Commit Graph

9605 Commits (master)
 

Author SHA1 Message Date
Erick Friis 53293dace8
docs: version increases (#22050) 2 weeks ago
Sky 12d65f17ff
community[patch]: surrealdb provide functions for MMR (Maximal Marginal Relevance) (#21185)
This PR contains 4 added functions:

- max_marginal_relevance_search_by_vector
- amax_marginal_relevance_search_by_vector
- max_marginal_relevance_search
- amax_marginal_relevance_search

I'm no langchain expert, but tried do inspect other vectorstore sources
like chroma, to build these functions for SurrealDB. If someone has some
changes for me, please let me know. Otherwise I would be happy, if these
changes are added to the repository, so that I can use the orignal repo
and not my local monkey patched version.

---------

Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
Co-authored-by: Bagatur <baskaryan@gmail.com>
2 weeks ago
Erick Friis 58b6c72375
docs: add astream v2 migration guide links (#21845)
- docs: v0.2 version sidebar
- x
- x
2 weeks ago
Bruno Alvisio 5eabe90494
community[patch]: Adding HEADER to the list of supported locations (#21946)
**Description:** adds headers to the list of supported locations when
generating the openai function schema
2 weeks ago
Bagatur 50186da0a1
infra: rm unused # noqa violations (#22049)
Updating #21137
2 weeks ago
acho98 45ed5f3f51
community[minor]: Add Clova Embeddings for LangChain Community (#21890)
- [ ] **PR title**: "Add Naver ClovaX embedding to LangChain community"
- HyperClovaX is a large language model developed by
[Naver](https://clova-x.naver.com/welcome).
It's a powerful and purpose-trained LLM.

- You can visit the embedding service provided by
[ClovaX](https://www.ncloud.com/product/aiService/clovaStudio)

- You may get CLOVA_EMB_API_KEY, CLOVA_EMB_APIGW_API_KEY,
CLOVA_EMB_APP_ID From
https://www.ncloud.com/product/aiService/clovaStudio

---------

Co-authored-by: Bagatur <baskaryan@gmail.com>
2 weeks ago
arpitkumar980 444c2a3d9f
community[patch]: sharepoint loader identity enabled (#21176)
Thank you for contributing to LangChain!

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


- [ ] **PR message**: ***Delete this entire checklist*** and replace
with
    - **Description:** a description of the change
    - **Issue:** the issue # it fixes, if applicable
    - **Dependencies:** any dependencies required for this change
- **Twitter handle:** if your PR gets announced, and you'd like a
mention, we'll gladly shout you out!


- [ ] **Add tests and docs**: If you're adding a new integration, please
include
1. a test for the integration, preferably unit tests that do not rely on
network access,
2. an example notebook showing its use. It lives in
`docs/docs/integrations` directory.


- [ ] **Lint and test**: Run `make format`, `make lint` and `make test`
from the root of the package(s) you've modified. See contribution
guidelines for more: https://python.langchain.com/docs/contributing/

Additional guidelines:https://github.com/arpitkumar980/langchain.git
- Make sure optional dependencies are imported within a function.
- Please do not add dependencies to pyproject.toml files (even optional
ones) unless they are required for unit tests.
- Most PRs should not touch more than one package.
- Changes should be backwards compatible.
- If you are adding something to community, do not re-import it in
langchain.

If no one reviews your PR within a few days, please @-mention one of
baskaryan, efriis, eyurtsev, hwchase17.

---------

Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
Co-authored-by: Bagatur <baskaryan@gmail.com>
Co-authored-by: Bagatur <22008038+baskaryan@users.noreply.github.com>
2 weeks ago
Eugene Yurtsev 8a877120c3
docs: add admonitions to how-to callbacks (#22046)
Add admonitions with more information.
2 weeks ago
HuiyuanYan bf3aefce93
community[patch]: Update tongyi.py to support MultimodalConversation in dashscope. (#21249)
Add the support of multimodal conversation in dashscope,now we can use
multimodal language model "qwen-vl-v1", "qwen-vl-chat-v1",
"qwen-audio-turbo" to processing picture an audio. :)

- [ ] **PR title**: "community: add multimodal conversation support in
dashscope"



