fastPLS
Fast Partial Least Squares for High-Dimensional Data

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fastPLS: Fast Partial Least Squares for High-Dimensional Data
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API for fastPLS
Fast Partial Least Squares for High-Dimensional Data

Global functions
.ablation_xprod_override Source code
.accelerated_simpls_family Source code
.annotate_coefficient_storage Source code
.apply_backend_rsvd_controls Source code
.apply_cuda_rsvd_floor Source code
.apply_fast_simpls_shape_controls Source code
.apply_pls_rsvd_controls Source code
.as_float32_matrix Source code
.assert_fully_native_gpu_model Source code
.attach_float32_classifier Source code
.attach_latent_projection_cache Source code
.attach_lda_after_stream Source code
.attach_lda_classifier Source code
.attach_lda_models Source code
.attach_pls_variance_explained Source code
.attach_simpls_direction_diagnostics Source code
.attach_train_scores Source code
.backend_svd_method Source code
.cap_opls_ncomp Source code
.cap_plssvd_ncomp Source code
.cap_sequential_ncomp Source code
.center_kernel_test_base Source code
.check_duplicate_svd_controls Source code
.class_topk_from_score_cube Source code
.class_topk_predict Source code
.class_topk_to_labels Source code
.coerce_svd_control Source code
.compiled_backend Source code
.compiled_cv_call Source code
.compiled_cv_context Source code
.compiled_cv_decode Source code
.compiled_cv_kfold_arg Source code
.compiled_cv_response Source code
.compiled_cv_run_backend Source code
.compiled_cv_solver Source code
.compiled_cv_xprod Source code
.cuda_matmul Source code
.cuda_matmul_available Source code
.cuda_resident_cv_route Source code
.cv_balanced_accuracy Source code
.cv_best_index Source code
.cv_binary_auroc Source code
.cv_binary_last_score Source code
.cv_binary_score_path Source code
.cv_canonicalize_prediction_config Source code
.cv_choice_grid Source code
.cv_class_predictions_from_fit Source code
.cv_classification_fold_diagnostics Source code
.cv_classification_q2_path Source code
.cv_classification_selection_metrics Source code
.cv_config_key Source code
.cv_config_list Source code
.cv_config_record Source code
.cv_empty_metric_frame Source code
.cv_evaluate_metric Source code
.cv_expand_prediction_grid Source code
.cv_extract_prediction_at Source code
.cv_fitted_component_indices Source code
.cv_grid_arg_values Source code
.cv_grid_choice_values Source code
.cv_grid_dot_values Source code
.cv_grid_scalar_values Source code
.cv_is_leave_one_group_out Source code
.cv_kfold_int Source code
.cv_make_prediction_grid Source code
.cv_metric_frame Source code
.cv_metric_from_matrix Source code
.cv_metric_id Source code
.cv_metric_key Source code
.cv_metric_name_at Source code
.cv_normalize_selection_metric Source code
.cv_normalize_svd_grid_dots Source code
.cv_normalize_training_summary Source code
.cv_prune_config_for_output Source code
.cv_regression_predictions_from_fit Source code
.cv_regression_q2_rmsd Source code
.cv_regression_selection_metrics Source code
.cv_require_backends_available Source code
.cv_scalar_grid Source code
.cv_select_best_result_from_grid Source code
.cv_selected_parameters Source code
.cv_selection_is_loss Source code
.cv_selection_label Source code
.cv_selection_metrics Source code
.cv_single_split_index Source code
.cv_training_fit_summary Source code
.cv_validate_return_splits Source code
.cv_validate_selection_for_task Source code
.cv_value_or_default Source code
.cv_varied_parameter_names Source code
.decode_cv_class_predictions Source code
.decode_cv_predictions Source code
.double_classification_q2_from_scores Source code
.double_cv_attach_classification_diagnostics Source code
.double_cv_attach_permutation Source code
.double_cv_class_aggregate Source code
.double_cv_class_run Source code
.double_cv_config_context Source code
.double_cv_context Source code
.double_cv_control Source code
.double_cv_fold_plan Source code
.double_cv_grid_candidate Source code
.double_cv_grid_pick Source code
.double_cv_grid_values Source code
