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feat(serenedb): add SereneDB doc-store engine (Go + Python connectors) (#17375)
## What Adds [**SereneDB**](https://serenedb.com) as a selectable doc-store engine on **both** RAGFlow paths: - the **Go** `DocEngine` (`internal/engine/serenedb`), alongside Elasticsearch and Infinity; - the **Python** `DocStoreConnection` (`rag/utils/serenedb_conn.py`) + `DOC_ENGINE=serenedb` registration. SereneDB is a PostgreSQL-wire engine (DuckDB execution) whose single inverted index carries **both** a scored text column (`@@`, BM25) and an IVF vector column (`<#>`, inner product), so hybrid search is one SQL statement. The Go engine connects with `database/sql` + `lib/pq` (already a dependency, no new module); the Python connector uses psycopg2 (already a dependency). ## Storage model One table per tenant with `kb_id` as a filter column - the **Elasticsearch / OceanBase** model, not Infinity's per-dataset tables. This keeps BM25 statistics (IDF, avgdl) computed over the whole tenant corpus (global IDF). Both connectors use this identical layout, so they are storage- and retrieval-compatible: `hybrid` proxy routing and Python↔Go switching are safe. On the Python side the connector is wired as OceanBase's plain-SQL sibling (chunk_data JSON metadata, inline chunk vectors, verbatim ES field names); the ES tokenizer path is unchanged. Metadata stays one table per tenant (`ragflow_doc_meta_<tenant>`). The query shapes mirror the Python connector, including the five empirically-found landmines: the scored dictionary needs `frequency + norm` (else `BM25()` silently returns 0.0), the `@@` query is the tokenized query, the scored lexical branch matches one column, vectors use an L2-normalized shadow column with `ip`/`sq8`, and the similarity threshold goes directly in the ANN scan's `WHERE`. **Minimum engine version: SereneDB 26.07.4.** --------- Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>
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@@ -100,6 +100,27 @@ services:
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retries: 120
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restart: unless-stopped
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serenedb:
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profiles:
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- serenedb
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image: serenedb/serenedb:26.07.5
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env_file: .env
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environment:
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- POSTGRES_PASSWORD=${SERENEDB_PASSWORD}
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ports:
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- ${SERENEDB_PORT}:7890
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volumes:
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- serenedb_data:/var/lib/serenedb
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mem_limit: ${MEM_LIMIT}
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networks:
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- ragflow
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healthcheck:
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test: ["CMD", "pg_isready", "-h", "127.0.0.1", "-p", "7890", "-U", "postgres"]
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interval: 10s
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timeout: 10s
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retries: 120
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restart: unless-stopped
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oceanbase:
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profiles:
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- oceanbase
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@@ -380,6 +401,8 @@ volumes:
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driver: local
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infinity_data:
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driver: local
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serenedb_data:
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driver: local
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ob_data:
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driver: local
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seekdb_data:
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