- [ ] **PR message**: ***Delete this entire checklist*** and replace
with
    - **Description:** add multimodal conversation support in dashscope
    - **Issue:** 
    - **Dependencies:** dashscope≥1.18.0
    - **Twitter handle:** none :)


- [ ] **How to use it?**:
   - ```python
     Tongyi_chat = ChatTongyi(
        top_p=0.5,
        dashscope_api_key=api_key,
        model="qwen-vl-v1"
     )
     response= Tongyi_chat.invoke(
        input = 
        [
        {
            "role": "user",
            "content": [
{"image":
"https://dashscope.oss-cn-beijing.aliyuncs.com/images/dog_and_girl.jpeg"},
                {"text": "这是什么?"}
            ]
        }
        ]
       )
      ```

---------

Co-authored-by: Bagatur <baskaryan@gmail.com>
2 weeks ago
mochi 63284ffebf
experimental[patch], docs: refine notebook for MyScale `SelfQueryRetriever` (#22016)
- **Description:** upgrade model to `gpt-4o`
2 weeks ago
MSubik d948783a4c
community[patch]: standardize init args, update for javelin sdk release. (#21980)
Related to
[20085](https://github.com/langchain-ai/langchain/issues/20085) Updated
the Javelin chat model to standardize the initialization argument. Also
fixed an existing bug, where code was initialized with incorrect call to
the JavelinClient defined in the javelin_sdk, resulting in an
initialization error. See related [Javelin
Documentation](https://docs.getjavelin.io/docs/javelin-python/quickstart).
2 weeks ago
Mohammad Mohtashim 16617dd239
community[patch]: AzureSearchVectorStoreRetriever Fixed to account for search_kwargs (#21572)
- **Description:** Fixed `AzureSearchVectorStoreRetriever` to account
for search_kwargs. More explanation is in the mentioned issue.
- **Issue:** #21492

---------

Co-authored-by: MAC <mac@MACs-MacBook-Pro.local>
Co-authored-by: Massimiliano Pronesti <massimiliano.pronesti@gmail.com>
Co-authored-by: Bagatur <baskaryan@gmail.com>
2 weeks ago
Klaudia Lemiec 45351d1bc6
docs: Chroma docstrings update (#22001)
Thank you for contributing to LangChain!

- [X] **PR title**: "docs: Chroma docstrings update"
- Where "package" is whichever of langchain, community, core,
experimental, etc. is being modified. Use "docs: ..." for purely docs
changes, "templates: ..." for template changes, "infra: ..." for CI
changes.
  - Example: "community: add foobar LLM"


- [X] **PR message**: 
    - **Description:** Added and updated Chroma docstrings
    - **Issue:** https://github.com/langchain-ai/langchain/issues/21983


- [X] **Add tests and docs**: If you're adding a new integration, please
include
1. a test for the integration, preferably unit tests that do not rely on
network access,
2. an example notebook showing its use. It lives in
`docs/docs/integrations` directory.
  - only docs


- [X] **Lint and test**: Run `make format`, `make lint` and `make test`
from the root of the package(s) you've modified. See contribution
guidelines for more: https://python.langchain.com/docs/contributing/

Additional guidelines:
- Make sure optional dependencies are imported within a function.
- Please do not add dependencies to pyproject.toml files (even optional
ones) unless they are required for unit tests.
- Most PRs should not touch more than one package.
- Changes should be backwards compatible.
- If you are adding something to community, do not re-import it in
langchain.

If no one reviews your PR within a few days, please @-mention one of
baskaryan, efriis, eyurtsev, ccurme, vbarda, hwchase17.
2 weeks ago
Jerron Lim 28456c2c33
community[patch]: add args_schema to WikipediaQueryRun (#22019)
Description: This change adds args_schema (pydantic BaseModel) to
WikipediaQueryRun for correct schema formatting on LLM function calls

Issue: currently using WikipediaQueryRun with OpenAI function calling
returns the following error "TypeError: WikipediaQueryRun._run() got an
unexpected keyword argument '__arg1' ". This happens because the schema
sent to the LLM is "input: '{"__arg1":"Hunter x Hunter"}'" while the
method should be called with the "query" parameter.

---------

Co-authored-by: Bagatur <22008038+baskaryan@users.noreply.github.com>
Co-authored-by: Bagatur <baskaryan@gmail.com>
2 weeks ago
Mazen Ramadan 3c1d77dd64
community[minor]: Add Scrapfly Loader community integration (#22036)
Added [Scrapfly](https://scrapfly.io/) Web Loader integration. Scrapfly
is a web scraping API that allows extracting web page data into
