Commit Graph

60 Commits

Author SHA1 Message Date
bb3b99f0a5 Feat: add button for remove header & footer in pipeline (#14486)
### What problem does this PR solve?

Feat: add button for remove header & footer in pipeline

### Type of change


- [x] New Feature (non-breaking change which adds functionality)
2026-04-30 12:30:41 +08:00
78188ce9e9 Feat: add OpenDataLoader PDF parser backend (#14058) (#14097)
### What problem does this PR solve?

Closes #14058.

RAGFlow supports multiple PDF parsing backends (DeepDOC, MinerU,
Docling, TCADP, PaddleOCR). This PR adds **OpenDataLoader**
([opendataloader-project/opendataloader-pdf](https://github.com/opendataloader-project/opendataloader-pdf))
as a new optional backend, giving users a deterministic, local-first
alternative with competitive table extraction accuracy.

### Type of change

- [x] New Feature (non-breaking change which adds functionality)
- [x] Documentation Update

---

### Changes

#### Backend
- `deepdoc/parser/opendataloader_parser.py` — new `OpenDataLoaderParser`
class inheriting `RAGFlowPdfParser`. Implements `check_installation()`
(guards Python package + Java 11+ runtime), `parse_pdf()` with
JSON-first extraction (heading/paragraph/table/list/image/formula) and
Markdown fallback, position-tag generation compatible with the shared
`@@page\tx0\tx1\ty0\ty1##` format, and temp-dir lifecycle with cleanup.
- `rag/app/naive.py` — new `by_opendataloader()` wrapper, registered in
`PARSERS` dict, added to `chunk_token_num=0` override list.
- `rag/flow/parser/parser.py` — `"opendataloader"` branch in the
pipeline PDF handler + check validation list.

#### Infrastructure
- `docker/entrypoint.sh` — `ensure_opendataloader()` function: opt-in
via `USE_OPENDATALOADER=true`, skips gracefully if Java is not on PATH.

#### Frontend
- `web/src/components/layout-recognize-form-field.tsx` —
`OpenDataLoader` added to `ParseDocumentType` enum and parser dropdown.
Cascades automatically to the pipeline editor's Parser component.

#### Docs
- `docs/guides/dataset/select_pdf_parser.md` — added OpenDataLoader
entry and full env-var reference.

---

### Environment variables

| Variable | Default | Description |
|---|---|---|
| `USE_OPENDATALOADER` | `false` | Set `true` to install
`opendataloader-pdf` on container startup |
| `OPENDATALOADER_VERSION` | latest | Pin the PyPI release (e.g.
`==2.2.1`) |
| `OPENDATALOADER_HYBRID` | _(unset)_ | Enable hybrid AI mode (e.g.
`docling-fast`) |
| `OPENDATALOADER_IMAGE_OUTPUT` | _(unset)_ | `off` / `embedded` /
`external` |
| `OPENDATALOADER_OUTPUT_DIR` | _(tmp)_ | Persistent output dir; temp
dir used + cleaned if unset |
| `OPENDATALOADER_DELETE_OUTPUT` | `1` | `0` to retain intermediate
files for debugging |
| `OPENDATALOADER_SANITIZE` | _(unset)_ | `1` to filter prompt-injection
patterns from output |

---

### Dependencies

- **Runtime**: `opendataloader-pdf` (PyPI, Apache 2.0) — opt-in, not
added to `pyproject.toml` core deps. Installed by
`ensure_opendataloader()` at container startup when
`USE_OPENDATALOADER=true`.
- **System**: Java 11+ on PATH (JVM is the underlying engine). The
installer skips with a warning if `java` is not found.

---

### How to test

**Standalone parser:**
```bash
source .venv/bin/activate
uv pip install opendataloader-pdf
python3 -c "
import sys; sys.path.insert(0, '.')
from deepdoc.parser.opendataloader_parser import OpenDataLoaderParser
p = OpenDataLoaderParser()
print('available:', p.check_installation())
s, t = p.parse_pdf('path/to/test.pdf', parse_method='pipeline')
print(f'sections={len(s)} tables={len(t)}')
"

```
### Benchmark vs Docling
```
file                      parser            secs  sections  tables
----------------------------------------------------------------------
text-heavy.pdf            docling           45.29       148      10
text-heavy.pdf            opendataloader     3.14       559       0
table-heavy.pdf           docling           7.05        76       3
table-heavy.pdf           opendataloader     3.71        90       0
complex.pdf               docling            42.67       114       8
complex.pdf               opendataloader     3.51       180       0
```
2026-04-25 00:33:02 +08:00
25089600d0 Feat: introduce minimum type check for pipeline (#14354)
### What problem does this PR solve?

