QUMPHY package
File: qumphy/__init__.py Project: 22HLT01 QUMPHY Contact: nando.hegemann@ptb.de Gitlab: https://gitlab.com/qumphy Description: init
Subpackages
- qumphy.callbacks package
- qumphy.data package
- qumphy.evaluate package
- qumphy.misc package
- qumphy.models package
- Subpackages
- Submodules
- qumphy.models.alexnet module
- qumphy.models.apnea module
- qumphy.models.basic_conv1d module
- qumphy.models.cnn-gru module
- qumphy.models.deep_ensemble module
- qumphy.models.deepbeat module
- qumphy.models.dumbnet module
- qumphy.models.inception1d module
- qumphy.models.inception_mantas module
- qumphy.models.itransformer module
- qumphy.models.minirocket module
- qumphy.models.ppnet module
- qumphy.models.pulsedb module
- qumphy.models.s42 module
- qumphy.models.s4_model module
- qumphy.models.timesnet module
- qumphy.models.xresnet1d module
BatchNorm()ConvLayerMHSA1dNormTypeResBlockResBlock_dropoutXResNet1dXResNet1d101XResNet1d50init_cnn()init_default()xbotnet1d101()xbotnet1d152()xbotnet1d50()xresnet1d101()xresnet1d152()xresnet1d18()xresnet1d18_deep()xresnet1d18_deeper()xresnet1d34()xresnet1d34_deep()xresnet1d34_deeper()xresnet1d50()xresnet1d50_MCD()xresnet1d50_deep()xresnet1d50_deeper()
Submodules
- qumphy.metrics module
all_binary_metrics()all_regression_metrics()auc_score_binary()auc_score_multiclass()balanced_accuracy_score()brier_score()f1_score()false_discovery_rate()general_threshold()ieee_grades()ieee_grades_torch()l1_norm()l2_norm()matthews_correlation_coefficient()mean_absolute_error()mean_absolute_scaled_error()negative_predictive_value()precision_score()recall_score_threshold()root_mean_square_error()sensitivity()specificity()
- qumphy.trainer module
TrainerTrainer.add_parameters_to_experiment()Trainer.base_config()Trainer.best_model_path()Trainer.extract_features()Trainer.find_lr()Trainer.fit()Trainer.load_data_module()Trainer.load_ensemble_model()Trainer.load_feature_extractor()Trainer.load_model()Trainer.load_trainer()Trainer.load_tuner()Trainer.predict()Trainer.seed_everything()Trainer.set_save_dir()Trainer.set_sweep_parameters()Trainer.test()
- qumphy.uq module
- qumphy.uq_metrics module
adaptive_calibration_error()continuous_ranked_probability_score()coverage_calibration_error()entropy()expected_calibration_error()expected_cumulative_calibration_errors()expected_normalised_calibration_error()flatten_list_of_batches()negative_log_likelihood()picp()set_coverage()smooth_expected_calibration_error()split_into_classes()uncertainty_calibration_error()variation_calibration_error()z_variance_error()