git: d3cc6e8468f3 - main - math/mlpack: Update 3.4.2 -> 4.0.0

From: Yuri Victorovich <yuri_at_FreeBSD.org>
Date: Wed, 16 Nov 2022 07:26:32 UTC
The branch main has been updated by yuri:

URL: https://cgit.FreeBSD.org/ports/commit/?id=d3cc6e8468f3c59410d646cf0b45512d39155d96

commit d3cc6e8468f3c59410d646cf0b45512d39155d96
Author:     Yuri Victorovich <yuri@FreeBSD.org>
AuthorDate: 2022-11-16 04:26:27 +0000
Commit:     Yuri Victorovich <yuri@FreeBSD.org>
CommitDate: 2022-11-16 07:26:28 +0000

    math/mlpack: Update 3.4.2 -> 4.0.0
---
 math/mlpack/Makefile                               |  17 +-
 math/mlpack/distinfo                               |   6 +-
 math/mlpack/files/patch-CMakeLists.txt             |   4 +-
 .../files/patch-src_mlpack_tests_CMakeLists.txt    |  13 +
 math/mlpack/pkg-plist                              | 705 +++++++++++----------
 5 files changed, 382 insertions(+), 363 deletions(-)

diff --git a/math/mlpack/Makefile b/math/mlpack/Makefile
index c5af88f2e2db..3727284a9137 100644
--- a/math/mlpack/Makefile
+++ b/math/mlpack/Makefile
@@ -1,6 +1,5 @@
 PORTNAME=	mlpack
-DISTVERSION=	3.4.2
-PORTREVISION=	3
+DISTVERSION=	4.0.0
 CATEGORIES=	math # machine-learning
 MASTER_SITES=	https://mlpack.org/files/
 
@@ -12,18 +11,20 @@ LICENSE=	BSD3CLAUSE
 
 BROKEN_i386=	undefined symbol: __atomic_load
 
-BUILD_DEPENDS=	ensmallen>0:math/ensmallen \
+BUILD_DEPENDS=	cereal>0:devel/cereal \
+		ensmallen>0:math/ensmallen \
 		${LOCALBASE}/include/stb/stb_image.h:devel/stb
 LIB_DEPENDS=	libboost_program_options.so:devel/boost-libs \
 		libboost_unit_test_framework.so:devel/boost-libs \
 		libboost_serialization.so:devel/boost-libs \
 		libarmadillo.so:math/armadillo
 
-USES=		cmake compiler:c++14-lang pkgconfig
+USES=		cmake:testing compiler:c++14-lang pkgconfig
 USE_LDCONFIG=	yes
 
 CMAKE_ARGS=	-DSTB_IMAGE_INCLUDE_DIR=${LOCALBASE}/include/stb
 CMAKE_OFF=	BUILD_PYTHON_BINDINGS BUILD_TESTS
+CMAKE_TESTING_ON=	BUILD_TESTS
 
 BINARY_ALIAS=	git=false
 
@@ -33,12 +34,6 @@ OPTIONS_SUB=		yes
 
 EXECUTABLES_DESC=	Build command-line executables
 EXECUTABLES_CMAKE_BOOL=	BUILD_CLI_EXECUTABLES
-
-do-test: # 'clean' target below is a workaround for: https://github.com/mlpack/mlpack/issues/2300
-	@cd ${BUILD_WRKSRC} && \
-		${SETENV} ${MAKE_ENV} ${MAKE_CMD} ${MAKE_ARGS} clean && \
-		${SETENV} ${CONFIGURE_ENV} ${CMAKE_BIN} ${CMAKE_ARGS} -DBUILD_TESTS:BOOL=ON ${CMAKE_SOURCE_PATH} && \
-		${SETENV} ${MAKE_ENV} ${MAKE_CMD} ${MAKE_ARGS} ${ALL_TARGET} && \
-		${SETENV} ${MAKE_ENV} ${MAKE_CMD} ${MAKE_ARGS} test
+EXECUTABLES_VARS_OFF=	NO_ARCH=yes
 
 .include <bsd.port.mk>
diff --git a/math/mlpack/distinfo b/math/mlpack/distinfo
index 50fc65a765f8..1a5c6482cae4 100644
--- a/math/mlpack/distinfo
+++ b/math/mlpack/distinfo
@@ -1,3 +1,3 @@
-TIMESTAMP = 1619318150
-SHA256 (mlpack-3.4.2.tar.gz) = 9e5c4af5c276c86a0dcc553289f6fe7b1b340d61c1e59844b53da0debedbb171
-SIZE (mlpack-3.4.2.tar.gz) = 5782921
+TIMESTAMP = 1668503967
+SHA256 (mlpack-4.0.0.tar.gz) = 041d9eee96445667d2f7b970d2a799592027f1f8818cd96a65dcce1ac0745773
+SIZE (mlpack-4.0.0.tar.gz) = 5895954
diff --git a/math/mlpack/files/patch-CMakeLists.txt b/math/mlpack/files/patch-CMakeLists.txt
index e38856f0a42c..e6e9b8ed6fe4 100644
--- a/math/mlpack/files/patch-CMakeLists.txt
+++ b/math/mlpack/files/patch-CMakeLists.txt
@@ -1,6 +1,6 @@
---- CMakeLists.txt.orig	2021-04-25 03:10:15 UTC
+--- CMakeLists.txt.orig	2022-10-24 13:40:50 UTC
 +++ CMakeLists.txt
-@@ -534,7 +534,7 @@ endif ()
+@@ -420,7 +420,7 @@ endif ()
  
