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mod_prediction_statistics

Lines: 70 | Visibility: private

Collect statistics about the predicted values of a model.

Dependencies

Uses

module~~mod_prediction_statistics~~UsesGraph module~mod_prediction_statistics mod_prediction_statistics module~mod_abstract_property_model mod_abstract_property_model module~mod_prediction_statistics->module~mod_abstract_property_model module~mod_calc_atomic_properties mod_calc_atomic_properties module~mod_prediction_statistics->module~mod_calc_atomic_properties module~mod_cutoff_function mod_cutoff_function module~mod_prediction_statistics->module~mod_cutoff_function module~mod_feature_calculator mod_feature_calculator module~mod_prediction_statistics->module~mod_feature_calculator module~mod_feature_map_neighborlist mod_feature_map_neighborlist module~mod_prediction_statistics->module~mod_feature_map_neighborlist module~mod_get_max_num_output_properties mod_get_max_num_output_properties module~mod_prediction_statistics->module~mod_get_max_num_output_properties module~mod_mpi mod_mpi module~mod_prediction_statistics->module~mod_mpi module~mod_periodic_table mod_periodic_table module~mod_prediction_statistics->module~mod_periodic_table module~mod_statistics_container mod_statistics_container module~mod_prediction_statistics->module~mod_statistics_container module~mod_structures mod_structures module~mod_prediction_statistics->module~mod_structures module~mod_array_helpers mod_array_helpers module~mod_abstract_property_model->module~mod_array_helpers module~mod_initialize_array mod_initialize_array module~mod_abstract_property_model->module~mod_initialize_array module~mod_io mod_io module~mod_abstract_property_model->module~mod_io module~mod_precision mod_precision module~mod_abstract_property_model->module~mod_precision module~mod_random mod_random module~mod_abstract_property_model->module~mod_random module~mod_settings mod_settings module~mod_abstract_property_model->module~mod_settings module~mod_throw mod_throw module~mod_abstract_property_model->module~mod_throw module~mod_calc_atomic_properties->module~mod_abstract_property_model module~mod_calc_atomic_properties->module~mod_feature_calculator module~mod_calc_atomic_properties->module~mod_feature_map_neighborlist module~mod_calc_atomic_properties->module~mod_mpi module~mod_calc_atomic_properties->module~mod_periodic_table module~mod_forward_batched mod_forward_batched module~mod_calc_atomic_properties->module~mod_forward_batched module~mod_calc_atomic_properties->module~mod_precision module~mod_set_integer mod_set_integer module~mod_calc_atomic_properties->module~mod_set_integer module~mod_calc_atomic_properties->module~mod_throw module~mod_timer mod_timer module~mod_calc_atomic_properties->module~mod_timer module~mod_abstract_cutoff_function mod_abstract_cutoff_function module~mod_cutoff_function->module~mod_abstract_cutoff_function module~mod_cutoff_function_cosine mod_cutoff_function_cosine module~mod_cutoff_function->module~mod_cutoff_function_cosine module~mod_cutoff_function_hard mod_cutoff_function_hard module~mod_cutoff_function->module~mod_cutoff_function_hard module~mod_cutoff_function_hypertangent mod_cutoff_function_hypertangent module~mod_cutoff_function->module~mod_cutoff_function_hypertangent module~mod_cutoff_function_hypertangent_approx mod_cutoff_function_hypertangent_approx module~mod_cutoff_function->module~mod_cutoff_function_hypertangent_approx module~mod_cutoff_function_null mod_cutoff_function_null module~mod_cutoff_function->module~mod_cutoff_function_null module~mod_cutoff_function_polynomial mod_cutoff_function_polynomial module~mod_cutoff_function->module~mod_cutoff_function_polynomial module~mod_cutoff_function_vdw mod_cutoff_function_vdw module~mod_cutoff_function->module~mod_cutoff_function_vdw module~mod_cutoff_function->module~mod_io module~mod_cutoff_function->module~mod_precision module~mod_cutoff_function->module~mod_throw module~mod_feature_calculator->module~mod_cutoff_function module~mod_feature_calculator->module~mod_feature_map_neighborlist module~mod_feature_calculator->module~mod_mpi module~mod_feature_calculator->module~mod_periodic_table module~mod_feature_calculator->module~mod_structures module~mod_angular_symmetry_function_3 mod_angular_symmetry_function_3 module~mod_feature_calculator->module~mod_angular_symmetry_function_3 module~mod_angular_symmetry_function_8 mod_angular_symmetry_function_8 module~mod_feature_calculator->module~mod_angular_symmetry_function_8 