lvv-2003@sa-1:~/Huawei_AutoML$ python3.9 experiments/sensitivity_analysis/white_box_experiments/mutation_chain_experiments.py
2024-07-19 06:46:45,399 - Experiment logger - INFO - Dataset - australian
2024-07-19 06:46:45,399 - Dataset - australian
2024-07-19 06:46:45,399 - Experiment logger - INFO - Path - {'path': '/home/lvv-2003/Huawei_AutoML/data/datasets/australian', 'train_path': '/home/lvv-2003/Huawei_AutoML/data/datasets/train_australian_fold0.npy', 'test_path': '/home/lvv-2003/Huawei_AutoML/data/datasets/test_australian_fold0.npy', 'trainY_path': '/home/lvv-2003/Huawei_AutoML/data/datasets/trainy_australian_fold0.npy', 'testY_path': '/home/lvv-2003/Huawei_AutoML/data/datasets/testy_australian_fold0.npy'}
2024-07-19 06:46:45,399 - Path - {'path': '/home/lvv-2003/Huawei_AutoML/data/datasets/australian', 'train_path': '/home/lvv-2003/Huawei_AutoML/data/datasets/train_australian_fold0.npy', 'test_path': '/home/lvv-2003/Huawei_AutoML/data/datasets/test_australian_fold0.npy', 'trainY_path': '/home/lvv-2003/Huawei_AutoML/data/datasets/trainy_australian_fold0.npy', 'testY_path': '/home/lvv-2003/Huawei_AutoML/data/datasets/testy_australian_fold0.npy'}
Dataset australian is valid
2024-07-19 06:46:45,889 - __main__ - Current pipeline index is 0, fold_id 3
2024-07-19 06:46:46,239 - __main__ - {'f1': 0.8148148148148149, 'ROCAUC': 0.8747877758913412}
2024-07-19 06:46:46,240 - GraphStructuralAnalysis - Approaches for analysis are not given, thus will be set to defaults.
2024-07-19 06:46:46,241 - NodesAnalysis - Nodes to analyze are not defined. All nodes will be analyzed.
2024-07-19 06:46:46,259 - node_analysis - rf node can not be deleted
2024-07-19 06:46:46,263 - node_analysis - replacing node: logit
2024-07-19 06:46:46,263 - node_analysis - replacing node: logit
2024-07-19 06:46:46,928 - node_analysis - losses: [1.033492822966507]

2024-07-19 06:46:47,037 - node_analysis - losses: [1.033492822966507]

2024-07-19 06:46:47,038 - node_analysis - rf subtree can not be deleted
2024-07-19 06:46:47,665 - node_analysis - losses for pca: [1.0519480519480517]
'NoneType' object has no attribute 'nodes_from'
2024-07-19 06:46:48,240 - node_analysis - losses for pca: [1.0573426573426574]
2024-07-19 06:46:48,886 - node_analysis - losses for scaling: [0.8047690014903128]
2024-07-19 06:46:48,887 - node_analysis - replacing node: normalization
2024-07-19 06:46:48,887 - node_analysis - replacing node: pca
2024-07-19 06:46:49,551 - node_analysis - losses: [1.0257801899592942]

2024-07-19 06:46:49,859 - node_analysis - losses: [0.7242921013412816]

2024-07-19 06:46:50,506 - node_analysis - losses for scaling: [0.8047690014903128]
2024-07-19 06:46:50,521 - EdgesAnalysis - Edges to analyze are not defined. All edges will be analyzed.
2024-07-19 06:46:50,538 - edge_analysis - Can not delete edge since modified graph can not pass verification
2024-07-19 06:46:50,538 - edge_analysis - if remove this edge then get an invalid graph
2024-07-19 06:46:51,380 - edge_analysis - loss: [1.0]
2024-07-19 06:46:51,382 - edge_analysis - Can not delete edge since modified graph can not pass verification
2024-07-19 06:46:51,382 - edge_analysis - if remove this edge then get an invalid graph
2024-07-19 06:46:51,383 - edge_analysis - Can not connect these nodes
2024-07-19 06:46:51,383 - edge_analysis - Can not connect these nodes
2024-07-19 06:46:52,059 - edge_analysis - loss: [1.0]
2024-07-19 06:46:52,073 - NodeDeletion - pca was deleted
2024-07-19 06:46:52,073 - GraphStructuralAnalysis - 1 iterations passed during SA
2024-07-19 06:46:52,073 - GraphStructuralAnalysis - The following actions were applied during SA: {'NodeDeletionAnalyze': 1, 'NodeReplaceOperationAnalyze': 0, 'SubtreeDeletionAnalyze': 0, 'EdgeDeletionAnalyze': 0, 'EdgeReplaceOperationAnalyze': 0}
2024-07-19 06:46:52,481 - __main__ - Pipeline 0 (australian) initially: {'f1': 0.8148148148148149, 'ROCAUC': 0.8747877758913412}
2024-07-19 06:46:52,481 - __main__ - Pipeline 0 (australian) after 0 SA evaluations: {'f1': 0.8571428571428571, 'ROCAUC': 0.9418505942275043}
2024-07-19 06:46:52,485 - __main__ - Current pipeline index is 2, fold_id 3
2024-07-19 06:46:52,863 - __main__ - {'f1': 0.8529411764705881, 'ROCAUC': 0.8718166383701188}
2024-07-19 06:46:52,864 - GraphStructuralAnalysis - Approaches for analysis are not given, thus will be set to defaults.
2024-07-19 06:46:52,865 - NodesAnalysis - Nodes to analyze are not defined. All nodes will be analyzed.
2024-07-19 06:46:52,881 - node_analysis - knn node can not be deleted
2024-07-19 06:46:52,886 - node_analysis - replacing node: rf
2024-07-19 06:46:52,887 - node_analysis - replacing node: rf