langchain

Commit Graph

Author	SHA1	Message	Date
Leonid Ganeline	c660b0cf79	docs[patch]: moved semadb.mdx file (#14204 ) SemaDB.mdx file was placed with additional sub-folder: `https://python.langchain.com/docs/integrations/providers/providers/semadb` - Moved file to the `https://python.langchain.com/docs/integrations/providers/semadb` - Added a redirect for the file URL	10 months ago
Changgeng Zhao	9b59bde93d	Update Hologres vector store: use hologres-vector (#13767 ) Hi, I made some code changes on the Hologres vector store to improve the data insertion performance. Also, this version of the code uses `hologres-vector` library. This library is more convenient for us to update, and more efficient in performance. The code has passed the format/lint/spell check. I have run the unit test for Hologres connecting to my own database. Please check this PR again and tell me if anything needs to change. Best, Changgeng, Developer @ Alibaba Cloud Co-authored-by: Changgeng Zhao <zhaochanggeng.zcg@alibaba-inc.com> Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>	10 months ago
Leonid Ganeline	283c2994de	docs: `Hugging Face` platform page (#13831 ) `Hugging Face` is definitely a platform. It includes many integrations for many modules (LLM, Embedding, DocumentLoader, Tool) So, a doc page was added that defines Hugging Face as a platform.	10 months ago
gzyJoy	32d4bb4590	Added Slacktoolkit (#14012 ) - Description: This PR introduces the Slack toolkit to LangChain, which allows users to read and write to Slack using the Slack API. Specifically, we've added the following tools. 1. get_channel: Provides a summary of all the channels in a workspace. 2. get_message: Gets the message history of a channel. 3. send_message: Sends a message to a channel. 4. schedule_message: Sends a message to a channel at a specific time and date. - Issue: This pull request addresses [Add Slack Toolkit #11747](https://github.com/langchain-ai/langchain/issues/11747) - Dependencies: package`slack_sdk` Note: For this toolkit to function you will need to add a Slack app to your workspace. Additional info can be found [here](https://slack.com/help/articles/202035138-Add-apps-to-your-Slack-workspace). --------- Co-authored-by: Bagatur <baskaryan@gmail.com> Co-authored-by: ArianneLavada <ariannelavada@gmail.com> Co-authored-by: ArianneLavada <84357335+ArianneLavada@users.noreply.github.com> Co-authored-by: ariannelavada@gmail.com <you@example.com>	10 months ago
ggeutzzang	03d6b94c29	Fix: (issue #14066 ) DOC: Summarization output broken (#14078 ) - Description: : As described in the issue below, https://python.langchain.com/docs/use_cases/summarization I've modified the Python code in the above notebook to perform well. I also modified the OpenAI LLM model to the latest version as shown below. `gpt-3.5-turbo-16k --> gpt-3.5-turbo-1106` This is because it seems to be a bit more responsive. - Issue: : #14066	10 months ago
Bob Lin	ac449f186b	Update docs to use new usage in openai>1.0.0 (#14163 ) ### Description Use new [APIs](https://github.com/openai/openai-python/blob/main/api.md#finetuning) ### Twitter handle [lin_bob57617](https://twitter.com/lin_bob57617)	10 months ago
Bob Lin	1ea48a31da	Update fallback cases (#14164 ) ### Description The `RateLimitError` initialization method has changed after openai v1, and the usage of `patch` needs to be changed. ### Twitter handle [lin_bob57617](https://twitter.com/lin_bob57617)	10 months ago
Leonid Ganeline	6ae0194dc7	docs: `integrations/toolkits/office365` notebook update (#14188 ) Added more descriptions and authentication details.	10 months ago
Samuel Kemp	fd781c89cc	langchain[minor]: add azure ai data document loader (#13404 ) This PR adds an "Azure AI data" document loader, which allows Azure AI users to load their registered data assets as a document object in langchain. --------- Co-authored-by: Bagatur <baskaryan@gmail.com>	10 months ago
Erick Friis	700428593a	fix broken api docs links (#14154 )	10 months ago
Bagatur	340b42d8ee	docs[minor]: lcel why page (#14089 )	10 months ago
Erick Friis	b01d9d27d9	docs[patch]: docs local build (#14152 )	10 months ago
