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

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

3、LDocumentDocumentSegmentSegmentEmbeddingEmbeddingTravel.docTravel Policy is.1.0,2.0,.Vacation.pdfHR Policy is,0.5,3.5,.Comp,pdfC mp b acket1.0,2.0,.MySQL HeatWaveMCP Client(Langchain,Claude,Cline.)MySQL MCP ServerNatural Language to SQLOCI Agentic ServiceOCI GenAI LLMs Vector StoreMySQL HeatWave Aut

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