Azure ML Model Profiling

Akash Singh 1

I have a model already deployed on AzureML using AKS. Now i want to use the same model for Model Profiling so that we can set up an auto-scaler. But Model Profiling throws an error every time.

ERROR: UserWarning: Model Profiling operation failed with the following error: Model service has failed with status: CrashLoopBackOff: Back-off restarting failed. This may be caused by errors in your scoring file's init() function. Error logs URL: Log upload failed.

It says there is some problem in the init() function. But the same model is deployed on AKS.

And sometimes it shows an error is in the run() function.

ERROR: Too many scoring request failures experienced while testing the model.

GiftA-MSFT 11,166 Reputation points

2021-06-17T20:56:35.92+00:00

Hi, thanks for reaching out. Can you confirm if you provided a registered model? Also, please review the document to ensure you are aware of the pre-requisites, limitations, and any other relevant information necessary to run the profiler. Hope it helps!
Akash Singh 1 Reputation point

2021-06-18T07:15:46.95+00:00

Hi, I am using the registered model. The same model is deployed on AKS for production use. But it's not working in profiling and the log is not clear.
GiftA-MSFT 11,166 Reputation points

2021-06-29T15:17:11.953+00:00

Sorry for the delayed response. This issue requires proper diagnosis by our engineers, therefore, please open a support request. Thanks.

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Azure ML Model Profiling

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