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 | AmlInferencingEvent Events for inference or related operation on AKS or ACI compute type. |
No | Yes | 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 |