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Azure / mlops-v2

Azure MLOps (v2) solution accelerators. Enterprise ready templates to deploy your machine learning models on the Azure Platform.
https://learn.microsoft.com/en-us/azure/machine-learning/concept-model-management-and-deployment
MIT License
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Batch Endpoint - AutoML #49

Open MurugeswariMuthurajan opened 1 year ago

MurugeswariMuthurajan commented 1 year ago

Hi,

We opted for automated ML , ran the job and registered the model in dev workspace Now we want to deploy it in test and prod workspace. We have downloaded the .pkl file, scoring script, conda env file which are all required for deployment.

image

But it seems the scoring script generated is applicable only for online deployment. So whether batch deployment is not possible in automated ml?

Thanks

setuc commented 1 year ago

Yes its possible for AutoML too. The steps remain the same just like for any Batch deployment.

You can refer to the pattern here: https://github.com/Azure/mlops-project-template/blob/main/classical/aml-cli-v2/mlops/devops-pipelines/deploy-batch-endpoint-pipeline.yml

In addition, we have started work on multiple workspaces and this is going to be part of our next release sometime in November 2022.