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

Category	Costs to export	Log table	Supports basic log plan	Supports ingestion-time transformation	Example queries
AmlComputeClusterEvent	No	AmlComputeClusterEvent AmlCompute Cluster events	No	Yes	Queries
AmlComputeClusterNodeEvent	Yes		No	No
AmlComputeCpuGpuUtilization	No	AmlComputeCpuGpuUtilization Azure Machine Learning services CPU and GPU utilizaion logs.	No	Yes	Queries
AmlComputeJobEvent	No	AmlComputeJobEvent AmlCompute Job events	No	Yes	Queries
AmlRunStatusChangedEvent	No	AmlRunStatusChangedEvent Azure Machine Learning services run status event logs.	No	Yes
ComputeInstanceEvent	Yes	AmlComputeInstanceEvent Events when ML Compute Instance is accessed (read/write).	No	Yes
DataLabelChangeEvent	Yes	AmlDataLabelEvent Events when data label(s) or its projects is accessed (read, created, or deleted).	No	Yes
DataLabelReadEvent	Yes	AmlDataLabelEvent Events when data label(s) or its projects is accessed (read, created, or deleted).	No	Yes
DataSetChangeEvent	Yes	AmlDataSetEvent Events when a registered or unregistered ML datastore is accessed (read, created, or deleted).	No	Yes	Queries
DataSetReadEvent	Yes	AmlDataSetEvent Events when a registered or unregistered ML datastore is accessed (read, created, or deleted).	No	Yes	Queries
DataStoreChangeEvent	Yes	AmlDataStoreEvent Events when ML datastore is accessed (read, created, or deleted).	No	Yes
DataStoreReadEvent	Yes	AmlDataStoreEvent Events when ML datastore is accessed (read, created, or deleted).	No	Yes
DeploymentEventACI	Yes	AmlDeploymentEvent Events when a model deployment happens on ACI or AKS.	No	Yes
DeploymentEventAKS	Yes	AmlDeploymentEvent Events when a model deployment happens on ACI or AKS.	No	Yes
DeploymentReadEvent	Yes	AmlDeploymentEvent Events when a model deployment happens on ACI or AKS.	No	Yes
EnvironmentChangeEvent	Yes	AmlEnvironmentEvent Events when ML environments are accessed (read, created, or deleted).	No	Yes	Queries
EnvironmentReadEvent	Yes	AmlEnvironmentEvent Events when ML environments are accessed (read, created, or deleted).	No	Yes	Queries
InferencingOperationACI	Yes	AmlInferencingEvent Events for inference or related operation on AKS or ACI compute type.	No	Yes
InferencingOperationAKS	Yes	AmlInferencingEvent Events for inference or related operation on AKS or ACI compute type.	No	Yes
Managed Network Events	Yes		No	No
ModelsActionEvent	Yes	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
ModelsChangeEvent	Yes	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
ModelsReadEvent	Yes	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
PipelineChangeEvent	Yes	AmlPipelineEvent Events when ML pipeline draft or endpoint or module are accessed (read, created, or deleted).	No	Yes
PipelineReadEvent	Yes	AmlPipelineEvent Events when ML pipeline draft or endpoint or module are accessed (read, created, or deleted).	No	Yes
RunEvent	Yes	AmlRunEvent Events when ML experiments are accessed (read, created, or deleted).	No	Yes
RunReadEvent	Yes	AmlRunEvent Events when ML experiments are accessed (read, created, or deleted).	No	Yes

Next Steps

• Learn more about resource logs
• Stream resource logs to Event Hubs
• Change resource log diagnostic settings using the Azure Monitor REST API
• Analyze logs from Azure storage with Log Analytics
• Optimize log queries in Azure Monitor
• Aggregate data in a Log Analytics workspace by using summary rules (Preview)