Description
code：
from azureml.train.automl.automlexplainer import explain_model
shap_values,expected_values,overall_summary,overall_imp,per_class_summary,per_class_imp=explain_model(fitted_model, x_train, x_test)
#Overall feature importance
print(overall_imp)
print(overall_summary)
#Class-level feature importance
print(per_class_imp)
print(per_class_summary)
result：
ModuleNotFoundError Traceback (most recent call last)
<ipython-input-41-fc557da69821> in <module>
2 from azureml.train.automl.automlexplainer import explain_model
3
----> 4 shap_values,expected_values,overall_summary,overall_imp,per_class_summary,per_class_imp=explain_model(fitted_model, x_train, x_test)
5 #Overall feature importance
6 print(overall_imp)
~/anaconda3_501/lib/python3.6/site-packages/azureml/train/automl/automlexplainer.py in explain_model(fitted_model, X_train, X_test, best_run, features, **kwargs)
73 return _convert_explanation(explanation)
74 except ImportError as import_error:
---> 75 raise import_error
76
77
~/anaconda3_501/lib/python3.6/site-packages/azureml/train/automl/automlexplainer.py in explain_model(fitted_model, X_train, X_test, best_run, features, **kwargs)
41
42 try:
---> 43 from azureml.explain.model._internal import TabularExplainer
44
45 # Transform the dataset for datatransformer and laggingtransformer only
ModuleNotFoundError: No module named 'azureml.explain'
Document Details
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- ID: 36c9ed64-01c3-d7d5-bbdb-8ede3f69d02e
- Version Independent ID: 01df3a5d-c87d-b629-4cfe-2ddee7f2eb06
- Content: azureml.train.automl.automlexplainer module - Azure Machine Learning Python
- Content Source: AzureML/docs-ref-autogen/azureml-train-automl/azureml.train.automl.automlexplainer.yml
- Service: machine-learning
- GitHub Login: @j-martens
- Microsoft Alias: jmartens