energy_fault_detector

• energy_fault_detector
  • energy_fault_detector.anomaly_scores
    • energy_fault_detector.anomaly_scores.mahalanobis_score
      • MahalanobisScore
    • energy_fault_detector.anomaly_scores.rmse_score
      • RMSEScore
  • energy_fault_detector.autoencoders
    • energy_fault_detector.autoencoders.conditional_autoencoder
      • ConditionalAE
    • energy_fault_detector.autoencoders.multilayer_autoencoder
      • MultilayerAutoencoder
  • energy_fault_detector.config
    • energy_fault_detector.config.base_config
      • BaseConfig
      • InvalidConfigFile
    • energy_fault_detector.config.config
      • Config
    • energy_fault_detector.config.quickstart_config
      • generate_quickstart_config()
  • energy_fault_detector.core
    • energy_fault_detector.core.anomaly_score
      • AnomalyScore
    • energy_fault_detector.core.autoencoder
      • Autoencoder
      • split_inputs()
    • energy_fault_detector.core.data_transformer
      • DataTransformer
    • energy_fault_detector.core.fault_detection_model
      • FaultDetectionModel
      • NoTrainingData
    • energy_fault_detector.core.fault_detection_result
      • FaultDetectionResult
      • ModelMetadata
    • energy_fault_detector.core.model_factory
      • ModelFactory
    • energy_fault_detector.core.save_load_mixin
      • SaveLoadMixin
    • energy_fault_detector.core.threshold_selector
      • ThresholdSelector
  • energy_fault_detector.data_preprocessing
    • energy_fault_detector.data_preprocessing.angle_transformer
      • AngleTransformer
    • energy_fault_detector.data_preprocessing.column_selector
      • ColumnSelector
    • energy_fault_detector.data_preprocessing.counter_diff_transformer
      • CounterDiffTransformer
    • energy_fault_detector.data_preprocessing.data_clipper
      • DataClipper
    • energy_fault_detector.data_preprocessing.data_preprocessor
      • DataPreprocessor
    • energy_fault_detector.data_preprocessing.duplicate_value_to_nan
      • DuplicateValuesToNan
    • energy_fault_detector.data_preprocessing.low_unique_value_filter
      • LowUniqueValueFilter
  • energy_fault_detector.data_splitting
    • energy_fault_detector.data_splitting.data_splitter
      • BlockDataSplitter
  • energy_fault_detector.evaluation
    • energy_fault_detector.evaluation.care2compare
      • Care2CompareDataset
    • energy_fault_detector.evaluation.care_score
      • CAREScore
    • energy_fault_detector.evaluation.predist_dataset
      • PreDistDataset
  • energy_fault_detector.quick_fault_detection
    • energy_fault_detector.quick_fault_detection.configuration
      • select_config()
      • update_autoencoder_config()
      • update_preprocessor_config()
      • update_threshold_config()
    • energy_fault_detector.quick_fault_detection.data_loading
      • apply_boolean_mapping()
      • detect_encoding()
      • detect_separator()
      • get_boolean_feature()
      • get_sensor_data()
      • load_data()
      • load_train_test_data()
      • read_csv_file()
      • validate_mapping()
    • energy_fault_detector.quick_fault_detection.optimization
      • automatic_hyper_opt()
    • energy_fault_detector.quick_fault_detection.output
      • generate_output_plots()
    • energy_fault_detector.quick_fault_detection.quick_fault_detector
      • analyze_event()
      • quick_fault_detector()
  • energy_fault_detector.root_cause_analysis
    • energy_fault_detector.root_cause_analysis.arcana
      • Arcana
    • energy_fault_detector.root_cause_analysis.arcana_utils
      • calculate_arcana_importance_time_series()
      • calculate_mean_arcana_importances()
  • energy_fault_detector.threshold_selectors
    • energy_fault_detector.threshold_selectors.adaptive_threshold
      • AdaptiveThresholdSelector
      • RegressionNN
    • energy_fault_detector.threshold_selectors.fbeta_threshold
      • FbetaSelector
    • energy_fault_detector.threshold_selectors.fdr_threshold
      • FDRSelector
    • energy_fault_detector.threshold_selectors.quantile_threshold
      • QuantileThresholdSelector
  • energy_fault_detector.utils
    • energy_fault_detector.utils.analysis
      • calculate_criticality()
      • create_events()
    • energy_fault_detector.utils.data_downloads
      • download_file()
      • download_zenodo_data()
      • fetch_record()
      • list_files()
      • parse_record_id()
      • prepare_output_dir()
      • recursive_safe_extract()
      • safe_extract_zip()
    • energy_fault_detector.utils.visualisation
      • animate_bias()
      • animate_corrected_input()
      • plot_arcana_importance_series()
      • plot_arcana_losses()
      • plot_arcana_mean_importances()
      • plot_learning_curve()
      • plot_reconstruction()
      • plot_reconstruction_with_model()
      • plot_score_with_threshold()
  • energy_fault_detector.fault_detector
    • FaultDetector
      • FaultDetector.anomaly_score
      • FaultDetector.autoencoder
      • FaultDetector.threshold_selector
      • FaultDetector.data_preprocessor
      • FaultDetector.save_timestamps
      • FaultDetector.fit()
      • FaultDetector.predict()
      • FaultDetector.predict_anomalies()
      • FaultDetector.predict_anomaly_score()
      • FaultDetector.preprocess_train_data()
      • FaultDetector.run_root_cause_analysis()
      • FaultDetector.tune()
  • energy_fault_detector.main
    • Options
      • Options.angle_features
      • Options.automatic_optimization
      • Options.csv_test_data_path
      • Options.enable_debug_plots
      • Options.features_to_exclude
      • Options.min_anomaly_length
      • Options.status_data_column_name
      • Options.status_label_confidence_percentage
      • Options.status_mapping
      • Options.time_column_name
      • Options.train_test_column_name
      • Options.train_test_mapping
    • load_options_from_yaml()
    • main()
  • energy_fault_detector.registration
    • Registry
      • Registry.get()
      • Registry.get_alternative_class_names()
      • Registry.print_available_classes()
      • Registry.register()
    • register()