Agents-Flex is a comprehensive Java framework tailored for developers working with Large Language Models (LLMs). It stands out for its lightweight, simple, and elegant design, making it an ideal choice for those looking to integrate LLM capabilities into their applications with ease. The framework supports a variety of network protocols, including HTTP, SSE, and WS, facilitating seamless connections to various LLMs such as OpenAI and LLama.
One of the key features of Agents-Flex is its extensive support for prompt engineering. It offers a rich set of development templates and prompt frameworks, including FEW-SHOT, CRISPE, BROKE, and ICIO, allowing developers to either use predefined templates or customize their own to suit specific needs.
Function calling is another area where Agents-Flex excels. It provides a flexible component that supports local method definitions, parsing, callbacks through LLMs, and executing local methods to obtain results. This feature enhances the interactivity and functionality of applications built with Agents-Flex.
Document management is made straightforward with Agents-Flex's Loader, Parser, and Splitter components. These components come with multiple implementations, enabling easy data loading from the web, local files, databases, and various data types.
The Memory module in Agents-Flex is divided into MessageMemory and ContextMemory, designed for recording chat messages and Chain execution contexts, respectively. Developers have the option to extend the Memory module through inheritance to achieve more complex functionalities.
Embedding capabilities in Agents-Flex are extensive, with support for developers to implement their private embedding algorithms. Additionally, the framework supports multiple vector databases, and developers can expand their private VectorStore services by implementing the VectorStore interface.
Agents-Flex also defines an abstract implementation of Agents, allowing developers to use the Agents Chain to create more interactive applications. The Chain includes sequential Chains, asynchronous Chains, and loop Chains, catering to a wide range of scenarios.
Released under the Apache License, Agents-Flex is a versatile and powerful framework for developers looking to leverage the capabilities of LLMs in their Java applications.
