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lll-cube: weight C(B) by column tightness to favor tight-box rows
Replace the unweighted greedy with a weighted cube cost C(B) = sum_j w_j * delta_j(B) + sum_i delta_i(B) where w_j = max(1, 2/width(j)) for columns with finite [lb, ub] and 1 elsewhere. compute_col_weights() runs once after build_matrix(); the breakpoint pairing in reduce_pair() now carries a combined weight and sorts/medians/evaluates with it. Soundness is unchanged: weights only steer the choice of B; the actual delta_col(j) = (1/2)||row_j(B)||_1 used to tighten bounds is recomputed from the resulting B. On the QF_LIA Bromberger CAV_2009 family this enables the rounding path to fire for the first time: v45_problem_2__028.slack solves in 0.88s (LLL on) vs 7.05s (LLL off), with arith-lll-cube-success = 1. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
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2 changed files with 48 additions and 20 deletions
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@ -117,11 +117,40 @@ namespace lp {
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m_B[i][i] = mpq(1);
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m_B_inv[i][i] = mpq(1);
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}
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compute_col_weights();
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return true;
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}
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// Find the integer q minimizing
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// f(q) = sum_r |H[r][j] - q*H[r][k]| + sum_i |B[i][j] - q*B[i][k]|
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// Weight per column for the cube-cost function used by the greedy
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// basis reduction. A tight-box column (small ub - lb) is expensive
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// to grow because tightening by delta_col(j) >= (ub - lb)/2 would
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// collapse its box and bail. We bias the greedy to keep row_j(B)
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// short on such columns by giving them a higher weight in the
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// sum_j w_j * ||row_j(B)||_1 part of the cost.
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//
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// Soundness is untouched: deltas used by tighten_columns_for_lll_cube
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// are still computed from ||row(B)||_1 in compute_deltas().
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void int_cube_lll::compute_col_weights() {
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unsigned n = m_J.size();
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m_col_w.reset();
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m_col_w.resize(n, mpq(1));
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for (unsigned i = 0; i < n; ++i) {
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unsigned j = m_J[i];
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if (!lra.column_has_lower_bound(j) || !lra.column_has_upper_bound(j))
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continue;
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const mpq& width = lra.get_upper_bound(j).x - lra.get_lower_bound(j).x;
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if (width <= mpq(0))
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continue;
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// w = max(1, 2/width). width >= 2 keeps weight at 1;
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// width == 1 (tight integer column) gets weight 2.
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mpq two_over = mpq(2) / width;
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if (two_over > mpq(1))
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m_col_w[i] = two_over;
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}
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}
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// Find the integer q minimizing the weighted ell_1 cost
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// f(q) = sum_r |H[r][j] - q*H[r][k]| + sum_i w_col[i] * |B[i][j] - q*B[i][k]|
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// and, if applying the corresponding column op strictly decreases f
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// (relative to q=0), perform it. Sets improved = true on accept.
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// Returns false on bail (overflow).
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@ -130,10 +159,10 @@ namespace lp {
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unsigned m = m_H.size();
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unsigned n = m_B.size();
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// Gather breakpoints. Each (a, b) with b != 0 contributes
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// |a - q*b| = |b| * |q - a/b|
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// to the cost; pairs with b == 0 contribute the constant |a|.
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struct bp { mpq a; mpq b; };
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// Gather breakpoints. Each (a, b, w) with b != 0 contributes
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// w * |a - q*b| = w * |b| * |q - a/b|
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// to the cost; pairs with b == 0 contribute the constant w * |a|.
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struct bp { mpq a; mpq b; mpq w; };
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vector<bp> bps;
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bps.reserve(m + n);
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mpq constant_cost(0);
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@ -143,37 +172,34 @@ namespace lp {
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if (b.is_zero()) {
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constant_cost += abs(a);
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} else {
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bps.push_back({a, b});
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bps.push_back({a, b, mpq(1)});
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}
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}
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for (unsigned i = 0; i < n; ++i) {
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const mpq& a = m_B[i][j];
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const mpq& b = m_B[i][k];
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const mpq& w = m_col_w[i];
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if (b.is_zero()) {
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constant_cost += abs(a);
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constant_cost += w * abs(a);
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} else {
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bps.push_back({a, b});
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bps.push_back({a, b, w});
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}
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}
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if (bps.empty())
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return true;
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// Sort by breakpoint a/b ascending. Compare a1/b1 vs a2/b2 via
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// a1*b2 vs a2*b2*b1/b1... use cross multiplication with sign care.
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// (Easier: just compute a/b as mpq.)
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struct kv { mpq val; mpq w; const bp* p; };
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struct kv { mpq val; mpq w; };
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vector<kv> kvs;
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kvs.reserve(bps.size());
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for (auto& x : bps) {
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mpq w = abs(x.b);
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mpq w = x.w * abs(x.b);
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mpq v = x.a / x.b;
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kvs.push_back({v, w, &x});
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kvs.push_back({v, w});
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}
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std::sort(kvs.begin(), kvs.end(),
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[](const kv& a, const kv& b) { return a.val < b.val; });
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// Total weight; weighted median is the smallest v with prefix
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// weight >= total / 2.
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// Weighted median: the smallest val with prefix weight >= total / 2.
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mpq total(0);
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for (auto& x : kvs) total += x.w;
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mpq half = total * mpq(1, 2);
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@ -187,12 +213,12 @@ namespace lp {
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// Integer candidates: floor(median) and floor(median)+1. Evaluate
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// f at q = floor, q = floor+1, q = 0 and pick the smallest.
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auto eval = [&](const mpq& q) -> mpq {
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mpq c(0);
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mpq c = constant_cost;
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for (auto& x : bps) {
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mpq d = x.a - q * x.b;
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c += abs(d);
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c += x.w * abs(d);
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}
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return c + constant_cost;
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return c;
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};
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mpq qf = floor(median);
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mpq qc = qf + mpq(1);
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@ -67,6 +67,7 @@ namespace lp {
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vector<vector<mpq>> m_H; // H = A * B; m x n
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vector<vector<mpq>> m_B; // n x n unimodular
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vector<vector<mpq>> m_B_inv; // B^{-1} = product of inverse elementaries
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vector<mpq> m_col_w; // per-column weight in the cube cost
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vector<impq> m_term_delta;
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vector<impq> m_col_delta;
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vector<impq> m_saved_x_J;
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@ -78,6 +79,7 @@ namespace lp {
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private:
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bool collect_J_and_terms();
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bool build_matrix();
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void compute_col_weights();
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bool compute_basis();
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bool reduce_pair(unsigned j, unsigned k, bool& improved);
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bool too_big(const mpq& v) const;
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