Propchange: commons/proper/math/trunk/src/experimental/org/apache/commons/math/linear/RecursiveLayoutRealMatrix.java ------------------------------------------------------------------------------ svn:eol-style = native
Propchange: commons/proper/math/trunk/src/experimental/org/apache/commons/math/linear/RecursiveLayoutRealMatrix.java ------------------------------------------------------------------------------ svn:keywords = Author Date Id Revision Added: commons/proper/math/trunk/src/experimental/org/apache/commons/math/linear/RecursiveLayoutRealMatrixTest.java URL: http://svn.apache.org/viewvc/commons/proper/math/trunk/src/experimental/org/apache/commons/math/linear/RecursiveLayoutRealMatrixTest.java?rev=744126&view=auto ============================================================================== --- commons/proper/math/trunk/src/experimental/org/apache/commons/math/linear/RecursiveLayoutRealMatrixTest.java (added) +++ commons/proper/math/trunk/src/experimental/org/apache/commons/math/linear/RecursiveLayoutRealMatrixTest.java Fri Feb 13 14:38:48 2009 @@ -0,0 +1,1242 @@ +/* + * Licensed to the Apache Software Foundation (ASF) under one or more + * contributor license agreements. See the NOTICE file distributed with + * this work for additional information regarding copyright ownership. + * The ASF licenses this file to You under the Apache License, Version 2.0 + * (the "License"); you may not use this file except in compliance with + * the License. You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ +package org.apache.commons.math.linear; + +import java.util.Arrays; +import java.util.Random; + +import junit.framework.Test; +import junit.framework.TestCase; +import junit.framework.TestSuite; + +/** + * Test cases for the {...@link RecursiveLayoutRealMatrix} class. + * + * @version $Revision$ $Date$ + */ + +public final class RecursiveLayoutRealMatrixTest extends TestCase { + + // 3 x 3 identity matrix + protected double[][] id = { {1d,0d,0d}, {0d,1d,0d}, {0d,0d,1d} }; + + // Test data for group operations + protected double[][] testData = { {1d,2d,3d}, {2d,5d,3d}, {1d,0d,8d} }; + protected double[][] testDataLU = {{2d, 5d, 3d}, {.5d, -2.5d, 6.5d}, {0.5d, 0.2d, .2d}}; + protected double[][] testDataPlus2 = { {3d,4d,5d}, {4d,7d,5d}, {3d,2d,10d} }; + protected double[][] testDataMinus = { {-1d,-2d,-3d}, {-2d,-5d,-3d}, + {-1d,0d,-8d} }; + protected double[] testDataRow1 = {1d,2d,3d}; + protected double[] testDataCol3 = {3d,3d,8d}; + protected double[][] testDataInv = + { {-40d,16d,9d}, {13d,-5d,-3d}, {5d,-2d,-1d} }; + protected double[] preMultTest = {8,12,33}; + protected double[][] testData2 ={ {1d,2d,3d}, {2d,5d,3d}}; + protected double[][] testData2T = { {1d,2d}, {2d,5d}, {3d,3d}}; + protected double[][] testDataPlusInv = + { {-39d,18d,12d}, {15d,0d,0d}, {6d,-2d,7d} }; + + // lu decomposition tests + protected double[][] luData = { {2d,3d,3d}, {0d,5d,7d}, {6d,9d,8d} }; + protected double[][] luDataLUDecomposition = { {6d,9d,8d}, {0d,5d,7d}, + {0.33333333333333,0d,0.33333333333333} }; + + // singular matrices + protected double[][] singular = { {2d,3d}, {2d,3d} }; + protected double[][] bigSingular = {{1d,2d,3d,4d}, {2d,5d,3d,4d}, + {7d,3d,256d,1930d}, {3d,7d,6d,8d}}; // 4th row = 1st + 2nd + protected double[][] detData = { {1d,2d,3d}, {4d,5d,6d}, {7d,8d,10d} }; + protected double[][] detData2 = { {1d, 3d}, {2d, 4d}}; + + // vectors + protected double[] testVector = {1,2,3}; + protected double[] testVector2 = {1,2,3,4}; + + // submatrix accessor tests + protected double[][] subTestData = {{1, 2, 3, 4}, {1.5, 2.5, 3.5, 4.5}, + {2, 4, 6, 8}, {4, 5, 6, 7}}; + // array selections + protected double[][] subRows02Cols13 = { {2, 4}, {4, 8}}; + protected double[][] subRows03Cols12 = { {2, 3}, {5, 6}}; + protected double[][] subRows03Cols123 = { {2, 3, 4} , {5, 6, 7}}; + // effective permutations + protected double[][] subRows20Cols123 = { {4, 6, 8} , {2, 3, 4}}; + protected double[][] subRows31Cols31 = {{7, 5}, {4.5, 2.5}}; + // contiguous ranges + protected double[][] subRows01Cols23 = {{3,4} , {3.5, 4.5}}; + protected double[][] subRows23Cols00 = {{2} , {4}}; + protected double[][] subRows00Cols33 = {{4}}; + // row matrices + protected double[][] subRow0 = {{1,2,3,4}}; + protected double[][] subRow3 = {{4,5,6,7}}; + // column matrices + protected double[][] subColumn1 = {{2}, {2.5}, {4}, {5}}; + protected double[][] subColumn3 = {{4}, {4.5}, {8}, {7}}; + + // tolerances + protected double entryTolerance = 10E-16; + protected double normTolerance = 10E-14; + + public RecursiveLayoutRealMatrixTest(String name) { + super(name); + } + + public void setUp() { + + } + + public static Test suite() { + TestSuite suite = new TestSuite(RecursiveLayoutRealMatrixTest.class); + suite.setName("RecursiveLayoutRealMatrix Tests"); + return suite; + } + + /** test dimensions */ + public void testDimensions() { + RecursiveLayoutRealMatrix m = new RecursiveLayoutRealMatrix(testData); + RecursiveLayoutRealMatrix m2 = new RecursiveLayoutRealMatrix(testData2); + assertEquals("testData row dimension",3,m.getRowDimension()); + assertEquals("testData column dimension",3,m.getColumnDimension()); + assertTrue("testData