[Mlir-commits] [mlir] [MLIR][Presburger][WIP] Implement vertex enumeration and chamber decomposition for polytope generating function computation. (PR #78987)
Arjun P
llvmlistbot at llvm.org
Mon Jan 22 08:11:28 PST 2024
================
@@ -147,6 +148,319 @@ GeneratingFunction mlir::presburger::detail::unimodularConeGeneratingFunction(
std::vector({denominator}));
}
+/// We use Gaussian elimination to find the solution to a set of d equations
+/// of the form
+/// a_1 x_1 + ... + a_d x_d + b_1 m_1 + ... + b_p m_p + c = 0
+/// where x_i are variables,
+/// m_i are parameters and
+/// a_i, b_i, c are rational coefficients.
+/// The solution expresses each x_i as an affine function of the m_i, and is
+/// therefore represented as a matrix of size d x (p+1).
+/// If there is no solution, we return null.
+std::optional<ParamPoint>
+mlir::presburger::detail::findVertex(IntMatrix equations) {
+ // equations is a d x (d + p + 1) matrix.
+ // Each row represents an equation.
+
+ unsigned numEqs = equations.getNumRows();
+ unsigned numCols = equations.getNumColumns();
+
+ // First, we check that the system has a solution, and return
+ // null if not.
+ IntMatrix coeffs(numEqs, numEqs);
+ for (unsigned i = 0; i < numEqs; i++)
+ for (unsigned j = 0; j < numEqs; j++)
+ coeffs(i, j) = equations(i, j);
+
+ if (coeffs.determinant() == 0)
+ return std::nullopt;
+
+ // We work with rational numbers.
+ FracMatrix equationsF(equations);
+
+ for (unsigned i = 0; i < numEqs; ++i) {
+ // First ensure that the diagonal element is nonzero, by swapping
+ // it with a nonzero row.
+ if (equationsF(i, i) == 0) {
+ for (unsigned j = i + 1; j < numEqs; ++j) {
+ if (equationsF(j, i) != 0) {
+ equationsF.swapRows(j, i);
+ break;
+ }
+ }
+ }
+
+ Fraction b = equationsF(i, i);
+
+ // Set all elements except the diagonal to zero.
+ for (unsigned j = 0; j < numEqs; ++j) {
+ if (equationsF(j, i) == 0 || j == i)
+ continue;
+ // Set element (j, i) to zero
+ // by subtracting the ith row,
+ // appropriately scaled.
+ Fraction a = equationsF(j, i);
+ equationsF.addToRow(j, equationsF.getRow(i), -a / b);
+ }
+ }
+
+ // Rescale diagonal elements to 1.
+ for (unsigned i = 0; i < numEqs; ++i) {
+ Fraction a = equationsF(i, i);
+ for (unsigned j = 0; j < numCols; ++j)
+ equationsF(i, j) = equationsF(i, j) / a;
+ }
+
+ // We copy the last p+1 columns of the matrix as the values of x_i.
+ // We shift the parameter terms to the RHS, and so flip their sign.
+ ParamPoint vertex(numEqs, numCols - numEqs);
+ for (unsigned i = 0; i < numEqs; ++i)
+ for (unsigned j = 0; j < numCols - numEqs; ++j)
+ vertex(i, j) = -equationsF(i, numEqs + j);
+
+ return vertex;
+}
+
+/// For a polytope expressed as a set of inequalities, compute the generating
+/// function corresponding to the number of lattice points present. This
+/// algorithm has three main steps:
+/// 1. Enumerate the vertices, by iterating over subsets of inequalities and
+/// checking for solubility.
+/// 2. For each vertex, identify the tangent cone and compute the generating
+/// function corresponding to it. The sum of these GFs is the GF of the
+/// polytope.
+/// 3. [Clauss-Loechner decomposition] Identify the regions in parameter space
+/// (chambers) where each vertex is active, and accordingly compute the
+/// GF of the polytope in each chamber.
+///
+/// Verdoolaege, Sven, et al. "Counting integer points in parametric
+/// polytopes using Barvinok's rational functions." Algorithmica 48 (2007):
+/// 37-66.
+std::vector<std::pair<PresburgerRelation, GeneratingFunction>>
+mlir::presburger::detail::polytopeGeneratingFunction(PolyhedronH poly) {
----------------
Superty wrote:
Please break this function down into multiple functions
https://github.com/llvm/llvm-project/pull/78987
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