Feat: introduce minimum type check for pipeline

### Type of change

- [x] New Feature (non-breaking change which adds functionality)
2026-04-24 21:12:50 +08:00
b3891ba6a4 Fix audio/video in pipeline (#14241)
### What problem does this PR solve?

Fix audio/video in pipeline

### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
2026-04-21 12:17:57 +08:00
944a90d645 Feat: add button to turn off vlm parsing (#14125)
### What problem does this PR solve?

Feat: add button to turn off vlm parsing

### Type of change

- [x] New Feature (non-breaking change which adds functionality)

---------

Co-authored-by: chanx <1243304602@qq.com>
2026-04-15 19:06:00 +08:00
18cafff790 Fix: markdown parser in pipeline (#14032)
### What problem does this PR solve?

Fix: markdown parser in pipeline

### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
2026-04-10 14:11:14 +08:00
87a87a7122 Feat: pipeline support ONE chunking method (#14024)
### What problem does this PR solve?

Feat: pipeline support ONE chunking method

### Type of change

- [x] New Feature (non-breaking change which adds functionality)

---------

Co-authored-by: Yingfeng <yingfeng.zhang@gmail.com>
2026-04-10 13:11:22 +08:00
27329b40ed Refact: refact on parser structure (#14012)
### What problem does this PR solve?

Refact: refact on parser structure

### Type of change

- [x] Refactoring
2026-04-10 10:03:44 +08:00
52f5880d21 Fix: support vlm fall back in pipeline (#14007)
### What problem does this PR solve?

Fix: support vlm fall back in pipeline for img/table parsing

### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
2026-04-09 20:20:11 +08:00
b7744e053e fix: support dense_vector from ES fields response (ES 9.x compatibility) (#13972)
fix: support dense_vector from ES fields response (ES 9.x compatibility)

- [x] Bug Fix (non-breaking change which fixes an issue)
- [x] Configuration Chore (non-breaking change which updates
configuration)


## Summary by CodeRabbit

* **Bug Fixes**
* More accurate handling and unwrapping of dense-vector fields so
returned values have correct shapes.
* Field selection reliably limits returned data and falls back to
alternate result locations when needed.
* Use of consistent result IDs and tolerant handling when score values
are missing.

* **Chores / Configuration**
* Increased build memory and adjusted build-time flags for the frontend
build.
* Simplified runtime model/GPU checks and removed an automated runtime
GPU-install attempt.

* **Build Fixes**
* `web/vite.config.ts`: make `build.minify` and `build.sourcemap`
respect `VITE_MINIFY` and `VITE_BUILD_SOURCEMAP` env vars from
Dockerfile instead of hardcoding `terser` and `true`.

* **Environment**
* Allow stack version override and default the runtime image tag to
"latest".

<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->

## Summary by CodeRabbit

* **Bug Fixes**
* Correct unwrapping of dense-vector fields and reliable field selection
with fallback locations.
* Consistent use of hit-level IDs and tolerant handling when score
values are missing.

* **Chores / Configuration**
* Increased frontend build memory and added build-time minify/sourcemap
flags; build minification and sourcemap now configurable.
* Removed runtime GPU detection for model initialization; force CPU
initialization.

* **Environment**
* Allow stack version override and default runtime image tag to
"latest".

<!-- end of auto-generated comment: release notes by coderabbit.ai -->

---------

Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
2026-04-09 17:44:13 +08:00
107fe6cf90 Feat: support doc for pipeline parser in word (#14005)
### What problem does this PR solve?

Feat: support doc for pipeline parser in word

### Type of change

- [x] New Feature (non-breaking change which adds functionality)



<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->

## Summary by CodeRabbit

* **New Features**
* Added support for processing legacy Word `.doc` file formats,
extending document compatibility.

* **Bug Fixes**
* Enhanced error handling during document parsing to improve reliability
and prevent processing failures.
2026-04-09 16:40:42 +08:00
69264b3a70 Feat: Refact pipeline (#13826)
### What problem does this PR solve?

### Type of change

- [x] New Feature (non-breaking change which adds functionality)
- [x] Refactoring

---------

Co-authored-by: Zhichang Yu <yuzhichang@gmail.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
2026-04-03 19:26:45 +08:00
60ad32a0c2 Feat: support epub parsing (#13650)
Closes #1398

### What problem does this PR solve?

Adds native support for EPUB files. EPUB content is extracted in spine
(reading) order and parsed using the existing HTML parser. No new
dependencies required.

