lf2i package

Subpackages

• lf2i.calibration package
  • Submodules
  • lf2i.calibration.critical_values module
    • multi_quantile_mean_pinball_loss()
    • train_qr_algorithm()
  • lf2i.calibration.p_values module
    • estimate_rejection_proba()
    • augment_calibration_set()
    • conditional_sampling()
• lf2i.confidence_regions package
  • Submodules
  • lf2i.confidence_regions.neyman_inversion module
    • compute_confidence_regions()
• lf2i.diagnostics package
  • Submodules
  • lf2i.diagnostics.coverage_probability module
    • estimate_coverage_proba()
    • compute_indicators_lf2i()
    • isin_with_tol()
    • compute_indicators_posterior()
    • compute_indicators_prediction()
    • fit_r_estimator()
    • predict_r_estimator()
  • lf2i.diagnostics.monte_carlo_methods module
    • monte_carlo_confidence_region()
    • monte_carlo_critical_values()
    • monte_carlo_coverage()
    • monte_carlo_coverage_posterior()
    • monte_carlo_pvalue_diagnostics()
• lf2i.estimators package
  • Subpackages
    • lf2i.estimators.torch_utils package
      • Submodules
      • lf2i.estimators.torch_utils.cdf module
      • lf2i.estimators.torch_utils.quantile_regressor module
  • Submodules
  • lf2i.estimators.base_cdf module
    • AbstractCDFEstimator
      • AbstractCDFEstimator.fit()
      • AbstractCDFEstimator.predict_proba()
  • lf2i.estimators.base_likelihoods module
    • AbstractClassifier
      • AbstractClassifier.predict_proba()
    • AbstractClassifierTrainer
      • AbstractClassifierTrainer.fit()
  • lf2i.estimators.base_posteriors module
    • AbstractPosterior
      • AbstractPosterior.log_prob()
    • AbstractNeuralPosterior
      • AbstractNeuralPosterior.sample()
      • AbstractNeuralPosterior.log_prob()
    • AbstractKDE
      • AbstractKDE.log_prob()
    • AbstractNeuralPosteriorTrainer
      • AbstractNeuralPosteriorTrainer.append_simulations()
      • AbstractNeuralPosteriorTrainer.train()
      • AbstractNeuralPosteriorTrainer.build_posterior()
  • lf2i.estimators.base_probabilistic_classifier module
    • AbstractProbabilisticClassifier
      • AbstractProbabilisticClassifier.fit()
      • AbstractProbabilisticClassifier.predict_proba()
  • lf2i.estimators.base_quantile_regressor module
    • AbstractQuantileRegressor
      • AbstractQuantileRegressor.fit()
      • AbstractQuantileRegressor.predict()
• lf2i.inference package
  • LF2I
    • LF2I.inference()
    • LF2I.coverage()
    • LF2I.diagnostics()
    • LF2I.mc_diagnostics()
    • LF2I.power()
  • Submodules
  • lf2i.inference.lf2i module
    • LF2I
      • LF2I.inference()
      • LF2I.coverage()
      • LF2I.diagnostics()
      • LF2I.mc_diagnostics()
      • LF2I.power()
• lf2i.plot package
  • Submodules
  • lf2i.plot.animation module
    • parameter_regions_pairplot_animation()
  • lf2i.plot.calibration_diagnostics module
    • calibration_score_plot()
    • calibration_score_panel()
    • plot_cdf_comparison()
    • calibration_cdf_panel()
  • lf2i.plot.coverage_diagnostics module
    • coverage_probability_plot()
    • coverage_regions_plot()
    • coverage_pairplot()
    • coverage_barplot()
    • coverage_boxplot()
    • coverage_nominal_actual_band()
    • PinGreenNormalize
    • create_jetr_cmap()
  • lf2i.plot.miscellanea module
    • hist_pairplot()
    • check_probs_classifier()
    • PolygonPathFixed()
    • PolygonPatchFixed()
  • lf2i.plot.parameter_regions module
    • plot_parameter_regions()
    • plot_parameter_region_1D()
    • plot_parameter_region_2D()
