batch-deployment create error - incorrect schema type

Question

batch-deployment create error - incorrect schema type

ShilpaGopal 105

I need pointers in resolving the azureml batch endpoint deployment error that I am facing.

I am trying to create batch azure ml deployment and deployment.yml is below.

User's image

As per the batchDeployment schema, the allowed values for type is "model" or "pipeline". User's image

I am able to create the endpoint successfully.

But, when I run the batch-deployment create command as part of azure devops, I get the error for type as:

Batch deployment command in azure devops:

az ml batch-deployment create --endpoint heart-class-endpoint -f ./heartprediction/cli/endpoints/batchendpoint/deployment.yml --set-default

Error:

ERROR: The command failed with an unexpected error. Here is the traceback:
ERROR: Validation for BatchDeploymentSchema failed: 
 {
  "type": [
    "Value 'pipeline' passed is not in set ['component', 'model']"
  ],
  "component": [
    "Unknown field."
  ]
}

I even tried modifying the schema version in deployment.yml to the exact version 2.20.0 which is the latest version and the schema supports type= 'pipeline'.

https://azuremlschemasprod.azureedge.net/

https://azuremlschemasprod.azureedge.net/2.20.0/batchDeployment.schema.json

CLI version that I am using in CI pipeline is: azure-cli 2.55.0

What is the cause of the error? Is it due to the incorrect schema referenced at run time in devops?

Ramr-msft 17,836 Reputation points

2024-01-03T10:50:01.0633333+00:00

Thanks for the question, The error message you’re seeing suggests that the type field in your deployment.yml file is not accepting ‘pipeline’ as a valid value. It expects either ‘component’ or ‘model’. This discrepancy might be due to the Azure CLI version you’re using.

Azure CLI version 2.55.0 might not support ‘pipeline’ as a valid type for batch deployments. The batch deployment schema you’re referring to (2.20.0) might not be compatible with the Azure CLI version you’re using.

Here is the document for Batch deployment yaml schema.
ShilpaGopal 105 Reputation points

2024-01-03T13:35:40.4166667+00:00

@Ramr-msft
ShilpaGopal 105 Reputation points

2024-01-03T13:40:51.32+00:00

I am using for the latest schema version for batchDeployment (https://azuremlschemasprod.azureedge.net/) and the latest CLI version 2.55.0

I am using the same code as in the documentation link that you have provided (https://learn.microsoft.com/en-us/azure/machine-learning/reference-yaml-deployment-batch?view=azureml-api-2#yaml-pipeline-component-deployment)

How do I know which schema version that my CLI (2.55.0) is referring to or supporting? ( My assumption was that the CLI reads the version of schema that is provided in deployment.yml which in my case is the latest. )
Ramr-msft 17,836 Reputation points

2024-01-30T08:37:53.17+00:00

Thanks for the details, you can update to the latest version of the Azure CLI.

Your answer

Ramr-msft 17,836 Reputation points

2024-01-03T10:50:01.0633333+00:00

Thanks for the question, The error message you’re seeing suggests that the type field in your deployment.yml file is not accepting ‘pipeline’ as a valid value. It expects either ‘component’ or ‘model’. This discrepancy might be due to the Azure CLI version you’re using.

Azure CLI version 2.55.0 might not support ‘pipeline’ as a valid type for batch deployments. The batch deployment schema you’re referring to (2.20.0) might not be compatible with the Azure CLI version you’re using.

Here is the document for Batch deployment yaml schema.
ShilpaGopal 105 Reputation points

2024-01-03T13:35:40.4166667+00:00

@Ramr-msft
ShilpaGopal 105 Reputation points

2024-01-03T13:40:51.32+00:00

I am using for the latest schema version for batchDeployment (https://azuremlschemasprod.azureedge.net/) and the latest CLI version 2.55.0

I am using the same code as in the documentation link that you have provided (https://learn.microsoft.com/en-us/azure/machine-learning/reference-yaml-deployment-batch?view=azureml-api-2#yaml-pipeline-component-deployment)

How do I know which schema version that my CLI (2.55.0) is referring to or supporting? ( My assumption was that the CLI reads the version of schema that is provided in deployment.yml which in my case is the latest. )
Ramr-msft 17,836 Reputation points

2024-01-30T08:37:53.17+00:00

Thanks for the details, you can update to the latest version of the Azure CLI.

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batch-deployment create error - incorrect schema type

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