### What problem does this PR solve?
Feat: Images appearing consecutively in the dialogue are merged and
displayed in a carousel. #10427
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
## What problem does this PR solve?
Adds AI Badgr as an optional LLM provider in RAGFlow. Users can use AI
Badgr for chat completions and embeddings via its OpenAI-compatible API.
**Background:**
- AI Badgr provides OpenAI-compatible endpoints (`/v1/chat/completions`,
`/v1/embeddings`, `/v1/models`)
- Previously, RAGFlow didn't support AI Badgr
- This PR adds support following the existing provider pattern (e.g.,
CometAPI, DeerAPI)
**Implementation details:**
- Added AI Badgr to the provider registry and configuration
- Supports chat completions (via LiteLLMBase) and embeddings (via
AIBadgrEmbed)
- Uses standard API key authentication
- Base URL: `https://aibadgr.com/api/v1`
- Environment variables: `AIBADGR_API_KEY`, `AIBADGR_BASE_URL`
(optional)
## Type of change
- [x] New Feature (non-breaking change which adds functionality)
This is a new feature that adds support for a new provider without
changing existing functionality.
---------
Co-authored-by: michaelmanley <55236695+michaelbrinkworth@users.noreply.github.com>
### What problem does this PR solve?
Feat: Display error messages from intermediate nodes. #10427
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
### What problem does this PR solve?
Feat: Remove HMAC from the webhook #10427
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
### What problem does this PR solve?
Chats completions API supports metadata filtering.
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
### What problem does this PR solve?
issue:
https://github.com/infiniflow/ragflow/issues/10427https://github.com/infiniflow/ragflow/issues/8115
change:
- Support for Multiple HTTP Methods (POST / GET / PUT / PATCH / DELETE /
HEAD)
- Security Validation
1. max_body_size
2. IP whitelist
3. rate limit
4. token / basic / jwt authentication
- File Upload Support
- Unified Content-Type Handling
- Full Schema-Based Extraction & Type Validation
- Two Execution Modes: Immediately / Streaming
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
### What problem does this PR solve?
When there are multiple files with the same name the file would just
duplicate, making it hard to distinguish between the different files.
Now if there are multiple files with the same name, they will be named
after their folder path in the storage unit.
This was done for the webdav connector and with this PR also for Notion,
Confluence and S3 Storage.
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
Contribution by RAGcon GmbH, visit us [here](https://www.ragcon.ai/)
### What problem does this PR solve?
Feat: bedrock iam authentication #12008
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
### What problem does this PR solve?
Trace information can be returned by the agent completion API.
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
### What problem does this PR solve?
**Fixes #8706** - `InfinityException: TOO_MANY_CONNECTIONS` when running
multiple task executor workers
### Problem Description
When running RAGFlow with 8-16 task executor workers, most workers fail
to start properly. Checking logs revealed that workers were
stuck/hanging during Infinity connection initialization - only 1-2
workers would successfully register in Redis while the rest remained
blocked.
### Root Cause
The Infinity SDK `ConnectionPool` pre-allocates all connections in
`__init__`. With the default `max_size=32` and multiple workers (e.g.,
16), this creates 16×32=512 connections immediately on startup,
exceeding Infinity's default 128 connection limit. Workers hang while
waiting for connections that can never be established.
