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Title: feat: Making feast vector store with open ai search api compatible by patelchaitany · Pull Request #6121 · feast-dev/feast · GitHub

Open Graph Title: feat: Making feast vector store with open ai search api compatible by patelchaitany · Pull Request #6121 · feast-dev/feast

X Title: feat: Making feast vector store with open ai search api compatible by patelchaitany · Pull Request #6121 · feast-dev/feast

Description: What this PR does / why we need it: This PR making the feast vector store api with open ai search api compatible so. This are the changes are made. New OpenAI-compatible endpoint Added POST /v1/vector_stores/{vector_store_id}/search that matches the OpenAI vector store search API vector_store_id just maps to a feature view name Takes a query string, embeds it via LiteLLM, calls retrieve_online_documents_v2, and returns results in OpenAI's vector_store.search_results.page format LiteLLM embedding config goes in feature_store.yaml under a new embedding_model section (model, api_key, api_base, api_version, dimensions Metadata filtering New filter_models.py with two Pydantic models: ComparisonFilter (eq, ne, gt, gte, lt, lte, in, nin) and CompoundFilter (and/or, nestable) Threaded filters through the entire retrieval stack down to each online store Each store translates filters into its native query language: Elasticsearch: Query DSL clauses (term, range, terms, bool) Milvus: boolean expressions like field == 'value' Postgres: parameterized SQL subqueries with entity_key IN (SELECT ...) SQLite: same approach as Postgres, SQLite syntax Numeric storage fix Without this change, all values are stored as text, so '9' > '100' is true in filters New enable_openai_compatible_store config flag on every store backend When enabled, adds a value_num column that stores int, float, double, and bool values natively alongside the existing `value_text Bug fixes picked up along the way SQLite BM25 search was reading raw value instead of value_text SQLite's query param renamed to embedding since that's what it actually is Added input escaping for Milvus query strings Tests 160 lines of unit tests for filter models (valid/invalid operators, value types, nested compounds) ~320 lines of integration tests covering filtered vector search, filtered text search, OpenAI response shape, and error cases (no embedding config, nonexistent feature view, empty results) Which issue(s) this PR fixes: #5615 Misc

Open Graph Description: What this PR does / why we need it: This PR making the feast vector store api with open ai search api compatible so. This are the changes are made. New OpenAI-compatible endpoint Added POST /v1...

X Description: What this PR does / why we need it: This PR making the feast vector store api with open ai search api compatible so. This are the changes are made. New OpenAI-compatible endpoint Added POST /v1...

Opengraph URL: https://github.com/feast-dev/feast/pull/6121

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28abde7 Phase 1: Added basic open ai competible search api in the vector store patelchaitany Mar 17, 2026 https://github.com/feast-dev/feast/pull/6121/commits/28abde7f402ad5ed3ea3228a9d8050c3a9c3bdff
d10c6f1 Added test for testing the new OpenAI api patelchaitany Mar 24, 2026 https://github.com/feast-dev/feast/pull/6121/commits/d10c6f11c9836af2c255e97dc45cf935bf65953a
0f4bfc8 fix: patch fastapi_mcp circular recursion that blocks MCP endpoint r… patelchaitany May 19, 2026 https://github.com/feast-dev/feast/pull/6121/commits/0f4bfc89933ea213ce51654c957b612157a34c5a
09dddd0 docs: Update filtering requirements for Postgres and SQLite backends … patelchaitany Jun 23, 2026 https://github.com/feast-dev/feast/pull/6121/commits/09dddd07a03345eec9eece467b18cbdf07506af6
88f7ade - Accept rewrite_query=false as a no-op; only reject patelchaitany Jul 3, 2026 https://github.com/feast-dev/feast/pull/6121/commits/88f7aded308502960761c6569a773addd5a4f0ce
94d97f3 - Add GET /v1/vector_stores and GET patelchaitany Jul 6, 2026 https://github.com/feast-dev/feast/pull/6121/commits/94d97f35dc5d4200fd00dd7e8389ae25880cfe70
7fcbf1d Remove LiteLLM embedding provider, default to Sentence Transformers patelchaitany Jul 7, 2026 https://github.com/feast-dev/feast/pull/6121/commits/7fcbf1d5fb96398375a37287e557e12366672977
deac445 Updatethe Docs, documented OpenAI search API as Alpha patelchaitany Jul 8, 2026 https://github.com/feast-dev/feast/pull/6121/commits/deac445cc1f500b9facface91284c5d4275b63a9
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