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I want to tabulate the compute quotas for each Azure ML workspace, in each Azure location, for my organization's Azure subscription. Although it is possible to look at the quotas manually through the Azure Portal (link), I have not found a way to do this with the Azure CLI or Python SDK for Azure. Since there are many resource groups and AML workspaces for different teams under my Azure subscription, it would be much more efficient to do this programmatically rather than manually through the portal. Is this even possible, and if so how can it be done?
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Thanks for reaching out. You can use the Azure Compute APIs to programmatically access virtual machines and their supporting resources. Usage provides operations to get usage information of your resources. Hope this helps.
Thank your for the suggestion. However, I don't see a way to use the Azure Compute API to specifically get the usage quota for each Azure Machine Learning workspace. It appears that I can only get the usage/quota for the entire subscription from the API. Is this correct, or is there a way to get more specific, granular information for each workspace?
Yes, we have a REST API that returns quota usage by subscription, workspace, and cluster. Please check out this example call. Let me know if this answers your question. Thanks.
Thanks! That appears to be exactly what I am looking for. However, I wonder if I am making a mistake when calling the API? I ran the following:
az rest -m get --header "Accept=application/json" -u "https://management.azure.com/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/quotas?api-version=2020-04-01"
where I supplied values for {subscriptionId}, {resourceGroupName}, and {workspaceName}, but get the error shown in the attachment.
Do you see any issues with my API call?
Hi, it seems to be missing authorization header.
Hi, I hope the above suggestion helped you. I will proceed to convert the above comment to answer. Feel free to respond below if you need additional guidance. Thanks.