is square",m.isSquare()); + assertEquals("testData2 row dimension",m2.getRowDimension(),2); + assertEquals("testData2 column dimension",m2.getColumnDimension(),3); + assertTrue("testData2 is not square",!m2.isSquare()); + } + + /** test copy functions */ + public void testCopyFunctions() { + Random r = new Random(66636328996002l); + RecursiveLayoutRealMatrix m1 = createRandomMatrix(r, 47, 83); + RecursiveLayoutRealMatrix m2 = new RecursiveLayoutRealMatrix(m1.getData()); + assertEquals(m1, m2); + RecursiveLayoutRealMatrix m3 = new RecursiveLayoutRealMatrix(testData); + RecursiveLayoutRealMatrix m4 = new RecursiveLayoutRealMatrix(m3.getData()); + assertEquals(m3, m4); + } + + /** test add */ + public void testAdd() { + RecursiveLayoutRealMatrix m = new RecursiveLayoutRealMatrix(testData); + RecursiveLayoutRealMatrix mInv = new RecursiveLayoutRealMatrix(testDataInv); + RealMatrix mPlusMInv = m.add(mInv); + double[][] sumEntries = mPlusMInv.getData(); + for (int row = 0; row < m.getRowDimension(); row++) { + for (int col = 0; col < m.getColumnDimension(); col++) { + assertEquals("sum entry entry", + testDataPlusInv[row][col],sumEntries[row][col], + entryTolerance); + } + } + } + + /** test add failure */ + public void testAddFail() { + RecursiveLayoutRealMatrix m = new RecursiveLayoutRealMatrix(testData); + RecursiveLayoutRealMatrix m2 = new RecursiveLayoutRealMatrix(testData2); + try { + m.add(m2); + fail("IllegalArgumentException expected"); + } catch (IllegalArgumentException ex) { + ; + } + } + + /** test norm */ + public void testNorm() { + RecursiveLayoutRealMatrix m = new RecursiveLayoutRealMatrix(testData); + RecursiveLayoutRealMatrix m2 = new RecursiveLayoutRealMatrix(testData2); + assertEquals("testData norm",14d,m.getNorm(),entryTolerance); + assertEquals("testData2 norm",7d,m2.getNorm(),entryTolerance); + } + + /** test Frobenius norm */ + public void testFrobeniusNorm() { + RecursiveLayoutRealMatrix m = new RecursiveLayoutRealMatrix(testData); + RecursiveLayoutRealMatrix m2 = new RecursiveLayoutRealMatrix(testData2); + assertEquals("testData Frobenius norm", Math.sqrt(117.0), m.getFrobeniusNorm(), entryTolerance); + assertEquals("testData2 Frobenius norm", Math.sqrt(52.0), m2.getFrobeniusNorm(), entryTolerance); + } + + /** test m-n = m + -n */ + public void testPlusMinus() { + RecursiveLayoutRealMatrix m = new RecursiveLayoutRealMatrix(testData); + RecursiveLayoutRealMatrix m2 = new RecursiveLayoutRealMatrix(testDataInv); + assertClose(m.subtract(m2), m2.scalarMultiply(-1d).add(m), entryTolerance); + try { + m.subtract(new RecursiveLayoutRealMatrix(testData2)); + fail("Expecting illegalArgumentException"); + } catch (IllegalArgumentException ex) { + ; + } + } + + /** test multiply */ + public void testMultiply() { + RecursiveLayoutRealMatrix m = new RecursiveLayoutRealMatrix(testData); + RecursiveLayoutRealMatrix mInv = new RecursiveLayoutRealMatrix(testDataInv); + RecursiveLayoutRealMatrix identity = new RecursiveLayoutRealMatrix(id); + RecursiveLayoutRealMatrix m2 = new RecursiveLayoutRealMatrix(testData2); + assertClose(m.multiply(mInv), identity, entryTolerance); + assertClose(mInv.multiply(m), identity, entryTolerance); + assertClose(m.multiply(identity), m, entryTolerance); + assertClose(identity.multiply(mInv), mInv, entryTolerance); + assertClose(m2.multiply(identity), m2, entryTolerance); + try { + m.multiply(new RecursiveLayoutRealMatrix(bigSingular)); + fail("Expecting illegalArgumentException"); + } catch (IllegalArgumentException ex) { + // expected + } + } + + public void testSeveralBlocks() { + + RealMatrix m = new RecursiveLayoutRealMatrix(35, 71); + for (int i = 0; i < m.getRowDimension(); ++i) { + for (int j = 0; j < m.getColumnDimension(); ++j) { + m.setEntry(i, j, i + j / 1024.0); + } + } + + RealMatrix mT = m.transpose(); + assertEquals(m.getRowDimension(), mT.getColumnDimension()); + assertEquals(m.getColumnDimension(), mT.getRowDimension()); + for (int i = 0; i < mT.getRowDimension(); ++i) { + for (int j = 0; j < mT.getColumnDimension(); ++j) { + assertEquals(m.getEntry(j, i), mT.getEntry(i, j), 0); + } + } + + RealMatrix mPm = m.add(m); + for (int i = 0; i < mPm.getRowDimension(); ++i) { + for (int j = 0; j < mPm.getColumnDimension(); ++j) { + assertEquals(2 * m.getEntry(i, j), mPm.getEntry(i, j), 0); + } + } + + RealMatrix mPmMm = mPm.subtract(m); + for (int i = 0; i < mPmMm.getRowDimension(); ++i) { + for (int j = 0; j < mPmMm.getColumnDimension(); ++j) { + assertEquals(m.getEntry(i, j), mPmMm.getEntry(i, j), 0); + } + } + + RealMatrix mTm = mT.multiply(m); + for (int i = 0; i < mTm.getRowDimension(); ++i) { + for (int j = 0; j < mTm.getColumnDimension(); ++j) { + double sum = 0; + for (int k = 0; k < mT.getColumnDimension(); ++k) { + sum += (k + i / 1024.0) * (k + j / 1024.0); + } + assertEquals(sum, mTm.getEntry(i, j), 0); + } + } + + RealMatrix mmT = m.multiply(mT); + for (int i = 0; i < mmT.getRowDimension(); ++i) { + for (int j = 0; j < mmT.getColumnDimension(); ++j) { + double sum = 0; + for (int k = 0; k < m.getColumnDimension(); ++k) { + sum += (i + k / 1024.0) * (j + k / 1024.0); + } + assertEquals(sum, mmT.getEntry(i, j), 