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# Migrating ## 🚨Breaking Changes for select chains (SQLDatabase) on 7/28/23 In an effort to make `langchain` leaner and safer, we are moving select chains to `langchain_experimental`. This migration has already started, but we are remaining backwards compatible until 7/28. On that date, we will remove functionality ...
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# 🦜️🔗 LangChain ⚡ Build context-aware reasoning applications ⚡ [![Release Notes](https://img.shields.io/github/release/langchain-ai/langchain)](https://github.com/langchain-ai/langchain/releases) [![CI](https://github.com/langchain-ai/langchain/actions/workflows/check_diffs.yml/badge.svg)](https://github.com/langch...
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# Security Policy ## Reporting a Vulnerability Please report security vulnerabilities by email to `security@langchain.dev`. This email is an alias to a subset of our maintainers, and will ensure the issue is promptly triaged and acted upon as needed.
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# Dev container This project includes a [dev container](https://containers.dev/), which lets you use a container as a full-featured dev environment. You can use the dev container configuration in this folder to build and run the app without needing to install any of its tools locally! You can use it in [GitHub Codesp...
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# Contributor Covenant Code of Conduct ## Our Pledge We as members, contributors, and leaders pledge to make participation in our community a harassment-free experience for everyone, regardless of age, body size, visible or invisible disability, ethnicity, sex characteristics, gender identity and expression, level of...
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# Contributing to LangChain Hi there! Thank you for even being interested in contributing to LangChain. As an open-source project in a rapidly developing field, we are extremely open to contributions, whether they involve new features, improved infrastructure, better documentation, or bug fixes. To learn how to contr...
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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:...
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# LangChain cookbook Example code for building applications with LangChain, with an emphasis on more applied and end-to-end examples than contained in the [main documentation](https://python.langchain.com). Notebook | Description :- | :- [LLaMA2_sql_chat.ipynb](https://github.com/langchain-ai/langchain/tree/master/co...
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# LangChain Documentation For more information on contributing to our documentation, see the [Documentation Contributing Guide](https://python.langchain.com/docs/contributing/documentation)
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-e ../libs/langchain -e ../libs/community -e ../libs/core urllib3==1.26.18
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-e libs/experimental -e libs/langchain -e libs/core -e libs/community pydantic<2 autodoc_pydantic==1.8.0 myst_parser nbsphinx==0.8.9 sphinx>=5 sphinx-autobuild==2021.3.14 sphinx_rtd_theme==1.0.0 sphinx-typlog-theme==0.8.0 sphinx-panels toml myst_nb sphinx_copybutton pydata-sphinx-theme==0.13.1
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Copyright (c) 2007-2023 The scikit-learn developers. All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: * Redistributions of source code must retain the above copyright notice, this list of conditions an...
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Copyright (c) 2007-2023 The scikit-learn developers. All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: * Redistributions of source code must retain the above copyright notice, this list of conditions an...
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# Security LangChain has a large ecosystem of integrations with various external resources like local and remote file systems, APIs and databases. These integrations allow developers to create versatile applications that combine the power of LLMs with the ability to access, interact with and manipulate external resour...
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# Debugging If you're building with LLMs, at some point something will break, and you'll need to debug. A model call will fail, or the model output will be misformatted, or there will be some nested model calls and it won't be clear where along the way an incorrect output was created. Here are a few different tools a...
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# Pydantic compatibility - Pydantic v2 was released in June, 2023 (https://docs.pydantic.dev/2.0/blog/pydantic-v2-final/) - v2 contains has a number of breaking changes (https://docs.pydantic.dev/2.0/migration/) - Pydantic v2 and v1 are under the same package name, so both versions cannot be installed at the same time...
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# LLMonitor >[LLMonitor](https://llmonitor.com?utm_source=langchain&utm_medium=py&utm_campaign=docs) is an open-source observability platform that provides cost and usage analytics, user tracking, tracing and evaluation tools. <video controls width='100%' > <source src='https://llmonitor.com/videos/demo-annotated.m...
