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wenmeng zhou 5a6e1254a7 support return reasoning content for models like qwq in dashscope (#30317) 
Thank you for contributing to LangChain!

- [x] **PR title**: "package: description"
- Where "package" is whichever of langchain, community, core, etc. is
being modified. Use "docs: ..." for purely docs changes, "infra: ..."
for CI changes.
  - Example: "community: add foobar LLM"

here is an example
```python
from langchain_community.chat_models.tongyi import ChatTongyi
from langchain_core.messages import HumanMessage

chatLLM = ChatTongyi(
    model="qwq-32b",   # refer to  https://help.aliyun.com/zh/model-studio/getting-started/models for more models
)
res = chatLLM.stream([HumanMessage(content="how much is 1 plus 1")])
for r in res:
    print(r)
```

```shell
content='' additional_kwargs={'reasoning_content': 'Okay, so the'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' user is asking "'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': 'how much is 1 plus'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' 1." Let me think'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' about this. Hmm'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ', 1 plus'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': " 1... That's a pretty"} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' basic math question. I'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' remember from arithmetic that when'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' you add 1 and'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' 1 together, the'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' result is 2.'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' But wait, maybe'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' I should double-check to be'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' sure. Let me visualize it'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': '. If I have one apple'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' and someone gives me another'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' apple, I have'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' two apples total. Yeah,'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' that makes sense. Or'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' on a number line'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ', starting at 1 and'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' moving 1 step forward lands'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' you at 2'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': '. \n\nIs there any'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' context where 1 +'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' 1 might not equal'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' 2? Like in different'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' number bases? Let'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': "'s see. In base"} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' 10, which'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' is standard,'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' 1+1 is'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' 2. But if'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' we were in binary'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' (base 2'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': '), 1 +'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' 1 would be 1'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': '0. But the question'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': " doesn't specify a base,"} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' so I think the'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' default is base 10'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': '. \n\nAlternatively, could'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' this be a trick'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' question? Maybe they'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': "'re referring to something else"} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ', like in Boolean'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' algebra where 1 +'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' 1 might still'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' be 1 in'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' some contexts? Wait'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ', no, in Boolean'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' addition, 1'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' + 1 is typically'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': " 1 because it's logical"} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' OR. But the'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' question just says "1'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' plus 1," which is'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' more arithmetic than Boolean.'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' \n\nOr maybe in some other'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' mathematical structure like modular arithmetic?'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' For example, modulo'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' 2,'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' 1 + 1 is'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' 0. But again'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ', unless specified, it'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': "'s probably standard addition"} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': '. \n\nThe user might be'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' testing if I know basic'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' math, or maybe'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': " they're a student just"} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' starting out. Either way,'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' the straightforward answer is'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' 2. I should also'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': " consider if there's any cultural"} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' references or jokes where'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' 1 + 1 equals'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' something else, but I can'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': "'t think of any common"} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' ones. \n\nAlternatively'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ', in some contexts like'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' in chemistry,'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' 1 + 1 could refer'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' to mixing solutions, but that'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': "'s not standard. The question"} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' is pretty simple,'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' so I think the answer'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' is 2. To'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' be thorough, maybe mention'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' that in standard arithmetic it'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': "'s 2, but if"} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': " there's a different"} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' context, the answer'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' might vary. But since'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' no context is given'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ', 2 is the safest'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ' answer.'} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='The result' additional_kwargs={'reasoning_content': ''} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content=' of 1 plus' additional_kwargs={'reasoning_content': ''} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content=' 1 is **2**.' additional_kwargs={'reasoning_content': ''} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content=' \n\nIn standard arithmetic (base' additional_kwargs={'reasoning_content': ''} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content=' 10), adding' additional_kwargs={'reasoning_content': ''} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content=' 1 and 1 together' additional_kwargs={'reasoning_content': ''} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content=' yields 2. This is' additional_kwargs={'reasoning_content': ''} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content=' a fundamental mathematical principle. If' additional_kwargs={'reasoning_content': ''} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content=' the question involves a different context' additional_kwargs={'reasoning_content': ''} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content=' (e.g., binary' additional_kwargs={'reasoning_content': ''} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content=', modular arithmetic, or a' additional_kwargs={'reasoning_content': ''} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content=' metaphorical meaning), it' additional_kwargs={'reasoning_content': ''} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content=' would need clarification,' additional_kwargs={'reasoning_content': ''} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content=' but under typical circumstances, the' additional_kwargs={'reasoning_content': ''} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content=' answer is **2**.' additional_kwargs={'reasoning_content': ''} response_metadata={} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'
content='' additional_kwargs={'reasoning_content': ''} response_metadata={'finish_reason': 'stop', 'request_id': '4738c641-6bd8-9efc-a4fe-d929d4e62bef', 'token_usage': {'input_tokens': 16, 'output_tokens': 560, 'total_tokens': 576}} id='run-bd026918-16e5-429f-aa75-3ff7701e9f8d'

```

Co-authored-by: ccurme <chester.curme@gmail.com>
2025-03-18 11:43:10 -04:00
..
langchain_community
support return reasoning content for models like qwq in dashscope (#30317)
2025-03-18 11:43:10 -04:00
scripts
…
tests
community: add 'extract' mode to FireCrawlLoader for structured data extraction (#30242)
2025-03-17 15:15:57 +00:00
extended_testing_deps.txt
community: fix extended testing (#29715)
2025-02-10 16:57:34 -08:00
Makefile
infra: migrate to uv (#29566)
2025-02-06 13:36:26 -05:00
pyproject.toml
community[patch]: release 0.3.19 (#30104)
2025-03-04 16:12:03 +00:00
README.md
…
uv.lock
community[patch]: fix bilibili loader handling of multi-page content (#30283)
2025-03-14 14:53:03 -04:00

README.md

🦜️🧑‍🤝‍🧑 LangChain Community

Downloads License: MIT

Quick Install

pip install langchain-community

What is it?

LangChain Community contains third-party integrations that implement the base interfaces defined in LangChain Core, making them ready-to-use in any LangChain application.

For full documentation see the API reference.

Diagram outlining the hierarchical organization of the LangChain framework, displaying the interconnected parts across multiple layers.

📕 Releases & Versioning

langchain-community is currently on version 0.0.x

All changes will be accompanied by a patch version increase.

💁 Contributing

As an open-source project in a rapidly developing field, we are extremely open to contributions, whether it be in the form of a new feature, improved infrastructure, or better documentation.

For detailed information on how to contribute, see the Contributing Guide.