Ahmedik95316 commited on
Commit
8b0a2e5
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verified ·
1 Parent(s): c4fbb31

Update initialize_system.py

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  1. initialize_system.py +7 -1
initialize_system.py CHANGED
@@ -386,7 +386,13 @@ def run_initial_training():
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  "data_path": str(dataset_path),
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  "class_distribution": class_counts.to_dict(),
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  "pipeline_created": pipeline_path.exists(),
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- "individual_components_created": model_path.exists() and vectorizer_path.exists()
 
 
 
 
 
 
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  }
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  metadata_path = path_manager.get_metadata_path()
 
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  "data_path": str(dataset_path),
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  "class_distribution": class_counts.to_dict(),
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  "pipeline_created": pipeline_path.exists(),
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+ "individual_components_created": model_path.exists() and vectorizer_path.exists(),
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+ "cv_f1_mean": float(cv_results['test_f1_weighted'].mean()),
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+ "cv_f1_std": float(cv_results['test_f1_weighted'].std()),
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+ "cv_accuracy_mean": float(cv_results['test_accuracy'].mean()),
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+ "cv_accuracy_std": float(cv_results['test_accuracy'].std()),
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+ "overfitting_score": cv_data['performance_indicators']['overfitting_score'],
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+ "stability_score": cv_data['performance_indicators']['stability_score']
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  }
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  metadata_path = path_manager.get_metadata_path()