Alex Kira	0caef3cde7	Change RunnableMap to RunnableParallel for consistency (#14142 ) - Description: Change instances of RunnableMap to RunnableParallel, as that should be the one used going forward. This makes it consistent across the codebase.	10 months ago
Martin Jul	e3a7c96a8e	docs[patch]: Fix minor typos (casing) in quickstart (#14138 ) Fix casing of API and LangChain in the description text for the LangServe example server.	10 months ago
Erick Friis	8cf4cb9e48	docs[patch]: Fix templates/index (#14146 )	10 months ago
Alex Kira	6eb40db353	docs[patch]: Add getting started section to LCEL doc (#14045 ) ### Description: Doc addition for LCEL introduction. Adds a more basic starter guide for using LCEL. --------- Co-authored-by: Alex Kira <akira@Alexs-MBP.local.tld> Co-authored-by: Bagatur <baskaryan@gmail.com>	10 months ago
axiangcoding	1b36ddf16c	docs[patch]: add deprecated note for ErnieChatBot (#14061 ) - Description: just a little change of ErnieChatBot class description, sugguesting user to use more suitable class - Issue: none, - Dependencies: none, - Tag maintainer: @baskaryan , - Twitter handle: none	10 months ago
Alex Kira	1757258b2a	docs[patch]: Add mermaid JS theme dependency to docusaurus (#14051 ) - Description: Add mermaid JS dependency and configs to documentation. Allows inline doc diagrams in markdown. - Dependencies: NPM package @docusaurus/theme-mermaid	10 months ago
Harrison Chase	ae646701c4	Harrison/ibm (#14133 ) Co-authored-by: Mateusz Szewczyk <139469471+MateuszOssGit@users.noreply.github.com>	10 months ago
Bob Lin	f15859bd86	docs[patch]: Update discord.ipynb (#14099 ) ### Description Now if `example` in Message is False, it will not be displayed. Update the output in this document. ```python In [22]: m = HumanMessage(content="Text") In [23]: m Out[23]: HumanMessage(content='Text') In [24]: m = HumanMessage(content="Text", example=True) In [25]: m Out[25]: HumanMessage(content='Text', example=True) ``` ### Twitter handle [lin_bob57617](https://twitter.com/lin_bob57617)	10 months ago
Bob Lin	75312c3694	docs[patch]: Update facebook.ipynb (#14102 ) ### Description Openai version 1.0.0 and later no longer supports the usage of camel case, So [the APIs](https://github.com/openai/openai-python/blob/main/api.md#finetuning) needs to be modified. ### Twitter handle [lin_bob57617](https://twitter.com/lin_bob57617)	10 months ago
Ean Yang	ac1c8634a8	docs[patch] Update invalid guides link (#14106 )	10 months ago
Erick Friis	b161f302ff	docs[patch]: local docs build <5s (#14096 )	10 months ago
Hubert Yuan	80ed588733	docs[patch]: Update metaphor_search.ipynb (#14093 ) - Description: Touch up of the documentation page for Metaphor Search Tool integration. Removes documentation for old built-in tool wrapper. --------- Co-authored-by: Erick Friis <erick@langchain.dev>	10 months ago
Jacob Lee	3328507f11	langchain[patch], experimental[minor]: Adds OllamaFunctions wrapper (#13330 ) CC @baskaryan @hwchase17 @jmorganca Having a bit of trouble importing `langchain_experimental` from a notebook, will figure it out tomorrow ~Ah and also is blocked by #13226~ --------- Co-authored-by: Lance Martin <lance@langchain.dev> Co-authored-by: Bagatur <baskaryan@gmail.com>	10 months ago
Rohan Dey	41a4c06a94	Added support for a Pandas DataFrame OutputParser (#13257 ) Description: Added support for a Pandas DataFrame OutputParser with format instructions, along with unit tests and a demo notebook. Namely, we've added the ability to request data from a DataFrame, have the LLM parse the request, and then use that request to retrieve a well-formatted response. Within LangChain, it seamlessly integrates with language models like OpenAI's `text-davinci-003`, facilitating streamlined interaction using the format instructions (just like the other output parsers). This parser structures its requests as `<operation/column/row>[<optional_array_params>]`. The instructions detail permissible operations, valid columns, and array formats, ensuring clarity and adherence to the required format. For example: - When the LLM receives the input: "Retrieve the mean of `num_legs` from rows 1 to 3." - The provided format instructions guide the LLM to structure the request as: "mean:num_legs[1..3]". The