Benchmark isolated and coupled gravity Schur refinements
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@@ -36,6 +36,8 @@ struct Options {
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bool strategyProbe = false, positivityProbe = false, positivityCertificate = false;
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bool preconditionerProbe = false;
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std::string preconditionerVariant = "independent";
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int schurCorrectionSweeps = 1;
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double schurRelaxation = 0.5;
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std::string strategy = "baseline";
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double gravityTolerance = 1e-10;
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int gravityIterations = 300, gravityRestart = 80;
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@@ -99,6 +101,10 @@ Options Parse(int argc, char **argv) {
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o.preconditionerProbe = true;
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else if (a == "--preconditioner-variant")
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o.preconditionerVariant = v();
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else if (a == "--schur-sweeps")
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o.schurCorrectionSweeps = std::stoi(v());
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else if (a == "--schur-relaxation")
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o.schurRelaxation = std::stod(v());
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else if (a == "--pressure-probe")
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o.pressureProbe = true;
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else if (a == "--shape-curvature")
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@@ -422,6 +428,7 @@ template <class Context> int RunContext(Context &context, const Options &o, cons
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<< "\ngravity_iterations=" << o.gravityIterations << "\ngravity_restart=" << o.gravityRestart
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<< "\npreconditioner_probe=" << o.preconditionerProbe
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<< "\npreconditioner_variant=" << o.preconditionerVariant
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<< "\nschur_correction_sweeps=" << o.schurCorrectionSweeps << "\nschur_relaxation=" << o.schurRelaxation
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<< "\ncompiler=" << __VERSION__ << "\ncompiled=" << __DATE__ << ' ' << __TIME__ << '\n';
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metadata.flush();
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if (o.preconditionerProbe) {
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@@ -442,7 +449,8 @@ template <class Context> int RunContext(Context &context, const Options &o, cons
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metadata.flush();
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experiment::plateau_diagnostics::BenchmarkPreconditioners(s, o.output,
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{.variant = o.preconditionerVariant, .restart = o.restart,
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.maximumIterations = o.maxLinear, .relativeTolerance = o.linearTolerance});
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.maximumIterations = o.maxLinear, .relativeTolerance = o.linearTolerance,
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.schurCorrectionSweeps = o.schurCorrectionSweeps, .schurRelaxation = o.schurRelaxation});
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});
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// A missed linear gate is a measured outcome, not failure to execute
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// the experiment. The CSV retains both recurrence and true gate results.
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@@ -5,6 +5,7 @@
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#include <cmath>
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#include <concepts>
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#include <cstring>
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#include <cstdint>
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#include <filesystem>
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#include <fstream>
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#include <iomanip>
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@@ -23,7 +24,9 @@ enum class PreconditionerBenchmarkVariant {
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material_then_gravity,
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gravity_then_material,
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stellar_ldu,
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material_ldu
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material_ldu,
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gravity_schur,
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stellar_ldu_gravity_schur
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};
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inline PreconditionerBenchmarkVariant ParsePreconditionerBenchmarkVariant(const std::string &name) {
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@@ -32,6 +35,8 @@ inline PreconditionerBenchmarkVariant ParsePreconditionerBenchmarkVariant(const
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if (name == "gravity-then-material") return PreconditionerBenchmarkVariant::gravity_then_material;
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if (name == "stellar-ldu") return PreconditionerBenchmarkVariant::stellar_ldu;
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if (name == "material-ldu") return PreconditionerBenchmarkVariant::material_ldu;
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if (name == "gravity-schur") return PreconditionerBenchmarkVariant::gravity_schur;
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if (name == "stellar-ldu-gravity-schur") return PreconditionerBenchmarkVariant::stellar_ldu_gravity_schur;
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throw std::invalid_argument("Unknown preconditioner benchmark variant: " + name);
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}
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@@ -40,6 +45,8 @@ struct PreconditionerBenchmarkOptions final {
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int restart{160};
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int maximumIterations{200};
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double relativeTolerance{0.03};
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int schurCorrectionSweeps{1};
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double schurRelaxation{0.5};