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# Streamlit > **[Streamlit](https://streamlit.io/) is a faster way to build and share data apps.** > Streamlit turns data scripts into shareable web apps in minutes. All in pure Python. No front‑end experience required. > See more examples at [streamlit.io/generative-ai](https://streamlit.io/generative-ai). [![Open i...
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1/22/23, 6:30 PM - User 1: Hi! Im interested in your bag. Im offering $50. Let me know if you are interested. Thanks! 1/22/23, 8:24 PM - User 2: Goodmorning! $50 is too low. 1/23/23, 2:59 AM - User 1: How much do you want? 1/23/23, 3:00 AM - User 2: Online is at least $100 1/23/23, 3:01 AM - User 2: Here is $129 1/23/2...
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application.json 1023495323659816971/ applications/ avatar.gif user.json events-2023-00000-of-00001.json events-2023-00000-of-00001.json events-2023-00000-of-00001.json events-2023-00000-of-00001.json analytics/ modeling/ reporting/ tns/ channel.json messages.csv chan...
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# Remembrall This page covers how to use the [Remembrall](https://remembrall.dev) ecosystem within LangChain. ## What is Remembrall? Remembrall gives your language model long-term memory, retrieval augmented generation, and complete observability with just a few lines of code. ![Screenshot of the Remembrall dashboa...
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# Airtable >[Airtable](https://en.wikipedia.org/wiki/Airtable) is a cloud collaboration service. `Airtable` is a spreadsheet-database hybrid, with the features of a database but applied to a spreadsheet. > The fields in an Airtable table are similar to cells in a spreadsheet, but have types such as 'checkbox', > 'ph...
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# AwaDB >[AwaDB](https://github.com/awa-ai/awadb) is an AI Native database for the search and storage of embedding vectors used by LLM Applications. ## Installation and Setup ```bash pip install awadb ``` ## Vector Store ```python from langchain_community.vectorstores import AwaDB ``` See a [usage example](/doc...
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# Baseten [Baseten](https://baseten.co) provides all the infrastructure you need to deploy and serve ML models performantly, scalably, and cost-efficiently. As a model inference platform, Baseten is a `Provider` in the LangChain ecosystem. The Baseten integration currently implements a single `Component`, LLMs, but m...
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# BREEBS (Open Knowledge) [BREEBS](https://www.breebs.com/) is an open collaborative knowledge platform. Anybody can create a Breeb, a knowledge capsule based on PDFs stored on a Google Drive folder. A breeb can be used by any LLM/chatbot to improve its expertise, reduce hallucinations and give access to sources. Beh...
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Databricks ========== The [Databricks](https://www.databricks.com/) Lakehouse Platform unifies data, analytics, and AI on one platform. Databricks embraces the LangChain ecosystem in various ways: 1. Databricks connector for the SQLDatabase Chain: SQLDatabase.from_databricks() provides an easy way to query your data...
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# Fireworks This page covers how to use [Fireworks](https://fireworks.ai/) models within Langchain. ## Installation and setup - Install the Fireworks integration package. ``` pip install langchain-fireworks ``` - Get a Fireworks API key by signing up at [fireworks.ai](https://fireworks.ai). - Authenticate by...
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# Marqo This page covers how to use the Marqo ecosystem within LangChain. ### **What is Marqo?** Marqo is a tensor search engine that uses embeddings stored in in-memory HNSW indexes to achieve cutting edge search speeds. Marqo can scale to hundred-million document indexes with horizontal index sharding and allows f...
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# Predibase Learn how to use LangChain with models on Predibase. ## Setup - Create a [Predibase](https://predibase.com/) account and [API key](https://docs.predibase.com/sdk-guide/intro). - Install the Predibase Python client with `pip install predibase` - Use your API key to authenticate ### LLM Predibase integra...
