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diff --git a/math/ensmallen/Makefile b/math/ensmallen/Makefile
index d266afc7b8c7..7ad316fd6658 100644
--- a/math/ensmallen/Makefile
+++ b/math/ensmallen/Makefile
@@ -1,27 +1,28 @@
PORTNAME= ensmallen
-DISTVERSION= 2.21.1
+DISTVERSION= 2.22.1
CATEGORIES= math
MASTER_SITES= https://ensmallen.org/files/
MAINTAINER= yuri@FreeBSD.org
COMMENT= Flexible C++ library for efficient mathematical optimization
-WWW= https://ensmallen.org/
+WWW= https://ensmallen.org \
+ https://github.com/mlpack/ensmallen
LICENSE= BSD3CLAUSE
LICENSE_FILE= ${WRKSRC}/LICENSE.txt
BUILD_DEPENDS= ${LOCALBASE}/include/armadillo_bits/config.hpp:math/armadillo
RUN_DEPENDS= ${LOCALBASE}/include/armadillo_bits/config.hpp:math/armadillo
USES= cmake compiler:c++11-lang localbase
CMAKE_ON= BUILD_TESTS # will be removed
NO_BUILD= yes
NO_ARCH= yes
do-test:
@cd ${BUILD_WRKSRC} && \
${SETENV} ${MAKE_ENV} ${MAKE_CMD} ${MAKE_ARGS} ensmallen_tests && \
./ensmallen_tests
.include <bsd.port.mk>
diff --git a/math/ensmallen/distinfo b/math/ensmallen/distinfo
index 1855de9569a2..cfc84179ee94 100644
--- a/math/ensmallen/distinfo
+++ b/math/ensmallen/distinfo
@@ -1,3 +1,3 @@
-TIMESTAMP = 1714017116
-SHA256 (ensmallen-2.21.1.tar.gz) = 820eee4d8aa32662ff6a7d883a1bcaf4e9bf9ca0a3171d94c5398fe745008750
-SIZE (ensmallen-2.21.1.tar.gz) = 1336254
+TIMESTAMP = 1737930008
+SHA256 (ensmallen-2.22.1.tar.gz) = daf53fe96783043ca33151a3851d054a826fab8d9a173e6bcbbedd4a7eabf5b1
+SIZE (ensmallen-2.22.1.tar.gz) = 1365626
diff --git a/math/ensmallen/pkg-plist b/math/ensmallen/pkg-plist
index 97cdf07c5ed5..f43ef4302dd8 100644
--- a/math/ensmallen/pkg-plist
+++ b/math/ensmallen/pkg-plist
@@ -1,267 +1,285 @@
include/ensmallen.hpp
include/ensmallen_bits/ada_belief/ada_belief.hpp
include/ensmallen_bits/ada_belief/ada_belief_impl.hpp
include/ensmallen_bits/ada_belief/ada_belief_update.hpp
include/ensmallen_bits/ada_bound/ada_bound.hpp
include/ensmallen_bits/ada_bound/ada_bound_impl.hpp
include/ensmallen_bits/ada_bound/ada_bound_update.hpp
include/ensmallen_bits/ada_bound/ams_bound_update.hpp
include/ensmallen_bits/ada_delta/ada_delta.hpp
include/ensmallen_bits/ada_delta/ada_delta_impl.hpp
include/ensmallen_bits/ada_delta/ada_delta_update.hpp
include/ensmallen_bits/ada_grad/ada_grad.hpp
include/ensmallen_bits/ada_grad/ada_grad_impl.hpp
include/ensmallen_bits/ada_grad/ada_grad_update.hpp
include/ensmallen_bits/ada_sqrt/ada_sqrt.hpp
include/ensmallen_bits/ada_sqrt/ada_sqrt_impl.hpp
include/ensmallen_bits/ada_sqrt/ada_sqrt_update.hpp
include/ensmallen_bits/adam/adam.hpp
include/ensmallen_bits/adam/adam_impl.hpp
include/ensmallen_bits/adam/adam_update.hpp
include/ensmallen_bits/adam/adamax_update.hpp
include/ensmallen_bits/adam/amsgrad_update.hpp
include/ensmallen_bits/adam/nadam_update.hpp
include/ensmallen_bits/adam/nadamax_update.hpp
include/ensmallen_bits/adam/optimisticadam_update.hpp
+include/ensmallen_bits/agemoea/agemoea.hpp
+include/ensmallen_bits/agemoea/agemoea_impl.hpp
include/ensmallen_bits/aug_lagrangian/aug_lagrangian.hpp
include/ensmallen_bits/aug_lagrangian/aug_lagrangian_function.hpp
include/ensmallen_bits/aug_lagrangian/aug_lagrangian_function_impl.hpp
include/ensmallen_bits/aug_lagrangian/aug_lagrangian_impl.hpp
include/ensmallen_bits/bigbatch_sgd/adaptive_stepsize.hpp