accessible markdown or text datasets.

- __Description__: Added Scrapfly web loader for retrieving web page
data as markdown or text.
- Dependencies: scrapfly-sdk
- Twitter: @thealchemi1st

---------

Co-authored-by: Bagatur <baskaryan@gmail.com>
2 weeks ago
Chad Juliano 9a66c43146
docs: Use Kinetica Sql context API (#21993)
Update python notebook to use new Kinetica SQL context API.
2 weeks ago
ccurme b51a1eba4d
langchain, community: move OpenAIAssistantV2Runnable to community (#22044) 2 weeks ago
Mirna Wong b4d5f3181b
docs: updates code examples in neo4j_cypher.ipynb (#21973)
Resolves #19134

Thank you for contributing to LangChain!

- [x ] **PR message**: ***Delete this entire checklist*** and replace
with
- **Description:** this pr replaces `title` with `name` in the [add
examples in cypher generation
prompt](https://python.langchain.com/v0.1/docs/integrations/graphs/neo4j_cypher/#add-examples-in-the-cypher-generation-prompt)
section.
    - **Issue:** 19134
    - **Dependencies:** any dependencies required for this change
    - **Twitter handle:** @mirna_wong
2 weeks ago
CaroFG 6b98140b38
community[patch]: update for compatibility with Meilisearch v1.8 (#21979)
Thank you for contributing to LangChain!

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


- [x] **PR message**: ***Delete this entire checklist*** and replace
with
- **Description:** Updates Meilisearch vectorstore for compatibility
with v1.8. Adds [”showRankingScore”:
true”](https://www.meilisearch.com/docs/reference/api/search#ranking-score)
in the search parameters and replaces `_semanticScore` field with `
_rankingScore`


- [ ] **Add tests and docs**: If you're adding a new integration, please
include
1. a test for the integration, preferably unit tests that do not rely on
network access,
2. an example notebook showing its use. It lives in
`docs/docs/integrations` directory.


- [x] **Lint and test**: Run `make format`, `make lint` and `make test`
from the root of the package(s) you've modified. See contribution
guidelines for more: https://python.langchain.com/docs/contributing/

Additional guidelines:
- Make sure optional dependencies are imported within a function.
- Please do not add dependencies to pyproject.toml files (even optional
ones) unless they are required for unit tests.
- Most PRs should not touch more than one package.
- Changes should be backwards compatible.
- If you are adding something to community, do not re-import it in
langchain.

If no one reviews your PR within a few days, please @-mention one of
baskaryan, efriis, eyurtsev, ccurme, vbarda, hwchase17.
2 weeks ago
Oleksii Pokotylo 98c0b093bb
community[patch]: Extend AzureSearch with `maximal_marginal_relevance`, `from_embeddings` (#21065)
**Description:**
- Extend AzureSearch with `maximal_marginal_relevance` (for vector and
hybrid search)
- Add construction `from_embeddings` - if the user has already embedded
the texts
- Add `add_embeddings` 
- Refactor common parts (`_simple_search`, `_results_to_documents`,
`_reorder_results_with_maximal_marginal_relevance`)
- Add `vector_search_dimensions` as a parameter to the constructor to
avoid extra calls to `embed_query` (most of the time the user applies
the same model and knows the dimension)

**Issue:** none
**Dependencies:** none

- [x] **Add tests and docs**: The docstrings have been added to the new
functions, and unified for the existing ones. The example notebook is
great in illustrating the main usage of AzureSearch, adding the new
methods would only dilute the main content.
- [x] **Lint and test**

---------

Co-authored-by: Oleksii Pokotylo <oleksii.pokotylo@pwc.com>
Co-authored-by: Bagatur <22008038+baskaryan@users.noreply.github.com>
Co-authored-by: Bagatur <baskaryan@gmail.com>
2 weeks ago
Erick Friis ed5914ff61
docs: move feedback into paginator from content (#22041)
we only index what's in the `<article>` tags for search. We should not
have the feedback in the article.
2 weeks ago
SaschaStoll 709664a079
community[patch]: Performant filter columns option for Hanavector (#21971)
**Description:** Backwards compatible extension of the initialisation
interface of HanaDB to allow the user to specify
specific_metadata_columns that are used for metadata storage of selected
keys which yields increased filter performance. Any not-mentioned
metadata remains in the general metadata column as part of a JSON
