Commit Graph

450 Commits

Author SHA1 Message Date
Erick Friis
eefb49680f
multiple[patch]: fix deprecation versions (#18349) 2024-02-29 16:58:33 -08:00
Jib
72bfc1d3db
mongodb[minor]: MongoDB Partner Package -- Porting MongoDBAtlasVectorSearch (#17652)
This PR migrates the existing MongoDBAtlasVectorSearch abstraction from
the `langchain_community` section to the partners package section of the
codebase.
- [x] Run the partner package script as advised in the partner-packages
documentation.
- [x] Add Unit Tests
- [x] Migrate Integration Tests
- [x] Refactor `MongoDBAtlasVectorStore` (autogenerated) to
`MongoDBAtlasVectorSearch`
- [x] ~Remove~ deprecate the old `langchain_community` VectorStore
references.

## Additional Callouts
- Implemented the `delete` method
- Included any missing async function implementations
  - `amax_marginal_relevance_search_by_vector`
  - `adelete` 
- Added new Unit Tests that test for functionality of
`MongoDBVectorSearch` methods
- Removed [`del
res[self._embedding_key]`](e0c81e1cb0/libs/community/langchain_community/vectorstores/mongodb_atlas.py (L218))
in `_similarity_search_with_score` function as it would make the
`maximal_marginal_relevance` function fail otherwise. The `Document`
needs to store the embedding key in metadata to work.

Checklist:

- [x] PR title: Please title your PR "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
- [x] Pass lint and test: Run `make format`, `make lint` and `make test`
from the root of the package(s) you've modified to check that you're
passing lint and testing. See contribution guidelines for more
information on how to write/run tests, lint, etc:
https://python.langchain.com/docs/contributing/
- [x] Add tests and docs: If you're adding a new integration, please
include
1. Existing tests supplied in docs/docs do not change. Updated
docstrings for new functions like `delete`
2. an example notebook showing its use. It lives in
`docs/docs/integrations` directory. (This already exists)

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

---------

Co-authored-by: Steven Silvester <steven.silvester@ieee.org>
Co-authored-by: Erick Friis <erick@langchain.dev>
2024-02-29 23:09:48 +00:00
Kai Kugler
df234fb171
community[patch]: Fixing embedchain document mapping (#18255)
- **Description:** The current embedchain implementation seems to handle
document metadata differently than done in the current implementation of
langchain and a KeyError is thrown. I would love for someone else to
test this...

---------

Co-authored-by: KKUGLER <kai.kugler@mercedes-benz.com>
Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
Co-authored-by: Deshraj Yadav <deshraj@gatech.edu>
2024-02-29 14:54:37 -08:00
Tomaz Bratanic
5999c4a240
Add support for parameters in neo4j retrieval query (#18310)
Sometimes, you want to use various parameters in the retrieval query of
Neo4j Vector to personalize/customize results. Before, when there were
only predefined chains, it didn't really make sense. Now that it's all
about custom chains and LCEL, it is worth adding since users can inject
any params they wish at query time. Isn't prone to SQL injection-type
attacks since we use parameters and not concatenating strings.
2024-02-29 13:00:54 -08:00
Virat Singh
cd926ac3dd
community: Add PolygonFinancials Tool (#18324)
**Description:**
In this PR, I am adding a `PolygonFinancials` tool, which can be used to
get financials data for a given ticker. The financials data is the
fundamental data that is found in income statements, balance sheets, and
cash flow statements of public US companies.

**Twitter**: 
[@virattt](https://twitter.com/virattt)
2024-02-29 10:56:05 -08:00
Christophe Bornet
8a81fcd5d3
community: Fix deprecation version of AstraDB VectorStore (#17991) 2024-02-28 17:15:09 -05:00
mackong
2c42f3a955
ollama[patch]: delete suffix slash to avoid redirect (#18260)
- **Description:** see
[ollama](https://github.com/ollama/ollama/blob/main/server/routes.go#L949)'s
route definitions
- **Issue:** N/A
- **Dependencies:** N/A
2024-02-28 16:44:48 -05:00
William De Vena
6b58943917
community[patch]: Invoke callback prior to yielding token (#18288)
## PR title
community[patch]: Invoke callback prior to yielding

