### What problem does this PR solve?
- Update version tags in README files (including translations) from
v0.26.4 to v0.27.0
- Modify Docker image references and documentation to reflect new
version
- Update version badges and image descriptions
- Maintain consistency across all language variants of README files
### Type of change
- [x] Documentation Update
### Summary
Closes#18019.
Pigsty renamed its community MinIO fork from `pgsty/minio` to
`pgsty/silo` on 2026-08-06 ([announcement in the repo
README](https://github.com/pgsty/silo#readme)). `pgsty/minio` is frozen
at `RELEASE.2026-08-04T00-00-00Z` — all further releases, including
security fixes, ship as `pgsty/silo`. RAGFlow still pins the old name,
so it is now parked on an image that no longer gets updates.
## Problem
In the default deployment (`API_PROXY_SCHEME=python`), the nginx config
generated from `docker/nginx/ragflow.conf.python` uses:
```nginx
proxy_pass http://localhost:9381; # admin
proxy_pass http://localhost:9380; # api
```
Inside the RAGFlow container, `/etc/hosts` maps `localhost` to both
`127.0.0.1` and `::1`:
```
127.0.0.1 localhost
::1 localhost ip6-localhost ip6-loopback
```
But the backend services (`ragflow_server.py` on 9380, admin server on
9381) only listen on IPv4 (`127.0.0.1`). When nginx resolves `localhost`
to `::1`, the upstream connection fails and nginx falls back to the IPv4
address - each fallback adds ~1 second of latency.
Co-authored-by: Jin Hai <haijin.chn@gmail.com>
Ports dataset knowledge compilation (wiki/graph/tree/mindmap) to the Go
scheduler with a status contract, aligns wiki storage/retrieval with
Python, sizes prompts by content_length, and resolves embedding batch
size from provider capability.
Ports the dataset knowledge compilation (wiki/graph/tree/mindmap) to the
Go scheduler with a status contract, aligns wiki storage/retrieval with
Python, and sizes prompts by content_length.
## 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>
### Summary
1. Add hooks for server init
2. Add hooks for router init
3. Add jaeger and otel related config
Signed-off-by: Jin Hai <haijin.chn@gmail.com>
### Summary
1. update docker compose file to start NATS healthy
2. Add two commands
```
RAGFlow(admin)> live;
SUCCESS
RAGFlow(admin)> health;
+---------------+-------+
| field | value |
+---------------+-------+
| storage | ok |
| message_queue | ok |
| status | ok |
| db | ok |
| redis | ok |
| doc_engine | ok |
+---------------+-------+
```
---------
Signed-off-by: Jin Hai <haijin.chn@gmail.com>
### Summary
Plan to start api_server, admin_server and ingestor in one binary:
- ./ragflow_main --admin
- ./ragflow_main --api
- ./ragflow_main --ingestor
---------
Signed-off-by: Jin Hai <haijin.chn@gmail.com>
Refactor the Go agent port's logging so every log line — gin access,
agent canvas events, harness warnings, fatal boot errors — flows through
a single common.Logger (zap) backed by a rotated file, with structured
fields, level filtering, and configurable rotation.
---------
Co-authored-by: Claude <noreply@anthropic.com>
### What problem does this PR solve?
- Update version tags in README files (including translations) from
v0.26.0 to v0.26.1
- Modify Docker image references and documentation to reflect new
version
- Update version badges and image descriptions
- Maintain consistency across all language variants of README files
### Type of change
- [x] Documentation Update
Replaces the Python agent canvas runtime with a Go implementation that
runs inside `cmd/server_main`.
The canvas compiles into an eino Workflow that pauses on wait-for-user
via native Interrupt/Resume (no sentinel flag) and resumes from a
Redis-backed CheckPointStore.
All 21 Python agent components and ~35 tools are ported with functional
parity.
Sandbox providers now read their JSON config from the admin-panel
system_settings table with env fallback.
234 files / +35,413 / -6,111. All Go files are gofmt-clean (CI gate
added); drops the v2 DSL E2E step and the gap-analysis plan (both
redundant after the port ships).
## Type of change
- [x] Refactoring
- [x] New feature
- [x] Bug fix
🤖 Generated with [Claude Code](https://claude.com/claude-code)
---------
Co-authored-by: Claude <noreply@anthropic.com>
### What problem does this PR solve?
Fix register user
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
---------
Signed-off-by: Jin Hai <haijin.chn@gmail.com>
### What problem does this PR solve?
- Update version tags in README files (including translations) from
v0.25.6 to v0.26.0
- Modify Docker image references and documentation to reflect new
version
- Update version badges and image descriptions
- Maintain consistency across all language variants of README files
### Type of change
- [x] Documentation Update
### What problem does this PR solve?
OceanBase could start without the `ragflow` tenant, so RAGFlow failed to
connect with `root@ragflow`. This PR adds a safe startup reconcile step
and documents the required host limits before using OceanBase.
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
- [x] Documentation Update
