Title: feat: Add Pinecone online store integration by SIDDHESH1564 · Pull Request #6585 · feast-dev/feast · GitHub
Open Graph Title: feat: Add Pinecone online store integration by SIDDHESH1564 · Pull Request #6585 · feast-dev/feast
X Title: feat: Add Pinecone online store integration by SIDDHESH1564 · Pull Request #6585 · feast-dev/feast
Description: 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: Implements PineconeOnlineStore class with full CRUD operations (online_write_batch, online_read, teardown) Adds Pinecone as a configurable online store option via PineconeOnlineStoreConfig Supports namespace-based isolation for multi-tenant environments Handles batch upserts with automatic chunking to respect Pinecone's API limits Adds unit tests and integration test configuration Which issue(s) this PR fixes: Fixes #6582 Checks I've made sure the tests are passing. My commits are signed off (git commit -s) My PR title follows conventional commits format Testing Strategy Unit tests Integration tests Manual tests Testing is not required for this change Misc Requires pinecone-client as an optional dependency (pip install feast[pinecone]) Tested against Pinecone Serverless and Pod-based indexes Documentation updated in docs/reference/online-stores/pinecone.md
Open Graph Description: 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, makin...
X Description: 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, makin...
Opengraph URL: https://github.com/feast-dev/feast/pull/6585
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