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364 Commits

Author SHA1 Message Date
fd11aca8e5 feat: Implement pluggable multi-provider sandbox architecture (#12820)
## Summary

Implement a flexible sandbox provider system supporting both
self-managed (Docker) and SaaS (Aliyun Code Interpreter) backends for
secure code execution in agent workflows.

**Key Changes:**
-  Aliyun Code Interpreter provider using official
`agentrun-sdk>=0.0.16`
-  Self-managed provider with gVisor (runsc) security
-  Arguments parameter support for dynamic code execution
-  Database-only configuration (removed fallback logic)
-  Configuration scripts for quick setup

Issue #12479

## Features

### 🔌 Provider Abstraction Layer

**1. Self-Managed Provider** (`agent/sandbox/providers/self_managed.py`)
- Wraps existing executor_manager HTTP API
- gVisor (runsc) for secure container isolation
- Configurable pool size, timeout, retry logic
- Languages: Python, Node.js, JavaScript
- ⚠️ **Requires**: gVisor installation, Docker, base images

**2. Aliyun Code Interpreter**
(`agent/sandbox/providers/aliyun_codeinterpreter.py`)
- SaaS integration using official agentrun-sdk
- Serverless microVM execution with auto-authentication
- Hard timeout: 30 seconds max
- Credentials: `AGENTRUN_ACCESS_KEY_ID`, `AGENTRUN_ACCESS_KEY_SECRET`,
`AGENTRUN_ACCOUNT_ID`, `AGENTRUN_REGION`
- Automatically wraps code to call `main()` function

**3. E2B Provider** (`agent/sandbox/providers/e2b.py`)
- Placeholder for future integration

### ⚙️ Configuration System

- `conf/system_settings.json`: Default provider =
`aliyun_codeinterpreter`
- `agent/sandbox/client.py`: Enforces database-only configuration
- Admin UI: `/admin/sandbox-settings`
- Configuration validation via `validate_config()` method
- Health checks for all providers

### 🎯 Key Capabilities

**Arguments Parameter Support:**
All providers support passing arguments to `main()` function:
```python
# User code
def main(name: str, count: int) -> dict:
    return {"message": f"Hello {name}!" * count}

# Executed with: arguments={"name": "World", "count": 3}
# Result: {"message": "Hello World!Hello World!Hello World!"}
```

**Self-Describing Providers:**
Each provider implements `get_config_schema()` returning form
configuration for Admin UI

**Error Handling:**
Structured `ExecutionResult` with stdout, stderr, exit_code,
execution_time

## Configuration Scripts

Two scripts for quick Aliyun sandbox setup:

**Shell Script (requires jq):**
```bash
source scripts/configure_aliyun_sandbox.sh
```

**Python Script (interactive):**
```bash
python3 scripts/configure_aliyun_sandbox.py
```

## Testing

```bash
# Unit tests
uv run pytest agent/sandbox/tests/test_providers.py -v

# Aliyun provider tests
uv run pytest agent/sandbox/tests/test_aliyun_codeinterpreter.py -v

# Integration tests (requires credentials)
uv run pytest agent/sandbox/tests/test_aliyun_codeinterpreter_integration.py -v

# Quick SDK validation
python3 agent/sandbox/tests/verify_sdk.py
```

**Test Coverage:**
- 30 unit tests for provider abstraction
- Provider-specific tests for Aliyun
- Integration tests with real API
- Security tests for executor_manager

## Documentation

- `docs/develop/sandbox_spec.md` - Complete architecture specification
- `agent/sandbox/tests/MIGRATION_GUIDE.md` - Migration from legacy
sandbox
- `agent/sandbox/tests/QUICKSTART.md` - Quick start guide
- `agent/sandbox/tests/README.md` - Testing documentation

## Breaking Changes

⚠️ **Migration Required:**

1. **Directory Move**: `sandbox/` → `agent/sandbox/`
   - Update imports: `from sandbox.` → `from agent.sandbox.`

2. **Mandatory Configuration**: 
   - SystemSettings must have `sandbox.provider_type` configured
   - Removed fallback default values
- Configuration must exist in database (from
`conf/system_settings.json`)

3. **Aliyun Credentials**:
   - Requires `AGENTRUN_*` environment variables (not `ALIYUN_*`)
   - `AGENTRUN_ACCOUNT_ID` is now required (Aliyun primary account ID)

4. **Self-Managed Provider**:
   - gVisor (runsc) must be installed for security
   - Install: `go install gvisor.dev/gvisor/runsc@latest`

