Utility Modules#
PyOED is shipped with plenty of utility functions to perform general-purpose tasks.
This module provides access to multiple Mixin classes useful to provide optional functionality to objects which repeatedly uses that functionality. |
This module provides access to functions to perform various linear algebra, calculus etc. |
This module provides access to functions to perform various statistical operations. |
This module provides access to functions to perform plotting and visualization operations. |
This module provides access to further Miscellaneous operations those didn't quite fit in the other utility modules. |
- Mixin Classes
- Math Utility Functions
validate_inverse_problem_derivatives()inverse_problem_linearity_test()validate_function_gradient()finite_differences_gradient()asarray()matrix_trace()matrix_logdet()matrix_diagonal()matrix_vecmult()factorize_spsd_matrix()truncate()remainder()ncr()enumerate_binary()sample_binary_states()index_to_binary_state()index_from_binary_state()threshold_relaxed_design()group_by_num_active()
- Stats Utility Functions
sample_standard_Normal()sample_Rademacher()trace_estimator()logdet_estimator()lanczos()rsvd()calculate_rmse()factorize_covariances()create_covariance_matrix()posterior_covariance_matrix()calculate_oed_criterion()create_complex_covariance_matrices()real_to_complex_covariances()complex_to_real_covariances()complex_sample_covariance()
- Plotting Utility Functions
- Miscellaneous Utility Functions