AgentScope:一个灵活而强大的多智能体平台
AgentScope: A Flexible yet Robust Multi-Agent Platform
February 21, 2024
作者: Dawei Gao, Zitao Li, Weirui Kuang, Xuchen Pan, Daoyuan Chen, Zhijian Ma, Bingchen Qian, Liuyi Yao, Lin Zhu, Chen Cheng, Hongzhu Shi, Yaliang Li, Bolin Ding, Jingren Zhou
cs.AI
摘要
随着大型语言模型(LLMs)的快速发展,多智能体应用取得了显著进展。然而,协调智能体合作和LLMs不稳定性表现所带来的复杂性,给开发健壮高效的多智能体应用带来了显著挑战。为了解决这些挑战,我们提出了AgentScope,这是一个以开发者为中心的多智能体平台,其核心通信机制是消息交换。结合丰富的语法工具、内置资源和用户友好的交互,我们的通信机制显著降低了开发和理解的障碍。为了实现健壮灵活的多智能体应用,AgentScope提供了内置和可定制的容错机制,同时还配备了用于多模态数据生成、存储和传输的系统级支持。此外,我们设计了基于actor的分发框架,实现了本地和分布式部署之间的轻松转换,以及自动并行优化而无需额外努力。凭借这些特性,AgentScope赋予开发者构建充分发挥智能体潜力的应用的能力。我们已在https://github.com/modelscope/agentscope发布了AgentScope,并希望AgentScope能吸引更广泛的参与和创新在这个快速发展的领域。
English
With the rapid advancement of Large Language Models (LLMs), significant
progress has been made in multi-agent applications. However, the complexities
in coordinating agents' cooperation and LLMs' erratic performance pose notable
challenges in developing robust and efficient multi-agent applications. To
tackle these challenges, we propose AgentScope, a developer-centric multi-agent
platform with message exchange as its core communication mechanism. Together
with abundant syntactic tools, built-in resources, and user-friendly
interactions, our communication mechanism significantly reduces the barriers to
both development and understanding. Towards robust and flexible multi-agent
application, AgentScope provides both built-in and customizable fault tolerance
mechanisms while it is also armed with system-level supports for multi-modal
data generation, storage and transmission. Additionally, we design an
actor-based distribution framework, enabling easy conversion between local and
distributed deployments and automatic parallel optimization without extra
effort. With these features, AgentScope empowers developers to build
applications that fully realize the potential of intelligent agents. We have
released AgentScope at https://github.com/modelscope/agentscope, and hope
AgentScope invites wider participation and innovation in this fast-moving
field.