Supported metrics for Microsoft.MachineLearningServices/workspaces

The following table lists the metrics available for the Microsoft.MachineLearningServices/workspaces resource type.

Table headings

Metric - The metric display name as it appears in the Azure portal.
Name in Rest API - Metric name as referred to in the REST API.
Unit - Unit of measure.
Aggregation - The default aggregation type. Valid values: Average, Minimum, Maximum, Total, Count.
Dimensions - Dimensions available for the metric.
Time Grains - Intervals at which the metric is sampled. For example, PT1M indicates that the metric is sampled every minute, PT30M every 30 minutes, PT1H every hour, and so on.
DS Export- Whether the metric is exportable to Azure Monitor Logs via Diagnostic Settings. For information on exporting metrics, see Create diagnostic settings in Azure Monitor.

For information on metric retention, see Azure Monitor Metrics overview.

For a list of supported logs, see Supported log categories - Microsoft.MachineLearningServices/workspaces

Category	Metric	Name in REST API	Unit	Aggregation	Dimensions	Time Grains	DS Export
Quota	Active Cores Number of active cores	Active Cores	Count	Average, Maximum, Minimum, Total	Scenario, ClusterName	PT1M	Yes
Quota	Active Nodes Number of Acitve nodes. These are the nodes which are actively running a job.	Active Nodes	Count	Average, Maximum, Minimum, Total	Scenario, ClusterName	PT1M	Yes
Run	Cancel Requested Runs Number of runs where cancel was requested for this workspace. Count is updated when cancellation request has been received for a run.	Cancel Requested Runs	Count	Total, Average, Minimum, Maximum, Count	Scenario, RunType, PublishedPipelineId, ComputeType, PipelineStepType, ExperimentName	PT1M	Yes
Run	Cancelled Runs Number of runs cancelled for this workspace. Count is updated when a run is successfully cancelled.	Cancelled Runs	Count	Total, Average, Minimum, Maximum, Count	Scenario, RunType, PublishedPipelineId, ComputeType, PipelineStepType, ExperimentName	PT1M	Yes
Run	Completed Runs Number of runs completed successfully for this workspace. Count is updated when a run has completed and output has been collected.	Completed Runs	Count	Total, Average, Minimum, Maximum, Count	Scenario, RunType, PublishedPipelineId, ComputeType, PipelineStepType, ExperimentName	PT1M	Yes
Resource	CpuCapacityMillicores Maximum capacity of a CPU node in millicores. Capacity is aggregated in one minute intervals.	CpuCapacityMillicores	Count	Average, Maximum, Minimum, Total	RunId, InstanceId, ComputeName	PT1M	Yes
Resource	CpuMemoryCapacityMegabytes Maximum memory utilization of a CPU node in megabytes. Utilization is aggregated in one minute intervals.	CpuMemoryCapacityMegabytes	Count	Average, Maximum, Minimum, Total	RunId, InstanceId, ComputeName	PT1M	Yes
Resource	CpuMemoryUtilizationMegabytes Memory utilization of a CPU node in megabytes. Utilization is aggregated in one minute intervals.	CpuMemoryUtilizationMegabytes	Count	Average, Maximum, Minimum, Total	RunId, InstanceId, ComputeName	PT1M	Yes
Resource	CpuMemoryUtilizationPercentage Memory utilization percentage of a CPU node. Utilization is aggregated in one minute intervals.	CpuMemoryUtilizationPercentage	Count	Average, Maximum, Minimum, Total	RunId, InstanceId, ComputeName	PT1M	Yes
Resource	CpuUtilization Percentage of utilization on a CPU node. Utilization is reported at one minute intervals.	CpuUtilization	Count	Average, Maximum, Minimum, Total	Scenario, runId, NodeId, ClusterName	PT1M	Yes
