NeurDB: An AI-powered Autonomous Data System
arxiv(2024)
摘要
In the wake of rapid advancements in artificial intelligence (AI), we stand
on the brink of a transformative leap in data systems. The imminent fusion of
AI and DB (AIxDB) promises a new generation of data systems, which will relieve
the burden on end-users across all industry sectors by featuring AI-enhanced
functionalities, such as personalized and automated in-database AI-powered
analytics, self-driving capabilities for improved system performance, etc. In
this paper, we explore the evolution of data systems with a focus on deepening
the fusion of AI and DB. We present NeurDB, our next-generation data system
designed to fully embrace AI design in each major system component and provide
in-database AI-powered analytics. We outline the conceptual and architectural
overview of NeurDB, discuss its design choices and key components, and report
its current development and future plan.
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