  # Determine whether or not this is a git repository, so that we can set the
  # version number if necessary.
diff --git a/math/mlpack/files/patch-src_mlpack_tests_CMakeLists.txt b/math/mlpack/files/patch-src_mlpack_tests_CMakeLists.txt
new file mode 100644
index 000000000000..55d78e15a596
--- /dev/null
+++ b/math/mlpack/files/patch-src_mlpack_tests_CMakeLists.txt
@@ -0,0 +1,13 @@
+- workaround for https://github.com/mlpack/mlpack/issues/3314
+
+--- src/mlpack/tests/CMakeLists.txt.orig	2022-11-15 09:59:36 UTC
++++ src/mlpack/tests/CMakeLists.txt
+@@ -4,7 +4,7 @@ message("YURI: in tests")
+ 
+ # mlpack test executable.
+ add_executable(mlpack_test
+-  EXCLUDE_FROM_ALL
++  #EXCLUDE_FROM_ALL
+   ${MLPACK_TEST_SRCS}
+ 
+   # Tests for neural network code (and reinforcement learning code).
diff --git a/math/mlpack/pkg-plist b/math/mlpack/pkg-plist
index 60404613fbc6..1dfa3d648500 100644
--- a/math/mlpack/pkg-plist
+++ b/math/mlpack/pkg-plist
@@ -3,7 +3,6 @@
 %%EXECUTABLES%%bin/mlpack_bayesian_linear_regression
 %%EXECUTABLES%%bin/mlpack_cf
 %%EXECUTABLES%%bin/mlpack_dbscan
-%%EXECUTABLES%%bin/mlpack_decision_stump
 %%EXECUTABLES%%bin/mlpack_decision_tree
 %%EXECUTABLES%%bin/mlpack_det
 %%EXECUTABLES%%bin/mlpack_emst
@@ -47,184 +46,21 @@
 %%EXECUTABLES%%bin/mlpack_range_search
 %%EXECUTABLES%%bin/mlpack_softmax_regression
 %%EXECUTABLES%%bin/mlpack_sparse_coding
-include/mlpack/bindings/R/R_option.hpp
-include/mlpack/bindings/R/default_param.hpp
-include/mlpack/bindings/R/default_param_impl.hpp
-include/mlpack/bindings/R/get_param.hpp
-include/mlpack/bindings/R/get_printable_param.hpp
-include/mlpack/bindings/R/get_printable_type.hpp
-include/mlpack/bindings/R/get_printable_type_impl.hpp
-include/mlpack/bindings/R/get_r_type.hpp
-include/mlpack/bindings/R/get_type.hpp
-include/mlpack/bindings/R/mlpack/src/boost/serialization/variant.hpp
-include/mlpack/bindings/R/mlpack/src/rcpp_mlpack.h
-include/mlpack/bindings/R/print_R.hpp
-include/mlpack/bindings/R/print_doc.hpp
-include/mlpack/bindings/R/print_doc_functions.hpp
-include/mlpack/bindings/R/print_doc_functions_impl.hpp
-include/mlpack/bindings/R/print_input_param.hpp
-include/mlpack/bindings/R/print_input_processing.hpp
-include/mlpack/bindings/R/print_output_processing.hpp
-include/mlpack/bindings/R/print_serialize_util.hpp
-include/mlpack/bindings/R/print_type_doc.hpp
-include/mlpack/bindings/R/print_type_doc_impl.hpp
-include/mlpack/bindings/cli/add_to_cli11.hpp
-include/mlpack/bindings/cli/cli_option.hpp
-include/mlpack/bindings/cli/default_param.hpp
-include/mlpack/bindings/cli/default_param_impl.hpp
-include/mlpack/bindings/cli/delete_allocated_memory.hpp
-include/mlpack/bindings/cli/end_program.hpp
-include/mlpack/bindings/cli/get_allocated_memory.hpp
-include/mlpack/bindings/cli/get_param.hpp
-include/mlpack/bindings/cli/get_printable_param.hpp
-include/mlpack/bindings/cli/get_printable_param_impl.hpp
-include/mlpack/bindings/cli/get_printable_param_name.hpp
-include/mlpack/bindings/cli/get_printable_param_name_impl.hpp
-include/mlpack/bindings/cli/get_printable_param_value.hpp
-include/mlpack/bindings/cli/get_printable_param_value_impl.hpp
-include/mlpack/bindings/cli/get_printable_type.hpp
-include/mlpack/bindings/cli/get_printable_type_impl.hpp
-include/mlpack/bindings/cli/get_raw_param.hpp
-include/mlpack/bindings/cli/in_place_copy.hpp
-include/mlpack/bindings/cli/map_parameter_name.hpp
-include/mlpack/bindings/cli/output_param.hpp
-include/mlpack/bindings/cli/output_param_impl.hpp
-include/mlpack/bindings/cli/parameter_type.hpp
-include/mlpack/bindings/cli/parse_command_line.hpp
-include/mlpack/bindings/cli/print_doc_functions.hpp
-include/mlpack/bindings/cli/print_doc_functions_impl.hpp
-include/mlpack/bindings/cli/print_help.hpp
-include/mlpack/bindings/cli/print_type_doc.hpp
-include/mlpack/bindings/cli/print_type_doc_impl.hpp
-include/mlpack/bindings/cli/set_param.hpp
-include/mlpack/bindings/cli/string_type_param.hpp
-include/mlpack/bindings/cli/string_type_param_impl.hpp
-include/mlpack/bindings/cli/third_party/CLI/CLI11.hpp
-include/mlpack/bindings/go/default_param.hpp
-include/mlpack/bindings/go/default_param_impl.hpp
-include/mlpack/bindings/go/get_go_type.hpp
-include/mlpack/bindings/go/get_param.hpp
-include/mlpack/bindings/go/get_printable_param.hpp
-include/mlpack/bindings/go/get_printable_type.hpp
-include/mlpack/bindings/go/get_printable_type_impl.hpp
-include/mlpack/bindings/go/get_type.hpp
-include/mlpack/bindings/go/go_option.hpp
-include/mlpack/bindings/go/mlpack/capi/arma_util.h
-include/mlpack/bindings/go/mlpack/capi/arma_util.hpp
-include/mlpack/bindings/go/mlpack/capi/io_util.h
-include/mlpack/bindings/go/mlpack/capi/io_util.hpp
-include/mlpack/bindings/go/print_defn_input.hpp
-include/mlpack/bindings/go/print_defn_output.hpp
-include/mlpack/bindings/go/print_doc.hpp
-include/mlpack/bindings/go/print_doc_functions.hpp
-include/mlpack/bindings/go/print_doc_functions_impl.hpp
-include/mlpack/bindings/go/print_go.hpp
-include/mlpack/bindings/go/print_input_processing.hpp
-include/mlpack/bindings/go/print_method_config.hpp
-include/mlpack/bindings/go/print_method_init.hpp
-include/mlpack/bindings/go/print_output_processing.hpp
-include/mlpack/bindings/go/print_type_doc.hpp
-include/mlpack/bindings/go/print_type_doc_impl.hpp
-include/mlpack/bindings/go/strip_type.hpp
-include/mlpack/bindings/julia/default_param.hpp
-include/mlpack/bindings/julia/default_param_impl.hpp
-include/mlpack/bindings/julia/get_julia_type.hpp
-include/mlpack/bindings/julia/get_param.hpp
-include/mlpack/bindings/julia/get_printable_param.hpp
-include/mlpack/bindings/julia/get_printable_type.hpp
-include/mlpack/bindings/julia/get_printable_type_impl.hpp
-include/mlpack/bindings/julia/julia_option.hpp
-include/mlpack/bindings/julia/julia_util.h
-include/mlpack/bindings/julia/print_doc.hpp
-include/mlpack/bindings/julia/print_doc_functions.hpp
-include/mlpack/bindings/julia/print_doc_functions_impl.hpp
-include/mlpack/bindings/julia/print_input_param.hpp
-include/mlpack/bindings/julia/print_input_processing.hpp
-include/mlpack/bindings/julia/print_input_processing_impl.hpp
-include/mlpack/bindings/julia/print_jl.hpp
-include/mlpack/bindings/julia/print_model_type_import.hpp
-include/mlpack/bindings/julia/print_output_processing.hpp
-include/mlpack/bindings/julia/print_output_processing_impl.hpp
-include/mlpack/bindings/julia/print_param_defn.hpp
-include/mlpack/bindings/julia/print_type_doc.hpp
-include/mlpack/bindings/julia/print_type_doc_impl.hpp
-include/mlpack/bindings/markdown/binding_info.hpp
-include/mlpack/bindings/markdown/default_param.hpp
-include/mlpack/bindings/markdown/get_binding_name.hpp
-include/mlpack/bindings/markdown/get_param.hpp
-include/mlpack/bindings/markdown/get_printable_param.hpp
-include/mlpack/bindings/markdown/get_printable_param_name.hpp
-include/mlpack/bindings/markdown/get_printable_param_name_impl.hpp
-include/mlpack/bindings/markdown/get_printable_param_value.hpp
