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