PR message
Description: Invoke on_llm_new_token callback prior to yielding token in
_stream and _astream methods.
Issue: https://github.com/langchain-ai/langchain/issues/16913
Dependencies: None
Twitter handle: None
2024-02-28 21:40:53 +00:00
Eugene Yurtsev
cd52433ba0
community[minor]: Add SQLDatabaseLoader document loader (#18281)
- **Description:** A generic document loader adapter for SQLAlchemy on
top of LangChain's `SQLDatabaseLoader`.
  - **Needed by:** https://github.com/crate-workbench/langchain/pull/1
  - **Depends on:** GH-16655
  - **Addressed to:** @baskaryan, @cbornet, @eyurtsev

Hi from CrateDB again,

in the same spirit like GH-16243 and GH-16244, this patch breaks out
another commit from https://github.com/crate-workbench/langchain/pull/1,
in order to reduce the size of this patch before submitting it, and to
separate concerns.

To accompany the SQLAlchemy adapter implementation, the patch includes
integration tests for both SQLite and PostgreSQL. Let me know if
corresponding utility resources should be added at different spots.

With kind regards,
Andreas.


### Software Tests

```console
docker compose --file libs/community/tests/integration_tests/document_loaders/docker-compose/postgresql.yml up
```

```console
cd libs/community
pip install psycopg2-binary
pytest -vvv tests/integration_tests -k sqldatabase
```

```
14 passed
```



![image](https://github.com/langchain-ai/langchain/assets/453543/42be233c-eb37-4c76-a830-474276e01436)

---------

Co-authored-by: Andreas Motl <andreas.motl@crate.io>
2024-02-28 21:02:28 +00:00
David Ruan
af35e2525a
community[minor]: add hugging_face_model document loader (#17323)
- **Description:** add hugging_face_model document loader,
  - **Issue:** NA,
  - **Dependencies:** NA,

---------

Co-authored-by: Eugene Yurtsev <eyurtsev@gmail.com>
2024-02-28 20:05:35 +00:00
Sanjaypranav V M
b9a495e56e
community[patch]: added latin-1 decoder to gmail search tool (#18116)
some mails from flipkart , amazon are encoded with other plain text
format so to handle UnicodeDecode error , added exception and latin
decoder

Thank you for contributing to LangChain!

@hwchase17
2024-02-28 19:28:29 +00:00
Ashley Xu
e3211c2b3d
community[patch]: BigQueryVectorSearch JSON type unsupported for metadatas (#18234) 2024-02-28 08:19:53 -08:00
Ayo Ayibiowu
ac1d7d9de8
community[feat]: Adds LLMLingua as a document compressor (#17711)
**Description**: This PR adds support for using the [LLMLingua project
](https://github.com/microsoft/LLMLingua) especially the LongLLMLingua
(Enhancing Large Language Model Inference via Prompt Compression) as a
document compressor / transformer.

The LLMLingua project is an interesting project that can greatly improve
RAG system by compressing prompts and contexts while keeping their
semantic relevance.

**Issue**: https://github.com/microsoft/LLMLingua/issues/31
**Dependencies**: [llmlingua](https://pypi.org/project/llmlingua/)

@baskaryan

---------

Co-authored-by: Ayodeji Ayibiowu <ayodeji.ayibiowu@getinge.com>
Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
2024-02-27 19:23:56 -08:00
Jaskirat Singh
ce682f5a09
community: vectorstores.kdbai - Added support for when no docs are present (#18103)
- **Description:** By default it expects a list but that's not the case
in corner scenarios when there is no document ingested(use case:
Bootstrap application).
\
Hence added as check, if the instance is panda Dataframe instead of list
then it will procced with return immediately.

