mirror of
https://github.com/infiniflow/ragflow.git
synced 2026-07-06 11:28:38 +08:00
fe2f3b60a1
## Summary
Add **per-node thinking mode control** for LLM components in RAGFlow
Agent canvas, supporting Qwen3/Qwen3.6/B200M thinking-capable models.
Users can now independently configure thinking mode
(thinking/non-thinking) for each LLM node via the existing UI dropdown.
## Motivation
When Qwen3.6-27B (and other thinking-capable models like Qwen3-32B,
B200M) are used in RAGFlow Agent nodes, different nodes need different
thinking behavior:
- **Reasoning nodes** (complex analysis, math, coding): thinking mode ON
- **Simple nodes** (direct Q&A, intent classification): thinking mode
OFF
The web UI already has a `thinking` dropdown (default/enabled/disabled)
in LLM settings, and the LLM backend `_apply_model_family_policies()`
already supports `enable_thinking`. **The missing link was `gen_conf()`
not forwarding the parameter.**
This 3-line fix completes the chain.
## Changes
**`agent/component/llm.py`** — `LLMParam.gen_conf()`:
```python
if hasattr(self, "thinking") and self.thinking and self.thinking != "default":
conf["thinking"] = self.thinking
```
## End-to-end flow
```
UI dropdown: default / enabled / disabled
→ DSL: {"thinking": "enabled"}
→ LLMParam.thinking = "enabled"
→ gen_conf() returns {"thinking": "enabled"}
→ _apply_model_family_policies()
→ extra_body {enable_thinking: true}
→ Model API call with thinking ON
```
## Backward compatibility
- **Fully backward compatible** — only 3 lines added, nothing changed
- When `thinking` is "default" or not set, existing behavior is
preserved
- Qwen3 models default to `enable_thinking: false` (non-thinking),
unchanged
## Related issues
- Closes #16321 (thinking content leaks in non-streaming agent API
responses)
- Closes #13957 (how to view model reasoning process in agent API)
## Testing
- Verified in
`test/unit_test/rag/llm/test_chat_model_thinking_policy.py` that
thinking policy already tested for Qwen3 models
- The 3-line change passes through existing tested code path
(`_apply_model_family_policies`)
Co-authored-by: Hermes Agent <hermes-agent@agent.local>