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KwaiKEG/KwaiAgents

⭐ 1200 Python added to this list on 2025-03-10 repository created 2023-11-13

KwaiAgents is an open-source project developed by KwaiKEG from Kuaishou Technology, focusing on creating a generalized information-seeking agent system powered by Large Language Models (LLMs). The project encompasses multiple components including KAgentSys-Lite, a lightweight version of the full KAgentSys system, which offers essential agent functionalities with some limitations such as fewer tools, no memory mechanisms, and slightly reduced performance. Despite these constraints, KAgentSys-Lite remains competitive among open-source agent systems. The project also features KAgentLMs, a series of large language models enhanced with agent capabilities like planning, reflection, and tool-use, achieved through a novel Meta-agent tuning method. To support training and evaluation, KwaiAgents provides KAgentInstruct, a dataset containing over 200,000 agent-related instruction fine-tuning examples, and KAgentBench, a benchmark dataset with more than 3,000 human-edited and automated evaluation samples. These datasets assess various agent capabilities including planning, tool-use, reflection, concluding, and profiling. KwaiAgents supports models based on Qwen and Baichuan architectures, with several versions available for download and use. The project includes detailed benchmark results comparing its models against other popular LLMs like GPT-3.5-turbo, Llama2, and ChatGLM3, demonstrating superior performance in multiple evaluation dimensions. Human evaluation results further validate the effectiveness of KwaiAgents' models. The repository provides comprehensive user guides for setting up the environment, installing dependencies, and deploying the models using tools like vLLM and FastChat for GPU-based inference. The project is well-documented with links to datasets, benchmarks, models, and research papers, making it a valuable resource for researchers and developers interested in advanced AI agent systems and LLM applications.

https://github.com/KwaiKEG/KwaiAgents

agent-capabilitiesagiai-agentsautogptautonomous-agentsbaichuan-modelsbenchmarkingchatgptfastchatgpthuman-evaluationinformation-seeking-agent-systemkagentbenchkagentinstructkagentlmskagentsys-litekwaiagentslarge-language-modelsllmslocalllmmeta-agent-tuningmodel-deploymentplanningqwen-modelsreflectiontool-usevllm