-include/mlpack/bindings/markdown/get_printable_param_value_impl.hpp
-include/mlpack/bindings/markdown/get_printable_type.hpp
-include/mlpack/bindings/markdown/is_serializable.hpp
-include/mlpack/bindings/markdown/md_option.hpp
-include/mlpack/bindings/markdown/print_doc_functions.hpp
-include/mlpack/bindings/markdown/print_doc_functions_impl.hpp
-include/mlpack/bindings/markdown/print_docs.hpp
-include/mlpack/bindings/markdown/print_type_doc.hpp
-include/mlpack/bindings/markdown/program_doc_wrapper.hpp
-include/mlpack/bindings/python/default_param.hpp
-include/mlpack/bindings/python/default_param_impl.hpp
-include/mlpack/bindings/python/get_arma_type.hpp
-include/mlpack/bindings/python/get_cython_type.hpp
-include/mlpack/bindings/python/get_numpy_type.hpp
-include/mlpack/bindings/python/get_numpy_type_char.hpp
-include/mlpack/bindings/python/get_param.hpp
-include/mlpack/bindings/python/get_printable_param.hpp
-include/mlpack/bindings/python/get_printable_type.hpp
-include/mlpack/bindings/python/get_printable_type_impl.hpp
-include/mlpack/bindings/python/import_decl.hpp
-include/mlpack/bindings/python/mlpack/arma_util.hpp
-include/mlpack/bindings/python/mlpack/io_util.hpp
-include/mlpack/bindings/python/mlpack/serialization.hpp
-include/mlpack/bindings/python/print_class_defn.hpp
-include/mlpack/bindings/python/print_defn.hpp
-include/mlpack/bindings/python/print_doc.hpp
-include/mlpack/bindings/python/print_doc_functions.hpp
-include/mlpack/bindings/python/print_doc_functions_impl.hpp
-include/mlpack/bindings/python/print_input_processing.hpp
-include/mlpack/bindings/python/print_output_processing.hpp
-include/mlpack/bindings/python/print_pyx.hpp
-include/mlpack/bindings/python/print_type_doc.hpp
-include/mlpack/bindings/python/print_type_doc_impl.hpp
-include/mlpack/bindings/python/py_option.hpp
-include/mlpack/bindings/python/strip_type.hpp
-include/mlpack/bindings/tests/clean_memory.hpp
-include/mlpack/bindings/tests/delete_allocated_memory.hpp
-include/mlpack/bindings/tests/get_allocated_memory.hpp
-include/mlpack/bindings/tests/get_param.hpp
-include/mlpack/bindings/tests/get_printable_param.hpp
-include/mlpack/bindings/tests/get_printable_param_impl.hpp
-include/mlpack/bindings/tests/ignore_check.hpp
-include/mlpack/bindings/tests/test_option.hpp
-include/mlpack/bindings/util/camel_case.hpp
-include/mlpack/bindings/util/strip_type.hpp
+include/mlpack.hpp
+include/mlpack/base.hpp
 include/mlpack/core.hpp
-include/mlpack/core/arma_extend/Cube_extra_bones.hpp
-include/mlpack/core/arma_extend/Cube_extra_meat.hpp
 include/mlpack/core/arma_extend/Mat_extra_bones.hpp
-include/mlpack/core/arma_extend/Mat_extra_meat.hpp
 include/mlpack/core/arma_extend/SpMat_extra_bones.hpp
-include/mlpack/core/arma_extend/SpMat_extra_meat.hpp
 include/mlpack/core/arma_extend/arma_extend.hpp
-include/mlpack/core/boost_backport/bernoulli.hpp
-include/mlpack/core/boost_backport/boost_backport_serialization.hpp
-include/mlpack/core/boost_backport/boost_backport_string_view.hpp
-include/mlpack/core/boost_backport/collections_load_imp.hpp
-include/mlpack/core/boost_backport/collections_save_imp.hpp
-include/mlpack/core/boost_backport/detail/bernoulli_details.hpp
-include/mlpack/core/boost_backport/detail/polygamma.hpp
-include/mlpack/core/boost_backport/detail/unchecked_bernoulli.hpp
-include/mlpack/core/boost_backport/math_fwd.hpp
-include/mlpack/core/boost_backport/policy.hpp
-include/mlpack/core/boost_backport/string_view.hpp
-include/mlpack/core/boost_backport/string_view_fwd.hpp
-include/mlpack/core/boost_backport/unordered_collections_load_imp.hpp
-include/mlpack/core/boost_backport/unordered_collections_save_imp.hpp
-include/mlpack/core/boost_backport/unordered_map.hpp
-include/mlpack/core/boost_backport/vector.hpp
+include/mlpack/core/arma_extend/serialize_armadillo.hpp
+include/mlpack/core/cereal/array_wrapper.hpp
+include/mlpack/core/cereal/is_loading.hpp
+include/mlpack/core/cereal/is_saving.hpp
+include/mlpack/core/cereal/pair_associative_container.hpp
+include/mlpack/core/cereal/pointer_vector_wrapper.hpp
+include/mlpack/core/cereal/pointer_wrapper.hpp
+include/mlpack/core/cereal/unordered_map.hpp
+include/mlpack/core/cv/cv.hpp
 include/mlpack/core/cv/cv_base.hpp
 include/mlpack/core/cv/cv_base_impl.hpp
 include/mlpack/core/cv/k_fold_cv.hpp
@@ -236,6 +72,7 @@ include/mlpack/core/cv/metrics/average_strategy.hpp
 include/mlpack/core/cv/metrics/f1.hpp
 include/mlpack/core/cv/metrics/f1_impl.hpp
 include/mlpack/core/cv/metrics/facilities.hpp
+include/mlpack/core/cv/metrics/metrics.hpp
 include/mlpack/core/cv/metrics/mse.hpp
 include/mlpack/core/cv/metrics/mse_impl.hpp
 include/mlpack/core/cv/metrics/precision.hpp
@@ -244,22 +81,28 @@ include/mlpack/core/cv/metrics/r2_score.hpp
 include/mlpack/core/cv/metrics/r2_score_impl.hpp
 include/mlpack/core/cv/metrics/recall.hpp
 include/mlpack/core/cv/metrics/recall_impl.hpp
+include/mlpack/core/cv/metrics/roc_auc_score.hpp
+include/mlpack/core/cv/metrics/roc_auc_score_impl.hpp
 include/mlpack/core/cv/metrics/silhouette_score.hpp
 include/mlpack/core/cv/metrics/silhouette_score_impl.hpp
 include/mlpack/core/cv/simple_cv.hpp
 include/mlpack/core/cv/simple_cv_impl.hpp
 include/mlpack/core/data/binarize.hpp
+include/mlpack/core/data/check_categorical_param.hpp
 include/mlpack/core/data/confusion_matrix.hpp
 include/mlpack/core/data/confusion_matrix_impl.hpp
+include/mlpack/core/data/data.hpp
 include/mlpack/core/data/dataset_mapper.hpp
 include/mlpack/core/data/dataset_mapper_impl.hpp
 include/mlpack/core/data/detect_file_type.hpp
+include/mlpack/core/data/detect_file_type_impl.hpp
 include/mlpack/core/data/extension.hpp
 include/mlpack/core/data/format.hpp
 include/mlpack/core/data/has_serialize.hpp
 include/mlpack/core/data/image_info.hpp
 include/mlpack/core/data/image_info_impl.hpp
 include/mlpack/core/data/imputation_methods/custom_imputation.hpp
+include/mlpack/core/data/imputation_methods/imputation_methods.hpp
 include/mlpack/core/data/imputation_methods/listwise_deletion.hpp
 include/mlpack/core/data/imputation_methods/mean_imputation.hpp
 include/mlpack/core/data/imputation_methods/median_imputation.hpp
@@ -268,43 +111,61 @@ include/mlpack/core/data/is_naninf.hpp
 include/mlpack/core/data/load.hpp
 include/mlpack/core/data/load_arff.hpp
 include/mlpack/core/data/load_arff_impl.hpp
+include/mlpack/core/data/load_categorical_csv.hpp
 include/mlpack/core/data/load_csv.hpp
+include/mlpack/core/data/load_image.hpp
 include/mlpack/core/data/load_image_impl.hpp
 include/mlpack/core/data/load_impl.hpp
 include/mlpack/core/data/load_model_impl.hpp
+include/mlpack/core/data/load_numeric_csv.hpp
 include/mlpack/core/data/load_vec_impl.hpp
 include/mlpack/core/data/map_policies/datatype.hpp
 include/mlpack/core/data/map_policies/increment_policy.hpp
+include/mlpack/core/data/map_policies/map_policies.hpp
 include/mlpack/core/data/map_policies/missing_policy.hpp
 include/mlpack/core/data/normalize_labels.hpp
 include/mlpack/core/data/normalize_labels_impl.hpp
 include/mlpack/core/data/one_hot_encoding.hpp
