feat: Add Pinecone online store integration#6585
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Codecov Report❌ Patch coverage is
Additional details and impacted files@@ Coverage Diff @@
## master #6585 +/- ##
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+ Coverage 45.64% 45.76% +0.12%
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Files 412 415 +3
Lines 48761 49104 +343
Branches 6913 6990 +77
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+ Hits 22256 22473 +217
- Misses 24957 25050 +93
- Partials 1548 1581 +33
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Signed-off-by: Siddhesh Khairnar <[email protected]>
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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