.double_cv_inner_arguments Source code
.double_cv_metric_values Source code
.double_cv_native_grid_run Source code
.double_cv_native_run Source code
.double_cv_native_selection_code Source code
.double_cv_native_selection_supported Source code
.double_cv_outer_fit Source code
.double_cv_permutation_call Source code
.double_cv_permutation_contract Source code
.double_cv_process_fold Source code
.double_cv_regression_run Source code
.double_cv_response Source code
.double_cv_result Source code
.double_cv_run_once Source code
.double_cv_run_state Source code
.double_cv_selected_config Source code
.double_cv_split_index Source code
.double_cv_update_fold Source code
.double_lda_topk_prediction Source code
.enable_flash_prediction Source code
.enforce_solver_diagnostics Source code
.evaluate_class_inputs Source code
.evaluate_class_labels Source code
.evaluate_classification Source code
.evaluate_is_onehot Source code
.evaluate_prediction_components Source code
.evaluate_prediction_is_classification Source code
.evaluate_prediction_result Source code
.evaluate_ranked_component Source code
.evaluate_ranked_topk Source code
.evaluate_regression Source code
.evaluate_regression_inputs Source code
.evaluate_regression_metric_definitions Source code
.fallback_lda_fit Source code
.fast_simpls_response_dimension Source code
.fast_simpls_shape_profile Source code
.fastpls_accuracy_from_class_labels Source code
.fastpls_add_score_ellipses Source code
.fastpls_algorithm_variant Source code
.fastpls_apply_cpu_cores Source code
.fastpls_apply_score_offset Source code
.fastpls_attach_double_cv_metrics Source code
.fastpls_attach_pls_metrics Source code
.fastpls_attach_rsvd_profile Source code
.fastpls_attach_single_cv_metrics Source code
.fastpls_attach_solver_diagnostics Source code
.fastpls_backend_available Source code
.fastpls_block_size Source code
.fastpls_cached_projection Source code
.fastpls_component_prediction Source code
.fastpls_cpu_cores Source code
.fastpls_double_cv_evaluate Source code
.fastpls_double_cv_permutation_metrics Source code
.fastpls_effective_prediction_path Source code
.fastpls_ellipse Source code
.fastpls_evaluate_component_path Source code
.fastpls_expand_path_value Source code
.fastpls_finalize_prediction Source code
.fastpls_fold_q2_path Source code
.fastpls_hide_internal_output_fields Source code
.fastpls_latent_scores Source code
.fastpls_lda_direct_predict Source code
.fastpls_lda_predictions Source code
.fastpls_lda_project_predict_cpp Source code
.fastpls_metric_definitions Source code
.fastpls_model_scores Source code
.fastpls_model_variance_explained Source code
.fastpls_name_metric_path Source code
.fastpls_name_pls_metric_paths Source code
.fastpls_named_components Source code
.fastpls_ncomp_names Source code
.fastpls_normalize_class_response Source code
.fastpls_one_hot_labels Source code
.fastpls_permutation_cor Source code
.fastpls_permutation_indices Source code
.fastpls_permutation_pvalue Source code
.fastpls_plot_args Source code
.fastpls_plot_call Source code
.fastpls_plot_palette Source code
.fastpls_plot_scores Source code
.fastpls_prediction_frame Source code
.fastpls_predictor_input Source code
.fastpls_preprocess_test Source code
.fastpls_preprocess_train Source code
.fastpls_public_pls_output Source code
.fastpls_public_predict_output Source code
.fastpls_q2_from_reference Source code
.fastpls_quiet Source code
.fastpls_require_backend_available Source code
.fastpls_require_prediction_backend Source code
.fastpls_resolve_backend Source code
.fastpls_response_rows Source code
.fastpls_restore_internal_output_fields Source code
.fastpls_restore_requested_component_path Source code
.fastpls_return_lda_scores Source code
.fastpls_scaled_by_model Source code
.fastpls_score_axis_label Source code
.fastpls_score_matrix Source code
.fastpls_score_multiply Source code
.fastpls_set_seed Source code
.fastpls_use_direct_lda Source code
.fastpls_validate_backend Source code
.fastpls_validate_cores Source code
.fastpls_validate_cv_groups Source code
.fastpls_validate_integer_control Source code