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# PubMed # PubMed >[PubMed®](https://pubmed.ncbi.nlm.nih.gov/) by `The National Center for Biotechnology Information, National Library of Medicine` > comprises more than 35 million citations for biomedical literature from `MEDLINE`, life science journals, and online books. > Citations may include links to full text...
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# Shale Protocol [Shale Protocol](https://shaleprotocol.com) provides production-ready inference APIs for open LLMs. It's a Plug & Play API as it's hosted on a highly scalable GPU cloud infrastructure. Our free tier supports up to 1K daily requests per key as we want to eliminate the barrier for anyone to start buil...
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# Vearch [Vearch](https://github.com/vearch/vearch) is a scalable distributed system for efficient similarity search of deep learning vectors. # Installation and Setup Vearch Python SDK enables vearch to use locally. Vearch python sdk can be installed easily by pip install vearch. # Vectorstore Vearch also can use...
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# Portkey >[Portkey](https://docs.portkey.ai/overview/introduction) is a platform designed to streamline the deployment > and management of Generative AI applications. > It provides comprehensive features for monitoring, managing models, > and improving the performance of your AI applications. ## LLMOps for Langcha...
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--- sidebar_class_name: hidden --- # LangSmith [LangSmith](https://smith.langchain.com) helps you trace and evaluate your language model applications and intelligent agents to help you move from prototype to production. Check out the [interactive walkthrough](/docs/langsmith/walkthrough) to get started. For more in...
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What I Worked On February 2021 Before college the two main things I worked on, outside of school, were writing and programming. I didn't write essays. I wrote what beginning writers were supposed to write then, and probably still are: short stories. My stories were awful. They had hardly any plot, just characters wit...
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Madam Speaker, Madam Vice President, our First Lady and Second Gentleman. Members of Congress and the Cabinet. Justices of the Supreme Court. My fellow Americans. Last year COVID-19 kept us apart. This year we are finally together again. Tonight, we meet as Democrats Republicans and Independents. But most importan...
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Tell me a {adjective} joke about {content}.
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# Contributing to langchain-cli Update CLI versions with `poe bump` to ensure that version commands display correctly.
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# `langchain` **Usage**: ```console $ langchain [OPTIONS] COMMAND [ARGS]... ``` **Options**: * `--help`: Show this message and exit. * `-v, --version`: Print current CLI version. **Commands**: * `app`: Manage LangChain apps * `serve`: Start the LangServe app, whether it's a... * `template`: Develop installable te...
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# langchain-cli This package implements the official CLI for LangChain. Right now, it is most useful for getting started with LangChain Templates! [CLI Docs](https://github.com/langchain-ai/langchain/blob/master/libs/cli/DOCS.md) [LangServe Templates Quickstart](https://github.com/langchain-ai/langchain/blob/master/...
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# __package_name__ This package contains the LangChain integration with __ModuleName__ ## Installation ```bash pip install -U __package_name__ ``` And you should configure credentials by setting the following environment variables: * TODO: fill this out ## Chat Models `Chat__ModuleName__` class exposes chat mode...
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# __package_name__ TODO: What does this package do ## Environment Setup TODO: What environment variables need to be set (if any) ## Usage To use this package, you should first have the LangChain CLI installed: ```shell pip install -U langchain-cli ``` To create a new LangChain project and install this as the onl...
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# __app_name__ ## Installation Install the LangChain CLI if you haven't yet ```bash pip install -U langchain-cli ``` ## Adding packages ```bash # adding packages from # https://github.com/langchain-ai/langchain/tree/master/templates langchain app add $PROJECT_NAME # adding custom GitHub repo packages langchain a...
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# 🦜️🧑‍🤝‍🧑 LangChain Community [![Downloads](https://static.pepy.tech/badge/langchain_community/month)](https://pepy.tech/project/langchain_community) [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT) ## Quick Install ```bash pip install langchain-communit...
