--- title: Supported log categories - Microsoft.MachineLearningServices/workspaces description: Reference for Microsoft.MachineLearningServices/workspaces in Azure Monitor Logs. ms.topic: generated-reference ms.date: 07/09/2026 ms.custom: Microsoft.MachineLearningServices/workspaces, naam # NOTE: This content is automatically generated using API calls to Azure. Any edits made on these files will be overwritten in the next run of the script. --- # Supported logs for Microsoft.MachineLearningServices/workspaces The following table lists the types of logs available for the Microsoft.MachineLearningServices/workspaces resource type. For a list of supported metrics, see [Supported metrics - Microsoft.MachineLearningServices/workspaces](../supported-metrics/microsoft-machinelearningservices-workspaces-metrics.md) |Category|Category display name| Log table| [Supports basic log plan](/azure/azure-monitor/logs/basic-logs-configure?tabs=portal-1#compare-the-basic-and-analytics-log-data-plans)|[Supports ingestion-time transformation](/azure/azure-monitor/essentials/data-collection-transformations)| Example queries |Costs to export| |---|---|---|---|---|---|---| |`AmlComputeClusterEvent` |AmlComputeClusterEvent |[AmlComputeClusterEvent](/azure/azure-monitor/reference/tables/amlcomputeclusterevent)
AmlCompute Cluster events|No|Yes|[Queries](/azure/azure-monitor/reference/queries/amlcomputeclusterevent)|No | |`AmlComputeClusterNodeEvent` |AmlComputeClusterNodeEvent ||No|No||Yes | |`AmlComputeCpuGpuUtilization` |AmlComputeCpuGpuUtilization |[AmlComputeCpuGpuUtilization](/azure/azure-monitor/reference/tables/amlcomputecpugpuutilization)
Azure Machine Learning services CPU and GPU utilizaion logs.|No|Yes|[Queries](/azure/azure-monitor/reference/queries/amlcomputecpugpuutilization)|No | |`AmlComputeJobEvent` |AmlComputeJobEvent |[AmlComputeJobEvent](/azure/azure-monitor/reference/tables/amlcomputejobevent)
AmlCompute Job events|No|Yes|[Queries](/azure/azure-monitor/reference/queries/amlcomputejobevent)|No | |`AmlRunStatusChangedEvent` |AmlRunStatusChangedEvent |[AmlRunStatusChangedEvent](/azure/azure-monitor/reference/tables/amlrunstatuschangedevent)
Azure Machine Learning services run status event logs.|No|Yes||No | |`ComputeInstanceEvent` |ComputeInstanceEvent |[AmlComputeInstanceEvent](/azure/azure-monitor/reference/tables/amlcomputeinstanceevent)
Events when ML Compute Instance is accessed (read/write).|No|Yes||Yes | |`DataLabelChangeEvent` |DataLabelChangeEvent |[AmlDataLabelEvent](/azure/azure-monitor/reference/tables/amldatalabelevent)
Events when data label(s) or its projects is accessed (read, created, or deleted).|No|Yes||Yes | |`DataLabelReadEvent` |DataLabelReadEvent |[AmlDataLabelEvent](/azure/azure-monitor/reference/tables/amldatalabelevent)
Events when data label(s) or its projects is accessed (read, created, or deleted).|No|Yes||Yes | |`DataSetChangeEvent` |DataSetChangeEvent |[AmlDataSetEvent](/azure/azure-monitor/reference/tables/amldatasetevent)
Events when a registered or unregistered ML datastore is accessed (read, created, or deleted).|No|Yes|[Queries](/azure/azure-monitor/reference/queries/amldatasetevent)|Yes | |`DataSetReadEvent` |DataSetReadEvent |[AmlDataSetEvent](/azure/azure-monitor/reference/tables/amldatasetevent)
Events when a registered or unregistered ML datastore is accessed (read, created, or deleted).|No|Yes|[Queries](/azure/azure-monitor/reference/queries/amldatasetevent)|Yes | |`DataStoreChangeEvent` |DataStoreChangeEvent |[AmlDataStoreEvent](/azure/azure-monitor/reference/tables/amldatastoreevent)
Events when ML datastore is accessed (read, created, or deleted).|No|Yes||Yes | |`DataStoreReadEvent` |DataStoreReadEvent |[AmlDataStoreEvent](/azure/azure-monitor/reference/tables/amldatastoreevent)
Events when ML datastore is accessed (read, created, or deleted).|No|Yes||Yes | |`DeploymentEventACI` |DeploymentEventACI |[AmlDeploymentEvent](/azure/azure-monitor/reference/tables/amldeploymentevent)
