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feat: integrate end-to-end vector embeddings pipeline#12

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jithish-sekar wants to merge 1 commit intoAKSarav:devfrom
jithish-sekar:feat/vector-embedding
Open

feat: integrate end-to-end vector embeddings pipeline#12
jithish-sekar wants to merge 1 commit intoAKSarav:devfrom
jithish-sekar:feat/vector-embedding

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@jithish-sekar jithish-sekar commented Mar 5, 2026

image image

Backend:

New Endpoints:
GET /embeddings/providers: Returns a validated list of available embedding models (including connectivity checks for OpenAI, Ollama, and Local Transformers).
POST /embeddings/embed: High-performance endpoint accepting JSON bodies for batch-processing large sets of document chunks.

Frontend:

Embeddings Workspace: Added a dedicated "Embeddings" tab in the results container.
EmbeddingsPanel Component: Created a self-contained React component to manage provider selection, status indicators, and generation triggers.
Vector Preview: Implemented a preview mode that shows the first few dimensions and total dimensionality (e.g., 384d, 1536d) of generated vectors for debugging and verification.

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