module~mod_angular_symmetry_function_9 mod_angular_symmetry_function_9 module~mod_feature_calculator->module~mod_angular_symmetry_function_9 module~mod_feature_calculator->module~mod_array_helpers module~mod_atomic_descriptor mod_atomic_descriptor module~mod_feature_calculator->module~mod_atomic_descriptor module~mod_data_container mod_data_container module~mod_feature_calculator->module~mod_data_container module~mod_element mod_element module~mod_feature_calculator->module~mod_element module~mod_extrapolation_warning mod_extrapolation_warning module~mod_feature_calculator->module~mod_extrapolation_warning module~mod_feature_map mod_feature_map module~mod_feature_calculator->module~mod_feature_map module~mod_feature_calculator->module~mod_io module~mod_optional_args mod_optional_args module~mod_feature_calculator->module~mod_optional_args module~mod_overlap_matrix mod_overlap_matrix module~mod_feature_calculator->module~mod_overlap_matrix module~mod_path mod_path module~mod_feature_calculator->module~mod_path module~mod_feature_calculator->module~mod_precision module~mod_radial_symmetry_function_1 mod_radial_symmetry_function_1 module~mod_feature_calculator->module~mod_radial_symmetry_function_1 module~mod_radial_symmetry_function_2 mod_radial_symmetry_function_2 module~mod_feature_calculator->module~mod_radial_symmetry_function_2 module~mod_feature_calculator->module~mod_set_integer module~mod_feature_calculator->module~mod_settings module~mod_feature_calculator->module~mod_throw module~mod_feature_calculator->module~mod_timer module~mod_feature_map_neighborlist->module~mod_mpi module~mod_feature_map_neighborlist->module~mod_structures module~mod_feature_map_neighborlist->module~mod_abstract_cutoff_function module~mod_constants mod_constants module~mod_feature_map_neighborlist->module~mod_constants module~mod_feature_map_neighborlist->module~mod_io module~mod_neighborlist mod_neighborlist module~mod_feature_map_neighborlist->module~mod_neighborlist module~mod_feature_map_neighborlist->module~mod_precision module~mod_feature_map_neighborlist->module~mod_throw module~mod_feature_map_neighborlist->module~mod_timer module~mod_get_max_num_output_properties->module~mod_abstract_property_model module~mod_get_max_num_output_properties->module~mod_mpi module~mod_mpi->module~mod_precision mpi_f08 mpi_f08 module~mod_mpi->mpi_f08 module~mod_periodic_table->module~mod_array_helpers module~mod_periodic_table->module~mod_constants module~mod_periodic_table->module~mod_io module~mod_periodic_table->module~mod_precision module~mod_periodic_table->module~mod_throw module~mod_statistics_container->module~mod_mpi module~mod_statistics_container->module~mod_periodic_table module~mod_statistics_container->module~mod_constants module~mod_statistics_container->module~mod_io module~mod_statistics_container->module~mod_precision module~mod_table mod_table module~mod_statistics_container->module~mod_table module~mod_statistics_container->module~mod_throw module~mod_structures->module~mod_mpi module~mod_structures->module~mod_periodic_table module~mod_structures->module~mod_array_helpers module~mod_structures->module~mod_constants module~mod_linalg mod_linalg module~mod_structures->module~mod_linalg module~mod_structures->module~mod_precision module~mod_structures_helper mod_structures_helper module~mod_structures->module~mod_structures_helper module~mod_structures->module~mod_throw module~mod_abstract_cutoff_function->module~mod_precision module~mod_angular_symmetry_function_3->module~mod_cutoff_function module~mod_angular_symmetry_function_3->module~mod_feature_map_neighborlist module~mod_angular_symmetry_function_3->module~mod_periodic_table module~mod_angular_symmetry_function_3->module~mod_structures module~mod_angular_symmetry_function_3->module~mod_constants module~mod_angular_symmetry_function_3->module~mod_feature_map module~mod_angular_symmetry_function_3->module~mod_precision module~mod_angular_symmetry_function_3->module~mod_throw module~mod_abstract_angular_symmetry_function mod_abstract_angular_symmetry_function module~mod_angular_symmetry_function_3->module~mod_abstract_angular_symmetry_function module~mod_abstract_symmetry_function mod_abstract_symmetry_function module~mod_angular_symmetry_function_3->module~mod_abstract_symmetry_function module~mod_fastmath mod_fastmath module~mod_angular_symmetry_function_3->module~mod_fastmath module~mod_hash mod_hash module~mod_angular_symmetry_function_3->module~mod_hash module~mod_angular_symmetry_function_8->module~mod_cutoff_function