Events when a model deployment happens on ACI or AKS.|No|Yes||Yes | |`DeploymentEventAKS` |DeploymentEventAKS |[AmlDeploymentEvent](/azure/azure-monitor/reference/tables/amldeploymentevent)
Events when a model deployment happens on ACI or AKS.|No|Yes||Yes | |`DeploymentReadEvent` |DeploymentReadEvent |[AmlDeploymentEvent](/azure/azure-monitor/reference/tables/amldeploymentevent)
Events when a model deployment happens on ACI or AKS.|No|Yes||Yes | |`EnvironmentChangeEvent` |EnvironmentChangeEvent |[AmlEnvironmentEvent](/azure/azure-monitor/reference/tables/amlenvironmentevent)
Events when ML environments are accessed (read, created, or deleted).|No|Yes|[Queries](/azure/azure-monitor/reference/queries/amlenvironmentevent)|Yes | |`EnvironmentReadEvent` |EnvironmentReadEvent |[AmlEnvironmentEvent](/azure/azure-monitor/reference/tables/amlenvironmentevent)
Events when ML environments are accessed (read, created, or deleted).|No|Yes|[Queries](/azure/azure-monitor/reference/queries/amlenvironmentevent)|Yes | |`InferencingOperationACI` |InferencingOperationACI |[AmlInferencingEvent](/azure/azure-monitor/reference/tables/amlinferencingevent)
Events for inference or related operation on AKS or ACI compute type.|No|Yes||Yes | |`InferencingOperationAKS` |InferencingOperationAKS |[AmlInferencingEvent](/azure/azure-monitor/reference/tables/amlinferencingevent)
Events for inference or related operation on AKS or ACI compute type.|No|Yes||Yes | |`ManagedNetworkEvent` |Managed Network Events ||No|No||Yes | |`ModelsActionEvent` |ModelsActionEvent |[AmlModelsEvent](/azure/azure-monitor/reference/tables/amlmodelsevent)
Events when ML model is accessed (read, created, or deleted). Incudes events when packaging of models and assets happen into a ready-to-build packages.|No|Yes|[Queries](/azure/azure-monitor/reference/queries/amlmodelsevent)|Yes | |`ModelsChangeEvent` |ModelsChangeEvent |[AmlModelsEvent](/azure/azure-monitor/reference/tables/amlmodelsevent)
Events when ML model is accessed (read, created, or deleted). Incudes events when packaging of models and assets happen into a ready-to-build packages.|No|Yes|[Queries](/azure/azure-monitor/reference/queries/amlmodelsevent)|Yes | |`ModelsReadEvent` |ModelsReadEvent |[AmlModelsEvent](/azure/azure-monitor/reference/tables/amlmodelsevent)
Events when ML model is accessed (read, created, or deleted). Incudes events when packaging of models and assets happen into a ready-to-build packages.|No|Yes|[Queries](/azure/azure-monitor/reference/queries/amlmodelsevent)|Yes | |`PipelineChangeEvent` |PipelineChangeEvent |[AmlPipelineEvent](/azure/azure-monitor/reference/tables/amlpipelineevent)
Events when ML pipeline draft or endpoint or module are accessed (read, created, or deleted).|No|Yes||Yes | |`PipelineReadEvent` |PipelineReadEvent |[AmlPipelineEvent](/azure/azure-monitor/reference/tables/amlpipelineevent)
Events when ML pipeline draft or endpoint or module are accessed (read, created, or deleted).|No|Yes||Yes | |`RunEvent` |RunEvent |[AmlRunEvent](/azure/azure-monitor/reference/tables/amlrunevent)
Events when ML experiments are accessed (read, created, or deleted).|No|Yes||Yes | |`RunReadEvent` |RunReadEvent |[AmlRunEvent](/azure/azure-monitor/reference/tables/amlrunevent)
Events when ML experiments are accessed (read, created, or deleted).|No|Yes||Yes | ## Next Steps * [Learn more about resource logs](/azure/azure-monitor/essentials/platform-logs-overview) * [Stream resource logs to Event Hubs](/azure/azure-monitor/essentials/resource-logs#send-to-azure-event-hubs) * [Change resource log diagnostic settings using the Azure Monitor REST API](/rest/api/monitor/diagnosticsettings) * [Analyze logs from Azure storage with Log Analytics](/azure/azure-monitor/essentials/resource-logs#send-to-log-analytics-workspace) * [Optimize log queries in Azure Monitor](/azure/azure-monitor/logs/query-optimization) * [Aggregate data in a Log Analytics workspace by using summary rules (Preview)](/azure/azure-monitor/logs/summary-rules)