feat(agents-api): Hybrid docs search

[creatorrr]

Signed-off-by: Diwank Tomer [email protected]

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🚀	This description was created by Ellipsis for commit 5c75b8f

Summary:

Introduced hybrid document search combining text and embedding-based methods with new and refactored functions.

Key points:

• Added search_docs_by_text in agents-api/agents_api/models/docs/search_docs_by_text.py for text-based document search.
• Renamed search_docs.py to search_docs_by_embedding.py and added embedding_size parameter.
• Introduced search_docs_hybrid in agents-api/agents_api/models/docs/search_docs_hybrid.py to combine text and embedding search results using weighted reciprocal-rank fusion.
• Updated prepare_chat_context in agents-api/agents_api/models/session/prepare_chat_context.py to remove unused document search parameters.

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[ellipsis-dev]

👍 Looks good to me! Reviewed everything up to fb43eb6 in 28 seconds

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• Looked at 366 lines of code in 5 files
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1. agents-api/agents_api/models/docs/search_docs_by_text.py:1

• Draft comment:
  The module description incorrectly states it is for searching documents based on embedding queries. It should correctly reflect that it is for text-based searches.

"""This module contains functions for searching documents in the CozoDB based on text queries."""

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[ellipsis-dev]

👍 Looks good to me! Incremental review on 5c75b8f in 32 seconds

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• Looked at 365 lines of code in 5 files
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• Skipped posting 1 drafted comments based on config settings.

1. agents-api/agents_api/models/docs/search_docs_by_text.py:1

• Draft comment:
  The module description incorrectly states that it contains functions for searching documents based on embedding queries. This should be corrected to reflect its actual functionality, which is text-based document search.

"""This module contains functions for searching documents in the CozoDB based on text queries."""

• Reason this comment was not posted:
  Confidence of 0% on close inspection, compared to threshold of 50%.

Workflow ID: wflow_8exgDMgRzoeLrHzu

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