Commit Graph

11390 Commits

Author SHA1 Message Date
Serena Ruan
c77c28e631
[community] Fix WorkspaceClient error with pydantic validation (#26649)
Thank you for contributing to LangChain!

Fix error like
<img width="1167" alt="image"
src="https://github.com/user-attachments/assets/2e219b26-ec7e-48ef-8111-e0ff2f5ac4c0">

After the fix:
<img width="584" alt="image"
src="https://github.com/user-attachments/assets/48f36fe7-628c-48b6-81b2-7fe741e4ca85">


- [ ] **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:
- 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.

---------

Signed-off-by: serena-ruan <serena.rxy@gmail.com>
Co-authored-by: Erick Friis <erick@langchain.dev>
2024-09-19 18:25:33 +00:00
ccurme
7d49ee9741
unstructured[patch]: add to integration tests (#26666)
- Add to tests on parsed content;
- Add tests for async + lazy loading;
- Add a test for `strategy="hi_res"`.
2024-09-19 13:43:34 -04:00
Erick Friis
28dd6564db
docs: highlight styling (#26636)
MERGE ME PLEASE
2024-09-19 17:12:59 +00:00
ccurme
f91bdd12d2
community[patch]: add to pypdf tests and run in CI (#26663) 2024-09-19 14:45:49 +00:00
ice yao
4d3d62c249
docs: fix nomic link error (#26642) 2024-09-19 14:41:45 +00:00
Rajendra Kadam
60dc19da30
[community] Added PebbloTextLoader for loading text data in PebbloSafeLoader (#26582)
- **Description:** Added PebbloTextLoader for loading text in
PebbloSafeLoader.
- Since PebbloSafeLoader wraps document loaders, this new loader enables
direct loading of text into Documents using PebbloSafeLoader.
- **Issue:** NA
- **Dependencies:** NA
- [x] **Tests**: Added/Updated tests
2024-09-19 09:59:04 -04:00
Jorge Piedrahita Ortiz
55b641b761
community: fix error in sambastudio embeddings (#26260)
fix error in samba studio embeddings  result unpacking
2024-09-19 09:57:04 -04:00
Jorge Piedrahita Ortiz
37b72023fe
community: remove sambaverse (#26265)
removing Sambaverse llm model and references given is not available
after Sep/10/2024

<img width="1781" alt="image"
src="https://github.com/user-attachments/assets/4dcdb5f7-5264-4a03-b8e5-95c88304e059">
2024-09-19 09:56:30 -04:00
Martin Triska
3fc0ea510e
community : [bugfix] Use document ids as keys in AzureSearch vectorstore (#25486)
# Description
[Vector store base
class](4cdaca67dc/libs/core/langchain_core/vectorstores/base.py (L65))
currently expects `ids` to be passed in and that is what it passes along
to the AzureSearch vector store when attempting to `add_texts()`.
However AzureSearch expects `keys` to be passed in. When they are not
present, AzureSearch `add_embeddings()` makes up new uuids. This is a
problem when trying to run indexing. [Indexing code
expects](b297af5482/libs/core/langchain_core/indexing/api.py (L371))
the documents to be uploaded using provided ids. Currently AzureSearch
ignores `ids` passed from `indexing` and makes up new ones. Later when
`indexer` attempts to delete removed file, it uses the `id` it had
stored when uploading the document, however it was uploaded under
different `id`.

**Twitter handle: @martintriska1**
2024-09-19 09:37:18 -04:00
Tomaz Bratanic
a8561bc303
Fix async parsing for llm graph transformer (#26650) 2024-09-19 09:15:33 -04:00
Erik
4e0a6ebe7d
community: Add warning when page_content is empty (#25955)
Page content sometimes is empty when PyMuPDF can not find text on pages.
For example, this can happen when the text of the PDF is not copyable
"by hand". Then an OCR solution is need - which is not integrated here.

This warning should accurately warn the user that some pages are lost
during this process.

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:
- 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.