string. Furthermore switched to executemany for batch inserts into
HanaDB.

**Issue:** N/A

**Dependencies:** no new dependencies added

**Twitter handle:** @sapopensource

---------

Co-authored-by: Martin Kolb <martin.kolb@sap.com>
Co-authored-by: Bagatur <baskaryan@gmail.com>
2 weeks ago
Bagatur 16b55b0704
langchain[patch]: remove dataclasses-json dep (#22042)
vestigial dep afaict
2 weeks ago
Christos Boulmpasakos c3bcfad66d
text-splitters[patch]: Extend TextSplitter:keep_separator functionality (#21130)
**Description:** Added extra functionality to `CharacterTextSplitter`,
`TextSplitter` classes.
The user can select whether to append the separator to the previous
chunk with `keep_separator='end' ` or else prepend to the next chunk.
Previous functionality prepended by default to next chunk.
  
**Issue:** Fixes #20908

---------

Co-authored-by: Bagatur <22008038+baskaryan@users.noreply.github.com>
2 weeks ago
Bagatur b859765752
docs: fix partner api ref build (#22007) 2 weeks ago
Eric Zhang e7e41eaabe
langchain: add RankLLM Reranker (#21171)
Integrate RankLLM reranker (https://github.com/castorini/rank_llm) into
LangChain

An example notebook is given in
`docs/docs/integrations/retrievers/rankllm-reranker.ipynb`

---------

Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
2 weeks ago
Eugene Yurtsev 14a9c7c44e
concepts: update callback concepts (#22040)
Update callback concepts
2 weeks ago
maang-h fc93bed8c4
community: Fix CSVLoader columns is None (#20701)
- **Bug code**: In
langchain_community/document_loaders/csv_loader.py:100

- **Description**: currently, when 'CSVLoader' reads the column as None
in the 'csv' file, it will report an error because the 'CSVLoader' does
not verify whether the column is of str type and does not consider how
to handle the corresponding 'row_data' when the column is' None 'in the
csv. This pr provides a solution.

- **Issue:**  Fix #20699 

- **thinking:**

1. Refer to the processing method for
'langchain_community/document_loaders/csv_loader.py:100' when **'v'**
equals'None', and apply the same method to '**k**'.
(Reference`csv.DictReader` ,**'k'** will only be None when `
len(columns) < len(number_row_data)` is established)
2. **‘k’** equals None only holds when it is the last column, and its
corresponding **'v'** type is a list. Therefore, I referred to the data
format in 'Document' and used ',' to concatenated the elements in the
list.(But I'm not sure if you accept this form, if you have any other
ideas, communicate)

---------

Co-authored-by: Bagatur <22008038+baskaryan@users.noreply.github.com>
2 weeks ago
Nithin James Padayatti 403142eaba
langchain: added revision_example prompt template (#20916)
**Description:** Added revision_example prompt template to include the
revision request and revision examples in the revision chain.
    **Issue:** Not Applicable
    **Dependencies:** Not Applicable
    **Twitter handle:**  @nithinjp09
2 weeks ago
Sihan Chen 1f81277b9b
community[minor]: allow enabling proxy in aiohttp session in AsyncHTML (#19499)
Allow enabling proxy in aiohttp session async html
2 weeks ago
Eugene Yurtsev 36813d2f00
community[patch]: Fix remaining __inits__ in community (#22037)
Fixes the __init__ files in community to use __all__ which is statically
defined.
2 weeks ago
Eugene Yurtsev b7d08bf764
docs: update doc feedback to populate URL (#22033)
Update docfeedback to populate URL
2 weeks ago
Eugene Yurtsev 58360a1e53
community[patch]: Add unit test to verify that init is correctly defined (#22030)
Fix some __init__ files and add a unit test
2 weeks ago
Erick Friis ef53ccf54b
robocorp: release 0.0.8 (#22034) 2 weeks ago
Eugene Yurtsev 4633b4cf2b
ci: update documentation template to include URL (#22032)
update documentation template to include URL
2 weeks ago
Matthew Hoffman 4f2e3bd7fd
community[patch]: fix public interface for embeddings module (#21650)
## Description

The existing public interface for `langchain_community.emeddings` is
broken. In this file, `__all__` is statically defined, but is
subsequently overwritten with a dynamic expression, which type checkers
like pyright do not support. pyright actually gives the following
diagnostic on the line I am requesting we remove:


[reportUnsupportedDunderAll](https://github.com/microsoft/pyright/blob/main/docs/configuration.md#reportUnsupportedDunderAll):