include/ensmallen_bits/bigbatch_sgd/backtracking_line_search.hpp
include/ensmallen_bits/bigbatch_sgd/bigbatch_sgd.hpp
include/ensmallen_bits/bigbatch_sgd/bigbatch_sgd_impl.hpp
include/ensmallen_bits/callbacks/callbacks.hpp
include/ensmallen_bits/callbacks/early_stop_at_min_loss.hpp
include/ensmallen_bits/callbacks/grad_clip_by_norm.hpp
include/ensmallen_bits/callbacks/grad_clip_by_value.hpp
include/ensmallen_bits/callbacks/print_loss.hpp
include/ensmallen_bits/callbacks/progress_bar.hpp
include/ensmallen_bits/callbacks/query_front.hpp
include/ensmallen_bits/callbacks/report.hpp
include/ensmallen_bits/callbacks/store_best_coordinates.hpp
include/ensmallen_bits/callbacks/timer_stop.hpp
include/ensmallen_bits/callbacks/traits.hpp
include/ensmallen_bits/cd/cd.hpp
include/ensmallen_bits/cd/cd_impl.hpp
include/ensmallen_bits/cd/descent_policies/cyclic_descent.hpp
include/ensmallen_bits/cd/descent_policies/greedy_descent.hpp
include/ensmallen_bits/cd/descent_policies/random_descent.hpp
include/ensmallen_bits/cmaes/active_cmaes.hpp
include/ensmallen_bits/cmaes/active_cmaes_impl.hpp
include/ensmallen_bits/cmaes/cmaes.hpp
include/ensmallen_bits/cmaes/cmaes_impl.hpp
include/ensmallen_bits/cmaes/full_selection.hpp
include/ensmallen_bits/cmaes/not_empty_transformation.hpp
+include/ensmallen_bits/cmaes/pop_cmaes.hpp
+include/ensmallen_bits/cmaes/pop_cmaes_impl.hpp
include/ensmallen_bits/cmaes/random_selection.hpp
include/ensmallen_bits/cmaes/transformation_policies/boundary_box_constraint.hpp
include/ensmallen_bits/cmaes/transformation_policies/empty_transformation.hpp
include/ensmallen_bits/cne/cne.hpp
include/ensmallen_bits/cne/cne_impl.hpp
include/ensmallen_bits/config.hpp
include/ensmallen_bits/de/de.hpp
include/ensmallen_bits/de/de_impl.hpp
include/ensmallen_bits/demon_adam/demon_adam.hpp
include/ensmallen_bits/demon_adam/demon_adam_update.hpp
include/ensmallen_bits/demon_sgd/demon_sgd.hpp
include/ensmallen_bits/demon_sgd/demon_sgd_update.hpp
include/ensmallen_bits/ens_version.hpp
include/ensmallen_bits/eve/eve.hpp
include/ensmallen_bits/eve/eve_impl.hpp
include/ensmallen_bits/ftml/ftml.hpp
include/ensmallen_bits/ftml/ftml_impl.hpp
include/ensmallen_bits/ftml/ftml_update.hpp
include/ensmallen_bits/function.hpp
include/ensmallen_bits/function/add_evaluate.hpp
include/ensmallen_bits/function/add_evaluate_with_gradient.hpp
include/ensmallen_bits/function/add_gradient.hpp
include/ensmallen_bits/function/add_separable_evaluate.hpp
include/ensmallen_bits/function/add_separable_evaluate_with_gradient.hpp
include/ensmallen_bits/function/add_separable_gradient.hpp
include/ensmallen_bits/function/arma_traits.hpp
include/ensmallen_bits/function/sfinae_utility.hpp
include/ensmallen_bits/function/static_checks.hpp
include/ensmallen_bits/function/traits.hpp
include/ensmallen_bits/fw/atoms.hpp
include/ensmallen_bits/fw/constr_lpball.hpp
include/ensmallen_bits/fw/constr_structure_group.hpp
include/ensmallen_bits/fw/frank_wolfe.hpp
include/ensmallen_bits/fw/frank_wolfe_impl.hpp
include/ensmallen_bits/fw/func_sq.hpp
include/ensmallen_bits/fw/line_search/line_search.hpp
include/ensmallen_bits/fw/line_search/line_search_impl.hpp
include/ensmallen_bits/fw/proximal/proximal.hpp
include/ensmallen_bits/fw/proximal/proximal_impl.hpp
include/ensmallen_bits/fw/update_classic.hpp