---------

Co-authored-by: Erick Friis <erick@langchain.dev>
2024-09-19 05:22:09 +00:00
Christophe Bornet
fd21ffe293
core: Add N(naming) ruff rules (#25362)
Public classes/functions are not renamed and rule is ignored for them.

Co-authored-by: Erick Friis <erick@langchain.dev>
2024-09-19 05:09:39 +00:00
Daniel Cooke
7835c0651f
langchain_chroma: Pass through kwargs to Chroma collection.delete (#25970)
Co-authored-by: Erick Friis <erick@langchain.dev>
2024-09-19 04:21:24 +00:00
Tibor Reiss
85caaa773f
docs[community]: Fix raw string in docstring (#26350)
Fixes #26212: replaced the raw string with backslashes. Alternative:
raw-stringif the full docstring.

---------

Co-authored-by: Erick Friis <erickfriis@gmail.com>
2024-09-19 04:18:56 +00:00
Erick Friis
8fb643a6e8
partners/box: release 0.2.1 (#26644) 2024-09-19 04:02:06 +00:00
Tomaz Bratanic
03b9aca55d
community: Retry retriable errors in Neo4j (#26211)
Co-authored-by: Erick Friis <erick@langchain.dev>
2024-09-19 04:01:07 +00:00
Scott Hurrey
acbb4e4701
box: Add searchoptions for BoxRetriever, documentation for BoxRetriever as agent tool (#26181)
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"


Added search options for BoxRetriever and added documentation to
demonstrate how to use BoxRetriever as an agent tool - @BoxPlatform


- [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.


- [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.
2024-09-18 21:00:06 -07:00
Erick Friis
e0c36afc3e
docs: v0.3 link redirect (#26632) 2024-09-18 14:28:56 -07:00
Erick Friis
9909354cd0
core: use ruff.target-version instead (#26634)
tested on one of the replacement cases and seems to work! 
![ScreenShot 2024-09-18 at 02 02
43PM](https://github.com/user-attachments/assets/7170975a-2542-43ed-a203-d4126c6a2c81)
2024-09-18 21:06:14 +00:00
Erick Friis
84b831356c
core: remove [project] tag from pyproject (#26633)
makes core incompatible with uv installs
2024-09-18 20:39:49 +00:00
Christophe Bornet
a47b332841
core: Put Python version as a project requirement so it is considered by ruff (#26608)
Ruff doesn't know about the python version in
`[tool.poetry.dependencies]`. It can get it from
`project.requires-python`.

Notes:
* poetry seems to have issues getting the python constraints from
`requires-python` and using `python` in per dependency constraints. So I
had to duplicate the info. I will open an issue on poetry.
* `inspect.isclass()` doesn't work correctly with `GenericAlias`
(`list[...]`, `dict[..., ...]`) on Python <3.11 so I added some `not
isinstance(type, GenericAlias)` checks:

Python 3.11
```pycon
>>> import inspect
>>> inspect.isclass(list)
True
>>> inspect.isclass(list[str])
False
```

Python 3.9
```pycon
>>> import inspect
>>> inspect.isclass(list)
True
>>> inspect.isclass(list[str])
True
```

Co-authored-by: Eugene Yurtsev <eyurtsev@gmail.com>
2024-09-18 14:37:57 +00:00
Patrick McGleenon
0f07cf61da
docs: fixed typo in XML document loader (#26613)
Fixed typo `Unstrucutred`
2024-09-18 14:26:57 +00:00
Erick Friis
d158401e73
infra: master release checkout ref for release note (#26605) 2024-09-18 01:51:54 +00:00
Bagatur
de58942618
docs: consolidate dropdowns (#26600) 2024-09-18 01:24:10 +00:00
Bagatur
df38d5250f
docs: cleanup nav (#26546) 2024-09-17 17:49:46 -07:00
sanjay920
b246052184
docs: fix typo in clickhouse vectorstore doc (#26598)
- **Description:** typo in clickhouse vectorstore doc
- **Issue:** #26597
- **Dependencies:** none
- **Twitter handle:** sanjay920