- **Issue:** NA
- **Dependencies:** NA
- **Twitter handle:**  jaskiratsingh1

---------

Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
2024-02-26 12:47:06 -08:00
am-kinetica
9b8f6455b1
Langchain vectorstore integration with Kinetica (#18102)
- **Description:** New vectorstore integration with the Kinetica
database
  - **Issue:** 
- **Dependencies:** the Kinetica Python API `pip install
gpudb==7.2.0.1`,
  - **Tag maintainer:** @baskaryan, @hwchase17 
  - **Twitter handle:**

---------

Co-authored-by: Chad Juliano <cjuliano@kinetica.com>
2024-02-26 12:46:48 -08:00
GoodBai
3589a135ef
community: make SET allow_experimental_[engine]_index configurabe in vectorstores.clickhouse (#18107)
## Description & Issue
While following the official doc to use clickhouse as a vectorstore, I
found only the default `annoy` index is properly supported. But I want
to try another engine `usearch` for `annoy` is not properly supported on
ARM platforms.
Here is the settings I prefer:

``` python
settings = ClickhouseSettings(
    table="wiki_Ethereum",
    index_type="usearch",  # annoy by default
    index_param=[],
)
```
The above settings do not work for the command `set
allow_experimental_annoy_index=1` is hard-coded.
This PR will make sure the experimental feature follow the `index_type`
which is also consistent with Clickhouse's naming conventions.
2024-02-26 12:39:17 -08:00
Dan Stambler
69344a0661
community: Add Laser Embedding Integration (#18111)
- **Description:** Added Integration with Meta AI's LASER
Language-Agnostic SEntence Representations embedding library, which
supports multilingual embedding for any of the languages listed here:
https://github.com/facebookresearch/flores/blob/main/flores200/README.md#languages-in-flores-200,
including several low resource languages
- **Dependencies:** laser_encoders
2024-02-26 12:16:37 -08:00
Christophe Bornet
a2d5fa7649
community[patch]: Fix GenericRequestsWrapper _aget_resp_content must be async (#18065)
There are existing tests in
`libs/community/tests/unit_tests/tools/requests/test_tool.py`
2024-02-25 19:07:07 -08:00
Neli Hateva
a01e8473f8
community[patch]: Fix GraphSparqlQAChain so that it works with Ontotext GraphDB (#15009)
- **Description:** Introduce a new parameter `graph_kwargs` to
`RdfGraph` - parameters used to initialize the `rdflib.Graph` if
`query_endpoint` is set. Also, do not set
`rdflib.graph.DATASET_DEFAULT_GRAPH_ID` as default value for the
`rdflib.Graph` `identifier` if `query_endpoint` is set.
  - **Issue:** N/A
  - **Dependencies:** N/A
  - **Twitter handle:** N/A
2024-02-25 19:05:21 -08:00
kYLe
17ecf6e119
community[patch]: Remove model limitation on Anyscale LLM (#17662)
**Description:** Llama Guard is deprecated from Anyscale public
endpoint.
**Issue:** Change the default model. and remove the limitation of only
use Llama Guard with Anyscale LLMs
Anyscale LLM can also works with all other Chat model hosted on
Anyscale.
Also added `async_client` for Anyscale LLM
2024-02-25 18:21:19 -08:00
Barun Amalkumar Halder
cc69976860
community[minor] : adds callback handler for Fiddler AI (#17708)
**Description:**  Callback handler to integrate fiddler with langchain. 
This PR adds the following -

1. `FiddlerCallbackHandler` implementation into langchain/community
2. Example notebook `fiddler.ipynb` for usage documentation

[Internal Tracker : FDL-14305]

**Issue:** 
NA

**Dependencies:** 
- Installation of langchain-community is unaffected.
- Usage of FiddlerCallbackHandler requires installation of latest
fiddler-client (2.5+)

**Twitter handle:** @fiddlerlabs @behalder

Co-authored-by: Barun Halder <barun@fiddler.ai>
2024-02-25 18:17:03 -08:00
Christophe Bornet
b8b5ce0c8c
astradb: Add AstraDBChatMessageHistory to langchain-astradb package (#17732)
Co-authored-by: Bagatur <baskaryan@gmail.com>
2024-02-25 18:14:49 -08:00
Maxime Perrin
c06a8732aa
community[patch]: fix llama index imports and fields access (#17870)
- **Description:** Fixing outdated imports after v0.10 llama index
update and updating metadata and source text access
  - **Issue:** #17860
  - **Twitter handle:** @maximeperrin_

