孙佶——DACon北京.pdf

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1、演讲嘉宾：孙佶数据智能体：面向异构数据智能体：面向异构引擎的引擎的自主数据自主数据系统系统0 1数据智能体的前身数据智能体的前身今世今世0 2数据分析数据分析智能体智能体0 3数据数据科学智能体科学智能体0 4非结构化基座非结构化基座向量向量数据库数据库0 1 数据智能体的前身数据智能体的前身今世今世Data Agent 1.0：AI原生数据库系统DBMSDBMS KernelKernelData Access Middleware Data Access Middleware Database DesignDatabase Design&DevelopmentDevelopment Tool

2、s Tools OSOSHardwareHardware (CPU/GPU/FPGA,(CPU/GPU/FPGA,DRAM/NVM/HDD,DRAM/NVM/HDD,RDMA/CXLRDMA/CXL)Data Data SynchronizSynchronization Toolation Tools s ETL/CDCETL/CDC ToolsToolsMonitoring Monitoring and and Operations Operations Tools Tools Backup Backup and and Recovery Recovery Tools Tools SQLSQ

3、L DriverDriver (JDBC,(JDBC,ODBC)ODBC)Metadata ViewMetadata View InterfaceInterface Runtime View Runtime View Monitoring and Operations Monitoring and Operations InterfaceInterfaceBackup and Recovery Interface Backup and Recovery Interface Data Data SynchronSynchronization ization Interface Interface

4、 Data Import Data Import&Export Export ToolTools s OptimizerOptimizerTransactionTransactionExecutorExecutorHAHADistributedDistributedCloud-nativeCloud-nativeAI-nativeAI-nativeSecuritySecurityStorageStorageLearned EstimatorLearned IndexLearned PlannerLearned SchedulerLearned LayoutAdvisorsNL2SQLIn-DB

5、 MLSQL2SQLNL2PipelineIntelligent OPsVectorLearned RewriterTuning Planning(NP)Prediction UnderstandingNL2Design Regression Embedded AIData Agent 1.0：AI原生数据库系统 内嵌的AI能力 Regression,planning,prediction NLP,understanding,semantics,reasoning 自治优化 Predictor,estimator,planner,advisor,scheduler 自适应学习 Adapt to

6、 data,query,resource changes Self-reflectionAI原生数据库将原生数据库将AI技术融入数据自治技术融入数据自治，查询处理和资源调度的过程中查询处理和资源调度的过程中。Data Agent 2.0：Database-Data System Data+AI Data System DatabaseDataUnstructuredStructuredothersQueryNLSQLCode20%80%StructuredUnstructuredData Agent 2.0：Database-Data SystemDataUnstructured Struct