## Database Schema Changes

```python
# SystemSettings.value: CharField → TextField
api/db/db_models.py: Changed for unlimited config length

# SystemSettingsService.get_by_name(): Fixed query precision
api/db/services/system_settings_service.py: startswith → exact match
```

## Files Changed

### Backend (Python)
- `agent/sandbox/providers/base.py` - SandboxProvider ABC interface
- `agent/sandbox/providers/manager.py` - ProviderManager
- `agent/sandbox/providers/self_managed.py` - Self-managed provider
- `agent/sandbox/providers/aliyun_codeinterpreter.py` - Aliyun provider
- `agent/sandbox/providers/e2b.py` - E2B provider (placeholder)
- `agent/sandbox/client.py` - Unified client (enforces DB-only config)
- `agent/tools/code_exec.py` - Updated to use provider system
- `admin/server/services.py` - SandboxMgr with registry & validation
- `admin/server/routes.py` - 5 sandbox API endpoints
- `conf/system_settings.json` - Default: aliyun_codeinterpreter
- `api/db/db_models.py` - TextField for SystemSettings.value
- `api/db/services/system_settings_service.py` - Exact match query

### Frontend (TypeScript/React)
- `web/src/pages/admin/sandbox-settings.tsx` - Settings UI
- `web/src/services/admin-service.ts` - Sandbox service functions
- `web/src/services/admin.service.d.ts` - Type definitions
- `web/src/utils/api.ts` - Sandbox API endpoints

### Documentation
- `docs/develop/sandbox_spec.md` - Architecture spec
- `agent/sandbox/tests/MIGRATION_GUIDE.md` - Migration guide
- `agent/sandbox/tests/QUICKSTART.md` - Quick start
- `agent/sandbox/tests/README.md` - Testing guide

### Configuration Scripts
- `scripts/configure_aliyun_sandbox.sh` - Shell script (jq)
- `scripts/configure_aliyun_sandbox.py` - Python script

### Tests
- `agent/sandbox/tests/test_providers.py` - 30 unit tests
- `agent/sandbox/tests/test_aliyun_codeinterpreter.py` - Provider tests
- `agent/sandbox/tests/test_aliyun_codeinterpreter_integration.py` -
Integration tests
- `agent/sandbox/tests/verify_sdk.py` - SDK validation

## Architecture

```
Admin UI → Admin API → SandboxMgr → ProviderManager → [SelfManaged|Aliyun|E2B]
                                      ↓
                                  SystemSettings
```

## Usage

### 1. Configure Provider

**Via Admin UI:**
1. Navigate to `/admin/sandbox-settings`
2. Select provider (Aliyun Code Interpreter / Self-Managed)
3. Fill in configuration
4. Click "Test Connection" to verify
5. Click "Save" to apply

**Via Configuration Scripts:**
```bash
# Aliyun provider
export AGENTRUN_ACCESS_KEY_ID="xxx"
export AGENTRUN_ACCESS_KEY_SECRET="yyy"
export AGENTRUN_ACCOUNT_ID="zzz"
export AGENTRUN_REGION="cn-shanghai"
source scripts/configure_aliyun_sandbox.sh
```

### 2. Restart Service

```bash
cd docker
docker compose restart ragflow-server
```

### 3. Execute Code in Agent

```python
from agent.sandbox.client import execute_code

result = execute_code(
    code='def main(name: str) -> dict: return {"message": f"Hello {name}!"}',
    language="python",
    timeout=30,
    arguments={"name": "World"}
)

print(result.stdout)  # {"message": "Hello World!"}
```

## Troubleshooting

### "Container pool is busy" (Self-Managed)
- **Cause**: Pool exhausted (default: 1 container in `.env`)
- **Fix**: Increase `SANDBOX_EXECUTOR_MANAGER_POOL_SIZE` to 5+

### "Sandbox provider type not configured"
- **Cause**: Database missing configuration
- **Fix**: Run config script or set via Admin UI

### "gVisor not found"
- **Cause**: runsc not installed
- **Fix**: `go install gvisor.dev/gvisor/runsc@latest && sudo cp
~/go/bin/runsc /usr/local/bin/`

### Aliyun authentication errors
- **Cause**: Wrong environment variable names
- **Fix**: Use `AGENTRUN_*` prefix (not `ALIYUN_*`)

## Checklist

- [x] All tests passing (30 unit tests + integration tests)
- [x] Documentation updated (spec, migration guide, quickstart)
- [x] Type definitions added (TypeScript)
- [x] Admin UI implemented
- [x] Configuration validation
- [x] Health checks implemented
- [x] Error handling with structured results
- [x] Breaking changes documented
- [x] Configuration scripts created
- [x] gVisor requirements documented

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>

---------

Co-authored-by: Claude Sonnet 4.5 <noreply@anthropic.com>
2026-01-28 13:28:21 +08:00
413956e9dd Feat: Add German language support for agent template and various UI elements (#12830)
### What problem does this PR solve?