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};
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namespace preconditioner_benchmark_detail {
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@@ -87,8 +94,9 @@ inline double Relative(double numerator, double denominator) {
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(numerator == 0.0 ? 0.0 : std::numeric_limits<double>::infinity());
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}
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template <pc::StellarStructureFactorizationPolicy StructurePolicy, bool MaterialLDU = false, class Problem>
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auto Prepare(const Problem &problem) {
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template <pc::StellarStructureFactorizationPolicy StructurePolicy, bool MaterialLDU = false,
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bool RefinedGravity = false, class Problem>
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auto Prepare(const Problem &problem, const PreconditionerBenchmarkOptions &options) {
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const auto defaults = pc::stellarStructureBlock(problem);
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const auto material = [&]() {
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if constexpr (MaterialLDU) {
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@@ -99,7 +107,17 @@ auto Prepare(const Problem &problem) {
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return defaults.materialSurfaceComponent();
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}
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}();
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auto structure = pc::stellarStructureBlock(problem, material, defaults.gravityComponent(), StructurePolicy{});
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auto gravity = [&]() {
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if constexpr (RefinedGravity) {
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const auto &original = defaults.gravityComponent();
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return pc::GravityFieldBlock(original.massInverseBackend(), original.potentialSchurBackend(),
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pc::GravityConsistentSchurLDU{.correctionSweeps = options.schurCorrectionSweeps,
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.relaxation = options.schurRelaxation});
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} else {
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return defaults.gravityComponent();
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}
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}();
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auto structure = pc::stellarStructureBlock(problem, material, std::move(gravity), StructurePolicy{});
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// Each candidate needs its own completed border columns and scalar Schur;
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// reusing the default border would confound the factorization comparison.
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return pc::prepare(problem, pc::specificationBorderBlock(
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@@ -145,7 +163,8 @@ void BenchmarkPreconditioners(State &state, const std::filesystem::path &output,
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throw std::invalid_argument("Frozen preconditioner benchmarks require one MPI rank.");
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if (options.restart <= 0 || options.maximumIterations <= 0 ||
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!std::isfinite(options.relativeTolerance) || options.relativeTolerance <= 0.0 ||
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!state.normalizedOperator->IsPrepared())
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options.schurCorrectionSweeps < 0 || !std::isfinite(options.schurRelaxation) ||
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options.schurRelaxation <= 0.0 || !state.normalizedOperator->IsPrepared())
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throw std::invalid_argument("Frozen preconditioner benchmark controls or preparation are invalid.");
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const mfem::Vector acceptedPhysical(state.AcceptedPhysicalState()),
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@@ -233,7 +252,7 @@ void BenchmarkPreconditioners(State &state, const std::filesystem::path &output,
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verify("context_reference");
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auto summary = detail::Open(output / "preconditioner_summary.csv");
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summary << "role,variant,restart,maximum_iterations,relative_tolerance,rhs_norm,absolute_target,"
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summary << "role,variant,schur_correction_sweeps,schur_relaxation,restart,maximum_iterations,relative_tolerance,rhs_norm,absolute_target,"
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"reported_initial_norm,reported_final_norm,reported_iterations,iterations,solver_converged,"
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"true_residual_norm,true_relative,true_gate_pass,normalized_correction_norm,physical_correction_norm,"
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"construction_seconds,unchanged_state_refresh_seconds,refresh_did_work,normalization_binding_seconds,"
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@@ -243,6 +262,8 @@ void BenchmarkPreconditioners(State &state, const std::filesystem::path &output,
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"preconditioner_applications,preconditioner_seconds,preconditioner_maximum_seconds,"
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"binding_setups,binding_refreshes,binding_setup_seconds,binding_refresh_seconds,"
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"true_check_jacobian_applications,krylov_other_seconds\n";
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auto work = detail::Open(output / "preconditioner_work.csv");
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work << "role,variant,stage,metric,count\n";
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auto actions = detail::Open(output / "preconditioner_actions.csv");
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actions << "role,variant,correction_norm,jacobian_action_norm,defect_norm,relative_defect,"
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"application_seconds,jacobian_seconds,context_action_relative_difference,context_equivalence_required\n";
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@@ -254,12 +275,33 @@ void BenchmarkPreconditioners(State &state, const std::filesystem::path &output,
