what the professional way to create an alert system to monitor machine learning cost

Question

I am trying to come up with a system which can monitor the costs of machine learning computes and stop if they are exceeding a pre-defined limit.

now, I am thinking of below plan ->

1. create function app which can accept resource groups + subscription as query param and perform the shutting down of computes which are available under a given workspace which are created under a given subscription.
2. create custom budgets + action group for each resource group created by user using terraform scripts. Use the function app in the creation of action group.

but I want to know if that's how you create this system in production where you don't use the azure portal to configure all these stuff.

Initially, I thought of using logic apps instead of function app, but the complications in configuring it made me think about using the function app.

Please suggest.

Answer 1

Hi @ja ,

It appears that you have asked a similar question in the below post, I have answered both the questions in the below post. Please comment on the below post if you have any queries or concerns.

https://learn.microsoft.com/en-us/answers/questions/1140933/how-to-pass-query-params-to-azure-function-when-ca.html?childToView=1143348#answer-1143348

Answer 2

It sounds like you want to create a solution than can be deployed as an ARM template. I think you are on the right track.

I would start by creating a working solution in the portal before creating the ARM template(s).

Budget alerts with an action group that runs the shutdown logic app or function. I recommend basing the budget alert on a tag that can be assigned to ML compute resources. Logic Apps will be easier if you are unfamiliar with function development.

https://learn.microsoft.com/en-us/azure/cost-management-billing/costs/tutorial-acm-create-budgets
https://learn.microsoft.com/en-us/azure/logic-apps/logic-apps-azure-resource-manager-templates-overview
https://techcommunity.microsoft.com/t5/microsoft-sentinel-blog/export-microsoft-sentinel-playbooks-or-azure-logic-apps-with/ba-p/3275898