module~mod_angular_symmetry_function_8->module~mod_feature_map_neighborlist module~mod_angular_symmetry_function_8->module~mod_periodic_table module~mod_angular_symmetry_function_8->module~mod_structures module~mod_angular_symmetry_function_8->module~mod_constants module~mod_angular_symmetry_function_8->module~mod_feature_map module~mod_angular_symmetry_function_8->module~mod_precision module~mod_angular_symmetry_function_8->module~mod_throw module~mod_angular_symmetry_function_8->module~mod_abstract_angular_symmetry_function module~mod_angular_symmetry_function_8->module~mod_abstract_symmetry_function module~mod_angular_symmetry_function_8->module~mod_hash module~mod_angular_symmetry_function_9->module~mod_cutoff_function module~mod_angular_symmetry_function_9->module~mod_feature_map_neighborlist module~mod_angular_symmetry_function_9->module~mod_periodic_table module~mod_angular_symmetry_function_9->module~mod_structures module~mod_angular_symmetry_function_9->module~mod_constants module~mod_angular_symmetry_function_9->module~mod_feature_map module~mod_angular_symmetry_function_9->module~mod_precision module~mod_angular_symmetry_function_9->module~mod_throw module~mod_angular_symmetry_function_9->module~mod_abstract_angular_symmetry_function module~mod_angular_symmetry_function_9->module~mod_abstract_symmetry_function module~mod_angular_symmetry_function_9->module~mod_fastmath module~mod_angular_symmetry_function_9->module~mod_hash module~mod_array_helpers->module~mod_precision module~mod_array_helpers->module~mod_throw module~mod_atomic_descriptor->module~mod_structures module~mod_atomic_descriptor->module~mod_element module~mod_atomic_descriptor->module~mod_precision module~mod_constants->module~mod_precision iso_c_binding iso_c_binding module~mod_constants->iso_c_binding module~mod_cutoff_function_cosine->module~mod_abstract_cutoff_function module~mod_cutoff_function_cosine->module~mod_constants module~mod_cutoff_function_cosine->module~mod_precision module~mod_cutoff_function_hard->module~mod_abstract_cutoff_function module~mod_cutoff_function_hard->module~mod_precision module~mod_cutoff_function_hypertangent->module~mod_abstract_cutoff_function module~mod_cutoff_function_hypertangent->module~mod_precision module~mod_cutoff_function_hypertangent_approx->module~mod_abstract_cutoff_function module~mod_cutoff_function_hypertangent_approx->module~mod_precision module~mod_cutoff_function_null->module~mod_abstract_cutoff_function module~mod_cutoff_function_null->module~mod_precision module~mod_cutoff_function_null->module~mod_throw module~mod_cutoff_function_polynomial->module~mod_abstract_cutoff_function module~mod_cutoff_function_polynomial->module~mod_precision module~mod_cutoff_function_polynomial->module~mod_fastmath module~mod_cutoff_function_vdw->module~mod_abstract_cutoff_function module~mod_cutoff_function_vdw->module~mod_precision module~mod_data_container->module~mod_io module~mod_data_container->module~mod_precision module~mod_data_container->module~mod_throw module~mod_element->module~mod_cutoff_function module~mod_element->module~mod_mpi module~mod_element->module~mod_periodic_table module~mod_element->module~mod_angular_symmetry_function_3 module~mod_element->module~mod_angular_symmetry_function_9 module~mod_element->module~mod_constants module~mod_element->module~mod_feature_map module~mod_element->module~mod_io module~mod_element->module~mod_optional_args module~mod_element->module~mod_precision module~mod_element->module~mod_radial_symmetry_function_2 module~mod_element->module~mod_set_integer module~mod_element->module~mod_throw module~mod_arrays_init mod_arrays_init module~mod_element->module~mod_arrays_init module~mod_decorations mod_decorations module~mod_element->module~mod_decorations module~mod_dubious_feature_map_handler mod_dubious_feature_map_handler module~mod_element->module~mod_dubious_feature_map_handler module~mod_element->module~mod_hash module~mod_set_character mod_set_character module~mod_element->module~mod_set_character module~mod_extrapolation_warning->module~mod_periodic_table module~mod_extrapolation_warning->module~mod_precision module~mod_extrapolation_warning->module~mod_throw module~mod_extrapolation_warning->iso_c_binding module~mod_abstract_warning mod_abstract_warning module~mod_extrapolation_warning->module~mod_abstract_warning module~mod_feature_map->module~mod_cutoff_function module~mod_feature_map->module~mod_feature_map_neighborlist module~mod_feature_map->module~mod_structures