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https://github.com/Z3Prover/z3
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move linear cell construction to levelwise
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6d3f3f2c35
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5 changed files with 119 additions and 205 deletions
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@ -50,7 +50,6 @@ namespace nlsat {
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bool m_factor;
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bool m_add_all_coeffs;
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bool m_add_zero_disc;
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bool m_linear_project;
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assignment const & sample() const { return m_solver.sample(); }
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assignment & sample() { return m_solver.sample(); }
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@ -103,8 +102,6 @@ namespace nlsat {
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m_minimize_cores = false;
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m_add_all_coeffs = false;
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m_add_zero_disc = false;
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m_linear_project = false;
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}
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// display helpers moved to free functions in nlsat_common.h
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@ -1043,13 +1040,13 @@ namespace nlsat {
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\brief Apply model-based projection operation defined in our paper.
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*/
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bool levelwise_single_cell(polynomial_ref_vector & ps, var max_x, polynomial::cache & cache) {
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bool levelwise_single_cell(polynomial_ref_vector & ps, var max_x, polynomial::cache & cache, bool linear=false) {
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// Store polynomials for debugging unsound lemmas
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m_last_lws_input_polys.reset();
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for (unsigned i = 0; i < ps.size(); i++)
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m_last_lws_input_polys.push_back(ps.get(i));
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levelwise lws(m_solver, ps, max_x, sample(), m_pm, m_am, cache);
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levelwise lws(m_solver, ps, max_x, sample(), m_pm, m_am, cache, linear);
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auto cell = lws.single_cell();
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TRACE(lws, for (unsigned i = 0; i < cell.size(); i++)
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display(tout << "I[" << i << "]:", m_solver, cell[i]) << "\n";);
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@ -1145,130 +1142,6 @@ namespace nlsat {
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}
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/**
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* \brief add cell literals for the linearized projection and categorize the polynomials in ps
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* - ps_below will contain all polynomials from ps which have a root below sample() w.r.t. x
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* - ps_above will contain all polynomials from ps which have a root above sample() w.r.t. x
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* - ps_equal will contain at least one polynomial from ps which have a root equal to sample()
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* - In addition, they may contain additional linear polynomials added as cell boundaries
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* - The back elements of ps_below, ps_above, ps_equal are the polynomials used for the cell literals
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*/
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void add_cell_lits_linear(polynomial_ref_vector const& ps,
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var const x,
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polynomial_ref_vector& ps_below,
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polynomial_ref_vector& ps_above,
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polynomial_ref_vector& ps_equal) {
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ps_below.reset();
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ps_above.reset();
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ps_equal.reset();
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SASSERT(sample().is_assigned(x));
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anum const & x_val = sample().value(x);
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bool lower_inf = true, upper_inf = true;
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scoped_anum lower(m_am), upper(m_am);
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polynomial_ref p_lower(m_pm), p_upper(m_pm);
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scoped_anum_vector & roots = m_roots_tmp;
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polynomial_ref p(m_pm);
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unsigned sz = ps.size();
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for (unsigned k = 0; k < sz; k++) {
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p = ps.get(k);
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if (max_var(p) != x)
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continue;
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roots.reset();
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// Temporarily unassign x, s.t. isolate_roots does not assume p as constant.
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m_am.isolate_roots(p, undef_var_assignment(sample(), x), roots);
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unsigned num_roots = roots.size();
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if (num_roots == 0)
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continue;
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// find p's smallest root above the sample
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unsigned i = 0;
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int s = 1;
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for (; i < num_roots; ++i) {
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s = m_am.compare(x_val, roots[i]);
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if (s <= 0) break;
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}
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if (s == 0) {
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// roots[i] == x_val
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ps_equal.push_back(p);
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p_lower = p;
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break; // TODO: choose the best among multiple section polynomials?
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}
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else if (s < 0) {
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// x_val < roots[i]
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ps_above.push_back(p);
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if (upper_inf || m_am.lt(roots[i], upper)) {
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upper_inf = false;
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m_am.set(upper, roots[i]);
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p_upper = p;
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}
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}
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// in any case, roots[i-1] might provide a lower bound if it exists
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if (i > 0) {
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// roots[i-1] < x_val
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ps_below.push_back(p);
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if (lower_inf || m_am.lt(lower, roots[i-1])) {
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lower_inf = false;
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m_am.set(lower, roots[i-1]);
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p_lower = p;
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}
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}
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}
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// add linear cell bounds
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if (!ps_equal.empty()) {
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if (!m_am.is_rational(x_val)) {
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// TODO: FAIL
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NOT_IMPLEMENTED_YET();
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}
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else if (m_pm.total_degree(p_lower) > 1) {
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rational bound;
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m_am.to_rational(x_val, bound);
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p_lower = m_pm.mk_polynomial(x);
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p_lower = denominator(bound)*p_lower - numerator(bound);
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}
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add_root_literal(atom::ROOT_EQ, x, 1, p_lower);
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// make sure bounding poly is at the back of the vector
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ps_equal.push_back(p_lower);
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return;
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}
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if (!lower_inf) {
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bool approximate = (m_pm.total_degree(p_lower) > 1);
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if (approximate) {
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scoped_anum between(m_am);
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m_am.select(lower, x_val, between);
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rational new_bound;
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m_am.to_rational(between, new_bound);
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p_lower = m_pm.mk_polynomial(x);
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p_lower = denominator(new_bound)*p_lower - numerator(new_bound);
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}
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add_root_literal((/*approximate ||*/ m_full_dimensional) ? atom::ROOT_GE : atom::ROOT_GT, x, 1, p_lower);
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// make sure bounding poly is at the back of the vector
