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authorGravatar Gael Guennebaud <g.gael@free.fr>2011-06-22 14:39:11 +0200
committerGravatar Gael Guennebaud <g.gael@free.fr>2011-06-22 14:39:11 +0200
commit3ecf7e8f6ea95e1dbf9c65ff6b44fd543fcd0de7 (patch)
tree70e40248fd0465413d73eb98700c21a4f7300993 /unsupported/test/kronecker_product.cpp
parent7aabce7c769adc0ad02e45e7ffe7590c5d1412d1 (diff)
add a KroneckerProduct module (unsupported) from Kolja Brix and Andreas Platen materials.
Diffstat (limited to 'unsupported/test/kronecker_product.cpp')
-rw-r--r--unsupported/test/kronecker_product.cpp194
1 files changed, 194 insertions, 0 deletions
diff --git a/unsupported/test/kronecker_product.cpp b/unsupported/test/kronecker_product.cpp
new file mode 100644
index 000000000..3c7a6629f
--- /dev/null
+++ b/unsupported/test/kronecker_product.cpp
@@ -0,0 +1,194 @@
+// This file is part of Eigen, a lightweight C++ template library
+// for linear algebra.
+//
+// Copyright (C) 2011 Kolja Brix <brix@igpm.rwth-aachen.de>
+// Copyright (C) 2011 Andreas Platen <andiplaten@gmx.de>
+//
+// Eigen is free software; you can redistribute it and/or
+// modify it under the terms of the GNU Lesser General Public
+// License as published by the Free Software Foundation; either
+// version 3 of the License, or (at your option) any later version.
+//
+// Alternatively, you can redistribute it and/or
+// modify it under the terms of the GNU General Public License as
+// published by the Free Software Foundation; either version 2 of
+// the License, or (at your option) any later version.
+//
+// Eigen is distributed in the hope that it will be useful, but WITHOUT ANY
+// WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS
+// FOR A PARTICULAR PURPOSE. See the GNU Lesser General Public License or the
+// GNU General Public License for more details.
+//
+// You should have received a copy of the GNU Lesser General Public
+// License and a copy of the GNU General Public License along with
+// Eigen. If not, see <http://www.gnu.org/licenses/>.
+
+
+#include "sparse.h"
+#include <Eigen/SparseExtra>
+#include <Eigen/KroneckerProduct>
+
+
+template<typename MatrixType>
+void check_dimension(const MatrixType& ab, const unsigned int rows, const unsigned int cols)
+{
+ VERIFY_IS_EQUAL(ab.rows(), rows);
+ VERIFY_IS_EQUAL(ab.cols(), cols);
+}
+
+
+template<typename MatrixType>
+void check_kronecker_product(const MatrixType& ab)
+{
+ VERIFY_IS_EQUAL(ab.rows(), 6);
+ VERIFY_IS_EQUAL(ab.cols(), 6);
+ VERIFY_IS_EQUAL(ab.nonZeros(), 36);
+ VERIFY_IS_APPROX(ab.coeff(0,0), -0.4017367630386106);
+ VERIFY_IS_APPROX(ab.coeff(0,1), 0.1056863433932735);
+ VERIFY_IS_APPROX(ab.coeff(0,2), -0.7255206194554212);
+ VERIFY_IS_APPROX(ab.coeff(0,3), 0.1908653336744706);