### Changes
1. **Prevent Infinity connection storm** (`rag/utils/infinity_conn.py`,
`rag/svr/task_executor.py`)
- Reduced ConnectionPool `max_size` from 32 to 4 (sufficient since
operations are synchronous)
- Added staggered startup delay (2s per worker) to spread connection
initialization
2. **Handle None children_delimiter** (`rag/app/naive.py`)
- Use `or ""` to handle explicitly set None values from parser config
3. **MinerU parser robustness** (`deepdoc/parser/mineru_parser.py`)
- Use `.get()` for optional output fields that may be missing
- Fix DISCARDED block handling: change `pass` to `continue` to skip
discarded blocks entirely
### Why `max_size=4` is sufficient
| Workers | Pool Size | Total Connections | Infinity Limit |
|---------|-----------|-------------------|----------------|
| 16 | 32 | 512 | 128 ❌ |
| 16 | 4 | 64 | 128 ✅ |
| 32 | 4 | 128 | 128 ✅ |
- All RAGFlow operations are synchronous: `get_conn()` → operation →
`release_conn()`
- No parallel `docStoreConn` operations in the codebase
- Maximum 1-2 concurrent connections needed per worker; 4 provides
safety margin
### MinerU DISCARDED block bug
When MinerU returns blocks with `type: "discarded"` (headers, footers,
watermarks, page numbers, artifacts), the previous code used `pass`
which left the `section` variable undefined, causing:
- **UnboundLocalError** if DISCARDED is the first block
- **Duplicate content** if DISCARDED follows another block (stale value
from previous iteration)
**Root cause confirmed via MinerU source code:**
From
[`mineru/utils/enum_class.py`](https://github.com/opendatalab/MinerU/blob/main/mineru/utils/enum_class.py#L14):
```python
class BlockType:
DISCARDED = 'discarded'
# VLM 2.5+ also has: HEADER, FOOTER, PAGE_NUMBER, ASIDE_TEXT, PAGE_FOOTNOTE
```
Per [MinerU
documentation](https://opendatalab.github.io/MinerU/reference/output_files/),
discarded blocks contain content that should be filtered out for clean
text extraction.
**Fix:** Changed `pass` to `continue` to skip discarded blocks entirely.
### Testing
- Verified all 16 workers now register successfully in Redis
- All workers heartbeating correctly
- Document parsing works as expected
- MinerU parsing with DISCARDED blocks no longer crashes
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
---------
Co-authored-by: user210 <user210@rt>
### What problem does this PR solve?
Add image uploader in edit chunk dialog for replacing image chunk
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
### What problem does this PR solve?
As title
### Type of change
- [x] Documentation Update
- [x] Refactoring
Signed-off-by: Jin Hai <haijin.chn@gmail.com>
### What problem does this PR solve?
- Add license
- Fix IDE warnings
### Type of change
- [x] Refactoring
---------
Signed-off-by: Jin Hai <haijin.chn@gmail.com>
Co-authored-by: Kevin Hu <kevinhu.sh@gmail.com>
### What problem does this PR solve?
Feat: Reject default admin account log in to normal services
#11854#11673
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
### What problem does this PR solve?
Add TOC (Table of contents) option in Ingestion Pipeline canvas >
Transformer node
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
…tant, but model is available via UI
Fix: add multimodel models in chat api
Fixes#8549
### What problem does this PR solve?
Add a parameter model_type in chat api.
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
---------
Co-authored-by: writinwaters <93570324+writinwaters@users.noreply.github.com>
### What problem does this PR solve?
Fix: Fixed the issue of empty memory parameters
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
…ildren delimiter
### What problem does this PR solve?
Fix the issue of unable to save **Files > Ingestion Pipeline (Modal)**
config without modifying children delimiter
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
### What problem does this PR solve?
Only support MinerU-API now, still need to complete frontend for
pipeline to allow the configuration of MinerU options.
### Type of change
- [x] Refactoring
### What problem does this PR solve?
New default prompt:
```
You are an intelligent assistant. Your primary function is to answer questions based strictly on the provided knowledge base.
**Essential Rules:**
- Your answer must be derived **solely** from this knowledge base: `{knowledge}`.
- **When information is available**: Summarize the content to give a detailed answer.
- **When information is unavailable**: Your response must contain this exact sentence: "The answer you are looking for is not found in the knowledge base!"
- **Always consider** the entire conversation history.
```
Also fix some grammar errors.