```
Operation on "__all__" is not supported, so exported symbol list may be incorrect
```

Currently, I get the following errors when attempting to use publicablly
exported classes in `langchain_community.emeddings`:

```python
import langchain_community.embeddings

langchain_community.embeddings.HuggingFaceEmbeddings(...)  #  error: "HuggingFaceEmbeddings" is not exported from module "langchain_community.embeddings" (reportPrivateImportUsage)
```

This is solved easily by removing the dynamic expression.
2 weeks ago
Maxime Perrin 6548052f9e
docs : Integrations vector stores with langchain-community install (#22028)
- **Description:** Adding installation instruction for integrations
requiring `langchain-community` package since 0.2
  - **Issue:** #22005

---------

Co-authored-by: Maxime Perrin <mperrin@doing.fr>
2 weeks ago
Eugene Yurtsev 8d82160a8a
community[patch]: Clean up logic in import checking unit test (#22026)
Clean up unit test
2 weeks ago
Tomaz Bratanic d8a1f1114d
community[patch]: Handle exceptions where node props aren't consistent in neo4j schema (#22027) 2 weeks ago
WeichenXu b0ef5e778a
community[patch]: Fix ChatDatabricsk in case that streaming response doesn't have role field in delta chunk (#21897)
Thank you for contributing to LangChain!

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


**Description:**
Fix ChatDatabricsk in case that streaming response doesn't have role
field in delta chunk


- [ ] **Add tests and docs**: If you're adding a new integration, please
include
1. a test for the integration, preferably unit tests that do not rely on
network access,
2. an example notebook showing its use. It lives in
`docs/docs/integrations` directory.


- [X] **Lint and test**: Run `make format`, `make lint` and `make test`
from the root of the package(s) you've modified. See contribution
guidelines for more: https://python.langchain.com/docs/contributing/

Additional guidelines:
- Make sure optional dependencies are imported within a function.
- Please do not add dependencies to pyproject.toml files (even optional
ones) unless they are required for unit tests.
- Most PRs should not touch more than one package.
- Changes should be backwards compatible.
- If you are adding something to community, do not re-import it in
langchain.

If no one reviews your PR within a few days, please @-mention one of
baskaryan, efriis, eyurtsev, hwchase17.

---------

Signed-off-by: Weichen Xu <weichen.xu@databricks.com>
2 weeks ago
Eugene Yurtsev aed64daabb
community[patch]: Add unit test to catch bad __all__ definitions (#21996)
This will catch all dynamic __all__ definitions.
2 weeks ago
Brian Thorne 25ba733218
docs: Update import in wikipedia tool documentation (#21565)
Updates docs so the example doesn't lead to a warning:
```
LangChainDeprecationWarning: Importing tools from langchain is deprecated. Importing from langchain will no longer be supported as of langchain==0.2.0. Please import from langchain-community instead:

`from langchain_community.tools import WikipediaQueryRun`.

