### What problem does this PR solve?
issue：
#10326
change：
remove ibm-db dependency and refactor import order
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
### What problem does this PR solve?
Fix: The enterprise version of the knowledge graph cannot be displayed.
#10333
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
### What problem does this PR solve?
issue：#5617
change：add IBM DB2 support in ExeSQL
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
### What problem does this PR solve?
Rename the CometEmbed and CometSeq2txt classes to CometAPIEmbed and
CometAPISeq2txt, and correct supported_models.mdx.
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
### What problem does this PR solve?
Move base64 related function to api/common/base64.py
### Type of change
- [x] Refactoring
---------
Signed-off-by: jinhai <haijin.chn@gmail.com>
Signed-off-by: Jin Hai <haijin.chn@gmail.com>
### What problem does this PR solve?
Refactor import modules.
### Type of change
- [x] Refactoring
---------
Signed-off-by: jinhai <haijin.chn@gmail.com>
Signed-off-by: Jin Hai <haijin.chn@gmail.com>
### What problem does this PR solve?
Fixed the issue where database connections were interrupted under high
concurrency
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
---------
Co-authored-by: lemsn <lemsn@126.com>
Co-authored-by: Kevin Hu <kevinhu.sh@gmail.com>
### What problem does this PR solve?
Added "怎么办" to the regex pattern in rmWWW method to improve query
cleaning by removing this common question phrase along with other
question words.
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
### What problem does this PR solve?
- Admin client support show user and create user command.
- Admin client support alter user password and active status.
- Admin client support list user datasets.
issue: #10241
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
### What problem does this PR solve?
Fix invalid COMPONENT_EXEC_TIMEOUT. #10273
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
### What problem does this PR solve?
Move base64 related function to api/common/base64.py
### Type of change
- [x] Refactoring
---------
Signed-off-by: jinhai <haijin.chn@gmail.com>
### What problem does this PR solve?
1. Fix typos
2. Rename function
3. Use English to write comment
### Type of change
- [x] Refactoring
Signed-off-by: jinhai <haijin.chn@gmail.com>
…rsation_app.py
### What problem does this PR solve?
issue：
#10188
change：
This PR replaces traceback.print_exc() with logging.exception(e) in
conversation_app.py to ensure that full error tracebacks are captured by
the logging system instead of being written only to stderr.
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
### What problem does this PR solve?
fix: Wrong Qwen models's ID
[Bug]: ERROR: litellm.NotFoundError: DashscopeException - The model
Qwen/Qwen3-Omni-Flash does not exist or you do not have access to it.
change: delete wrong qwen model id
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
### What problem does this PR solve?
_Briefly describe what this PR aims to solve. Include background context
that will help reviewers understand the purpose of the PR._
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
Add Russian language
### What problem does this PR solve?
_Briefly describe what this PR aims to solve. Include background context
that will help reviewers understand the purpose of the PR._
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
### What problem does this PR solve?
issue:
[Bug]: ERROR: list index out of range #10188
change:
fix a potential list index out of range error in chat response parsing
by adding explicit checks for empty choices.
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
### What problem does this PR solve?
@KevinHuSh
Hello, my submission this morning did not fully resolve this issue.
After researching the knowledge, I have decided to delete the two lines
of regular expression processing that were added this morning.
```
remote 2 line
modify 1 line
```
I have mounted the following code in Docker compose and verified that it
will no longer report '\ m' errors
<img width="1050" height="447" alt="image"
src="https://github.com/user-attachments/assets/2aaf1b86-04ac-45ce-a2f1-052fed620e80"
/>
[my before pull](https://github.com/infiniflow/ragflow/pull/10211)
<img width="1000" height="603" alt="image"
src="https://github.com/user-attachments/assets/fb3909ef-00ee-46c6-a26f-e64736777291"
/>
Thanks for your code Review
### Type of change
- [√ ] Bug Fix (non-breaking change which fixes an issue)
---------
Co-authored-by: mxc <mxc@example.com>
### What problem does this PR solve?
Revert back to chat.completions.
### Type of change
- [ ] Bug Fix (non-breaking change which fixes an issue)
- [ ] New Feature (non-breaking change which adds functionality)
- [ ] Documentation Update
- [ ] Refactoring
- [ ] Performance Improvement
- [x] Other (please describe):
Revert back to chat.completions.
### What problem does this PR solve?
Currently, Azure OpenAI returns one minute Quota limit responses when
chat API is utilized. This change is needed in order to be able to
process almost any documents using models deployed in Azure Foundry.
