How to use workspace diagnostics

APPLIES TO: Python SDK azure-ai-ml v2 (preview)

Azure Machine Learning provides a diagnostic API that can be used to identify problems with your workspace. Errors returned in the diagnostics report include information on how to resolve the problem.

You can use the workspace diagnostics from the Azure Machine Learning studio or Python SDK.

Prerequisites

Before following the steps in this article, make sure you have the following prerequisites:

Diagnostics from studio

From Azure Machine Learning studio or the Python SDK, you can run diagnostics on your workspace to check your setup. To run diagnostics, select the '?' icon from the upper right corner of the page. Then select Run workspace diagnostics.

Screenshot of the workspace diagnostics button

After diagnostics run, a list of any detected problems is returned. This list includes links to possible solutions.

Diagnostics from Python

The following snippet demonstrates how to use workspace diagnostics from Python

APPLIES TO: Python SDK azure-ai-ml v2 (preview)

from azure.ai.ml import MLClient
from azure.ai.ml.entities import Workspace
from azure.identity import DefaultAzureCredential

subscription_id = '<your-subscription-id>'
resource_group = '<your-resource-group-name>'
workspace = '<your-workspace-name>'

ml_client = MLClient(DefaultAzureCredential(), subscription_id, resource_group)
resp = ml_client.workspaces.begin_diagnose(workspace)
print(resp)

The response is a JSON document that contains information on any problems detected with the workspace. The following JSON is an example response:

{
    "value": {
        "user_defined_route_results": [],
        "network_security_rule_results": [],
        "resource_lock_results": [],
        "dns_resolution_results": [{
            "code": "CustomDnsInUse",
            "level": "Warning",
            "message": "It is detected VNet '/subscriptions/<subscription-id>/resourceGroups/<resource-group-name>/providers/Microsoft.Network/virtualNetworks/<virtual-network-name>' of private endpoint '/subscriptions/<subscription-id>/resourceGroups/larrygroup0916/providers/Microsoft.Network/privateEndpoints/<workspace-private-endpoint>' is not using Azure default DNS. You need to configure your DNS server and check https://learn.microsoft.com/azure/machine-learning/how-to-custom-dns to make sure the custom DNS is set up correctly."
        }],
        "storage_account_results": [],
        "key_vault_results": [],
        "container_registry_results": [],
        "application_insights_results": [],
        "other_results": []
    }
}

If no problems are detected, an empty JSON document is returned.

For more information, see the Workspace reference.

Next steps