### Type of change

- [x] New Feature (non-breaking change which adds functionality)

To check this parser manually:

```python
uv run --python 3.12 python -c "
from deepdoc.parser import EpubParser

with open('$HOME/some_epub_book.epub', 'rb') as f:
  data = f.read()

sections = EpubParser()(None, binary=data, chunk_token_num=512)
print(f'Got {len(sections)} sections')
for i, s in enumerate(sections[:5]):
  print(f'\n--- Section {i} ---')
  print(s[:200])
"
```
2026-03-17 20:14:06 +08:00
387b0b27c4 feat(parser): support external Docling server via DOCLING_SERVER_URL (#13527)
### What problem does this PR solve?

This PR adds support for parsing PDFs through an external Docling
server, so RAGFlow can connect to remote `docling serve` deployments
instead of relying only on local in-process Docling.

It addresses the feature request in
[#13426](https://github.com/infiniflow/ragflow/issues/13426) and aligns
with the external-server usage pattern already used by MinerU.

### Type of change

- [ ] Bug Fix (non-breaking change which fixes an issue)
- [x] New Feature (non-breaking change which adds functionality)
- [x] Documentation Update
- [ ] Refactoring
- [ ] Performance Improvement
- [ ] Other (please describe):

### What is changed?

- Add external Docling server support in `DoclingParser`:
  - Use `DOCLING_SERVER_URL` to enable remote parsing mode.
- Try `POST /v1/convert/source` first, and fallback to
`/v1alpha/convert/source`.
- Keep existing local Docling behavior when `DOCLING_SERVER_URL` is not
set.
- Wire Docling env settings into parser invocation paths:
  - `rag/app/naive.py`
  - `rag/flow/parser/parser.py`
- Add Docling env hints in constants and update docs:
  - `docs/guides/dataset/select_pdf_parser.md`
  - `docs/guides/agent/agent_component_reference/parser.md`
  - `docs/faq.mdx`

### Why this approach?

This keeps the change focused on one issue and one capability (external
Docling connectivity), without introducing unrelated provider-model
plumbing.

### Validation

- Static checks:
  - `python -m py_compile` on changed Python files
  - `python -m ruff check` on changed Python files
- Functional checks:
  - Remote v1 endpoint path works
  - v1alpha fallback works
  - Local Docling path remains available when server URL is unset

### Related links

- Feature request: [Support external Docling server (issue
#13426)](https://github.com/infiniflow/ragflow/issues/13426)
- Compare view for this branch:
[main...feat/docling-server](https://github.com/infiniflow/ragflow/compare/main...spider-yamet:ragflow:feat/docling-server?expand=1)

##### Fixes [#13426](https://github.com/infiniflow/ragflow/issues/13426)
2026-03-12 17:09:03 +08:00
62cb292635 Feat/tenant model (#13072)
### What problem does this PR solve?

Add id for table tenant_llm and apply in LLMBundle.

### Type of change

- [x] Refactoring

---------

Co-authored-by: Yingfeng <yingfeng.zhang@gmail.com>
Co-authored-by: Liu An <asiro@qq.com>
2026-03-05 17:27:17 +08:00
f0dd12289c Feat: add preprocess parameters for ingestion pipeline (#13300)
### What problem does this PR solve?
Feat: add preprocess parameters for ingestion pipeline

### Type of change

- [x] New Feature (non-breaking change which adds functionality)
2026-03-02 13:18:57 +08:00
158503a1aa Feat: optimize ingestion pipeline with preprocess (#13211)
### What problem does this PR solve?

Feat: optimize ingestion pipeline with preprocess

### Type of change

- [x] New Feature (non-breaking change which adds functionality)
2026-02-26 10:24:13 +08:00
109441628b Fix: upload image files (#13071)
### What problem does this PR solve?

Fix: upload image files

### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
2026-02-11 09:47:33 +08:00
f11ca54e0e Fix: docx parser output consistent (#12965)
### What problem does this PR solve?

Fix: docx parser output consistent

> File "/home/bxy/ragflow/rag/flow/parser/parser.py", line 506, in _word
>     sections, tbls = docx_parser(name, binary=blob)
>     ^^^^^^^^^^^^^^
> ValueError: too many values to unpack (expected 2)
> 

### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
2026-02-03 15:36:58 +08:00
927db0b373 Refa: asyncio.to_thread to ThreadPoolExecutor to break thread limitat… (#12716)
### Type of change

- [x] Refactoring
2026-01-20 13:29:37 +08:00
68e5c86e9c Fix: image not displaying thumbnails when using pipeline (#12574)
### What problem does this PR solve?

Fix image not displaying thumbnails when using pipeline.

### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
2026-01-13 12:54:13 +08:00
4fe3c24198 feat: PaddleOCR PDF parser supports thumnails and positions (#12565)
### What problem does this PR solve?

1. PaddleOCR PDF parser supports thumnails and positions.
2. Add FAQ documentation for PaddleOCR PDF parser.


### Type of change

- [x] New Feature (non-breaking change which adds functionality)
2026-01-13 09:51:08 +08:00
2e09db02f3 feat: add paddleocr parser (#12513)
### What problem does this PR solve?

Add PaddleOCR as a new PDF parser.

### Type of change

- [x] New Feature (non-breaking change which adds functionality)
2026-01-09 17:48:45 +08:00
df0c092b22 Feat: add image table context to pipeline splitter (#12167)
### What problem does this PR solve?

Add image table context to pipeline splitter.

### Type of change

- [x] New Feature (non-breaking change which adds functionality)
2025-12-25 12:12:23 +08:00
bd76b8ff1a Fix: Tika server upgrades. (#12073)
### What problem does this PR solve?

#12037

### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
2025-12-23 09:35:52 +08:00
03f9be7cbb Refa: only support MinerU-API now (#11977)
### 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
2025-12-17 12:58:48 +08:00
e9710b7aa9 Refa: treat MinerU as an OCR model 2 (#11905)
### What problem does this PR solve?

Treat MinerU as an OCR model 2. #11903

### Type of change

- [x] Refactoring
2025-12-11 17:33:12 +08:00
65a5a56d95 Refa:replace trio with asyncio (#11831)
### What problem does this PR solve?

change:
replace trio with asyncio

### Type of change
- [x] Refactoring
2025-12-09 19:23:14 +08:00
a94b3b9df2 Refa: treat MinerU as an OCR model (#11849)
### What problem does this PR solve?

 Treat MinerU as an OCR model.

### Type of change

- [x] New Feature (non-breaking change which adds functionality)
- [x] Refactoring
2025-12-09 18:54:14 +08:00
c51e6b2a58 Refa: migrate CV model chat to Async (#11828)
### What problem does this PR solve?

Migrate CV model chat to Async. #11750

### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
- [x] Refactoring
2025-12-09 13:08:37 +08:00
9d8b96c1d0 Feat: add context for figure and table (#11547)
### What problem does this PR solve?

Add context for figure table.



![demo_figure_table_context](https://github.com/user-attachments/assets/61b37fac-e22e-40a4-9665-9396c7b4103e)


`==================()` for demonstrating purpose. 
### Type of change

- [x] New Feature (non-breaking change which adds functionality)
2025-11-27 10:21:44 +08:00
7c20c964b4 Fix: incorrect image merging for naive markdown parser (#11520)
### What problem does this PR solve?

Fix incorrect image merging for naive markdown parser. #9349 


[ragflow_readme.webm](https://github.com/user-attachments/assets/ca3f1e18-72b6-4a4c-80db-d03da9adf8dc)

### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
2025-11-25 19:54:06 +08:00
420c97199a Feat: Add TCADP parser for PPTX and spreadsheet document types. (#11041)
### What problem does this PR solve?

- Added TCADP Parser configuration fields to PDF, PPT, and spreadsheet
parsing forms
- Implemented support for setting table result type (Markdown/HTML) and
Markdown image response type (URL/Text)
- Updated TCADP Parser to handle return format settings from
configuration or parameters
- Enhanced frontend to dynamically show TCADP options based on selected
parsing method
- Modified backend to pass format parameters when calling TCADP API
- Optimized form default value logic for TCADP configuration items
- Updated multilingual resource files for new configuration options

### Type of change

- [x] New Feature (non-breaking change which adds functionality)
2025-11-20 10:08:42 +08:00
f98b24c9bf Move api.settings to common.settings (#11036)
### What problem does this PR solve?

As title

### Type of change

- [x] Refactoring

---------

Signed-off-by: Jin Hai <haijin.chn@gmail.com>
2025-11-06 09:36:38 +08:00
1a9215bc6f Move some vars to globals (#11017)
### What problem does this PR solve?

As title.

### Type of change

- [x] Refactoring

---------

Signed-off-by: Jin Hai <haijin.chn@gmail.com>
2025-11-05 14:14:38 +08:00
bab3fce136 Move some constants to common (#11004)
### What problem does this PR solve?

As title.

### Type of change

- [x] Refactoring

---------

Signed-off-by: Jin Hai <haijin.chn@gmail.com>
2025-11-05 08:01:39 +08:00
2677617f93 Feat: supports MinerU http-client/server method (#10961)
### What problem does this PR solve?

Add support for MinerU http-client/server method.