---------

Co-authored-by: Maxime Perrin <mperrin@doing.fr>
2024-02-25 18:14:23 -08:00
2jimoo
7fc903464a
community: Add document manager and mongo document manager (#17320)
- **Description:** 
    - Add DocumentManager class, which is a nosql record manager. 
- In order to use index and aindex in
libs/langchain/langchain/indexes/_api.py, DocumentManager inherits
RecordManager.
    - Also I added the MongoDB implementation of Document Manager too.
  - **Dependencies:** pymongo, motor
  
<!-- Thank you for contributing to LangChain!

Please title your PR "<package>: <description>", where <package> is
whichever of langchain, community, core, experimental, etc. is being
modified.

Replace this entire comment with:
- **Description:** Add DocumentManager class, which is a no sql record
manager. To use index method and aindex method in indexes._api.py,
Document Manager inherits RecordManager.Add the MongoDB implementation
of Document Manager.
  - **Dependencies:** pymongo, motor

Please make sure your PR is passing linting and testing before
submitting. Run `make format`, `make lint` and `make test` from the root
of the package you've modified to check this locally.

See contribution guidelines for more information on how to write/run
tests, lint, etc: https://python.langchain.com/docs/contributing/

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.

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

---------

Co-authored-by: Eugene Yurtsev <eyurtsev@gmail.com>
2024-02-23 21:32:52 -05:00
kYLe
56b955fc31
community[minor]: Add async_client for Anyscale Chat model (#18050)
Add `async_client` for Anyscale Chat_model
2024-02-23 21:22:54 -05:00
Erick Friis
29e0445490
community[patch]: BaseLLM typing in init (#18029) 2024-02-23 17:51:27 +00:00
Nicolò Boschi
4c132b4cc6
community: fix openai streaming throws 'AIMessageChunk' object has no attribute 'text' (#18006)
After upgrading langchain-community to 0.0.22, it's not possible to use
openai from the community package with streaming=True
```
  File "/home/runner/work/ragstack-ai/ragstack-ai/ragstack-e2e-tests/.tox/langchain/lib/python3.11/site-packages/langchain_community/chat_models/openai.py", line 434, in _generate
    return generate_from_stream(stream_iter)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/runner/work/ragstack-ai/ragstack-ai/ragstack-e2e-tests/.tox/langchain/lib/python3.11/site-packages/langchain_core/language_models/chat_models.py", line 65, in generate_from_stream
    for chunk in stream:
  File "/home/runner/work/ragstack-ai/ragstack-ai/ragstack-e2e-tests/.tox/langchain/lib/python3.11/site-packages/langchain_community/chat_models/openai.py", line 418, in _stream
    run_manager.on_llm_new_token(chunk.text, chunk=cg_chunk)
                                 ^^^^^^^^^^
AttributeError: 'AIMessageChunk' object has no attribute 'text'
```

Fix regression of https://github.com/langchain-ai/langchain/pull/17907 
**Twitter handle:** @nicoloboschi
2024-02-23 12:12:47 -05:00
Guangdong Liu
4197efd67a
community: Fix SparkLLM error (#18015)
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 SparkLLM  error
- **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!
2024-02-23 06:40:29 -08:00
Leo Diegues
b15fccbb99
community[patch]: Skip OpenAIWhisperParser extremely small audio chunks to avoid api error (#11450)
**Description**
This PR addresses a rare issue in `OpenAIWhisperParser` that causes it
to crash when processing an audio file with a duration very close to the
class's chunk size threshold of 20 minutes.

