[BAEL-2996] Using OptionsBuilder instead of main method for benchmarking
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@ -0,0 +1,23 @@
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package com.baeldung.matrices;
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public class HomemadeMatrix {
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public static double[][] multiplyMatrices(double[][] firstMatrix, double[][] secondMatrix) {
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double[][] result = new double[firstMatrix.length][secondMatrix[0].length];
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for (int row = 0; row < result.length; row++) {
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for (int col = 0; col < result[row].length; col++) {
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result[row][col] = multiplyMatricesCell(firstMatrix, secondMatrix, row, col);
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}
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}
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return result;
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}
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private static double multiplyMatricesCell(double[][] firstMatrix, double[][] secondMatrix, int row, int col) {
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double cell = 0;
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for (int i = 0; i < secondMatrix.length; i++) {
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cell += firstMatrix[row][i] * secondMatrix[i][col];
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}
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return cell;
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}
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}
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@ -4,7 +4,7 @@ import static org.junit.jupiter.api.Assertions.assertEquals;
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import org.junit.Test;
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public class CombinationUnitTest {
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public class LogarithmUnitTest {
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@Test
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public void givenLog10_shouldReturnValidResults() {
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@ -13,9 +13,9 @@ public class CombinationUnitTest {
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}
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@Test
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public void givenLog10_shouldReturnValidResults() {
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public void givenLogE_shouldReturnValidResults() {
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assertEquals(Math.log(Math.E), 1);
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assertEquals(Math.log(10), 2.30258);
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assertEquals(Math.log(10), 2.30258, 0.00001);
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}
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@Test
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@ -1,9 +1,84 @@
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package com.baeldung.matrices;
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import cern.colt.matrix.DoubleFactory2D;
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import cern.colt.matrix.DoubleMatrix2D;
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import cern.colt.matrix.linalg.Algebra;
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import org.apache.commons.math3.linear.Array2DRowRealMatrix;
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import org.apache.commons.math3.linear.RealMatrix;
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import org.ejml.simple.SimpleMatrix;
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import org.la4j.Matrix;
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import org.la4j.matrix.dense.Basic2DMatrix;
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import org.nd4j.linalg.api.ndarray.INDArray;
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import org.nd4j.linalg.factory.Nd4j;
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import org.openjdk.jmh.annotations.Benchmark;
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import org.openjdk.jmh.annotations.Mode;
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import org.openjdk.jmh.runner.Runner;
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import org.openjdk.jmh.runner.options.Options;
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import org.openjdk.jmh.runner.options.OptionsBuilder;
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import java.util.concurrent.TimeUnit;
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public class MatrixMultiplicationBenchmarking {
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public static void main(String[] args) throws Exception {
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org.openjdk.jmh.Main.main(args);
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Options opt = new OptionsBuilder()
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.include(MatrixMultiplicationBenchmarking.class.getSimpleName())
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.mode(Mode.AverageTime)
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.forks(2)
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.warmupIterations(5)
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.measurementIterations(10)
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.timeUnit(TimeUnit.MICROSECONDS)
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.build();
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new Runner(opt).run();
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}
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}
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@Benchmark
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public Object homemadeMatrixMultiplication(MatrixProvider matrixProvider) {
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return HomemadeMatrix.multiplyMatrices(matrixProvider.getFirstMatrix(), matrixProvider.getSecondMatrix());
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}
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@Benchmark
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public Object ejmlMatrixMultiplication(MatrixProvider matrixProvider) {
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SimpleMatrix firstMatrix = new SimpleMatrix(matrixProvider.getFirstMatrix());
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SimpleMatrix secondMatrix = new SimpleMatrix(matrixProvider.getSecondMatrix());
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return firstMatrix.mult(secondMatrix);
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}
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@Benchmark
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public Object apacheCommonsMatrixMultiplication(MatrixProvider matrixProvider) {
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RealMatrix firstMatrix = new Array2DRowRealMatrix(matrixProvider.getFirstMatrix());
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RealMatrix secondMatrix = new Array2DRowRealMatrix(matrixProvider.getSecondMatrix());
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return firstMatrix.multiply(secondMatrix);
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}
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@Benchmark
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public Object la4jMatrixMultiplication(MatrixProvider matrixProvider) {
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Matrix firstMatrix = new Basic2DMatrix(matrixProvider.getFirstMatrix());
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Matrix secondMatrix = new Basic2DMatrix(matrixProvider.getSecondMatrix());
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return firstMatrix.multiply(secondMatrix);
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}
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@Benchmark
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public Object nd4jMatrixMultiplication(MatrixProvider matrixProvider) {
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INDArray firstMatrix = Nd4j.create(matrixProvider.getFirstMatrix());
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INDArray secondMatrix = Nd4j.create(matrixProvider.getSecondMatrix());
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return firstMatrix.mmul(secondMatrix);
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}
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@Benchmark
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public Object coltMatrixMultiplication(MatrixProvider matrixProvider) {
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DoubleFactory2D doubleFactory2D = DoubleFactory2D.dense;
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DoubleMatrix2D firstMatrix = doubleFactory2D.make(matrixProvider.getFirstMatrix());
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DoubleMatrix2D secondMatrix = doubleFactory2D.make(matrixProvider.getSecondMatrix());
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Algebra algebra = new Algebra();
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return algebra.mult(firstMatrix, secondMatrix);
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}
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}
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@ -0,0 +1,33 @@
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package com.baeldung.matrices;
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import org.openjdk.jmh.annotations.Scope;
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import org.openjdk.jmh.annotations.State;
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@State(Scope.Benchmark)
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public class MatrixProvider {
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private double[][] firstMatrix;
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private double[][] secondMatrix;
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public MatrixProvider() {
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firstMatrix =
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new double[][] {