This PR updates and extends the german language support in the frontend.
Additionally two more elements are handled dynamically now. The
interactive Agent is also titled and described in german now.

### Type of change

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

Co-authored-by: Jakob <16180662+hauberj@users.noreply.github.com>
2026-01-27 12:42:44 +08:00
f0fcf8aa9a Fix: reset conversation variables. (#12814)
### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
2026-01-26 10:43:57 +08:00
08c01b76d5 Fix: missing parent chunk issue. (#12789)
### What problem does this PR solve?

Close #12783

### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
2026-01-23 12:54:08 +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
E.G
9da48ab0bd fix: Handle NaN/Infinity values in ExeSQL JSON response (#12666)
## Summary

Fixes #12631

When SQL query results contain NaN (Not a Number) or Infinity values
(e.g., from division by zero or other calculations), the JSON
serialization would fail because **NaN and Infinity are not valid JSON
values**.

This caused the agent interface to show 'undefined' error, as described
in the issue where `EXAMINE_TIMES` became `NaN` and broke the JSON
parsing.

## Root Cause

The `convert_decimals` function in `exesql.py` was only handling
`Decimal` types, but not `float` values that could be `NaN` or
`Infinity`.

When these invalid JSON values were serialized:
```json
{"EXAMINE_TIMES": NaN}  // Invalid JSON!
```

The frontend JSON parser would fail, causing the 'undefined' error.

## Solution

Extended `convert_decimals` to detect `float` values and convert
`NaN`/`Infinity` to `null` before JSON serialization:

```python
if isinstance(obj, float):
    if math.isnan(obj) or math.isinf(obj):
        return None
    return obj
```

This ensures all SQL results can be properly serialized to valid JSON.

---
This is a Gittensor contribution.
gittensor:user:GlobalStar117

Co-authored-by: GlobalStar117 <GlobalStar117@users.noreply.github.com>
Co-authored-by: Jin Hai <haijin.chn@gmail.com>
Co-authored-by: Zhichang Yu <yuzhichang@gmail.com>
2026-01-19 12:46:06 +08:00
9a10558f80 Refa: async retrieval process. (#12629)
### Type of change

- [x] Refactoring
- [x] Performance Improvement
2026-01-15 12:28:49 +08:00
941651a16f Fix: wrong input trace in Category component (#12590)
### What problem does this PR solve?

Wrong input trace in Category component

### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
2026-01-13 17:54:57 +08:00
23a9544b73 Fix: toc async issue. (#12485)
### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
2026-01-07 15:35:30 +08:00
461c81e14a Fix: KG search issue. (#12364)
### What problem does this PR solve?

Close #12347

### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
2025-12-31 14:40:27 +08:00
4a6d37f0e8 Fix: use async task to save memory (#12308)
### What problem does this PR solve?

Use async task to save memory.

### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)

---------

Co-authored-by: Jin Hai <haijin.chn@gmail.com>
2025-12-30 11:41:38 +08:00
d285d8cd97 Fix: memory (#12230)
### What problem does this PR solve?

Judge has attr memory_ids

### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
2025-12-26 14:42:47 +08:00
7498bc63a3 Fix: judge retrieval from (#12223)
### What problem does this PR solve?

Judge retrieval from in retrieval component, and fix bug in message
component

### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
2025-12-26 13:01:46 +08:00
6e9691a419 Feat: message manage (#12196)
### What problem does this PR solve?

Manage message and use in agent.

Issue #4213 

### Type of change

- [x] New Feature (non-breaking change which adds functionality)
2025-12-25 21:18:13 +08:00
f0dac1d90e Fix: loopitem None issue. (#12166)
### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
2025-12-25 12:12:38 +08:00
badd5aa101 Fix: LLM tool does not exist in multiple retrieval case (#12143)
### What problem does this PR solve?

 Fix LLM tool does not exist in multiple retrieval case

### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
2025-12-25 11:53:51 +08:00
957bc021eb Fix:remove duplicate tool_meta (#12139)
### What problem does this PR solve?
pr:#12117
change:remove duplicate tool_meta

### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
2025-12-25 11:53:24 +08:00
8197f9a873 Fix: table tag on chunks. (#12126)
### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
2025-12-25 11:25:38 +08:00
d1bc7ad2ee Fix only one of multiple retrieval tools is effective (#12110)
### What problem does this PR solve?

