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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.
- Advanced platform metrics - A premium, paid tier of platform metrics in Azure Monitor that provide more granular observability for Azure resources.
- 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,
PT1Mindicates that the metric is sampled every minute,PT30Mevery 30 minutes,PT1Hevery hour, and so on. - DS Export -S Whether the metric is exportable to Azure Monitor Logs via Diagnostic Settings.
For information on exporting metrics, see - Metrics export using data collection rules and 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: Agents
| Metric | Name in REST API | Advanced platform metrics | Unit | Aggregation | Dimensions | Time Grains | DS Export |
|---|---|---|---|---|---|---|---|
| Agents Number of events for AI Agents in this workspace |
Agents |
No | Count | Average, Maximum, Minimum, Total (Sum) | EventType |
PT1M | No |
| IndexedFiles Number of files indexed for file search in this workspace |
IndexedFiles |
No | Count | Average, Maximum, Minimum, Total (Sum) | ErrorCode, Status, VectorStoreId |
PT1M | No |
| Messages Number of events for AI Agent messages in this workspace |
Messages |
No | Count | Average, Maximum, Minimum, Total (Sum) | EventType, ThreadId |
PT1M | No |
| Runs Number of runs by AI Agents in this workspace |
Runs |
No | Count | Average, Maximum, Minimum, Total (Sum) | AgentId, RunStatus, StatusCode, StreamType |
PT1M | No |
| Threads Number of events for AI Agent threads in this workspace |
Threads |
No | Count | Average, Maximum, Minimum, Total (Sum) | EventType |
PT1M | No |
| Tokens Count of tokens by AI Agents in this workspace |
Tokens |
No | Count | Average, Maximum, Minimum, Total (Sum) | AgentId, TokenType |
PT1M | No |
| ToolCalls Tool calls made by AI Agents in this workspace |
ToolCalls |
No | Count | Average, Maximum, Minimum, Total (Sum) | AgentId, ToolName |
PT1M | No |
Category: Model
| Metric | Name in REST API | Advanced platform metrics | Unit | Aggregation | Dimensions | Time Grains | DS Export |
|---|---|---|---|---|---|---|---|
| Model Deploy Failed Number of model deployments that failed in this workspace |
Model Deploy Failed |
No | Count | Total (Sum), Average, Minimum, Maximum, Count | Scenario, StatusCode |
PT1M | Yes |
| Model Deploy Started Number of model deployments started in this workspace |
Model Deploy Started |
No | Count | Total (Sum), Average, Minimum, Maximum, Count | Scenario |
PT1M | Yes |
| Model Deploy Succeeded Number of model deployments that succeeded in this workspace |
Model Deploy Succeeded |
No | Count | Total (Sum), Average, Minimum, Maximum, Count | Scenario |
PT1M | Yes |
| Model Register Failed Number of model registrations that failed in this workspace |
Model Register Failed |
No | Count | Total (Sum), Average, Minimum, Maximum, Count | Scenario, StatusCode |
PT1M | Yes |
| Model Register Succeeded Number of model registrations that succeeded in this workspace |
Model Register Succeeded |
No | Count | Total (Sum), Average, Minimum, Maximum, Count | Scenario |
PT1M | Yes |
Category: Quota
| Metric | Name in REST API | Advanced platform metrics | Unit | Aggregation | Dimensions | Time Grains | DS Export |
|---|---|---|---|---|---|---|---|
| Active Cores Number of active cores |
Active Cores |
No | Count | Average, Maximum, Minimum, Total (Sum) | Scenario, ClusterName |
PT1M | Yes |
| Active Nodes Number of Acitve nodes. These are the nodes which are actively running a job. |
Active Nodes |
No | Count | Average, Maximum, Minimum, Total (Sum) | Scenario, ClusterName |
PT1M | Yes |
| Idle Cores Number of idle cores |
Idle Cores |
No | Count | Average, Maximum, Minimum, Total (Sum) | Scenario, ClusterName |
PT1M | Yes |
| 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 |
No | Count | Average, Maximum, Minimum, Total (Sum) | Scenario, ClusterName |
