墨天轮中国数据库联盟AllChinaDTC2024.4.12-13数据技术嘉年华智能·云原生·一体化——DB与AI协同创新，模型与架构融合发展Data Technology Carnival
墨天轮DTC2024Gen Al时代趋势中的TiDB演讲人:姚维
目录CONTENTS012024应用开发趋势展望02AI应用与探索的旅程03向量搜索浅谈04SQL + Vector的挑战
2024应用开发趋势展望墨天轮DTC2024@Riseofthe builders(X-as-a-Service)Top Strategic Technology Irends 2024PlatformEngineering。Al-AuamentedDevelopmentRiseoftheBuildersDemocratizedGenerativeAlPlatform。IntelliaentAnnlicationeAl-AugmentedFull-stackJavaScriptProtectYourInwestmentDelivertheValueAlTrust,RiskandIndustryCloudIncelligentMachineEdaefunctionsSecurityManagementCustomersAugmeSustainatJava Script-friendly Serverless platfomlechnologyDemocratized聚焦业务逻辑，越来越多模块被接管GenerativeAl全栈单语言->小团队能实现再多Gartner
2024应用开发趋势展望出天轮DTC2024web pageApplicationut:bootstrap,ECharts,TaslmindessOpenSourcesolutionsFrontand:SQuary,React,Nest.3BachendiDoun.Python.Eo.modn.3sCI/CDandPreviewHostingSelf-hostedTaas:ANSEC2,DigitalOcean,DatabasePaa5:Vercesl,CloudfLareWorkers
2024应用开发趋势展望出天拍DTC2024webpageApplicationut:Dsotstrap,ttharts, TailsindcuFrantend:jQnry,React,Hext.25.chend:Java,Pythan,Co,Mode.19surgeVerceleL/eDandPreviewtasGithubActionsEhetlify-HostingDatabaseVercel中入TiDB CloudAWSLarrbduWorkers>petlify-
2023TiDB Hackathon一个直实的例子墨天轮DTC2024用上所有上述的Service和AINex1.3818一个程序员就可以短时间内完成一个复杂的应用程序开发nwex.Inao测试iohelp humandevelep projects.发布在以前,这不可想象!ainGatasarviceConvextedsas9;ServerComputeStorageVercelTIDBDataServiceTIDBServerlessChatOPTPluginVercelEdgeFunction
2024应用开发趋势展望出天拍DTC2024Open4I6PTssureAVercel-et/edand-PreviewGitHubActions-:hettity-Database收入VercelAWSLaebdaTiDBCloudWorkersnetlify-
AI应用与探索的旅程墨天轮DTC2024FAQ
AI应用与探索的旅程墨天轮DTC2024从最基础的Promptfablegithobeverts, colums=Ld,type,createdLat,PromptEngineeringEnqineering开始Colamntype,enms=LPllkequestEvent', PuskEventI刚开始Text2Query的效果还不-Columnaction:错问题很快出现:DomainKnowledae准确性达到瓶颈,~50%ooSelectstatererthnit20bydefault,1fauestionreedmore data, please add limit 50无论如何调整Prompt,都Orderbypopulorty Descbydefoult1fthetimeperiod'ismotspectied,assume adurationof6months会带来副作用,影响其他语句ExXmole4tepliteforcaleulatingstorbistoryofaspetfedrepoacrosswonthsSeLEctDATE_FORMATigecreatedLat,"a*-Ra-or).AStLmoth, cour()
AI应用与探索的旅程出天轮DTC2024Zero-shotOne-shotFew-shot175BParamsNaturalLanguage60Prompt50(%)KeJnooy40NoPrompt13B Params201.3B Params10LanquageModesareFew-ShotLearners
AI应用与探索的旅程墨天轮DTC2024GPT-3.5gpt-3.5-turbo:支持4,096tokensOPT-3.5modelscanunderstaaot-4-0125-preview:支持到128.000tokenPrompt不能囊括所有的知识和例子LAtestMoOEHAXTOKEHSgpt-3.5-turbe4,096 tokonsUpt0Sep2021无法确定问题和Prompt上下文之间的关联度gpt-3.5-turbo-83B1UptoSep2021toxt-davinci-003UptoJun2021text-davinc1-0024,097tokensUptoJun2021cade-davinc1-002A.001tokensUptoJun2021Wenecommend sing prt-1.5-turto retheatherGPT-35modlsbete ofitslorercost
What is Embeddina and Vector?出天拍DTC2024DocumentsImogesEmbeddingModeObjects
What is Embeddina and Vector?出天轮DTC2024DistanceoCosineDistanceooSquared Euclidean(L2Squared)Manhattan(L1)oDotProduct三维向量距离计算,可以类推到高维向量Distance/similinit...