.fastpls_validate_kfold_control Source code
.fastpls_validate_ncomp Source code
.fastpls_validate_pls_dimensions Source code
.fastpls_validate_response_input Source code
.fastsvd_audit_diagnostics Source code
.fastsvd_basic_diagnostics Source code
.fastsvd_compute Source code
.fastsvd_configuration Source code
.fastsvd_diagnostic_status Source code
.fastsvd_float32 Source code
.fastsvd_float32_windows Source code
.fastsvd_numerical_diagnostics Source code
.fastsvd_randomized_control Source code
.fastsvd_rank_configuration Source code
.fastsvd_resolve_solver Source code
.fastsvd_result Source code
.fastsvd_triplet_diagnostics Source code
.fastsvd_validate_solver Source code
.fit_float32_kernelpls Source code
.fit_float32_opls Source code
.fit_float32_pls Source code
.fit_float32_resident_inner Source code
.float32_add_warning Source code
.float32_argmax_prediction Source code
.float32_argmax_topk_prediction Source code
.float32_backend_id Source code
.float32_bits_list_to_float Source code
.float32_capability_assessment Source code
.float32_capability_state Source code
.float32_center_scale Source code
.float32_classification_q2 Source code
.float32_col_sd Source code
.float32_cpp_fit_args Source code
.float32_extreme_rule Source code
.float32_finalize_fit Source code
.float32_from_bits Source code
.float32_kernel_matrix Source code
.float32_kernel_model Source code
.float32_lda_model Source code
.float32_lda_moments Source code
.float32_lda_predict_fun Source code
.float32_lda_prediction Source code
.float32_lda_solve Source code
.float32_lda_topk_prediction Source code
.float32_lda_train_route Source code
.float32_linear_kernel_fit Source code
.float32_multiply Source code
.float32_opls_filter Source code
.float32_opls_filter_labels Source code
.float32_opls_model Source code
.float32_outer_model_fields Source code
.float32_platform_rule Source code
.float32_portable_lda_predict Source code
.float32_portable_lda_train_prefix Source code
.float32_precision_rules Source code
.float32_prediction_input Source code
.float32_prepare_response Source code
.float32_product_backend_id Source code
.float32_q2_from_reference Source code
.float32_ranked_output Source code
.float32_regression_prediction Source code
.float32_resident_inner_enabled Source code
.float32_response_prediction Source code
.float32_response_shape Source code
.float32_route_rule Source code
.float32_rsvd Source code
.float32_rsvd_audit Source code
.float32_rsvd_raw Source code
.float32_rsvd_result Source code
.float32_score_cube Source code
.float32_simpls_uses_cached_crossprod Source code
.float32_standardize Source code
.float32_svd_id Source code
.float32_sweep_cols Source code
.float32_to_numeric_matrix Source code
.float32_topk_result Source code
.float32_train_scores Source code
.float32_transpose Source code
.float32_zeros Source code
.has_float32_input Source code
.inherit_inner_fit_outputs Source code
.inherit_inner_variance_explained Source code
.is_float32 Source code
.is_lda_classifier Source code
.is_loocv_kfold Source code
.kernel_matrix_metal Source code
.kernel_pls_cpp Source code
.kernel_pls_fit Source code
.kernel_pls_gamma Source code
.kernel_pls_inner_fit Source code
.kernel_pls_kernel_id Source code
.kernel_pls_linear_fit Source code
.kernel_pls_memory_guard Source code
.kernel_pls_model Source code
.lda_component_grid Source code
.lda_component_prediction Source code
.lda_cpp_project_prediction Source code
.lda_prediction_context Source code
.lda_prediction_scores Source code
.lda_projection_trainer Source code
.lda_repeat_direct_prediction Source code
.lda_score_predictions Source code
.lda_stream_inputs Source code
.lda_stream_moments Source code
.lda_train_projected_stream Source code
.make_single_cv_folds Source code
.maybe_attach_pls_variance_explained Source code
.maybe_attach_x_loadings Source code
.metal_mm Source code
.metal_outer Source code
.model_prediction_backend Source code
.model_public_backend Source code
.normalize_classifier Source code
.normalize_classifier_public Source code
.normalize_pls_method Source code
.normalize_public_backend Source code