To use MinerU with vLLM server:

1. Set up a vLLM server running MinerU:
   ```bash
   mineru-vllm-server --port 30000
   ```

2. Configure the following environment variables:
- `MINERU_EXECUTABLE=/ragflow/uv_tools/.venv/bin/mineru` (or the path to
your MinerU executable)
   - `MINERU_BACKEND="vlm-http-client"`
   - `MINERU_SERVER_URL="http://your-vllm-server-ip:30000"`

3. Follow the standard MinerU setup steps as described above.

With this configuration, RAGFlow will connect to your vLLM server to
perform document parsing, which can significantly improve parsing
performance for complex documents while reducing the resource
requirements on your RAGFlow server.



![1](https://github.com/user-attachments/assets/46624a0c-0f3b-423e-ace8-81801e97a27d)

![2](https://github.com/user-attachments/assets/66ccc004-a598-47d4-93cb-fe176834f83b)


### Type of change

- [x] New Feature (non-breaking change which adds functionality)
- [x] Documentation Update

---------

Co-authored-by: writinwaters <cai.keith@gmail.com>
2025-11-04 16:03:30 +08:00
d008a4df9f Move base64_image related functions to common directory (#10957)
### What problem does this PR solve?

As title

### Type of change

- [x] Refactoring

---------

Signed-off-by: Jin Hai <haijin.chn@gmail.com>
2025-11-03 15:20:46 +08:00
061d8f78e5 Feat: location rule for http (#10901)
### What problem does this PR solve?

Location rule for http.

### Type of change

- [x] New Feature (non-breaking change which adds functionality)
2025-11-03 11:01:24 +08:00
f52e56c2d6 Remove 'get_lan_ip' and add common misc_utils.py (#10880)
### What problem does this PR solve?

Add get_uuid, download_img and hash_str2int into misc_utils.py

### Type of change

- [x] Refactoring

---------

Signed-off-by: Jin Hai <haijin.chn@gmail.com>
2025-10-31 16:42:01 +08:00
5f65c7f48e Fix: video parser should follow selected VLM in pipeline (#10900)
### What problem does this PR solve?

Video parser should follow selected VLM, rather than default one.

### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
2025-10-30 17:59:50 +08:00
b52f09adfe Mineru api support (#10874)
### What problem does this PR solve?

support local mineru api in docker instance. like no gpu in wsl on
windows, but has mineru api with gpu support.

### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
- [x] New Feature (non-breaking change which adds functionality)
2025-10-30 17:31:46 +08:00
33a189f620 Feat: add TCADP Parser (#10775)
### What problem does this PR solve?

This PR adds a new TCADP (Tencent Cloud Advanced Document Processing)
parser to RAGFlow, enabling users to leverage Tencent Cloud's document
parsing capabilities for more accurate and structured document
processing. The implementation includes:
New TCADP Parser: A complete implementation of Tencent Cloud's document
parsing API without SDK dependency
Configuration Support: Added configuration options in service_conf.yaml
for Tencent Cloud API credentials
Frontend Integration: Updated UI components to support the new TCADP
parser option
Error Handling: Comprehensive error handling and retry mechanisms for
API calls
Result Processing: Support for both SSE streaming and JSON response
formats from Tencent Cloud API

### Type of change

- [x] New Feature (non-breaking change which adds functionality)

---------

Co-authored-by: Kevin Hu <kevinhu.sh@gmail.com>
2025-10-27 15:14:58 +08:00
5fb5a51b2e Fix: create KB initial embedding. (#10751)
### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
2025-10-23 16:17:43 +08:00
f24d464a53 Fix: video file suffix (#10740)
### What problem does this PR solve?


### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
2025-10-23 11:13:09 +08:00
f7112acd97 Feat: pipeline supports MinerU PDF parser (#10736)
### What problem does this PR solve?

Pipeline supports MinerU PDF parser.

### Type of change

- [x] New Feature (non-breaking change which adds functionality)
2025-10-23 09:24:31 +08:00
de4f75dcd8 Fix: add video parser (#10735)
### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
2025-10-23 09:24:16 +08:00
f92a45dcc4 Feat: let toc run asynchronizly... (#10513)
### What problem does this PR solve?

#10436 

### Type of change

- [x] New Feature (non-breaking change which adds functionality)
2025-10-14 14:14:52 +08:00
7fb8b30cc2 fix: decode before format to json (#10506)
### What problem does this PR solve?

Decode bytes before format to json.

### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
2025-10-13 11:11:06 +08:00
2828e321bc Fix: remove lang for autio. (#10496)
### What problem does this PR solve?


### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
2025-10-11 19:38:07 +08:00