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ps_below.push_back(p_lower);
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}
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if (!upper_inf) {
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bool approximate = (m_pm.total_degree(p_upper) > 1);
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if (approximate) {
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scoped_anum between(m_am);
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m_am.select(x_val, upper, between);
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rational new_bound;
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m_am.to_rational(between, new_bound);
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p_upper = m_pm.mk_polynomial(x);
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p_upper = denominator(new_bound)*p_upper - numerator(new_bound);
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}
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add_root_literal((/*approximate ||*/ m_full_dimensional) ? atom::ROOT_LE : atom::ROOT_LT, x, 1, p_upper);
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// make sure bounding poly is at the back of the vector
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ps_above.push_back(p_upper);
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}
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}
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/**
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* \brief compute the resultants of p with each polynomial in ps w.r.t. x
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*/
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@ -1283,69 +1156,6 @@ namespace nlsat {
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}
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/**
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* Linearized projection based on:
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* Valentin Promies, Jasper Nalbach, Erika Abraham and Paul Wagner
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* "More is Less: Adding Polynomials for Faster Explanations in NLSAT"
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* in CADE30, 2025
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*/
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void linear_project(polynomial_ref_vector & ps, var max_x) {
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if (ps.empty())
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return;
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m_todo.reset();
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for (poly* p : ps) {
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m_todo.insert(p);
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}
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polynomial_ref_vector ps_below_sample(m_pm);
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polynomial_ref_vector ps_above_sample(m_pm);
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polynomial_ref_vector ps_equal_sample(m_pm);
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var x = m_todo.extract_max_polys(ps);
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if (!sample().is_assigned(x)) {
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// top level projection like original
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// we could also do a covering-style projection, sparing some resultants
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add_lcs(ps, x);
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psc_discriminant(ps, x);
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psc_resultant(ps, x);
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x = m_todo.extract_max_polys(ps);
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}
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while (true) {
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add_cell_lits_linear(ps, x, ps_below_sample, ps_above_sample, ps_equal_sample);
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if (all_univ(ps, x) && m_todo.empty()) {
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m_todo.reset();
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break;
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}
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add_lcs(ps, x);
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psc_discriminant(ps, x);
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polynomial_ref lb(m_pm);
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polynomial_ref ub(m_pm);
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if (!ps_equal_sample.empty()) {
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// section
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lb = ps_equal_sample.back();
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psc_resultants_with(ps, lb, x);
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}
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else {
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if (!ps_below_sample.empty()) {
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lb = ps_below_sample.back();
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psc_resultants_with(ps_below_sample, lb, x);
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}
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if (!ps_above_sample.empty()) {
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ub = ps_above_sample.back();
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psc_resultants_with(ps_above_sample, ub, x);
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if (!ps_below_sample.empty()) {
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// also need resultant between bounds
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psc(lb, ub, x);
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}
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}
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}
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if (m_todo.empty())
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break;
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x = m_todo.extract_max_polys(ps);
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}
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}
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bool check_already_added() const {
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for (bool b : m_already_added_literal) {
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(void)b;
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@ -1902,6 +1712,38 @@ namespace nlsat {
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}
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void compute_linear_explanation(unsigned num, literal const * ls, scoped_literal_vector & result) {
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SASSERT(check_already_added());
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SASSERT(num > 0);
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SASSERT(max_var(num, ls) != 0 || m_solver.sample().is_assigned(0));
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TRACE(nlsat_explain,
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tout << "the infeasible clause:\n";
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display(tout, m_solver, num, ls) << "\n";
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m_solver.display_assignment(tout << "assignment:\n");
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);
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m_result = &result;
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m_lower_stage_polys.reset();
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collect_polys(num, ls, m_ps);
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for (unsigned i = 0; i < m_lower_stage_polys.size(); i++) {
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m_ps.push_back(m_lower_stage_polys.get(i));
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}
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if (m_ps.empty())
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return;
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// We call levelwise directly without normalize, simplify, elim_vanishing to preserve the original polynomials
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var max_x = max_var(m_ps);
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bool levelwise_ok = levelwise_single_cell(m_ps, max_x, m_cache); // TODO: make lws call linear
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SASSERT(levelwise_ok);
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m_solver.record_levelwise_result(levelwise_ok);
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reset_already_added();
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m_result = nullptr;
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TRACE(nlsat_explain, display(tout << "[explain] result\n", m_solver, result) << "\n";);
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CASSERT("nlsat", check_already_added());
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}
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void project(var x, unsigned num, literal const * ls, scoped_literal_vector & result) {
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unsigned base = result.size();
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while (true) {
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@ -2056,10 +1898,6 @@ namespace nlsat {
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m_imp->m_simplify_cores = f;
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}
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void explain::set_linear_project(bool f) {
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m_imp->m_linear_project = f;
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}
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void explain::set_full_dimensional(bool f) {
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m_imp->m_full_dimensional = f;
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}
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@ -2084,6 +1922,10 @@ namespace nlsat {
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m_imp->compute_conflict_explanation(n, ls, result);
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}
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void explain::compute_linear_explanation(unsigned n, literal const * ls, scoped_literal_vector & result) {
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m_imp->compute_linear_explanation(n, ls, result);
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}
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void explain::project(var x, unsigned n, literal const * ls, scoped_literal_vector & result) {
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m_imp->project(x, n, ls, result);
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}
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