public void ParallelEfficiencyTest()
{
var parallelMultiplier = new MatricesMultiplierParallel();
var regularMultiplier = new MatricesMultiplier();
Stopwatch watch = new Stopwatch();
TimeSpan regularTime = default;
TimeSpan parallelTime = default;
var matrixSize = 1;
while (parallelTime >= regularTime)
{
var matrix1 = new Matrix(matrixSize, matrixSize, true);
var matrix2 = new Matrix(matrixSize, matrixSize, true);
watch.Start();
regularMultiplier.Multiply(matrix1, matrix2);
regularTime = watch.Elapsed;
watch.Restart();
parallelMultiplier.Multiply(matrix1, matrix2);
parallelTime = watch.Elapsed;
watch.Reset();
matrixSize++;
}
Console.WriteLine($"Parallel algorithm is more efficient then regular when square matrices has [ {matrixSize} x {matrixSize} ] size.");
}
public void ParallelEfficiencyTest()
{
var matricesMultiplier = new MatricesMultiplier();
var matricesMultiplierParallel = new MatricesMultiplierParallel();
int firstSize = Environment.ProcessorCount;
for (var secondSize = 1; secondSize < 256; secondSize++)
{
var matrix1 = new Matrix(firstSize, secondSize, true);
var matrix2 = new Matrix(secondSize, firstSize, true);
Stopwatch sw = new Stopwatch();
sw.Start();
matricesMultiplier.Multiply(matrix1, matrix2);
sw.Stop();
var nonParallelElapsed = sw.Elapsed;
sw.Restart();
matricesMultiplierParallel.Multiply(matrix1, matrix2);
sw.Stop();
var parallelElapsed = sw.Elapsed;
if (parallelElapsed < nonParallelElapsed)
{
Assert.IsTrue(true, $"Performance in multithreading mode is better with sizes: {firstSize}x{secondSize}");
return;
}
}
Assert.IsTrue(false);
}
private Multipliers WhoIsBetter(int capacity)
{
var m1 = new Matrix(capacity, capacity);
var m2 = new Matrix(capacity, capacity);
SetupValues(m1);
SetupValues(m2);
var multiplier = new MatricesMultiplier();
var multiplierParallel = new MatricesMultiplierParallel();
var milliseconds = Time(() => multiplier.Multiply(m1, m2));
var millisecondsParallel = Time(() => multiplierParallel.Multiply(m1, m2));
return(millisecondsParallel < milliseconds ? Multipliers.Parallel : Multipliers.Usual);
}
public void ParallelEfficiencyTest()
{
var matricesMultiplier = new MatricesMultiplier();
var matricesMultiplierParallel = new MatricesMultiplierParallel();
for (var i = 1; i < 100; i++)
{
var singleMultiplicationimeTime = GetTimeSpentOnMatrixMultiplication(matricesMultiplier, i);
var parallelMultiplicationimeTime = GetTimeSpentOnMatrixMultiplication(matricesMultiplierParallel, i);
if (parallelMultiplicationimeTime < singleMultiplicationimeTime)
{
Console.WriteLine($"Matrice size : {i};");
}
}
}
private static void CreateAndProcessMatrices(byte sizeOfMatrix)
{
Console.WriteLine("Multiplying...");
var firstMatrix = new Matrix(sizeOfMatrix, sizeOfMatrix);
var secondMatrix = new Matrix(sizeOfMatrix, sizeOfMatrix);
SetupMatrix(firstMatrix);
SetupMatrix(secondMatrix);
IMatrix resultMatrix = new MatricesMultiplierParallel().Multiply(firstMatrix, secondMatrix);
Console.WriteLine("firstMatrix:");
firstMatrix.Print();
Console.WriteLine("secondMatrix:");
secondMatrix.Print();
Console.WriteLine("resultMatrix:");
resultMatrix.Print();
}
public void ParallelEfficiencyTest()
{
var sw = new Stopwatch();
var multiplier = new MatricesMultiplier();
var parallelMultiplier = new MatricesMultiplierParallel();
for (var i = 1; i < 100; i++)
{
var firstMatrix = new Matrix(i, i, true);
var secondMatrix = new Matrix(i, i, true);
sw.Start();
var sequentialMatrixResult = multiplier.Multiply(firstMatrix, secondMatrix);
sw.Stop();
var sequentialElapsed = sw.Elapsed.TotalMilliseconds;
sw.Reset();
sw.Start();
var parallelMatrixResult = parallelMultiplier.Multiply(firstMatrix, secondMatrix);
var parallelElapsed = sw.Elapsed.TotalMilliseconds;
sw.Stop();
sw.Reset();
if (sequentialElapsed > parallelElapsed)
{
Logger.LogMessage(
$"Parallel multiplication is more effective than sequential for matrices size: [{i}, {i}]. Sequential multiplication elapsed time: {sequentialElapsed} ms. Parallel multiplication elapsed time: {parallelElapsed} ms");
}
for (int j = 0; j < sequentialMatrixResult.RowCount; j++)
{
for (int k = 0; k < sequentialMatrixResult.ColCount; k++)
{
Assert.AreEqual(sequentialMatrixResult.GetElement(j, k), parallelMatrixResult.GetElement(j, k));
}
}
}
}