PT1M | Yes |
| Leaving Cores Number of leaving cores |
Leaving Cores |
No | Count | Average, Maximum, Minimum, Total (Sum) | Scenario, ClusterName |
PT1M | Yes |
| 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 |
No | Count | Average, Maximum, Minimum, Total (Sum) | Scenario, ClusterName |
PT1M | Yes |
| Preempted Cores Number of preempted cores |
Preempted Cores |
No | Count | Average, Maximum, Minimum, Total (Sum) | Scenario, ClusterName |
PT1M | Yes |
| Preempted Nodes Number of preempted nodes. These nodes are the low priority nodes which are taken away from the available node pool. |
Preempted Nodes |
No | Count | Average, Maximum, Minimum, Total (Sum) | Scenario, ClusterName |
PT1M | Yes |
| Quota Utilization Percentage Percent of quota utilized |
Quota Utilization Percentage |
No | Count | Average, Maximum, Minimum, Total (Sum) | Scenario, ClusterName, VmFamilyName, VmPriority |
PT1M | Yes |
| Total Cores Number of total cores |
Total Cores |
No | Count | Average, Maximum, Minimum, Total (Sum) | Scenario, ClusterName |
PT1M | Yes |
| Total Nodes Number of total nodes. This total includes some of Active Nodes, Idle Nodes, Unusable Nodes, Premepted Nodes, Leaving Nodes |
Total Nodes |
No | Count | Average, Maximum, Minimum, Total (Sum) | Scenario, ClusterName |
PT1M | Yes |
| Unusable Cores Number of unusable cores |
Unusable Cores |
No | Count | Average, Maximum, Minimum, Total (Sum) | Scenario, ClusterName |
PT1M | Yes |
| Unusable Nodes Number of unusable nodes. Unusable nodes are not functional due to some unresolvable issue. Azure will recycle these nodes. |
Unusable Nodes |
No | Count | Average, Maximum, Minimum, Total (Sum) | Scenario, ClusterName |
PT1M | Yes |
Category: Resource
| Metric | Name in REST API | Advanced platform metrics | Unit | Aggregation | Dimensions | Time Grains | DS Export |
|---|---|---|---|---|---|---|---|
| CpuCapacityMillicores Maximum capacity of a CPU node in millicores. Capacity is aggregated in one minute intervals. |
CpuCapacityMillicores |
No | Count | Average, Maximum, Minimum, Total (Sum) | RunId, InstanceId, ComputeName |
PT1M | Yes |
| CpuMemoryCapacityMegabytes Maximum memory utilization of a CPU node in megabytes. Utilization is aggregated in one minute intervals. |
CpuMemoryCapacityMegabytes |
No | Count | Average, Maximum, Minimum, Total (Sum) | RunId, InstanceId, ComputeName |
PT1M | Yes |
| CpuMemoryUtilizationMegabytes Memory utilization of a CPU node in megabytes. Utilization is aggregated in one minute intervals. |
CpuMemoryUtilizationMegabytes |
No | Count | Average, Maximum, Minimum, Total (Sum) | RunId, InstanceId, ComputeName |
PT1M | Yes |
| CpuMemoryUtilizationPercentage Memory utilization percentage of a CPU node. Utilization is aggregated in one minute intervals. |
CpuMemoryUtilizationPercentage |
No | Count | Average, Maximum, Minimum, Total (Sum) | RunId, InstanceId, ComputeName |
PT1M | Yes |
| CpuUtilization Percentage of utilization on a CPU node. Utilization is reported at one minute intervals. |
CpuUtilization |
No | Count | Average, Maximum, Minimum, Total (Sum) | Scenario, runId, NodeId, ClusterName |
PT1M | Yes |
| CpuUtilizationMillicores Utilization of a CPU node in millicores. Utilization is aggregated in one minute intervals. |
CpuUtilizationMillicores |
No | Count | Average, Maximum, Minimum, Total (Sum) | RunId, InstanceId, ComputeName |
PT1M | Yes |
| CpuUtilizationPercentage Utilization percentage of a CPU node. Utilization is aggregated in one minute intervals. |
CpuUtilizationPercentage |
No | Count | Average, Maximum, Minimum, Total (Sum) | RunId, InstanceId, ComputeName |
PT1M | Yes |
| DiskAvailMegabytes Available disk space in megabytes. Metrics are aggregated in one minute intervals. |
DiskAvailMegabytes |
No | Count | Average, Maximum, Minimum, Total (Sum) | RunId, InstanceId, ComputeName |
PT1M | Yes |
| DiskReadMegabytes Data read from disk in megabytes. Metrics are aggregated in one minute intervals. |