 include/mlpack/core/data/one_hot_encoding_impl.hpp
 include/mlpack/core/data/save.hpp
+include/mlpack/core/data/save_image.hpp
+include/mlpack/core/data/save_image_impl.hpp
 include/mlpack/core/data/save_impl.hpp
 include/mlpack/core/data/scaler_methods/max_abs_scaler.hpp
 include/mlpack/core/data/scaler_methods/mean_normalization.hpp
 include/mlpack/core/data/scaler_methods/min_max_scaler.hpp
 include/mlpack/core/data/scaler_methods/pca_whitening.hpp
+include/mlpack/core/data/scaler_methods/scaler_methods.hpp
 include/mlpack/core/data/scaler_methods/standard_scaler.hpp
 include/mlpack/core/data/scaler_methods/zca_whitening.hpp
-include/mlpack/core/data/serialization_template_version.hpp
 include/mlpack/core/data/split_data.hpp
+include/mlpack/core/data/string_algorithms.hpp
 include/mlpack/core/data/string_encoding.hpp
 include/mlpack/core/data/string_encoding_dictionary.hpp
 include/mlpack/core/data/string_encoding_impl.hpp
 include/mlpack/core/data/string_encoding_policies/bag_of_words_encoding_policy.hpp
 include/mlpack/core/data/string_encoding_policies/dictionary_encoding_policy.hpp
 include/mlpack/core/data/string_encoding_policies/policy_traits.hpp
+include/mlpack/core/data/string_encoding_policies/string_encoding_policies.hpp
 include/mlpack/core/data/string_encoding_policies/tf_idf_encoding_policy.hpp
 include/mlpack/core/data/tokenizers/char_extract.hpp
 include/mlpack/core/data/tokenizers/split_by_any_of.hpp
+include/mlpack/core/data/tokenizers/tokenizers.hpp
+include/mlpack/core/data/types.hpp
+include/mlpack/core/data/types_impl.hpp
 include/mlpack/core/dists/diagonal_gaussian_distribution.hpp
+include/mlpack/core/dists/diagonal_gaussian_distribution_impl.hpp
 include/mlpack/core/dists/discrete_distribution.hpp
+include/mlpack/core/dists/discrete_distribution_impl.hpp
+include/mlpack/core/dists/dists.hpp
 include/mlpack/core/dists/gamma_distribution.hpp
+include/mlpack/core/dists/gamma_distribution_impl.hpp
 include/mlpack/core/dists/gaussian_distribution.hpp
+include/mlpack/core/dists/gaussian_distribution_impl.hpp
 include/mlpack/core/dists/laplace_distribution.hpp
+include/mlpack/core/dists/laplace_distribution_impl.hpp
 include/mlpack/core/dists/regression_distribution.hpp
+include/mlpack/core/dists/regression_distribution_impl.hpp
 include/mlpack/core/hpt/cv_function.hpp
 include/mlpack/core/hpt/cv_function_impl.hpp
 include/mlpack/core/hpt/deduce_hp_types.hpp
@@ -320,6 +181,7 @@ include/mlpack/core/kernels/example_kernel.hpp
 include/mlpack/core/kernels/gaussian_kernel.hpp
 include/mlpack/core/kernels/hyperbolic_tangent_kernel.hpp
 include/mlpack/core/kernels/kernel_traits.hpp
+include/mlpack/core/kernels/kernels.hpp
 include/mlpack/core/kernels/laplacian_kernel.hpp
 include/mlpack/core/kernels/linear_kernel.hpp
 include/mlpack/core/kernels/polynomial_kernel.hpp
@@ -331,19 +193,25 @@ include/mlpack/core/math/ccov.hpp
 include/mlpack/core/math/ccov_impl.hpp
 include/mlpack/core/math/clamp.hpp
 include/mlpack/core/math/columns_to_blocks.hpp
+include/mlpack/core/math/columns_to_blocks_impl.hpp
+include/mlpack/core/math/digamma.hpp
 include/mlpack/core/math/lin_alg.hpp
 include/mlpack/core/math/lin_alg_impl.hpp
 include/mlpack/core/math/log_add.hpp
 include/mlpack/core/math/log_add_impl.hpp
 include/mlpack/core/math/make_alias.hpp
+include/mlpack/core/math/math.hpp
 include/mlpack/core/math/multiply_slices.hpp
 include/mlpack/core/math/multiply_slices_impl.hpp
+include/mlpack/core/math/quantile.hpp
 include/mlpack/core/math/random.hpp
 include/mlpack/core/math/random_basis.hpp
+include/mlpack/core/math/random_basis_impl.hpp
 include/mlpack/core/math/range.hpp
 include/mlpack/core/math/range_impl.hpp
 include/mlpack/core/math/round.hpp
 include/mlpack/core/math/shuffle_data.hpp
+include/mlpack/core/math/trigamma.hpp
 include/mlpack/core/metrics/bleu.hpp
 include/mlpack/core/metrics/bleu_impl.hpp
 include/mlpack/core/metrics/iou_metric.hpp
@@ -354,8 +222,22 @@ include/mlpack/core/metrics/lmetric.hpp
 include/mlpack/core/metrics/lmetric_impl.hpp
 include/mlpack/core/metrics/mahalanobis_distance.hpp
 include/mlpack/core/metrics/mahalanobis_distance_impl.hpp
-include/mlpack/core/metrics/non_maximal_supression.hpp
-include/mlpack/core/metrics/non_maximal_supression_impl.hpp
+include/mlpack/core/metrics/metrics.hpp
+include/mlpack/core/metrics/non_maximal_suppression.hpp
+include/mlpack/core/metrics/non_maximal_suppression_impl.hpp
+include/mlpack/core/std_backport/LICENSE.txt
+include/mlpack/core/std_backport/README.md
+include/mlpack/core/std_backport/algorithm.hpp
+include/mlpack/core/std_backport/any.hpp
+include/mlpack/core/std_backport/functional.hpp
+include/mlpack/core/std_backport/internal.hpp
+include/mlpack/core/std_backport/iterator.hpp
+include/mlpack/core/std_backport/meta.hpp
+include/mlpack/core/std_backport/range.hpp
+include/mlpack/core/std_backport/string_view.hpp
+include/mlpack/core/std_backport/type_traits.hpp
+include/mlpack/core/std_backport/typeinfo.hpp
+include/mlpack/core/std_backport/utility.hpp
 include/mlpack/core/tree/address.hpp
 include/mlpack/core/tree/ballbound.hpp
 include/mlpack/core/tree/ballbound_impl.hpp
@@ -384,9 +266,11 @@ include/mlpack/core/tree/binary_space_tree/vantage_point_split.hpp
 include/mlpack/core/tree/binary_space_tree/vantage_point_split_impl.hpp
 include/mlpack/core/tree/bound_traits.hpp
 include/mlpack/core/tree/bounds.hpp
+include/mlpack/core/tree/build_tree.hpp
 include/mlpack/core/tree/cellbound.hpp
 include/mlpack/core/tree/cellbound_impl.hpp
 include/mlpack/core/tree/cosine_tree/cosine_tree.hpp
+include/mlpack/core/tree/cosine_tree/cosine_tree_impl.hpp
 include/mlpack/core/tree/cover_tree.hpp
 include/mlpack/core/tree/cover_tree/cover_tree.hpp
 include/mlpack/core/tree/cover_tree/cover_tree_impl.hpp
@@ -477,38 +361,55 @@ include/mlpack/core/tree/spill_tree/traits.hpp
 include/mlpack/core/tree/spill_tree/typedef.hpp
 include/mlpack/core/tree/statistic.hpp
 include/mlpack/core/tree/traversal_info.hpp
+include/mlpack/core/tree/tree.hpp
 include/mlpack/core/tree/tree_traits.hpp
-include/mlpack/core/util/arma_config.hpp
-include/mlpack/core/util/arma_config_check.hpp
 include/mlpack/core/util/arma_traits.hpp
 include/mlpack/core/util/backtrace.hpp
+include/mlpack/core/util/backtrace_impl.hpp
 include/mlpack/core/util/binding_details.hpp
 include/mlpack/core/util/deprecated.hpp
+include/mlpack/core/util/forward.hpp
 include/mlpack/core/util/hyphenate_string.hpp
 include/mlpack/core/util/io.hpp
 include/mlpack/core/util/io_impl.hpp
 include/mlpack/core/util/is_std_vector.hpp
 include/mlpack/core/util/log.hpp
+include/mlpack/core/util/log_impl.hpp
 include/mlpack/core/util/mlpack_main.hpp
 include/mlpack/core/util/nulloutstream.hpp
 include/mlpack/core/util/param.hpp
 include/mlpack/core/util/param_checks.hpp
 include/mlpack/core/util/param_checks_impl.hpp
 include/mlpack/core/util/param_data.hpp
+include/mlpack/core/util/params.hpp
+include/mlpack/core/util/params_impl.hpp