parser processes this formatted request, leveraging the LLM's understanding to extract the mean of `num_legs` from rows 1 to 3 within the Pandas DataFrame. This integration allows users to communicate requests naturally, with the LLM transforming these instructions into structured commands understood by the `PandasDataFrameOutputParser`. The format instructions act as a bridge between natural language queries and precise DataFrame operations, optimizing communication and data retrieval. Issue: - https://github.com/langchain-ai/langchain/issues/11532 Dependencies: No additional dependencies :) Tag maintainer: @baskaryan Twitter handle: No need. :) --------- Co-authored-by: Wasee Alam <waseealam@protonmail.com> Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>	10 months ago
Masanori Taniguchi	235bdb9fa7	Support Vald secure connection (#13269 ) Description: When using Vald, only insecure grpc connection was supported, so secure connection is now supported. In addition, grpc metadata can be added to Vald requests to enable authentication with a token. <!-- Thank you for contributing to LangChain! Replace this entire comment with: - Description: a description of the change, - Issue: the issue # it fixes (if applicable), - Dependencies: any dependencies required for this change, - Tag maintainer: for a quicker response, tag the relevant maintainer (see below), - Twitter handle: we announce bigger features on Twitter. If your PR gets announced, and you'd like a mention, we'll gladly shout you out! Please make sure your PR is passing linting and testing before submitting. Run `make format`, `make lint` and `make test` to check this locally. See contribution guidelines for more information on how to write/run tests, lint, etc: https://github.com/langchain-ai/langchain/blob/master/.github/CONTRIBUTING.md 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/extras` directory. If no one reviews your PR within a few days, please @-mention one of @baskaryan, @eyurtsev, @hwchase17. -->	10 months ago
Nico Puhlmann	54355b651a	Update index.mdx (#13285 ) grammar correction <!-- Thank you for contributing to LangChain! Replace this entire comment with: - Description: a description of the change, - Issue: the issue # it fixes (if applicable), - Dependencies: any dependencies required for this change, - Tag maintainer: for a quicker response, tag the relevant maintainer (see below), - Twitter handle: we announce bigger features on Twitter. If your PR gets announced, and you'd like a mention, we'll gladly shout you out! Please make sure your PR is passing linting and testing before submitting. Run `make format`, `make lint` and `make test` to check this locally. See contribution guidelines for more information on how to write/run tests, lint, etc: https://github.com/langchain-ai/langchain/blob/master/.github/CONTRIBUTING.md 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/extras` directory. If no one reviews your PR within a few days, please @-mention one of @baskaryan, @eyurtsev, @hwchase17. --> Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>	10 months ago
AthulVincent	67c55cb5b0	Implemented MongoDB Atlas Self-Query Retriever (#13321 ) # Description This PR implements Self-Query Retriever for MongoDB Atlas vector store. I've implemented the comparators and operators that are supported by MongoDB Atlas vector store according to the section titled "Atlas Vector Search Pre-Filter" from https://www.mongodb.com/docs/atlas/atlas-vector-search/vector-search-stage/. Namely: ``` allowed_comparators = [ Comparator.EQ, Comparator.NE, Comparator.GT, Comparator.GTE, Comparator.LT, Comparator.LTE, Comparator.IN, Comparator.NIN, ] """Subset of allowed logical operators.""" allowed_operators = [ Operator.AND, Operator.OR ] ``` Translations from comparators/operators to MongoDB Atlas filter operators(you can find the syntax in the "Atlas Vector Search Pre-Filter" section from the previous link) are done using the following dictionary: ``` map_dict = { Operator.AND: "$and", Operator.OR: "$or", Comparator.EQ: "$eq", Comparator.NE: "$ne", Comparator.GTE: "$gte", Comparator.LTE: "$lte", Comparator.LT: "$lt", Comparator.GT: "$gt", Comparator.IN: "$in", Comparator.NIN: "$nin", } ``` In visit_structured_query() the filters are passed as "pre_filter" and not "filter" as in the MongoDB link above since langchain's implementation of MongoDB atlas vector store(libs\langchain\langchain\vectorstores\mongodb_atlas.py) in _similarity_search_with_score() sets the "filter" key to have the value of the "pre_filter" argument. ``` params["filter"] = pre_filter ``` Test cases and documentation have also been added. # Issue #11616 # Dependencies No new dependencies have been added. # Documentation I have created the notebook mongodb_atlas_self_query.ipynb outlining the steps to get the self-query mechanism working. I worked closely with [@Farhan-Faisal](https://github.com/Farhan-Faisal) on this PR. --------- Co-authored-by: Bagatur <baskaryan@gmail.com>	10 months ago
Mohammad Mohtashim	f3dd4a10cf	DROP BOX Loader Documentation Update (#14047 ) - Description: Update the document for drop box loader + made the messages more verbose when loading pdf file since people were getting confused - Issue: #13952 - Tag maintainer: @baskaryan, @eyurtsev, @hwchase17, --------- Co-authored-by: Erick Friis <erick@langchain.dev>	10 months ago
Cheng (William) Huang	a00db4b28f	Add multi-input Reddit search tool (#13893 ) - Description: Added a tool called RedditSearchRun and an accompanying API wrapper, which searches Reddit for posts with support for time filtering, post sorting, query string and subreddit filtering. - Issue: #13891 - Dependencies: `praw` module is used to search Reddit - Tag maintainer: @baskaryan , and any of the other maintainers if needed - Twitter handle: None. Hello, This is our first PR and we hope that our changes will be helpful to the community. We have run `make format`, `make lint` and `make test` locally before submitting the PR. To our knowledge, our changes do not introduce any new errors. Our PR integrates the `praw` package which is already used by RedditPostsLoader in LangChain. Nonetheless, we have added integration tests and edited unit tests to test our changes. An example notebook is also provided. These changes were put together by me, @Anika2000, @CharlesXu123, and @Jeremy-Cheng-stack Thank you in advance to the maintainers for their time. --------- Co-authored-by: What-Is-A-Username <49571870+What-Is-A-Username@users.noreply.github.com> Co-authored-by: Anika2000 <anika.sultana@mail.utoronto.ca> Co-authored-by: Jeremy Cheng <81793294+Jeremy-Cheng-stack@users.noreply.github.com> Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>	10 months ago
Jawad Arshad	00a6e8962c	langchain[minor]: Add serpapi tools (#13934 ) - Description: Added some of the more endpoints supported by serpapi that are not suported on langchain at the moment, like google trends, google finance, google jobs, and google lens - Issue: [Add support for many of the querying endpoints with serpapi #11811](https://github.com/langchain-ai/langchain/issues/11811) --------- Co-authored-by: zushenglu <58179949+zushenglu@users.noreply.github.com> Co-authored-by: Erick Friis <erick@langchain.dev> Co-authored-by: Ian Xu <ian.xu@mail.utoronto.ca> Co-authored-by: zushenglu <zushenglu1809@gmail.com> Co-authored-by: KevinT928 <96837880+KevinT928@users.noreply.github.com> Co-authored-by: Bagatur <baskaryan@gmail.com>	10 months ago
h3l	dbaeb163aa	langchain[minor]: add volcengine endpoint as LLM (#13942 ) - Description: Volc Engine MaaS serves as an enterprise-grade, large-model service platform designed for developers. You can visit its homepage at https://www.volcengine.com/docs/82379/1099455 for details. This change will facilitate developers to integrate quickly with the platform. - Issue: None - Dependencies: volcengine - Tag maintainer: @baskaryan - Twitter handle: @he1v3tica --------- Co-authored-by: lvzhong <lvzhong@bytedance.com>	10 months ago