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new double[] {1d, 5d},
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new double[] {2d, 3d},
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new double[] {1d ,7d}
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};
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secondMatrix =
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new double[][] {
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new double[] {1d, 2d, 3d, 7d},
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new double[] {5d, 2d, 8d, 1d}
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};
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}
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public double[][] getFirstMatrix() {
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return firstMatrix;
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}
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public double[][] getSecondMatrix() {
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return secondMatrix;
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}
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}
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@ -7,15 +7,10 @@ import org.openjdk.jmh.annotations.*;
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import static org.assertj.core.api.Assertions.assertThat;
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@BenchmarkMode(Mode.AverageTime)
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@Fork(value = 2)
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@Warmup(iterations = 5)
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@Measurement(iterations = 10)
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public class RealMatrixUnitTest {
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class RealMatrixUnitTest {
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@Test
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@Benchmark
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public void givenTwoMatrices_whenMultiply_thenMultiplicatedMatrix() {
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void givenTwoMatrices_whenMultiply_thenMultiplicatedMatrix() {
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RealMatrix firstMatrix = new Array2DRowRealMatrix(
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new double[][] {
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new double[] {1d, 5d},
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assertThat(actual).isEqualTo(expected);
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}
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}
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@ -8,15 +8,10 @@ import org.openjdk.jmh.annotations.*;
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import static org.assertj.core.api.Assertions.assertThat;
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@BenchmarkMode(Mode.AverageTime)
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@Fork(value = 2)
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@Warmup(iterations = 5)
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@Measurement(iterations = 10)
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public class DoubleMatrix2DUnitTest {
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class DoubleMatrix2DUnitTest {
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@Test
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@Benchmark
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public void givenTwoMatrices_whenMultiply_thenMultiplicatedMatrix() {
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void givenTwoMatrices_whenMultiply_thenMultiplicatedMatrix() {
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DoubleFactory2D doubleFactory2D = DoubleFactory2D.dense;
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DoubleMatrix2D firstMatrix = doubleFactory2D.make(
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assertThat(actual).isEqualTo(expected);
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}
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}
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}
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@ -6,15 +6,10 @@ import org.openjdk.jmh.annotations.*;
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import static org.assertj.core.api.Assertions.assertThat;
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@BenchmarkMode(Mode.AverageTime)
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@Fork(value = 2)
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@Warmup(iterations = 5)
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@Measurement(iterations = 10)
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public class SimpleMatrixUnitTest {
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class SimpleMatrixUnitTest {
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@Test
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@Benchmark
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public void givenTwoMatrices_whenMultiply_thenMultiplicatedMatrix() {
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void givenTwoMatrices_whenMultiply_thenMultiplicatedMatrix() {
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SimpleMatrix firstMatrix = new SimpleMatrix(
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new double[][] {
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new double[] {1d, 5d},
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assertThat(actual).matches(m -> m.isIdentical(expected, 0d));
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}
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}
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}
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@ -5,15 +5,10 @@ import org.openjdk.jmh.annotations.*;
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import static org.assertj.core.api.Assertions.assertThat;
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@BenchmarkMode(Mode.AverageTime)
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@Fork(value = 2)
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@Warmup(iterations = 5)
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@Measurement(iterations = 10)
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public class HomemadeMatrixUnitTest {
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class HomemadeMatrixUnitTest {
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@Test
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@Benchmark
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public void givenTwoMatrices_whenMultiply_thenMultiplicatedMatrix() {
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void givenTwoMatrices_whenMultiply_thenMultiplicatedMatrix() {
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double[][] firstMatrix = {
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new double[]{1d, 5d},
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new double[]{2d, 3d},
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}
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return cell;
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}
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}
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}
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@ -7,15 +7,10 @@ import org.openjdk.jmh.annotations.*;
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import static org.assertj.core.api.Assertions.assertThat;
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@BenchmarkMode(Mode.AverageTime)
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@Fork(value = 2)
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@Warmup(iterations = 5)
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@Measurement(iterations = 10)
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public class Basic2DMatrixUnitTest {
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class Basic2DMatrixUnitTest {
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@Test
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@Benchmark
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public void givenTwoMatrices_whenMultiply_thenMultiplicatedMatrix() {
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void givenTwoMatrices_whenMultiply_thenMultiplicatedMatrix() {
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Matrix firstMatrix = new Basic2DMatrix(
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new double[][]{
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new double[]{1d, 5d},
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assertThat(actual).isEqualTo(expected);
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}
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}
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}
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@ -7,14 +7,10 @@ import org.openjdk.jmh.annotations.*;
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import static org.assertj.core.api.Assertions.assertThat;
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@BenchmarkMode(Mode.AverageTime)
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@Fork(value = 2)
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@Warmup(iterations = 5)
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@Measurement(iterations = 10)
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public class INDArrayUnitTest {
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class INDArrayUnitTest {
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@Test
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public void givenTwoMatrices_whenMultiply_thenMultiplicatedMatrix() {
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void givenTwoMatrices_whenMultiply_thenMultiplicatedMatrix() {
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INDArray firstMatrix = Nd4j.create(
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new double[][]{
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new double[]{1d, 5d},
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assertThat(actual).isEqualTo(expected);
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}
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}
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}
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