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[05.05.23, 15:48:11] James: Hi here [11/8/21, 9:41:32 AM] User name: Message 123 1/23/23, 3:19 AM - User 2: Bye! 1/23/23, 3:22_AM - User 1: And let me know if anything changes [1/24/21, 12:41:03 PM] ~ User name 2: Of course! [2023/5/4, 16:13:23] ~ User 2: See you! 7/19/22, 11:32 PM - User 1: Hello 7/20/22, 11:32 am - U...
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[05.05.23, 15:48:11] James: Hi here [11/8/21, 9:41:32 AM] User name: Message 123 1/23/23, 3:19 AM - User 2: Bye! 1/23/23, 3:22_AM - User 1: And let me know if anything changes [1/24/21, 12:41:03 PM] ~ User name 2: Of course! [2023/5/4, 16:13:23] ~ User 2: See you! 7/19/22, 11:32 PM - User 1: Hello 7/20/22, 11:32 am - U...
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Sharks are a group of elasmobranch fish characterized by a cartilaginous skeleton, five to seven gill slits on the sides of the head, and pectoral fins that are not fused to the head. Modern sharks are classified within the clade Selachimorpha (or Selachii) and are the sister group to the Batoidea (rays and kin). Some ...
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[8/15/23, 9:12:33 AM] Dr. Feather: ‎Messages and calls are end-to-end encrypted. No one outside of this chat, not even WhatsApp, can read or listen to them. [8/15/23, 9:12:43 AM] Dr. Feather: I spotted a rare Hyacinth Macaw yesterday in the Amazon Rainforest. Such a magnificent creature! ‎[8/15/23, 9:12:48 AM] Dr. Feat...
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--- anArray: one - two - three tags: 'onetag', 'twotag' ] --- A document with frontmatter that isn't valid.
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--- tags: journal/entry, obsidian --- No other content than the frontmatter.
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### Description #recipes #dessert #cookies A document with HR elements that might trip up a front matter parser: --- ### Ingredients - 3/4 cup (170g) **unsalted butter**, slightly softened to room temperature. - 1 and 1/2 cups (180g) **confectioners’ sugar** ---
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A markdown document with no additional metadata.
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--- aFloat: 13.12345 anInt: 15 aBool: true aString: string value anArray: - one - two - three aDict: dictId1: '58417' dictId2: 1500 tags: [ 'onetag', 'twotag' ] --- # Tags ()#notatag #12345 #read something #tagWithCases - #tag-with-dash #tag_with_underscore #tag/with/nesting # Dataview Here is some data in a ...
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--- aString: {{var}} anArray: - element - {{varElement}} aDict: dictId1: 'val' dictId2: '{{varVal}}' tags: [ 'tag', '{{varTag}}' ] --- Frontmatter contains template variables.
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Error reading file
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Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat ...
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# 🦜🍎️ LangChain Core [![Downloads](https://static.pepy.tech/badge/langchain_core/month)](https://pepy.tech/project/langchain_core) [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT) ## Quick Install ```bash pip install langchain-core ``` ## What is it? Lan...
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Question: {question} Answer:
C:\Users\wesla\CodePilotAI\repositories\langchain\libs\core\tests\unit_tests\prompt_file.txt
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Question: {question} Answer:
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Error reading file
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Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat ...
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Tell me a {adjective} joke about {content}.
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# 🦜️🧪 LangChain Experimental This package holds experimental LangChain code, intended for research and experimental uses. > [!WARNING] > Portions of the code in this package may be dangerous if not properly deployed > in a sandboxed environment. Please be wary of deploying experimental code > to production unless y...
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# Causal program-aided language (CPAL) chain see https://github.com/langchain-ai/langchain/pull/6255
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# 🦜️🔗 LangChain ⚡ Building applications with LLMs through composability ⚡ [![Release Notes](https://img.shields.io/github/release/langchain-ai/langchain)](https://github.com/langchain-ai/langchain/releases) [![lint](https://github.com/langchain-ai/langchain/actions/workflows/lint.yml/badge.svg)](https://github.com/...