Tomaz Bratanic	3eb391561b	langchain[minor]: Reduce the number of tokens required to describe a Cypher/Neo4j schema (#13851 ) Instead of using JSON-like syntax to describe node and relationship properties we changed to a shorter and more concise schema description Old: ``` Node properties are the following: [{'properties': [{'property': 'name', 'type': 'STRING'}], 'labels': 'Movie'}, {'properties': [{'property': 'name', 'type': 'STRING'}], 'labels': 'Actor'}] Relationship properties are the following: [] The relationships are the following: ['(:Actor)-[:ACTED_IN]->(:Movie)'] ``` New: ``` Node properties are the following: Movie {name: STRING},Actor {name: STRING} Relationship properties are the following: The relationships are the following: (:Actor)-[:ACTED_IN]->(:Movie) ```	10 months ago
Sauhaard	7ec4dbeb80	langchain[minor]: Add StackExchange API integration (#14002 ) Implements [#12115](https://github.com/langchain-ai/langchain/issues/12115) Who can review? @baskaryan , @eyurtsev , @hwchase17 Integrated Stack Exchange API into Langchain, enabling access to diverse communities within the platform. This addition enhances Langchain's capabilities by allowing users to query Stack Exchange for specialized information and engage in discussions. The integration provides seamless interaction with Stack Exchange content, offering content from varied knowledge repositories. A notebook example and test cases were included to demonstrate the functionality and reliability of this integration. - Add StackExchange as a tool. - Add unit test for the StackExchange wrapper and tool. - Add documentation for the StackExchange wrapper and tool. If you have time, could you please review the code and provide any feedback as necessary! My team is welcome to any suggestions. --------- Co-authored-by: Yuval Kamani <yuvalkamani@gmail.com> Co-authored-by: Aryan Thakur <aryanthakur@Aryans-MacBook-Pro.local> Co-authored-by: Manas1818 <79381912+manas1818@users.noreply.github.com> Co-authored-by: aryan-thakur <61063777+aryan-thakur@users.noreply.github.com> Co-authored-by: Bagatur <baskaryan@gmail.com>	10 months ago
Anton Romanov	4964278ce4	docs[patch]: Update typo in map.ipynb (#14030 ) fix the typo in docs, using "with" instead of "when"	10 months ago
Richie	1cd9d5f332	docs[patch]: fix typo langchain version for mongodb integration (#14006 ) - Description: update minimal supported langchain version for [mongodb atlast integration webpage](https://python.langchain.com/docs/integrations/vectorstores/mongodb_atlas) - Issue: none - Dependencies: none ----- Just fixing a typo. In [mongodb atlas vectorstore integration page](https://python.langchain.com/docs/integrations/vectorstores/mongodb_atlas), `langchain` support for `$vectorSearch MQL stage` should be `0.0.305` rather than `0.0.35`	10 months ago
Piotr Ząbek	d0b818b634	DOCS: added missing imports (#13736 ) (#13737 ) - Description: Fixed missing imports in docs - Issue: [#13736](https://github.com/langchain-ai/langchain/issues/13736) - Dependencies: N/A	10 months ago
Yusuf Khan	0bc7c1b5b4	Add Outline provider doc (#13938 ) - Description: Added a provider doc to `docs/integrations/providers` for the new Outline integration in #13889 - Tag maintainer: @baskaryan	10 months ago
colton	643d28847d	[docs] fix reduce prompt in summarization example (#13726 ) <!-- Thank you for contributing to LangChain! Replace this entire comment with: - Description: a description of the change, - Issue: the issue # it fixes (if applicable), - Dependencies: any dependencies required for this change, - Tag maintainer: for a quicker response, tag the relevant maintainer (see below), - Twitter handle: we announce bigger features on Twitter. If your PR gets announced, and you'd like a mention, we'll gladly shout you out! Please make sure your PR is passing linting and testing before submitting. Run `make format`, `make lint` and `make test` to check this locally. See contribution guidelines for more information on how to write/run tests, lint, etc: https://github.com/langchain-ai/langchain/blob/master/.github/CONTRIBUTING.md 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/extras` directory. If no one reviews your PR within a few days, please @-mention one of @baskaryan, @eyurtsev, @hwchase17. --> Small fix to _summarization_ example, `reduce_template` should use `{docs}` variable. Bug likely introduced as following code suggests using `hub.pull("rlm/map-prompt")` instead of defined prompt.	10 months ago