include/ensmallen_bits/fw/update_full_correction.hpp
include/ensmallen_bits/fw/update_linesearch.hpp
include/ensmallen_bits/fw/update_span.hpp
include/ensmallen_bits/gradient_descent/gradient_descent.hpp
include/ensmallen_bits/gradient_descent/gradient_descent_impl.hpp
include/ensmallen_bits/grid_search/grid_search.hpp
include/ensmallen_bits/grid_search/grid_search_impl.hpp
include/ensmallen_bits/iqn/iqn.hpp
include/ensmallen_bits/iqn/iqn_impl.hpp
include/ensmallen_bits/katyusha/katyusha.hpp
include/ensmallen_bits/katyusha/katyusha_impl.hpp
include/ensmallen_bits/lbfgs/lbfgs.hpp
include/ensmallen_bits/lbfgs/lbfgs_impl.hpp
include/ensmallen_bits/log.hpp
include/ensmallen_bits/lookahead/lookahead.hpp
include/ensmallen_bits/lookahead/lookahead_impl.hpp
include/ensmallen_bits/moead/decomposition_policies/pbi_decomposition.hpp
include/ensmallen_bits/moead/decomposition_policies/tchebycheff_decomposition.hpp
include/ensmallen_bits/moead/decomposition_policies/weighted_decomposition.hpp
include/ensmallen_bits/moead/moead.hpp
include/ensmallen_bits/moead/moead_impl.hpp
include/ensmallen_bits/moead/weight_init_policies/bbs_init.hpp
include/ensmallen_bits/moead/weight_init_policies/dirichlet_init.hpp
include/ensmallen_bits/moead/weight_init_policies/uniform_init.hpp
include/ensmallen_bits/nsga2/nsga2.hpp
include/ensmallen_bits/nsga2/nsga2_impl.hpp
include/ensmallen_bits/padam/padam.hpp
include/ensmallen_bits/padam/padam_update.hpp
include/ensmallen_bits/parallel_sgd/decay_policies/constant_step.hpp
include/ensmallen_bits/parallel_sgd/decay_policies/exponential_backoff.hpp
include/ensmallen_bits/parallel_sgd/parallel_sgd.hpp
include/ensmallen_bits/parallel_sgd/parallel_sgd_impl.hpp
include/ensmallen_bits/problems/ackley_function.hpp
include/ensmallen_bits/problems/ackley_function_impl.hpp
include/ensmallen_bits/problems/aug_lagrangian_test_functions.hpp
include/ensmallen_bits/problems/aug_lagrangian_test_functions_impl.hpp
include/ensmallen_bits/problems/beale_function.hpp
include/ensmallen_bits/problems/beale_function_impl.hpp
include/ensmallen_bits/problems/booth_function.hpp
include/ensmallen_bits/problems/booth_function_impl.hpp
include/ensmallen_bits/problems/bukin_function.hpp
include/ensmallen_bits/problems/bukin_function_impl.hpp
include/ensmallen_bits/problems/colville_function.hpp
include/ensmallen_bits/problems/colville_function_impl.hpp
include/ensmallen_bits/problems/cross_in_tray_function.hpp
include/ensmallen_bits/problems/cross_in_tray_function_impl.hpp
include/ensmallen_bits/problems/drop_wave_function.hpp
include/ensmallen_bits/problems/drop_wave_function_impl.hpp
+include/ensmallen_bits/problems/dtlz/dtlz1_function.hpp
+include/ensmallen_bits/problems/dtlz/dtlz2_function.hpp
+include/ensmallen_bits/problems/dtlz/dtlz3_function.hpp
+include/ensmallen_bits/problems/dtlz/dtlz4_function.hpp
+include/ensmallen_bits/problems/dtlz/dtlz5_function.hpp
+include/ensmallen_bits/problems/dtlz/dtlz6_function.hpp
+include/ensmallen_bits/problems/dtlz/dtlz7_function.hpp
include/ensmallen_bits/problems/easom_function.hpp
include/ensmallen_bits/problems/easom_function_impl.hpp
include/ensmallen_bits/problems/eggholder_function.hpp
include/ensmallen_bits/problems/eggholder_function_impl.hpp
include/ensmallen_bits/problems/fonseca_fleming_function.hpp