Resource	CpuUtilizationMillicores Utilization of a CPU node in millicores. Utilization is aggregated in one minute intervals.	CpuUtilizationMillicores	Count	Average, Maximum, Minimum, Total	RunId, InstanceId, ComputeName	PT1M	Yes
Resource	CpuUtilizationPercentage Utilization percentage of a CPU node. Utilization is aggregated in one minute intervals.	CpuUtilizationPercentage	Count	Average, Maximum, Minimum, Total	RunId, InstanceId, ComputeName	PT1M	Yes
Resource	DiskAvailMegabytes Available disk space in megabytes. Metrics are aggregated in one minute intervals.	DiskAvailMegabytes	Count	Average, Maximum, Minimum, Total	RunId, InstanceId, ComputeName	PT1M	Yes
Resource	DiskReadMegabytes Data read from disk in megabytes. Metrics are aggregated in one minute intervals.	DiskReadMegabytes	Count	Average, Maximum, Minimum, Total	RunId, InstanceId, ComputeName	PT1M	Yes
Resource	DiskUsedMegabytes Used disk space in megabytes. Metrics are aggregated in one minute intervals.	DiskUsedMegabytes	Count	Average, Maximum, Minimum, Total	RunId, InstanceId, ComputeName	PT1M	Yes
Resource	DiskWriteMegabytes Data written into disk in megabytes. Metrics are aggregated in one minute intervals.	DiskWriteMegabytes	Count	Average, Maximum, Minimum, Total	RunId, InstanceId, ComputeName	PT1M	Yes
Run	Errors Number of run errors in this workspace. Count is updated whenever run encounters an error.	Errors	Count	Total, Average, Minimum, Maximum, Count	Scenario	PT1M	Yes
Run	Failed Runs Number of runs failed for this workspace. Count is updated when a run fails.	Failed Runs	Count	Total, Average, Minimum, Maximum, Count	Scenario, RunType, PublishedPipelineId, ComputeType, PipelineStepType, ExperimentName	PT1M	Yes
Run	Finalizing Runs Number of runs entered finalizing state for this workspace. Count is updated when a run has completed but output collection still in progress.	Finalizing Runs	Count	Total, Average, Minimum, Maximum, Count	Scenario, RunType, PublishedPipelineId, ComputeType, PipelineStepType, ExperimentName	PT1M	Yes
Resource	GpuCapacityMilliGPUs Maximum capacity of a GPU device in milli-GPUs. Capacity is aggregated in one minute intervals.	GpuCapacityMilliGPUs	Count	Average, Maximum, Minimum, Total	RunId, InstanceId, DeviceId, ComputeName	PT1M	Yes
Resource	GpuEnergyJoules Interval energy in Joules on a GPU node. Energy is reported at one minute intervals.	GpuEnergyJoules	Count	Average, Maximum, Minimum, Total	Scenario, runId, rootRunId, InstanceId, DeviceId, ComputeName	PT1M	Yes
Resource	GpuMemoryCapacityMegabytes Maximum memory capacity of a GPU device in megabytes. Capacity aggregated in at one minute intervals.	GpuMemoryCapacityMegabytes	Count	Average, Maximum, Minimum, Total	RunId, InstanceId, DeviceId, ComputeName	PT1M	Yes
Resource	GpuMemoryUtilization Percentage of memory utilization on a GPU node. Utilization is reported at one minute intervals.	GpuMemoryUtilization	Count	Average, Maximum, Minimum, Total	Scenario, runId, NodeId, DeviceId, ClusterName	PT1M	Yes
Resource	GpuMemoryUtilizationMegabytes Memory utilization of a GPU device in megabytes. Utilization aggregated in at one minute intervals.	GpuMemoryUtilizationMegabytes	Count	Average, Maximum, Minimum, Total	RunId, InstanceId, DeviceId, ComputeName	PT1M	Yes
Resource	GpuMemoryUtilizationPercentage Memory utilization percentage of a GPU device. Utilization aggregated in at one minute intervals.	GpuMemoryUtilizationPercentage	Count	Average, Maximum, Minimum, Total	RunId, InstanceId, DeviceId, ComputeName	PT1M	Yes
