AppGenius.ai：借助 MySQL HeatWave Vectors 和 NL2SQL 轻松构建 GenAI 应用 [LRN2970].pdf

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1、 AppGenius.ai:GenAI apps Made EasyWith MySQL HeatWave,Vectors and NL2SQLSanjay Jinturkar,Senior Director,MySQL HeatWaveSandeep Agrawal,Product Lead,MySQL HeatWaveDavid Flammer,VP,Intelligence,Kinective2#1Open-source databasePopular database for developersAgendaMySQL HeatWave -OverviewIncorporating P

2、redictive and Generative AI in applications Example use cases and demonstrationsCustomer Integration(Kinective.io)3MySQL HeatWave AutoML and GenAIChat InterfaceOCI Object StoreApplicationsVector StoreDatabase TablesAugmentedPromptVector SearchGenAIModel trainingModel inferenceModel explanationsAutoM

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4、oML and GenAI MySQL Stored Procedures Static ApplicationMySQL Python SDKApplication (Scikit Learn,Langchain MySQL MCP Server Agentic Application(Claude,Cline)OCI OSAutoMLIn-database LLMJavaScriptHeatWaveVector StoreOCI AI ServicesAutomatic Vector Store creationUser DocumentsVector ProcessingAnalytic

5、sVector Store Creation3 1 9 6Application Development:Call stored procedures6Applicationsys.ml_generate()sys.ml_rag()Sys.ml_train()Sys.ml_predict()Sys,ml,score()Sys.ml_embed_row()MySQL HeatWave Stored Procedures(ML_Generate)7mysql select sys.ML_GENERATE(QueryInNaturalLanguage,options);options:JSON_OB

6、JECT(key,value,key,value.)key,value:task,generation|summarizationmodel_id,mistral-7b-instruct-v1|llama2-7b-v1|llama3-8b-instruct-v1|mand-r-plus-08-2024|mand-r-08-2024|meta.llama-3.1-70b-instruct|meta.llama-3.1-405b-instruct,context,Contextlanguage,Languagetemperature,Temperaturemax_tokens,MaxTokenst