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z>}b*0ZHdl>RG>RGbn$sa$B5{0@B0x$P~Ym0m5x1CiRf4n{koXdxp+#?)FE0J z^KI{Xb=|_KeQQ@}Pt=5d?};oesE4snC(yA+JJ8s|lbUyqkBRnRCLax=0 z0KH)c4cv!7L<>&|!`Z_02SESSm_A`fw8bo1F(&WeuZ=>_dr~mYZIw03Q54F|%~_|a zV9m%KRJeBYkb*lTn?2iPcVy>Du~CK2JkM@ZC0d^C?yNt`nB1|1w8hsGJWj%@N~jOI ztC`lt-+IQ<1F1yvMMc7$FF7RB(mUsfDluiu>S%J;$nR|~I z>${{QJIl)$ Date: Tue, 21 Feb 2023 07:45:14 +0800 Subject: [PATCH 02/41] missing mou objective is now an error --- src/libs/pestpp_common/MOEA.cpp | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/src/libs/pestpp_common/MOEA.cpp b/src/libs/pestpp_common/MOEA.cpp index 6ccb0f67..bbb69f80 100644 --- a/src/libs/pestpp_common/MOEA.cpp +++ b/src/libs/pestpp_common/MOEA.cpp @@ -1862,10 +1862,11 @@ void MOEA::initialize() else if (missing.size() > 0) { ss.str(""); - ss << "WARNING: the following mou_objectives were not found in the non-zero-weighted observations or prior info eqs: "; + ss << "the following mou_objectives were not found in the non-zero-weighted observations or prior info eqs: "; for (auto m : missing) ss << m << ","; - message(1, ss.str()); + //message(1, ss.str()); + throw_moea_error(ss.str()); } obs_obj_names = keep_obs; From ec0aba85bc1d9a43310a10977d43e0dbf4e5069d Mon Sep 17 00:00:00 2001 From: jdub Date: Mon, 27 Feb 2023 12:26:38 +0800 Subject: [PATCH 03/41] working on tracking and update all past memebers based on current chances ie rui's problem --- src/libs/pestpp_common/MOEA.cpp | 55 ++++++++++++++++++++++++++++----- src/libs/pestpp_common/MOEA.h | 8 ++--- 2 files changed, 52 insertions(+), 11 deletions(-) diff --git a/src/libs/pestpp_common/MOEA.cpp b/src/libs/pestpp_common/MOEA.cpp index bbb69f80..07ba92da 100644 --- a/src/libs/pestpp_common/MOEA.cpp +++ b/src/libs/pestpp_common/MOEA.cpp @@ -1765,6 +1765,7 @@ void MOEA::initialize() obj_sense_map[oname] = "minimize"; obj_dir_mult[oname] = 1.0; } + } onames = pest_scenario.get_ctl_ordered_pi_names(); @@ -2437,11 +2438,28 @@ void MOEA::initialize() constraints.mou_report(0,dp, op, obs_obj_names,pi_obj_names); initialize_pso_bits(); - + + par_sim_map.clear(); + obs_sim_map.clear(); + update_sim_maps(dp,op); message(0, "initialization complete"); } +void MOEA::update_sim_maps(ParameterEnsemble& _dp, ObservationEnsemble& _op) +{ + map rmap = _dp.get_real_map(); + for (auto& ridx : rmap) + { + par_sim_map[ridx.first] = _dp.get_eigen_ptr()->row(ridx.second); + } + rmap = _op.get_real_map(); + for (auto& ridx : rmap) + { + obs_sim_map[ridx.first] = _op.get_eigen_ptr()->row(ridx.second); + } +} + void MOEA::initialize_pso_bits() { @@ -2605,6 +2623,27 @@ ParameterEnsemble MOEA::generate_population() return new_pop; } +void MOEA::fill_populations_from_maps(ParameterEnsemble& new_dp, ObservationEnsemble& new_op ) +{ + vector rnames; + for (auto& entry : par_sim_map) + { + rnames.push_back(entry.first); + } + new_dp.reserve(rnames,dp.get_var_names()); + map rmap = new_dp.get_real_map(); + for (auto& ridx : rmap) + { + new_dp.get_eigen_ptr_4_mod()->row(ridx.second) = par_sim_map.at(ridx.first); + } + new_op.reserve(rnames,op.get_var_names()); + rmap = new_op.get_real_map(); + for (auto& ridx : rmap) + { + new_op.get_eigen_ptr_4_mod()->row(ridx.second) = obs_sim_map.at(ridx.first); + } +} + void MOEA::iterate_to_solution() { iter = 1; @@ -2624,13 +2663,17 @@ void MOEA::iterate_to_solution() new_op.reserve(new_dp.get_real_names(), op.get_var_names()); run_population(new_dp, new_op, true); - //and risk-shift - - //TODO: save new_dp, new_op and new_op_shifted? save_populations(new_dp, new_op); + update_sim_maps(new_dp,new_op); + if (constraints.get_use_chance()) { - string csum = constraints.mou_population_observation_constraint_summary(iter,new_op,"pre-shift",obs_obj_names); + //if we are using chances, then we need to make sure to update the archive as well as the current population + // from the full history of available members since uncertainty estimates could be changing as we evolve + // e.g. Rui's problem... + fill_populations_from_maps(new_dp,new_op); + + string csum = constraints.mou_population_observation_constraint_summary(iter,new_op,"pre-shift",obs_obj_names); cout << csum; file_manager.rec_ofstream() << csum; string opt_member; @@ -2641,8 +2684,6 @@ void MOEA::iterate_to_solution() new_op = new_op_shifted; } - - //append offspring dp and (risk-shifted) op to make new dp and op containers new_dp.append_other_rows(dp); diff --git a/src/libs/pestpp_common/MOEA.h b/src/libs/pestpp_common/MOEA.h index 4355d0bd..6c9b3446 100644 --- a/src/libs/pestpp_common/MOEA.h +++ b/src/libs/pestpp_common/MOEA.h @@ -157,10 +157,6 @@ class MOEA int save_every; map population_schedule; - //these two instances are passed as pointers to the constraints - //Parameters effective_constraint_pars; - //Observations effective_constraint_obs; - ParetoObjectives objectives; Constraints constraints; const ParameterInfo *ctl_par_info_ptr; @@ -174,9 +170,13 @@ class MOEA ParameterEnsemble dp, dp_archive; ObservationEnsemble op, op_archive; + map par_sim_map, obs_sim_map; + ParameterEnsemble pso_velocity, pso_pbest_dp; ObservationEnsemble pso_pbest_op; + void update_sim_maps(ParameterEnsemble& _dp, ObservationEnsemble& _op); + void fill_populations_from_maps(ParameterEnsemble& new_dp, ObservationEnsemble& new_op ); void update_archive_nsga(ObservationEnsemble& _op, ParameterEnsemble& _dp); void update_archive_spea(ObservationEnsemble& _op, ParameterEnsemble& _dp); From dfbf860922a43d6fa343032125461cf681c31b5b Mon Sep 17 00:00:00 2001 From: jdub Date: Mon, 27 Feb 2023 15:21:55 +0800 Subject: [PATCH 04/41] initial implementation IDW stack sharing instead of nearest neigh --- src/libs/pestpp_common/Jacobian.cpp | 1 + src/libs/pestpp_common/MOEA.cpp | 2 +- src/libs/pestpp_common/constraints.cpp | 80 ++++++++++++++++++++++---- 3 files changed, 70 insertions(+), 13 deletions(-) diff --git a/src/libs/pestpp_common/Jacobian.cpp b/src/libs/pestpp_common/Jacobian.cpp index ada98837..b325821a 100644 --- a/src/libs/pestpp_common/Jacobian.cpp +++ b/src/libs/pestpp_common/Jacobian.cpp @@ -1,6 +1,7 @@ /* + This file is part of PEST++. PEST++ is free software: you can redistribute it and/or modify diff --git a/src/libs/pestpp_common/MOEA.cpp b/src/libs/pestpp_common/MOEA.cpp index 07ba92da..de7b3d78 100644 --- a/src/libs/pestpp_common/MOEA.cpp +++ b/src/libs/pestpp_common/MOEA.cpp @@ -2665,7 +2665,7 @@ void MOEA::iterate_to_solution() save_populations(new_dp, new_op); update_sim_maps(new_dp,new_op); - + if (constraints.get_use_chance()) { //if we are using chances, then we need to make sure to update the archive as well as the current population diff --git a/src/libs/pestpp_common/constraints.cpp b/src/libs/pestpp_common/constraints.cpp index 149d61b8..018addc9 100644 --- a/src/libs/pestpp_common/constraints.cpp +++ b/src/libs/pestpp_common/constraints.cpp @@ -1186,7 +1186,10 @@ ObservationEnsemble Constraints::get_chance_shifted_constraints(ParameterEnsembl { frec << missing.size() << " members not in current oe stack runs, mapping to nearest point in decision variable space" << endl; cout << missing.size() << " members not in current oe stack runs, mapping to nearest point in decision variable space" << endl; - + + + + //so the idea here is to figure out which pe in the pe stack map is closest to the missing solutions in dec var space. if (stack_pe_map.size() != stack_oe_map.size()) throw_constraints_error("stack_pe_map size != stack_oe_map size"); @@ -1199,32 +1202,90 @@ ObservationEnsemble Constraints::get_chance_shifted_constraints(ParameterEnsembl } Eigen::MatrixXd missing_dv_mat = pe.get_eigen(missing, dvnames); Eigen::VectorXd missing_dv_vec, stack_dv_vec; - //for (auto m : missing) - double dist, min_dist; + double dist, min_dist, max_dist; string min_real_name,missing_real_name; + vector distances; + vector factors,temp; + vector dreal_names; + + Eigen::MatrixXd shifts; + double factor_sum, factor, factor_sum2; for (int i=0;i::max(); min_real_name = ""; + distances.clear(); + double _risk = risk; + + if (risk_obj.size() > 0) + { + //_risk = stack_pe_map[min_real_name][risk_obj]; + _risk = risk_map[missing_real_name]; + } + for (auto& p : stack_pe_map) { stack_dv_vec = p.second.get_data_eigen_vec(dvnames); dist = (stack_dv_vec - missing_dv_vec).squaredNorm(); + distances.push_back(dist); + dreal_names.push_back(p.first); if (dist < min_dist) { min_dist = dist; min_real_name = p.first; } } + temp.clear(); + max_dist = *max_element(distances.begin(),distances.end()); + for (auto& d : distances) + temp.push_back(d / max_dist); + max_dist = *max_element(temp.begin(),temp.end()); + factors.clear(); + factor_sum = 0.0; + for (auto& t : temp) + { + factor = 1.0/t; + factor_sum += factor; + factors.push_back(factor); + + } + temp = factors; + factors.clear(); + factor_sum2 = 0.0; + for (auto& t : temp) + { + factor = t / factor_sum; + factors.push_back(factor); + factor_sum2 += factor; + + } + + shifts.resize(factors.size(),shifted_oe.shape().second); + shifts.setZero(); + real_vec = shifted_oe.get_real_vector(missing[i]); + sim.update_without_clear(onames, real_vec); + for (int ii=0;iirow(real_map.at(missing[i])) = real_vec; + + + if (min_real_name.size() == 0) //do something here throw_constraints_error("couldnt find a nearest dv real for stack mapping"); if (stack_oe_map.find(min_real_name) == stack_oe_map.end()) throw_constraints_error("nearest dv real '" + min_real_name +"' not in stack oe map"); - //todo add some output here to report the mapping results - if (min_dist > 0.0) min_dist = sqrt(min_dist); if (pest_scenario.get_pestpp_options().get_mou_verbose_level() > 3) @@ -1232,17 +1293,12 @@ ObservationEnsemble Constraints::get_chance_shifted_constraints(ParameterEnsembl frec << "member '" << missing[i] << "' mapped to '" << min_real_name << "' at a distance of " << min_dist << " for stack-based chances" << endl; cout << "member '" << missing[i] << "' mapped