.normalize_svd_method Source code
.normalize_svd_parameter_list Source code
.opls_apply_filter_metal Source code
.opls_cpp Source code
.opls_fit Source code
.opls_require_predictive_rank Source code
.permutation_plot_data Source code
.permutation_plot_metric Source code
.pls_attach_permutation_summary Source code
.pls_context Source code
.pls_core_store_coefficients Source code
.pls_cpu_context Source code
.pls_cpu_fit Source code
.pls_cv_compiled Source code
.pls_cv_via_pls Source code
.pls_dispatch Source code
.pls_family_arguments Source code
.pls_finalize Source code
.pls_finish_cpu Source code
.pls_finish_float32 Source code
.pls_fit_float32 Source code
.pls_fit_float32_model Source code
.pls_fit_resident_cuda Source code
.pls_fit_special_family Source code
.pls_orthogonal_score_ss Source code
.pls_permutation_attempt Source code
.pls_permutation_fit Source code
.pls_permutation_tables Source code
.pls_run_permutations Source code
.pls_sequential_score_ss Source code
.pls_svd_context Source code
.pls_validate_float32 Source code
.pls_variance_scores Source code
.pls_x_variance_explained Source code
.predict_argmax_shortcut Source code
.predict_attach_q2 Source code
.predict_backend_result Source code
.predict_classification_result Source code
.predict_fastpls_float32 Source code
.predict_lda_result Source code
.prediction_block_size Source code
.prediction_route Source code
.prepare_response Source code
.reject_removed_svd_method Source code
.require_float_package Source code
.require_lda_compute_backend Source code
.resident_cuda_cv_classification_path Source code
.resident_cuda_input Source code
.resident_cuda_output Source code
.resident_cuda_predict Source code
.resident_cuda_summary Source code
.resolve_classifier_for_backend Source code
.resolve_lda_backend Source code
.resolve_prediction_backend Source code
.resolve_svd_control Source code
.resolve_top_k Source code
.rowsum_compact_codes Source code
.rsvd_configuration_qualification Source code
.rsvd_diagnostic_record Source code
.should_store_coefficients Source code
.should_use_xprod_default Source code
.simpls_active_optimizations Source code
.simpls_batch_enabled Source code
.simpls_batch_width Source code
.simpls_diagnostic_scalar Source code
.simpls_direction_diagnostics Source code
.simpls_rank_one_backend Source code
.simpls_refresh_iterations Source code
.simpls_refresh_rule Source code
.simpls_seed_rule Source code
.single_cv_argmax_from_lda Source code
.single_cv_attach_selection Source code
.single_cv_configs_share_pls_fit Source code
.single_cv_context Source code
.single_cv_engine_arguments Source code
.single_cv_finish Source code
.single_cv_grid_call Source code
.single_cv_grid_metrics Source code
.single_cv_grid_record Source code
.single_cv_metric_paths Source code
.single_cv_run_engine Source code
.single_cv_run_grid Source code
.single_cv_selection Source code
.single_cv_shared_classifier_results Source code
.single_cv_training_fit Source code
.solver_diagnostic_context Source code
.solver_diagnostic_guidance Source code
.solver_diagnostic_status Source code
.solver_diagnostics_base Source code
.supervised_response_matrix Source code
.svd_control_defaults Source code
.svd_control_from_dots Source code
.svd_direct_aliases Source code
.svd_dispatch Source code
.svd_dispatch_compiled Source code
.svd_method_id Source code
.train_lda_from_scores Source code
.try_projected_lda Source code
.try_stream_lda Source code
.via_pls_class_fold Source code
.via_pls_context Source code
.via_pls_fallback_fold Source code
.via_pls_fit_fold Source code
.via_pls_metrics Source code
.via_pls_ncomp Source code
.via_pls_regression_fold Source code
.via_pls_response Source code
.via_pls_result Source code
.via_pls_run_folds Source code
.via_pls_state Source code
.via_pls_validate_route Source code
.warn_float32_capability Source code
.warn_unqualified_rsvd Source code
.with_fastpls_seed Source code
.wrap_float32_cpp_model Source code
ViP Man page Source code
`%||%` Source code
blas_backend_cpp Source code
blas_info_cpp Source code
center_kernel_test_cpp Source code
