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authorGravatar Desire NUENTSA <desire.nuentsa_wakam@inria.fr>2012-08-06 14:55:02 +0200
committerGravatar Desire NUENTSA <desire.nuentsa_wakam@inria.fr>2012-08-06 14:55:02 +0200
commit4d3b7e2a1351d60b9ee26d0fe3442cd5b3a1f8a9 (patch)
tree8ad3484157af2e83be037c40634ba58d29a00720 /Eigen/src/MetisSupport
parenta51806993b1a437af308db9c6893cab71e7ca814 (diff)
Add support for Metis fill-reducing ordering ; it is generally more efficient than COLAMD ordering
Diffstat (limited to 'Eigen/src/MetisSupport')
-rw-r--r--Eigen/src/MetisSupport/CMakeLists.txt6
-rw-r--r--Eigen/src/MetisSupport/MetisSupport.h138
2 files changed, 144 insertions, 0 deletions
diff --git a/Eigen/src/MetisSupport/CMakeLists.txt b/Eigen/src/MetisSupport/CMakeLists.txt
new file mode 100644
index 000000000..2bad31416
--- /dev/null
+++ b/Eigen/src/MetisSupport/CMakeLists.txt
@@ -0,0 +1,6 @@
+FILE(GLOB Eigen_MetisSupport_SRCS "*.h")
+
+INSTALL(FILES
+ ${Eigen_MetisSupport_SRCS}
+ DESTINATION ${INCLUDE_INSTALL_DIR}/Eigen/src/MetisSupport COMPONENT Devel
+ )
diff --git a/Eigen/src/MetisSupport/MetisSupport.h b/Eigen/src/MetisSupport/MetisSupport.h
new file mode 100644
index 000000000..a762d96f6
--- /dev/null
+++ b/Eigen/src/MetisSupport/MetisSupport.h
@@ -0,0 +1,138 @@
+// This file is part of Eigen, a lightweight C++ template library
+// for linear algebra.
+//
+// Copyright (C) 2012 Désiré Nuentsa-Wakam <desire.nuentsa_wakam@inria.fr>
+//
+// This Source Code Form is subject to the terms of the Mozilla
+// Public License v. 2.0. If a copy of the MPL was not distributed
+// with this file, You can obtain one at http://mozilla.org/MPL/2.0/.
+#ifndef METIS_SUPPORT_H
+#define METIS_SUPPORT_H
+
+namespace Eigen {
+/**
+ * Get the fill-reducing ordering from the METIS package
+ *
+ * If A is the original matrix and Ap is the permuted matrix,
+ * the fill-reducing permutation is defined as follows :
+ * Row (column) i of A is the matperm(i) row (column) of Ap.
+ * WARNING: As computed by METIS, this corresponds to the vector iperm (instead of perm)
+ */
+template <typename Index>
+class MetisOrdering
+{
+public:
+ typedef PermutationMatrix<Dynamic,Dynamic,Index> PermutationType;
+ typedef Matrix<Index,Dynamic,1> IndexVector;
+
+ template <typename MatrixType>
+ void get_symmetrized_graph(const MatrixType& A)
+ {
+ Index m = A.cols();
+
+ // Get the transpose of the input matrix
+ MatrixType At = A.transpose();
+ // Get the number of nonzeros elements in each row/col of At+A
+ Index TotNz = 0;
+ IndexVector visited(m);
+ visited.setConstant(-1);
+ for (int j = 0; j < m; j++)
+ {
+ // Compute the union structure of of A(j,:) and At(j,:)
+ visited(j) = j; // Do not include the diagonal element
+ // Get the nonzeros in row/column j of A
+ for (typename MatrixType::InnerIterator it(A, j); it; ++it)
+ {
+ Index idx = it.index(); // Get the row index (for column major) or column index (for row major)
+ if (visited(idx) != j )
+ {
+ visited(idx) = j;
+ ++TotNz;
+ }
+ }
+ //Get the nonzeros in row/column j of At
+ for (typename MatrixType::InnerIterator it(At, j); it; ++it)
+ {
+ Index idx = it.index();
+ if(visited(idx) != j)
+ {
+ visited(idx) = j;
+ ++TotNz;
+ }
+ }
+ }
+ // Reserve place for A + At
+ m_indexPtr.resize(m+1);
+ m_innerIndices.resize(TotNz);
+
+ // Now compute the real adjacency list of each column/row
+ visited.setConstant(-1);
+ Index CurNz = 0;
+ for (int j = 0; j < m; j++)
+ {
+ m_indexPtr(j) = CurNz;
+
+ visited(j) = j; // Do not include the diagonal element
+ // Add the pattern of row/column j of A to A+At
+ for (typename MatrixType::InnerIterator it(A,j); it; ++it)
+ {
+ Index idx = it.index(); // Get the row index (for column major) or column index (for row major)
+ if (visited(idx) != j )
+ {
+ visited(idx) = j;
+ m_innerIndices(CurNz) = idx;
+ CurNz++;
+ }
+ }
+ //Add the pattern of row/column j of At to A+At
+ for (typename MatrixType::InnerIterator it(At, j); it; ++it)
+ {
+ Index idx = it.index();
+ if(visited(idx) != j)
+ {
+ visited(idx) = j;
+ m_innerIndices(CurNz) = idx;
+ ++CurNz;
+ }
+ }
+ }
+ m_indexPtr(m) = CurNz;
+ }
+
+ template <typename MatrixType>
+ void operator() (const MatrixType& A, PermutationType& matperm)
+ {
+ Index m = A.cols();
+ IndexVector perm(m),iperm(m);
+ // First, symmetrize the matrix graph.
+ get_symmetrized_graph(A);
+ int output_error;
+
+ // Call the fill-reducing routine from METIS
+ output_error = METIS_NodeND(&m, m_indexPtr.data(), m_innerIndices.data(), NULL, NULL, perm.data(), iperm.data());
+
+ if(output_error != METIS_OK)
+ {
+ //FIXME The ordering interface should define a class of possible errors
+ std::cerr << "ERROR WHILE CALLING THE METIS PACKAGE \n";
+ return;
+ }
+
+ // Get the fill-reducing permutation
+ //NOTE: If Ap is the permuted matrix then perm and iperm vectors are defined as follows
+ // Row (column) i of Ap is the perm(i) row(column) of A, and row (column) i of A is the iperm(i) row(column) of Ap
+
+ // To be consistent with the use of the permutation in SparseLU module, we thus keep the iperm vector
+ matperm.resize(m);
+ for (int j = 0; j < m; j++)
+ matperm.indices()(j) = iperm(j);
+
+ }
+
+ protected:
+ IndexVector m_indexPtr; // Pointer to the adjacenccy list of each row/column
+ IndexVector m_innerIndices; // Adjacency list
+};
+
+}// end namespace eigen
+#endif \ No newline at end of file