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
### What problem does this PR solve?
Fix broken imports
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
---------
Signed-off-by: jinhai <haijin.chn@gmail.com>
### What problem does this PR solve?
An error occurred while merging strings containing '\m' in the Text
Processing function of the agent.
Convert \ m to m using regular expressions
From my example alone, it doesn't affect the original meaning, it's
still math
<img width="1227" height="1056" alt="image"
src="https://github.com/user-attachments/assets/9306a8ca-bb97-47bf-b91f-77acfce49875"
/>
### Type of change
- [ √ ] Bug Fix (non-breaking change which fixes an issue)
Co-authored-by: mxc <mxc@example.com>
### What problem does this PR solve?
Fix: resolve hash collisions by switching to UUID &correct logic for
always-true statements, solved: #10165
Feat: Update GPT api integration, solved: #10204
Feat: Support qianwen-deepresearch, solved: #10163
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
- [x] New Feature (non-breaking change which adds functionality)
### What problem does this PR solve?
Add tree_merge for law parsers, significantly outperforming
hierarchical_merge, solved: #8637
1. Add tree_merge for law parsers, include build_tree and get_tree by
dfs.
2. add Copyright statement for helath_utils
### Type of change
- [x] Documentation Update
- [x] Performance Improvement
### What problem does this PR solve?
Add a chat widget. I'll probably need some assistance to get this ready
for merge!
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
Co-authored-by: Mohamed Mathari <nocodeventure@Mac-mini-van-Mohamed.fritz.box>
### What problem does this PR solve?
Introduce new feature: RAGFlow system admin service and CLI
### Introduction
Admin Service is a dedicated management component designed to monitor,
maintain, and administrate the RAGFlow system. It provides comprehensive
tools for ensuring system stability, performing operational tasks, and
managing users and permissions efficiently.
The service offers monitoring of critical components, including the
RAGFlow server, Task Executor processes, and dependent services such as
MySQL, Infinity / Elasticsearch, Redis, and MinIO. It automatically
checks their health status, resource usage, and uptime, and performs
restarts in case of failures to minimize downtime.
For user and system management, it supports listing, creating,
modifying, and deleting users and their associated resources like
knowledge bases and Agents.
Built with scalability and reliability in mind, the Admin Service
ensures smooth system operation and simplifies maintenance workflows.
It consists of a server-side Service and a command-line client (CLI),
both implemented in Python. User commands are parsed using the Lark
parsing toolkit.
- **Admin Service**: A backend service that interfaces with the RAGFlow
system to execute administrative operations and monitor its status.
- **Admin CLI**: A command-line interface that allows users to connect
to the Admin Service and issue commands for system management.
### Starting the Admin Service
1. Before start Admin Service, please make sure RAGFlow system is
already started.
2. Run the service script:
```bash
python admin/admin_server.py
```
The service will start and listen for incoming connections from the CLI
on the configured port.
### Using the Admin CLI
1. Ensure the Admin Service is running.
2. Launch the CLI client:
```bash
python admin/admin_client.py -h 0.0.0.0 -p 9381
## Supported Commands
Commands are case-insensitive and must be terminated with a semicolon
(`;`).
### Service Management Commands
- [x] `LIST SERVICES;`
- Lists all available services within the RAGFlow system.
- [ ] `SHOW SERVICE <id>;`
- Shows detailed status information for the service identified by
`<id>`.
- [ ] `STARTUP SERVICE <id>;`
- Attempts to start the service identified by `<id>`.
- [ ] `SHUTDOWN SERVICE <id>;`
- Attempts to gracefully shut down the service identified by `<id>`.
- [ ] `RESTART SERVICE <id>;`
- Attempts to restart the service identified by `<id>`.
### User Management Commands
- [x] `LIST USERS;`
- Lists all users known to the system.
- [ ] `SHOW USER '<username>';`
- Shows details and permissions for the specified user. The username
must be enclosed in single or double quotes.
- [ ] `DROP USER '<username>';`
- Removes the specified user from the system. Use with caution.
- [ ] `ALTER USER PASSWORD '<username>' '<new_password>';`
- Changes the password for the specified user.
### Data and Agent Commands
- [ ] `LIST DATASETS OF '<username>';`
- Lists the datasets associated with the specified user.
- [ ] `LIST AGENTS OF '<username>';`
- Lists the agents associated with the specified user.
### Meta-Commands
Meta-commands are prefixed with a backslash (`\`).
- `\?` or `\help`
- Shows help information for the available commands.
- `\q` or `\quit`
- Exits the CLI application.
