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AmlComputeCpuGpuUtilization

Azure Machine Learning services CPU and GPU utilizaion logs.

Table attributes

Attribute Value
Resource types microsoft.machinelearningservices/workspaces
Categories Azure Resources
Solutions LogManagement
Basic log No
Ingestion-time transformation Yes
Sample Queries Yes

Columns

Column Type Description
_BilledSize real The record size in bytes
CallerIpAddress string The caller IP address.
ClusterName string Compute cluster name for AmlCompute clusters. In case of singularity this would be VirtualCluster(VC) name.
CorrelationId string A GUID used to group together a set of related events.
DeviceId string DeviceId of GPU.
DeviceType string Type of compute, either CPU or GPU.
DurationMs string The duration of the operation in milliseconds.
Identity string Identity of the user or application that performed the operation.
_IsBillable string Specifies whether ingesting the data is billable. When _IsBillable is false ingestion isn't billed to your Azure account
Level string The severity level of the event. Must be one of Informational, Warning, Error, or Critical.
Location string The region of the resource emitting the event.
MetricName string Metric name. This would be Cpu/Gpu utilization metric eg. GpuMemoryUtilization, GpuUtilization, CpuUtilization etc.
NodeId string NodeId on the cluster.
OperationName string The name of the operation associated with the log entry.
OperationVersion string The api-version associated with the operation, if the operationName was performed using an API.
_ResourceId string A unique identifier for the resource that the record is associated with
ResultDescription string The static text description of this operation.
ResultSignature string The sub status of the event. If this operation corresponds to a REST API call, this is the HTTP status code of the corresponding REST call.
ResultType string The status of the event. Typical values include Started, In Progress, Succeeded, Failed, Active, and Resolved.
RunId string Unique run identifier.
SourceSystem string The type of agent the event was collected by. For example, OpsManager for Windows agent, either direct connect or Operations Manager, Linux for all Linux agents, or Azure for Azure Diagnostics
_SubscriptionId string A unique identifier for the subscription that the record is associated with
TenantId string The Log Analytics workspace ID
TimeGenerated datetime The timestamp (UTC) of the event.
Type string The name of the table
Utilization string Compute utilization of node.
WorkspaceId string Unique workspace identifer.
WorkspaceName string User friendly workspace identifier.