Leonid Ganeline	5c28bb63dd	docs `microsoft` page updates (#14000 ) The Excel, PowerPoint and SharePoint document loaders were missed in the `Microsoft` platform page. - added these references	10 months ago
Leonid Ganeline	15b32cfcd4	docs `OpenAI` platform page update (#14001 ) Missed the OpenAI adapter reference in the OpenAI platform page - Added this reference	10 months ago
WaseemH	a47f1da884	docs[patch]: RAG Cookbook example fix (#13914 ) ### Description: Hey 👋🏽 this is a small docs example fix. Hoping it helps future developers who are working with Langchain. ### Problem: Take a look at the original example code. You were not able to get the `dialogue_turn[0]` while it was a tuple. Original code: ```python def _format_chat_history(chat_history: List[Tuple]) -> str: buffer = "" for dialogue_turn in chat_history: human = "Human: " + dialogue_turn[0] ai = "Assistant: " + dialogue_turn[1] buffer += "\n" + "\n".join([human, ai]) return buffer ``` In the original code you were getting this error: ```bash human = "Human: " + dialogue_turn[0].content ~~~~~~~~~~~~~^^^ TypeError: 'HumanMessage' object is not subscriptable ``` ### Solution: The fix is to just for loop over the chat history and look to see if its a human or ai message and add it to the buffer.	10 months ago
Bagatur	14799b139a	infra[patch]: add base deps and fix docs lint (#13998 )	10 months ago
Leonid Ganeline	52eee458bb	renamed `google_vertex_ai_vector_search` notebook (#13484 ) The `integrations/vectorstores/matchingengine.ipynb` example has the "Google Vertex AI Vector Search" title. This place this Title in the wrong order in the ToC (it is sorted by the file name). - Renamed `integrations/vectorstores/matchingengine.ipynb` into `integrations/vectorstores/google_vertex_ai_vector_search.ipynb`. - Updated a correspondent comment in docstring - Rerouted old URL to a new URL --------- Co-authored-by: Erick Friis <erick@langchain.dev>	10 months ago
Leonid Ganeline	f5326cfb4e	docs[patch]: link to LangSmith docs (#13740 ) It happens that there is no link to the LangSmith Docs from the LangChain Docs. Added this link	10 months ago
Leonid Ganeline	1ab8a14742	docs[patch]: top menu (#13748 ) Addressed this issue with the top menu: It allocates too much space. If the screen is small, then the top menu items are split into two lines and look unreadable. Another issue is with several top menu items: "Chat our docs" and "Also by LangChain". They are compound of several words which also hurts readability. The top menu items should be 1-word size. Updates: - "Chat our docs" -> "Chat" (the meaning is clean after clicking/opening the item) - "Also by LangChain" -> "🦜️🔗" - "🦜️🔗" moved before "Chat" item. This new item is partially copied from the first left item, the "🦜️🔗 LangChain". This design (with two 🦜️🔗 elements, visually splits the top menu into two parts. The first item in each part holds the 🦜️🔗 symbols and, when we click the second 🦜️🔗 item, it opens the drop-down menu. So, we've got two visually similar parts, which visually split the top menu on the right side: the LangChain Docs (and Doc-related items) and the lift side: other LangChain.ai (company) products/docs.	10 months ago
Taqi Jaffri	144710ad9a	langchain[minor]: Updated DocugamiLoader, includes breaking changes (#13265 ) There are the following main changes in this PR: 1. Rewrite of the DocugamiLoader to not do any XML parsing of the DGML format internally, and instead use the `dgml-utils` library we are separately working on. This is a very lightweight dependency. 2. Added MMR search type as an option to multi-vector retriever, similar to other retrievers. MMR is especially useful when using Docugami for RAG since we deal with large sets of documents within which a few might be duplicates and straight similarity based search doesn't give great results in many cases. We are @docugami on twitter, and I am @tjaffri --------- Co-authored-by: Taqi Jaffri <tjaffri@docugami.com>	10 months ago
Bagatur	95a472a85f	docs[patch]: install local core (#13990 )	10 months ago
Bagatur	61ec71064a	docs[patch]: update stack diagram (#13902 )	10 months ago

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2539 Commits (246dc4f9cca1d9111a7b93f094c04a33dcb5d4be)