0); + } + } + + RealMatrix sub1 = m.getSubMatrix(2, 9, 5, 20); + for (int i = 0; i < sub1.getRowDimension(); ++i) { + for (int j = 0; j < sub1.getColumnDimension(); ++j) { + assertEquals((i + 2) + (j + 5) / 1024.0, sub1.getEntry(i, j), 0); + } + } + + RealMatrix sub2 = m.getSubMatrix(10, 12, 3, 70); + for (int i = 0; i < sub2.getRowDimension(); ++i) { + for (int j = 0; j < sub2.getColumnDimension(); ++j) { + assertEquals((i + 10) + (j + 3) / 1024.0, sub2.getEntry(i, j), 0); + } + } + + RealMatrix sub3 = m.getSubMatrix(30, 34, 0, 5); + for (int i = 0; i < sub3.getRowDimension(); ++i) { + for (int j = 0; j < sub3.getColumnDimension(); ++j) { + assertEquals((i + 30) + (j + 0) / 1024.0, sub3.getEntry(i, j), 0); + } + } + + RealMatrix sub4 = m.getSubMatrix(30, 32, 62, 65); + for (int i = 0; i < sub4.getRowDimension(); ++i) { + for (int j = 0; j < sub4.getColumnDimension(); ++j) { + assertEquals((i + 30) + (j + 62) / 1024.0, sub4.getEntry(i, j), 0); + } + } + + } + + //Additional Test for RecursiveLayoutRealMatrixTest.testMultiply + + private double[][] d3 = new double[][] {{1,2,3,4},{5,6,7,8}}; + private double[][] d4 = new double[][] {{1},{2},{3},{4}}; + private double[][] d5 = new double[][] {{30},{70}}; + + public void testMultiply2() { + RealMatrix m3 = new RecursiveLayoutRealMatrix(d3); + RealMatrix m4 = new RecursiveLayoutRealMatrix(d4); + RealMatrix m5 = new RecursiveLayoutRealMatrix(d5); + assertClose(m3.multiply(m4), m5, entryTolerance); + } + + /** test trace */ + public void testTrace() { + RealMatrix m = new RecursiveLayoutRealMatrix(id); + assertEquals("identity trace",3d,m.getTrace(),entryTolerance); + m = new RecursiveLayoutRealMatrix(testData2); + try { + m.getTrace(); + fail("Expecting NonSquareMatrixException"); + } catch (NonSquareMatrixException ex) { + ; + } + } + + /** test scalarAdd */ + public void testScalarAdd() { + RealMatrix m = new RecursiveLayoutRealMatrix(testData); + assertClose(new RecursiveLayoutRealMatrix(testDataPlus2), m.scalarAdd(2d), entryTolerance); + } + + /** test operate */ + public void testOperate() { + RealMatrix m = new RecursiveLayoutRealMatrix(id); + assertClose(testVector, m.operate(testVector), entryTolerance); + assertClose(testVector, m.operate(new RealVectorImpl(testVector)).getData(), entryTolerance); + m = new RecursiveLayoutRealMatrix(bigSingular); + try { + m.operate(testVector); + fail("Expecting illegalArgumentException"); + } catch (IllegalArgumentException ex) { + ; + } + } + + public void testMultiplyMedium() { + RealMatrix m1 = new RecursiveLayoutRealMatrix( + new double[][] { + { 80, 45, 13, 77, -82 }, + { -90, 33, 98, 80, 74 }, + { 24, -37, 36, -8, -69 }, + { -74, 2, 32, -67, -65 }, + { -29, -81, 44, 54, -65 }, + { 17, 58, -36, -98, 25 }, + { 48, -64, -95, -75, 34 } + }); + RealMatrix m2 = new RecursiveLayoutRealMatrix( + new double[][] { + { 81, 58, 70, 18, 5, -57 }, + { -54, 33, 87, 68, -22, 73 }, + { -78, -5, 34, -7, -3, -31 }, + { -16, -82, -68, 7, 10, -47 }, + { 51, 4, 92, 15, 32, -51 } + }); + RealMatrix m1m2 = m1.multiply(m2); + RealMatrix reference = new RecursiveLayoutRealMatrix( + new double[][]{ + { -2378, -582, -2823, 3718, -2483, -1115 }, + { -14222, -10885, 1271, 1608, 1698, -3033 }, + { -2257, 371, -6119, -3427, -1462, -1290 }, + { -10841, 848, -5342, -2864, -3260, 9836 }, + { -5586, -9263, -17233, -6935, -35, -4847 }, + { 3896, 11216, 13976, 4191, -1263, 7712 }, + { 17688, 7433, 2790, -2838, 2271, -2672 } + }); + assertEquals(0, m1m2.subtract(reference).getNorm(), 0.0); + } + + public void testOperateLarge() { + int testBlockSize = 64; + int p = (7 * testBlockSize) / 2; + int q = (5 * testBlockSize) / 2; + int r = 3 * testBlockSize; + Random random = new Random(111007463902334l); + RealMatrix m1 = createRandomMatrix(random, p, q); + RealMatrix m2 = createRandomMatrix(random, q, r); + RealMatrix m1m2 = m1.multiply(m2); + for (int i = 0; i < r; ++i) { + checkArrays(m1m2.getColumn(i), m1.operate(m2.getColumn(i))); + } + } + + public void testOperatePremultiplyLarge() { + int testBlockSize = 64; + int p = (7 * testBlockSize) / 2; + int q = (5 * testBlockSize) / 2; + int r = 3 * testBlockSize; + Random random = new Random(111007463902334l); + RealMatrix m1 = createRandomMatrix(random, p, q); + RealMatrix m2 = createRandomMatrix(random, q, r); + RealMatrix m1m2 = m1.multiply(m2); + for (int i = 0; i < p; ++i) { + checkArrays(m1m2.getRow(i), m2.preMultiply(m1.getRow(i))); + } + } + + /** test issue MATH-209 */ + public void testMath209() { + RealMatrix a = new RecursiveLayoutRealMatrix(new double[][] { + { 1, 2 }, { 3, 4 }, { 5, 6 } + }); + double[] b = a.operate(new double[] { 1, 1 }); + assertEquals(a.getRowDimension(), b.length); + assertEquals( 3.0, b[0], 1.0e-12); + assertEquals( 7.0, b[1], 1.0e-12); + assertEquals(11.0, b[2], 1.0e-12); + } + + /** test transpose */ + public void testTranspose() { + RealMatrix m = new RecursiveLayoutRealMatrix(testData); + RealMatrix mIT = new LUDecompositionImpl(m).getSolver().getInverse().transpose(); + RealMatrix mTI = new LUDecompositionImpl(m.transpose()).getSolver().getInverse(); + assertClose(mIT, mTI, normTolerance); + m = new RecursiveLayoutRealMatrix(testData2); + RealMatrix