## Examples
```commandline
admin> list users;
+-------------------------------+------------------------+-----------+-------------+
| create_date | email | is_active | nickname |
+-------------------------------+------------------------+-----------+-------------+
| Fri, 22 Nov 2024 16:03:41 GMT | jeffery@infiniflow.org | 1 | Jeffery |
| Fri, 22 Nov 2024 16:10:55 GMT | aya@infiniflow.org | 1 | Waterdancer |
+-------------------------------+------------------------+-----------+-------------+
admin> list services;
+-------------------------------------------------------------------------------------------+-----------+----+---------------+-------+----------------+
| extra | host | id | name | port | service_type |
+-------------------------------------------------------------------------------------------+-----------+----+---------------+-------+----------------+
| {} | 0.0.0.0 | 0 | ragflow_0 | 9380 | ragflow_server |
| {'meta_type': 'mysql', 'password': 'infini_rag_flow', 'username': 'root'} | localhost | 1 | mysql | 5455 | meta_data |
| {'password': 'infini_rag_flow', 'store_type': 'minio', 'user': 'rag_flow'} | localhost | 2 | minio | 9000 | file_store |
| {'password': 'infini_rag_flow', 'retrieval_type': 'elasticsearch', 'username': 'elastic'} | localhost | 3 | elasticsearch | 1200 | retrieval |
| {'db_name': 'default_db', 'retrieval_type': 'infinity'} | localhost | 4 | infinity | 23817 | retrieval |
| {'database': 1, 'mq_type': 'redis', 'password': 'infini_rag_flow'} | localhost | 5 | redis | 6379 | message_queue |
+-------------------------------------------------------------------------------------------+-----------+----+---------------+-------+----------------+
```
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
Signed-off-by: jinhai <haijin.chn@gmail.com>
### What problem does this PR solve?
This PR is related to
[#9961](https://github.com/infiniflow/ragflow/issues/9961).
In the Chat Settings screen, the textarea did not support scrolling when
the content grew longer than its visible area, which made it less
convenient to use.
Also, there was no Japanese placeholder text to guide users on what to
enter in the field.
This PR improves the user experience by:
- Adding `overflow-y-auto` to the textarea so that long content can be
scrolled smoothly.
- Introducing a placeholder (`メッセージを入力してください...`) to provide clearer
guidance for users.
https://github.com/user-attachments/assets/95553331-087b-42c5-a41d-5dfe08047bae
### What has been considered
As an alternative solution, I explored replacing the textarea with the
existing `PromptEditor` component.
However, this approach triggered a `canvas not found.` alert.
The current implementation of `PromptEditor` internally attempts to
fetch **agent (canvas) information**, but in the Chat Settings screen no
such ID exists. As a result, the API call fails and the backend returns
`canvas not found.`.
One possible workaround would be to extend `PromptEditor` with a
**“disable variable picker” flag**, ensuring that plugins are not loaded
in contexts like Chat Settings. While feasible, this would have a
broader impact across the codebase.
Given these considerations, I decided to address the issue in a simpler
way by applying a Tailwind utility (`overflow-y-auto`). Since the UI
design is expected to change in the future, this solution is considered
sufficient for now.
<img width="1501" height="794" alt="Screenshot 2025-09-20 at 15 00 12"
src="https://github.com/user-attachments/assets/85578ee8-489f-4ede-b3af-bafd7afe95bd"
/>
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
- [ ] New Feature (non-breaking change which adds functionality)
- [ ] Documentation Update
- [ ] Refactoring
- [ ] Performance Improvement
- [ ] Other (please describe):
### What problem does this PR solve?
Skip `tag_query` step if `tag_kbs` are empty.
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
### What problem does this PR solve?
issue:
[Bug]: anthropic model have not baseurl selecting,need add #8546
change:
This PR adds support for using Anthropic models through a third-party
API by allowing a custom base_url.
It ensures compatibility with both the official Anthropic endpoint and
external providers.
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
### What problem does this PR solve?
fix the rerank_model condition logic by correcting the np.isclose check.
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
### What problem does this PR solve?
Support server health check. Solved issue: #10106
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
### What problem does this PR solve?
Add file convert to document API just like file2document_app.py
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
### What problem does this PR solve?
Fix: Fixed the knowledge base's embedded model form layout and
dependency imports in the main branch.
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
### What problem does this PR solve?
Migrate OpenAI-compatible chats to LiteLLM.
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
### What problem does this PR solve?
Fix: Merge different types of models from the same manufacturer #10146
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
### What problem does this PR solve?
Handle zero and nan in calculate.
#10125
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