to '" << min_real_name << "' at a distance of " << min_dist << " for stack-based chances" << endl; } - double _risk = risk; - if (risk_obj.size() > 0) - { - //_risk = stack_pe_map[min_real_name][risk_obj]; - _risk = risk_map[missing_real_name]; - } + real_vec = shifted_oe.get_real_vector(missing[i]); sim.update_without_clear(onames, real_vec); //this call uses the class stack_oe attribute; sim_shifted = get_chance_shifted_constraints(sim, stack_oe_map[min_real_name],_risk,true); - shifted_oe.replace(real_map[missing[i]], sim_shifted); + //shifted_oe.replace(real_map.at(missing[i]), sim_shifted); stack_oe_map[min_real_name].fill_moment_maps(stack_mean,stack_std); for (auto& constraint : ctl_ord_obs_constraint_names) { csv << missing[i] << "," << min_real_name << "," << constraint << ","; From f2ce5ed5c1f35d5ecbbe683628e5a78df57ecf81 Mon Sep 17 00:00:00 2001 From: jdub Date: Mon, 27 Feb 2023 16:12:15 +0800 Subject: [PATCH 05/41] fix in using all previous members for chance coupling issues --- src/libs/pestpp_common/MOEA.cpp | 9 +++++---- src/programs/pest++/pest++.cpp | 4 ++++ 2 files changed, 9 insertions(+), 4 deletions(-) diff --git a/src/libs/pestpp_common/MOEA.cpp b/src/libs/pestpp_common/MOEA.cpp index de7b3d78..9fe4b9f8 100644 --- a/src/libs/pestpp_common/MOEA.cpp +++ b/src/libs/pestpp_common/MOEA.cpp @@ -2683,11 +2683,12 @@ void MOEA::iterate_to_solution() save_populations(new_dp, new_op_shifted,"chance"); new_op = new_op_shifted; } + else { + //append offspring dp and (risk-shifted) op to make new dp and op containers - //append offspring dp and (risk-shifted) op to make new dp and op containers - - new_dp.append_other_rows(dp); - new_op.append_other_rows(op); + new_dp.append_other_rows(dp); + new_op.append_other_rows(op); + } update_pso_pbest(new_dp, new_op); diff --git a/src/programs/pest++/pest++.cpp b/src/programs/pest++/pest++.cpp index 026bb392..daf72163 100644 --- a/src/programs/pest++/pest++.cpp +++ b/src/programs/pest++/pest++.cpp @@ -224,6 +224,10 @@ int main(int argc, char* argv[]) if (pest_scenario.get_control_info().pestmode == ControlInfo::PestMode::REGUL) { + if (pest_scenario.get_prior_info().get_nnz_pi() == 0) + { + throw runtime_error("regularization mode requires at least one non-zero weighted prior info equation"); + } if ((pest_scenario.get_pestpp_options().get_glm_iter_mc()) && (pest_scenario.get_pestpp_options().get_glm_accept_mc_phi())) { From 031e259917a92c06975ecb95c0cb9805c3d688c4 Mon Sep 17 00:00:00 2001 From: jdub Date: Mon, 27 Feb 2023 21:09:32 +0800 Subject: [PATCH 06/41] up'd mpl version --- etc/environment.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/etc/environment.yml b/etc/environment.yml index 315264d7..bd8115ca 100644 --- a/etc/environment.yml +++ b/etc/environment.yml @@ -7,7 +7,7 @@ dependencies: - pyshp - nose-timer - nbsphinx - - matplotlib + - matplotlib>=3.7 - coverage - scipy - shapely>=1.8 From 5158de83547be2d8942f398474bc8c06e48277ab Mon Sep 17 00:00:00 2001 From: jdub Date: Mon, 27 Feb 2023 21:12:38 +0800 Subject: [PATCH 07/41] dropped mpl version --- etc/environment.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/etc/environment.yml b/etc/environment.yml index bd8115ca..a58a7f2c 100644 --- a/etc/environment.yml +++ b/etc/environment.yml @@ -7,7 +7,7 @@ dependencies: - pyshp - nose-timer - nbsphinx - - matplotlib>=3.7 + - matplotlib<=3.5 - coverage - scipy - shapely>=1.8 From 412dc46c1755dd34d73273db180b67f13285ef43 Mon Sep 17 00:00:00 2001 From: jdub Date: Tue, 28 Feb 2023 10:10:16 +0800 Subject: [PATCH 08/41] bump py version --- .github/workflows/ci.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 103d4b22..2127fb11 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -14,7 +14,7 @@ jobs: fail-fast: false matrix: os: [windows-latest, ubuntu-latest] - python-version: [3.8] # , 3.7, 3.6] + python-version: [3.9] # , 3.7, 3.6] run-type: [std] # test_repo: [""] # test_dir: [""] From a7ab6938819af809e5e5bf9b3969e22d2d52d7a5 Mon Sep 17 00:00:00 2001 From: jdub Date: Tue, 28 Feb 2023 11:17:36 +0800 Subject: [PATCH 09/41] more pillow stuff --- etc/environment.yml | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/etc/environment.yml b/etc/environment.yml index a58a7f2c..aaac7d39 100644 --- a/etc/environment.yml +++ b/etc/environment.yml @@ -7,9 +7,10 @@ dependencies: - pyshp - nose-timer - nbsphinx - - matplotlib<=3.5 + - matplotlib - coverage - scipy - shapely>=1.8 - tomli + - pillow=9.3 - pip From 875401bd1dc60011389410041927949ce517df94 Mon Sep 17 00:00:00 2001 From: jdub Date: Tue, 28 Feb 2023 12:33:49 +0800 Subject: [PATCH 10/41] again --- etc/environment.yml | 29 ++++++++++++++++------------- 1 file changed, 16 insertions(+), 13 deletions(-) diff --git a/etc/environment.yml b/etc/environment.yml index aaac7d39..dbdfaa35 100644 --- a/etc/environment.yml +++ b/etc/environment.yml @@ -1,16 +1,19 @@ name: pyemu channels: - - defaults -dependencies: - - numpy - - pandas + - conda-forge +dependencies: + # required + - python>=3.8 + - numpy>=1.15.0 + - pandas + # optional + - matplotlib>=1.4.0 - pyshp - - nose-timer - - nbsphinx - - matplotlib - - coverage - - scipy - - shapely>=1.8 - - tomli - - pillow=9.3 - - pip + - jinja2 + # tests + - coveralls + - pytest + - pytest-cov + - pytest-xdist + - nbmake + - shapely From 688cb277d85a86f171bf2ff68490e29298e2f91c Mon Sep 17 00:00:00 2001 From: jdub Date: Tue, 28 Feb 2023 13:54:05 +0800 Subject: [PATCH 11/41] again --- etc/environment.yml | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/etc/environment.yml b/etc/environment.yml index dbdfaa35..058849a9 100644 --- a/etc/environment.yml +++ b/etc/environment.yml @@ -12,8 +12,7 @@ dependencies: - jinja2 # tests - coveralls - - pytest - - pytest-cov + - nose-timer - pytest-xdist - nbmake - shapely From debef9b3fce01ce44384b8b787a5804a7d76dedf Mon Sep 17 00:00:00 2001 From: jdub Date: Tue, 28 Feb 2023 14:26:30 +0800 Subject: [PATCH 12/41] scipy dep --- etc/environment.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/etc/environment.yml b/etc/environment.yml index 058849a9..30c3ca6a 100644 --- a/etc/environment.yml +++ b/etc/environment.yml @@ -6,6 +6,7 @@ dependencies: - python>=3.8 - numpy>=1.15.0 - pandas + - scipy # optional - matplotlib>=1.4.0 - pyshp From 198a51adffca6f4322690fa111df88f182163a77 Mon Sep 17 00:00:00 2001 From: jdub Date: Wed, 1 Mar 2023 11:20:02 +0800 Subject: [PATCH 13/41] less cout for stack mapping --- src/libs/pestpp_common/constraints.cpp | 16 +++++++++------- 1 file changed, 9 insertions(+), 7 deletions(-) diff --git a/src/libs/pestpp_common/constraints.cpp b/src/libs/pestpp_common/constraints.cpp index 018addc9..acf5f8e9 100644 --- a/src/libs/pestpp_common/constraints.cpp +++ b/src/libs/pestpp_common/constraints.cpp @@ -1279,8 +1279,6 @@ ObservationEnsemble Constraints::get_chance_shifted_constraints(ParameterEnsembl real_vec = shifts.colwise().sum(); shifted_oe.get_eigen_ptr_4_mod()->row(real_map.at(missing[i])) = real_vec; - - if (min_real_name.size() == 0) //do something here throw_constraints_error("couldnt find a nearest dv real for stack mapping"); @@ -1288,11 +1286,15 @@ ObservationEnsemble Constraints::get_chance_shifted_constraints(ParameterEnsembl throw_constraints_error("nearest dv real '" + min_real_name +"' not in stack oe map"); if (min_dist > 0.0) min_dist = sqrt(min_dist); - if (pest_scenario.get_pestpp_options().get_mou_verbose_level() > 3) - { - frec << "member '" << missing[i] << "' mapped to '" << min_real_name << "' at a distance of " << min_dist << " for stack-based chances" << endl; - cout << "member '" << missing[i] << "' mapped to '" << min_real_name << "' at a distance of " << min_dist << " for stack-based chances" << endl; - } + + if (pest_scenario.get_pestpp_options().get_mou_verbose_level() > 3) { + for (int ii = 0; ii < factors.size(); ii++) { + frec << "member '" << missing[i] << "' mapped to '" << dreal_names[ii] << "' at a distance of " + << distances[ii] << " with a IDW factor of " << factors[ii] << " for stack-based chances" + << endl; + } + + } real_vec = shifted_oe.get_real_vector(missing[i]); sim.update_without_clear(onames, real_vec); From b4c1d802449ca2569f7989e96663170923cfdf39 Mon Sep 17 00:00:00 2001 From: jdub Date: Wed, 1 Mar 2023 15:27:30 +0800 Subject: [PATCH 14/41] only calling pso parts for pso gen, more reporting --- src/libs/pestpp_common/MOEA.cpp | 40 ++++++++++++++++++++++++++++++--- 1 file changed, 37 insertions(+), 3 deletions(-) diff --git a/src/libs/pestpp_common/MOEA.cpp b/src/libs/pestpp_common/MOEA.cpp index 9fe4b9f8..3d1975d1 100644 --- a/src/libs/pestpp_common/MOEA.cpp +++ b/src/libs/pestpp_common/MOEA.cpp @@ -842,12 +842,11 @@ map> ParetoObjectives::sort_members_by_dominance_into_fronts( map> front_map; front_map[1] = first_front; vector front = first_front; - + vector sorted = first_front; int num_front_solutions = front.size(); while (true) { - q_front.clear(); for (auto solution_p : front) { @@ -867,6 +866,34 @@ map> ParetoObjectives::sort_members_by_dominance_into_fronts( front = q_front; num_front_solutions += front.size(); + if (num_front_solutions > _member_struct.size()) + { + throw runtime_error("error in nsga-ii front sorting: number of visited solutions > number of members"); + } +// for (auto& sol : front) +// { +// sorted.push_back(sol); +// } +// +// //do we really need more than 10 front for multiobjectives - I dont think so... +// if ((i > 10) && ((*obs_obj_names_ptr + *pi_obj_names_ptr) > 1)) +// { +// set ssorted(sorted.begin(),sorted.end()); +// set::iterator end = ssorted.end(); +// q_front.clear(); +// for (auto& member : _member_struct) +// { +// if (ssorted.find(member.first) == end) +// { +// q_front.push_back(member.first); +// } +// } +// i++; +// front_map[i] = q_front; +// break; +// } + + } if (num_front_solutions != _member_struct.size()) @@ -2672,6 +2699,11 @@ void MOEA::iterate_to_solution() // from the full history of available