**Issue**
#11449

**Dependencies**
None

**Tag maintainer**
@agola11 @eyurtsev 

**Twitter handle**
leonardodiegues

---------

Co-authored-by: Leonardo Diegues <leonardo.diegues@grupofolha.com.br>
Co-authored-by: Bagatur <baskaryan@gmail.com>
2024-02-22 17:02:43 -08:00
mackong
9678797625
community[patch]: callback before yield for _stream/_astream (#17907)
- Description: callback on_llm_new_token before yield chunk for
_stream/_astream for some chat models, make all chat models in a
consistent behaviour.
- Issue: N/A
- Dependencies: N/A
2024-02-22 16:15:21 -08:00
Chad Juliano
50ba3c68bb
community[minor]: add Kinetica LLM wrapper (#17879)
**Description:** Initial pull request for Kinetica LLM wrapper
**Issue:** N/A
**Dependencies:** No new dependencies for unit tests. Integration tests
require gpudb, typeguard, and faker
**Twitter handle:** @chad_juliano

Note: There is another pull request for Kinetica vectorstore. Ultimately
we would like to make a partner package but we are starting with a
community contribution.
2024-02-22 16:02:00 -08:00
Bagatur
9b0b0032c2
community[patch]: fix lint (#17984) 2024-02-22 15:15:27 -08:00
David Loving
d068e8ea54
community[patch]: compatibility with SQLAlchemy 1.4.x (#17954)
**Description:**
Change type hint on `QuerySQLDataBaseTool` to be compatible with
SQLAlchemy v1.4.x.

**Issue:**
Users locked to `SQLAlchemy < 2.x` are unable to import
`QuerySQLDataBaseTool`.

closes https://github.com/langchain-ai/langchain/issues/17819

**Dependencies:**
None
2024-02-22 13:17:07 -05:00
kartikTAI
9cf6661dc5
community: use NeuralDB object to initialize NeuralDBVectorStore (#17272)
**Description:** This PR adds an `__init__` method to the
NeuralDBVectorStore class, which takes in a NeuralDB object to
instantiate the state of NeuralDBVectorStore.
**Issue:** N/A
**Dependencies:** N/A
**Twitter handle:** N/A
2024-02-22 12:05:01 -05:00
Brad Erickson
ecd72d26cf
community: Bugfix - correct Ollama API path to avoid HTTP 307 (#17895)
Sets the correct /api/generate path, without ending /, to reduce HTTP
requests.

Reference:

https://github.com/ollama/ollama/blob/efe040f8/docs/api.md#generate-request-streaming

Before:

    DEBUG: Starting new HTTP connection (1): localhost:11434
    DEBUG: http://localhost:11434 "POST /api/generate/ HTTP/1.1" 307 0
    DEBUG: http://localhost:11434 "POST /api/generate HTTP/1.1" 200 None

After:

    DEBUG: Starting new HTTP connection (1): localhost:11434
    DEBUG: http://localhost:11434 "POST /api/generate HTTP/1.1" 200 None
2024-02-22 11:59:55 -05:00
Erick Friis
a53370a060
pinecone[patch], docs: PineconeVectorStore, release 0.0.3 (#17896) 2024-02-22 08:24:08 -08:00
Hasan
7248e98b9e
community[patch]: Return PK in similarity search Document (#17561)
Issue: #17390

Co-authored-by: hasan <hasan@m2sys.com>
2024-02-21 17:03:50 -08:00
Raunak
1ec8199c8e
community[patch]: Added more functions in NetworkxEntityGraph class (#17624)
- **Description:** 
1. Added add_node(), remove_node(), has_node(), remove_edge(),
has_edge() and get_neighbors() functions in
       NetworkxEntityGraph class.

2. Added the above functions in graph_networkx_qa.ipynb documentation.
2024-02-21 17:02:56 -08:00
Christophe Bornet
3d91be94b1
community[patch]: Add missing async_astra_db_client param to AstraDBChatMessageHistory (#17742) 2024-02-21 16:46:42 -08:00
Xudong Sun
c524bf31f5
docs: add helpful comments to sparkllm.py (#17774)
Adding helpful comments to sparkllm.py, help users to use ChatSparkLLM
more effectively
2024-02-21 16:42:54 -08:00
Ian
3019a594b7
community[minor]: Add tidb loader support (#17788)
This pull request support loading data from TiDB database with
Langchain.