Co-authored-by: Erick Friis <erick@langchain.dev>
2024-09-17 23:33:22 +00:00
Miguel Grinberg
52729ac0be
docs: update hybrid search example with Elasticsearch retriever (#26328)
- **Description:** the example to perform hybrid search with the
Elasticsearch retriever is out of date
- **Issue:** N/A
- **Dependencies:** N/A

Co-authored-by: Erick Friis <erick@langchain.dev>
2024-09-17 23:15:27 +00:00
Marco Rossi IT
f62d454f36
docs: fix typo on amazon_textract.ipynb (#26493)
- **Description:** fixed a typo on amazon textract page

Co-authored-by: Erick Friis <erick@langchain.dev>
2024-09-17 22:27:45 +00:00
gbaian10
6fe2536c5a
docs: fix the ImportError in google_speech_to_text.ipynb (#26522)
fix #26370

- #26370 

`GoogleSpeechToTextLoader` is a deprecated method in
`langchain_community.document_loaders.google_speech_to_text`.

The new recommended usage is to use `SpeechToTextLoader` from
`langchain_google_community`.

When importing from `langchain_google_community`, use the name
`SpeechToTextLoader` instead of the old `GoogleSpeechToTextLoader`.


![image](https://github.com/user-attachments/assets/3a8bd309-9858-4938-b7db-872f51b9542e)

Co-authored-by: Erick Friis <erick@langchain.dev>
2024-09-17 22:18:57 +00:00
Zhanwei Zhang
418b170f94
docs: Fix typo in conda environment code block in rag.ipynb (#26487)
Thank you for contributing to LangChain!

- [x] **PR title**: Fix typo in conda environment code block in
rag.ipynb
  - In docs/tutorials/rag.ipynb

Co-authored-by: Erick Friis <erick@langchain.dev>
2024-09-17 22:13:55 +00:00
ZhangShenao
c3b3f46cb8
Improvement[Community] Improve api doc of BeautifulSoupTransformer (#26423)
- Add missing args

Co-authored-by: Erick Friis <erick@langchain.dev>
2024-09-17 22:00:07 +00:00
ogawa
e2245fac82
community[patch]: o1-preview and o1-mini costs (#26411)
updated OpenAI cost definitions according to the following:
https://openai.com/api/pricing/

Co-authored-by: Erick Friis <erick@langchain.dev>
2024-09-17 21:59:46 +00:00
ZhangShenao
1a8e9023de
Improvement[Community] Improve streamlit_callback_handler (#26373)
- add decorator for static methods

Co-authored-by: Erick Friis <erick@langchain.dev>
2024-09-17 21:54:37 +00:00
Bagatur
1a62f9850f
anthropic[patch]: Release 0.2.1 (#26592) 2024-09-17 14:44:21 -07:00
Harutaka Kawamura
6ed50e78c9
community: Rename deployments server to AI gateway (#26368)
We recently renamed `MLflow Deployments Server` to `MLflow AI Gateway`
in mlflow. This PR updates the relevant notebooks to use `MLflow AI
gateway`

---

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:** 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!


- [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.


- [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.

---------

Signed-off-by: harupy <17039389+harupy@users.noreply.github.com>
Co-authored-by: Erick Friis <erick@langchain.dev>
2024-09-17 21:36:04 +00:00
Bagatur
5ced41bf50
anthropic[patch]: fix tool call and tool res image_url handling (#26587)
Co-authored-by: ccurme <chester.curme@gmail.com>
2024-09-17 14:30:07 -07:00
Christophe Bornet
c6bdd6f482
community: Fix references in link extractors docstrings (#26314)
Co-authored-by: Erick Friis <erick@langchain.dev>
2024-09-17 21:26:25 +00:00
Christophe Bornet
3a99467ccb
core[patch]: Add ruff rule UP006(use PEP585 annotations) (#26574)
* Added rules `UPD006` now that Pydantic is v2+

---------

Co-authored-by: Eugene Yurtsev <eyurtsev@gmail.com>
2024-09-17 21:22:50 +00:00
wlleiiwang
2ef4c9466f
community: modify document links for tencent vectordb (#26316)
- modify document links for create a tencent vectordb database instance.