DiskReadMegabytes |
No | Count | Average, Maximum, Minimum, Total (Sum) | RunId, InstanceId, ComputeName |
PT1M | Yes |
| DiskUsedMegabytes Used disk space in megabytes. Metrics are aggregated in one minute intervals. |
DiskUsedMegabytes |
No | Count | Average, Maximum, Minimum, Total (Sum) | RunId, InstanceId, ComputeName |
PT1M | Yes |
| DiskWriteMegabytes Data written into disk in megabytes. Metrics are aggregated in one minute intervals. |
DiskWriteMegabytes |
No | Count | Average, Maximum, Minimum, Total (Sum) | RunId, InstanceId, ComputeName |
PT1M | Yes |
| GpuCapacityMilliGPUs Maximum capacity of a GPU device in milli-GPUs. Capacity is aggregated in one minute intervals. |
GpuCapacityMilliGPUs |
No | Count | Average, Maximum, Minimum, Total (Sum) | RunId, InstanceId, DeviceId, ComputeName |
PT1M | Yes |
| GpuEnergyJoules Interval energy in Joules on a GPU node. Energy is reported at one minute intervals. |
GpuEnergyJoules |
No | Count | Average, Maximum, Minimum, Total (Sum) | Scenario, runId, rootRunId, InstanceId, DeviceId, ComputeName |
PT1M | Yes |
| GpuMemoryCapacityMegabytes Maximum memory capacity of a GPU device in megabytes. Capacity aggregated in at one minute intervals. |
GpuMemoryCapacityMegabytes |
No | Count | Average, Maximum, Minimum, Total (Sum) | RunId, InstanceId, DeviceId, ComputeName |
PT1M | Yes |
| GpuMemoryUtilization Percentage of memory utilization on a GPU node. Utilization is reported at one minute intervals. |
GpuMemoryUtilization |
No | Count | Average, Maximum, Minimum, Total (Sum) | Scenario, runId, NodeId, DeviceId, ClusterName |
PT1M | Yes |
| GpuMemoryUtilizationMegabytes Memory utilization of a GPU device in megabytes. Utilization aggregated in at one minute intervals. |
GpuMemoryUtilizationMegabytes |
No | Count | Average, Maximum, Minimum, Total (Sum) | RunId, InstanceId, DeviceId, ComputeName |
PT1M | Yes |
| GpuMemoryUtilizationPercentage Memory utilization percentage of a GPU device. Utilization aggregated in at one minute intervals. |
GpuMemoryUtilizationPercentage |
No | Count | Average, Maximum, Minimum, Total (Sum) | RunId, InstanceId, DeviceId, ComputeName |
PT1M | Yes |
| GpuUtilization Percentage of utilization on a GPU node. Utilization is reported at one minute intervals. |
GpuUtilization |
No | Count | Average, Maximum, Minimum, Total (Sum) | Scenario, runId, NodeId, DeviceId, ClusterName |
PT1M | Yes |
| GpuUtilizationMilliGPUs Utilization of a GPU device in milli-GPUs. Utilization is aggregated in one minute intervals. |
GpuUtilizationMilliGPUs |
No | Count | Average, Maximum, Minimum, Total (Sum) | RunId, InstanceId, DeviceId, ComputeName |
PT1M | Yes |
| GpuUtilizationPercentage Utilization percentage of a GPU device. Utilization is aggregated in one minute intervals. |
GpuUtilizationPercentage |
No | Count | Average, Maximum, Minimum, Total (Sum) | RunId, InstanceId, DeviceId, ComputeName |
PT1M | Yes |
| IBReceiveMegabytes Network data received over InfiniBand in megabytes. Metrics are aggregated in one minute intervals. |
IBReceiveMegabytes |
No | Count | Average, Maximum, Minimum, Total (Sum) | RunId, InstanceId, ComputeName, DeviceId |
PT1M | Yes |
| IBTransmitMegabytes Network data sent over InfiniBand in megabytes. Metrics are aggregated in one minute intervals. |
IBTransmitMegabytes |
No | Count | Average, Maximum, Minimum, Total (Sum) | RunId, InstanceId, ComputeName, DeviceId |
PT1M | Yes |
| NetworkInputMegabytes Network data received in megabytes. Metrics are aggregated in one minute intervals. |
NetworkInputMegabytes |
No | Count | Average, Maximum, Minimum, Total (Sum) | RunId, InstanceId, ComputeName, DeviceId |
PT1M | Yes |
| NetworkOutputMegabytes Network data sent in megabytes. Metrics are aggregated in one minute intervals. |
NetworkOutputMegabytes |
No | Count | Average, Maximum, Minimum, Total (Sum) | RunId, InstanceId, ComputeName, DeviceId |