+ VERIFY_IS_APPROX(ab.coeff(0,4), 0.350864567234111);
+ VERIFY_IS_APPROX(ab.coeff(0,5), -0.0923032108308013);
+ VERIFY_IS_APPROX(ab.coeff(1,0), 0.415417514804677);
+ VERIFY_IS_APPROX(ab.coeff(1,1), -0.2369227701722048);
+ VERIFY_IS_APPROX(ab.coeff(1,2), 0.7502275131458511);
+ VERIFY_IS_APPROX(ab.coeff(1,3), -0.4278731019742696);
+ VERIFY_IS_APPROX(ab.coeff(1,4), -0.3628129162264507);
+ VERIFY_IS_APPROX(ab.coeff(1,5), 0.2069210808481275);
+ VERIFY_IS_APPROX(ab.coeff(2,0), 0.05465890160863986);
+ VERIFY_IS_APPROX(ab.coeff(2,1), -0.2634092511419858);
+ VERIFY_IS_APPROX(ab.coeff(2,2), 0.09871180285793758);
+ VERIFY_IS_APPROX(ab.coeff(2,3), -0.4757066334017702);
+ VERIFY_IS_APPROX(ab.coeff(2,4), -0.04773740823058334);
+ VERIFY_IS_APPROX(ab.coeff(2,5), 0.2300535609645254);
+ VERIFY_IS_APPROX(ab.coeff(3,0), -0.8172945853260133);
+ VERIFY_IS_APPROX(ab.coeff(3,1), 0.2150086428359221);
+ VERIFY_IS_APPROX(ab.coeff(3,2), 0.5825113847292743);
+ VERIFY_IS_APPROX(ab.coeff(3,3), -0.1532433770097174);
+ VERIFY_IS_APPROX(ab.coeff(3,4), -0.329383387282399);
+ VERIFY_IS_APPROX(ab.coeff(3,5), 0.08665207912033064);
+ VERIFY_IS_APPROX(ab.coeff(4,0), 0.8451267514863225);
+ VERIFY_IS_APPROX(ab.coeff(4,1), -0.481996458918977);
+ VERIFY_IS_APPROX(ab.coeff(4,2), -0.6023482390791535);
+ VERIFY_IS_APPROX(ab.coeff(4,3), 0.3435339347164565);
+ VERIFY_IS_APPROX(ab.coeff(4,4), 0.3406002157428891);
+ VERIFY_IS_APPROX(ab.coeff(4,5), -0.1942526344200915);
+ VERIFY_IS_APPROX(ab.coeff(5,0), 0.1111982482925399);
+ VERIFY_IS_APPROX(ab.coeff(5,1), -0.5358806424754169);
+ VERIFY_IS_APPROX(ab.coeff(5,2), -0.07925446559335647);
+ VERIFY_IS_APPROX(ab.coeff(5,3), 0.3819388757769038);
+ VERIFY_IS_APPROX(ab.coeff(5,4), 0.04481475387219876);
+ VERIFY_IS_APPROX(ab.coeff(5,5), -0.2159688616158057);
+}
+
+
+template<typename MatrixType>
+void check_sparse_kronecker_product(const MatrixType& ab)
+{
+ VERIFY_IS_EQUAL(ab.rows(), 12);
+ VERIFY_IS_EQUAL(ab.cols(), 10);
+ VERIFY_IS_EQUAL(ab.nonZeros(), 3*2);
+ VERIFY_IS_APPROX(ab.coeff(3,0), -0.04);
+ VERIFY_IS_APPROX(ab.coeff(5,1), 0.05);
+ VERIFY_IS_APPROX(ab.coeff(0,6), -0.08);
+ VERIFY_IS_APPROX(ab.coeff(2,7), 0.10);
+ VERIFY_IS_APPROX(ab.coeff(6,8), 0.12);
+ VERIFY_IS_APPROX(ab.coeff(8,9), -0.15);
+}
+
+
+void test_kronecker_product()
+{
+ // DM = dense matrix; SM = sparse matrix
+ Matrix<double, 2, 3> DM_a;
+ MatrixXd DM_b(3,2);
+ SparseMatrix<double> SM_a(2,3);
+ SparseMatrix<double> SM_b(3,2);
+ SM_a.insert(0,0) = DM_a(0,0) = -0.4461540300782201;
+ SM_a.insert(0,1) = DM_a(0,1) = -0.8057364375283049;
+ SM_a.insert(0,2) = DM_a(0,2) = 0.3896572459516341;
+ SM_a.insert(1,0) = DM_a(1,0) = -0.9076572187376921;
+ SM_a.insert(1,1) = DM_a(1,1) = 0.6469156566545853;
+ SM_a.insert(1,2) = DM_a(1,2) = -0.3658010398782789;
