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AmlOnlineEndpointTrafficLog

  • Artikkeli

Traffic logs for AzureML (machine learning) online endpoints. The table could be used to check the detailed information of the request to an online endpoint. For example, you could use it to check the request duration, the request failure reason, etc.

Table attributes

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

Columns

Column Type Description
AuthType string The authentication type of the request (Key, AMLToken, AADToken).
AzureMLWorkspaceId string The machine learning workspace ID of the online endpoint.
AzureMLWorkspaceName string The machine learning workspace name of the online endpoint.
_BilledSize real The record size in bytes
DeploymentName string The name of the online deployment.
EndpointName string The name of the online endpoint.
IdentityData string The identity data from the user client (JWT OID).
_IsBillable string Specifies whether ingesting the data is billable. When _IsBillable is false ingestion isn't billed to your Azure account
Location string The region of the online endpoint.
Method string The requested method from client.
ModelStatusCode int The response status code from model.
ModelStatusReason string The response status reason from model.
OperationName string The operation associated with log record.
Path string The requested path from client.
Protocol string The protocol of the request.
RequestDurationMs int Duration in milliseconds from the request start time to the last byte of the request received from the user client.
RequestPayloadSize int The total bytes received from the user client.
RequestThrottlingDelayMs int Delay in milliseconds in request data transfer due to network throttling.
_ResourceId string A unique identifier for the resource that the record is associated with
ResponseCode int The final response code returned to the user.
ResponseCodeReason string The final response code reason returned to the user.
ResponseDurationMs int Duration in milliseconds from the request start time to the first response byte read from the model.
ResponsePayloadSize int The total bytes sent back to the user client.
ResponseThrottlingDelayMs int Delay in milliseconds in response data transfer due to network throttling.
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 when the request was received by Azure Machine Learning.
TotalDurationMs int Duration in milliseconds from the request start time to the last response byte sent back to the user client. If the user client disconnected, it measures from the start time to client disconnect time.
Type string The name of the table
UserAgent string The user-agent header of the request.
XMSClientRequestId string The tracking ID generated by user client.
XRequestId string The request ID generated by Azure Machine Learning for internal tracing.