ComfyUI_LiteLLM is an extension for ComfyUI that integrates the LiteLLM library, enabling users to interact with various language models directly within the ComfyUI environment. This addon acts as a connector between ComfyUI and LiteLLM, facilitating the use of any model supported by LiteLLM in user workflows.
- Provides a range of nodes for model selection, text completion, and message handling tailored for LiteLLM functionality.
- Features advanced capabilities for graph-based Retrieval-Augmented Generation (RAG) using LightRAG, allowing for intelligent document processing and querying.
- Supports a wide variety of language models, including those from OpenAI, Anthropic, Google, and others, enhancing flexibility in model choice.
Context
ComfyUI_LiteLLM is designed as an addon for ComfyUI, providing users with the ability to utilize LiteLLM's language models seamlessly within their existing workflows. Its primary function is to enable the integration of various language models into ComfyUI, allowing for more versatile and powerful AI-driven applications.
Key Features & Benefits
This addon introduces several practical nodes that enhance the functionality of ComfyUI:
LiteLLMModelProviderallows users to select from a variety of LiteLLM-supported models.LiteLLMCompletionand its variations enable the generation of text completions based on user-defined prompts, facilitating dynamic content creation.- The integration with LightRAG enables sophisticated document processing and querying, making it easier to build and interact with knowledge graphs.
Advanced Functionalities
The tool includes specialized capabilities such as:
- Graph-Based RAG: The integration with LightRAG allows users to create and manage knowledge graphs, enabling advanced querying techniques across multiple documents.
- Agent Memory Functions: The
AgentMemoryProvidernode provides context-aware memory for LiteLLM agents, enhancing their performance in conversational AI applications. - Local Embeddings: Users can leverage high-quality local embedding models like Stella 1.5B, ensuring fast processing without relying on external APIs.
Practical Benefits
ComfyUI_LiteLLM significantly improves workflow efficiency by offering a streamlined way to incorporate various language models into ComfyUI projects. It enhances control over text generation processes and allows for high-quality document processing, ultimately leading to better performance and output quality in AI applications.
Credits/Acknowledgments
This addon was developed by contributors to the ComfyUI and LiteLLM projects and is released under the MIT License. For further details on contributions and dependencies, refer to the respective documentation and repository files.