members since uncertainty estimates could be changing as we evolve // e.g. Rui's problem... fill_populations_from_maps(new_dp,new_op); + if (pest_scenario.get_pestpp_options().get_mou_verbose_level() > 2) { + ss.str(""); + ss << "." << iter << ".all.pre-shift"; + save_populations(new_dp, new_op, ss.str()); + } string csum = constraints.mou_population_observation_constraint_summary(iter,new_op,"pre-shift",obs_obj_names); cout << csum; @@ -2690,7 +2722,9 @@ void MOEA::iterate_to_solution() new_op.append_other_rows(op); } - update_pso_pbest(new_dp, new_op); + if (find(gen_types.begin(),gen_types.end(),MouGenType::PSO) != gen_types.end()) { + update_pso_pbest(new_dp, new_op); + } if (envtype == MouEnvType::NSGA) { From 6ab2dad9f28d8817f8b5b8ec1ce62a7c8ef9ac4b Mon Sep 17 00:00:00 2001 From: jdub Date: Wed, 1 Mar 2023 19:42:04 +0800 Subject: [PATCH 15/41] only calling pso parts for pso gen, more reporting --- src/libs/pestpp_common/MOEA.cpp | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/src/libs/pestpp_common/MOEA.cpp b/src/libs/pestpp_common/MOEA.cpp index 3d1975d1..f6f968e1 100644 --- a/src/libs/pestpp_common/MOEA.cpp +++ b/src/libs/pestpp_common/MOEA.cpp @@ -866,9 +866,11 @@ map> ParetoObjectives::sort_members_by_dominance_into_fronts( front = q_front; num_front_solutions += front.size(); - if (num_front_solutions > _member_struct.size()) + if (num_front_solutions >= _member_struct.size()) { - throw runtime_error("error in nsga-ii front sorting: number of visited solutions > number of members"); + //throw runtime_error("error in nsga-ii front sorting: number of visited solutions > number of members"); + cout << "note: nsga-ii front sorting: number of visited solutions >= number of members" << endl; + break; } // for (auto& sol : front) // { From d81c55bd87205e8b30604cae8cacc956b9d9d003 Mon Sep 17 00:00:00 2001 From: jdub Date: Sat, 4 Mar 2023 18:49:47 -0800 Subject: [PATCH 16/41] more reporting in fronts --- src/libs/pestpp_common/MOEA.cpp | 22 +++++++++++++++------- src/libs/pestpp_common/constraints.cpp | 2 +- 2 files changed, 16 insertions(+), 8 deletions(-) diff --git a/src/libs/pestpp_common/MOEA.cpp b/src/libs/pestpp_common/MOEA.cpp index f6f968e1..b25344d6 100644 --- a/src/libs/pestpp_common/MOEA.cpp +++ b/src/libs/pestpp_common/MOEA.cpp @@ -863,15 +863,22 @@ map> ParetoObjectives::sort_members_by_dominance_into_fronts( i++; front_map[i] = q_front; - front = q_front; - num_front_solutions += front.size(); - if (num_front_solutions >= _member_struct.size()) + + num_front_solutions += q_front.size(); + if (num_front_solutions > _member_struct.size()) { //throw runtime_error("error in nsga-ii front sorting: number of visited solutions > number of members"); - cout << "note: nsga-ii front sorting: number of visited solutions >= number of members" << endl; - break; + cout << "note: nsga-ii front sorting: number of visited solutions " << num_front_solutions << " >= number of members " << _member_struct.size() << endl; + cout << "q_front:" <> ParetoObjectives::sort_members_by_dominance_into_fronts( { stringstream ss; ss << "ERROR: ParetoObjectives::sort_members_by_dominance_into_fronts(): number of solutions in fronts ("; - ss << num_front_solutions << ") != member_stuct.size() (" << _member_struct.size() << endl; + ss << num_front_solutions << ") != member_stuct.size() (" << _member_struct.size() << "," << endl; file_manager.rec_ofstream() << ss.str(); cout << ss.str(); throw runtime_error(ss.str()); @@ -2703,10 +2710,11 @@ void MOEA::iterate_to_solution() fill_populations_from_maps(new_dp,new_op); if (pest_scenario.get_pestpp_options().get_mou_verbose_level() > 2) { ss.str(""); - ss << "." << iter << ".all.pre-shift"; + ss << "all.pre-shift"; save_populations(new_dp, new_op, ss.str()); } + string csum = constraints.mou_population_observation_constraint_summary(iter,new_op,"pre-shift",obs_obj_names); cout << csum; file_manager.rec_ofstream() << csum; diff --git a/src/libs/pestpp_common/constraints.cpp b/src/libs/pestpp_common/constraints.cpp index acf5f8e9..a36e171a 100644 --- a/src/libs/pestpp_common/constraints.cpp +++ b/src/libs/pestpp_common/constraints.cpp @@ -1087,7 +1087,7 @@ ObservationEnsemble Constraints::get_chance_shifted_constraints(ParameterEnsembl ss << file_mgr_ptr->get_base_filename() << "." << gen << ".population_stack_summary.csv"; ofstream csv; if (!use_fosm) { - (ss.str()); + csv.open(ss.str()); if (csv.bad()) { throw_constraints_error("error opening '" + ss.str() + "' for writing"); From e973f7380345ab17aa87cd43ece8d13425e4f2e2 Mon Sep 17 00:00:00 2001 From: jdub Date: Fri, 31 Mar 2023 22:33:40 +0800 Subject: [PATCH 17/41] fix in idw stack reuse for dup solutions (dist = 0) --- src/libs/pestpp_common/MOEA.cpp | 14 ++++++++------ src/libs/pestpp_common/constraints.cpp | 6 +++++- 2 files changed, 13 insertions(+), 7 deletions(-) diff --git a/src/libs/pestpp_common/MOEA.cpp b/src/libs/pestpp_common/MOEA.cpp index b25344d6..56785fba 100644 --- a/src/libs/pestpp_common/MOEA.cpp +++ b/src/libs/pestpp_common/MOEA.cpp @@ -868,7 +868,6 @@ map> ParetoObjectives::sort_members_by_dominance_into_fronts( num_front_solutions += q_front.size(); if (num_front_solutions > _member_struct.size()) { - //throw runtime_error("error in nsga-ii front sorting: number of visited solutions > number of members"); cout << "note: nsga-ii front sorting: number of visited solutions " << num_front_solutions << " >= number of members " << _member_struct.size() << endl; cout << "q_front:" <> ParetoObjectives::sort_members_by_dominance_into_fronts( cout << "front:" < number of members"); + + break; } front = q_front; // for (auto& sol : front) @@ -2678,6 +2679,7 @@ void MOEA::fill_populations_from_maps(ParameterEnsemble& new_dp, ObservationEnse { new_op.get_eigen_ptr_4_mod()->row(ridx.second) = obs_sim_map.at(ridx.first); } + } void MOEA::iterate_to_solution() @@ -2701,13 +2703,13 @@ void MOEA::iterate_to_solution() save_populations(new_dp, new_op); update_sim_maps(new_dp,new_op); - + fill_populations_from_maps(new_dp,new_op); if (constraints.get_use_chance()) { //if we are using chances, then we need to make sure to update the archive as well as the current population // from the full history of available members since uncertainty estimates could be changing as we evolve // e.g. Rui's problem... - fill_populations_from_maps(new_dp,new_op); + //fill_populations_from_maps(new_dp,new_op); if (pest_scenario.get_pestpp_options().get_mou_verbose_level() > 2) { ss.str(""); ss << "all.pre-shift"; @@ -2728,8 +2730,8 @@ void MOEA::iterate_to_solution() else { //append offspring dp and (risk-shifted) op to make new dp and op containers - new_dp.append_other_rows(dp); - new_op.append_other_rows(op); + //new_dp.append_other_rows(dp); + //new_op.append_other_rows(op); } if (find(gen_types.begin(),gen_types.end(),MouGenType::PSO) != gen_types.end()) { diff --git a/src/libs/pestpp_common/constraints.cpp b/src/libs/pestpp_common/constraints.cpp index a36e171a..21655062 100644 --- a/src/libs/pestpp_common/constraints.cpp +++ b/src/libs/pestpp_common/constraints.cpp @@ -1246,7 +1246,11 @@ ObservationEnsemble Constraints::get_chance_shifted_constraints(ParameterEnsembl factor_sum = 0.0; for (auto& t : temp) { - factor = 1.0/t; + + if (t == 0) + factor = 10000.0; + else + factor = 1.0/t; factor_sum += factor; factors.push_back(factor); From 9b612fd0c0de451559d74542e7424c66623b259f Mon Sep 17 00:00:00 2001 From: jdub Date: Fri, 31 Mar 2023 23:00:26 +0800 Subject: [PATCH 18/41] starting on hyper vol calcs to find knee solutions --- src/libs/pestpp_common/MOEA.cpp | 29 ++++++++++++++++++++++++----- 1 file changed, 24 insertions(+), 5 deletions(-) diff --git a/src/libs/pestpp_common/MOEA.cpp b/src/libs/pestpp_common/MOEA.cpp index 56785fba..19c77b47 100644 --- a/src/libs/pestpp_common/MOEA.cpp +++ b/src/libs/pestpp_common/MOEA.cpp @@ -1244,11 +1244,6 @@ map> MOEA::get_obj_func_summary_stats(ParameterEnsem sum["max"] = _op.get_eigen_ptr()->col(var_map[obs_obj]).maxCoeff(); summary_stats[obs_obj] = sum; } - - //mm = _dp.get_moment_maps(); - //mean_map.clear(); - //std_map.clear(); - //_dp.fill_moment_maps(mean_map, std_map); _dp.update_var_map(); var_map = _dp.get_var_map(); vector dp_names = _dp.get_var_names(); @@ -1278,6 +1273,7 @@ map> MOEA::get_obj_func_summary_stats(ParameterEnsem for (auto pi_obj : pi_obj_names) { + vec = stlvec_2_eigenvec(pi_vals[pi_obj]); sum.clear(); sum["mean"] = vec.mean(); @@ -1286,6 +1282,29 @@ map> MOEA::get_obj_func_summary_stats(ParameterEnsem sum["max"] = vec.maxCoeff(); summary_stats[pi_obj] = sum; } + + //calculate relative hyper volumes + //first form the ideal solution vector + Eigen::VectorXd ideal(summary_stats.size()); + int i=0; + for (auto& oname : obs_obj_names) + { + if (obj_dir_mult[oname] == 1) + ideal[i] = summary_stats.at(oname).at("min"); + else + ideal[i] = summary_stats.at(oname).at("max"); + i++; + } + for (auto& pname : pi_obj_names) + { + if (obj_dir_mult[pname] == 1) + ideal[i] = summary_stats.at(pname).at("min"); + else + ideal[i] = summary_stats.at(pname).at("max"); + i++; + } + + return summary_stats; } From 09de6d44f05d51808612c64bef4d16f99785ce9d Mon Sep 17 00:00:00 2001 From: jdub Date: Wed, 5 Apr 2023 19:41:50 +0800 Subject: [PATCH 19/41] some minor pso refactoring --- src/libs/pestpp_common/MOEA.cpp | 42 ++++++++++----------------------- 1 file changed, 12 insertions(+), 30 deletions(-) diff --git a/src/libs/pestpp_common/MOEA.cpp b/src/libs/pestpp_common/MOEA.cpp index 19c77b47..ff7c9d04 100644 --- a/src/libs/pestpp_common/MOEA.cpp +++ b/src/libs/pestpp_common/MOEA.cpp @@ -3193,17 +3193,6 @@ void MOEA::update_pso_pbest(ParameterEnsemble& _dp, ObservationEnsemble& _op) //new_pbest_names.push_back(lm.first); } } - //drop any fails... - /*if (names.size() > 0) - { - pso_pbest_dp.drop_rows(names); - pso_pbest_op.drop_rows(names); - }*/ - //names = _dp.get_real_names(); - //pso_pbest_dp.set_real_names(new_pbest_names); - //names = _op.get_real_names(); - //pso_pbest_op.set_real_names(new_pbest_names); - //pso_pbest pso_pbest_dp = tdp; pso_pbest_op = top; } @@ -3217,17 +3206,6 @@ ParameterEnsemble MOEA::get_updated_pso_velocty(ParameterEnsemble& _dp, vector r; Eigen::VectorXd rand1, rand2, cur_real, p_best, g_best, new_real, cur_vel; - /*if (pso_velocity.shape().first > _dp.shape().first) - { - vector names = pso_velocity.get_real_names(); - set snames(names.begin(), names.end()); - names.clear(); - for (auto& name : _dp.get_real_names()) - if (snames.find(name) == snames.end()) - names.push_back(name); - pso_velocity.drop_rows(names); - }*/ - pso_pbest_dp.transform_ip(_dp.get_trans_status()); dp_archive.set_trans_status(_dp.get_trans_status()); Eigen::MatrixXd new_vel(_dp.shape().first, _dp.shape().second); @@ -3282,14 +3260,18 @@ vector MOEA::get_pso_gbest_solutions(int num_reals, ParameterEnsemble& _ for (auto& cd : crowd_dist) if ((cd.second != CROWDING_EXTREME) && (cd.second > mx)) mx = cd.second; - - for (auto& cd : crowd_dist) - if (cd.second == CROWDING_EXTREME) - cd.second = 1.0; - else if (mx != 0.0) - cd.second = cd.second / mx; - else - cd.second = 0.5; + if ((mx < 0.0) && (iter > 0)) + throw_moea_error("pso max crowding distance is negative"); + + for (auto& cd : crowd_dist) { + if (cd.second == CROWDING_EXTREME) { + cd.second = 1.0; + } else if (mx != 0.0) { + cd.second = cd.second / mx; + } else { + cd.second = 0.5; + } + } vector working; string candidate; From 468f65f3d40c00fbd979cac6356226b518db3a33 Mon Sep 17 00:00:00 2001 From: jdub Date: Wed, 5 Apr 2023 21:28:32 +0800 Subject: [PATCH 20/41] ci --- .github/workflows/ci.yml | 16 ++++++++-------- etc/environment.yml | 2 +- 2 files changed, 9 insertions(+), 9 deletions(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 2127fb11..c5c595d3 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -51,14 +51,14 @@ jobs: # if: ${{ runner.os == 'Windows' }} - uses: seanmiddleditch/gha-setup-ninja@master - - name: Cache Miniconda - uses: actions/cache@v2.1.0 - env: - # Increase this value to reset cache if environment.yml has changed - CACHE_NUMBER: 0 - with: - path: ~/conda_pkgs_dir - key: ${{ runner.os }}-${{ matrix.python-version }}-${{ matrix.run-type }}-${{ env.CACHE_NUMBER }}-${{ hashFiles('etc/environment.yml') }} + # - name: Cache Miniconda + # uses: actions/cache@v2.1.0 + # env: + # # Increase this value to reset cache if environment.yml has changed + # CACHE_NUMBER: 0 + # with: + # path: ~/conda_pkgs_dir + # key: ${{ runner.os }}-${{ matrix.python-version }}-${{ matrix.run-type }}-${{ env.CACHE_NUMBER }}-${{ hashFiles('etc/environment.yml') }} - name: Set Windows ENV if: runner.os == 'Windows' diff --git a/etc/environment.yml b/etc/environment.yml index 30c3ca6a..2a8bc102 100644 --- a/etc/environment.yml +++ b/etc/environment.yml @@ -3,7 +3,7 @@ channels: - conda-forge dependencies: # required - - python>=3.8 + - python>=3.9 - numpy>=1.15.0 - pandas - scipy From e1deb5972d851f8ebc9a844243d6fea49bf57da8 Mon Sep 17 00:00:00 2001 From: jdub Date: Thu, 6 Apr 2023 13:40:55 +0800 Subject: [PATCH 21/41] more work on ies localizer reporting, some CI testing --- .github/workflows/ci.yml | 10 ++--- etc/environment.yml | 4 +- .../pestpp_common/EnsembleMethodUtils.cpp | 6 ++- src/libs/pestpp_common/Localizer.cpp | 42 ++++++++++++++++--- src/libs/pestpp_common/Localizer.h | 2 +- src/programs/pestpp-da/pestpp-da.cpp | 2 +- 6 files changed, 51 insertions(+), 15 deletions(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index c5c595d3..1d172291 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -115,11 +115,11 @@ jobs: - name: Install Flopy & pyemu? shell: bash -l {0} run: | - git clone -b develop --depth 1 https://github.com/modflowpy/flopy.git - cd flopy - python setup.py install - cd .. - pip install https://github.com/modflowpy/pymake/zipball/master + # git clone -b develop --depth 1 https://github.com/modflowpy/flopy.git + # cd flopy + # python setup.py install + # cd .. + # pip install https://github.com/modflowpy/pymake/zipball/master git clone -b develop --depth 1 https://github.com/pypest/pyemu.git cd pyemu python setup.py install diff --git a/etc/environment.yml b/etc/environment.yml index 2a8bc102..a895abc3 100644 --- a/etc/environment.yml +++ b/etc/environment.yml @@ -5,7 +5,7 @@ dependencies: # required - python>=3.9 - numpy>=1.15.0 - - pandas + - pandas<2.0.0 - scipy # optional - matplotlib>=1.4.0 @@ -17,3 +17,5 @@ dependencies: - pytest-xdist - nbmake - shapely + - flopy + - mfpymake diff --git a/src/libs/pestpp_common/EnsembleMethodUtils.cpp b/src/libs/pestpp_common/EnsembleMethodUtils.cpp index 4601c175..6ec57063 100644 --- a/src/libs/pestpp_common/EnsembleMethodUtils.cpp +++ b/src/libs/pestpp_common/EnsembleMethodUtils.cpp @@ -5524,7 +5524,8 @@ void EnsembleMethod::initialize(int cycle, bool run, bool use_existing) { message(1, "initializing localizer"); bool forgive_missing = pest_scenario.get_pestpp_options().get_ies_localizer_forgive_missing(); - use_localizer = localizer.initialize(performance_log, forgive_missing); + ofstream& frec = file_manager.rec_ofstream(); + use_localizer = localizer.initialize(performance_log, frec, forgive_missing); } num_threads = pest_scenario.get_pestpp_options().get_ies_num_threads(); if (!use_localizer) @@ -6130,7 +6131,8 @@ void EnsembleMethod::initialize(int cycle, bool run, bool use_existing) message(1, "updating localizer"); if (localizer.get_use()) localizer.get_orgmat_ptr()->clear_names(); - use_localizer = localizer.initialize(performance_log, true); + ofstream& frec = file_manager.rec_ofstream(); + use_localizer = localizer.initialize(performance_log, frec, true); } } } diff --git a/src/libs/pestpp_common/Localizer.cpp b/src/libs/pestpp_common/Localizer.cpp index e4b5b0b0..d48486e2 100644 --- a/src/libs/pestpp_common/Localizer.cpp +++ b/src/libs/pestpp_common/Localizer.cpp @@ -13,7 +13,7 @@ #include "system_variables.h" #include "Localizer.h" -bool Localizer::initialize(PerformanceLog *performance_log, bool forgive_missing) +bool Localizer::initialize(PerformanceLog *performance_log, ofstream& frec, bool forgive_missing) { stringstream ss; how = How::OBSERVATIONS; //set this for the case with no localization @@ -87,7 +87,39 @@ bool Localizer::initialize(PerformanceLog *performance_log, bool forgive_missing performance_log->log_event("processing localizer matrix"); _localizer_map = process_mat(performance_log,org_mat,forgive_missing); - + vector missing_from_loc; + if ((filename.size() > 0) && (how == How::PARAMETERS)) + { + map::iterator end = par2col_map.end(); + for (auto& pname : pest_scenario_ptr->get_ctl_ordered_adj_par_names()) + { + if (par2col_map.find(pname) == end) + { + missing_from_loc.push_back(pname); + } + } + if (missing_from_loc.size() > 0) + { + int i = 0; + ss.str(""); + ss << "Localizer warning: the following adjustable parameters were not listed in localizing " << endl; + ss << " matrix, which implies they are 'fixed' and will not be adjusted:" << endl; + for (auto& m : missing_from_loc) + { + ss << " " << m; + i++; + if (i > 5) + { + ss << endl; + i = 0; + } + } + performance_log->log_event(ss.str()); + cout << ss.str() << endl; + frec << ss.str() << endl; + + } + } if (autoadaloc) { //string how = pest_scenario_ptr->get_pestpp_options().get_ies_localize_how(); @@ -107,12 +139,12 @@ bool Localizer::initialize(PerformanceLog *performance_log, bool forgive_missing { if (pest_scenario_ptr->get_pestpp_options().get_save_binary()) { - cur_mat.to_binary_new("initialized_localizer.jcb"); + org_mat.to_binary_new("initialized_localizer.jcb"); performance_log->log_event("saved 'initialized_localizer.jcb'"); } else { - cur_mat.to_ascii("initialized_localizer.mat"); + org_mat.to_ascii("initialized_localizer.mat"); performance_log->log_event("saved 'initialized_localizer.mat'"); } } @@ -235,7 +267,7 @@ void Localizer::update_par_info_from_mat(Mat& mat, vector>& par_m } } -unordered_map, vector>> Localizer::process_mat(PerformanceLog* performance_log, Mat& mat, bool forgive_missing) +unordered_map, vector>> Localizer::process_mat(PerformanceLog* performance_log, Mat& mat, bool forgive_missing) { stringstream ss; diff --git a/src/libs/pestpp_common/Localizer.h b/src/libs/pestpp_common/Localizer.h index 67b77b4e..2153913f 100644 --- a/src/libs/pestpp_common/Localizer.h +++ b/src/libs/pestpp_common/Localizer.h @@ -57,7 +57,7 @@ class Localizer enum LocTyp {COVARIANCE, LOCALANALYSIS }; Localizer() { initialized=false; } Localizer(Pest* _pest_scenario_ptr) { pest_scenario_ptr = _pest_scenario_ptr; initialized = false; } - bool initialize(PerformanceLog *performance_log, bool forgive_missing=false); + bool initialize(PerformanceLog *performance_log, ofstream& frec, bool forgive_missing=false); unordered_map, vector>> get_localanalysis_case_map(int iter, vector& act_obs_names, vector& act_par_names, ObservationEnsemble &oe, ParameterEnsemble &pe, PerformanceLog *performance_log);// { return localizer_map; } diff --git a/src/programs/pestpp-da/pestpp-da.cpp b/src/programs/pestpp-da/pestpp-da.cpp index 54f023a6..dbbf8f74 100644 --- a/src/programs/pestpp-da/pestpp-da.cpp +++ b/src/programs/pestpp-da/pestpp-da.cpp @@ -538,7 +538,7 @@ int main(int argc, char* argv[]) fout_rec << "initializing 'global' localizer" << endl; Localizer global_loc(&pest_scenario); bool forgive_missing = pest_scenario.get_pestpp_options().get_ies_localizer_forgive_missing(); - global_loc.initialize(&performance_log,forgive_missing); + global_loc.initialize(&performance_log,fout_rec,forgive_missing); //ParameterEnsemble *_base_pe_ptr, FileManager *_file_manager_ptr, OutputFileWriter* _output_file_writer_ptr ParChangeSummarizer pcs(&curr_pe, &file_manager, &output_file_writer); From 2bef490bcca609024dc09f4b440470e66f5fe22b Mon Sep 17 00:00:00 2001 From: jdub Date: Thu, 6 Apr 2023 14:14:54 +0800 Subject: [PATCH 22/41] refactored when to