├── .gitattributes ├── .gitignore ├── CHANGELOG.md ├── CONTRIBUTING.md ├── LICENSE.md ├── README.md ├── _bootstrap ├── README.md └── create-solution.sh ├── _common ├── README.md └── generate-solution-name.sh ├── _doc ├── _diagrams │ ├── _doc │ │ └── overview │ │ │ ├── ingestion.svg │ │ │ ├── processing.svg │ │ │ └── serving.svg │ └── iothub-digitaltwins-timeseriesinsights │ │ └── diagram │ │ └── deployment.svg ├── _images │ ├── console-performance-monitor.png │ ├── databricks-azuresql-table.png │ ├── databricks-jobs.png │ ├── databricks-performance-monitor.png │ ├── databricks-stream-stats.png │ ├── flink-job-manager.png │ └── time-series-insights.png └── overview.puml ├── akskafka-databricks-cosmosdb ├── README.md ├── create-solution.sh └── test_spec.json ├── assert ├── has-local-az.sh ├── has-local-databrickscli.sh ├── has-local-dotnet.sh ├── has-local-helm.sh ├── has-local-jq.sh ├── has-local-kubectl.sh ├── has-local-mvn.sh ├── has-local-terraform.sh └── has-local-zip.sh ├── components ├── apache-drill │ ├── azure-data-source.json │ └── sample-drill-queries.md ├── apache-flink │ ├── aks │ │ └── run-flink.sh │ ├── build-flink-jobs.sh │ ├── flink-application-insights │ │ ├── pom.xml │ │ └── src │ │ │ └── main │ │ │ ├── java │ │ │ └── com │ │ │ │ └── microsoft │ │ │ │ └── samples │ │ │ │ └── flink │ │ │ │ ├── ApplicationInsightsReporter.java │ │ │ │ └── ApplicationInsightsReporterFactory.java │ │ │ └── resources │ │ │ └── META-INF │ │ │ └── services │ │ │ └── org.apache.flink.metrics.reporter.MetricReporterFactory │ ├── flink-kafka-consumer │ │ ├── pom.xml │ │ └── src │ │ │ ├── main │ │ │ ├── java │ │ │ │ └── com │ │ │ │ │ └── microsoft │ │ │ │ │ └── samples │ │ │ │ │ └── flink │ │ │ │ │ ├── ComplexEventProcessingJob.java │ │ │ │ │ ├── ComplexEventProcessingLogic.java │ │ │ │ │ ├── SimpleRelayStreamingJob.java │ │ │ │ │ ├── StreamingJobCommon.java │ │ │ │ │ ├── data │ │ │ │ │ ├── SampleRecord.java │ │ │ │ │ ├── SampleState.java │ │ │ │ │ └── SampleTag.java │ │ │ │ │ └── utils │ │ │ │ │ ├── DuplicateByKeyFilter.java │ │ │ │ │ ├── JsonMapperSchema.java │ │ │ │ │ ├── SampleRecordTSExtractor.java │ │ │ │ │ └── SampleRecordTSMapper.java │ │ │ └── resources │ │ │ │ └── log4j.properties │ │ │ └── test │ │ │ └── java │ │ │ └── com │ │ │ └── microsoft │ │ │ └── samples │ │ │ └── flink │ │ │ ├── ComplexEventJobProcessingJobTest.java │ │ │ ├── ComplexEventJobProcessingLogicTest.java │ │ │ ├── SimpleRelayStreamingJobTest.java │ │ │ ├── data │ │ │ ├── SampleData.java │ │ │ ├── SampleRecordTest.java │ │ │ └── SampleStateTest.java │ │ │ └── utils │ │ │ └── DuplicateFilterTest.java │ ├── hdinsight │ │ ├── provision-hdinsight-flink-cluster.sh │ │ ├── run-flink-job.sh │ │ ├── run-flink.sh │ │ └── script-actions │ │ │ ├── run-flink-job.sh │ │ │ └── start-flink-cluster.sh │ └── kubernetes │ │ ├── docker │ │ ├── flink-job │ │ │ └── Dockerfile │ │ └── flink-service-port-patcher │ │ │ ├── Dockerfile │ │ │ └── docker-entrypoint.sh │ │ ├── helm │ │ └── flink-standalone │ │ │ ├── Chart.yaml │ │ │ ├── templates │ │ │ ├── _helpers.tpl │ │ │ ├── configmap-flink.yaml │ │ │ ├── deployment-jobmanager.yaml │ │ │ ├── deployment-taskmanager.yaml │ │ │ ├── pv-fileshare.yaml │ │ │ ├── secret-flink.yaml │ │ │ ├── service-jobmanager.yaml │ │ │ └── serviceaccount-service-port-patcher.yaml │ │ │ └── values.yaml │ │ ├── k8s │ │ ├── azure-file-storage-class.yaml │ │ └── helm-rbac.yaml │ │ └── provision-aks-flink-cluster.sh ├── azure-common │ ├── create-resource-group.sh │ ├── create-service-principal.sh │ └── create-virtual-network.sh ├── azure-cosmosdb │ ├── cosmosdb-arm-template.json │ └── create-cosmosdb.sh ├── azure-databricks │ ├── create-databricks.sh │ └── peer-databricks-vnet.sh ├── azure-dataexplorer │ ├── create-dataexplorer.sh │ └── eventhub-connection-arm-template.json ├── azure-event-hubs │ ├── create-event-hub.sh │ ├── get-eventhubs-connection-string.sh │ ├── get-eventhubs-kafka-brokers-in-listen.sh │ ├── get-eventhubs-kafka-brokers-out-send.sh │ ├── get-eventhubs-kafka-brokers.sh │ └── report-throughput.sh ├── azure-functions │ ├── configure-processing-function-azuresql.sh │ ├── configure-processing-function-cosmosdb.sh │ ├── configure-processing-function-eventhubs.sh │ ├── configure-processing-function-kafka.sh │ ├── configure-processing-function-storage.sh │ └── create-processing-function.sh ├── azure-hdinsight │ ├── create-hdinsight-hadoop.sh │ ├── create-hdinsight-kafka.sh │ ├── get-hdinsight-kafka-brokers-in-listen.sh │ ├── get-hdinsight-kafka-brokers-out-send.sh │ ├── get-hdinsight-kafka-brokers.sh │ └── report-throughput.sh ├── azure-iot-hub │ ├── create-iot-hub.sh │ ├── get-iothub-eventhubs-connection-string.sh │ └── provision-iot-hub-devices.sh ├── azure-kubernetes-service │ ├── aks-kafka-report-throughput.sh │ ├── container-azm-ms-agentconfig.yaml │ ├── create-container-registry.sh │ ├── create-kubernetes-service.sh │ ├── deploy-aks-kafka.sh │ ├── get-aks-kafka-brokers.sh │ └── helm │ │ ├── helm-rbac.yaml │ │ └── strimzi-kafka-cluster │ │ ├── Chart.yaml │ │ ├── templates │ │ ├── kafka-cluster.yaml │ │ └── kafka-topic.yaml │ │ └── values.yaml ├── azure-monitor │ ├── create-application-insights.sh │ ├── create-log-analytics.sh │ ├── generate-workspace-name.sh │ └── template.json ├── azure-sql │ ├── create-sql.sh │ └── provision │ │ ├── db │ │ ├── provision.old │ │ ├── provision.pass2019 │ │ └── provision.sql │ │ ├── dw │ │ └── provision.sql │ │ └── provision.sh ├── azure-storage │ ├── create-storage-account.sh │ ├── create-storage-hfs.sh │ ├── setup-storage-event-grid.sh │ └── storage-hfs-arm-template.json ├── azure-timeseriesinsights │ ├── create-timeseriesinsights.sh │ └── tsi-eventhubs-arm-template.json ├── terraform │ ├── application_insights │ │ ├── main.tf │ │ ├── outputs.tf │ │ └── variables.tf │ ├── digital_twins │ │ ├── main.tf │ │ ├── outputs.tf │ │ └── variables.tf │ ├── eventhubs │ │ ├── main.tf │ │ ├── outputs.tf │ │ └── variables.tf │ ├── function │ │ ├── main.tf │ │ ├── outputs.tf │ │ └── variables.tf │ ├── iothub │ │ ├── main.tf │ │ ├── outputs.tf │ │ └── variables.tf │ └── time_series_insights │ │ ├── main.tf │ │ ├── outputs.tf │ │ └── variables.tf └── utils │ └── create-local-settings.sh ├── cosmos-db └── README.md ├── eventhubs-capture-databricks-delta ├── README.md └── create-solution.sh ├── eventhubs-dataaccelerator-cosmosdb └── README.md ├── eventhubs-databricks-azuresql ├── README.md ├── create-solution.sh ├── etl-performance.png └── test_spec.json ├── eventhubs-databricks-cosmosdb ├── README.md ├── create-solution.sh └── test_spec.json ├── eventhubs-databricks-delta ├── README.md ├── create-solution.sh └── test_spec.json ├── eventhubs-dataexplorer ├── README.md ├── create-solution.sh └── test_spec.json ├── eventhubs-functions-azuresql ├── README.md ├── StreamingProcessor-AzureSQL-Test0 │ ├── .gitignore │ ├── StreamingProcessor-AzureSQL.sln │ └── StreamingProcessor-AzureSQL │ │ ├── .gitignore │ │ ├── StreamingProcessor-AzureSQL.csproj │ │ ├── Test0.cs │ │ └── host.json ├── create-solution.sh └── test_spec.json ├── eventhubs-functions-cosmosdb ├── README.md ├── StreamingProcessor-CosmosDB-Test0 │ ├── .gitignore │ ├── StreamingProcessor-CosmosDB.sln │ └── StreamingProcessor-CosmosDB │ │ ├── .gitignore │ │ ├── StreamingProcessor-CosmosDB.csproj │ │ ├── Test0.cs │ │ └── host.json ├── StreamingProcessor-CosmosDB-Test1 │ ├── .gitignore │ ├── StreamingProcessor-CosmosDB.sln │ └── StreamingProcessor-CosmosDB │ │ ├── CosmosDBClient.cs │ │ ├── StreamingProcessor-CosmosDB-Test1.csproj │ │ ├── Test1.cs │ │ └── host.json ├── create-solution.sh └── test_spec.json ├── eventhubs-streamanalytics-azuresql ├── README.md ├── create-solution.sh ├── create-stream-analytics.sh ├── iot-with-azure-sql-youtube.png ├── stream-analytics-job-arm-template.json ├── test_spec.json └── time-series-query-sample.sql ├── eventhubs-streamanalytics-cosmosdb ├── 01-stream-analytics-metrics.png ├── 02-cosmosdb-metrics.png ├── README.md ├── create-solution.sh ├── create-stream-analytics.sh ├── stream-analytics-job-arm-template.json └── test_spec.json ├── eventhubs-streamanalytics-eventhubs ├── README.md ├── create-solution.sh ├── create-stream-analytics.sh ├── stream-analytics-job-anomalydetection-arm-template.json ├── stream-analytics-job-simple-arm-template.json ├── test_spec.json └── tools │ ├── README.md │ └── eh-asa-perfmon │ ├── .gitignore │ ├── EventReceiver.cs │ ├── Program.cs │ ├── eh-asa-perfmon.csproj │ └── eh-asa-perfmon.sln ├── eventhubs-timeseriesinsights ├── README.md ├── create-solution.sh └── test_spec.json ├── eventhubskafka-databricks-cosmosdb ├── README.md ├── create-solution.sh └── test_spec.json ├── eventhubskafka-flink-eventhubskafka ├── KB.md ├── README.md ├── create-solution.sh └── test_spec.json ├── eventhubskafka-functions-cosmosdb ├── README.md ├── StreamingProcessor-CosmosDB-Test0 │ ├── .gitignore │ ├── StreamingProcessor-CosmosDB.sln │ └── StreamingProcessor-CosmosDB │ │ ├── .gitignore │ │ ├── StreamingProcessor-CosmosDB.csproj │ │ ├── Test0.cs │ │ ├── cacert.pem │ │ └── host.json ├── StreamingProcessor-CosmosDB-Test1 │ ├── .gitignore │ ├── StreamingProcessor-CosmosDB.sln │ └── StreamingProcessor-CosmosDB │ │ ├── CosmosDBClient.cs │ │ ├── StreamingProcessor-CosmosDB-Test1.csproj │ │ ├── Test1.cs │ │ ├── cacert.pem │ │ └── host.json ├── create-solution.sh └── test_spec.json ├── hdinsightkafka-databricks-sqldw ├── README.md ├── create-solution.sh └── test_spec.json ├── hdinsightkafka-flink-hdinsightkafka ├── README.md ├── create-solution.sh └── test_spec.json ├── integration-tests ├── README.md ├── azure-pipelines.yml ├── check-resource-group.sh ├── conftest.py ├── delete-resource-group.sh └── test_solutions.py ├── iothub-digitaltwins-timeseriesinsights ├── README.md ├── create-solution.sh ├── diagram.puml ├── models │ ├── digital_twin_types.json │ ├── time_series_insights_hierarchies.json │ └── time_series_insights_types.json ├── property-updates │ ├── main.tf │ ├── outputs.tf │ ├── providers.tf │ └── variables.tf ├── src │ ├── .gitignore │ ├── DigitalTwinsFunctions.sln │ ├── DigitalTwinsUpdatesToTimeSeriesInsightsEvents │ │ ├── DigitalTwinsUpdatesToTimeSeriesInsightsEvents.cs │ │ ├── DigitalTwinsUpdatesToTimeSeriesInsightsEvents.csproj │ │ └── host.json │ ├── EventHubToDigitalTwins │ │ ├── EventHubToDigitalTwins.csproj │ │ ├── TwinsFunction.cs │ │ └── host.json │ ├── PopulateDigitalTwinsModel │ │ ├── PopulateDigitalTwinsModel.csproj │ │ └── Program.cs │ ├── PopulateTimeSeriesInsightsModel │ │ ├── PopulateTimeSeriesInsightsModel.csproj │ │ ├── Program.cs │ │ ├── autorest.md │ │ └── generated │ │ │ ├── IModelSettings.cs │ │ │ ├── IQuery.cs │ │ │ ├── ITimeSeriesHierarchies.cs │ │ │ ├── ITimeSeriesInsightsClient.cs │ │ │ ├── ITimeSeriesInstances.cs │ │ │ ├── ITimeSeriesTypes.cs │ │ │ ├── ModelSettings.cs │ │ │ ├── ModelSettingsExtensions.cs │ │ │ ├── Models │ │ │ ├── AggregateSeries.cs │ │ │ ├── AggregateVariable.cs │ │ │ ├── Availability.cs │ │ │ ├── AvailabilityResponse.cs │ │ │ ├── CategoricalVariable.cs │ │ │ ├── DateTimeRange.cs │ │ │ ├── EventProperty.cs │ │ │ ├── EventSchema.cs │ │ │ ├── GetEventSchemaRequest.cs │ │ │ ├── GetEvents.cs │ │ │ ├── GetHierarchiesPage.cs │ │ │ ├── GetInstancesPage.cs │ │ │ ├── GetSeries.cs │ │ │ ├── GetTypesPage.cs │ │ │ ├── HierarchiesBatchRequest.cs │ │ │ ├── HierarchiesBatchResponse.cs │ │ │ ├── HierarchiesExpandKind.cs │ │ │ ├── HierarchiesExpandParameter.cs │ │ │ ├── HierarchiesRequestBatchGetDelete.cs │ │ │ ├── HierarchiesSortBy.cs │ │ │ ├── HierarchiesSortParameter.cs │ │ │ ├── HierarchyHit.cs │ │ │ ├── InstanceHit.cs │ │ │ ├── InstanceHitHighlights.cs │ │ │ ├── InstanceOrError.cs │ │ │ ├── InstancesBatchRequest.cs │ │ │ ├── InstancesBatchResponse.cs │ │ │ ├── InstancesRequestBatchGetOrDelete.cs │ │ │ ├── InstancesSearchStringSuggestion.cs │ │ │ ├── InstancesSortBy.cs │ │ │ ├── InstancesSortParameter.cs │ │ │ ├── InstancesSuggestRequest.cs │ │ │ ├── InstancesSuggestResponse.cs │ │ │ ├── Interpolation.cs │ │ │ ├── InterpolationBoundary.cs │ │ │ ├── InterpolationKind.cs │ │ │ ├── ModelSettingsGetHeaders.cs │ │ │ ├── ModelSettingsResponse.cs │ │ │ ├── ModelSettingsUpdateHeaders.cs │ │ │ ├── NumericVariable.cs │ │ │ ├── PagedResponse.cs │ │ │ ├── PropertyTypes.cs │ │ │ ├── PropertyValues.cs │ │ │ ├── QueryExecuteHeaders.cs │ │ │ ├── QueryGetAvailabilityHeaders.cs │ │ │ ├── QueryGetEventSchemaHeaders.cs │ │ │ ├── QueryRequest.cs │ │ │ ├── QueryResultPage.cs │ │ │ ├── SearchHierarchyNodesResponse.cs │ │ │ ├── SearchInstancesHierarchiesParameters.cs │ │ │ ├── SearchInstancesParameters.cs │ │ │ ├── SearchInstancesRequest.cs │ │ │ ├── SearchInstancesResponse.cs │ │ │ ├── SearchInstancesResponsePage.cs │ │ │ ├── TimeSeriesAggregateCategory.cs │ │ │ ├── TimeSeriesDefaultCategory.cs │ │ │ ├── TimeSeriesHierarchiesExecuteBatchHeaders.cs │ │ │ ├── TimeSeriesHierarchiesListHeaders.cs │ │ │ ├── TimeSeriesHierarchy.cs │ │ │ ├── TimeSeriesHierarchyOrError.cs │ │ │ ├── TimeSeriesHierarchySource.cs │ │ │ ├── TimeSeriesIdProperty.cs │ │ │ ├── TimeSeriesIdPropertyTypes.cs │ │ │ ├── TimeSeriesInstance.cs │ │ │ ├── TimeSeriesInstancesExecuteBatchHeaders.cs │ │ │ ├── TimeSeriesInstancesListHeaders.cs │ │ │ ├── TimeSeriesInstancesSearchHeaders.cs │ │ │ ├── TimeSeriesInstancesSuggestHeaders.cs │ │ │ ├── TimeSeriesModelSettings.cs │ │ │ ├── TimeSeriesType.cs │ │ │ ├── TimeSeriesTypeOrError.cs │ │ │ ├── TimeSeriesTypesExecuteBatchHeaders.cs │ │ │ ├── TimeSeriesTypesListHeaders.cs │ │ │ ├── TsiError.cs │ │ │ ├── TsiErrorBody.cs │ │ │ ├── TsiErrorDetails.cs │ │ │ ├── TsiErrorException.cs │ │ │ ├── Tsx.cs │ │ │ ├── TypesBatchRequest.cs │ │ │ ├── TypesBatchResponse.cs │ │ │ ├── TypesRequestBatchGetOrDelete.cs │ │ │ ├── UpdateModelSettingsRequest.cs │ │ │ └── Variable.cs │ │ │ ├── Query.cs │ │ │ ├── QueryExtensions.cs │ │ │ ├── TimeSeriesHierarchies.cs │ │ │ ├── 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