include/ensmallen_bits/problems/fw_test_function.hpp
include/ensmallen_bits/problems/generalized_rosenbrock_function.hpp
include/ensmallen_bits/problems/generalized_rosenbrock_function_impl.hpp
include/ensmallen_bits/problems/goldstein_price_function.hpp
include/ensmallen_bits/problems/goldstein_price_function_impl.hpp
include/ensmallen_bits/problems/gradient_descent_test_function.hpp
include/ensmallen_bits/problems/gradient_descent_test_function_impl.hpp
include/ensmallen_bits/problems/himmelblau_function.hpp
include/ensmallen_bits/problems/himmelblau_function_impl.hpp
include/ensmallen_bits/problems/holder_table_function.hpp
include/ensmallen_bits/problems/holder_table_function_impl.hpp
include/ensmallen_bits/problems/levy_function_n13.hpp
include/ensmallen_bits/problems/levy_function_n13_impl.hpp
include/ensmallen_bits/problems/logistic_regression_function.hpp
include/ensmallen_bits/problems/logistic_regression_function_impl.hpp
+include/ensmallen_bits/problems/maf/maf1_function.hpp
+include/ensmallen_bits/problems/maf/maf2_function.hpp
+include/ensmallen_bits/problems/maf/maf3_function.hpp
+include/ensmallen_bits/problems/maf/maf4_function.hpp
+include/ensmallen_bits/problems/maf/maf5_function.hpp
+include/ensmallen_bits/problems/maf/maf6_function.hpp
include/ensmallen_bits/problems/matyas_function.hpp
include/ensmallen_bits/problems/matyas_function_impl.hpp
include/ensmallen_bits/problems/mc_cormick_function.hpp
include/ensmallen_bits/problems/mc_cormick_function_impl.hpp
include/ensmallen_bits/problems/problems.hpp
include/ensmallen_bits/problems/rastrigin_function.hpp
include/ensmallen_bits/problems/rastrigin_function_impl.hpp
include/ensmallen_bits/problems/rosenbrock_function.hpp
include/ensmallen_bits/problems/rosenbrock_function_impl.hpp
include/ensmallen_bits/problems/rosenbrock_wood_function.hpp
include/ensmallen_bits/problems/rosenbrock_wood_function_impl.hpp
include/ensmallen_bits/problems/schaffer_function_n1.hpp
include/ensmallen_bits/problems/schaffer_function_n2.hpp
include/ensmallen_bits/problems/schaffer_function_n2_impl.hpp
include/ensmallen_bits/problems/schaffer_function_n4.hpp
include/ensmallen_bits/problems/schaffer_function_n4_impl.hpp
include/ensmallen_bits/problems/schwefel_function.hpp
include/ensmallen_bits/problems/schwefel_function_impl.hpp
include/ensmallen_bits/problems/sgd_test_function.hpp
include/ensmallen_bits/problems/sgd_test_function_impl.hpp
include/ensmallen_bits/problems/softmax_regression_function.hpp
include/ensmallen_bits/problems/softmax_regression_function_impl.hpp
include/ensmallen_bits/problems/sparse_test_function.hpp
include/ensmallen_bits/problems/sparse_test_function_impl.hpp
include/ensmallen_bits/problems/sphere_function.hpp
include/ensmallen_bits/problems/sphere_function_impl.hpp
include/ensmallen_bits/problems/styblinski_tang_function.hpp
include/ensmallen_bits/problems/styblinski_tang_function_impl.hpp
include/ensmallen_bits/problems/three_hump_camel_function.hpp
include/ensmallen_bits/problems/three_hump_camel_function_impl.hpp
include/ensmallen_bits/problems/wood_function.hpp
include/ensmallen_bits/problems/wood_function_impl.hpp
include/ensmallen_bits/problems/zdt/zdt1_function.hpp
include/ensmallen_bits/problems/zdt/zdt2_function.hpp
include/ensmallen_bits/problems/zdt/zdt3_function.hpp
