climb.tool.impl.data_suite package

Subpackages

• climb.tool.impl.data_suite.data package
  • Submodules
  • climb.tool.impl.data_suite.data.data_loader module
    • corrupt_data_func()
    • generate_synthetic_large()
    • generate_synthetic_small()
    • load_adult_data()
    • load_electric()
    • load_synthetic_data()
  • Module contents
• climb.tool.impl.data_suite.models package
  • Submodules
  • climb.tool.impl.data_suite.models.base_model module
    • MyDataset
    • Net
      • Net.forward()
    • benchmark_trainer
      • benchmark_trainer.fit()
      • benchmark_trainer.predict()
    • enable_dropout()
  • climb.tool.impl.data_suite.models.benchmarks module
    • comparison_methods()
    • conformal()
    • sample_copula()
    • uncertainty_benchmark()
  • climb.tool.impl.data_suite.models.conformal module
    • conformal_class
      • conformal_class.fit()
      • conformal_class.predict()
  • climb.tool.impl.data_suite.models.copula module
    • fit_sample_copula()
  • climb.tool.impl.data_suite.models.ensemble module
    • ensemble
      • ensemble.fit()
      • ensemble.predict()
  • climb.tool.impl.data_suite.models.mcd module
    • all_equal2()
    • mc_dropout
      • mc_dropout.fit()
      • mc_dropout.predict()
  • climb.tool.impl.data_suite.models.nn_conformal module
    • LearnerOptimized
      • LearnerOptimized.fit()
      • LearnerOptimized.predict()
    • MSENet_RegressorAdapter
      • MSENet_RegressorAdapter.fit()
      • MSENet_RegressorAdapter.predict()
      • MSENet_RegressorAdapter.set_fit_request()
      • MSENet_RegressorAdapter.set_predict_request()
    • mse_model
      • mse_model.build_model()
      • mse_model.forward()
      • mse_model.init_weights()
    • train_loop()
  • climb.tool.impl.data_suite.models.representation module
    • AutoEncoder
      • AutoEncoder.bottleneck()
      • AutoEncoder.fit()
    • compute_representation()
    • representation_class_based()
  • Module contents
• climb.tool.impl.data_suite.third_party package
  • Subpackages
    • climb.tool.impl.data_suite.third_party.copulas package
      • Subpackages
      • Submodules
      • climb.tool.impl.data_suite.third_party.copulas.datasets module
      • climb.tool.impl.data_suite.third_party.copulas.visualization module
      • Module contents
    • climb.tool.impl.data_suite.third_party.uq360 package
      • Subpackages
      • Submodules
      • climb.tool.impl.data_suite.third_party.uq360.base module
      • Module contents
  • Module contents
• climb.tool.impl.data_suite.utils package
  • Submodules
  • climb.tool.impl.data_suite.utils.data_utils module
    • covariance_comparison()
    • get_suspect_features()
    • read_from_file()
    • return_diagonal()
    • scaler()
    • write_to_file()
  • climb.tool.impl.data_suite.utils.graphics module
    • get_metrics_graphs()
    • get_mse_table()
    • plot_graph()
  • climb.tool.impl.data_suite.utils.helpers module
    • inlier_outlier_dicts()
    • sort_ci_vals()
    • sort_cis_all()
    • sort_cis_synth()
  • climb.tool.impl.data_suite.utils.uncertainty_metrics module
    • compute_deficet()
    • compute_excess()
    • compute_uncertainty_metrics()
    • perf_measure()
    • process_results()
    • test_ood()
  • Module contents

Submodules

climb.tool.impl.data_suite.version module

Module contents