Fix only one of multiple retrieval tools is effective

### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
2025-12-23 14:08:25 +08:00
321474fb97 Fix: update method call to use simplified async tool reaction (#12108)
### What problem does this PR solve?
pr:#12091
change:update method call to use simplified async tool reaction

### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
2025-12-23 13:36:58 +08:00
1444de981c Feat: enhance webhook response to include status and success fields and simplify ReAct agent (#12091)
### What problem does this PR solve?

change:
enhance webhook response to include status and success fields and
simplify ReAct agent

### Type of change

- [x] New Feature (non-breaking change which adds functionality)
2025-12-23 09:36:08 +08:00
57edc215d7 Feat:update webhook component (#11739)
### What problem does this PR solve?
issue:
https://github.com/infiniflow/ragflow/issues/10427

https://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)
2025-12-18 19:34:39 +08:00
d38f8a1562 Add license and Fix IDE warnings (#11985)
### 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>
2025-12-17 17:04:44 +08:00
5e05f43c3d Update default prompt (#11984)
### 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>
2025-12-17 12:57:24 +08:00
30019dab9f Change knowledge base to dataset (#11976)
### What problem does this PR solve?

As title

### Type of change

- [x] Refactoring

---------

Signed-off-by: Jin Hai <haijin.chn@gmail.com>
2025-12-17 10:03:33 +08:00
0e8b9588ba Fix error and format issue (#11975)
### 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>
2025-12-16 19:29:37 +08:00
5bba562048 Feature/excel export fix (#11914)
### 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>
2025-12-16 13:15:52 +08:00
0f0fb53256 Refa: refactor metadata filter (#11907)
### What problem does this PR solve?

Refactor metadata filter.

### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
- [x] Refactoring

---------

Co-authored-by: Kevin Hu <kevinhu.sh@gmail.com>
2025-12-12 17:12:38 +08:00
f9510edbbc Feature/docs generator (#11858)
### Type of change

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


### What problem does this PR solve?

This PR introduces a new Docs Generator agent component for producing
downloadable PDF, DOCX, or TXT files from Markdown content generated
within a RAGFlow workflow.

### **Key Features**

**Backend**

- New component: DocsGenerator (agent/component/docs_generator.py)
- 
- Markdown → PDF/DOCX/TXT conversion
- 
- Supports tables, lists, code blocks, headings, and rich formatting
- 
- Configurable document style (fonts, margins, colors, page size,
orientation)
- 
- Optional header logo and footer with page numbers/timestamps
- 

**Frontend**

- New configuration UI for the Docs Generator
- 
- Download button integrated into the chat interface
- 
- Output wired to the Message component
- 
- Full i18n support

**Documentation**

Added component guide:
docs/guides/agent/agent_component_reference/docs_generator.md

**Usage**

Add the Docs Generator to a workflow, connect Markdown output from an
upstream component, configure metadata/style, and feed its output into
the Message component. Users will see a document download button
directly in the chat.

**Contributor Note**

We have been following RAGFlow since more than a year and half now and
have worked extensively on personalizing the framework and integrating
it into several of our internal systems. Over the past year and a half,
we have built multiple platforms that rely on RAGFlow as a core
component, which has given us a strong appreciation for how flexible and
powerful the project is.

We also previously contributed the full Italian translation, and we were
glad to see it accepted. This new Docs Generator component was created
for our own production needs, and we believe that it may be useful for
many others in the community as well.

We want to sincerely thank the entire RAGFlow team for the remarkable
work you have done and continue to do. If there are opportunities to
contribute further, we would be glad to help whenever we have time
available. It would be a pleasure to support the project in any way we
can.

If appropriate, we would be glad to be listed among the project’s
contributors, but in any case we look forward to continuing to support
and contribute to the project.

PentaFrame Development Team

---------

Co-authored-by: PentaFrame <info@pentaframe.it>
Co-authored-by: Kevin Hu <kevinhu.sh@gmail.com>
2025-12-12 14:59:43 +08:00
ea4a5cd665 Fix: tokenizer issue. (#11902)
#11786
### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
2025-12-11 17:38:17 +08:00
c610bb605a Added semi-automatic mode to the metadata filter (#11886)
### What problem does this PR solve?

Retrieval metadata filtering adds semi-automatic mode, and users can
manually check the metadata key that participates in LLM to generate
filter conditions.
### Type of change

- [x] New Feature (non-breaking change which adds functionality)
2025-12-11 10:45:21 +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
lin
5c9672a265 Fix: advanced_ingestion_pipeline (#11816)
### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)

Co-authored-by: kche0169 <shiratakekanpakuji@gmail.com>
2025-12-09 09:32:42 +08:00
43f51baa96 Fix errors (#11804)
### What problem does this PR solve?