include/ensmallen_bits/problems/zdt/zdt4_function.hpp
include/ensmallen_bits/problems/zdt/zdt6_function.hpp
include/ensmallen_bits/pso/init_policies/default_init.hpp
include/ensmallen_bits/pso/pso.hpp
include/ensmallen_bits/pso/pso_impl.hpp
include/ensmallen_bits/pso/update_policies/lbest_update.hpp
include/ensmallen_bits/qhadam/qhadam.hpp
include/ensmallen_bits/qhadam/qhadam_impl.hpp
include/ensmallen_bits/qhadam/qhadam_update.hpp
include/ensmallen_bits/rmsprop/rmsprop.hpp
include/ensmallen_bits/rmsprop/rmsprop_update.hpp
include/ensmallen_bits/sa/exponential_schedule.hpp
include/ensmallen_bits/sa/sa.hpp
include/ensmallen_bits/sa/sa_impl.hpp
include/ensmallen_bits/sarah/sarah.hpp
include/ensmallen_bits/sarah/sarah_impl.hpp
include/ensmallen_bits/sarah/sarah_plus_update.hpp
include/ensmallen_bits/sarah/sarah_update.hpp
include/ensmallen_bits/sdp/lin_alg.hpp
include/ensmallen_bits/sdp/lrsdp.hpp
include/ensmallen_bits/sdp/lrsdp_function.hpp
include/ensmallen_bits/sdp/lrsdp_function_impl.hpp
include/ensmallen_bits/sdp/lrsdp_impl.hpp
include/ensmallen_bits/sdp/primal_dual.hpp
include/ensmallen_bits/sdp/primal_dual_impl.hpp
include/ensmallen_bits/sdp/sdp.hpp
include/ensmallen_bits/sdp/sdp_impl.hpp
include/ensmallen_bits/sgd/decay_policies/no_decay.hpp
include/ensmallen_bits/sgd/sgd.hpp
include/ensmallen_bits/sgd/sgd_impl.hpp
include/ensmallen_bits/sgd/update_policies/gradient_clipping.hpp
include/ensmallen_bits/sgd/update_policies/momentum_update.hpp
include/ensmallen_bits/sgd/update_policies/nesterov_momentum_update.hpp
include/ensmallen_bits/sgd/update_policies/quasi_hyperbolic_update.hpp
include/ensmallen_bits/sgd/update_policies/vanilla_update.hpp
include/ensmallen_bits/sgdr/cyclical_decay.hpp
include/ensmallen_bits/sgdr/sgdr.hpp
include/ensmallen_bits/sgdr/sgdr_impl.hpp
include/ensmallen_bits/sgdr/snapshot_ensembles.hpp
include/ensmallen_bits/sgdr/snapshot_sgdr.hpp
include/ensmallen_bits/sgdr/snapshot_sgdr_impl.hpp
include/ensmallen_bits/smorms3/smorms3.hpp
include/ensmallen_bits/smorms3/smorms3_impl.hpp
include/ensmallen_bits/smorms3/smorms3_update.hpp
include/ensmallen_bits/spalera_sgd/spalera_sgd.hpp
include/ensmallen_bits/spalera_sgd/spalera_sgd_impl.hpp
include/ensmallen_bits/spalera_sgd/spalera_stepsize.hpp
include/ensmallen_bits/spsa/spsa.hpp
include/ensmallen_bits/spsa/spsa_impl.hpp
include/ensmallen_bits/svrg/barzilai_borwein_decay.hpp
include/ensmallen_bits/svrg/svrg.hpp
include/ensmallen_bits/svrg/svrg_impl.hpp
include/ensmallen_bits/svrg/svrg_update.hpp
include/ensmallen_bits/swats/swats.hpp
include/ensmallen_bits/swats/swats_impl.hpp
include/ensmallen_bits/swats/swats_update.hpp
include/ensmallen_bits/utility/any.hpp
include/ensmallen_bits/utility/arma_traits.hpp
include/ensmallen_bits/utility/indicators/epsilon.hpp
+include/ensmallen_bits/utility/indicators/igd.hpp
include/ensmallen_bits/utility/indicators/igd_plus.hpp
include/ensmallen_bits/wn_grad/wn_grad.hpp
include/ensmallen_bits/wn_grad/wn_grad_impl.hpp
include/ensmallen_bits/wn_grad/wn_grad_update.hpp
include/ensmallen_bits/yogi/yogi.hpp
include/ensmallen_bits/yogi/yogi_impl.hpp
include/ensmallen_bits/yogi/yogi_update.hpp
lib/cmake/ensmallen/ensmallen-config-version.cmake
lib/cmake/ensmallen/ensmallen-config.cmake
lib/cmake/ensmallen/ensmallen-targets.cmake

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