feat: Add Pinecone online store integration#6585
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Signed-off-by: Siddhesh Khairnar <khairnarsiddhesh4057@gmail.com>
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What this PR does / why we need it:
This PR adds Pinecone as a new online store integration for Feast. Pinecone is a managed vector database that enables fast similarity search and retrieval, making it ideal for ML feature serving workloads that involve embeddings and vector-based lookups.
Key changes:
PineconeOnlineStoreclass with full CRUD operations (online_write_batch,online_read,teardown)PineconeOnlineStoreConfigWhich issue(s) this PR fixes:
Fixes #6582
Checks
git commit -s)Testing Strategy
Misc
pinecone-clientas an optional dependency (pip install feast[pinecone])docs/reference/online-stores/pinecone.md