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Feat: Add support for rendering records as LLM documents #48

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merged 25 commits into from
Feb 27, 2024

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@aaronsteers aaronsteers commented Feb 17, 2024

Related to:

Here we add a new Document class which is modeled after the LangChain Document class and should be compatible with similar LLM paradigms. The paradigm here is that content (or page_content) is a stringification of the record as a document, and metadata is a collection of all supporting fields that do not make up the primary content.

Later, we can add top-level id and last_updated fields, which will help us later with deduplication.

The new interfaces are:

  • Source.get_documents(stream_name, ...) - this is sibling to the existing method Source.get_records(stream_name, ...). Instead of returning an iterable of record dictionaries, we return an iterable of document objects.
  • Dataset.to_documents(...) - this is sibling to the existing methods: Dataset.to_sql_table() and Dataset.to_pandas().

For comparison, please see the Langchain Documents class.

Note:

@aaronsteers aaronsteers changed the title [Draft] Feat: Add support for rendering as documents Feat: Add support for rendering as documents Feb 27, 2024
@aaronsteers aaronsteers changed the title Feat: Add support for rendering as documents Feat: Add support for rendering records as LLM documents Feb 27, 2024
@aaronsteers aaronsteers marked this pull request as ready for review February 27, 2024 22:26
@aaronsteers aaronsteers merged commit 8ebc28f into main Feb 27, 2024
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@aaronsteers aaronsteers deleted the aj/feat/render-records-as-documents branch February 27, 2024 22:44
@aaronsteers aaronsteers self-assigned this Mar 11, 2024
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2 participants