations
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  To optimize cost and performance:
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  * Use Pinecone Serverless Deployment – This simplifies deployment and reduces overhead.
 
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  # Using Pinecone
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+ ## 1. Using the Pre-Built Index
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  We provide access to a pre-built Pinecone index, which you are welcome to use.
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  Follow the instructions [here](Indices_Usage_Examples_for_LiveRAG.ipynb) to use it without costs.
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+ ## 2. Building Your Own Index
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  In addition to the pre-built Pinecone index, participants are encouraged to experiment with building their own indices.
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  In order to use the provided credits, you will have to open your personal Pinecone account and apply the credits.
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+ ### Getting Credits
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  Pinecone provides $750 credits per participating group.
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  In order to apply the credit to your account you need to:
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  * We will work with Pinecone to apply the credits to your account.
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  * Now you can use your Pinecone account with the applied credits. Any usage beyond the credits would be paid by your payment method.
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+ ## 3. Deployment Recommendations
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  To optimize cost and performance:
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  * Use Pinecone Serverless Deployment – This simplifies deployment and reduces overhead.