Module ImportFrom alias Import alias ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias Import alias identifier ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias FunctionDef arguments args defaults body Assign NameStore Str Assign NameStore Call NameLoad NameLoad Assign NameStore Call NameLoad keyword NameLoad keyword Num keyword Num keyword Num keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad NameLoad keyword Num keyword NameLoad keyword Num keyword Num Expr Call NameLoad SubscriptLoad NameLoad Index Str ListLoad Num Num Num keyword Num keyword Num decorator_list FunctionDef arguments args defaults body Assign NameStore Str Assign NameStore Call NameLoad NameLoad Assign NameStore Call NameLoad keyword NameLoad keyword Num keyword Num keyword Num keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad NameLoad keyword Num keyword NameLoad keyword Num keyword Num Expr Call NameLoad SubscriptLoad NameLoad Index Str ListLoad Num Num keyword Num decorator_list FunctionDef arguments args defaults body Expr Str Assign NameStore Str Assign NameStore Call NameLoad NameLoad Assign NameStore Call NameLoad keyword NameLoad keyword Num keyword Num keyword Num keyword Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad NameLoad keyword Num keyword NameLoad keyword Num keyword Num Expr Call NameLoad SubscriptLoad NameLoad Index Str ListLoad Num Num Num keyword Num decorator_list FunctionDef arguments args defaults body Assign NameStore Str Assign NameStore Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Num keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad keyword NameLoad keyword Num keyword NameLoad Expr Call NameLoad SubscriptLoad NameLoad Index Str ListLoad Num Num Num keyword Num keyword Num Expr Call NameLoad SubscriptLoad NameLoad Index Str ListLoad Num Num Num keyword Num keyword Num Expr Call NameLoad ListLoad SubscriptLoad SubscriptLoad SubscriptLoad NameLoad Index Str Index Num Index Num SubscriptLoad SubscriptLoad SubscriptLoad NameLoad Index Str Index Num Index Num SubscriptLoad SubscriptLoad SubscriptLoad NameLoad Index Str Index Num Index Num ListLoad Num Num Num keyword Num keyword Num decorator_list FunctionDef arguments args defaults body Assign NameStore Str Assign NameStore Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Num keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad keyword NameLoad keyword NameLoad keyword Num keyword NameLoad Expr Call NameLoad SubscriptLoad NameLoad Index Str ListLoad Num Num Num keyword Num keyword Num Expr Call NameLoad SubscriptLoad NameLoad Index Str ListLoad Num Num Num keyword Num keyword Num Expr Call NameLoad ListLoad SubscriptLoad SubscriptLoad SubscriptLoad NameLoad Index Str Index Num Index Num SubscriptLoad SubscriptLoad SubscriptLoad NameLoad Index Str Index Num Index Num SubscriptLoad SubscriptLoad SubscriptLoad NameLoad Index Str Index Num Index Num ListLoad Num Num Num keyword Num keyword Num decorator_list FunctionDef arguments args defaults body Assign NameStore Dict Str Str Str Str Num ListLoad Str Str Str BinOpMult ListLoad ListLoad UnaryOpUSub AttributeLoad NameLoad attr AttributeLoad NameLoad attr Num ListLoad Str Str Str Assign NameStore Call AttributeLoad NameLoad attr NameLoad Num keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad keyword NameLoad keyword NameLoad keyword Num keyword NameLoad Expr Call NameLoad SubscriptLoad NameLoad Index Str ListLoad Num Num keyword Num keyword Num Expr Call NameLoad SubscriptLoad NameLoad Index Str ListLoad Num Num keyword Num keyword Num Expr Call NameLoad SubscriptLoad SubscriptLoad SubscriptLoad NameLoad Index Str Index Num Index Num ListLoad Num keyword Num keyword Num decorator_list FunctionDef arguments args defaults body Assign NameStore Dict Str Str Str Str Str Num ListLoad Str Str Str ListLoad ListLoad UnaryOpUSub AttributeLoad NameLoad attr AttributeLoad NameLoad attr