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Below are some assertions that have been fact checked and are labeled as true or false. If all of the assertions are true, return "True". If any of the assertions are false, return "False". Here are some examples: === Checked Assertions: """ - The sky is red: False - Water is made of lava: False - The sun is a star:...
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You are an expert fact checker. You have been hired by a major news organization to fact check a very important story. Here is a bullet point list of facts: """ {assertions} """ For each fact, determine whether it is true or false about the subject. If you are unable to determine whether the fact is true or false, ou...
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Given some text, extract a list of facts from the text. Format your output as a bulleted list. Text: """ {summary} """ Facts:
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Below are some assertions that have been fact checked and are labeled as true or false. If the answer is false, a suggestion is given for a correction. Checked Assertions: """ {checked_assertions} """ Original Summary: """ {summary} """ Using these checked assertions, rewrite the original summary to be completely tr...
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# Langchain Tests [This guide has moved to the docs](https://python.langchain.com/docs/contributing/testing)
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[05.05.23, 15:48:11] James: Hi here [11/8/21, 9:41:32 AM] User name: Message 123 1/23/23, 3:19 AM - User 2: Bye! 1/23/23, 3:22_AM - User 1: And let me know if anything changes [1/24/21, 12:41:03 PM] ~ User name 2: Of course! [2023/5/4, 16:13:23] ~ User 2: See you! 7/19/22, 11:32 PM - User 1: Hello 7/20/22, 11:32 am - U...
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# langchain-ai21 This package contains the LangChain integrations for [AI21](https://docs.ai21.com/) through their [AI21](https://pypi.org/project/ai21/) SDK. ## Installation and Setup - Install the AI21 partner package ```bash pip install langchain-ai21 ``` - Get an AI21 api key and set it as an environment variabl...
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# langchain-airbyte This package contains the LangChain integration with Airbyte ## Installation ```bash pip install -U langchain-airbyte ``` The integration package doesn't have any global environment variables that need to be set, but some integrations (e.g. `source-github`) may need credentials passed in. ## Do...
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# langchain-anthropic This package contains the LangChain integration for Anthropic's generative models. ## Installation `pip install -U langchain-anthropic` ## Chat Models | API Model Name | Model Family | | ------------------ | -------------- | | claude-instant-1.2 | Claude Instant | | claude-2.1 |...
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This package has moved! https://github.com/langchain-ai/langchain-datastax/tree/main/libs/astradb
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# langchain-elasticsearch This package contains the LangChain integration with Elasticsearch. ## Installation ```bash pip install -U langchain-elasticsearch ``` TODO document how to get id and key ## Usage The `ElasticsearchStore` class exposes the connection to the Pinecone vector store. ```python from langchai...
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# langchain-exa This package contains the LangChain integrations for Exa Cloud generative models. ## Installation ```bash pip install -U langchain-exa ``` ## Exa Search Retriever You can retrieve search results as follows ```python from langchain_exa import ExaSearchRetriever exa_api_key = "YOUR API KEY" # Crea...
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# LangChain-Fireworks This is the partner package for tying Fireworks.ai and LangChain. Fireworks really strive to provide good support for LangChain use cases, so if you run into any issues please let us know. You can reach out to us [in our Discord channel](https://discord.com/channels/1137072072808472616/) ## Ins...
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This package has moved! https://github.com/langchain-ai/langchain-google/tree/main/libs/genai
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This package has moved! https://github.com/langchain-ai/langchain-google/tree/main/libs/vertexai
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# langchain-groq ## Welcome to Groq! 🚀 At Groq, we've developed the world's first Language Processing Unit™, or LPU. The Groq LPU has a deterministic, single core streaming architecture that sets the standard for GenAI inference speed with predictable and repeatable performance for any given workload. Beyond the ar...