mt = new RecursiveLayoutRealMatrix(testData2T); + assertClose(mt, m.transpose(), normTolerance); + } + + /** test preMultiply by vector */ + public void testPremultiplyVector() { + RealMatrix m = new RecursiveLayoutRealMatrix(testData); + assertClose(m.preMultiply(testVector), preMultTest, normTolerance); + assertClose(m.preMultiply(new RealVectorImpl(testVector).getData()), + preMultTest, normTolerance); + m = new RecursiveLayoutRealMatrix(bigSingular); + try { + m.preMultiply(testVector); + fail("expecting IllegalArgumentException"); + } catch (IllegalArgumentException ex) { + ; + } + } + + public void testPremultiply() { + RealMatrix m3 = new RecursiveLayoutRealMatrix(d3); + RealMatrix m4 = new RecursiveLayoutRealMatrix(d4); + RealMatrix m5 = new RecursiveLayoutRealMatrix(d5); + assertClose(m4.preMultiply(m3), m5, entryTolerance); + + RecursiveLayoutRealMatrix m = new RecursiveLayoutRealMatrix(testData); + RecursiveLayoutRealMatrix mInv = new RecursiveLayoutRealMatrix(testDataInv); + RecursiveLayoutRealMatrix identity = new RecursiveLayoutRealMatrix(id); + assertClose(m.preMultiply(mInv), identity, entryTolerance); + assertClose(mInv.preMultiply(m), identity, entryTolerance); + assertClose(m.preMultiply(identity), m, entryTolerance); + assertClose(identity.preMultiply(mInv), mInv, entryTolerance); + try { + m.preMultiply(new RecursiveLayoutRealMatrix(bigSingular)); + fail("Expecting illegalArgumentException"); + } catch (IllegalArgumentException ex) { + ; + } + } + + public void testGetVectors() { + RealMatrix m = new RecursiveLayoutRealMatrix(testData); + assertClose(m.getRow(0), testDataRow1, entryTolerance); + assertClose(m.getColumn(2), testDataCol3, entryTolerance); + try { + m.getRow(10); + fail("expecting MatrixIndexException"); + } catch (MatrixIndexException ex) { + ; + } + try { + m.getColumn(-1); + fail("expecting MatrixIndexException"); + } catch (MatrixIndexException ex) { + ; + } + } + + public void testGetEntry() { + RealMatrix m = new RecursiveLayoutRealMatrix(testData); + assertEquals("get entry",m.getEntry(0,1),2d,entryTolerance); + try { + m.getEntry(10, 4); + fail ("Expecting MatrixIndexException"); + } catch (MatrixIndexException ex) { + // expected + } + } + + /** test examples in user guide */ + public void testExamples() { + // Create a real matrix with two rows and three columns + double[][] matrixData = { {1d,2d,3d}, {2d,5d,3d}}; + RealMatrix m = new RecursiveLayoutRealMatrix(matrixData); + // One more with three rows, two columns + double[][] matrixData2 = { {1d,2d}, {2d,5d}, {1d, 7d}}; + RealMatrix n = new RecursiveLayoutRealMatrix(matrixData2); + // Now multiply m by n + RealMatrix p = m.multiply(n); + assertEquals(2, p.getRowDimension()); + assertEquals(2, p.getColumnDimension()); + // Invert p + RealMatrix pInverse = new LUDecompositionImpl(p).getSolver().getInverse(); + assertEquals(2, pInverse.getRowDimension()); + assertEquals(2, pInverse.getColumnDimension()); + + // Solve example + double[][] coefficientsData = {{2, 3, -2}, {-1, 7, 6}, {4, -3, -5}}; + RealMatrix coefficients = new RecursiveLayoutRealMatrix(coefficientsData); + double[] constants = {1, -2, 1}; + double[] solution = new LUDecompositionImpl(coefficients).getSolver().solve(constants); + assertEquals(2 * solution[0] + 3 * solution[1] -2 * solution[2], constants[0], 1E-12); + assertEquals(-1 * solution[0] + 7 * solution[1] + 6 * solution[2], constants[1], 1E-12); + assertEquals(4 * solution[0] - 3 * solution[1] -5 * solution[2], constants[2], 1E-12); + + } + + // test submatrix accessors + public void testGetSubMatrix() { + RealMatrix m = new RecursiveLayoutRealMatrix(subTestData); + checkGetSubMatrix(m, subRows23Cols00, 2 , 3 , 0, 0, false); + checkGetSubMatrix(m, subRows00Cols33, 0 , 0 , 3, 3, false); + checkGetSubMatrix(m, subRows01Cols23, 0 , 1 , 2, 3, false); + checkGetSubMatrix(m, subRows02Cols13, new int[] { 0, 2 }, new int[] { 1, 3 }, false); + checkGetSubMatrix(m, subRows03Cols12, new int[] { 0, 3 }, new int[] { 1, 2 }, false); + checkGetSubMatrix(m, subRows03Cols123, new int[] { 0, 3 }, new int[] { 1, 2, 3 }, false); + checkGetSubMatrix(m, subRows20Cols123, new int[] { 2, 0 }, new int[] { 1, 2, 3 }, false); + checkGetSubMatrix(m, subRows31Cols31, new int[] { 3, 1 }, new int[] { 3, 1 }, false); + checkGetSubMatrix(m, subRows31Cols31, new int[] { 3, 1 }, new int[] { 3, 1 }, false); + checkGetSubMatrix(m, null, 1, 0, 2, 4, true); + checkGetSubMatrix(m, null, -1, 1, 2, 2, true); + checkGetSubMatrix(m, null, 1, 0, 2, 2, true); + checkGetSubMatrix(m, null, 1, 0, 2, 4, true); + checkGetSubMatrix(m, null, new int[] {}, new int[] { 0 }, true); + checkGetSubMatrix(m, null, new int[] { 0 }, new int[] { 4 }, true); + } + + private void checkGetSubMatrix(RealMatrix m, double[][] reference, + int startRow, int endRow, int startColumn, int endColumn, + boolean mustFail) { + try { + RealMatrix sub = m.getSubMatrix(startRow, endRow, startColumn, endColumn); + assertEquals(new RecursiveLayoutRealMatrix(reference), sub); + if (mustFail) { + fail("Expecting MatrixIndexException"); + } + } catch (MatrixIndexException e) { + if (!mustFail) { + throw e; + } + } + } + + private