ListLoad Num Num ListLoad Num Num ListLoad Str Str Str ListLoad Str Str Str Assign NameStore Call AttributeLoad NameLoad attr NameLoad Num keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad keyword NameLoad keyword NameLoad keyword Num keyword NameLoad Expr Call NameLoad SubscriptLoad NameLoad Index Str ListLoad Num Num keyword Num keyword Num Expr Call NameLoad SubscriptLoad NameLoad Index Str ListLoad Num Num keyword Num keyword Num Expr Call NameLoad SubscriptLoad SubscriptLoad SubscriptLoad NameLoad Index Str Index Num Index Num ListLoad Num keyword Num keyword Num decorator_list FunctionDef arguments args defaults body Assign NameStore Str Assign NameStore Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad keyword NameLoad Expr Call NameLoad SubscriptLoad NameLoad Index Str ListLoad Num Num Num keyword Num keyword Num Expr Call NameLoad SubscriptLoad NameLoad Index Str ListLoad Num Num Num keyword Num keyword Num decorator_list FunctionDef arguments args defaults body Assign NameStore Str Assign NameStore Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Num keyword Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad NameLoad keyword Num keyword NameLoad Expr Call NameLoad SubscriptLoad NameLoad Index Str ListLoad Num Num Num keyword Num keyword Num decorator_list FunctionDef arguments args defaults body Assign NameStore Str Assign NameStore Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad NameLoad keyword Num keyword Num keyword NameLoad Expr Call NameLoad SubscriptLoad NameLoad Index Str ListLoad Num Num Num keyword Num keyword Num Expr Call NameLoad SubscriptLoad NameLoad Index Str ListLoad Num Num Num keyword Num keyword Num decorator_list
N/A __future__ division N/A sys nose.tools with_setup numpy.testing assert_allclose SALib.analyze delta SALib.analyze dgsm SALib.analyze fast SALib.analyze sobol SALib.sample fast_sampler SALib.sample finite_diff SALib.sample latin SALib.sample saltelli N/A numpy np analyze morris sample.morris sample test_functions Ishigami util read_param_file test_util teardown test_regression_morris_vanilla N/A N/A N/A N/A N/A param_file SALib/test_functions/params/Ishigami.txt N/A problem N/A read_param_file param_file N/A param_values N/A sample problem problem N 5000 num_levels 10 grid_jump 5 optimal_trajectories None N/A Y N/A N/A Ishigami evaluate param_values N/A Si N/A N/A morris analyze problem param_values Y conf_level 0.95 print_to_console False num_levels 10 grid_jump 5 N/A N/A assert_allclose N/A Si N/A mu_star N/A 8.1 2.2 5.4 atol 0 rtol 0.5 N/A test_regression_morris_groups N/A N/A N/A N/A N/A param_file SALib/test_functions/params/Ishigami_groups.txt N/A problem N/A read_param_file param_file N/A param_values N/A sample problem problem N 5000 num_levels 10 grid_jump 5 optimal_trajectories None N/A Y N/A N/A Ishigami evaluate param_values N/A Si N/A N/A morris analyze problem param_values Y conf_level 0.95 print_to_console False num_levels 10 grid_jump 5 N/A N/A assert_allclose N/A Si N/A mu_star N/A 7.87 6.26 rtol 0.5 N/A test_regression_morris_optimal N/A N/A N/A N/A N/A 
    Tests the use of optimal trajectories with Morris.

    Note that the relative tolerance is set to a very high value (default is 1e-05)
    due to the coarse nature of the num_levels and grid_jump.
     N/A param_file SALib/test_functions/params/Ishigami.txt N/A problem N/A read_param_file param_file N/A param_values N/A sample problem problem N 20 num_levels 4 grid_jump 2 optimal_trajectories 9 N/A Y N/A N/A Ishigami evaluate param_values N/A Si N/A N/A morris analyze problem param_values Y conf_level 0.95 print_to_console False num_levels 4 grid_jump 2 N/A N/A assert_allclose N/A Si N/A mu_star N/A 8.1 2.2 5.4 rtol 10 N/A test_regression_sobol N/A N/A N/A N/A N/A param_file SALib/test_functions/params/Ishigami.txt N/A problem N/A read_param_file param_file N/A param_values N/A N/A saltelli