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lines changed Original file line number Diff line number Diff line change @@ -31,7 +31,7 @@ create_monitor:
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path : azureml:my_production_inference_data_model_inputs:1 # your collected data is registered as Azure Machine Learning asset
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type : uri_folder
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data_context : model_inputs
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- pre_processing_component : azureml:production_data_preprocessing:1
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+ pre_processing_component : azureml:production_data_preprocessing:1.0.0
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reference_data :
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input_data :
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path : azureml:my_model_training_data:1 # use training data as comparison baseline
@@ -43,7 +43,7 @@ create_monitor:
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top_n_feature_importance : 20 # monitor drift for top 20 features
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alert_enabled : true
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metric_thresholds :
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- numberical :
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+ numerical :
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jensen_shannon_distance : 0.01
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categorical :
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pearsons_chi_squared_test : 0.02
@@ -56,7 +56,7 @@ create_monitor:
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path : azureml:my_production_inference_data_model_outputs:1 # your collected data is registered as Azure Machine Learning asset
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type : uri_folder
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data_context : model_outputs
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- pre_processing_component : azureml:production_data_preprocessing:1
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+ pre_processing_component : azureml:production_data_preprocessing:1.0.0
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reference_data :
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input_data :
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path : azureml:my_model_validation_data:1 # use training data as comparison reference dataset
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