Resource	GpuUtilization Percentage of utilization on a GPU node. Utilization is reported at one minute intervals.	GpuUtilization	Count	Average, Maximum, Minimum, Total	Scenario, runId, NodeId, DeviceId, ClusterName	PT1M	Yes
Resource	GpuUtilizationMilliGPUs Utilization of a GPU device in milli-GPUs. Utilization is aggregated in one minute intervals.	GpuUtilizationMilliGPUs	Count	Average, Maximum, Minimum, Total	RunId, InstanceId, DeviceId, ComputeName	PT1M	Yes
Resource	GpuUtilizationPercentage Utilization percentage of a GPU device. Utilization is aggregated in one minute intervals.	GpuUtilizationPercentage	Count	Average, Maximum, Minimum, Total	RunId, InstanceId, DeviceId, ComputeName	PT1M	Yes
Resource	IBReceiveMegabytes Network data received over InfiniBand in megabytes. Metrics are aggregated in one minute intervals.	IBReceiveMegabytes	Count	Average, Maximum, Minimum, Total	RunId, InstanceId, ComputeName, DeviceId	PT1M	Yes
Resource	IBTransmitMegabytes Network data sent over InfiniBand in megabytes. Metrics are aggregated in one minute intervals.	IBTransmitMegabytes	Count	Average, Maximum, Minimum, Total	RunId, InstanceId, ComputeName, DeviceId	PT1M	Yes
Quota	Idle Cores Number of idle cores	Idle Cores	Count	Average, Maximum, Minimum, Total	Scenario, ClusterName	PT1M	Yes
Quota	Idle Nodes Number of idle nodes. Idle nodes are the nodes which are not running any jobs but can accept new job if available.	Idle Nodes	Count	Average, Maximum, Minimum, Total	Scenario, ClusterName	PT1M	Yes
Quota	Leaving Cores Number of leaving cores	Leaving Cores	Count	Average, Maximum, Minimum, Total	Scenario, ClusterName	PT1M	Yes
Quota	Leaving Nodes Number of leaving nodes. Leaving nodes are the nodes which just finished processing a job and will go to Idle state.	Leaving Nodes	Count	Average, Maximum, Minimum, Total	Scenario, ClusterName	PT1M	Yes
Model	Model Deploy Failed Number of model deployments that failed in this workspace	Model Deploy Failed	Count	Total, Average, Minimum, Maximum, Count	Scenario, StatusCode	PT1M	Yes
Model	Model Deploy Started Number of model deployments started in this workspace	Model Deploy Started	Count	Total, Average, Minimum, Maximum, Count	Scenario	PT1M	Yes
Model	Model Deploy Succeeded Number of model deployments that succeeded in this workspace	Model Deploy Succeeded	Count	Total, Average, Minimum, Maximum, Count	Scenario	PT1M	Yes
Model	Model Register Failed Number of model registrations that failed in this workspace	Model Register Failed	Count	Total, Average, Minimum, Maximum, Count	Scenario, StatusCode	PT1M	Yes
Model	Model Register Succeeded Number of model registrations that succeeded in this workspace	Model Register Succeeded	Count	Total, Average, Minimum, Maximum, Count	Scenario	PT1M	Yes
Resource	NetworkInputMegabytes Network data received in megabytes. Metrics are aggregated in one minute intervals.	NetworkInputMegabytes	Count	Average, Maximum, Minimum, Total	RunId, InstanceId, ComputeName, DeviceId	PT1M	Yes
Resource	NetworkOutputMegabytes Network data sent in megabytes. Metrics are aggregated in one minute intervals.	NetworkOutputMegabytes	Count	Average, Maximum, Minimum, Total	RunId, InstanceId, ComputeName, DeviceId	PT1M	Yes
Run	Not Responding Runs Number of runs not responding for this workspace. Count is updated when a run enters Not Responding state.	Not Responding Runs	Count	Total, Average, Minimum, Maximum, Count	Scenario, RunType, PublishedPipelineId, ComputeType, PipelineStepType, ExperimentName	PT1M	Yes