sample problem 10000 calc_second_order True N/A Y N/A N/A Ishigami evaluate param_values N/A Si N/A N/A sobol analyze problem Y calc_second_order True conf_level 0.95 print_to_console False N/A N/A assert_allclose N/A Si N/A S1 N/A 0.31 0.44 0.0 atol 0.05 rtol 0.1 N/A N/A assert_allclose N/A Si N/A ST N/A 0.55 0.44 0.24 atol 0.05 rtol 0.1 N/A N/A assert_allclose N/A N/A N/A N/A Si N/A S2 N/A 0 N/A 1 N/A N/A N/A Si N/A S2 N/A 0 N/A 2 N/A N/A N/A Si N/A S2 N/A 1 N/A 2 N/A 0.0 0.25 0.0 atol 0.05 rtol 0.1 N/A test_regression_sobol_parallel N/A N/A N/A N/A N/A param_file SALib/test_functions/params/Ishigami.txt N/A problem N/A read_param_file param_file N/A param_values N/A N/A saltelli sample problem 10000 calc_second_order True N/A Y N/A N/A Ishigami evaluate param_values N/A Si N/A N/A sobol analyze problem Y calc_second_order True parallel True conf_level 0.95 print_to_console False N/A N/A assert_allclose N/A Si N/A S1 N/A 0.31 0.44 0.0 atol 0.05 rtol 0.1 N/A N/A assert_allclose N/A Si N/A ST N/A 0.55 0.44 0.24 atol 0.05 rtol 0.1 N/A N/A assert_allclose N/A N/A N/A N/A Si N/A S2 N/A 0 N/A 1 N/A N/A N/A Si N/A S2 N/A 0 N/A 2 N/A N/A N/A Si N/A S2 N/A 1 N/A 2 N/A 0.0 0.25 0.0 atol 0.05 rtol 0.1 N/A test_regression_sobol_groups N/A N/A N/A N/A N/A problem N/A num_vars names bounds groups 3 N/A x1 x2 x3 N/A N/A N/A N/A N/A np pi N/A np pi 3 N/A G1 G2 G1 N/A param_values N/A N/A saltelli sample problem 10000 calc_second_order True N/A Y N/A N/A Ishigami evaluate param_values N/A Si N/A N/A sobol analyze problem Y calc_second_order True parallel True conf_level 0.95 print_to_console False N/A N/A assert_allclose N/A Si N/A S1 N/A 0.55 0.44 atol 0.05 rtol 0.1 N/A N/A assert_allclose N/A Si N/A ST N/A 0.55 0.44 atol 0.05 rtol 0.1 N/A N/A assert_allclose N/A N/A N/A Si N/A S2 N/A 0 N/A 1 N/A 0.0 atol 0.05 rtol 0.1 N/A test_regression_sobol_groups_dists N/A N/A N/A N/A N/A problem N/A num_vars names bounds groups dists 3 N/A x1 x2 x3 N/A N/A N/A N/A np pi N/A np pi N/A 1.0 0.2 N/A 3 0.5 N/A G1 G2 G1 N/A unif lognorm triang N/A param_values N/A N/A saltelli sample problem 10000 calc_second_order True N/A Y N/A N/A Ishigami evaluate param_values N/A Si N/A N/A sobol analyze problem Y calc_second_order True parallel True conf_level 0.95 print_to_console False N/A N/A assert_allclose N/A Si N/A S1 N/A 0.427 0.573 atol 0.05 rtol 0.1 N/A N/A assert_allclose N/A Si N/A ST N/A 0.428 0.573 atol 0.05 rtol 0.1 N/A N/A assert_allclose N/A N/A N/A Si N/A S2 N/A 0 N/A 1 N/A 0.001 atol 0.05 rtol 0.1 N/A test_regression_fast N/A N/A N/A N/A N/A param_file SALib/test_functions/params/Ishigami.txt N/A problem N/A read_param_file param_file N/A param_values N/A N/A fast_sampler sample problem 10000 N/A Y N/A N/A Ishigami evaluate param_values N/A Si N/A N/A fast analyze problem Y print_to_console False N/A N/A assert_allclose N/A Si N/A S1 N/A 0.31 0.44 0.0 atol 0.05 rtol 0.1 N/A N/A assert_allclose N/A Si N/A ST N/A 0.55 0.44 0.24 atol 0.05 rtol 0.1 N/A test_regression_dgsm N/A N/A N/A N/A N/A param_file SALib/test_functions/params/Ishigami.txt N/A problem N/A read_param_file param_file N/A param_values N/A N/A finite_diff sample problem 10000 delta 0.001 N/A Y N/A N/A Ishigami evaluate param_values N/A Si N/A N/A dgsm analyze problem param_values Y conf_level 0.95 print_to_console False N/A N/A assert_allclose N/A Si N/A dgsm N/A 2.229 7.066 3.18 atol 0.05 rtol 0.1 N/A test_regression_delta N/A N/A N/A N/A N/A param_file SALib/test_functions/params/Ishigami.txt N/A problem N/A read_param_file param_file N/A param_values N/A N/A latin sample problem 10000 N/A Y N/A N/A Ishigami evaluate param_values N/A Si N/A N/A delta analyze problem param_values Y num_resamples 10 conf_level 0.95 print_to_console True N/A N/A assert_allclose N/A Si N/A delta N/A 0.21 0.358 0.155 atol 0.05 rtol 0.1 N/A N/A assert_allclose N/A Si N/A S1 N/A 0.31 0.44 0.0 atol 0.05 rtol 0.1 N/A