/*++ Copyright (c) 2017 Microsoft Corporation Author: Nikolaj Bjorner (nbjorner) Lev Nachmanson (levnach) --*/ #include "math/lp/nla_order_lemmas.h" #include "math/lp/nla_core.h" #include "math/lp/nla_common.h" #include "math/lp/factorization_factory_imp.h" namespace nla { typedef lp::lar_term term; // The order lemma is // a > b && c > 0 => ac > bc void order::order_lemma() { TRACE("nla_solver", ); if (!c().m_nla_settings.run_order()) { TRACE("nla_solver", tout << "not generating order lemmas\n";); return; } const auto& to_ref = c().m_to_refine; unsigned r = random(); unsigned sz = to_ref.size(); for (unsigned i = 0; i < sz && !done(); ++i) { lpvar j = to_ref[(i + r) % sz]; order_lemma_on_monic(c().emons()[j]); } } // The order lemma is // a > b && c > 0 => ac > bc // Consider here some binary factorizations of m=ac and // try create order lemmas with either factor playing the role of c. void order::order_lemma_on_monic(const monic& m) { TRACE("nla_solver_details", tout << "m = " << pp_mon(c(), m);); if (c().has_real(m)) return; for (auto ac : factorization_factory_imp(m, _())) { if (ac.size() != 2) continue; if (ac.is_mon()) order_lemma_on_binomial(ac.mon()); else order_lemma_on_factorization(m, ac); if (done()) break; } } // Here ac is a monic of size 2 // Trying to get an order lemma is // a > b && c > 0 => ac > bc, // with either variable of ac playing the role of c void order::order_lemma_on_binomial(const monic& ac) { TRACE("nla_solver", tout << pp_mon_with_vars(c(), ac);); SASSERT(!check_monic(ac) && ac.size() == 2); const rational mult_val = mul_val(ac); const rational acv = var_val(ac); bool gt = acv > mult_val; bool k = false; do { order_lemma_on_binomial_sign(ac, ac.vars()[k], ac.vars()[!k], gt? 1: -1); order_lemma_on_factor_binomial_explore(ac, k); k = !k; } while (k); } /** \brief sign = the sign of val(xy) - val(x) * val(y) != 0 y <= 0 or x < a or xy >= ay y <= 0 or x > a or xy <= ay y >= 0 or x < a or xy <= ay y >= 0 or x > a or xy >= ay */ void order::order_lemma_on_binomial_sign(const monic& xy, lpvar x, lpvar y, int sign) { SASSERT(!_().mon_has_zero(xy.vars())); int sy = rat_sign(val(y)); new_lemma lemma(c(), __FUNCTION__); lemma |= ineq(y, sy == 1 ? llc::LE : llc::GE, 0); // negate sy lemma |= ineq(x, sy*sign == 1 ? llc::GT : llc::LT , val(x)); lemma |= ineq(term(xy.var(), - val(x), y), sign == 1 ? llc::LE : llc::GE, 0); } // We look for monics e = m.rvars()[k]*d and see if we can create an order lemma for m and e void order::order_lemma_on_factor_binomial_explore(const monic& ac, bool k) { TRACE("nla_solver", tout << "ac = " << pp_mon_with_vars(c(), ac);); SASSERT(ac.size() == 2); lpvar c = ac.vars()[k]; for (monic const& bd : _().emons().get_products_of(c)) { if (bd.var() == ac.var()) continue; TRACE("nla_solver", tout << "bd = " << pp_mon_with_vars(_(), bd);); order_lemma_on_factor_binomial_rm(ac, k, bd); if (done()) { break; } } } // ac is a binomial // create order lemma on monics bd where d is equivalent to ac[k] void order::order_lemma_on_factor_binomial_rm(const monic& ac, bool k, const monic& bd) { TRACE("nla_solver", tout << "ac=" << pp_mon_with_vars(_(), ac) << "\n"; tout << "k=" << k << "\n"; tout << "bd=" << pp_mon_with_vars(_(), bd) << "\n"; ); factor d(_().m_evars.find(ac.vars()[k]).var(), factor_type::VAR); factor b(false); if (c().divide(bd, d, b)) { order_lemma_on_binomial_ac_bd(ac, k, bd, b, d.var()); } } // ac >= bd && |c| = |d| => ac/|c| >= bd/|d| void order::order_lemma_on_binomial_ac_bd(const monic& ac, bool k, const monic& bd, const factor& b, lpvar d) { lpvar a = ac.vars()[!k]; lpvar c = ac.vars()[k]; TRACE("nla_solver", tout << "ac = " << pp_mon(_(), ac) << "a = " << pp_var(_(), a) << "c = " << pp_var(_(), c) << "\nbd = " << pp_mon(_(), bd) << "b = " << pp_fac(_(), b) << "d = " << pp_var(_(), d) << "\n"; ); SASSERT(_().m_evars.find(c).var() == d); rational acv = var_val(ac); rational av = val(a); rational c_sign = rrat_sign(val(c)); rational d_sign = rrat_sign(val(d)); rational bdv = var_val(bd); rational bv = val(b); // Notice that ac/|c| = a*c_sign , and bd/|d| = b*d_sign auto av_c_s = av*c_sign; auto bv_d_s = bv*d_sign; TRACE("nla_solver", tout << "acv = " << acv << ", av = " << av << ", c_sign = " << c_sign << ", d_sign = " << d_sign << ", bdv = " << bdv << "\nbv = " << bv << ", av_c_s = " << av_c_s << ", bv_d_s = " << bv_d_s << "\n";); if (acv >= bdv && av_c_s < bv_d_s) generate_mon_ol(ac, a, c_sign, c, bd, b, d_sign, d, llc::LT); else if (acv <= bdv && av_c_s > bv_d_s) generate_mon_ol(ac, a, c_sign, c, bd, b, d_sign, d, llc::GT); } // |c_sign| = 1, and c*c_sign > 0 // |d_sign| = 1, and d*d_sign > 0 // c and d are equivalent |c| == |d| // ac > bd => ac/|c| > bd/|d| => a*c_sign > b*d_sign // but the last inequality does not hold void order::generate_mon_ol(const monic& ac, lpvar a, const rational& c_sign, lpvar c, const monic& bd, const factor& b, const rational& d_sign, lpvar d, llc ab_cmp) { SASSERT(ab_cmp == llc::LT || ab_cmp == llc::GT); SASSERT(ab_cmp != llc::LT || (var_val(ac) >= var_val(bd) && val(a)*c_sign < val(b)*d_sign)); SASSERT(ab_cmp != llc::GT || (var_val(ac) <= var_val(bd) && val(a)*c_sign > val(b)*d_sign)); new_lemma lemma(_(), __FUNCTION__); lemma |= ineq(term(c_sign, c), llc::LE, 0); lemma &= c; // this explains c == +- d lemma |= ineq(term(c_sign, a, -d_sign * b.rat_sign(), b.var()), negate(ab_cmp), 0); lemma |= ineq(term(ac.var(), rational(-1), var(bd)), ab_cmp, 0); lemma &= bd; lemma &= b; lemma &= d; } // a > b && c > 0 => ac > bc // a >< b && c > 0 => ac >< bc // a >< b && c < 0 => ac <> bc // ac[k] plays the role of c bool order::order_lemma_on_ac_and_bc(const monic& rm_ac, const factorization& ac_f, bool k, const monic& rm_bd) { TRACE("nla_solver", tout << "rm_ac = " << pp_mon_with_vars(_(), rm_ac) << "\n"; tout << "rm_bd = " << pp_mon_with_vars(_(), rm_bd) << "\n"; tout << "ac_f[k] = "; c().print_factor_with_vars(ac_f[k], tout);); factor b(false); return c().divide(rm_bd, ac_f[k], b) && order_lemma_on_ac_and_bc_and_factors(rm_ac, ac_f[!k], ac_f[k], rm_bd, b); } // Here ab is a binary factorization of m. // We try to find a monic n = cd, such that |b| = |d| // and get a lemma m R n & |b| = |d| => ab/|b| R cd /|d|, where R is a relation void order::order_lemma_on_factorization(const monic& m, const factorization& ab) { bool sign = m.rsign(); for (factor f: ab) sign ^= _().canonize_sign(f); const rational rsign = sign_to_rat(sign); const rational fv = val(var(ab[0])) * val(var(ab[1])); const rational mv = rsign * var_val(m); TRACE("nla_solver", tout << "ab.size()=" << ab.size() << "\n"; tout << "we should have sign*var_val(m):" << mv << "=(" << rsign << ")*(" << var_val(m) <<") to be equal to " << " val(var(ab[0]))*val(var(ab[1])):" << fv << "\n";); TRACE("nla_solver", tout << "m="; _().print_monic_with_vars(m, tout); tout << "\nfactorization="; _().print_factorization(ab, tout);); if (mv != fv) { bool gt = mv > fv; for (unsigned j = 0, k = 1; j < 2; j++, k--) { new_lemma lemma(_(), __FUNCTION__); order_lemma_on_ab(lemma, m, rsign, var(ab[k]), var(ab[j]), gt); lemma &= ab; lemma &= m; } } for (unsigned j = 0, k = 1; j < 2; j++, k--) { order_lemma_on_ac_explore(m, ab, j == 1); } } bool order::order_lemma_on_ac_explore(const monic& rm, const factorization& ac, bool k) { const factor c = ac[k]; TRACE("nla_solver", tout << "c = "; _().print_factor_with_vars(c, tout); ); if (c.is_var()) { TRACE("nla_solver", tout << "var(c) = " << var(c);); for (monic const& bc : _().emons().get_use_list(c.var())) { if (order_lemma_on_ac_and_bc(rm, ac, k, bc)) { return true; } } } else { for (monic const& bc : _().emons().get_products_of(c.var())) { if (order_lemma_on_ac_and_bc(rm, ac, k, bc)) { return true; } } } return false; } void order::generate_ol_eq(const monic& ac, const factor& a, const factor& c, const monic& bc, const factor& b) { new_lemma lemma(_(), __FUNCTION__); IF_VERBOSE(100, verbose_stream() << var_val(ac) << "(" << mul_val(ac) << "): " << ac << " " << var_val(bc) << "(" << mul_val(bc) << "): " << bc << "\n" << " a " << "*v" << var(a) << " " << val(a) << "\n" << " b " << "*v" << var(b) << " " << val(b) << "\n" << " c " << "*v" << var(c) << " " << val(c) << "\n"); // ac == bc lemma |= ineq(c.var(), llc::EQ, 0); // c is not equal to zero lemma |= ineq(term(ac.var(), -rational(1), bc.var()), llc::NE, 0); lemma |= ineq(term(sign_to_rat(canonize_sign(a)), a.var(), sign_to_rat(!canonize_sign(b)), b.var()), llc::EQ, 0); lemma &= ac; lemma &= a; lemma &= bc; lemma &= b; lemma &= c; } void order::generate_ol(const monic& ac, const factor& a, const factor& c, const monic& bc, const factor& b) { new_lemma lemma(_(), __FUNCTION__); IF_VERBOSE(100, verbose_stream() << var_val(ac) << "(" << mul_val(ac) << "): " << ac << " " << var_val(bc) << "(" << mul_val(bc) << "): " << bc << "\n" << " a " << "*v" << var(a) << " " << val(a) << "\n" << " b " << "*v" << var(b) << " " << val(b) << "\n" << " c " << "*v" << var(c) << " " << val(c) << "\n"); // fix the sign of c lemma |= ineq(c.var(), val(c.var()).is_neg() ? llc::GE : llc::LE, 0); _().negate_var_relation_strictly(lemma, ac.var(), bc.var()); _().negate_var_relation_strictly(lemma, a.var(), b.var()); lemma &= ac; lemma &= a; lemma &= bc; lemma &= b; lemma &= c; } // We have ac = a*c and bc = b*c. // Suppose ac >= bc, then ac/|c| >= bc/|b| // Notice that ac/|c| = a*rat_sign(val(c)|, and similar fo bc/|c|.// bool order::order_lemma_on_ac_and_bc_and_factors(const monic& ac, const factor& a, const factor& c, const monic& bc, const factor& b) { SASSERT(!val(c).is_zero()); rational c_sign = rational(nla::rat_sign(val(c))); auto av_c_s = val(a) * c_sign; auto bv_c_s = val(b) * c_sign; if ((var_val(ac) > var_val(bc) && av_c_s < bv_c_s) || (var_val(ac) < var_val(bc) && av_c_s > bv_c_s)) { TRACE("nla_solver", _().trace_print_ol(ac, a, c, bc, b, tout);); generate_ol(ac, a, c, bc, b); return true; } else { if ((var_val(ac) == var_val(bc)) && (av_c_s != bv_c_s)) { generate_ol_eq(ac, a, c, bc, b); } } return false; } /* given: sign * m = ab lemma b != val(b) || sign 0 m <= a*val(b) */ void order::order_lemma_on_ab_gt(new_lemma& lemma, const monic& m, const rational& sign, lpvar a, lpvar b) { SASSERT(sign * var_val(m) > val(a) * val(b)); // negate b == val(b) lemma |= ineq(b, llc::NE, val(b)); // ab <= val(b)a lemma |= ineq(term(sign, m.var(), -val(b), a), llc::LE, 0); } /* given: sign * m = ab lemma b != val(b) || sign*m >= a*val(b) */ void order::order_lemma_on_ab_lt(new_lemma& lemma, const monic& m, const rational& sign, lpvar a, lpvar b) { TRACE("nla_solver", tout << "sign = " << sign << ", m = "; c().print_monic(m, tout) << ", a = "; c().print_var(a, tout) << ", b = "; c().print_var(b, tout) << "\n";); SASSERT(sign * var_val(m) < val(a) * val(b)); // negate b == val(b) lemma |= ineq(b, llc::NE, val(b)); // ab >= val(b)a lemma |= ineq(term(sign, m.var(), -val(b), a), llc::GE, 0); } void order::order_lemma_on_ab(new_lemma& lemma, const monic& m, const rational& sign, lpvar a, lpvar b, bool gt) { if (gt) order_lemma_on_ab_gt(lemma, m, sign, a, b); else order_lemma_on_ab_lt(lemma, m, sign, a, b); } }