void checkGetSubMatrix(RealMatrix m, double[][] reference, + int[] selectedRows, int[] selectedColumns, + boolean mustFail) { + try { + RealMatrix sub = m.getSubMatrix(selectedRows, selectedColumns); + assertEquals(new RecursiveLayoutRealMatrix(reference), sub); + if (mustFail) { + fail("Expecting MatrixIndexException"); + } + } catch (MatrixIndexException e) { + if (!mustFail) { + throw e; + } + } + } + + public void testGetSetMatrixLarge() { + int n = 3 * 64; + RealMatrix m = new RecursiveLayoutRealMatrix(n, n); + RealMatrix sub = new RecursiveLayoutRealMatrix(n - 4, n - 4).scalarAdd(1); + + m.setSubMatrix(sub.getData(), 2, 2); + for (int i = 0; i < n; ++i) { + for (int j = 0; j < n; ++j) { + if ((i < 2) || (i > n - 3) || (j < 2) || (j > n - 3)) { + assertEquals(0.0, m.getEntry(i, j), 0.0); + } else { + assertEquals(1.0, m.getEntry(i, j), 0.0); + } + } + } + assertEquals(sub, m.getSubMatrix(2, n - 3, 2, n - 3)); + + } + + public void testCopySubMatrix() { + RealMatrix m = new RecursiveLayoutRealMatrix(subTestData); + checkCopy(m, subRows23Cols00, 2 , 3 , 0, 0, false); + checkCopy(m, subRows00Cols33, 0 , 0 , 3, 3, false); + checkCopy(m, subRows01Cols23, 0 , 1 , 2, 3, false); + checkCopy(m, subRows02Cols13, new int[] { 0, 2 }, new int[] { 1, 3 }, false); + checkCopy(m, subRows03Cols12, new int[] { 0, 3 }, new int[] { 1, 2 }, false); + checkCopy(m, subRows03Cols123, new int[] { 0, 3 }, new int[] { 1, 2, 3 }, false); + checkCopy(m, subRows20Cols123, new int[] { 2, 0 }, new int[] { 1, 2, 3 }, false); + checkCopy(m, subRows31Cols31, new int[] { 3, 1 }, new int[] { 3, 1 }, false); + checkCopy(m, subRows31Cols31, new int[] { 3, 1 }, new int[] { 3, 1 }, false); + + checkCopy(m, null, 1, 0, 2, 4, true); + checkCopy(m, null, -1, 1, 2, 2, true); + checkCopy(m, null, 1, 0, 2, 2, true); + checkCopy(m, null, 1, 0, 2, 4, true); + checkCopy(m, null, new int[] {}, new int[] { 0 }, true); + checkCopy(m, null, new int[] { 0 }, new int[] { 4 }, true); + } + + private void checkCopy(RealMatrix m, double[][] reference, + int startRow, int endRow, int startColumn, int endColumn, + boolean mustFail) { + try { + double[][] sub = (reference == null) ? + new double[1][1] : + new double[reference.length][reference[0].length]; + m.copySubMatrix(startRow, endRow, startColumn, endColumn, sub); + assertEquals(new RecursiveLayoutRealMatrix(reference), new RecursiveLayoutRealMatrix(sub)); + if (mustFail) { + fail("Expecting MatrixIndexException"); + } + } catch (MatrixIndexException e) { + if (!mustFail) { + throw e; + } + } + } + + private void checkCopy(RealMatrix m, double[][] reference, + int[] selectedRows, int[] selectedColumns, + boolean mustFail) { + try { + double[][] sub = (reference == null) ? + new double[1][1] : + new double[reference.length][reference[0].length]; + m.copySubMatrix(selectedRows, selectedColumns, sub); + assertEquals(new RecursiveLayoutRealMatrix(reference), new RecursiveLayoutRealMatrix(sub)); + if (mustFail) { + fail("Expecting MatrixIndexException"); + } + } catch (MatrixIndexException e) { + if (!mustFail) { + throw e; + } + } + } + + public void testGetRowMatrix() { + RealMatrix m = new RecursiveLayoutRealMatrix(subTestData); + RealMatrix mRow0 = new RecursiveLayoutRealMatrix(subRow0); + RealMatrix mRow3 = new RecursiveLayoutRealMatrix(subRow3); + assertEquals("Row0", mRow0, m.getRowMatrix(0)); + assertEquals("Row3", mRow3, m.getRowMatrix(3)); + try { + m.getRowMatrix(-1); + fail("Expecting MatrixIndexException"); + } catch (MatrixIndexException ex) { + // expected + } + try { + m.getRowMatrix(4); + fail("Expecting MatrixIndexException"); + } catch (MatrixIndexException ex) { + // expected + } + } + + public void testSetRowMatrix() { + RealMatrix m = new RecursiveLayoutRealMatrix(subTestData); + RealMatrix mRow3 = new RecursiveLayoutRealMatrix(subRow3); + assertNotSame(mRow3, m.getRowMatrix(0)); + m.setRowMatrix(0, mRow3); + assertEquals(mRow3, m.getRowMatrix(0)); + try { + m.setRowMatrix(-1, mRow3); + fail("Expecting MatrixIndexException"); + } catch (MatrixIndexException ex) { + // expected + } + try { + m.setRowMatrix(0, m); + fail("Expecting InvalidMatrixException"); + } catch (InvalidMatrixException ex) { + // expected + } + } + + public void testGetSetRowMatrixLarge() { + int n = 3 * 64; + RealMatrix m = new RecursiveLayoutRealMatrix(n, n); + RealMatrix sub = new RecursiveLayoutRealMatrix(1, n).scalarAdd(1); + + m.setRowMatrix(2, sub); + for (int i = 0; i < n; ++i) { + for (int j = 0; j < n; ++j) { + if (i != 2) { + assertEquals(0.0, m.getEntry(i, j), 0.0); + } else { + assertEquals(1.0, m.getEntry(i, j), 0.0); + } + } + } + assertEquals(sub, m.getRowMatrix(2)); + + } + + public void testGetColumnMatrix() { + RealMatrix m = new RecursiveLayoutRealMatrix(subTestData); + RealMatrix mColumn1 = new RecursiveLayoutRealMatrix(subColumn1); + RealMatrix mColumn3 = new RecursiveLayoutRealMatrix(subColumn3); + assertEquals(mColumn1, m.getColumnMatrix(1)); + assertEquals(mColumn3, m.getColumnMatrix(3)); + try { + m.getColumnMatrix(-1); + fail("Expecting MatrixIndexException"); + } catch (MatrixIndexException ex) { + // expected + } + try { + m.getColumnMatrix(4); + fail("Expecting