A simple usage:
```
from  langchain_community.document_loaders import TiDBLoader

CONNECTION_STRING = "mysql+pymysql://root@127.0.0.1:4000/test"

QUERY = "select id, name, description from items;"
loader = TiDBLoader(
    connection_string=CONNECTION_STRING,
    query=QUERY,
    page_content_columns=["name", "description"],
    metadata_columns=["id"],
)
documents = loader.load()
print(documents)
```
2024-02-21 16:42:33 -08:00
Christophe Bornet
815ec74298
docs: Add docstring to AstraDBStore (#17793) 2024-02-21 16:41:47 -08:00
ehude
9e54c227f1
community[patch]: Bug Neo4j VectorStore when having multiple indexes the sort is not working and the store that returned is random (#17396)
Bug fix: when having multiple indexes the sort is not working and the
store that returned is random.
The following small fix resolves the issue.
2024-02-21 16:33:33 -08:00
Michael Feil
242981b8f0
community[minor]: infinity embedding local option (#17671)
**drop-in-replacement for sentence-transformers
inference.**

https://github.com/langchain-ai/langchain/discussions/17670

tldr from the discussion above -> around a 4x-22x speedup over using
SentenceTransformers / huggingface embeddings. For more info:
https://github.com/michaelfeil/infinity (pure-python dependency)

---------

Co-authored-by: Erick Friis <erick@langchain.dev>
2024-02-21 16:33:13 -08:00
Leonid Ganeline
ed0b7c3b72
docs: added community modules descriptions (#17827)
API Reference: Several `community` modules (like
[adapter](https://api.python.langchain.com/en/latest/community_api_reference.html#module-langchain_community.adapters)
module) are missing descriptions. It happens when langchain was split to
the core, langchain and community packages.
- Copied module descriptions from other packages
- Fixed several descriptions to the consistent format.
2024-02-21 16:18:36 -08:00
Christophe Bornet
5019951a5d
docs: AstraDB VectorStore docstring (#17834) 2024-02-21 16:16:31 -08:00
Rohit Gupta
3acd0c74fc
community[patch]: added SCANN index in default search params (#17889)
This will enable users to add data in same collection for index type
SCANN for milvus
2024-02-21 15:47:47 -08:00
Karim Assi
afc1ba0329
community[patch]: add possibility to search by vector in OpenSearchVectorSearch (#17878)
- **Description:** implements the missing `similarity_search_by_vector`
function for `OpenSearchVectorSearch`
- **Issue:** N/A
- **Dependencies:** N/A
2024-02-21 15:44:55 -08:00
Nathan Voxland (Activeloop)
9ece134d45
docs: Improved deeplake.py init documentation (#17549)
**Description:** 
Updated documentation for DeepLake init method.

Especially the exec_option docs needed improvement, but did a general
cleanup while I was looking at it.

**Issue:** n/a
**Dependencies:** None

---------

Co-authored-by: Nathan Voxland <nathan@voxland.net>
2024-02-21 15:33:00 -08:00
Zachary Toliver
29ee0496b6
community[patch]: Allow override of 'fetch_schema_from_transport' in the GraphQL tool (#17649)
- **Description:** In order to override the bool value of
"fetch_schema_from_transport" in the GraphQLAPIWrapper, a
"fetch_schema_from_transport" value needed to be added to the
"_EXTRA_OPTIONAL_TOOLS" dictionary in load_tools in the "graphql" key.
The parameter "fetch_schema_from_transport" must also be passed in to
the GraphQLAPIWrapper to allow reading of the value when creating the
client. Passing as an optional parameter is probably best to avoid
breaking changes. This change is necessary to support GraphQL instances
that do not support fetching schema, such as TigerGraph. More info here:
[TigerGraph GraphQL Schema
Docs](https://docs.tigergraph.com/graphql/current/schema)
  - **Threads handle:** @zacharytoliver

---------

Co-authored-by: Zachary Toliver <zt10191991@hotmail.com>
Co-authored-by: Bagatur <baskaryan@gmail.com>
2024-02-21 15:32:43 -08:00