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experiments with LNS
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4 changed files with 85 additions and 16 deletions
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@ -17,6 +17,7 @@ Author:
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#include "ast/ast_ll_pp.h"
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#include "ast/ast_pp.h"
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#include "ast/pb_decl_plugin.h"
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#include "opt/maxsmt.h"
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#include "opt/opt_lns.h"
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#include "sat/sat_params.hpp"
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@ -38,6 +39,7 @@ namespace opt {
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p.set_uint("restart.initial", 1000000);
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p.set_uint("max_conflicts", m_max_conflicts);
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p.set_uint("simplify.delay", 1000000);
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// p.set_bool("gc.burst", true);
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s.updt_params(p);
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}
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@ -47,6 +49,7 @@ namespace opt {
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p.set_uint("restart.initial", sp.restart_initial());
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p.set_uint("max_conflicts", sp.max_conflicts());
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p.set_uint("simplify.delay", sp.simplify_delay());
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p.set_uint("gc.burst", sp.gc_burst());
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}
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unsigned lns::climb(model_ref& mdl, expr_ref_vector const& asms) {
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@ -56,22 +59,63 @@ namespace opt {
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set_lns_params();
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setup_assumptions(mdl, asms);
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unsigned num_improved = improve_linear(mdl);
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// num_improved += improve_rotate(mdl, asms);
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// num_improved += improve_rotate(mdl, asms);
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s.updt_params(old_p);
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IF_VERBOSE(1, verbose_stream() << "(opt.lns :num-improves " << m_num_improves << " :remaining-soft " << m_soft.size() << ")\n");
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return num_improved;
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}
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struct lns::scoped_bounding {
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lns& m_lns;
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bool m_cores_are_valid { true };
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scoped_bounding(lns& l):m_lns(l) {
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if (!m_lns.m_enable_scoped_bounding)
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return;
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m_cores_are_valid = m_lns.m_cores_are_valid;
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m_lns.m_cores_are_valid = false;
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m_lns.s.push();
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pb_util pb(m_lns.m);
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// TBD: bound should to be adjusted for current best solution, not number of soft constraints left.
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expr_ref bound(pb.mk_at_most_k(m_lns.m_soft, m_lns.m_soft.size() - 1), m_lns.m);
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m_lns.s.assert_expr(bound);
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}
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~scoped_bounding() {
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if (!m_lns.m_enable_scoped_bounding)
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return;
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m_lns.m_cores_are_valid = m_cores_are_valid;
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m_lns.s.pop(1);
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}
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};
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void lns::relax_cores() {
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if (!m_cores.empty() && m_relax_cores && m_cores_are_valid) {
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std::sort(m_cores.begin(), m_cores.end(), [&](expr_ref_vector const& a, expr_ref_vector const& b) { return a.size() < b.size(); });
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unsigned num_disjoint = 0;
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vector<expr_ref_vector> new_cores;
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for (auto const& c : m_cores) {
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bool in_core = false;
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for (auto* e : c)
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in_core |= m_in_core.is_marked(e);
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if (in_core)
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continue;
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for (auto* e : c)
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m_in_core.mark(e);
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new_cores.push_back(c);
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++num_disjoint;
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}
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m_relax_cores(new_cores);
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}
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m_in_core.reset();
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m_is_assumption.reset();
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m_cores.reset();
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}
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void lns::setup_assumptions(model_ref& mdl, expr_ref_vector const& asms) {
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m_hardened.reset();
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m_soft.reset();
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std::cout << "disjoint cores: " << m_cores.size() << "\n";
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for (auto const& c : m_cores)
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std::cout << c.size() << "\n";
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m_was_flipped.reset();
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m_in_core.reset();
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m_cores.reset();
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for (expr* a : asms) {
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m_is_assumption.mark(a);
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if (mdl->is_true(a))
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m_hardened.push_back(a);
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else
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@ -98,9 +142,11 @@ namespace opt {
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}
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unsigned lns::improve_linear(model_ref& mdl) {
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scoped_bounding _scoped_bouding(*this);
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unsigned num_improved = 0;
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unsigned max_conflicts = m_max_conflicts;
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while (m.inc()) {
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unsigned hard = m_hardened.size();
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unsigned reward = improve_step(mdl);
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if (reward == 0)
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break;
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@ -110,6 +156,7 @@ namespace opt {
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set_lns_params();
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}
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m_max_conflicts = max_conflicts;
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relax_cores();
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return num_improved;
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}
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@ -124,7 +171,6 @@ namespace opt {
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m_hardened.push_back(m.mk_not(soft(i)));
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for (unsigned k = i; k + 1 < m_soft.size(); ++k)
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m_soft[k] = soft(k + 1);
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m_was_flipped.mark(m_hardened.back());
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m_soft.pop_back();
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--i;
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break;
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@ -160,20 +206,16 @@ namespace opt {
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m_hardened.pop_back();
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if (r == l_true)
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s.get_model(mdl);
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#if 0
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if (r == l_false) {
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expr_ref_vector core(m);
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s.get_unsat_core(core);
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bool was_flipped = false;
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bool all_assumed = true;
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for (expr* c : core)
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was_flipped |= m_was_flipped.is_marked(c);
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if (!was_flipped) {
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for (expr* c : core)
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m_in_core.mark(c, true);
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all_assumed &= m_is_assumption.is_marked(c);
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if (all_assumed) {
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m_cores.push_back(core);
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}
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}
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#endif
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return r;
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}
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