module~mod_feature_map->module~mod_io module~mod_feature_map->module~mod_precision module~mod_feature_map->module~mod_throw module~mod_feature_map->module~mod_hash module~mod_sanitize mod_sanitize module~mod_feature_map->module~mod_sanitize module~mod_forward_batched->module~mod_abstract_property_model module~mod_forward_batched->module~mod_mpi module~mod_forward_batched->module~mod_periodic_table module~mod_forward_batched->module~mod_precision module~mod_forward_batched->module~mod_throw module~mod_databatcher mod_databatcher module~mod_forward_batched->module~mod_databatcher module~mod_initialize_array->module~mod_mpi module~mod_initialize_array->module~mod_io module~mod_initialize_array->module~mod_precision module~mod_initialize_array->module~mod_random module~mod_initialize_array->module~mod_throw module~mod_parameter_file mod_parameter_file module~mod_initialize_array->module~mod_parameter_file module~mod_io->module~mod_optional_args module~mod_io->module~mod_precision iso_fortran_env iso_fortran_env module~mod_io->iso_fortran_env module~mod_linalg->module~mod_precision module~mod_linalg->module~mod_settings module~mod_linalg->module~mod_throw module~cublas_wrapper cublas_wrapper module~mod_linalg->module~cublas_wrapper module~mod_neighborlist->module~mod_mpi module~mod_neighborlist->module~mod_structures module~mod_neighborlist->module~mod_io module~mod_neighborlist->module~mod_precision module~mod_neighborlist->module~mod_settings module~mod_neighborlist->module~mod_throw module~mod_dynamic_double_array mod_dynamic_double_array module~mod_neighborlist->module~mod_dynamic_double_array module~mod_dynamic_int_array mod_dynamic_int_array module~mod_neighborlist->module~mod_dynamic_int_array module~mod_neighbor_grid mod_neighbor_grid module~mod_neighborlist->module~mod_neighbor_grid module~mod_neighborlist_helper mod_neighborlist_helper module~mod_neighborlist->module~mod_neighborlist_helper module~mod_overlap_matrix->module~mod_cutoff_function module~mod_overlap_matrix->module~mod_feature_map_neighborlist module~mod_overlap_matrix->module~mod_structures module~mod_overlap_matrix->module~mod_feature_map module~mod_overlap_matrix->module~mod_precision module~mod_path->module~mod_io module~mod_precision->iso_c_binding module~mod_precision->iso_fortran_env module~mod_radial_symmetry_function_1->module~mod_cutoff_function module~mod_radial_symmetry_function_1->module~mod_feature_map_neighborlist module~mod_radial_symmetry_function_1->module~mod_periodic_table module~mod_radial_symmetry_function_1->module~mod_structures module~mod_radial_symmetry_function_1->module~mod_feature_map module~mod_radial_symmetry_function_1->module~mod_io module~mod_radial_symmetry_function_1->module~mod_precision module~mod_radial_symmetry_function_1->module~mod_throw module~mod_abstract_radial_symmetry_function mod_abstract_radial_symmetry_function module~mod_radial_symmetry_function_1->module~mod_abstract_radial_symmetry_function module~mod_radial_symmetry_function_1->module~mod_hash module~mod_radial_symmetry_function_2->module~mod_cutoff_function module~mod_radial_symmetry_function_2->module~mod_feature_map_neighborlist module~mod_radial_symmetry_function_2->module~mod_periodic_table module~mod_radial_symmetry_function_2->module~mod_structures module~mod_radial_symmetry_function_2->module~mod_feature_map module~mod_radial_symmetry_function_2->module~mod_precision module~mod_radial_symmetry_function_2->module~mod_throw module~mod_radial_symmetry_function_2->module~mod_abstract_radial_symmetry_function module~mod_radial_symmetry_function_2->module~mod_abstract_symmetry_function module~mod_radial_symmetry_function_2->module~mod_hash module~mod_random->module~mod_constants module~mod_random->module~mod_precision module~mod_set_integer->module~mod_throw module~mod_settings->module~mod_periodic_table module~mod_settings->module~mod_constants module~mod_settings->module~mod_io module~mod_settings->module~mod_precision module~mod_settings->module~mod_throw module~mod_cpu_vendor mod_cpu_vendor module~mod_settings->module~mod_cpu_vendor module~mod_structures_helper->module~mod_linalg module~mod_structures_helper->module~mod_precision module~mod_table->module~mod_io module~mod_table->module~mod_precision module~mod_table->module~mod_throw module~mod_table->module~mod_decorations module~mod_throw->module~mod_mpi module~mod_throw->module~mod_io module~mod_throw->module~mod_precision module~mod_throw->iso_c_binding module~mod_throw->iso_fortran_env module~mod_sort mod_sort