PT1M | Yes |
| StorageAPIFailureCount Azure Blob Storage API calls failure count. |
StorageAPIFailureCount |
No | Count | Average, Maximum, Minimum, Total (Sum) | RunId, InstanceId, ComputeName |
PT1M | Yes |
| StorageAPISuccessCount Azure Blob Storage API calls success count. |
StorageAPISuccessCount |
No | Count | Average, Maximum, Minimum, Total (Sum) | RunId, InstanceId, ComputeName |
PT1M | Yes |
Category: Run
| Metric | Name in REST API | Advanced platform metrics | Unit | Aggregation | Dimensions | Time Grains | DS Export |
|---|---|---|---|---|---|---|---|
| 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 |
No | Count | Total (Sum), Average, Minimum, Maximum, Count | Scenario, RunType, PublishedPipelineId, ComputeType, PipelineStepType, ExperimentName |
PT1M | Yes |
| Cancelled Runs Number of runs cancelled for this workspace. Count is updated when a run is successfully cancelled. |
Cancelled Runs |
No | Count | Total (Sum), Average, Minimum, Maximum, Count | Scenario, RunType, PublishedPipelineId, ComputeType, PipelineStepType, ExperimentName |
PT1M | Yes |
| 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 |
No | Count | Total (Sum), Average, Minimum, Maximum, Count | Scenario, RunType, PublishedPipelineId, ComputeType, PipelineStepType, ExperimentName |
PT1M | Yes |
| Errors Number of run errors in this workspace. Count is updated whenever run encounters an error. |
Errors |
No | Count | Total (Sum), Average, Minimum, Maximum, Count | Scenario |
PT1M | Yes |
| Failed Runs Number of runs failed for this workspace. Count is updated when a run fails. |
Failed Runs |
No | Count | Total (Sum), Average, Minimum, Maximum, Count | Scenario, RunType, PublishedPipelineId, ComputeType, PipelineStepType, ExperimentName |
PT1M | Yes |
| 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 |
No | Count | Total (Sum), Average, Minimum, Maximum, Count | Scenario, RunType, PublishedPipelineId, ComputeType, PipelineStepType, ExperimentName |
PT1M | Yes |
| Not Responding Runs Number of runs not responding for this workspace. Count is updated when a run enters Not Responding state. |
Not Responding Runs |
No | Count | Total (Sum), Average, Minimum, Maximum, Count | Scenario, RunType, PublishedPipelineId, ComputeType, PipelineStepType, ExperimentName |
PT1M | Yes |
| 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 |
No | Count | Total (Sum), Average, Minimum, Maximum, Count | Scenario, RunType, PublishedPipelineId, ComputeType, PipelineStepType, ExperimentName |
PT1M | Yes |
| 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 |
No | Count | Total (Sum), Average, Minimum, Maximum, Count | Scenario, RunType, PublishedPipelineId, ComputeType, PipelineStepType, ExperimentName |
PT1M | Yes |
| 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 |
No | Count | Total (Sum), Average, Minimum, Maximum, Count | Scenario, RunType, PublishedPipelineId, ComputeType, PipelineStepType, ExperimentName |
PT1M | Yes |
| 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 |
No | Count | Total (Sum), Average, Minimum, Maximum, Count | Scenario, RunType, PublishedPipelineId, ComputeType, PipelineStepType, ExperimentName |
PT1M | Yes |
| Started Runs Number of runs running for this workspace. Count is updated when run starts running on required resources. |
Started Runs |
No | Count | Total (Sum), Average, Minimum, Maximum, Count | Scenario, RunType, PublishedPipelineId, ComputeType, PipelineStepType, ExperimentName |
PT1M | Yes |
| 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 |
No | Count | Total (Sum), Average, Minimum, Maximum, Count | Scenario, RunType, PublishedPipelineId, ComputeType, PipelineStepType, ExperimentName |
PT1M | Yes |
| Warnings Number of run warnings in this workspace. Count is updated whenever a run encounters a warning. |
Warnings |
No | Count | Total (Sum), Average, Minimum, Maximum, Count | Scenario |
PT1M | Yes |