187 lines
4.7 KiB
C#
187 lines
4.7 KiB
C#
using System;
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using System.Diagnostics;
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using System.Threading.Tasks;
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using BenchmarkDotNet.Attributes;
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using BenchmarkDotNet.Running;
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public class MatrixDeterminant
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{
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public static double DeterminantSequential(double[][] matrix)
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{
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int size = matrix.Length;
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if (size == 1)
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{
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return matrix[0][0];
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}
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if (size == 2)
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{
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return matrix[0][0] * matrix[1][1] - matrix[0][1] * matrix[1][0];
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}
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double determinant = 0;
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for (int i = 0; i < size; i++)
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{
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double sign = (i % 2 == 0) ? 1 : -1;
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double cofactor = sign * matrix[0][i] * DeterminantSequential(GetSubMatrix(matrix, 0, i));
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determinant += cofactor;
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}
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return determinant;
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}
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public static double DeterminantParallel(double[][] matrix, int numThreads)
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{
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int size = matrix.Length;
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if (size == 1)
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{
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return matrix[0][0];
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}
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if (size == 2)
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{
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return matrix[0][0] * matrix[1][1] - matrix[0][1] * matrix[1][0];
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}
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double determinant = 0;
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Parallel.For(0, size, new ParallelOptions { MaxDegreeOfParallelism = numThreads }, i =>
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{
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double sign = (i % 2 == 0) ? 1 : -1;
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double cofactor = sign * matrix[0][i] * DeterminantSequential(GetSubMatrix(matrix, 0, i));
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determinant += cofactor;
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});
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return determinant;
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}
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[Benchmark]
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public void DeterminantSequential_2x2()
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{
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double[][] matrix = GenerateRandomMatrix(2, 2);
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DeterminantSequential(matrix);
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}
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[Benchmark]
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public void DeterminantParallel_2x2_4TH()
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{
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double[][] matrix = GenerateRandomMatrix(2, 2);
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DeterminantParallel(matrix, 4);
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}
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[Benchmark]
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public void DeterminantParallel_2x2_8TH()
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{
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double[][] matrix = GenerateRandomMatrix(2, 2);
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DeterminantParallel(matrix, 8);
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}
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[Benchmark]
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public void DeterminantParallel_2x2_16TH()
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{
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double[][] matrix = GenerateRandomMatrix(2, 2);
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DeterminantParallel(matrix, 16);
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}
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[Benchmark]
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public void DeterminantSequential_4x4()
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{
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double[][] matrix = GenerateRandomMatrix(4, 4);
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DeterminantSequential(matrix);
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}
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[Benchmark]
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public void DeterminantParallel_4x4_4TH()
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{
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double[][] matrix = GenerateRandomMatrix(4, 4);
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DeterminantParallel(matrix, 4);
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}
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[Benchmark]
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public void DeterminantParallel_4x4_8TH()
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{
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double[][] matrix = GenerateRandomMatrix(4, 4);
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DeterminantParallel(matrix, 8);
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}
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[Benchmark]
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public void DeterminantParallel_4x4_16TH()
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{
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double[][] matrix = GenerateRandomMatrix(4, 4);
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DeterminantParallel(matrix, 16);
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}
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[Benchmark]
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public void DeterminantSequential_8x8()
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{
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double[][] matrix = GenerateRandomMatrix(8, 8);
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DeterminantSequential(matrix);
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}
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[Benchmark]
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public void DeterminantParallel_8x8_4TH()
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{
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double[][] matrix = GenerateRandomMatrix(8, 8);
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DeterminantParallel(matrix, 4);
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}
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[Benchmark]
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public void DeterminantParallel_8x8_8TH()
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{
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double[][] matrix = GenerateRandomMatrix(8, 8);
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DeterminantParallel(matrix, 8);
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}
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[Benchmark]
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public void DeterminantParallel_8x8_16TH()
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{
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double[][] matrix = GenerateRandomMatrix(8, 8);
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DeterminantParallel(matrix, 16);
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}
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public static double[][] GenerateRandomMatrix(int rows, int cols)
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{
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double[][] matrix = new double[rows][];
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Random rand = new Random();
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for (int i = 0; i < rows; i++)
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{
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matrix[i] = new double[cols];
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for (int j = 0; j < cols; j++)
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{
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matrix[i][j] = rand.Next(1, 10);
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}
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}
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return matrix;
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}
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private static double[][] GetSubMatrix(double[][] matrix, int rowToRemove, int colToRemove)
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{
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int size = matrix.Length;
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double[][] subMatrix = new double[size - 1][];
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for (int i = 0, newRow = 0; i < size; i++)
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{
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if (i != rowToRemove)
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{
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subMatrix[newRow] = new double[size - 1];
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for (int j = 0, newCol = 0; j < size; j++)
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{
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if (j != colToRemove)
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{
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subMatrix[newRow][newCol] = matrix[i][j];
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newCol++;
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}
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}
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newRow++;
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}
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}
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return subMatrix;
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}
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}
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class Program
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{
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static void Main(string[] args)
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{
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var summary = BenchmarkRunner.Run<MatrixDeterminant>();
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Console.ReadLine();
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}
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} |