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docs: templates
updated titles (#25646)
Updated titles into a consistent format. Fixed links to the diagrams. Fixed typos. Note: The Templates menu in the navbar is now sorted by the file names. I'll try sorting the navbar menus by the page titles, not the page file names.
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# self-query-qdrant
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# Self-query - Qdrant
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This template performs [self-querying](https://python.langchain.com/docs/modules/data_connection/retrievers/self_query/)
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using Qdrant and OpenAI. By default, it uses an artificial dataset of 10 documents, but you can replace it with your own dataset.
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``using `Qdrant` and OpenAI. By default, it uses an artificial dataset of 10 documents, but you can replace it with your own dataset.
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``
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## Environment Setup
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Set the `OPENAI_API_KEY` environment variable to access the OpenAI models.
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