    • parameter_regions_pairplot()
    • plot_parameter_intervals()
    • plot_confidence_distributions_1D()
    • plot_posterior_distributions_1D()
    • MergedPatchHandler
      • MergedPatchHandler.create_artists()
  • lf2i.plot.power_diagnostics module
    • set_size_plot()
    • set_size_boxplot()
  • lf2i.plot.test_statistic_diagnostics module
    • plot_parameter_relevance()
• lf2i.simulator package
  • Simulator
    • Simulator.simulate_for_test_statistic()
    • Simulator.simulate_for_critical_values()
    • Simulator.simulate_for_diagnostics()
  • Submodules
  • lf2i.simulator.gaussian module
    • GaussianMean
      • GaussianMean.simulate_for_test_statistic()
      • GaussianMean.simulate_for_critical_values()
      • GaussianMean.simulate_for_diagnostics()
  • lf2i.simulator.gmm module
    • GaussianMixtureLocation
      • GaussianMixtureLocation.likelihood()
      • GaussianMixtureLocation.simulate_for_test_statistic()
      • GaussianMixtureLocation.simulate_for_critical_values()
      • GaussianMixtureLocation.simulate_for_diagnostics()
  • lf2i.simulator.hep module
    • OnOff
      • OnOff.param_space_bounds
      • OnOff.simulate_for_test_statistic()
      • OnOff.simulate_for_critical_values()
      • OnOff.simulate_for_diagnostics()
• lf2i.test_statistics package
  • Submodules
  • lf2i.test_statistics.acore module
    • ACORE
      • ACORE.estimate()
      • ACORE.evaluate()
  • lf2i.test_statistics.bff module
    • BFF
      • BFF.estimate()
      • BFF.evaluate()
  • lf2i.test_statistics.posterior module
    • Posterior
      • Posterior.estimate()
      • Posterior.evaluate()
    • PosteriorPriorRatio
      • PosteriorPriorRatio.estimate()
      • PosteriorPriorRatio.evaluate()
    • PriorPosteriorRatio
      • PriorPosteriorRatio.estimate()
      • PriorPosteriorRatio.evaluate()
  • lf2i.test_statistics.waldo module
    • Waldo
      • Waldo.estimate()
      • Waldo.evaluate()
• lf2i.utils package
  • Submodules
  • lf2i.utils.calibration_diagnostics_inputs module
    • preprocess_train_quantile_regression()
    • preprocess_predict_quantile_regression()
    • preprocess_fit_p_values()
    • preprocess_predict_p_values()
    • preprocess_diagnostics()
    • preprocess_indicators_lf2i()
    • preprocess_indicators_posterior()
    • preprocess_indicators_prediction()
  • lf2i.utils.confidence_regions module
    • preprocess_neyman_inversion()
  • lf2i.utils.miscellanea module
    • np_to_pd()
    • to_np_if_pd()
    • to_np_if_torch()
    • to_torch_if_np()
    • check_for_nans()
    • check_for_infs()
    • find_nans_and_infs()
    • select_n_jobs()
  • lf2i.utils.odds_inputs module
    • preprocess_odds_estimation()
    • preprocess_odds_relabel()
    • preprocess_for_odds_cv()
    • preprocess_for_odds_cs()
    • preprocess_odds_integration()
    • preprocess_odds_maximization()
    • preprocess_normalize_parameters()
  • lf2i.utils.other_methods module
    • hpd_region()
    • gaussian_prediction_sets()
    • monte_carlo_confidence_region()
    • monte_carlo_critical_values()
    • monte_carlo_coverage()
    • monte_carlo_coverage_posterior()
    • monte_carlo_pvalue_diagnostics()
  • lf2i.utils.parallel module
    • tqdm_joblib()
  • lf2i.utils.posterior_ts_inputs module
    • preprocess_estimation_evaluation()
  • lf2i.utils.waldo_inputs module
    • preprocess_waldo_estimation()
    • preprocess_waldo_evaluation()
    • preprocess_waldo_computation()
    • check_if_positive()

Submodules

lf2i.cli module