Run	Not Started Runs Number of runs in Not Started state for this workspace. Count is updated when a request is received to create a run but run information has not yet been populated.	Not Started Runs	Count	Total, Average, Minimum, Maximum, Count	Scenario, RunType, PublishedPipelineId, ComputeType, PipelineStepType, ExperimentName	PT1M	Yes
Quota	Preempted Cores Number of preempted cores	Preempted Cores	Count	Average, Maximum, Minimum, Total	Scenario, ClusterName	PT1M	Yes
Quota	Preempted Nodes Number of preempted nodes. These nodes are the low priority nodes which are taken away from the available node pool.	Preempted Nodes	Count	Average, Maximum, Minimum, Total	Scenario, ClusterName	PT1M	Yes
Run	Preparing Runs Number of runs that are preparing for this workspace. Count is updated when a run enters Preparing state while the run environment is being prepared.	Preparing Runs	Count	Total, Average, Minimum, Maximum, Count	Scenario, RunType, PublishedPipelineId, ComputeType, PipelineStepType, ExperimentName	PT1M	Yes
Run	Provisioning Runs Number of runs that are provisioning for this workspace. Count is updated when a run is waiting on compute target creation or provisioning.	Provisioning Runs	Count	Total, Average, Minimum, Maximum, Count	Scenario, RunType, PublishedPipelineId, ComputeType, PipelineStepType, ExperimentName	PT1M	Yes
Run	Queued Runs Number of runs that are queued for this workspace. Count is updated when a run is queued in compute target. Can occure when waiting for required compute nodes to be ready.	Queued Runs	Count	Total, Average, Minimum, Maximum, Count	Scenario, RunType, PublishedPipelineId, ComputeType, PipelineStepType, ExperimentName	PT1M	Yes
Quota	Quota Utilization Percentage Percent of quota utilized	Quota Utilization Percentage	Count	Average, Maximum, Minimum, Total	Scenario, ClusterName, VmFamilyName, VmPriority	PT1M	Yes
Run	Started Runs Number of runs running for this workspace. Count is updated when run starts running on required resources.	Started Runs	Count	Total, Average, Minimum, Maximum, Count	Scenario, RunType, PublishedPipelineId, ComputeType, PipelineStepType, ExperimentName	PT1M	Yes
Run	Starting Runs Number of runs started for this workspace. Count is updated after request to create run and run info, such as the Run Id, has been populated	Starting Runs	Count	Total, Average, Minimum, Maximum, Count	Scenario, RunType, PublishedPipelineId, ComputeType, PipelineStepType, ExperimentName	PT1M	Yes
Resource	StorageAPIFailureCount Azure Blob Storage API calls failure count.	StorageAPIFailureCount	Count	Average, Maximum, Minimum, Total	RunId, InstanceId, ComputeName	PT1M	Yes
Resource	StorageAPISuccessCount Azure Blob Storage API calls success count.	StorageAPISuccessCount	Count	Average, Maximum, Minimum, Total	RunId, InstanceId, ComputeName	PT1M	Yes
Quota	Total Cores Number of total cores	Total Cores	Count	Average, Maximum, Minimum, Total	Scenario, ClusterName	PT1M	Yes
Quota	Total Nodes Number of total nodes. This total includes some of Active Nodes, Idle Nodes, Unusable Nodes, Premepted Nodes, Leaving Nodes	Total Nodes	Count	Average, Maximum, Minimum, Total	Scenario, ClusterName	PT1M	Yes
Quota	Unusable Cores Number of unusable cores	Unusable Cores	Count	Average, Maximum, Minimum, Total	Scenario, ClusterName	PT1M	Yes
Quota	Unusable Nodes Number of unusable nodes. Unusable nodes are not functional due to some unresolvable issue. Azure will recycle these nodes.	Unusable Nodes	Count	Average, Maximum, Minimum, Total	Scenario, ClusterName	PT1M	Yes
Run	Warnings Number of run warnings in this workspace. Count is updated whenever a run encounters a warning.	Warnings	Count	Total, Average, Minimum, Maximum, Count	Scenario	PT1M	Yes