center_kernel_test_float32_cpp Source code
center_kernel_train_cpp Source code
center_kernel_train_float32_cpp Source code
cpu_float32_matrix_multiply_cpp Source code
cuda_info Man page Source code
cuda_info_cpp Source code
cuda_resident_classify_path_cpp Source code
cuda_resident_classify_response_path_cpp Source code
cuda_resident_compact_cpp Source code
cuda_resident_export_cpp Source code
cuda_resident_predict_path_cpp Source code
cuda_resident_project_cpp Source code
cuda_resident_response_sums_cpp Source code
cuda_resident_simpls_cv_classification_cpp Source code
cuda_resident_simpls_cv_regression_cpp Source code
cuda_resident_simpls_fit_cpp Source code
cv_folds_core_cpp Source code
double_topk_cpp Source code
evaluate Man page Source code
evaluate_class_labels_cpp Source code
evaluate_classification_core_cpp Source code
evaluate_is_onehot_cpp Source code
evaluate_ranked_accuracy_cpp Source code
evaluate_regression_by_column_cpp Source code
evaluate_regression_core_cpp Source code
fastPLS_blas Man page Source code
fastcor Man page Source code
fastcor_core_cpp Source code
fastsvd Man page Source code
fastsvd_core_cpp Source code
fastsvd_float32_core_cpp Source code
float32_argmax_cpp Source code
float32_standardize_cpp Source code
float32_sweep_cols_cpp Source code
float32_topk_cpp Source code
has_cuda Man page Source code
has_metal Man page Source code
kernel_matrix_cpp Source code
kernel_matrix_float32_cpp Source code
lda_predict_cpp Source code
lda_predict_float32_cpp Source code
lda_predict_labels_cpp Source code
lda_project_predict_labels_cpp Source code
lda_project_train_prefix_cpp Source code
lda_project_train_prefix_float32_cpp Source code
lda_train_moments_prefix_cpp Source code
lda_train_prefix_cpp Source code
lda_train_prefix_float32_cpp Source code
metal_float32_matrix_multiply_cpp Source code
opls_apply_filter_cpp Source code
opls_apply_filter_float32_cpp Source code
opls_filter_core_cpp Source code
opls_filter_float32_backend_core_cpp Source code
opls_filter_float32_core_cpp Source code
opls_filter_float32_labels_backend_core_cpp Source code
opls_filter_float32_labels_core_cpp Source code
opls_filter_labels_core_cpp Source code
opls_filter_rsvd_core_cpp Source code
plot.fastPLS Man page Source code
plot.permutation Man page Source code
pls Man page Source code
pls.double.cv Man page Source code
pls.single.cv Man page Source code
pls_class_predict_topk_core_cpp Source code
pls_cv_classification_core_cpp Source code
pls_cv_classification_float32_core_cpp Source code
pls_cv_classification_float32_metal_core_cpp Source code
pls_cv_kernel_classification_core_cpp Source code
pls_cv_kernel_classification_float32_core_cpp Source code
pls_cv_kernel_regression_core_cpp Source code
pls_cv_kernel_regression_float32_core_cpp Source code
pls_cv_opls_classification_core_cpp Source code
pls_cv_opls_classification_float32_core_cpp Source code
pls_cv_opls_classification_float32_cuda_core_cpp Source code
pls_cv_opls_regression_core_cpp Source code
pls_cv_opls_regression_float32_core_cpp Source code
pls_cv_opls_regression_float32_cuda_core_cpp Source code
pls_cv_regression_core_cpp Source code
pls_cv_regression_float32_core_cpp Source code
pls_cv_regression_float32_metal_core_cpp Source code
pls_double_cv_core_cpp Source code
pls_float32_class_predict_compact_cpp Source code
pls_float32_labels_backend_core_cpp Source code
pls_float32_matrix_backend_core_cpp Source code
pls_labels_core_cpp Source code
pls_labels_core_predict_cpp Source code
pls_matrix_core_cpp Source code
pls_matrix_core_xprod_cpp Source code
pls_simpls_labels_core_cpp Source code
predict.fastPLS Man page Source code
predict.fastPLSKernel Source code
predict.fastPLSOpls Source code
print.fastPLS Source code
rsvd_audit_reset_debug Source code
rsvd_audit_summary_debug Source code
set_cpu_threads_cpp Source code
simpls_cache_predictor_crossprod_cpp Source code
spearman_correlation_cpp Source code
transformy Source code
vip_core_cpp Source code
fastPLS documentation built on Sept. 29, 2026, 1:06 a.m.

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