Co-authored-by: wlleiiwang <wlleiiwang@tencent.com>
Co-authored-by: Erick Friis <erick@langchain.dev>
2024-09-17 21:11:10 +00:00
Erick Friis
194adc485c
docs: pypi readme image links (#26590) 2024-09-17 20:41:34 +00:00
Bagatur
97b05d70e6
docs: anthropic api ref nit (#26591) 2024-09-17 20:39:53 +00:00
Bagatur
e1d113ea84
core,openai,grow,fw[patch]: deprecate bind_functions, update chat mod… (#26584)
…el api ref
2024-09-17 11:32:39 -07:00
ccurme
7c05f71e0f
milvus[patch]: fix vectorstore integration tests (#26583)
Resolves https://github.com/langchain-ai/langchain/issues/26564
2024-09-17 14:17:05 -04:00
Bagatur
145a49cca2
core[patch]: Release 0.3.1 (#26581) 2024-09-17 17:34:09 +00:00
Nuno Campos
5fc44989bf
core[patch]: Fix "argument of type 'NoneType' is not iterable" error in LangChainTracer (#26576)
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:
- 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.

---------

Co-authored-by: Erick Friis <erick@langchain.dev>
2024-09-17 10:29:46 -07:00
Erick Friis
f4a65236ee
infra: only force reinstall on release (#26580) 2024-09-17 17:12:17 +00:00
Isaac Francisco
06cde06a20
core[minor]: remove beta from RemoveMessage (#26579) 2024-09-17 17:09:58 +00:00
Erick Friis
3e51fdc840
infra: more skip if pull request libs (#26578) 2024-09-17 09:48:02 -07:00
RUO
0a177ec2cc
community: Enhance MongoDBLoader with flexible metadata and optimized field extraction (#23376)
### Description:
This pull request significantly enhances the MongodbLoader class in the
LangChain community package by adding robust metadata customization and
improved field extraction capabilities. The updated class now allows
users to specify additional metadata fields through the metadata_names
parameter, enabling the extraction of both top-level and deeply nested
document attributes as metadata. This flexibility is crucial for users
who need to include detailed contextual information without altering the
database schema.

Moreover, the include_db_collection_in_metadata flag offers optional
inclusion of database and collection names in the metadata, allowing for
even greater customization depending on the user's needs.

The loader's field extraction logic has been refined to handle missing
or nested fields more gracefully. It now employs a safe access mechanism
that avoids the KeyError previously encountered when a specified nested
field was absent in a document. This update ensures that the loader can
handle diverse and complex data structures without failure, making it
more resilient and user-friendly.

### Issue:
This pull request addresses a critical issue where the MongodbLoader
class in the LangChain community package could throw a KeyError when
attempting to access nested fields that may not exist in some documents.
The previous implementation did not handle the absence of specified
nested fields gracefully, leading to runtime errors and interruptions in
data processing workflows.

This enhancement ensures robust error handling by safely accessing
nested document fields, using default values for missing data, thus
preventing KeyError and ensuring smoother operation across various data
structures in MongoDB. This improvement is crucial for users working
with diverse and complex data sets, ensuring the loader can adapt to
documents with varying structures without failing.