 include/mlpack/core/util/prefixedoutstream.hpp
 include/mlpack/core/util/prefixedoutstream_impl.hpp
 include/mlpack/core/util/program_doc.hpp
+include/mlpack/core/util/program_doc_impl.hpp
 include/mlpack/core/util/sfinae_utility.hpp
+include/mlpack/core/util/size_checks.hpp
 include/mlpack/core/util/timers.hpp
+include/mlpack/core/util/timers_impl.hpp
 include/mlpack/core/util/to_lower.hpp
 include/mlpack/core/util/version.hpp
+include/mlpack/core/util/version_impl.hpp
+include/mlpack/methods/CMakeLists.txt
+include/mlpack/methods/adaboost.hpp
 include/mlpack/methods/adaboost/adaboost.hpp
+include/mlpack/methods/adaboost/adaboost_classify_main.cpp
 include/mlpack/methods/adaboost/adaboost_impl.hpp
+include/mlpack/methods/adaboost/adaboost_main.cpp
 include/mlpack/methods/adaboost/adaboost_model.hpp
+include/mlpack/methods/adaboost/adaboost_model_impl.hpp
+include/mlpack/methods/adaboost/adaboost_probabilities_main.cpp
+include/mlpack/methods/adaboost/adaboost_train_main.cpp
+include/mlpack/methods/amf.hpp
 include/mlpack/methods/amf/amf.hpp
 include/mlpack/methods/amf/amf_impl.hpp
 include/mlpack/methods/amf/init_rules/average_init.hpp
 include/mlpack/methods/amf/init_rules/given_init.hpp
+include/mlpack/methods/amf/init_rules/init_rules.hpp
 include/mlpack/methods/amf/init_rules/merge_init.hpp
 include/mlpack/methods/amf/init_rules/random_acol_init.hpp
 include/mlpack/methods/amf/init_rules/random_init.hpp
@@ -517,6 +418,7 @@ include/mlpack/methods/amf/termination_policies/incomplete_incremental_terminati
 include/mlpack/methods/amf/termination_policies/max_iteration_termination.hpp
 include/mlpack/methods/amf/termination_policies/simple_residue_termination.hpp
 include/mlpack/methods/amf/termination_policies/simple_tolerance_termination.hpp
+include/mlpack/methods/amf/termination_policies/termination_policies.hpp
 include/mlpack/methods/amf/termination_policies/validation_rmse_termination.hpp
 include/mlpack/methods/amf/update_rules/nmf_als.hpp
 include/mlpack/methods/amf/update_rules/nmf_mult_dist.hpp
@@ -524,11 +426,15 @@ include/mlpack/methods/amf/update_rules/nmf_mult_div.hpp
 include/mlpack/methods/amf/update_rules/svd_batch_learning.hpp
 include/mlpack/methods/amf/update_rules/svd_complete_incremental_learning.hpp
 include/mlpack/methods/amf/update_rules/svd_incomplete_incremental_learning.hpp
+include/mlpack/methods/amf/update_rules/update_rules.hpp
+include/mlpack/methods/ann.hpp
+include/mlpack/methods/ann/activation_functions/activation_functions.hpp
 include/mlpack/methods/ann/activation_functions/elish_function.hpp
 include/mlpack/methods/ann/activation_functions/elliot_function.hpp
 include/mlpack/methods/ann/activation_functions/gaussian_function.hpp
 include/mlpack/methods/ann/activation_functions/gelu_function.hpp
 include/mlpack/methods/ann/activation_functions/hard_sigmoid_function.hpp
+include/mlpack/methods/ann/activation_functions/hard_swish_function.hpp
 include/mlpack/methods/ann/activation_functions/identity_function.hpp
 include/mlpack/methods/ann/activation_functions/inverse_quadratic_function.hpp
 include/mlpack/methods/ann/activation_functions/lisht_function.hpp
@@ -538,11 +444,15 @@ include/mlpack/methods/ann/activation_functions/multi_quadratic_function.hpp
 include/mlpack/methods/ann/activation_functions/poisson1_function.hpp
 include/mlpack/methods/ann/activation_functions/quadratic_function.hpp
 include/mlpack/methods/ann/activation_functions/rectifier_function.hpp
+include/mlpack/methods/ann/activation_functions/silu_function.hpp
 include/mlpack/methods/ann/activation_functions/softplus_function.hpp
 include/mlpack/methods/ann/activation_functions/softsign_function.hpp
 include/mlpack/methods/ann/activation_functions/spline_function.hpp
 include/mlpack/methods/ann/activation_functions/swish_function.hpp
+include/mlpack/methods/ann/activation_functions/tanh_exponential_function.hpp
 include/mlpack/methods/ann/activation_functions/tanh_function.hpp
+include/mlpack/methods/ann/ann.hpp
+include/mlpack/methods/ann/augmented/augmented.hpp
 include/mlpack/methods/ann/augmented/tasks/add.hpp
 include/mlpack/methods/ann/augmented/tasks/add_impl.hpp
 include/mlpack/methods/ann/augmented/tasks/copy.hpp
@@ -551,29 +461,25 @@ include/mlpack/methods/ann/augmented/tasks/score.hpp
 include/mlpack/methods/ann/augmented/tasks/score_impl.hpp
 include/mlpack/methods/ann/augmented/tasks/sort.hpp
 include/mlpack/methods/ann/augmented/tasks/sort_impl.hpp
-include/mlpack/methods/ann/brnn.hpp
-include/mlpack/methods/ann/brnn_impl.hpp
+include/mlpack/methods/ann/augmented/tasks/tasks.hpp
 include/mlpack/methods/ann/convolution_rules/border_modes.hpp
+include/mlpack/methods/ann/convolution_rules/convolution_rules.hpp
 include/mlpack/methods/ann/convolution_rules/fft_convolution.hpp
 include/mlpack/methods/ann/convolution_rules/naive_convolution.hpp
 include/mlpack/methods/ann/convolution_rules/svd_convolution.hpp
 include/mlpack/methods/ann/dists/bernoulli_distribution.hpp
 include/mlpack/methods/ann/dists/bernoulli_distribution_impl.hpp
+include/mlpack/methods/ann/dists/dists.hpp
 include/mlpack/methods/ann/dists/normal_distribution.hpp
 include/mlpack/methods/ann/dists/normal_distribution_impl.hpp
 include/mlpack/methods/ann/ffn.hpp
 include/mlpack/methods/ann/ffn_impl.hpp
-include/mlpack/methods/ann/gan/gan.hpp
-include/mlpack/methods/ann/gan/gan_impl.hpp
-include/mlpack/methods/ann/gan/gan_policies.hpp
-include/mlpack/methods/ann/gan/metrics/inception_score.hpp
-include/mlpack/methods/ann/gan/metrics/inception_score_impl.hpp
-include/mlpack/methods/ann/gan/wgan_impl.hpp
-include/mlpack/methods/ann/gan/wgangp_impl.hpp
+include/mlpack/methods/ann/forward_decls.hpp
 include/mlpack/methods/ann/init_rules/const_init.hpp
 include/mlpack/methods/ann/init_rules/gaussian_init.hpp
 include/mlpack/methods/ann/init_rules/glorot_init.hpp
 include/mlpack/methods/ann/init_rules/he_init.hpp
+include/mlpack/methods/ann/init_rules/init_rules.hpp
 include/mlpack/methods/ann/init_rules/init_rules_traits.hpp
 include/mlpack/methods/ann/init_rules/kathirvalavakumar_subavathi_init.hpp
 include/mlpack/methods/ann/init_rules/lecun_normal_init.hpp
@@ -592,25 +498,15 @@ include/mlpack/methods/ann/layer/add_merge.hpp
 include/mlpack/methods/ann/layer/add_merge_impl.hpp
 include/mlpack/methods/ann/layer/alpha_dropout.hpp
 include/mlpack/methods/ann/layer/alpha_dropout_impl.hpp
-include/mlpack/methods/ann/layer/atrous_convolution.hpp
-include/mlpack/methods/ann/layer/atrous_convolution_impl.hpp
 include/mlpack/methods/ann/layer/base_layer.hpp
 include/mlpack/methods/ann/layer/batch_norm.hpp
 include/mlpack/methods/ann/layer/batch_norm_impl.hpp
-include/mlpack/methods/ann/layer/bilinear_interpolation.hpp
-include/mlpack/methods/ann/layer/bilinear_interpolation_impl.hpp
-include/mlpack/methods/ann/layer/c_relu.hpp
-include/mlpack/methods/ann/layer/c_relu_impl.hpp
 include/mlpack/methods/ann/layer/celu.hpp
 include/mlpack/methods/ann/layer/celu_impl.hpp
 include/mlpack/methods/ann/layer/concat.hpp
