ChainFury

Build complex chat apps using LLMs in 4 clicks ⚡️ Try it out here

ChainFury is a powerful tool that simplifies the creation and management of chains of prompts, making it easier to build complex chat applications using LLMs.

# install the chainfury engine and client
pip install chainfury

# you can install the self hosted server as follows
pip install chainfury_server
python3 -m chainfury_server

Read the latest blog posts:

• ChainFury - Create LLM ChatBots in 4 clicks! - to learn more

• Why the Fury? Building a new flow engine from scratch - to understand the motivation behind ChainFury

• Fury Actions - to understand how fury actions work

Contents

• Using ChainFury (Hardcore)
  • Master of all trades
  • Creating chains in python
  • Calling Chain
  • Stream Chain
  • Superpowers with chainfury server
  • Conclusion

Examples

• Vector Database (β Beta)
  • Demo Working Code
• (RAG) Q/A with ChainFury
  • Objective
  • Step 0: Installing dependencies
  • Step 1: Loading the PDF
    • Step 1.1: Chunking of PDF
    • Step 1.2: Embeddings
    • Step 1.3: Loading in Qdrant
  • Step 2: Prompt Engineering
  • Step 3: Putting it all together
• Image Generation using Stability APIs
  • Code

Self Hosted

• Installing ChainFury
  • PyPi
  • Docker
  • Build from Source
• Privately Storing Data
  • Not storage “no”
  • Local Storage “local”
  • AWS S3 “s3”
  • Need Help?

Python APIs

• Agent File
  • Agent
  • AIAction
  • AIActionsRegistry
  • Memory
  • MemoryRegistry
  • ModelRegistry
  • ProgramaticActionsRegistry
  • ai_actions_registry
  • memory_registry
  • model_registry
  • programatic_actions_registry
• chainfury CLI
  • help()
  • main()
  • run()
• chainfury.base
  • Chain
  • Edge
  • Model
  • Node
  • NodeType
  • NotDAGError
  • Secret
  • Var
  • adjacency_list_to_edge_map()
  • edge_array_to_adjacency_list()
  • extract_jinja_indices()
  • func_to_return_vars()
  • func_to_vars()
  • get_value_by_keys()
  • jinja_schema_to_vars()
  • jtype_to_vars()
  • put_value_by_keys()
  • pyannotation_to_json_schema()
  • topological_sort()
• chainfury.client
  • Subway
  • get_client()
• chainfury utilities
  • CFEnv
  • DoNotRetryException
  • SimplerTimes
  • UnAuthException
  • batched()
  • exponential_backoff()
  • folder()
  • from_json()
  • get_blob()
  • get_files_in_folder()
  • get_logger()
  • joinp()
  • logger
  • store_blob()
  • terminal_top_with_text()
  • threaded_map()
  • to_json()

Integrations

• chainfury Components
  • component constants
  • openai components
  • stability AI components
  • nbx components
  • chainfury.components.tune package
  • serper components
  • ai_actions components
  • functional components
  • qdrant component
• Components List
  • Programatic Actions
  • AI Action Components
  • Memory Components
  • Model Components

Research

• Fury Agents Manifesto
  • tl;dr
  • Agents
  • Edits

Server

• chainfury_server.api package
  • Submodules
• chainfury_server.engines package
  • Submodules

Indices and tables

• Index

• Module Index

• Search Page