### Dependencies: 
Requires motor for asynchronous MongoDB interaction.

### Twitter handle: 
N/A

### Add tests and docs
Tests: Unit tests have been added to verify that the metadata inclusion
toggle works as expected and that the field extraction correctly handles
nested fields.
Docs: An example notebook demonstrating the use of the enhanced
MongodbLoader is included in the docs/docs/integrations directory. This
notebook includes setup instructions, example usage, and outputs.
(Here is the notebook link : [colab
link](https://colab.research.google.com/drive/1tp7nyUnzZa3dxEFF4Kc3KS7ACuNF6jzH?usp=sharing))
Lint and test
Before submitting, I ran make format, make lint, and make test as per
the contribution guidelines. All tests pass, and the code style adheres
to the LangChain standards.

```python
import unittest
from unittest.mock import patch, MagicMock
import asyncio
from langchain_community.document_loaders.mongodb import MongodbLoader

class TestMongodbLoader(unittest.TestCase):
    def setUp(self):
        """Setup the MongodbLoader test environment by mocking the motor client 
        and database collection interactions."""
        # Mocking the AsyncIOMotorClient
        self.mock_client = MagicMock()
        self.mock_db = MagicMock()
        self.mock_collection = MagicMock()

        self.mock_client.get_database.return_value = self.mock_db
        self.mock_db.get_collection.return_value = self.mock_collection

        # Initialize the MongodbLoader with test data
        self.loader = MongodbLoader(
            connection_string="mongodb://localhost:27017",
            db_name="testdb",
            collection_name="testcol"
        )

    @patch('langchain_community.document_loaders.mongodb.AsyncIOMotorClient', return_value=MagicMock())
    def test_constructor(self, mock_motor_client):
        """Test if the constructor properly initializes with the correct database and collection names."""
        loader = MongodbLoader(
            connection_string="mongodb://localhost:27017",
            db_name="testdb",
            collection_name="testcol"
        )
        self.assertEqual(loader.db_name, "testdb")
        self.assertEqual(loader.collection_name, "testcol")

    def test_aload(self):
        """Test the aload method to ensure it correctly queries and processes documents."""
        # Setup mock data and responses for the database operations
        self.mock_collection.count_documents.return_value = asyncio.Future()
        self.mock_collection.count_documents.return_value.set_result(1)
        self.mock_collection.find.return_value = [
            {"_id": "1", "content": "Test document content"}
        ]

        # Run the aload method and check responses
        loop = asyncio.get_event_loop()
        results = loop.run_until_complete(self.loader.aload())
        self.assertEqual(len(results), 1)
        self.assertEqual(results[0].page_content, "Test document content")

    def test_construct_projection(self):
        """Verify that the projection dictionary is constructed correctly based on field names."""
        self.loader.field_names = ['content', 'author']
        self.loader.metadata_names = ['timestamp']
        expected_projection = {'content': 1, 'author': 1, 'timestamp': 1}
        projection = self.loader._construct_projection()
        self.assertEqual(projection, expected_projection)

if __name__ == '__main__':
    unittest.main()
```


### Additional Example for Documentation
Sample Data:

```json
[
    {
        "_id": "1",
        "title": "Artificial Intelligence in Medicine",
        "content": "AI is transforming the medical industry by providing personalized medicine solutions.",
        "author": {
            "name": "John Doe",
            "email": "john.doe@example.com"
        },
        "tags": ["AI", "Healthcare", "Innovation"]
    },
    {
        "_id": "2",
        "title": "Data Science in Sports",
        "content": "Data science provides insights into player performance and strategic planning in sports.",
        "author": {
            "name": "Jane Smith",
            "email": "jane.smith@example.com"
        },
        "tags": ["Data Science", "Sports", "Analytics"]
    }
]
```
Example Code:

```python
loader = MongodbLoader(
    connection_string="mongodb://localhost:27017",
    db_name="example_db",
    collection_name="articles",
    filter_criteria={"tags": "AI"},
    field_names=["title", "content"],
    metadata_names=["author.name", "author.email"],
    include_db_collection_in_metadata=True
)

documents = loader.load()

for doc in documents:
    print("Page Content:", doc.page_content)
    print("Metadata:", doc.metadata)
```
Expected Output:

```
Page Content: Artificial Intelligence in Medicine AI is transforming the medical industry by providing personalized medicine solutions.
Metadata: {'author_name': 'John Doe', 'author_email': 'john.doe@example.com', 'database': 'example_db', 'collection': 'articles'}
```

Thank you.

---

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.

---------

Co-authored-by: ccurme <chester.curme@gmail.com>
2024-09-17 10:23:17 -04:00
ccurme
6758894af1
docs: update v0.3 integrations table (#26571) 2024-09-17 09:56:04 -04:00