To install langchain-community run `pip install -U langchain-community`.
```
2 weeks ago
Bagatur 3b0437c05b
core[patch]: Release 0.2.1 (#22003) 2 weeks ago
Kefan You 24b5c27bb1
community[patch]: raise_for_status logic missing in async _fetch of WebBaseLoader (#21948)
## 'raise_for_status' parameter of WebBaseLoader works in sync load but
not in async load.
In webBaseLoader:  

Sync load is calling `_scrape` and has `raise_for_status` properly
handled.
```
    def _scrape(
        self,
        url: str,
        parser: Union[str, None] = None,
        bs_kwargs: Optional[dict] = None,
    ) -> Any:
        from bs4 import BeautifulSoup

        if parser is None:
            if url.endswith(".xml"):
                parser = "xml"
            else:
                parser = self.default_parser

        self._check_parser(parser)

        html_doc = self.session.get(url, **self.requests_kwargs)
        if self.raise_for_status:
            html_doc.raise_for_status()

        if self.encoding is not None:
            html_doc.encoding = self.encoding
        elif self.autoset_encoding:
            html_doc.encoding = html_doc.apparent_encoding
        return BeautifulSoup(html_doc.text, parser, **(bs_kwargs or {}))
```
Async load is calling `_fetch` but missing `raise_for_status` logic.
```
    async def _fetch(
        self, url: str, retries: int = 3, cooldown: int = 2, backoff: float = 1.5
    ) -> str:
        async with aiohttp.ClientSession() as session:
            for i in range(retries):
                try:
                    async with session.get(
                        url,
                        headers=self.session.headers,
                        ssl=None if self.session.verify else False,
                        cookies=self.session.cookies.get_dict(),
                    ) as response:
                        return await response.text()
```

Co-authored-by: kefan.you <darkfss@sina.com>
2 weeks ago
Mateusz Szewczyk 80f8fe1793
docs: update IBM WatsonxLLM docs with deprecated LLMChain (#21960)
Thank you for contributing to LangChain!

- [x] **PR title**: "update IBM WatsonxLLM docs with deprecated
LLMChain"

- [x] **PR message**: 
- **Description:** update IBM WatsonxLLM docs with deprecated LLMChain

- [x] **Lint and test**: Run `make format`, `make lint` and `make test`
from the root of the package(s) you've modified. See contribution
guidelines for more: https://python.langchain.com/docs/contributing/
2 weeks ago
Surya Rath eb096675a8
OpenAI Assistants v2 api support for OpenAIAssistantRunnable (#21484)
**Title**: "langchain: OpenAI Assistants v2 api support"

***Descriptions*** 
- [x] "attachments" support added along with backward compatibility of
"file_ids"
- [x]  "tool_resources" support added while creating new assistant

- [ ] "tool_choice" parameter support
- [ ]  Streaming support


- **Dependencies:** OpenAI v2 API (openai>=1.23.0)
- **Twitter handle:** @skanta_rath

---------

Co-authored-by: Chester Curme <chester.curme@gmail.com>
2 weeks ago
Eugene Yurtsev 7a5d042bd2
langchain[patch]: Add unit test to detect changes to community imports (#21998)
Add unit tests for community imports
2 weeks ago
Eugene Yurtsev 90f4d8842f
langchain[patch]: Turn on all deprecations for 0.2 (#21999)
- Turn on all 0.2 import deprecations.
- Update error messag with URL to upgrade instructions.
2 weeks ago
Asaf Joseph Gardin a042e804b4
ai21: AI21 Jamba docs (#21978)
- Updated docs to have an example to use Jamba instead of J2

---------

Co-authored-by: Asaf Gardin <asafg@ai21.com>
Co-authored-by: Erick Friis <erick@langchain.dev>
2 weeks ago
Pengcheng Liu 4cf523949a
community[patch]: Update model client to support vision model in Tong… (#21474)
- **Description:** Tongyi uses different client for chat model and
vision model. This PR chooses proper client based on model name to
support both chat model and vision model. Reference [tongyi
document](https://help.aliyun.com/zh/dashscope/developer-reference/tongyi-qianwen-vl-plus-api?spm=a2c4g.11186623.0.0.27404c9a7upm11)
for details.

```
from langchain_core.messages import HumanMessage
from langchain_community.chat_models import ChatTongyi

llm = ChatTongyi(model_name='qwen-vl-max')
image_message = {
    "image": "https://lilianweng.github.io/posts/2023-06-23-agent/agent-overview.png"
}
text_message = {
    "text": "summarize this picture",
}
message = HumanMessage(content=[text_message, image_message])
llm.invoke([message])
```

- **Issue:** None
- **Dependencies:** None
- **Twitter handle:** None
2 weeks ago