How-To Guides

A chain is made up of links, which can be either primitives or other chains. Primitives can be either prompts, models, arbitrary functions, or other chains. The examples here are broken up into three sections:

Generic Functionality

Covers both generic chains (that are useful in a wide variety of applications) as well as generic functionality related to those chains.

• Async API for Chain
• Creating a custom Chain
• Loading from LangChainHub
• LLM Chain
• Additional ways of running LLM Chain
• Parsing the outputs
• Initialize from string
• Router Chains
• Sequential Chains
• Serialization
• Transformation Chain

Index-related Chains

Chains related to working with indexes.

• Analyze Document
• Chat Over Documents with Chat History
• Graph QA
• Hypothetical Document Embeddings
• Question Answering with Sources
• Question Answering
• Summarization
• Retrieval Question/Answering
• Retrieval Question Answering with Sources
• Vector DB Text Generation

All other chains

All other types of chains!

• API Chains
• Self-Critique Chain with Constitutional AI
• FLARE
• GraphCypherQAChain
• NebulaGraphQAChain
• BashChain
• LLMCheckerChain
• LLM Math
• LLMRequestsChain
• LLMSummarizationCheckerChain
• Moderation
• Router Chains: Selecting from multiple prompts with MultiPromptChain
• Router Chains: Selecting from multiple prompts with MultiRetrievalQAChain
• OpenAPI Chain
• PAL
• SQL Chain example