 include/mlpack/methods/ann/layer/concat_impl.hpp
-include/mlpack/methods/ann/layer/concat_performance.hpp
-include/mlpack/methods/ann/layer/concat_performance_impl.hpp
 include/mlpack/methods/ann/layer/concatenate.hpp
 include/mlpack/methods/ann/layer/concatenate_impl.hpp
-include/mlpack/methods/ann/layer/constant.hpp
-include/mlpack/methods/ann/layer/constant_impl.hpp
 include/mlpack/methods/ann/layer/convolution.hpp
 include/mlpack/methods/ann/layer/convolution_impl.hpp
 include/mlpack/methods/ann/layer/dropconnect.hpp
@@ -619,26 +515,11 @@ include/mlpack/methods/ann/layer/dropout.hpp
 include/mlpack/methods/ann/layer/dropout_impl.hpp
 include/mlpack/methods/ann/layer/elu.hpp
 include/mlpack/methods/ann/layer/elu_impl.hpp
-include/mlpack/methods/ann/layer/fast_lstm.hpp
-include/mlpack/methods/ann/layer/fast_lstm_impl.hpp
-include/mlpack/methods/ann/layer/flexible_relu.hpp
-include/mlpack/methods/ann/layer/flexible_relu_impl.hpp
-include/mlpack/methods/ann/layer/glimpse.hpp
-include/mlpack/methods/ann/layer/glimpse_impl.hpp
-include/mlpack/methods/ann/layer/gru.hpp
-include/mlpack/methods/ann/layer/gru_impl.hpp
-include/mlpack/methods/ann/layer/hard_tanh.hpp
-include/mlpack/methods/ann/layer/hard_tanh_impl.hpp
-include/mlpack/methods/ann/layer/hardshrink.hpp
-include/mlpack/methods/ann/layer/hardshrink_impl.hpp
-include/mlpack/methods/ann/layer/highway.hpp
-include/mlpack/methods/ann/layer/highway_impl.hpp
-include/mlpack/methods/ann/layer/join.hpp
-include/mlpack/methods/ann/layer/join_impl.hpp
+include/mlpack/methods/ann/layer/grouped_convolution.hpp
+include/mlpack/methods/ann/layer/grouped_convolution_impl.hpp
+include/mlpack/methods/ann/layer/identity.hpp
+include/mlpack/methods/ann/layer/identity_impl.hpp
 include/mlpack/methods/ann/layer/layer.hpp
-include/mlpack/methods/ann/layer/layer_norm.hpp
-include/mlpack/methods/ann/layer/layer_norm_impl.hpp
-include/mlpack/methods/ann/layer/layer_traits.hpp
 include/mlpack/methods/ann/layer/layer_types.hpp
 include/mlpack/methods/ann/layer/leaky_relu.hpp
 include/mlpack/methods/ann/layer/leaky_relu_impl.hpp
@@ -650,66 +531,117 @@ include/mlpack/methods/ann/layer/linear_no_bias.hpp
 include/mlpack/methods/ann/layer/linear_no_bias_impl.hpp
 include/mlpack/methods/ann/layer/log_softmax.hpp
 include/mlpack/methods/ann/layer/log_softmax_impl.hpp
-include/mlpack/methods/ann/layer/lookup.hpp
-include/mlpack/methods/ann/layer/lookup_impl.hpp
 include/mlpack/methods/ann/layer/lstm.hpp
 include/mlpack/methods/ann/layer/lstm_impl.hpp
 include/mlpack/methods/ann/layer/max_pooling.hpp
 include/mlpack/methods/ann/layer/max_pooling_impl.hpp
 include/mlpack/methods/ann/layer/mean_pooling.hpp
 include/mlpack/methods/ann/layer/mean_pooling_impl.hpp
-include/mlpack/methods/ann/layer/minibatch_discrimination.hpp
-include/mlpack/methods/ann/layer/minibatch_discrimination_impl.hpp
-include/mlpack/methods/ann/layer/multihead_attention.hpp
-include/mlpack/methods/ann/layer/multihead_attention_impl.hpp
-include/mlpack/methods/ann/layer/multiply_constant.hpp
-include/mlpack/methods/ann/layer/multiply_constant_impl.hpp
-include/mlpack/methods/ann/layer/multiply_merge.hpp
-include/mlpack/methods/ann/layer/multiply_merge_impl.hpp
+include/mlpack/methods/ann/layer/multi_layer.hpp
+include/mlpack/methods/ann/layer/multi_layer_impl.hpp
 include/mlpack/methods/ann/layer/noisylinear.hpp
 include/mlpack/methods/ann/layer/noisylinear_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/README.md
+include/mlpack/methods/ann/layer/not_adapted/atrous_convolution.hpp
+include/mlpack/methods/ann/layer/not_adapted/atrous_convolution_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/bicubic_interpolation.hpp
+include/mlpack/methods/ann/layer/not_adapted/bicubic_interpolation_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/bilinear_interpolation.hpp
+include/mlpack/methods/ann/layer/not_adapted/bilinear_interpolation_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/c_relu.hpp
+include/mlpack/methods/ann/layer/not_adapted/c_relu_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/channel_shuffle.hpp
+include/mlpack/methods/ann/layer/not_adapted/channel_shuffle_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/concat_performance.hpp
+include/mlpack/methods/ann/layer/not_adapted/concat_performance_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/constant.hpp
+include/mlpack/methods/ann/layer/not_adapted/constant_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/fast_lstm.hpp
+include/mlpack/methods/ann/layer/not_adapted/fast_lstm_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/flatten_t_swish.hpp
+include/mlpack/methods/ann/layer/not_adapted/flatten_t_swish_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/flexible_relu.hpp
+include/mlpack/methods/ann/layer/not_adapted/flexible_relu_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/glimpse.hpp
+include/mlpack/methods/ann/layer/not_adapted/glimpse_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/group_norm.hpp
+include/mlpack/methods/ann/layer/not_adapted/group_norm_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/gru.hpp
+include/mlpack/methods/ann/layer/not_adapted/gru_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/hard_tanh.hpp
+include/mlpack/methods/ann/layer/not_adapted/hard_tanh_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/hardshrink.hpp
+include/mlpack/methods/ann/layer/not_adapted/hardshrink_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/highway.hpp
+include/mlpack/methods/ann/layer/not_adapted/highway_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/instance_norm.hpp
+include/mlpack/methods/ann/layer/not_adapted/instance_norm_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/isrlu.hpp
+include/mlpack/methods/ann/layer/not_adapted/isrlu_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/join.hpp
+include/mlpack/methods/ann/layer/not_adapted/join_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/layer_norm.hpp
+include/mlpack/methods/ann/layer/not_adapted/layer_norm_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/lookup.hpp
+include/mlpack/methods/ann/layer/not_adapted/lookup_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/lp_pooling.hpp
+include/mlpack/methods/ann/layer/not_adapted/lp_pooling_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/minibatch_discrimination.hpp
+include/mlpack/methods/ann/layer/not_adapted/minibatch_discrimination_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/multihead_attention.hpp
+include/mlpack/methods/ann/layer/not_adapted/multihead_attention_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/multiply_constant.hpp
+include/mlpack/methods/ann/layer/not_adapted/multiply_constant_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/multiply_merge.hpp
+include/mlpack/methods/ann/layer/not_adapted/multiply_merge_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/nearest_interpolation.hpp
+include/mlpack/methods/ann/layer/not_adapted/nearest_interpolation_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/parametric_relu.hpp