+ SM_b.insert(0,0) = DM_b(0,0) = 0.9004440976767099;
+ SM_b.insert(0,1) = DM_b(0,1) = -0.2368830858139832;
+ SM_b.insert(1,0) = DM_b(1,0) = -0.9311078389941825;
+ SM_b.insert(1,1) = DM_b(1,1) = 0.5310335762980047;
+ SM_b.insert(2,0) = DM_b(2,0) = -0.1225112806872035;
+ SM_b.insert(2,1) = DM_b(2,1) = 0.5903998022741264;
+ SparseMatrix<double,RowMajor> SM_row_a(SM_a), SM_row_b(SM_b);
+
+ // test kroneckerProduct(DM_block,DM,DM_fixedSize)
+ Matrix<double, 6, 6> DM_fix_ab;
+ DM_fix_ab(0,0)=37.0;
+ kroneckerProduct(DM_a.block(0,0,2,3),DM_b,DM_fix_ab);
+ CALL_SUBTEST(check_kronecker_product(DM_fix_ab));
+
+ // test kroneckerProduct(DM,DM,DM_block)
+ MatrixXd DM_block_ab(10,15);
+ DM_block_ab(0,0)=37.0;
+ kroneckerProduct(DM_a,DM_b,DM_block_ab.block(2,5,6,6));
+ CALL_SUBTEST(check_kronecker_product(DM_block_ab.block(2,5,6,6)));
+
+ // test kroneckerProduct(DM,DM,DM)
+ MatrixXd DM_ab(1,5);
+ DM_ab(0,0)=37.0;
+ kroneckerProduct(DM_a,DM_b,DM_ab);
+ CALL_SUBTEST(check_kronecker_product(DM_ab));
+
+ // test kroneckerProduct(SM,DM,SM)
+ SparseMatrix<double> SM_ab(1,20);
+ SM_ab.insert(0,0)=37.0;
+ kroneckerProduct(SM_a,DM_b,SM_ab);
+ CALL_SUBTEST(check_kronecker_product(SM_ab));
+ SparseMatrix<double,RowMajor> SM_ab2(10,3);
+ SM_ab2.insert(0,0)=37.0;
+ kroneckerProduct(SM_a,DM_b,SM_ab2);
+ CALL_SUBTEST(check_kronecker_product(SM_ab2));
+
+ // test kroneckerProduct(DM,SM,SM)
+ SM_ab.insert(0,0)=37.0;
+ kroneckerProduct(DM_a,SM_b,SM_ab);
+ CALL_SUBTEST(check_kronecker_product(SM_ab));
+ SM_ab2.insert(0,0)=37.0;
+ kroneckerProduct(DM_a,SM_b,SM_ab2);
+ CALL_SUBTEST(check_kronecker_product(SM_ab2));
+
+ // test kroneckerProduct(SM,SM,SM)
+ SM_ab.resize(2,33);
+ SM_ab.insert(0,0)=37.0;
+ kroneckerProduct(SM_a,SM_b,SM_ab);
+ CALL_SUBTEST(check_kronecker_product(SM_ab));
+ SM_ab2.resize(5,11);
+ SM_ab2.insert(0,0)=37.0;
+ kroneckerProduct(SM_a,SM_b,SM_ab2);
+ CALL_SUBTEST(check_kronecker_product(SM_ab2));
+
+ // test kroneckerProduct(SM,SM,SM) with sparse pattern
+ SM_a.resize(4,5);
+ SM_b.resize(3,2);
+ SM_a.resizeNonZeros(0);
+ SM_b.resizeNonZeros(0);
+ SM_a.insert(1,0) = -0.1;
+ SM_a.insert(0,3) = -0.2;
+ SM_a.insert(2,4) = 0.3;
+ SM_a.finalize();
+ SM_b.insert(0,0) = 0.4;
+ SM_b.insert(2,1) = -0.5;
+ SM_b.finalize();
+ SM_ab.resize(1,1);
+ SM_ab.insert(0,0)=37.0;
+ kroneckerProduct(SM_a,SM_b,SM_ab);
+ CALL_SUBTEST(check_sparse_kronecker_product(SM_ab));
+
+ // test dimension of result of kroneckerProduct(DM,DM,DM)
+ MatrixXd DM_a2(2,1);
+ MatrixXd DM_b2(5,4);
+ MatrixXd DM_ab2;
+ kroneckerProduct(DM_a2,DM_b2,DM_ab2);
+ CALL_SUBTEST(check_dimension(DM_ab2,2*5,1*4));
+ DM_a2.resize(10,9);
+ DM_b2.resize(4,8);
+ kroneckerProduct(DM_a2,DM_b2,DM_ab2);
+ CALL_SUBTEST(check_dimension(DM_ab2,10*4,9*8));
+}