MatrixIndexException"); + } catch (MatrixIndexException ex) { + // expected + } + } + + public void testSetColumnMatrix() { + RealMatrix m = new RecursiveLayoutRealMatrix(subTestData); + RealMatrix mColumn3 = new RecursiveLayoutRealMatrix(subColumn3); + assertNotSame(mColumn3, m.getColumnMatrix(1)); + m.setColumnMatrix(1, mColumn3); + assertEquals(mColumn3, m.getColumnMatrix(1)); + try { + m.setColumnMatrix(-1, mColumn3); + fail("Expecting MatrixIndexException"); + } catch (MatrixIndexException ex) { + // expected + } + try { + m.setColumnMatrix(0, m); + fail("Expecting InvalidMatrixException"); + } catch (InvalidMatrixException ex) { + // expected + } + } + + public void testGetSetColumnMatrixLarge() { + int n = 3 * 64; + RealMatrix m = new RecursiveLayoutRealMatrix(n, n); + RealMatrix sub = new RecursiveLayoutRealMatrix(n, 1).scalarAdd(1); + + m.setColumnMatrix(2, sub); + for (int i = 0; i < n; ++i) { + for (int j = 0; j < n; ++j) { + if (j != 2) { + assertEquals(0.0, m.getEntry(i, j), 0.0); + } else { + assertEquals(1.0, m.getEntry(i, j), 0.0); + } + } + } + assertEquals(sub, m.getColumnMatrix(2)); + + } + + public void testGetRowVector() { + RealMatrix m = new RecursiveLayoutRealMatrix(subTestData); + RealVector mRow0 = new RealVectorImpl(subRow0[0]); + RealVector mRow3 = new RealVectorImpl(subRow3[0]); + assertEquals(mRow0, m.getRowVector(0)); + assertEquals(mRow3, m.getRowVector(3)); + try { + m.getRowVector(-1); + fail("Expecting MatrixIndexException"); + } catch (MatrixIndexException ex) { + // expected + } + try { + m.getRowVector(4); + fail("Expecting MatrixIndexException"); + } catch (MatrixIndexException ex) { + // expected + } + } + + public void testSetRowVector() { + RealMatrix m = new RecursiveLayoutRealMatrix(subTestData); + RealVector mRow3 = new RealVectorImpl(subRow3[0]); + assertNotSame(mRow3, m.getRowMatrix(0)); + m.setRowVector(0, mRow3); + assertEquals(mRow3, m.getRowVector(0)); + try { + m.setRowVector(-1, mRow3); + fail("Expecting MatrixIndexException"); + } catch (MatrixIndexException ex) { + // expected + } + try { + m.setRowVector(0, new RealVectorImpl(5)); + fail("Expecting InvalidMatrixException"); + } catch (InvalidMatrixException ex) { + // expected + } + } + + public void testGetSetRowVectorLarge() { + int n = 3 * 64; + RealMatrix m = new RecursiveLayoutRealMatrix(n, n); + RealVector sub = new RealVectorImpl(n, 1.0); + + m.setRowVector(2, sub); + for (int i = 0; i < n; ++i) { + for (int j = 0; j < n; ++j) { + if (i != 2) { + assertEquals(0.0, m.getEntry(i, j), 0.0); + } else { + assertEquals(1.0, m.getEntry(i, j), 0.0); + } + } + } + assertEquals(sub, m.getRowVector(2)); + + } + + public void testGetColumnVector() { + RealMatrix m = new RecursiveLayoutRealMatrix(subTestData); + RealVector mColumn1 = columnToVector(subColumn1); + RealVector mColumn3 = columnToVector(subColumn3); + assertEquals(mColumn1, m.getColumnVector(1)); + assertEquals(mColumn3, m.getColumnVector(3)); + try { + m.getColumnVector(-1); + fail("Expecting MatrixIndexException"); + } catch (MatrixIndexException ex) { + // expected + } + try { + m.getColumnVector(4); + fail("Expecting MatrixIndexException"); + } catch (MatrixIndexException ex) { + // expected + } + } + + public void testSetColumnVector() { + RealMatrix m = new RecursiveLayoutRealMatrix(subTestData); + RealVector mColumn3 = columnToVector(subColumn3); + assertNotSame(mColumn3, m.getColumnVector(1)); + m.setColumnVector(1, mColumn3); + assertEquals(mColumn3, m.getColumnVector(1)); + try { + m.setColumnVector(-1, mColumn3); + fail("Expecting MatrixIndexException"); + } catch (MatrixIndexException ex) { + // expected + } + try { + m.setColumnVector(0, new RealVectorImpl(5)); + fail("Expecting InvalidMatrixException"); + } catch (InvalidMatrixException ex) { + // expected + } + } + + public void testGetSetColumnVectorLarge() { + int n = 3 * 64; + RealMatrix m = new RecursiveLayoutRealMatrix(n, n); + RealVector sub = new RealVectorImpl(n, 1.0); + + m.setColumnVector(2, sub); + for (int i = 0; i < n; ++i) { + for (int j = 0; j < n; ++j) { + if (j != 2) { + assertEquals(0.0, m.getEntry(i, j), 0.0); + } else { + assertEquals(1.0, m.getEntry(i, j), 0.0); + } + } + } + assertEquals(sub, m.getColumnVector(2)); + + } + + private RealVector columnToVector(double[][] column) { + double[] data = new double[column.length]; + for (int i = 0; i < data.length; ++i) { + data[i] = column[i][0]; + } + return new RealVectorImpl(data, false); + } + + public void testGetRow() { + RealMatrix m = new RecursiveLayoutRealMatrix(subTestData); + checkArrays(subRow0[0], m.getRow(0)); + checkArrays(subRow3[0], m.getRow(3)); + try { + m.getRow(-1); + fail("Expecting MatrixIndexException"); + } catch (MatrixIndexException ex) { + // expected + } + try { + m.getRow(4); + fail("Expecting MatrixIndexException"); + } catch (MatrixIndexException ex) { + // expected + } + } + + public void testSetRow() { + RealMatrix m = new RecursiveLayoutRealMatrix(subTestData); + assertTrue(subRow3[0][0] != m.getRow(0)[0]); + m.setRow(0, subRow3[0]); + checkArrays(subRow3[0], m.getRow(0)); + try { + m.setRow(-1, subRow3[0]); + fail("Expecting MatrixIndexException"); + } catch (MatrixIndexException ex) { + // expected + } + try { + m.setRow(0, new double[5]); + fail("Expecting InvalidMatrixException"); + } catch (InvalidMatrixException ex) { + // expected + } + } + + public void testGetSetRowLarge() { + int n = 3 * 64; + RealMatrix m = new RecursiveLayoutRealMatrix(n, n); + double[] sub = new double[n]; + Arrays.fill(sub, 1.0); + + m.setRow(2, sub); + for (int i = 0; i < n; ++i) { + for (int j = 0; j < n; ++j) { + if (i != 2) { + assertEquals(0.0, m.getEntry(i, j), 0.0); + } else { + assertEquals(1.0, m.getEntry(i, j), 0.0); + } + } + } + checkArrays(sub, m.getRow(2)); + + } + + public void testGetColumn() { + RealMatrix m = new RecursiveLayoutRealMatrix(subTestData); + double[] mColumn1 = columnToArray(subColumn1); + double[] mColumn3 = columnToArray(subColumn3); + checkArrays(mColumn1, m.getColumn(1)); + checkArrays(mColumn3, m.getColumn(3)); + try { + m.getColumn(-1); + fail("Expecting MatrixIndexException"); + } catch (MatrixIndexException ex) { + // expected + } + try { + m.getColumn(4); + fail("Expecting MatrixIndexException"); + } catch (MatrixIndexException ex) { + // expected + } + } + + public void testSetColumn() { + RealMatrix m = new RecursiveLayoutRealMatrix(subTestData); + double[] mColumn3 = columnToArray(subColumn3); + assertTrue(mColumn3[0] != m.getColumn(1)[0]); + m.setColumn(1, mColumn3); + checkArrays(mColumn3, m.getColumn(1)); + try { + m.setColumn(-1, mColumn3); + fail("Expecting MatrixIndexException"); + } catch (MatrixIndexException ex) { + // expected + } + try { + m.setColumn(0, new double[5]); + fail("Expecting InvalidMatrixException"); + } catch (InvalidMatrixException ex) { + // expected + } + } + + public void testGetSetColumnLarge() { + int n = 3 * 64; + RealMatrix m = new RecursiveLayoutRealMatrix(n, n); + double[] sub = new double[n]; + Arrays.fill(sub, 1.0); + + m.setColumn(2, sub); + for (int i = 0; i < n; ++i) { + for (int j = 0; j < n; ++j) { + if (j != 2) { + assertEquals(0.0, m.getEntry(i, j), 0.0); + } else { + assertEquals(1.0, m.getEntry(i, j), 0.0); + } + } + } + checkArrays(sub, m.getColumn(2)); + + } + + private double[] columnToArray(double[][] column) { + double[] data = new double[column.length]; + for (int i = 0; i < data.length; ++i) { + data[i] = column[i][0]; + } + return data; + } + + private void checkArrays(double[] expected, double[] actual) { + assertEquals(expected.length, actual.length); + for (int i = 0; i < expected.length; ++i) { + assertEquals(expected[i], actual[i], 1.0e-9 * Math.abs(expected[i])); + } + } + + public void testEqualsAndHashCode() { + RecursiveLayoutRealMatrix m = new RecursiveLayoutRealMatrix(testData); + RecursiveLayoutRealMatrix m1 = (RecursiveLayoutRealMatrix) m.copy(); + RecursiveLayoutRealMatrix mt = (RecursiveLayoutRealMatrix) m.transpose(); + assertTrue(m.hashCode() != mt.hashCode()); + assertEquals(m.hashCode(), m1.hashCode()); + assertEquals(m, m); + assertEquals(m, m1); + assertFalse(m.equals(null)); + assertFalse(m.equals(mt)); + assertFalse(m.equals(new RecursiveLayoutRealMatrix(bigSingular))); + } + + public void testToString() { + RecursiveLayoutRealMatrix m = new RecursiveLayoutRealMatrix(testData); + assertEquals("RecursiveLayoutRealMatrix{{1.0,2.0,3.0},{2.0,5.0,3.0},{1.0,0.0,8.0}}", + m.toString()); + } + + public void testSetSubMatrix() throws Exception { + RecursiveLayoutRealMatrix m = new RecursiveLayoutRealMatrix(testData); + m.setSubMatrix(detData2,1,1); + RealMatrix expected = new RecursiveLayoutRealMatrix + (new double[][] {{1.0,2.0,3.0},{2.0,1.0,3.0},{1.0,2.0,4.0}}); + assertEquals(expected, m); + + m.setSubMatrix(detData2,0,0); + expected = new RecursiveLayoutRealMatrix + (new double[][] {{1.0,3.0,3.0},{2.0,4.0,3.0},{1.0,2.0,4.0}}); + assertEquals(expected, m); + + m.setSubMatrix(testDataPlus2,0,0); + expected = new RecursiveLayoutRealMatrix + (new double[][] {{3.0,4.0,5.0},{4.0,7.0,5.0},{3.0,2.0,10.0}}); + assertEquals(expected, m); + + // javadoc example + RecursiveLayoutRealMatrix matrix = new RecursiveLayoutRealMatrix + (new double[][] {{1, 2, 3, 4}, {5, 6, 7, 8}, {9, 0, 1 , 2}}); + matrix.setSubMatrix(new double[][] {{3, 4}, {5, 6}}, 1, 1); + expected = new RecursiveLayoutRealMatrix + (new double[][] {{1, 2, 3, 4}, {5, 3, 4, 8}, {9, 5 ,6, 2}}); + assertEquals(expected, matrix); + + // dimension overflow + try { + m.setSubMatrix(testData,1,1); + fail("expecting MatrixIndexException"); + } catch (MatrixIndexException e) { + // expected + } + // dimension underflow + try { + m.setSubMatrix(testData,-1,1); + fail("expecting MatrixIndexException"); + } catch (MatrixIndexException e) { + // expected + } + try { + m.setSubMatrix(testData,1,-1); + fail("expecting MatrixIndexException"); + } catch (MatrixIndexException e) { + // expected + } + + // null + try { + m.setSubMatrix(null,1,1); + fail("expecting NullPointerException"); + } catch (NullPointerException e) { + // expected + } + + // ragged + try { + m.setSubMatrix(new double[][] {{1}, {2, 3}}, 0, 0); + fail("expecting IllegalArgumentException"); + } catch (IllegalArgumentException e) { + // expected + } + + // empty + try { + m.setSubMatrix(new double[][] {{}}, 0, 0); + fail("expecting