+include/mlpack/methods/ann/layer/not_adapted/parametric_relu_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/pixel_shuffle.hpp
+include/mlpack/methods/ann/layer/not_adapted/pixel_shuffle_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/positional_encoding.hpp
+include/mlpack/methods/ann/layer/not_adapted/positional_encoding_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/recurrent.hpp
+include/mlpack/methods/ann/layer/not_adapted/recurrent_attention.hpp
+include/mlpack/methods/ann/layer/not_adapted/recurrent_attention_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/recurrent_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/reinforce_normal.hpp
+include/mlpack/methods/ann/layer/not_adapted/reinforce_normal_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/relu6.hpp
+include/mlpack/methods/ann/layer/not_adapted/relu6_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/reparametrization.hpp
+include/mlpack/methods/ann/layer/not_adapted/reparametrization_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/select.hpp
+include/mlpack/methods/ann/layer/not_adapted/select_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/sequential.hpp
+include/mlpack/methods/ann/layer/not_adapted/sequential_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/softmin.hpp
+include/mlpack/methods/ann/layer/not_adapted/softmin_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/softshrink.hpp
+include/mlpack/methods/ann/layer/not_adapted/softshrink_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/spatial_dropout.hpp
+include/mlpack/methods/ann/layer/not_adapted/spatial_dropout_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/subview.hpp
+include/mlpack/methods/ann/layer/not_adapted/transposed_convolution.hpp
+include/mlpack/methods/ann/layer/not_adapted/transposed_convolution_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/virtual_batch_norm.hpp
+include/mlpack/methods/ann/layer/not_adapted/virtual_batch_norm_impl.hpp
+include/mlpack/methods/ann/layer/not_adapted/weight_norm.hpp
+include/mlpack/methods/ann/layer/not_adapted/weight_norm_impl.hpp
 include/mlpack/methods/ann/layer/padding.hpp
 include/mlpack/methods/ann/layer/padding_impl.hpp
-include/mlpack/methods/ann/layer/parametric_relu.hpp
-include/mlpack/methods/ann/layer/parametric_relu_impl.hpp
-include/mlpack/methods/ann/layer/positional_encoding.hpp
-include/mlpack/methods/ann/layer/positional_encoding_impl.hpp
 include/mlpack/methods/ann/layer/radial_basis_function.hpp
 include/mlpack/methods/ann/layer/radial_basis_function_impl.hpp
-include/mlpack/methods/ann/layer/recurrent.hpp
-include/mlpack/methods/ann/layer/recurrent_attention.hpp
-include/mlpack/methods/ann/layer/recurrent_attention_impl.hpp
-include/mlpack/methods/ann/layer/recurrent_impl.hpp
-include/mlpack/methods/ann/layer/reinforce_normal.hpp
-include/mlpack/methods/ann/layer/reinforce_normal_impl.hpp
-include/mlpack/methods/ann/layer/reparametrization.hpp
-include/mlpack/methods/ann/layer/reparametrization_impl.hpp
-include/mlpack/methods/ann/layer/select.hpp
-include/mlpack/methods/ann/layer/select_impl.hpp
-include/mlpack/methods/ann/layer/sequential.hpp
-include/mlpack/methods/ann/layer/sequential_impl.hpp
+include/mlpack/methods/ann/layer/recurrent_layer.hpp
+include/mlpack/methods/ann/layer/recurrent_layer_impl.hpp
+include/mlpack/methods/ann/layer/serialization.hpp
 include/mlpack/methods/ann/layer/softmax.hpp
 include/mlpack/methods/ann/layer/softmax_impl.hpp
-include/mlpack/methods/ann/layer/softmin.hpp
-include/mlpack/methods/ann/layer/softmin_impl.hpp
-include/mlpack/methods/ann/layer/softshrink.hpp
-include/mlpack/methods/ann/layer/softshrink_impl.hpp
-include/mlpack/methods/ann/layer/spatial_dropout.hpp
-include/mlpack/methods/ann/layer/spatial_dropout_impl.hpp
-include/mlpack/methods/ann/layer/subview.hpp
-include/mlpack/methods/ann/layer/transposed_convolution.hpp
-include/mlpack/methods/ann/layer/transposed_convolution_impl.hpp
-include/mlpack/methods/ann/layer/virtual_batch_norm.hpp
-include/mlpack/methods/ann/layer/virtual_batch_norm_impl.hpp
-include/mlpack/methods/ann/layer/vr_class_reward.hpp
-include/mlpack/methods/ann/layer/vr_class_reward_impl.hpp
-include/mlpack/methods/ann/layer/weight_norm.hpp
-include/mlpack/methods/ann/layer/weight_norm_impl.hpp
-include/mlpack/methods/ann/layer_names.hpp
+include/mlpack/methods/ann/loss_functions/binary_cross_entropy_loss.hpp
+include/mlpack/methods/ann/loss_functions/binary_cross_entropy_loss_impl.hpp
 include/mlpack/methods/ann/loss_functions/cosine_embedding_loss.hpp
 include/mlpack/methods/ann/loss_functions/cosine_embedding_loss_impl.hpp
-include/mlpack/methods/ann/loss_functions/cross_entropy_error.hpp
-include/mlpack/methods/ann/loss_functions/cross_entropy_error_impl.hpp
 include/mlpack/methods/ann/loss_functions/dice_loss.hpp
 include/mlpack/methods/ann/loss_functions/dice_loss_impl.hpp
 include/mlpack/methods/ann/loss_functions/earth_mover_distance.hpp
@@ -718,6 +650,8 @@ include/mlpack/methods/ann/loss_functions/empty_loss.hpp
 include/mlpack/methods/ann/loss_functions/empty_loss_impl.hpp
 include/mlpack/methods/ann/loss_functions/hinge_embedding_loss.hpp
 include/mlpack/methods/ann/loss_functions/hinge_embedding_loss_impl.hpp
+include/mlpack/methods/ann/loss_functions/hinge_loss.hpp
+include/mlpack/methods/ann/loss_functions/hinge_loss_impl.hpp
 include/mlpack/methods/ann/loss_functions/huber_loss.hpp
 include/mlpack/methods/ann/loss_functions/huber_loss_impl.hpp
 include/mlpack/methods/ann/loss_functions/kl_divergence.hpp
@@ -726,6 +660,7 @@ include/mlpack/methods/ann/loss_functions/l1_loss.hpp
 include/mlpack/methods/ann/loss_functions/l1_loss_impl.hpp
 include/mlpack/methods/ann/loss_functions/log_cosh_loss.hpp
 include/mlpack/methods/ann/loss_functions/log_cosh_loss_impl.hpp
+include/mlpack/methods/ann/loss_functions/loss_functions.hpp
 include/mlpack/methods/ann/loss_functions/margin_ranking_loss.hpp
 include/mlpack/methods/ann/loss_functions/margin_ranking_loss_impl.hpp
 include/mlpack/methods/ann/loss_functions/mean_absolute_percentage_error.hpp
@@ -736,6 +671,8 @@ include/mlpack/methods/ann/loss_functions/mean_squared_error.hpp
 include/mlpack/methods/ann/loss_functions/mean_squared_error_impl.hpp
 include/mlpack/methods/ann/loss_functions/mean_squared_logarithmic_error.hpp
 include/mlpack/methods/ann/loss_functions/mean_squared_logarithmic_error_impl.hpp
+include/mlpack/methods/ann/loss_functions/multilabel_softmargin_loss.hpp
+include/mlpack/methods/ann/loss_functions/multilabel_softmargin_loss_impl.hpp
 include/mlpack/methods/ann/loss_functions/negative_log_likelihood.hpp
 include/mlpack/methods/ann/loss_functions/negative_log_likelihood_impl.hpp
 include/mlpack/methods/ann/loss_functions/poisson_nll_loss.hpp
@@ -746,10 +683,24 @@ include/mlpack/methods/ann/loss_functions/sigmoid_cross_entropy_error.hpp
 include/mlpack/methods/ann/loss_functions/sigmoid_cross_entropy_error_impl.hpp
