feat: Enhance Vector Stores config with full configurations (#4397)

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# What does this PR do?

Enhances the Vector Stores config with full set of appropriate
configurations
- Add FileIngestionParams, ChunkRetrievalParams, and FileBatchParams
subconfigs
- Update RAG memory, OpenAI vector store mixin, and vector store utils
to use configuration
  - Fix import organization across vector store components
  - Add comprehensive vector stores configuration documentation
  - Update docs navigation to include vector store configuration guide
- Delete `memory/constants.py` and move constant values directly into
Pydantic models

## Test Plan
Tests updated + CI

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Signed-off-by: Francisco Javier Arceo <farceo@redhat.com>

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Francisco Javier Arceo 2025-12-17 16:56:46 -05:00 • committed by GitHub

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