purushah opened a new issue, #1102:
URL: https://github.com/apache/flink-agents/issues/1102

   ### Search before asking
   
   - [x] I searched in the 
[issues](https://github.com/apache/flink-agents/issues) and found nothing 
similar.
   
   ### Description
   
   **Motivation**
   
   Vector stores are first-class resources since #143. Java ships 
Elasticsearch, OpenSearch, Milvus and S3 Vectors; Python ships Chroma and Mem0. 
PostgreSQL with the `pgvector` extension is missing in both languages, although 
it is one of the most common self-hosted backends and is often already present 
in an organization. It supports cosine, L2 and inner-product distance with HNSW 
indexes, and stores metadata as `jsonb`, which maps directly onto the unified 
equality filter DSL.
   
   **Proposed changes**
   
   - New module `integrations/vector-stores/pgvector` with 
`PgVectorVectorStore` implementing `BaseVectorStore` and 
`CollectionManageableVectorStore`, following `MilvusVectorStore`. Only new 
dependency is the PostgreSQL JDBC driver.
   - Arguments follow the existing stores: `uri`, `username`, `password`, 
`collection` (table name), `dims`, `metric_type` (`COSINE`, `L2`, `IP`), 
`index_type`, `index_params`.
   - Semantic query only. Equality filters compile to a `jsonb` containment 
predicate. Score semantics documented per metric.
   - Python callers use the existing `JavaVectorStore` wrapper. `ResourceName` 
constants, YAML aliases and docs added in both languages.
   - Live tests gated by an environment variable, with a docker-compose file 
and a CI job mirroring the Elasticsearch one.
   
   Out of scope: keyword and hybrid query modes, `halfvec`, a Python-native 
implementation.
   
   ### Are you willing to submit a PR?
   
   - [x] I'm willing to submit a PR!
   


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