ROMAS: A Role-Based Multi-Agent System for Database monitoring and Planning

TL;DR

ROMAS introduces a role-based multi-agent system that enhances database monitoring and planning by enabling adaptive, collaborative, and low-code solutions, demonstrated through real-world deployment and experimental validation.

Contribution

This paper presents ROMAS, a novel role-based multi-agent system that improves adaptability, collaboration, and ease of deployment in database analytics tasks, addressing limitations of existing MAS.

Findings

ROMAS outperforms existing systems in multiple scenarios.

Effective integration with LLM-powered database analytics.

Demonstrated practical utility in real-world deployments.

Abstract

In recent years, Large Language Models (LLMs) have demonstrated remarkable capabilities in data analytics when integrated with Multi-Agent Systems (MAS). However, these systems often struggle with complex tasks that involve diverse functional requirements and intricate data processing challenges, necessitating customized solutions that lack broad applicability. Furthermore, current MAS fail to emulate essential human-like traits such as self-planning, self-monitoring, and collaborative work in dynamic environments, leading to inefficiencies and resource wastage. To address these limitations, we propose ROMAS, a novel Role-Based M ulti-A gent System designed to adapt to various scenarios while enabling low code development and one-click deployment. ROMAS has been effectively deployed in DB-GPT [Xue et al., 2023a, 2024b], a well-known project utilizing LLM-powered database analytics, showcasing its practical utility in real-world scenarios. By integrating role-based collaborative mechanisms for self-monitoring and self-planning, and leveraging existing MAS capabilities to enhance database interactions, ROMAS offers a more effective and versatile solution. Experimental evaluations of ROMAS demonstrate its superiority across multiple scenarios, highlighting its potential to advance the field of multi-agent data analytics.