optframework.utils package

Created on Wed Feb 21 14:48:28 2024

@author: px2030

Subpackages

• optframework.utils.func package
  • Submodules
    • optframework.utils.func.RK_Radau module
      • func()
      • analytic_sol()
      • num_jac()
      • dense_num_jac()
      • predict_factor()
      • norm()
      • interpolation_radau()
      • solve_collocation_system()
      • radau_ii_a
    • optframework.utils.func.bind_methods module
      • bind_methods_from_module()
      • bind_selected_methods_from_module()
      • unbind_methods_from_class()
    • optframework.utils.func.change_config module
      • ReplaceConfig
      • replace_key_value()
    • optframework.utils.func.func_math module
      • float_equal()
      • float_in_list()
      • isZero()
      • ensure_integer_array()
    • optframework.utils.func.func_read_exp module
      • write_read_exp
    • optframework.utils.func.jit_dpbe_rhs module
      • get_dNdt_1d_geo()
      • get_dNdt_2d_geo()
      • get_dNdt_3d_geo()
      • get_dNdt_1d_uni()
      • get_dNdt_2d_uni()
      • get_dNdt_3d_uni()
      • lam()
      • lam_2d()
      • heaviside()
      • get_lam_3d()
      • calc_1d_agglomeration()
      • calc_1d_breakage()
      • calc_2d_agglomeration()
      • calc_2d_breakage()
    • optframework.utils.func.jit_extruder_rhs module
      • get_dNdt_1d_geo_extruder()
      • get_dNdt_2d_geo_extruder()
    • optframework.utils.func.jit_kernel_agg module
      • calc_F_M_1D()
      • calc_F_M_1D_jit()
      • calc_F_M_2D()
      • calc_F_M_2D_jit()
      • calc_F_M_3D()
      • calc_beta()
    • optframework.utils.func.jit_kernel_break module
      • beta_func()
      • breakage_func_1d()
      • breakage_func_1d_xk()
      • breakage_func_2d()
      • breakage_func_2d_x1k()
      • breakage_func_2d_x3k()
      • breakage_func_2d_x1kx3l()
      • breakage_func_2d_trunc()
      • breakage_func_2d_x1k_trunc()
      • breakage_func_2d_x3k_trunc()
      • gauss_legendre()
      • dblgauss_legendre()
      • calc_init_B_F_1D_quad()
      • calc_int_B_F_2D_GL()
      • calc_int_B_F_2D_GL_jit()
      • calc_int_B_F_2D_quad()
      • calc_B_R_1d()
      • calc_B_R_1d_jit()
      • calc_break_rate_1d()
      • calc_B_R_2d()
      • calc_B_R_2d_jit()
      • calc_B_R_2d_flat()
      • calc_B_R_2d_flat_jit()
      • calc_break_rate_2d()
      • calc_break_rate_2d_flat()
    • optframework.utils.func.jit_pbm_chyqmom module
      • sign()
      • hyqmom2()
      • hyqmom3()
      • chyqmom4()
      • chyqmom9()
      • chyqmom27()
      • quadrature_1d()
      • quadrature_2d()
      • quadrature_3d()
      • compute_central_moments_2d()
      • compute_central_moments_1d()
      • comb()
      • factorial()
      • get_moment()
      • generalized_hyqmom()
    • optframework.utils.func.jit_pbm_qmom module
      • calc_qmom_nodes_weights()
      • calc_qmom_recurrence()
      • recurrence_jacobi_nodes_weights()
      • calc_gqmom_nodes_weights()
      • calc_gqmom_recurrence_real()
      • calc_gqmom_recurrence_beta()
      • calc_gqmom_recurrence_realplus()
      • calc_zetas()
      • vander_rybicki()
      • conditional_mom_sys_solve()
      • calc_cqmom_2d()
      • quadrature_2d()
    • optframework.utils.func.jit_pbm_rhs module
      • filter_negative_nodes()
      • hyqmom_newton_correction()
      • get_dMdt_1d()
      • get_dMdt_2d()
    • optframework.utils.func.print module
      • print_highlighted()
    • optframework.utils.func.static_method module
      • interpolate_psd()
      • wrap_with_linear_extrapolation()
      • plot_N2D()
      • KDE_fit()
      • KDE_score()
• optframework.utils.general_scripts package
  • Submodules
    • optframework.utils.general_scripts.Batch_opt_post module
      • load_cross_validation_results()
      • load_all_cv_results()
      • add_opt_params_mean()
      • plot_summary_two_charts()
      • plot_x_mean()
      • calc_delta_test()
      • plot_x_50()
      • calc_x50()
      • re_calc_lognormal_results()
      • visualize_opt_distribution()
      • main()
    • optframework.utils.general_scripts.Batch_opt_post_back_up module
      • load_cross_validation_results()
      • load_all_cv_results()
      • add_opt_params_mean()
      • plot_summary_two_charts()
      • plot_x_mean()
      • calc_delta_test()
      • plot_x_50()
      • calc_x50()
      • re_calc_lognormal_results()
      • visualize_opt_distribution()
      • main()
    • optframework.utils.general_scripts.convert_exp_data_Batch module
      • load_excel_data()
      • extract_minutes()
      • interpolate_data()
      • generate_nonuniform_coords()
      • process_data_xQ()
      • save_average_xQ_data()
      • generate_nonuniform_grid()
      • interpolate_Qx()
      • fit_lognormal_cdf()
      • wrap_with_linear_extrapolation()
      • plot_xQ_profiles()
      • plot_Qx_time_G_profiles()
      • calc_n_for_G()
      • calc_n_for_G_new()
      • Q0_to_Q3()
    • optframework.utils.general_scripts.convert_exp_data_CB_Origin module
      • process_origin_sheets_and_save()
      • save_to_excel()
      • recalc_qx_and_Qx()
      • plot_Q_comparison()
      • calc_n_for_E()
    • optframework.utils.general_scripts.generate_psd module
      • generate_psd_normal()
      • generate_psd_lognormal()
      • find_x_f()
      • full_psd()
    • optframework.utils.general_scripts.generate_synth_data module
      • calc_function()
    • optframework.utils.general_scripts.global_sensitivity_analysis module
      • transform_parameters()
      • transform_parameters_to_dict()
      • evaluate_model()
      • save_to_csv()
    • optframework.utils.general_scripts.global_sensitivity_analysis_Batch module
      • transform_parameters()
      • transform_parameters_to_dict()
      • evaluate_model()
      • save_to_csv()
    • optframework.utils.general_scripts.opt_config module
    • optframework.utils.general_scripts.psd_opt_post module
      • calc_diff()
      • visualize_sampler_iter()
      • visualize_diff_mean()
      • visualize_diff_kernel_mse()
      • visualize_correlation()
      • correlation_analysis()
      • calc_save_PSD_delta()
      • calc_ori_mse()
      • do_remove_small_results()
      • write_origin_data()
      • which_group()
      • read_results()
      • get_kernels_form_data_name()
      • calc_rel_mse()
      • compare_dicts()
      • get_search_range()
      • visualize_diff_mean_radar()
      • radar_chart()
      • visualize_diff_kernel_value_old()
      • visualize_diff_kernel_value()
      • visualize_PSD()
      • return_animation()
      • return_one_frame()
• optframework.utils.plotter package
  • Submodules
    • optframework.utils.plotter.KIT_cmap module
    • optframework.utils.plotter.plotter module
      • plot_init()
      • plot_data()
      • plot_1d_hist()
      • plot_2d_hist()
      • plot_export()
      • close()