 include/mlpack/methods/ann/loss_functions/soft_margin_loss.hpp
 include/mlpack/methods/ann/loss_functions/soft_margin_loss_impl.hpp
-include/mlpack/methods/ann/rbm/rbm.hpp
-include/mlpack/methods/ann/rbm/rbm_impl.hpp
-include/mlpack/methods/ann/rbm/rbm_policies.hpp
-include/mlpack/methods/ann/rbm/spike_slab_rbm_impl.hpp
+include/mlpack/methods/ann/loss_functions/triplet_margin_loss.hpp
+include/mlpack/methods/ann/loss_functions/triplet_margin_loss_impl.hpp
+include/mlpack/methods/ann/loss_functions/vr_class_reward.hpp
+include/mlpack/methods/ann/loss_functions/vr_class_reward_impl.hpp
+include/mlpack/methods/ann/make_alias.hpp
+include/mlpack/methods/ann/not_adapted/brnn.hpp
+include/mlpack/methods/ann/not_adapted/brnn_impl.hpp
+include/mlpack/methods/ann/not_adapted/gan/gan.hpp
+include/mlpack/methods/ann/not_adapted/gan/gan_impl.hpp
+include/mlpack/methods/ann/not_adapted/gan/gan_policies.hpp
+include/mlpack/methods/ann/not_adapted/gan/metrics/inception_score.hpp
+include/mlpack/methods/ann/not_adapted/gan/metrics/inception_score_impl.hpp
+include/mlpack/methods/ann/not_adapted/gan/wgan_impl.hpp
+include/mlpack/methods/ann/not_adapted/gan/wgangp_impl.hpp
+include/mlpack/methods/ann/not_adapted/rbm/rbm.hpp
+include/mlpack/methods/ann/not_adapted/rbm/rbm_impl.hpp
+include/mlpack/methods/ann/not_adapted/rbm/rbm_policies.hpp
+include/mlpack/methods/ann/not_adapted/rbm/spike_slab_rbm_impl.hpp
 include/mlpack/methods/ann/regularizer/lregularizer.hpp
 include/mlpack/methods/ann/regularizer/lregularizer_impl.hpp
 include/mlpack/methods/ann/regularizer/no_regularizer.hpp
@@ -758,79 +709,35 @@ include/mlpack/methods/ann/regularizer/orthogonal_regularizer_impl.hpp
 include/mlpack/methods/ann/regularizer/regularizer.hpp
 include/mlpack/methods/ann/rnn.hpp
 include/mlpack/methods/ann/rnn_impl.hpp
-include/mlpack/methods/ann/visitor/add_visitor.hpp
-include/mlpack/methods/ann/visitor/add_visitor_impl.hpp
-include/mlpack/methods/ann/visitor/backward_visitor.hpp
-include/mlpack/methods/ann/visitor/backward_visitor_impl.hpp
-include/mlpack/methods/ann/visitor/bias_set_visitor.hpp
-include/mlpack/methods/ann/visitor/bias_set_visitor_impl.hpp
-include/mlpack/methods/ann/visitor/copy_visitor.hpp
-include/mlpack/methods/ann/visitor/copy_visitor_impl.hpp
-include/mlpack/methods/ann/visitor/delete_visitor.hpp
-include/mlpack/methods/ann/visitor/delete_visitor_impl.hpp
-include/mlpack/methods/ann/visitor/delta_visitor.hpp
-include/mlpack/methods/ann/visitor/delta_visitor_impl.hpp
-include/mlpack/methods/ann/visitor/deterministic_set_visitor.hpp
-include/mlpack/methods/ann/visitor/deterministic_set_visitor_impl.hpp
-include/mlpack/methods/ann/visitor/forward_visitor.hpp
-include/mlpack/methods/ann/visitor/forward_visitor_impl.hpp
-include/mlpack/methods/ann/visitor/gradient_set_visitor.hpp
-include/mlpack/methods/ann/visitor/gradient_set_visitor_impl.hpp
-include/mlpack/methods/ann/visitor/gradient_update_visitor.hpp
-include/mlpack/methods/ann/visitor/gradient_update_visitor_impl.hpp
-include/mlpack/methods/ann/visitor/gradient_visitor.hpp
-include/mlpack/methods/ann/visitor/gradient_visitor_impl.hpp
-include/mlpack/methods/ann/visitor/gradient_zero_visitor.hpp
-include/mlpack/methods/ann/visitor/gradient_zero_visitor_impl.hpp
-include/mlpack/methods/ann/visitor/load_output_parameter_visitor.hpp
-include/mlpack/methods/ann/visitor/load_output_parameter_visitor_impl.hpp
-include/mlpack/methods/ann/visitor/loss_visitor.hpp
-include/mlpack/methods/ann/visitor/loss_visitor_impl.hpp
-include/mlpack/methods/ann/visitor/output_height_visitor.hpp
-include/mlpack/methods/ann/visitor/output_height_visitor_impl.hpp
-include/mlpack/methods/ann/visitor/output_parameter_visitor.hpp
-include/mlpack/methods/ann/visitor/output_parameter_visitor_impl.hpp
-include/mlpack/methods/ann/visitor/output_width_visitor.hpp
-include/mlpack/methods/ann/visitor/output_width_visitor_impl.hpp
-include/mlpack/methods/ann/visitor/parameters_set_visitor.hpp
-include/mlpack/methods/ann/visitor/parameters_set_visitor_impl.hpp
-include/mlpack/methods/ann/visitor/parameters_visitor.hpp
-include/mlpack/methods/ann/visitor/parameters_visitor_impl.hpp
-include/mlpack/methods/ann/visitor/reset_cell_visitor.hpp
-include/mlpack/methods/ann/visitor/reset_cell_visitor_impl.hpp
-include/mlpack/methods/ann/visitor/reset_visitor.hpp
-include/mlpack/methods/ann/visitor/reset_visitor_impl.hpp
-include/mlpack/methods/ann/visitor/reward_set_visitor.hpp
-include/mlpack/methods/ann/visitor/reward_set_visitor_impl.hpp
-include/mlpack/methods/ann/visitor/run_set_visitor.hpp
-include/mlpack/methods/ann/visitor/run_set_visitor_impl.hpp
-include/mlpack/methods/ann/visitor/save_output_parameter_visitor.hpp
-include/mlpack/methods/ann/visitor/save_output_parameter_visitor_impl.hpp
-include/mlpack/methods/ann/visitor/set_input_height_visitor.hpp
-include/mlpack/methods/ann/visitor/set_input_height_visitor_impl.hpp
-include/mlpack/methods/ann/visitor/set_input_width_visitor.hpp
-include/mlpack/methods/ann/visitor/set_input_width_visitor_impl.hpp
-include/mlpack/methods/ann/visitor/weight_set_visitor.hpp
-include/mlpack/methods/ann/visitor/weight_set_visitor_impl.hpp
-include/mlpack/methods/ann/visitor/weight_size_visitor.hpp
-include/mlpack/methods/ann/visitor/weight_size_visitor_impl.hpp
+include/mlpack/methods/approx_kfn.hpp
+include/mlpack/methods/approx_kfn/approx_kfn.hpp
+include/mlpack/methods/approx_kfn/approx_kfn_main.cpp
 include/mlpack/methods/approx_kfn/drusilla_select.hpp
 include/mlpack/methods/approx_kfn/drusilla_select_impl.hpp
 include/mlpack/methods/approx_kfn/qdafn.hpp
 include/mlpack/methods/approx_kfn/qdafn_impl.hpp
+include/mlpack/methods/bayesian_linear_regression.hpp
 include/mlpack/methods/bayesian_linear_regression/bayesian_linear_regression.hpp
 include/mlpack/methods/bayesian_linear_regression/bayesian_linear_regression_impl.hpp
+include/mlpack/methods/bayesian_linear_regression/bayesian_linear_regression_main.cpp
+include/mlpack/methods/bias_svd.hpp
 include/mlpack/methods/bias_svd/bias_svd.hpp
 include/mlpack/methods/bias_svd/bias_svd_function.hpp
 include/mlpack/methods/bias_svd/bias_svd_function_impl.hpp
 include/mlpack/methods/bias_svd/bias_svd_impl.hpp
+include/mlpack/methods/block_krylov_svd.hpp
+include/mlpack/methods/block_krylov_svd/block_krylov_svd.hpp
 include/mlpack/methods/block_krylov_svd/randomized_block_krylov_svd.hpp
+include/mlpack/methods/block_krylov_svd/randomized_block_krylov_svd_impl.hpp
+include/mlpack/methods/cf.hpp
 include/mlpack/methods/cf/cf.hpp
 include/mlpack/methods/cf/cf_impl.hpp
+include/mlpack/methods/cf/cf_main.cpp
 include/mlpack/methods/cf/cf_model.hpp
 include/mlpack/methods/cf/cf_model_impl.hpp
 include/mlpack/methods/cf/decomposition_policies/batch_svd_method.hpp
 include/mlpack/methods/cf/decomposition_policies/bias_svd_method.hpp
+include/mlpack/methods/cf/decomposition_policies/decomposition_policies.hpp
 include/mlpack/methods/cf/decomposition_policies/nmf_method.hpp
*** 380 LINES SKIPPED ***