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Issues for implementing a real-time inference pipeline! The DEPLOY button does nothing!

Carlos Alanis 70 Reputation points
2023-05-10T04:24:24.0933333+00:00

Microsoft Azure Support,

I am currently learning to use Azure Cloud, specifically Microsoft Azure Machine Learning Studio. I am using the example dataset "Automobile price data" and have successfully completed a classic training pipeline, which includes the following blocks: "Select Columns in Dataset", "Clean Missing Data", "Normalize Data", "Split Data", "Linear Regression", "Train Model", "Score Model", and "Evaluate Model". I have also successfully created a real-time inference pipeline, which includes an "Enter Data Manually" block, a "Web Service Input" block, an "Execute Python Script" block code, and a "Web Service Output" block.

However, I am encountering an issue when I try to deploy the pipeline for inference using the "Set up real-time endpoint" window. Specifically, when I click on the "Deploy" button, nothing happens and the same window remains open. My setup is "Deploy new real-time endpoint" with the following details: Name: predict-auto-price, Description: Auto Price Regression, Compute type: Azure Container Instance.

I have tried creating a new Workspace, as well as checking the access policies and permissions on the resources used in the pipeline and deployment, but the issue persists. I am using an Azure Free Account with 200 USD of credit, and I still have more than 190 USD of credit remaining.

I would greatly appreciate your help in resolving this issue, as my goal is to finish the Coursera DP-100 specialization and apply for the Data Science Azure Certification.

Thank you for your attention to this matter.

--

Carlos Alanis

Attach some images:

Pipeline Completed without errors:

real time inference pipeline completed

Coursera Instructions:

Coursera instructions

Set up real-time endpoint WINDOW:

DEPLOY BUTTON UNPRESSED:

set up real time endpoint - unpressed button

DEPLOY BUTTON PRESSED:

set up real time endpoint - PRESSED DEPLOY button

BUT NOTHING HAPPENS!!!

ALSO I SHARE YOU THE WORKSPACE OVERVIEW:

workspace overview

I hope that some people of the expert team can Help me, Thank you!

Azure Machine Learning
Answer accepted by question author
  1. romungi-MSFT 49,096 Reputation points Microsoft Employee Moderator
    2023-05-11T10:05:13.3666667+00:00

    @Carlos Alanis Rania Boukhriss Carlos García González anzilparviz SpaceBuddha jaime reinoso Cesar Olivares Espinosa The hotfix deployment is complete. Could you please retry the Deployment action? If you still face any issues please do let us know the region of your workspace. Thanks!!

    test_deploy_hotfix2

    If this answers your query, do click Accept Answer and Yes for was this answer helpful. And, if you have any further query do let us know.

    3 people found this answer helpful.

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