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# langchain-ibm This package provides the integration between LangChain and IBM watsonx.ai through the `ibm-watsonx-ai` SDK. ## Installation To use the `langchain-ibm` package, follow these installation steps: ```bash pip install langchain-ibm ``` ## Usage ### Setting up To use IBM's models, you must have an IBM...
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# langchain-mistralai This package contains the LangChain integrations for [MistralAI](https://docs.mistral.ai) through their [mistralai](https://pypi.org/project/mistralai/) SDK. ## Installation ```bash pip install -U langchain-mistralai ``` ## Chat Models This package contains the `ChatMistralAI` class, which is...
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# langchain-mongodb # Installation ``` pip install -U langchain-mongodb ``` # Usage - See [integrations doc](../../../docs/docs/integrations/vectorstores/mongodb.ipynb) for more in-depth usage instructions. - See [Getting Started with the LangChain Integration](https://www.mongodb.com/docs/atlas/atlas-vector-search/a...
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# langchain-nomic This package contains the LangChain integration with Nomic ## Installation ```bash pip install -U langchain-nomic ``` And you should configure credentials by setting the following environment variables: * `NOMIC_API_KEY`: your nomic API key ## Embeddings `NomicEmbeddings` class exposes embeddin...
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# langchain-nvidia-ai-endpoints The `langchain-nvidia-ai-endpoints` package contains LangChain integrations for chat models and embeddings powered by the [NVIDIA AI Foundation Model](https://www.nvidia.com/en-us/ai-data-science/foundation-models/) playground environment. > [NVIDIA AI Foundation Endpoints](https://ww...
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# langchain-nvidia-trt
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# langchain-openai This package contains the LangChain integrations for OpenAI through their `openai` SDK. ## Installation and Setup - Install the LangChain partner package ```bash pip install langchain-openai ``` - Get an OpenAI api key and set it as an environment variable (`OPENAI_API_KEY`) ## LLM See a [usage...
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# langchain-pinecone This package contains the LangChain integration with Pinecone. ## Installation ```bash pip install -U langchain-pinecone ``` And you should configure credentials by setting the following environment variables: - `PINECONE_API_KEY` - `PINECONE_INDEX_NAME` ## Usage The `PineconeVectorStore` cl...
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# langchain-robocorp This package contains the LangChain integrations for [Robocorp](https://github.com/robocorp/robocorp). ## Installation ```bash pip install -U langchain-robocorp ``` ## Action Server Toolkit See [ActionServerToolkit](https://python.langchain.com/docs/integrations/toolkits/robocorp) for detailed...
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# langchain-together
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# 🦜✂️ LangChain Text Splitters [![Downloads](https://static.pepy.tech/badge/langchain_text_splitters/month)](https://pepy.tech/project/langchain_text_splitters) [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT) ## Quick Install ```bash pip install langchain-...
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# LangChain Templates LangChain Templates are the easiest and fastest way to build a production-ready LLM application. These templates serve as a set of reference architectures for a wide variety of popular LLM use cases. They are all in a standard format which make it easy to deploy them with [LangServe](https://gith...
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# anthropic-iterative-search This template will create a virtual research assistant with the ability to search Wikipedia to find answers to your questions. It is heavily inspired by [this notebook](https://github.com/anthropics/anthropic-cookbook/blob/main/long_context/wikipedia-search-cookbook.ipynb). ## Environme...
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# basic-critique-revise Iteratively generate schema candidates and revise them based on errors. ## Environment Setup This template uses OpenAI function calling, so you will need to set the `OPENAI_API_KEY` environment variable in order to use this template. ## Usage To use this package, you should first have the L...
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# Bedrock JCVD 🕺🥋 ## Overview LangChain template that uses [Anthropic's Claude on Amazon Bedrock](https://aws.amazon.com/bedrock/claude/) to behave like JCVD. > I am the Fred Astaire of Chatbots! 🕺 '![Animated GIF of Jean-Claude Van Damme dancing.](https://media.tenor.com/CVp9l7g3axwAAAAj/jean-claude-van-damme-j...
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