IllegalArgumentException"); + } catch (IllegalArgumentException e) { + // expected + } + + } + + public void testWalk() { + int rows = 150; + int columns = 75; + + RealMatrix m = new RecursiveLayoutRealMatrix(rows, columns); + m.walkInRowOrder(new SetVisitor()); + GetVisitor getVisitor = new GetVisitor(); + m.walkInOptimizedOrder(getVisitor); + assertEquals(rows * columns, getVisitor.getCount()); + + m = new RecursiveLayoutRealMatrix(rows, columns); + m.walkInRowOrder(new SetVisitor(), 1, rows - 2, 1, columns - 2); + getVisitor = new GetVisitor(); + m.walkInOptimizedOrder(getVisitor, 1, rows - 2, 1, columns - 2); + assertEquals((rows - 2) * (columns - 2), getVisitor.getCount()); + for (int i = 0; i < rows; ++i) { + assertEquals(0.0, m.getEntry(i, 0), 0); + assertEquals(0.0, m.getEntry(i, columns - 1), 0); + } + for (int j = 0; j < columns; ++j) { + assertEquals(0.0, m.getEntry(0, j), 0); + assertEquals(0.0, m.getEntry(rows - 1, j), 0); + } + + m = new RecursiveLayoutRealMatrix(rows, columns); + m.walkInColumnOrder(new SetVisitor()); + getVisitor = new GetVisitor(); + m.walkInOptimizedOrder(getVisitor); + assertEquals(rows * columns, getVisitor.getCount()); + + m = new RecursiveLayoutRealMatrix(rows, columns); + m.walkInColumnOrder(new SetVisitor(), 1, rows - 2, 1, columns - 2); + getVisitor = new GetVisitor(); + m.walkInOptimizedOrder(getVisitor, 1, rows - 2, 1, columns - 2); + assertEquals((rows - 2) * (columns - 2), getVisitor.getCount()); + for (int i = 0; i < rows; ++i) { + assertEquals(0.0, m.getEntry(i, 0), 0); + assertEquals(0.0, m.getEntry(i, columns - 1), 0); + } + for (int j = 0; j < columns; ++j) { + assertEquals(0.0, m.getEntry(0, j), 0); + assertEquals(0.0, m.getEntry(rows - 1, j), 0); + } + + m = new RecursiveLayoutRealMatrix(rows, columns); + m.walkInOptimizedOrder(new SetVisitor()); + getVisitor = new GetVisitor(); + m.walkInRowOrder(getVisitor); + assertEquals(rows * columns, getVisitor.getCount()); + + m = new RecursiveLayoutRealMatrix(rows, columns); + m.walkInOptimizedOrder(new SetVisitor(), 1, rows - 2, 1, columns - 2); + getVisitor = new GetVisitor(); + m.walkInRowOrder(getVisitor, 1, rows - 2, 1, columns - 2); + assertEquals((rows - 2) * (columns - 2), getVisitor.getCount()); + for (int i = 0; i < rows; ++i) { + assertEquals(0.0, m.getEntry(i, 0), 0); + assertEquals(0.0, m.getEntry(i, columns - 1), 0); + } + for (int j = 0; j < columns; ++j) { + assertEquals(0.0, m.getEntry(0, j), 0); + assertEquals(0.0, m.getEntry(rows - 1, j), 0); + } + + m = new RecursiveLayoutRealMatrix(rows, columns); + m.walkInOptimizedOrder(new SetVisitor()); + getVisitor = new GetVisitor(); + m.walkInColumnOrder(getVisitor); + assertEquals(rows * columns, getVisitor.getCount()); + + m = new RecursiveLayoutRealMatrix(rows, columns); + m.walkInOptimizedOrder(new SetVisitor(), 1, rows - 2, 1, columns - 2); + getVisitor = new GetVisitor(); + m.walkInColumnOrder(getVisitor, 1, rows - 2, 1, columns - 2); + assertEquals((rows - 2) * (columns - 2), getVisitor.getCount()); + for (int i = 0; i < rows; ++i) { + assertEquals(0.0, m.getEntry(i, 0), 0); + assertEquals(0.0, m.getEntry(i, columns - 1), 0); + } + for (int j = 0; j < columns; ++j) { + assertEquals(0.0, m.getEntry(0, j), 0); + assertEquals(0.0, m.getEntry(rows - 1, j), 0); + } + + } + + private static class SetVisitor extends DefaultRealMatrixChangingVisitor { + private static final long serialVersionUID = 1773444180892369386L; + public double visit(int i, int j, double value) { + return i + j / 1024.0; + } + } + + private static class GetVisitor extends DefaultRealMatrixPreservingVisitor { + private static final long serialVersionUID = -7745543227178932689L; + private int count = 0; + public void visit(int i, int j, double value) { + ++count; + assertEquals(i + j / 1024.0, value, 0.0); + } + public int getCount() { + return count; + } + }; + + //--------------- -----------------Protected methods + + /** verifies that two matrices are close (1-norm) */ + protected void assertClose(RealMatrix m, RealMatrix n, double tolerance) { + assertTrue(m.subtract(n).getNorm() < tolerance); + } + + /** verifies that two vectors are close (sup norm) */ + protected void assertClose(double[] m, double[] n, double tolerance) { + if (m.length != n.length) { + fail("vectors not same length"); + } + for (int i = 0; i < m.length; i++) { + assertEquals(m[i], n[i], tolerance); + } + } + + private RecursiveLayoutRealMatrix createRandomMatrix(Random r, int rows, int columns) { + RecursiveLayoutRealMatrix m = new RecursiveLayoutRealMatrix(rows, columns); + for (int i = 0; i < rows; ++i) { + for (int j = 0; j < columns; ++j) { + m.setEntry(i, j, 200 * r.nextDouble() - 100); + } + } + return m; + } + +} + Propchange: commons/proper/math/trunk/src/experimental/org/apache/commons/math/linear/RecursiveLayoutRealMatrixTest.java ------------------------------------------------------------------------------ svn:eol-style = native Propchange: commons/proper/math/trunk/src/experimental/org/apache/commons/math/linear/RecursiveLayoutRealMatrixTest.java ------------------------------------------------------------------------------ svn:keywords = Author Date Id Revision