module~mod_throw->module~mod_sort module~mod_timer->module~mod_io module~mod_timer->module~mod_optional_args module~mod_timer->module~mod_precision module~mod_timer->module~mod_throw ieee_arithmetic ieee_arithmetic module~mod_timer->ieee_arithmetic module~cublas_wrapper->module~mod_settings module~cublas_wrapper->iso_c_binding module~mod_abstract_angular_symmetry_function->module~mod_feature_map_neighborlist module~mod_abstract_angular_symmetry_function->module~mod_periodic_table module~mod_abstract_angular_symmetry_function->module~mod_structures module~mod_abstract_angular_symmetry_function->module~mod_precision module~mod_abstract_angular_symmetry_function->module~mod_abstract_symmetry_function module~mod_abstract_radial_symmetry_function->module~mod_feature_map_neighborlist module~mod_abstract_radial_symmetry_function->module~mod_structures module~mod_abstract_radial_symmetry_function->module~mod_precision module~mod_abstract_radial_symmetry_function->module~mod_abstract_symmetry_function module~mod_abstract_symmetry_function->module~mod_feature_map_neighborlist module~mod_abstract_symmetry_function->module~mod_structures module~mod_abstract_symmetry_function->module~mod_feature_map module~mod_abstract_symmetry_function->module~mod_io module~mod_abstract_symmetry_function->module~mod_precision module~mod_abstract_symmetry_function->module~mod_throw module~mod_electric_field_prefactor mod_electric_field_prefactor module~mod_abstract_symmetry_function->module~mod_electric_field_prefactor module~mod_spin_prefactor mod_spin_prefactor module~mod_abstract_symmetry_function->module~mod_spin_prefactor module~mod_arrays_init->module~mod_precision module~mod_cpu_vendor->iso_c_binding module~mod_databatcher->module~mod_mpi module~mod_databatcher->module~mod_array_helpers module~mod_databatcher->module~mod_precision module~mod_databatcher->module~mod_random module~mod_databatcher->module~mod_throw module~mod_decorations->module~mod_io module~mod_decorations->module~mod_precision module~mod_decorations->module~mod_throw module~mod_dubious_feature_map_handler->module~mod_io module~mod_dubious_feature_map_handler->module~mod_precision module~mod_dubious_feature_map_handler->module~mod_throw module~mod_dubious_feature_map_handler->module~mod_decorations module~mod_dubious_feature_map_handler->module~mod_dynamic_double_array module~mod_dubious_feature_map_handler->module~mod_dynamic_int_array module~mod_dynamic_line_array mod_dynamic_line_array module~mod_dubious_feature_map_handler->module~mod_dynamic_line_array module~mod_dynamic_double_array->module~mod_precision module~mod_dynamic_double_array->module~mod_throw module~mod_fastmath->module~mod_precision module~mod_hash->module~mod_periodic_table module~mod_hash->module~mod_io module~mod_hash->module~mod_precision module~mod_neighbor_grid->module~mod_mpi module~mod_neighbor_grid->module~mod_precision module~mod_neighbor_grid->module~mod_structures_helper module~mod_neighbor_grid->module~mod_dynamic_int_array module~mod_neighbor_grid->module~mod_neighborlist_helper module~mod_neighborlist_helper->module~mod_mpi module~mod_neighborlist_helper->module~mod_linalg module~mod_neighborlist_helper->module~mod_precision module~mod_parameter_file->module~mod_io module~mod_parameter_file->module~mod_precision module~mod_parameter_file->module~mod_throw module~mod_abstract_broadcast_file mod_abstract_broadcast_file module~mod_parameter_file->module~mod_abstract_broadcast_file module~mod_nan_check mod_nan_check module~mod_parameter_file->module~mod_nan_check module~mod_sanitize->module~mod_throw module~mod_set_character->module~mod_throw module~mod_sort->module~mod_precision module~mod_abstract_broadcast_file->module~mod_mpi module~mod_abstract_broadcast_file->module~mod_io module~mod_abstract_broadcast_file->module~mod_throw module~mod_abstract_broadcast_file->module~mod_sanitize module~mod_genericfile mod_genericfile module~mod_abstract_broadcast_file->module~mod_genericfile module~mod_electric_field_prefactor->module~mod_feature_map_neighborlist module~mod_electric_field_prefactor->module~mod_precision module~mod_electric_field_prefactor->module~mod_settings module~mod_nan_check->module~mod_io module~mod_nan_check->module~mod_precision module~mod_nan_check->module~mod_throw module~mod_nan_check->ieee_arithmetic module~mod_spin_prefactor->module~mod_feature_map_neighborlist module~mod_spin_prefactor->module~mod_precision module~mod_genericfile->module~mod_mpi module~mod_genericfile->module~mod_io module~mod_genericfile->module~mod_throw

