47 lines
1.4 KiB
Python
47 lines
1.4 KiB
Python
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"""
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Script to initialize MLClient object
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"""
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from azure.ai.ml import MLClient
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from azure.identity import DefaultAzureCredential, InteractiveBrowserCredential
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from initialize_constants import (
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AZURE_RESOURCE_GROUP,
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AZURE_SUBSCRIPTION_ID,
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AZURE_WORKSPACE_NAME,
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)
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def create_or_load_ml_client():
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"""Create or load an Azure ML Client based on env variables.
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Args:
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None since information is taken from global constants
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defined in initialize_constants.py.
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Returns:
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A workspace and set quick load.
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"""
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try:
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credential = DefaultAzureCredential()
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# Check if given credential can get token successfully.
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credential.get_token("https://management.azure.com/.default")
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except Exception as ex:
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# Fall back to InteractiveBrowserCredential
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# in case DefaultAzureCredential not working
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print(ex)
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credential = InteractiveBrowserCredential()
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# Get a handle to the workspace.
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# You can find the info on the workspace tab on ml.azure.com
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ml_client = MLClient(
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credential=credential,
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subscription_id=AZURE_SUBSCRIPTION_ID,
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resource_group_name=AZURE_RESOURCE_GROUP,
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workspace_name=AZURE_WORKSPACE_NAME,
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)
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return ml_client
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if __name__ == "__main__":
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ml_client = create_or_load_ml_client()
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print(ml_client)
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