idmtools_calibra.algorithms package#
Subpackages#
- idmtools_calibra.algorithms.pbnb package
- Submodules
- idmtools_calibra.algorithms.pbnb.c_sub_region module
- idmtools_calibra.algorithms.pbnb.fun_pbnb_support_functions module
fun_sample_points_generator_deterministic()fun_sample_points_generator_noise()turn_to_power()fun_results_organizer_deterministic()fun_results_organizer_noise()fun_order_subregion()fun_replication_update()fun_order_region()fun_pruning_indicator()fun_maintaining_indicator()fun_elite_indicator()fun_worst_indicator()fun_quantile_update()fun_ci_builder()fun_pruning_labeler()fun_maintaining_labeler()fun_reg_branching()fun_plot2D()
- idmtools_calibra.algorithms.pbnb.m_intial_paramters_setting module
- idmtools_calibra.algorithms.pbnb.optim_tool_pbnb module
- Submodules
Submodules#
- idmtools_calibra.algorithms.fisher_inf_matrix module
- idmtools_calibra.algorithms.generic_iterative_next_point module
GenericIterativeNextPointGenericIterativeNextPoint.set_state()GenericIterativeNextPoint.cleanup()GenericIterativeNextPoint.update_iteration()GenericIterativeNextPoint.get_param_names()GenericIterativeNextPoint.get_samples_for_iteration()GenericIterativeNextPoint.get_state()GenericIterativeNextPoint.prep_for_dict()GenericIterativeNextPoint.set_results_for_iteration()GenericIterativeNextPoint.end_condition()GenericIterativeNextPoint.get_final_samples()GenericIterativeNextPoint.update_summary_table()GenericIterativeNextPoint.get_results_to_cache()
- idmtools_calibra.algorithms.gpc module
GPCGPC.from_config()GPC.from_dict()GPC.set_training_data()GPC.save()GPC.define_kernel()GPC.kernel_xx()GPC.kernel_xp()GPC.kxx_gpu_wrapper()GPC.kxp_gpu_wrapper()GPC.assign_rep()GPC.expectation_propagation()GPC.find_posterior_mode()GPC.negative_log_marginal_likelihood()GPC.negative_log_marginal_likelihood_and_gradient()GPC.func_wrapper()GPC.laplace_predict()GPC.ep_predict()GPC.optimize_hyperparameters()GPC.evaluate()GPC.plot_data()GPC.plot_histogram()GPC.plot()GPC.plot_errors()
- idmtools_calibra.algorithms.imis module
IMISIMIS.validate_parameters()IMIS.choose_initial_samples()IMIS.set_initial_samples()IMIS.add_samples()IMIS.get_next_samples_for_iteration()IMIS.choose_next_point_samples()IMIS.generate_variables_from_data()IMIS.get_samples_for_iteration()IMIS.update_iteration()IMIS.update_state()IMIS.update_gaussian()IMIS.update_gaussian_center()IMIS.weighted_distances_from_center()IMIS.update_gaussian_covariance()IMIS.get_param_names()IMIS.verify_valid_samples()IMIS.next_point_fn()IMIS.update_gaussian_probabilities()IMIS.calculate_weighted_covariance()IMIS.end_condition()IMIS.get_final_samples()IMIS.get_state()IMIS.set_state()IMIS.set_results_for_iteration()IMIS.cleanup()IMIS.restore()
- idmtools_calibra.algorithms.next_point_algorithm module
NextPointAlgorithmNextPointAlgorithm.set_state()NextPointAlgorithm.restore()NextPointAlgorithm.cleanup()NextPointAlgorithm.get_param_names()NextPointAlgorithm.get_samples_for_iteration()NextPointAlgorithm.get_state()NextPointAlgorithm.set_results_for_iteration()NextPointAlgorithm.end_condition()NextPointAlgorithm.get_final_samples()NextPointAlgorithm.update_iteration()NextPointAlgorithm.prep_for_dict()NextPointAlgorithm.sample_from_function()NextPointAlgorithm.update_summary_table()NextPointAlgorithm.get_results_to_cache()NextPointAlgorithm.generate_samples_from_df()
- idmtools_calibra.algorithms.optim_tool module
OptimToolOptimTool.cleanup()OptimTool.verify_param()OptimTool.resolve_args()OptimTool.add_samples()OptimTool.get_samples_for_iteration()OptimTool.clamp()OptimTool.set_results_for_iteration()OptimTool.choose_initial_samples()OptimTool.choose_samples_via_gradient_ascent()OptimTool.choose_and_clamp_hypersphere_samples_for_iteration()OptimTool.sample_hypersphere()OptimTool.end_condition()OptimTool.get_final_samples()OptimTool.prep_for_dict()OptimTool.get_state()OptimTool.set_state()OptimTool.get_param_names()OptimTool.get_r()
- idmtools_calibra.algorithms.optim_tools_pspo module
OptimToolPSPOOptimToolPSPO.cleanup()OptimToolPSPO.resolve_args()OptimToolPSPO.add_samples()OptimToolPSPO.get_samples_for_iteration()OptimToolPSPO.clamp()OptimToolPSPO.set_results_for_iteration()OptimToolPSPO.choose_initial_samples()OptimToolPSPO.stochastic_newton_raphson()OptimToolPSPO.choose_and_clamp_samples_for_iteration()OptimToolPSPO.sample_simultaneous_perturbation()OptimToolPSPO.end_condition()OptimToolPSPO.get_final_samples()OptimToolPSPO.prep_for_dict()OptimToolPSPO.get_state()OptimToolPSPO.set_state()OptimToolPSPO.get_param_names()
- idmtools_calibra.algorithms.optim_tools_spsa module
OptimToolSPSAOptimToolSPSA.cleanup()OptimToolSPSA.resolve_args()OptimToolSPSA.add_samples()OptimToolSPSA.get_samples_for_iteration()OptimToolSPSA.clamp()OptimToolSPSA.set_results_for_iteration()OptimToolSPSA.choose_initial_samples()OptimToolSPSA.stochastic_newton_raphson()OptimToolSPSA.choose_and_clamp_samples_for_iteration()OptimToolSPSA.sample_simultaneous_perturbation()OptimToolSPSA.end_condition()OptimToolSPSA.get_final_samples()OptimToolSPSA.prep_for_dict()OptimToolSPSA.get_state()OptimToolSPSA.set_state()OptimToolSPSA.get_param_names()
- idmtools_calibra.algorithms.separatrix_bhm module
SeparatrixBHMSeparatrixBHM.cleanup()SeparatrixBHM.resolve_args()SeparatrixBHM.add_samples()SeparatrixBHM.get_samples_for_iteration()SeparatrixBHM.set_results_for_iteration()SeparatrixBHM.set_gpc_vec()SeparatrixBHM.choose_initial_samples()SeparatrixBHM.choose_samples_via_history_matching()SeparatrixBHM.end_condition()SeparatrixBHM.get_final_samples()SeparatrixBHM.prep_for_dict()SeparatrixBHM.get_state()SeparatrixBHM.set_state()SeparatrixBHM.get_param_names()