大模型时代的搜推广应用和实践.pdf

1、LLM Era on Cloud Innovation!#$%&()*+,-./01234567Offline+Online Architecture!AI!#$%+AI&(!)*+,-./0Engineering!1234*!FeatureStore!EasyRec56783!9:+;?!-.ABCDEFAI-AI-PAI-ECS/ACKCPUGPURDMACPFSOSSNASODPSOpenSearchPAI-RECPAI-UG&-DashScope-AIPaaS-DataWorksPAI-DSWPAI-DesignerPAI-iTAGMaxComputeHologresFlinkPAI-

2、DLCEMRElasticSearchDLFPAI-EASPAI-BladeEPLTorchAccDataSetAccDataHubAIFeatureStoreAIAIODPS&AI&-AIPaaS-DataWorksMaxComputeHologresFlinkEMRElasticSearchDLFDataHubAIPAI-DSWPAI-DesignerPAI-iTAGPAI-DLCPAI-EASPAI-BladeEPLTorchAccDataSetAccFeatureStoreODPS&AI-OpenSearchPAI-RECPAI-UG&-AIPaaSMaxComputeHologres

3、FlinkEMRElasticSearchDLFDataHubAIAI&AI-OpenSearchPAI-RECPAI-UGPAI-DSWPAI-DesignerPAI-iTAGPAI-DLCPAI-EASPAI-BladeEPLTorchAccDataSetAccFeatureStoreAIPaaSMaxComputeHologresFlinkEMRElasticSearchDLFDataHub&AIOpenSearchPAI-RECPAI-UG&-DashScope-PAI-DSWPAI-DesignerPAI-iTAGPAI-DLCPAI-EASPAI-BladeEPLTorchAccD

4、ataSetAccFeatureStorePAI-REC-Useri2iCate2iItem/User/ItemItemUserGDBT/FM/LRDeepFM/DSSM/ESSMWord2vec/BertItem EmbeddingDBMTL/FM/DeepFM(+query)App/Web+ABAIEasyRecPAI-FeatureStore?AI?embedding?80%?PAI-FeatureStore(FS)OfflineStore(MaxCompute)OfflineStore(Hologres/GraphCompute/TableStore)?meta?ProjectJoin

5、 ID?User/Item?Label?TrainSet?User/Item?FS SDK?User/Item Feature EntityUser/Item FeatureViewLable?ModelFeature?EasyRec SOTAEasyRechttps:/ LossPairWise LossAUCAccuracyMSEHitPateComputingPlatformMaxComputeDLCDSWFlinkEMR-DataScienceAutoML-HPOAuto FeatureDist-EvaluateFeature SelectionExportEarly StopDist

6、illEasyRec EstimatorTraining with EvalossMaxComputeHDFSHiveDataHubKafkaFeatureGenerationDeepModelsUser_id:stringage:integerPriece:floatID FeatureRaw FeatureSeq FeatureDeepFMMultiTowerDINOptimizerTensorboardAdamOptimizerAdaGradAdaDeltaFG(MatchFeature)inferenceHPOnum epochposition