1. typos
2. grammar errors.

### Type of change

- [x] Refactoring

Signed-off-by: Jin Hai <haijin.chn@gmail.com>
2025-12-08 12:21:18 +08:00
8de6b97806 Feature (canvas): Add Api for download "message" component output's file (#11772)
### What problem does this PR solve?

-Add Api for download "message" component output's file 
-Change the attachment output type check from tuple to
dictionary,because 'attachement' is not instance of tuple
-Update the message type to message_end to avoid the problem that
content does not send an error message when the message type is ans
["data"] ["content"]

### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
- [x] New Feature (non-breaking change which adds functionality)
2025-12-05 19:42:35 +08:00
e4e0a88053 Feat: Fillup component return value not object (#11780)
### What problem does this PR solve?

 Fillup component return value not object

### Type of change

- [x] New Feature (non-breaking change which adds functionality)
2025-12-05 19:27:36 +08:00
27b0550876 Refa: cleanup synchronous functions in agent_with_tools (#11736)
### What problem does this PR solve?

Cleanup synchronous functions in agent_with_tools.

### Type of change

- [x] Refactoring
2025-12-04 14:15:05 +08:00
b1f3130519 Refactor: Remove useless for and add (#11720)
### What problem does this PR solve?

Remove useless for and add

### Type of change

- [x] Refactoring
2025-12-04 10:43:24 +08:00
e3f40db963 Refa: make RAGFlow more asynchronous 2 (#11689)
### What problem does this PR solve?

Make RAGFlow more asynchronous 2. #11551, #11579, #11619.

### Type of change

- [x] Refactoring
- [x] Performance Improvement
2025-12-03 14:19:53 +08:00
b5ad7b7062 Feat: support TOC transformer. (#11685)
### Type of change

- [x] New Feature (non-breaking change which adds functionality)
2025-12-03 12:27:50 +08:00
c8f608b2dd Feat:support tts in agent (#11675)
### What problem does this PR solve?

change:
support tts in agent

### Type of change

- [x] New Feature (non-breaking change which adds functionality)
2025-12-03 12:03:59 +08:00
5c81e01de5 Fix: incorrect async chat streamly output (#11679)
### What problem does this PR solve?

Incorrect async chat streamly output. #11677.

Disable beartype for #11666.

### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
2025-12-03 11:15:45 +08:00
a6681d6366 Revert "Refa: make RAGFlow more asynchronous 2" (#11669)
Reverts infiniflow/ragflow#11664
2025-12-02 19:42:05 +08:00
627c11c429 Refa: make RAGFlow more asynchronous 2 (#11664)
### What problem does this PR solve?

Make RAGFlow more asynchronous 2. #11551, #11579, #11619.

### Type of change

- [x] New Feature (non-breaking change which adds functionality)
- [x] Refactoring
- [x] Performance Improvement
2025-12-02 18:57:07 +08:00
b8c0fb4572 Feat:new api /sequence2txt and update QWenSeq2txt (#11643)
### What problem does this PR solve?
change:
new api /sequence2txt,
update QWenSeq2txt and ZhipuSeq2txt

### Type of change

- [x] New Feature (non-breaking change which adds functionality)
2025-12-02 11:17:31 +08:00
b6c4722687 Refa: make RAGFlow more asynchronous (#11601)
### What problem does this PR solve?

Try to make this more asynchronous. Verified in chat and agent
scenarios, reducing blocking behavior. #11551, #11579.

However, the impact of these changes still requires further
investigation to ensure everything works as expected.

### Type of change

- [x] Refactoring
2025-12-01 14:24:06 +08:00
80f6d22d2a Fix typos (#11607)
### What problem does this PR solve?

Fix typos

### Type of change

- [x] Fix typos
2025-12-01 09:49:46 +08:00
14616cf845 Feat: add child parent chunking method in backend. (#11598)
### What problem does this PR solve?

#7996

### Type of change

- [x] New Feature (non-breaking change which adds functionality)
2025-11-28 19:25:32 +08:00
c71d25f744 Fix: enable structured output for agent with tool (#11558)
### What problem does this PR solve?

issue:
[#11541](https://github.com/infiniflow/ragflow/issues/11541)
change:
enable structured output for agent with tool

### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
2025-11-27 16:00:56 +08:00
b6314164c5 Feat:new component Loop (#11447)
### What problem does this PR solve?
issue:
#10427
change: 
new component Loop

### Type of change

- [x] New Feature (non-breaking change which adds functionality)
2025-11-27 15:55:32 +08:00