利用 HeatWave GenAI 和 Vector Store 构建新应用程序.pdf

1、Building New Applications using HeatWave GenAI&Vector StoreNipun AgarwalSenior Vice President,MySQL HeatWaveCopyright 2024,Oracle and/or its affiliates1MySQL HeatWaveAnalyticsIn-database MLAutopilotOLTPMySQL HeatWaveAnalyticsIn-database MLAutopilotOLTPMySQL HeatWaveQueriesQueriesResultsResultsSocial

2、,eCommerce,IoT,gaming,fintech apps.Analytics and ML toolsObject StoreDatabase Database exportsexportsProcess ALL workloads with MySQL HeatWaveHeatWaveAnalyticsIn-database MLAutopilotOLTPDatabase exportsStreaming dataData SourcesEnterprise AppsWeb/SocialLog filesIoTMySQL storageScales from 16 GB to 5

3、12 TBLAKEHOUSE,REAL-TIME ANALYTICS,MACHINE LEARNING,TRANSACTION PROCESSING IN ONE DATABASE SERVICECopyright 2024,Oracle and/or its affiliates21.Vector store 2.Vector processing3.Generative AI 4.HeatWave Chat Object StoreDatabase Database exportsexportsMySQL HeatWaveAnalyticsIn-database MLGenAIGenAIO

4、LTPVector storeVector store(private preview)3Copyright 2024,Oracle and/or its affiliatesHeatWave Generative AI and Vector Store MySQL HeatWaveAnalyticsIn-database MLGenAIGenAIOLTPVector storeVector store(private preview)HeatWaveAnalyticsIn-database MLGenAIGenAIOLTPVector storeVector storeMySQL stora

5、geCopyright 2024,Oracle and/or its affiliates3Search on public and private enterprise dataSearch on unstructured data in vector store Retrieval Augmented GenerationGenerate insights from enterprise documentsGenerate blogs from pdf instruction manualsSummarize logs for root cause analysisContent gene

6、ration&summarizationNatural language interaction with proprietary unstructured data Personalized content retrieval and response back in natural languageNatural language interaction+Generative AI in HeatWave enables new use casesAugmented promptLLMProduce incident reports in natural language for an o