aiqclib.common package

Subpackages

• aiqclib.common.base package
  • Submodules
  • aiqclib.common.base.config_base module
    • ConfigBase
      • ConfigBase.auto_select()
      • ConfigBase.expected_class_name
      • ConfigBase.get_base_class()
      • ConfigBase.get_base_path()
      • ConfigBase.get_dataset_folder_name()
      • ConfigBase.get_file_name()
      • ConfigBase.get_full_file_name()
      • ConfigBase.get_model_params()
      • ConfigBase.get_normalization_file_name()
      • ConfigBase.get_step_folder_name()
      • ConfigBase.get_step_params()
      • ConfigBase.get_summary_stats()
      • ConfigBase.get_target_dict()
      • ConfigBase.get_target_file_names()
      • ConfigBase.get_target_names()
      • ConfigBase.get_target_variables()
      • ConfigBase.select()
      • ConfigBase.set_base_class()
      • ConfigBase.update_feature_param_with_stats()
      • ConfigBase.validate()
  • aiqclib.common.base.dataset_base module
    • DataSetBase
      • DataSetBase.config
      • DataSetBase.expected_class_name
      • DataSetBase.step_name
  • aiqclib.common.base.feature_base module
    • FeatureBase
      • FeatureBase.extract_features()
      • FeatureBase.scale_first()
      • FeatureBase.scale_second()
  • aiqclib.common.base.model_base module
    • ModelBase
      • ModelBase.build()
      • ModelBase.expected_class_name
      • ModelBase.load_model()
      • ModelBase.multi
      • ModelBase.save_model()
      • ModelBase.short_name
      • ModelBase.test()
      • ModelBase.update_model_score()
      • ModelBase.update_nthreads()
  • aiqclib.common.base.scikit_learn_model_base module
    • SklearnModelBase
      • SklearnModelBase.build()
      • SklearnModelBase.calculate_shap()
      • SklearnModelBase.create_report()
      • SklearnModelBase.predict()
      • SklearnModelBase.safe_predict()
      • SklearnModelBase.test()
      • SklearnModelBase.update_nthreads()
• aiqclib.common.config package
  • Submodules
  • aiqclib.common.config.classify_config module
    • ClassificationConfig
      • ClassificationConfig.expected_class_name
      • ClassificationConfig.select()
  • aiqclib.common.config.dataset_config module
    • DataSetConfig
      • DataSetConfig.expected_class_name
      • DataSetConfig.select()
  • aiqclib.common.config.training_config module
    • TrainingConfig
      • TrainingConfig.expected_class_name
      • TrainingConfig.select()
  • aiqclib.common.config.yaml_schema module
    • get_classification_config_schema()
    • get_data_set_config_schema()
    • get_training_config_schema()
  • aiqclib.common.config.yaml_templates module
    • get_config_classify_set_full_template()
    • get_config_classify_set_template()
    • get_config_data_set_all_template()
    • get_config_data_set_full_template()
    • get_config_data_set_template()
    • get_config_train_set_template()
• aiqclib.common.loader package
  • Submodules
  • aiqclib.common.loader.classify_loader module
    • load_classify_step1_input_dataset()
    • load_classify_step2_summary_dataset()
    • load_classify_step3_select_dataset()
    • load_classify_step4_locate_dataset()
    • load_classify_step5_extract_dataset()
    • load_classify_step6_classify_dataset()
    • load_classify_step7_concat_dataset()
  • aiqclib.common.loader.classify_registry module
    • CLASSIFY_CLASSIFY_REGISTRY
    • CLASSIFY_CONCAT_REGISTRY
    • EXTRACT_CLASSIFY_REGISTRY
    • INPUT_CLASSIFY_REGISTRY
    • LOCATE_CLASSIFY_REGISTRY
    • SELECT_CLASSIFY_REGISTRY
    • SUMMARY_CLASSIFY_REGISTRY
  • aiqclib.common.loader.dataset_loader module
    • load_step1_input_dataset()
    • load_step2_summary_dataset()
    • load_step3_select_dataset()
    • load_step4_locate_dataset()
    • load_step5_extract_dataset()
    • load_step6_split_dataset()
  • aiqclib.common.loader.dataset_registry module
    • EXTRACT_DATASET_REGISTRY
    • INPUT_DATASET_REGISTRY
    • LOCATE_DATASET_REGISTRY
    • SELECT_DATASET_REGISTRY
    • SPLIT_DATASET_REGISTRY
    • SUMMARY_DATASET_REGISTRY
  • aiqclib.common.loader.feature_loader module
    • load_feature_class()
  • aiqclib.common.loader.feature_registry module
    • FEATURE_REGISTRY
  • aiqclib.common.loader.model_loader module
    • load_model_class()
    • load_model_class_with_class_name()
  • aiqclib.common.loader.model_registry module
    • MODEL_REGISTRY
  • aiqclib.common.loader.single_model_loader module
    • load_single_model_class()
    • load_single_model_class_with_class_name()
  • aiqclib.common.loader.single_model_registry module
    • SINGLE_MODEL_REGISTRY
  • aiqclib.common.loader.training_loader module
    • load_step1_input_training_set()
    • load_step2_model_validation_class()
    • load_step4_build_model_class()
  • aiqclib.common.loader.training_registry module
    • BUILD_MODEL_REGISTRY
    • INPUT_TRAINING_SET_REGISTRY
    • MODEL_VALIDATION_REGISTRY
• aiqclib.common.utils package
  • Submodules
  • aiqclib.common.utils.config module
    • get_config_file()
    • get_config_item()
    • read_config()
  • aiqclib.common.utils.file module
    • read_input_file()
  • aiqclib.common.utils.input_preprocess module
    • DEFAULT_CREATED_COLUMNS
    • DEFAULT_KEY_COLUMNS
    • DEFAULT_SORT_COLUMNS
    • PLATFORM_COLUMN
    • create_identifier_columns()
  • aiqclib.common.utils.input_validation module
    • required_column_names()
    • validate_and_convert_input_columns()
  • aiqclib.common.utils.metric_plots module
    • create_metric_plots()
    • create_multi_method_metric_plots()
  • aiqclib.common.utils.normalization module
    • AUTO_SCALING_TYPES
    • SCALING_TYPES
    • aggregate_profile_stats()
    • build_scaling_expr()
    • derive_observation_stats()
    • derive_profile_stats()
    • is_scaling_type()
    • read_normalization_file()
    • scale_flat_columns()
    • scale_nested_columns()
    • write_normalization_file()