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auto history = detail::Open(output / "preconditioner_history.csv");
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history << "role,variant,iteration,reported_norm,final\n";
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const auto run = [&]<pc::StellarStructureFactorizationPolicy Policy, bool MaterialLDU = false>(
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const auto run = [&]<pc::StellarStructureFactorizationPolicy Policy, bool MaterialLDU = false,
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bool RefinedGravity = false>(
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const std::string &role, const std::string &variant) {
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const auto candidateStart = detail::Clock::now();
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auto physical = detail::Prepare<Policy, MaterialLDU>(state.Problem());
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auto physical = detail::Prepare<Policy, MaterialLDU, RefinedGravity>(state.Problem(), options);
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static_assert(pc::PreparedStellarInverseFor<decltype(physical), decltype(state.Problem())>);
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const double constructionSeconds = detail::Seconds(candidateStart);
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const auto recordWork = [&](const char *stage) {
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const auto &structure = physical.GetGroupedPreconditioner().GetStructurePreconditioner();
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const auto &stellar = structure.GetFactorization().GetStatistics();
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const auto &gravity = structure.GetGravityPreconditioner().GetFactorization().GetStatistics();
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const auto record = [&](const char *metric, std::uint64_t count) {
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work << role << ',' << variant << ',' << stage << ',' << metric << ',' << count << '\n';
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};
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record("stellar_applications", stellar.applications);
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record("material_inverse_applications", stellar.materialSurfaceInverseApplications);
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record("gravity_inverse_applications", stellar.gravityInverseApplications);
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record("material_to_gravity_applications", stellar.materialToGravityApplications);
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record("gravity_to_material_applications", stellar.gravityToMaterialApplications);
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record("gravity_mass_inverse_applications", gravity.massInverseApplications);
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record("gravity_potential_schur_applications", gravity.potentialSchurApplications);
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record("gravity_divergence_applications", gravity.divergenceApplications);
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record("gravity_transpose_divergence_applications", gravity.transposeDivergenceApplications);
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record("gravity_schur_refinement_sweeps", gravity.schurRefinementSweeps);
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work.flush();
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};
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recordWork("constructed");
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auto sectionStart = detail::Clock::now();
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const auto refresh = physical.Refresh();
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const double refreshSeconds = detail::Seconds(sectionStart);
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@@ -280,7 +322,8 @@ void BenchmarkPreconditioners(State &state, const std::filesystem::path &output,
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referenceDifference -= referenceCorrection;
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const double referenceRelative = detail::Relative(referenceDifference.Norml2(),
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std::max(inverseAction.Norml2(), referenceCorrection.Norml2()));
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constexpr bool requireEquivalent = std::same_as<Policy, pc::IndependentStellarSubsystems> && !MaterialLDU;
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const bool requireEquivalent = std::same_as<Policy, pc::IndependentStellarSubsystems> && !MaterialLDU &&
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(!RefinedGravity || options.schurCorrectionSweeps == 0);
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actions << role << ',' << variant << ',' << inverseAction.Norml2() << ',' << actionNorm << ','
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<< inverseJacobianAction.Norml2() << ',' << inverseJacobianAction.Norml2() / rhsNorm << ','
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<< applicationSeconds << ',' << actionSeconds << ',' << referenceRelative << ','
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@@ -308,11 +351,13 @@ void BenchmarkPreconditioners(State &state, const std::filesystem::path &output,
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mfem::Vector solution(rhs.Size()), defect(rhs.Size());
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solution = 0.0;
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const double krylovSetupSeconds = detail::Seconds(sectionStart);
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recordWork("before_krylov");
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countedJacobian.ResetStatistics();
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countedInverse.ResetStatistics();
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sectionStart = detail::Clock::now();
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krylov.Mult(rhs, solution);
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const double krylovSeconds = detail::Seconds(sectionStart);
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recordWork("after_krylov");
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const auto jacobianStats = countedJacobian.GetStatistics();
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const auto inverseStats = countedInverse.GetStatistics();
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const auto lifecycle = countedInverse.GetLifecycleStatistics();
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@@ -331,7 +376,8 @@ void BenchmarkPreconditioners(State &state, const std::filesystem::path &output,
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normalization.DenormalizeState(solution, physicalSolution);