update populations when using chances and reusing chances across generations --- src/libs/pestpp_common/MOEA.cpp | 100 +++++++++++++++++++------------- 1 file changed, 60 insertions(+), 40 deletions(-) diff --git a/src/libs/pestpp_common/MOEA.cpp b/src/libs/pestpp_common/MOEA.cpp index ff7c9d04..8fec1b96 100644 --- a/src/libs/pestpp_common/MOEA.cpp +++ b/src/libs/pestpp_common/MOEA.cpp @@ -1373,7 +1373,13 @@ void MOEA::update_archive_nsga(ObservationEnsemble& _op, ParameterEnsemble& _dp) ss << "MOEA::update_archive_nsga(): op_archive members " << op_archive.shape().first << " != dp_archive members " << dp_archive.shape().first; throw_moea_error(ss.str()); } - + //if this is a population reset because of trying to reuse chances, then we need to reset the archive now also... + if ((constraints.should_update_chance(iter)) && (pest_scenario.get_pestpp_options().get_opt_recalc_fosm_every() != 0)) + { + dp_archive = _dp; + op_archive = _op; + return; + } //check that members of _op arent in the archive already vector keep, temp = op_archive.get_real_names(); set archive_members(temp.begin(), temp.end()); @@ -1433,6 +1439,11 @@ void MOEA::update_archive_spea(ObservationEnsemble& _op, ParameterEnsemble& _dp) ss << "MOEA::update_archive_spea(): op_archive members " << op_archive.shape().first << " != dp_archive members " << dp_archive.shape().first; throw_moea_error(ss.str()); } + if ((constraints.should_update_chance(iter)) && (pest_scenario.get_pestpp_options().get_opt_recalc_fosm_every() != 0)) + { + dp_archive = _dp; + op_archive = _op; + } //check that members of _op arent in the archive already vector keep, temp = op_archive.get_real_names(); @@ -2722,13 +2733,19 @@ void MOEA::iterate_to_solution() save_populations(new_dp, new_op); update_sim_maps(new_dp,new_op); - fill_populations_from_maps(new_dp,new_op); + //if we are using chances, then we need to make sure to update the archive as well as the current population + // from the full history of available members since uncertainty estimates could be changing as we evolve + // e.g. Rui's problem... + // this same conditional is used in the update archive functions + if ((constraints.should_update_chance(iter)) && (pest_scenario.get_pestpp_options().get_opt_recalc_fosm_every() != 0)) + { + message(1,"chances re-evaluated, resetting current population to complete history of population to update dominance sorting"); + fill_populations_from_maps(new_dp,new_op); + } + if (constraints.get_use_chance()) { - //if we are using chances, then we need to make sure to update the archive as well as the current population - // from the full history of available members since uncertainty estimates could be changing as we evolve - // e.g. Rui's problem... - //fill_populations_from_maps(new_dp,new_op); + if (pest_scenario.get_pestpp_options().get_mou_verbose_level() > 2) { ss.str(""); ss << "all.pre-shift"; @@ -2762,16 +2779,17 @@ void MOEA::iterate_to_solution() message(1, "pareto dominance sorting combined parent-child populations of size ", new_dp.shape().first); DomPair dompair = objectives.get_nsga2_pareto_dominance(iter, new_op, new_dp, &constraints, true, POP_SUM_TAG); - //drop shitty members - //TODO: this is just a cheap hack, prob something more meaningful to be done... - keep.clear(); - for (auto nondom : dompair.first) - { - if (keep.size() >= num_members) - break; - keep.push_back(nondom); - - } + if ((constraints.should_update_chance(iter)) && (pest_scenario.get_pestpp_options().get_opt_recalc_fosm_every() != 0)) { + keep = dompair.first; + } + else { + keep.clear(); + for (auto nondom : dompair.first) { + if (keep.size() >= num_members) + break; + keep.push_back(nondom); + } + } if (keep.size() > 0) { @@ -2803,30 +2821,32 @@ void MOEA::iterate_to_solution() { map fit = objectives.get_spea2_fitness(iter, new_op, new_dp, &constraints, true, POP_SUM_TAG); //first find all members with fitness less than 1 (nondom) - keep.clear(); - for (auto member : new_dp.get_real_names()) - { - if (fit[member] < 1.0) - keep.push_back(member); - } - ss.str(""); - ss << keep.size() << " non-dominated members (spea2 fitness less than 1.0)"; - cout << ss.str() << endl; - file_manager.rec_ofstream() << ss.str() << endl; - if (keep.size() < num_members) - { - //fill with members of increasing fitness value - sortedset fit_sorted(fit.begin(), fit.end(), compFunctor); - sortedset::iterator it = next(fit_sorted.begin(), keep.size()); - for (; it != fit_sorted.end(); ++it) - { - keep.push_back(it->first); - if (keep.size() == num_members) - break; - } - //cout << keep.size() << endl;; - } - + if ((constraints.should_update_chance(iter)) && (pest_scenario.get_pestpp_options().get_opt_recalc_fosm_every() != 0)) + { + keep = new_dp.get_real_names(); + } + else { + keep.clear(); + for (auto member : new_dp.get_real_names()) { + if (fit[member] < 1.0) + keep.push_back(member); + } + ss.str(""); + ss << keep.size() << " non-dominated members (spea2 fitness less than 1.0)"; + cout << ss.str() << endl; + file_manager.rec_ofstream() << ss.str() << endl; + if (keep.size() < num_members) { + //fill with members of increasing fitness value + sortedset fit_sorted(fit.begin(), fit.end(), compFunctor); + sortedset::iterator it = next(fit_sorted.begin(), keep.size()); + for (; it != fit_sorted.end(); ++it) { + keep.push_back(it->first); + if (keep.size() == num_members) + break; + } + //cout << keep.size() << endl;; + } + } if (keep.size() > num_members) { objectives.get_spea2_archive_names_to_keep(num_members, keep, new_op, new_dp); From 823b123c74bc33d354aa5f43466fff27f4821a84 Mon Sep 17 00:00:00 2001 From: jdub Date: Thu, 6 Apr 2023 15:53:59 +0800 Subject: [PATCH 23/41] doc --- documentation/pestpp_users_guide_v5.2.0.docx | Bin 1908026 -> 1908388 bytes src/libs/pestpp_common/MOEA.cpp | 14 +++++++++----- 2 files changed, 9 insertions(+), 5 deletions(-) diff --git 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to reset the archive now also... - if ((constraints.should_update_chance(iter)) && (pest_scenario.get_pestpp_options().get_opt_recalc_fosm_every() != 0)) + if ((constraints.should_update_chance(iter)) && (pest_scenario.get_pestpp_options().get_opt_recalc_fosm_every() != 1)) { + message(2,"resetting archive after chance update"); dp_archive = _dp; op_archive = _op; return; @@ -1439,8 +1440,9 @@ void MOEA::update_archive_spea(ObservationEnsemble& _op, ParameterEnsemble& _dp) ss << "MOEA::update_archive_spea(): op_archive members " << op_archive.shape().first << " != dp_archive members " << dp_archive.shape().first; throw_moea_error(ss.str()); } - if ((constraints.should_update_chance(iter)) && (pest_scenario.get_pestpp_options().get_opt_recalc_fosm_every() != 0)) + if ((constraints.should_update_chance(iter)) && (pest_scenario.get_pestpp_options().get_opt_recalc_fosm_every() != 1)) { + message(1,"resetting archive after chance update"); dp_archive = _dp; op_archive = _op; } @@ -2737,7 +2739,7 @@ void MOEA::iterate_to_solution() // from the full history of available members since uncertainty estimates could be changing as we evolve // e.g. Rui's problem... // this same conditional is used in the update archive functions - if ((constraints.should_update_chance(iter)) && (pest_scenario.get_pestpp_options().get_opt_recalc_fosm_every() != 0)) + if ((constraints.should_update_chance(iter)) && (pest_scenario.get_pestpp_options().get_opt_recalc_fosm_every() != 1)) { message(1,"chances re-evaluated, resetting current population to complete history of population to update dominance sorting"); fill_populations_from_maps(new_dp,new_op); @@ -2779,7 +2781,8 @@ void MOEA::iterate_to_solution() message(1, "pareto dominance sorting combined parent-child populations of size ", new_dp.shape().first); DomPair dompair = objectives.get_nsga2_pareto_dominance(iter, new_op, new_dp, &constraints, true, POP_SUM_TAG); - if ((constraints.should_update_chance(iter)) && (pest_scenario.get_pestpp_options().get_opt_recalc_fosm_every() != 0)) { + if ((constraints.should_update_chance(iter)) && (pest_scenario.get_pestpp_options().get_opt_recalc_fosm_every() != 1)) { + message(2,"keeping all nondom members after chance update"); keep = dompair.first; } else { @@ -2821,8 +2824,9 @@ void MOEA::iterate_to_solution() { map fit = objectives.get_spea2_fitness(iter, new_op, new_dp, &constraints, true, POP_SUM_TAG); //first find all members with fitness less than 1 (nondom) - if ((constraints.should_update_chance(iter)) && (pest_scenario.get_pestpp_options().get_opt_recalc_fosm_every() != 0)) + if ((constraints.should_update_chance(iter)) && (pest_scenario.get_pestpp_options().get_opt_recalc_fosm_every() != 1)) { + message(2,"keeping all nondom members after chance update"); keep = new_dp.get_real_names(); } else { From 97317348758f52b58f6f97e1cfac5c1865228f37 Mon Sep 17 00:00:00 2001 From: jdub Date: Mon, 10 Apr 2023 14:30:23 +0800 Subject: [PATCH 24/41] refactor par chg sum --- .../pestpp_common/EnsembleMethodUtils.cpp | 68 ++++++++++++------- src/libs/pestpp_common/EnsembleMethodUtils.h | 7 +- 2 files changed, 48 insertions(+), 27 deletions(-) diff --git a/src/libs/pestpp_common/EnsembleMethodUtils.cpp b/src/libs/pestpp_common/EnsembleMethodUtils.cpp index 6ec57063..6da24fa4 100644 --- a/src/libs/pestpp_common/EnsembleMethodUtils.cpp +++ b/src/libs/pestpp_common/EnsembleMethodUtils.cpp @@ -4410,24 +4410,32 @@ void ParChangeSummarizer::summarize(ParameterEnsemble &pe, string filename) cout << ss.str(); frec << ss.str(); ss.str(""); - ss << setw(mxlen) << left << "group" << setw(12) << right << "mean change" << setw(12) << "std change" << setw(16); - ss << "n at/near bnds" << setw(16) << "% at/near bnds"; - ss << setw(10) << "init CV" << setw(10) << "curr CV" << setw(10) << "n CV decr" << endl; + ss << setw(mxlen) << left << "group" << setw(10) << right << "mean chg" << setw(10) << "std chg"; + ss << setw(10) << "n at ubnd" << setw(10) << "% at ubnd"; + ss << setw(10) << "n at lbnd" << setw(10) << "% at lbnd"; + ss << setw(10) << "init CV" << setw(10) << "curr CV" << setw(10) << endl; cout << ss.str(); frec << ss.str(); int i = 0; + int num_out; + int percent_out; for (auto &grp_name : grp_names) { double mean_diff = mean_change[grp_name]; double std_diff = std_change[grp_name]; - int num_out = num_at_bounds[grp_name]; - int percent_out = percent_at_bounds[grp_name]; + ss.str(""); - ss << setw(mxlen) << left << pest_utils::lower_cp(grp_name) << setw(12) << right << mean_diff * 100.0 << setw(12) << std_diff * 100.0 << setw(16); - ss << num_out << setw(16) << setprecision(2) << percent_out; - ss << setw(10) << setprecision(2) << init_cv[grp_name] << setw(10) << curr_cv[grp_name] << setw(10) << setprecision(2) << num_dec_cv[grp_name] << endl; + ss << setw(mxlen) << left << pest_utils::lower_cp(grp_name) << setw(10) << setprecision(2) << right << mean_diff * 100.0; + ss << setw(10) << setprecision(2) << std_diff * 100.0; + num_out = num_at_ubound[grp_name]; + percent_out = percent_at_ubound[grp_name]; + ss << setw(10) << num_out << setw(10) << setprecision(2) << percent_out; + num_out = num_at_lbound[grp_name]; + percent_out = percent_at_lbound[grp_name]; + ss << setw(10) << num_out << setw(10) << setprecision(2) << percent_out; + ss << setw(10) << setprecision(2) << init_cv[grp_name] << setw(10) << curr_cv[grp_name] << setw(10) << setprecision(2) << endl; if (i < 15) cout << ss.str(); frec << ss.str(); @@ -4460,11 +4468,13 @@ void ParChangeSummarizer::write_to_csv(string& filename) if (f.bad()) throw runtime_error("ParChangeSummarizer::write_to_csv() error opening file " + filename); - f << "group,mean_change,std_change,num_at_near_bounds,percent_at_near_bounds,initial_cv,current_cv,num_cv_dec" << endl; + f << "group,mean_change,std_change,num_at_near_lbound,percent_at_near_lbound,num_at_near_ubound,percent_at_near_ubound,initial_cv,current_cv" << endl; for (auto grp_name : base_pe_ptr->get_pest_scenario_ptr()->get_ctl_ordered_par_group_names()) { f << pest_utils::lower_cp(grp_name) << "," << mean_change[grp_name]*100.0 << "," << std_change[grp_name]*100.0 << ","; - f << num_at_bounds[grp_name] << "," << percent_at_bounds[grp_name] <<","<< init_cv[grp_name] << "," << curr_cv[grp_name] << "," << num_dec_cv[grp_name] << endl; + f << num_at_lbound[grp_name] << "," << percent_at_lbound[grp_name]; + f << num_at_ubound[grp_name] << "," << percent_at_ubound[grp_name]; + f <<","<< init_cv[grp_name] << "," << curr_cv[grp_name] << endl; } f.close(); file_manager_ptr->rec_ofstream() << "...saved parameter change summary to " << filename << endl; @@ -4477,11 +4487,13 @@ void ParChangeSummarizer:: update(ParameterEnsemble& pe) { mean_change.clear(); std_change.clear(); - num_at_bounds.clear(); - percent_at_bounds.clear(); + num_at_ubound.clear(); + percent_at_ubound.clear(); + num_at_lbound.clear(); + percent_at_lbound.clear(); init_cv.clear(); curr_cv.clear(); - num_dec_cv.clear(); + //pair, map> moments = pe.get_moment_maps(); //init_moments = base_pe_ptr->get_moment_maps(pe.get_real_names()); map mean_map, std_map; @@ -4506,7 +4518,7 @@ void ParChangeSummarizer:: update(ParameterEnsemble& pe) map idx_map; for (int i = 0; i < pnames.size(); i++) idx_map[pnames[i]] = i; - int num_out, num_pars; + int num_out_u,num_out_l, num_pars; int num_reals = pe.get_real_names().size(); Eigen::ArrayXd arr; int mean_size, std_size,icv_size,ccv_size; @@ -4517,7 +4529,8 @@ void ParChangeSummarizer:: update(ParameterEnsemble& pe) icv_size = 0; ccv_size = 0; ndec_cv = 0; num_pars = pargp2par_map[grp_name].size(); - num_out = 0; + num_out_u = 0; + num_out_l = 0; mean_size = 0; std_size = 0; for (auto& par_name : pargp2par_map[grp_name]) @@ -4526,8 +4539,10 @@ void ParChangeSummarizer:: update(ParameterEnsemble& pe) for (int i = 0; i < num_reals; i++) { v = arr[i]; - if ((v > (ub[par_name] * 1.01)) || (v < (lb[par_name] * 0.99))) - num_out++; + if (v > (ub[par_name] * 1.01)) + num_out_u++; + else if (v < (lb[par_name] * 0.99)) + num_out_l++; } value1 = init_moments.first[par_name]; value2 = value1 - mean_map[par_name]; @@ -4590,17 +4605,22 @@ void ParChangeSummarizer:: update(ParameterEnsemble& pe) double percent_out = 0; - if (num_pars > 0) - percent_out = double(num_out) / double(num_pars * num_reals) * 100; + mean_change[grp_name] = mean_diff; std_change[grp_name] = std_diff; - num_at_bounds[grp_name] = num_out; - percent_at_bounds[grp_name] = percent_out; - curr_cv[grp_name] = ccv; + num_at_lbound[grp_name] = num_out_l; + num_at_ubound[grp_name] = num_out_u; + percent_out = 0.0; + if (num_pars > 0) + percent_out = double(num_out_l) / double(num_pars * num_reals) * 100; + percent_at_lbound[grp_name] = percent_out; + percent_out = 0.0; + if (num_pars > 0) + percent_out = double(num_out_u) / double(num_pars * num_reals) * 100; + percent_at_ubound[grp_name] = percent_out; + curr_cv[grp_name] = ccv; init_cv[grp_name] = icv; - num_dec_cv[grp_name] = ndec_cv; - } } diff --git a/src/libs/pestpp_common/EnsembleMethodUtils.h b/src/libs/pestpp_common/EnsembleMethodUtils.h index ea97c694..c9c9cfd7 100644 --- a/src/libs/pestpp_common/EnsembleMethodUtils.h +++ b/src/libs/pestpp_common/EnsembleMethodUtils.h @@ -175,9 +175,10 @@ class ParChangeSummarizer map std_change; map init_cv; map curr_cv; - map num_dec_cv; - map num_at_bounds; - map percent_at_bounds; + map num_at_ubound; + map percent_at_ubound; + map num_at_lbound; + map percent_at_lbound; void update(ParameterEnsemble& pe); void write_to_csv(string& filename); From f77548d64589253a76dc1caa16b9ae23e76be785 Mon Sep 17 00:00:00 2001 From: jdub Date: Mon, 10 Apr 2023 15:10:01 +0800 Subject: [PATCH 25/41] fix in pso for empty dv pop files --- src/libs/pestpp_common/MOEA.cpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/libs/pestpp_common/MOEA.cpp b/src/libs/pestpp_common/MOEA.cpp index 7619ee75..dd804fc7 100644 --- a/src/libs/pestpp_common/MOEA.cpp +++ b/src/libs/pestpp_common/MOEA.cpp @@ -3909,7 +3909,7 @@ void MOEA::save_populations(ParameterEnsemble& _dp, ObservationEnsemble& _op, st stringstream ss; string fname; - + _dp.reset_org_real_names(); ss << file_manager.get_base_filename(); if (tag.size() > 0) { From 3913e961f3821ae726056b746f4c97e20b6931dd Mon Sep 17 00:00:00 2001 From: unknown Date: Mon, 10 Apr 2023 15:12:31 +0800 Subject: [PATCH 26/41] check in --- src/libs/common/config_os.h | 2 +- src/libs/run_managers/yamr/RunManagerPanther.cpp | 7 +++++-- 2 files changed, 6 insertions(+), 3 deletions(-) diff --git a/src/libs/common/config_os.h b/src/libs/common/config_os.h index 36f41159..7d8d2598 100644 --- a/src/libs/common/config_os.h +++ b/src/libs/common/config_os.h @@ -2,7 +2,7 @@ #define CONFIG_OS_H_ -#define PESTPP_VERSION "5.2.1"; +#define PESTPP_VERSION "5.2.2"; #if defined(_WIN32) || defined(_WIN64) #define OS_WIN diff --git a/src/libs/run_managers/yamr/RunManagerPanther.cpp b/src/libs/run_managers/yamr/RunManagerPanther.cpp index 09d9b368..e067d231 100644 --- a/src/libs/run_managers/yamr/RunManagerPanther.cpp +++ b/src/libs/run_managers/yamr/RunManagerPanther.cpp @@ -47,7 +47,7 @@ using namespace pest_utils; const int RunManagerPanther::BACKLOG = 1000; const int RunManagerPanther::MAX_FAILED_PINGS = 60; const int RunManagerPanther::N_PINGS_UNRESPONSIVE = 3; -const int RunManagerPanther::MIN_PING_INTERVAL_SECS = 60; // Ping each slave at most once every minute +const int RunManagerPanther::MIN_PING_INTERVAL_SECS = 5; // Ping each slave at most once every minute const int RunManagerPanther::MAX_PING_INTERVAL_SECS = 120; // Ping each slave at least once every 2 minutes const int RunManagerPanther::MAX_CONCURRENT_RUNS_LOWER_LIMIT = 1; const int RunManagerPanther::IDLE_THREAD_SIGNAL_TIMEOUT_SECS = 10; // Allow up to 10s for the run_idle_async() thread to acknowledge signals (pause idling, terminate) @@ -930,6 +930,8 @@ bool RunManagerPanther::ping(int i_sock) } } else agent_info_iter->set_ping(true); + report("ping sent to agent:" + sock_hostname + "$" + agent_info_iter->get_work_dir(), false); + #ifdef _DEBUG report("ping sent to agent:" + sock_hostname + "$" + agent_info_iter->get_work_dir(), false); #endif @@ -1462,8 +1464,9 @@ void RunManagerPanther::process_message(int i_sock) } else if (net_pack.get_type() == NetPackage::PackType::PING) { + report("ping received from agent:" + host_name + "$" + agent_info_iter->get_work_dir(), false); #ifdef _DEBUG - report("ping received from agent" + host_name + "$" + agent_info_iter->get_work_dir(), false); + report("ping received from agent:" + host_name + "$" + agent_info_iter->get_work_dir(), false); #endif } else if (net_pack.get_type() == NetPackage::PackType::IO_ERROR) From 589462d17f0d23c9d9aa0aa4d4b358564590bcb9 Mon Sep 17 00:00:00 2001 From: jdub Date: Wed, 12 Apr 2023 08:38:42 +0800 Subject: [PATCH 27/41] added checks for too few members in mou --- src/libs/pestpp_common/Localizer.cpp | 40 ++++++++++------------------ src/libs/pestpp_common/MOEA.cpp | 9 +++++++ 2 files changed, 23 insertions(+), 26 deletions(-) diff --git a/src/libs/pestpp_common/Localizer.cpp b/src/libs/pestpp_common/Localizer.cpp index d48486e2..bc82a8d6 100644 --- a/src/libs/pestpp_common/Localizer.cpp +++ b/src/libs/pestpp_common/Localizer.cpp @@ -899,21 +899,7 @@ void AutoAdaLocThread::work(int thread_id) if ((use_list_obs) && (sobs.size() == 0)) continue; - -// while (true) -// { -// if (oe_diff_gaurd.try_lock()) -// { -// -// obs_ss = oe_diff.col(iobs); -// oname = obs_names[iobs]; -// oe_diff_gaurd.unlock(); -// break; -// } -// -// } - - obs_ss = oe_diff.col(iobs); + obs_ss = oe_diff.col(iobs); oname = obs_names[iobs]; if ((sobs.size() > 0) && (sobs.find(oname) == sobs.end())) @@ -1012,17 +998,17 @@ void AutoAdaLocThread::work(int thread_id) else { while (true) - { - if (triplets_guard.try_lock()) - { - for (auto& t : otrips) - { - triplets.push_back(t); - } - triplets_guard.unlock(); - break; - } - } + { + if (triplets_guard.try_lock()) + { + for (auto& t : otrips) + { + triplets.push_back(t); + } + triplets_guard.unlock(); + break; + } + } } } } @@ -1068,6 +1054,7 @@ Eigen::MatrixXd Localizer::get_obsdiff_hadamard_matrix(int num_reals, string col int idx = colname2col_map.at(col_name); Eigen::VectorXd mat_vec = cur_mat.e_ptr()->col(idx); Eigen::MatrixXd loc(obs_names.size(), num_reals); + loc.setZero(); for (int i=0;irow(idx); Eigen::MatrixXd loc(par_names.size(), num_reals); + loc.setZero(); for (int i = 0; i Date: Wed, 12 Apr 2023 14:48:27 +0800 Subject: [PATCH 28/41] added multigen population option, working on pso X multigen issues --- src/libs/pestpp_common/MOEA.cpp | 259 ++++++++++++------- src/libs/pestpp_common/MOEA.h | 7 +- src/libs/pestpp_common/pest_data_structs.cpp | 8 + src/libs/pestpp_common/pest_data_structs.h | 3 + src/programs/pestpp-mou/pestpp-mou.cpp | 40 +-- 5 files changed, 199 insertions(+), 118 deletions(-) diff --git a/src/libs/pestpp_common/MOEA.cpp b/src/libs/pestpp_common/MOEA.cpp index d6770f06..0ab2aeaa 100644 --- a/src/libs/pestpp_common/MOEA.cpp +++ b/src/libs/pestpp_common/MOEA.cpp @@ -1374,46 +1374,53 @@ void MOEA::update_archive_nsga(ObservationEnsemble& _op, ParameterEnsemble& _dp) throw_moea_error(ss.str()); } //if this is a population reset because of trying to reuse chances, then we need to reset the archive now also... - if ((constraints.should_update_chance(iter)) && (pest_scenario.get_pestpp_options().get_opt_recalc_fosm_every() != 1)) + if (should_use_multigen()) { - message(2,"resetting archive after chance update"); + message(2,"resetting archive for multi-generational population"); dp_archive = _dp; op_archive = _op; - return; + DomPair dompair = objectives.get_nsga2_pareto_dominance(iter, op_archive, dp_archive, &constraints, true, + ARC_SUM_TAG); + dp_archive.keep_rows(dompair.first); + op_archive.keep_rows(dompair.first); + + } + else { + //check that members of _op arent in the archive already + vector keep, temp = op_archive.get_real_names(); + set archive_members(temp.begin(), temp.end()); + for (auto &member : _op.get_real_names()) { + if (archive_members.find(member) == archive_members.end()) + keep.push_back(member); + } + if (keep.size() == 0) { + message(2, "all nondominated members in already in archive"); + return; + } + + ss.str(""); + ss << "adding " << keep.size() << " non-dominated members to archive"; + message(2, ss.str()); + Eigen::MatrixXd other = _op.get_eigen(keep, vector()); + op_archive.append_other_rows(keep, other); + other = _dp.get_eigen(keep, vector()); + dp_archive.append_other_rows(keep, other); + other.resize(0, 0); + message(2, "pareto dominance sorting archive of size", op_archive.shape().first); + DomPair dompair = objectives.get_nsga2_pareto_dominance(iter, op_archive, dp_archive, &constraints, true, + ARC_SUM_TAG); + + ss.str(""); + ss << "resizing archive from " << op_archive.shape().first << " to " << dompair.first.size() + << " current non-dominated solutions"; + message(2, ss.str()); + op_archive.keep_rows(dompair.first); + dp_archive.keep_rows(dompair.first); } - //check that members of _op arent in the archive already - vector keep, temp = op_archive.get_real_names(); - set archive_members(temp.begin(), temp.end()); - for (auto& member : _op.get_real_names()) - { - if (archive_members.find(member) == archive_members.end()) - keep.push_back(member); - } - if (keep.size() == 0) - { - message(2, "all nondominated members in already in archive"); - return; - } - - ss.str(""); - ss << "adding " << keep.size() << " non-dominated members to archive"; - message(2, ss.str()); - Eigen::MatrixXd other = _op.get_eigen(keep, vector()); - op_archive.append_other_rows(keep, other); - other = _dp.get_eigen(keep, vector()); - dp_archive.append_other_rows(keep, other); - other.resize(0, 0); - message(2, "pareto dominance sorting archive of size", op_archive.shape().first); - DomPair dompair = objectives.get_nsga2_pareto_dominance(iter,op_archive, dp_archive,&constraints,true,ARC_SUM_TAG); - - ss.str(""); - ss << "resizing archive from " << op_archive.shape().first << " to " << dompair.first.size() << " current non-dominated solutions"; - message(2, ss.str()); - op_archive.keep_rows(dompair.first); - dp_archive.keep_rows(dompair.first); if (op_archive.shape().first > archive_size) { + vector keep; ss.str(""); ss << "trimming archive size from " << op_archive.shape().first << " to max archive size " << archive_size; message(2, ss.str()); @@ -1426,6 +1433,7 @@ void MOEA::update_archive_nsga(ObservationEnsemble& _op, ParameterEnsemble& _dp) } dp_archive.reset_org_real_names(); op_archive.reset_org_real_names(); + save_populations(dp_archive, op_archive, "archive"); } @@ -1440,37 +1448,46 @@ void MOEA::update_archive_spea(ObservationEnsemble& _op, ParameterEnsemble& _dp) ss << "MOEA::update_archive_spea(): op_archive members " << op_archive.shape().first << " != dp_archive members " << dp_archive.shape().first; throw_moea_error(ss.str()); } - if ((constraints.should_update_chance(iter)) && (pest_scenario.get_pestpp_options().get_opt_recalc_fosm_every() != 1)) + if (should_use_multigen()) { - message(1,"resetting archive after chance update"); + message(1,"resetting archive for multigenerational population"); dp_archive = _dp; op_archive = _op; + vector keep = dp_archive.get_real_names(); + if (op_archive.shape().first > current_archive_size) + { + objectives.get_spea2_archive_names_to_keep(current_archive_size, keep, op_archive, dp_archive); + op_archive.keep_rows(keep); + dp_archive.keep_rows(keep); + } + save_populations(dp_archive, op_archive, "archive"); + return; } - //check that members of _op arent in the archive already - vector keep, temp = op_archive.get_real_names(); - set archive_members(temp.begin(), temp.end()); - for (auto& member : _op.get_real_names()) - { - if (archive_members.find(member) == archive_members.end()) - keep.push_back(member); - } - if (keep.size() == 0) - { - message(2, "all members in already in archive"); - return; - } + //check that members of _op arent in the archive already + vector keep, temp = op_archive.get_real_names(); + set archive_members(temp.begin(), temp.end()); + for (auto &member : _op.get_real_names()) { + if (archive_members.find(member) == archive_members.end()) + keep.push_back(member); + } + if (keep.size() == 0) { + message(2, "all members in already in archive"); + return; + } + + ss.str(""); + ss << "adding " << keep.size() << " members to archive"; + message(2, ss.str()); + Eigen::MatrixXd other = _op.get_eigen(keep, vector()); + op_archive.append_other_rows(keep, other); + other = _dp.get_eigen(keep, vector()); + dp_archive.append_other_rows(keep, other); + other.resize(0, 0); + message(2, "spea fitness calculation for archive of size ", op_archive.shape().first); + map fit = objectives.get_spea2_fitness(iter, op_archive, dp_archive, &constraints, true, + ARC_SUM_TAG); - ss.str(""); - ss << "adding " << keep.size() << " members to archive"; - message(2, ss.str()); - Eigen::MatrixXd other = _op.get_eigen(keep, vector()); - op_archive.append_other_rows(keep, other); - other = _dp.get_eigen(keep, vector()); - dp_archive.append_other_rows(keep, other); - other.resize(0, 0); - message(2, "spea fitness calculation for archive of size ", op_archive.shape().first); - map fit = objectives.get_spea2_fitness(iter, op_archive, dp_archive, &constraints, true, ARC_SUM_TAG); keep.clear(); for (auto& f : fit) @@ -1492,6 +1509,8 @@ void MOEA::update_archive_spea(ObservationEnsemble& _op, ParameterEnsemble& _dp) } dp_archive.reset_org_real_names(); op_archive.reset_org_real_names(); + objectives.get_nsga2_pareto_dominance(iter, op_archive, dp_archive, &constraints, true, + ARC_SUM_TAG); save_populations(dp_archive, op_archive, "archive"); } } @@ -2506,7 +2525,7 @@ void MOEA::initialize() constraints.mou_report(0,dp, op, obs_obj_names,pi_obj_names); - initialize_pso_bits(); + initialize_pso(); par_sim_map.clear(); obs_sim_map.clear(); @@ -2527,32 +2546,45 @@ void MOEA::update_sim_maps(ParameterEnsemble& _dp, ObservationEnsemble& _op) { obs_sim_map[ridx.first] = _op.get_eigen_ptr()->row(ridx.second); } + } +ParameterEnsemble MOEA::get_initial_pso_velocities(int num_members) { + double init_vel_scale_fac = 0.5; + ParameterEnsemble _pso_velocity = dp.zeros_like(num_members); + Parameters lb = pest_scenario.get_ctl_parameter_info().get_low_bnd(dv_names); + Parameters ub = pest_scenario.get_ctl_parameter_info().get_up_bnd(dv_names); + _pso_velocity.get_par_transform().ctl2numeric_ip(lb); + _pso_velocity.get_par_transform().ctl2numeric_ip(ub); + Parameters dist = ub - lb; + for (auto& dv_name : dv_names) + { + vector vals = uniform_draws(num_members, -dist[dv_name]* init_vel_scale_fac, dist[dv_name]* init_vel_scale_fac, rand_gen); + Eigen::VectorXd real = stlvec_2_eigenvec(vals); + _pso_velocity.replace_col(dv_name, real); + } + return _pso_velocity; +} -void MOEA::initialize_pso_bits() +void MOEA::initialize_pso() { - //initialize PSO bits - double init_vel_scale_fac = 0.5; - pso_velocity = dp.zeros_like(); - int num_reals = dp.shape().first; - Parameters lb = pest_scenario.get_ctl_parameter_info().get_low_bnd(dv_names); - Parameters ub = pest_scenario.get_ctl_parameter_info().get_up_bnd(dv_names); - pso_velocity.get_par_transform().ctl2numeric_ip(lb); - pso_velocity.get_par_transform().ctl2numeric_ip(ub); - Parameters dist = ub - lb; - for (auto& dv_name : dv_names) - { - vector vals = uniform_draws(num_reals, -dist[dv_name]* init_vel_scale_fac, dist[dv_name]* init_vel_scale_fac, rand_gen); - Eigen::VectorXd real = stlvec_2_eigenvec(vals); - pso_velocity.replace_col(dv_name, real); - } + pso_velocity = get_initial_pso_velocities(dp.shape().first); + update_pso_velocity_map(pso_velocity); pso_pbest_dp = ParameterEnsemble(&pest_scenario, &rand_gen, dp.get_eigen(), dp.get_real_names(), dp.get_var_names()); pso_pbest_dp.set_trans_status(dp.get_trans_status()); pso_pbest_op = ObservationEnsemble(&pest_scenario, &rand_gen, op.get_eigen(), op.get_real_names(), op.get_var_names()); } +void MOEA::update_pso_velocity_map(ParameterEnsemble& _pso_velocity) +{ + map rmap = _pso_velocity.get_real_map(); + for (auto& ridx : rmap) + { + pso_velocity_map[ridx.first] = _pso_velocity.get_eigen_ptr()->row(ridx.second); + } +} + pair MOEA::get_optimal_solution(ParameterEnsemble& _dp, ObservationEnsemble& _op, string& opt_member_name) { Parameters pars; @@ -2748,9 +2780,9 @@ void MOEA::iterate_to_solution() // from the full history of available members since uncertainty estimates could be changing as we evolve // e.g. Rui's problem... // this same conditional is used in the update archive functions - if ((constraints.should_update_chance(iter)) && (pest_scenario.get_pestpp_options().get_opt_recalc_fosm_every() != 1)) + if (should_use_multigen()) { - message(1,"chances re-evaluated, resetting current population to complete history of population to update dominance sorting"); + message(1,"using multi-generational population in dominance sorting"); fill_populations_from_maps(new_dp,new_op); } @@ -2790,8 +2822,8 @@ void MOEA::iterate_to_solution() message(1, "pareto dominance sorting combined parent-child populations of size ", new_dp.shape().first); DomPair dompair = objectives.get_nsga2_pareto_dominance(iter, new_op, new_dp, &constraints, true, POP_SUM_TAG); - if ((constraints.should_update_chance(iter)) && (pest_scenario.get_pestpp_options().get_opt_recalc_fosm_every() != 1)) { - message(2,"keeping all nondom members after chance update"); + if (should_use_multigen()) { + message(2,"keeping all feasible nondom members from multi-generational population"); keep = dompair.first; } else { @@ -2833,9 +2865,9 @@ void MOEA::iterate_to_solution() { map fit = objectives.get_spea2_fitness(iter, new_op, new_dp, &constraints, true, POP_SUM_TAG); //first find all members with fitness less than 1 (nondom) - if ((constraints.should_update_chance(iter)) && (pest_scenario.get_pestpp_options().get_opt_recalc_fosm_every() != 1)) + if (should_use_multigen()) { - message(2,"keeping all nondom members after chance update"); + message(2,"keeping all feasible nondom members from multigenerational population"); keep = new_dp.get_real_names(); } else { @@ -2916,6 +2948,18 @@ void MOEA::iterate_to_solution() } +bool MOEA::should_use_multigen() { + + if (pest_scenario.get_pestpp_options().get_mou_use_multigen()) { + return true; + } + if ((constraints.should_update_chance(iter)) && (pest_scenario.get_pestpp_options().get_opt_recalc_fosm_every() != 1)) + { + return true; + } + return false; +} + void MOEA::initialize_population_schedule() { stringstream ss; @@ -3251,6 +3295,7 @@ ParameterEnsemble MOEA::get_updated_pso_velocty(ParameterEnsemble& _dp, vector MOEA::get_pso_gbest_solutions(int num_reals, ParameterEnsemble& _ ParameterEnsemble MOEA::generate_pso_population(int num_members, ParameterEnsemble& _dp) { + //generate this first before pso resets the objectives member map... + ParameterEnsemble temp(&pest_scenario, _dp.get_rand_gen_ptr()); + if (num_members > _dp.shape().first) + { + int num_reals = num_members - _dp.shape().first; + message(1,"augmenting PSO population DE population of size",num_reals); + temp = generate_diffevol_population(num_reals, _dp); + + } + message(1, "generating PSO population of size", num_members); vector gbest_solutions = get_pso_gbest_solutions(_dp.shape().first, dp_archive, op_archive); ParameterEnsemble cur_velocity = get_updated_pso_velocty(_dp, gbest_solutions); ParameterEnsemble new_dp(&pest_scenario, &rand_gen, _dp.get_eigen().array() + cur_velocity.get_eigen().array(), _dp.get_real_names(), _dp.get_var_names()); - - //augment with DE if needed... - //need to think more about this bc of tracking pbest... - /*if (num_members > _dp.shape().first) - { - int num_reals = num_members - _dp.shape().first; - ParameterEnsemble temp = generate_diffevol_population(num_reals, _dp); - new_dp.append_other_rows(temp); - pso_pbest_dp.append_other_rows(temp); - pso_pbest_op; - }*/ - - current_pso_lineage_map.clear(); + + if (temp.shape().first > 0) { + new_dp.append_other_rows(temp); + pso_pbest_dp.append_other_rows(temp); + vector real_names = temp.get_real_names(); + temp = get_initial_pso_velocities(temp.shape().first); + temp.set_real_names(real_names); + cur_velocity.append_other_rows(temp); + } + + + current_pso_lineage_map.clear(); string new_name; vector new_names; for (auto real_name : new_dp.get_real_names()) { new_name = get_new_member_name("pso"); + new_name = get_new_member_name("pso"); + cout < keep; + for (int i=0;i par_sim_map, obs_sim_map; + map par_sim_map, obs_sim_map, pso_velocity_map; ParameterEnsemble pso_velocity, pso_pbest_dp; ObservationEnsemble pso_pbest_op; @@ -195,7 +195,9 @@ class MOEA void queue_chance_runs(ParameterEnsemble& _dp); ObservationEnsemble get_chance_shifted_op(ParameterEnsemble& _dp, ObservationEnsemble& _op, string& opt_member); - void initialize_pso_bits(); + void initialize_pso(); + ParameterEnsemble get_initial_pso_velocities(int num_members); + void update_pso_velocity_map(ParameterEnsemble& _pso_velocity); void initialize_population_schedule(); bool initialize_dv_population(); void initialize_obs_restart_population(); @@ -242,6 +244,7 @@ class MOEA int get_max_len_obj_name(); + bool should_use_multigen(); }; #endif //MOEA_H_ diff --git a/src/libs/pestpp_common/pest_data_structs.cpp b/src/libs/pestpp_common/pest_data_structs.cpp index f8ec888c..2f531725 100644 --- a/src/libs/pestpp_common/pest_data_structs.cpp +++ b/src/libs/pestpp_common/pest_data_structs.cpp @@ -1466,6 +1466,11 @@ bool PestppOptions::assign_mou_value_by_key(const string& key, const string& val { mou_simplex_mutation = pest_utils::parse_string_arg_to_bool(value); return true; + } + else if (key == "MOU_USE_MULTIGEN_POPULATION") + { + mou_use_multigen = pest_utils::parse_string_arg_to_bool(value); + return true; } return false; } @@ -1697,6 +1702,8 @@ void PestppOptions::summary(ostream& os) const os << " " << f << endl; } os << "mou_simplex_mutation: " << mou_simplex_mutation << endl; + os << "mou_use_multigen:" << mou_use_multigen << endl; + os << endl << "...shared pestpp-ies/pestpp-da options:" << endl; os << "(note: 'da' args override 'ies' args when using pestpp-da)" << endl; @@ -1880,6 +1887,7 @@ void PestppOptions::set_defaults() set_mou_simplex_reflections(10); set_mou_simplex_factors(vector{0.5, 0.6, 0.7, 0.8}); set_mou_simplex_mutation(false); + set_mou_use_multigen(false); set_ies_par_csv(""); set_ies_obs_csv(""); diff --git a/src/libs/pestpp_common/pest_data_structs.h b/src/libs/pestpp_common/pest_data_structs.h index d72f305a..9cabc88b 100644 --- a/src/libs/pestpp_common/pest_data_structs.h +++ b/src/libs/pestpp_common/pest_data_structs.h @@ -418,6 +418,8 @@ class PestppOptions { void set_mou_simplex_factors(vector _factors) { mou_simplex_factors = _factors; } bool get_mou_simplex_mutation() const {return mou_simplex_mutation;} void set_mou_simplex_mutation(bool _flag) {mou_simplex_mutation = _flag;} + bool get_mou_use_multigen() const {return mou_use_multigen;} + void set_mou_use_multigen(bool _flag) {mou_use_multigen = _flag;} string get_ies_par_csv()const { return ies_par_csv; } void set_ies_par_csv(string _ies_par_csv) { ies_par_csv = _ies_par_csv; } @@ -746,6 +748,7 @@ class PestppOptions { int mou_simplex_reflections; vector mou_simplex_factors; bool mou_simplex_mutation; + bool mou_use_multigen; int ies_subset_size; string ies_par_csv; diff --git a/src/programs/pestpp-mou/pestpp-mou.cpp b/src/programs/pestpp-mou/pestpp-mou.cpp index 4d95570f..23e2a3e0 100644 --- a/src/programs/pestpp-mou/pestpp-mou.cpp +++ b/src/programs/pestpp-mou/pestpp-mou.cpp @@ -35,10 +35,10 @@ using namespace pest_utils; int main(int argc, char* argv[]) { -#ifndef _DEBUG - try - { -#endif +//#ifndef _DEBUG +// try +// { +//#endif string version = PESTPP_VERSION; cout << endl << endl; cout << " pestpp-mou: multi-objective optimization under uncertainty" << endl << endl; @@ -317,20 +317,20 @@ int main(int argc, char* argv[]) fout_rec << "took " << setprecision(6) << (double)chrono::duration_cast(end - start).count()/60.0 << " minutes" << endl; fout_rec.close(); return 0; -#ifndef _DEBUG - } - catch (exception &e) - { - cout << "Error condition prevents further execution: " << endl << e.what() << endl; - //cout << "press enter to continue" << endl; - //char buf[256]; - //OperSys::gets_s(buf, sizeof(buf)); - return 1; - } - catch (...) - { - cout << "Error condition prevents further execution: " << endl; - return 1; - } -#endif +//#ifndef _DEBUG +// } +// catch (exception &e) +// { +// cout << "Error condition prevents further execution: " << endl << e.what() << endl; +// //cout << "press enter to continue" << endl; +// //char buf[256]; +// //OperSys::gets_s(buf, sizeof(buf)); +// return 1; +// } +// catch (...) +// { +// cout << "Error condition prevents further execution: " << endl; +// return 1; +// } +//#endif } From 34c3e6aa24d4e96c47125320c17f9061e0d5e12c Mon Sep 17 00:00:00 2001 From: jdub Date: Wed, 12 Apr 2023 16:24:32 +0800 Subject: [PATCH 29/41] a little clean up in the code, update doc --- documentation/pestpp_users_guide_v5.2.0.docx | Bin 1908388 -> 1908813 bytes src/libs/common/config_os.h | 2 +- src/libs/pestpp_common/MOEA.cpp | 7 +++---- src/libs/pestpp_common/MOEA.h | 2 ++ 4 files changed, 6 insertions(+), 5 deletions(-) diff --git a/documentation/pestpp_users_guide_v5.2.0.docx b/documentation/pestpp_users_guide_v5.2.0.docx index 178130876b796d8a3d98c3d68e75bd5cf8cdb0f3..f4d68e75d8896309c272f282424461a31d364821 100644 GIT binary patch delta 580363 zcmV*9KybgLy>!jMbg=&m3dbW2Sg{xg0ANFt2@GBWrlYfI49^CC6&uKC*9}*PH#OGG zamS~grY*~H1ycvlu815j+v=J*{wA4OwM#o}Q)@>9nvgY4qhYNzJ=O<`j4{m-6QW(l zbNL8+<9{NrMd=CHHLM=)u9=_1k^_JuC(O(m9|^*sywKm 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