Guangzhou, China
August 26, 2024
Cloud Native databases are designed to fully harness the power of cloud infrastructure, offering dynamic scalability, efficient resource management, and seamless integration with cloud services. These databases are optimized to deliver high performance and resilience in cloud environments by leveraging features like elastic resource allocation and the co-optimization of hardware and software. With the advent of Large Language Models (LLMs), the capabilities of these databases are further enhanced. LLMs enable advanced features like Natural Language to SQL (NL2SQL), allowing users to interact with databases using everyday language, thereby simplifying data access and analysis for users of all technical backgrounds. The convergence of Cloud Native database technology and LLMs is paving the way for more intuitive, powerful, and accessible data services.
To tackle the technical challenges posed by this industry trend, our workshop will adopt a round-table format. Each session will start with a presentation highlighting research problems encountered in industry practice, followed by an open discussion on potential solutions. The workshop is designed as a platform for researchers and practitioners to exchange ideas and share ongoing work without the need for paper submissions or full presentations. Our objective is to collaboratively define the scope of research and guide the community in effectively addressing these emerging challenges.
Date: August 26, Monday
Time
Session
Topics
Opening Remarks
9:00-10:30
90minsFoundation Model & Database
From NL2SQL to Data Agent: Opportunities and Challenges
The LLM-based Optimizer for Databases
Foundation Models for Cross-Database Multi-task AI4DB
10:30-11:00
30minsCoffee Break
11:00-12:30
90minsData Management for LLM
New Methods for Tabular Data Governance and Analysis
Accurate and Efficient Mining of High Quality Datasets
From Vector Store to Vector DBMS: A RAG View
12:30-14:00
90minsLunch Break
14:00-15:30
90minsCloud Native Database
Heterogeneous Workload Scheduling and Optimization for Serverless Databases
The All-In-One Data System on the Cloud
15:30-16:00
30minsCoffee Break
16:00-17:30
90minsHardware & Software Co-Design
Unified SQL Engine for Heterogeneous Computing Unit
Next-generation Data Center Infrastructure Impacts: Public Cloud and Cloud Stack
Closing Remarks
Workshop Banquet (2h)