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normalization.DenormalizeResidual(defect, physicalDefect);
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const double setupAndSolve = constructionSeconds + bindingSeconds + krylovSetupSeconds + krylovSeconds;
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summary << role << ',' << variant << ',' << options.restart << ',' << options.maximumIterations << ','
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summary << role << ',' << variant << ',' << (RefinedGravity ? options.schurCorrectionSweeps : 0) << ','
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<< (RefinedGravity ? options.schurRelaxation : 0.0) << ',' << options.restart << ',' << options.maximumIterations << ','
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<< options.relativeTolerance << ',' << rhsNorm << ',' << threshold << ','
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<< krylov.GetInitialNorm() << ',' << krylov.GetFinalNorm() << ',' << krylov.GetNumIterations() << ','
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<< inverseStats.applications << ',' << krylov.GetConverged() << ',' << defectNorm << ','
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@@ -387,6 +433,10 @@ void BenchmarkPreconditioners(State &state, const std::filesystem::path &output,
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run.template operator()<pc::ApproximateStellarBlockLDU>("candidate", options.variant); break;
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case PreconditionerBenchmarkVariant::material_ldu:
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run.template operator()<pc::IndependentStellarSubsystems, true>("candidate", options.variant); break;
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case PreconditionerBenchmarkVariant::gravity_schur:
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run.template operator()<pc::IndependentStellarSubsystems, false, true>("candidate", options.variant); break;
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case PreconditionerBenchmarkVariant::stellar_ldu_gravity_schur:
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run.template operator()<pc::ApproximateStellarBlockLDU, false, true>("candidate", options.variant); break;
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}
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auto scope = detail::Open(output / "preconditioner_scope.txt");
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scope << "Both solves use fresh physical inverses, separately completed scalar borders, the same physical J,\n"
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56
experiments/preconditioner_schur_cases_2026-09-18.json
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56
experiments/preconditioner_schur_cases_2026-09-18.json
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@@ -0,0 +1,56 @@
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[
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{
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"id": "n1p5_gravity_schur_k1_w0p5",
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"arguments": [
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"--index",
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"1.5",
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"--angular-momentum",
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"0",
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"--no-central",
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"--max-newton",
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"0",
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"--restart",
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"160",
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"--max-linear",
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"200",
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"--linear-tol",
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"0.03",
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"--probe-state",
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"/Users/tboudreaux/.codex/.chatgpt-projects/g-p-6a6b3f2194ec8191bebcd59075897f1d/diagnostics/numerical_strategies_2026-09-17/models_v2/n1p5_J0_curvature/accepted_state.txt",
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"--preconditioner-probe",
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"--preconditioner-variant",
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"gravity-schur",
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"--schur-sweeps",
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"1",
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"--schur-relaxation",
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"0.5"
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]
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},
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{
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"id": "n1p5_stellar_ldu_gravity_schur_k1_w0p5",
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"arguments": [
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"--index",
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"1.5",
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"--angular-momentum",
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"0",
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"--no-central",
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"--max-newton",
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"0",
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"--restart",
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"160",
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"--max-linear",
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"200",
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"--linear-tol",
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"0.03",
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"--probe-state",
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"/Users/tboudreaux/.codex/.chatgpt-projects/g-p-6a6b3f2194ec8191bebcd59075897f1d/diagnostics/numerical_strategies_2026-09-17/models_v2/n1p5_J0_curvature/accepted_state.txt",
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"--preconditioner-probe",
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"--preconditioner-variant",
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"stellar-ldu-gravity-schur",
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"--schur-sweeps",
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"1",
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"--schur-relaxation",
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"0.5"
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]
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}
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]
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