Used By

module~~mod_prediction_statistics~~UsedByGraph module~mod_prediction_statistics mod_prediction_statistics module~mod_feature_map_scaling_all_chunks mod_feature_map_scaling_all_chunks module~mod_feature_map_scaling_all_chunks->module~mod_prediction_statistics module~mod_train_mode mod_train_mode module~mod_train_mode->module~mod_feature_map_scaling_all_chunks program~runner RuNNer program~runner->module~mod_train_mode

Procedures Summary

Name Type Description
update_prediction_statistics_multiple_structures Subroutine Collect statistical information about the properties predicted by a model. This subroutine...

Procedure Details

subroutine update_prediction_statistics_multiple_structures

subroutine update_prediction_statistics_multiple_structures( &
    structures, &
    indices_struc, &
    num_committee_members, &
    neighbor_lists, &
    average_atomic_properties, &
    batchsize_elements, &
    models, &
    cutoff_functions, &
    feature_calculators, &
    statistics_pred &
)

Collect statistical information about the properties predicted by a model.

This subroutine evaluates atomic properties of multiple structures using the provided machine learning models and accumulates the property statistics. It handles both averaging properties as well as individual atomic properties (e.g., atomic charges or atomic energies).

Arguments

  • structures : type(Structure) (dim: (:)) [in]– Array of all available structures.
  • indices_struc : integer (dim: (:)) [in]– Indices of structures for which statistics should be updated.
  • num_committee_members : integer [in]– Number of committee members for each model.
  • neighbor_lists : type(FeatureMapNeighborList) (dim: (:)) [in]– A list of all neighbor lists required by the `feature_calculators`.
  • average_atomic_properties : logical (dim: (:)) [in]– Logical flag for each model indicating whether atomic properties should be averaged over all atoms in a structure.
  • batchsize_elements : integer (dim: (MAX_ELEM_NUM)) [in]– Size of element-specific batches. Only the entries of existing elements need to be filled.
  • models : type(ModelPtr) (dim: (:,:)) [inout]– Array of all models. Dimensions: (num_committee_members, num_models).
  • cutoff_functions : type(CutoffFunctionPtr) (dim: (:)) [inout]– Array of cutoff functions used by the feature calculators.
  • feature_calculators : type(FeatureCalculator) (dim: (:)) [inout]– A list of all feature calculators for the given `models`.
  • statistics_pred : type(StatisticsContainer) (dim: (num_committee_members,size(models,2))) [inout]– Statistics containers for each committee member and model. These will be updated with the predicted property values.