### Type of change
- [x] Refactoring
Signed-off-by: Jin Hai <haijin.chn@gmail.com>
### What problem does this PR solve?
Add children delimiters for Ingestion pipeline config
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
### 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
- [ ] Bug Fix (non-breaking change which fixes an issue)
- [ ] New Feature (non-breaking change which adds functionality)
- [x] Documentation Update
- [ ] Refactoring
- [ ] Performance Improvement
- [ ] Other (please describe):
### What problem does this PR solve?
1. Fix error of book chunking.
2. Fix format issues.
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
- [x] Refactoring
---------
Signed-off-by: Jin Hai <haijin.chn@gmail.com>
### What problem does this PR solve?
Feat: Enable image edit in edit_chunk
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
### What problem does this PR solve?
- CVE-2024-6866
- CVE-2024-6844
- CVE-2024-6839
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
Signed-off-by: Jin Hai <haijin.chn@gmail.com>
### PR details
feat: Add Excel export support and fix variable reference regex
Changes:
- Add Excel export output format option to Message component
- Apply nest_asyncio patch to handle nested event loops
- Fix async generator iteration in canvas_app.py debug endpoint
- Add underscore support in variable reference regex pattern
### What problem does this PR solve?
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
---------
Co-authored-by: Shivam Johri <shivamjohri@Shivams-MacBook-Air.local>
我已在下面的评论中用中文重复说明。
### What problem does this PR solve?
## Summary
This PR enhances the MinerU document parser with additional
configuration options, giving users more control over PDF parsing
behavior and improving support for multilingual documents.
## Changes
### Backend (`deepdoc/parser/mineru_parser.py`)
- Added configurable parsing options:
- **Parse Method**: `auto`, `txt`, or `ocr` — allows users to choose the
extraction strategy
- **Formula Recognition**: Toggle for enabling/disabling formula
extraction (useful to disable for Cyrillic documents where it may cause
issues)
- **Table Recognition**: Toggle for enabling/disabling table extraction
- Added language code mapping (`LANGUAGE_TO_MINERU_MAP`) to translate
RAGFlow language settings to MinerU-compatible language codes for better
OCR accuracy
- Improved parser configuration handling to pass these options through
the processing pipeline
### Frontend (`web/`)
- Created new `MinerUOptionsFormField` component that conditionally
renders when MinerU is selected as the layout recognition engine
- Added UI controls for:
- Parse method selection (dropdown)
- Formula recognition toggle (switch)
- Table recognition toggle (switch)
- Added i18n translations for English and Chinese
- Integrated the options into both the dataset creation dialog and
dataset settings page
### Integration
- Updated `rag/app/naive.py` to forward MinerU options to the parser
- Updated task service to handle the new configuration parameters
## Why
MinerU is a powerful document parser, but the default settings don't
work well for all document types. This PR allows users to:
1. Choose the best parsing method for their documents
2. Disable formula recognition for Cyrillic/non-Latin scripts where it
causes issues
3. Control table extraction based on document needs
4. Benefit from automatic language detection for better OCR results
## Testing
- [x] Tested MinerU parsing with different parse methods
- [x] Verified UI renders correctly when MinerU is selected/deselected
- [x] Confirmed settings persist correctly in dataset configuration
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
- [x] New Feature (non-breaking change which adds functionality)
- [ ] Documentation Update
- [x] Refactoring
- [ ] Performance Improvement
- [ ] Other (please describe):
---------
Co-authored-by: user210 <user210@rt>
Co-authored-by: Kevin Hu <kevinhu.sh@gmail.com>
### What problem does this PR solve?
Fix: Bug fixes
New search popup style modification
Fixed multilingual settings not updating immediately on personal center
page
Changed overlapped percent to percentage format, with maximum value of
30%
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
### What problem does this PR solve?
1. Refactor the order of the dataset config items.
2. Refactor the text of retrieval test.
3. Refactor typos
### Type of change
- [x] Refactoring
---------
Signed-off-by: Jin Hai <haijin.chn@gmail.com>
### What problem does this PR solve?
- Change the message format from 'key: value' to 'name: value' when user
submits the fillup form in agent chat.
- This resolves#11865
- I think this change makes sense, better aligning the form and the
replied message.
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
### What problem does this PR solve?
Fix pipeline ignore MinerU backend config and vllm module is missing.
#11944, #11947.
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
