From a5f0403627f5db74968a646f8c38eb8aa3f17f4e Mon Sep 17 00:00:00 2001 From: JulYakJul <137865717+JulYakJul@users.noreply.github.com> Date: Fri, 25 Oct 2024 18:12:36 +0400 Subject: [PATCH 1/3] yakovleva_yulia_lab_5 is ready --- .gitignore | 309 +++++++++++ .../MultiplicationLargeMatrices/.gitignore | 484 ++++++++++++++++++ .../MultiplicationLargeMatrices.sln | 25 + .../MatrixMultiplication.cs | 56 ++ .../MatrixMultiplicationBenchmark.cs | 54 ++ .../MultiplicationLargeMatrices.csproj | 14 + .../MultiplicationLargeMatrices/Program.cs | 9 + yakovleva_yulia_lab_5/README.md | 38 ++ yakovleva_yulia_lab_5/images/image1.jpg | Bin 0 -> 133781 bytes yakovleva_yulia_lab_5/images/image2.jpg | Bin 0 -> 135768 bytes yakovleva_yulia_lab_5/images/image3.jpg | Bin 0 -> 137418 bytes yakovleva_yulia_lab_5/images/image4.jpg | Bin 0 -> 50217 bytes 12 files changed, 989 insertions(+) create mode 100644 .gitignore create mode 100644 yakovleva_yulia_lab_5/MultiplicationLargeMatrices/.gitignore create mode 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from `dotnet new gitignore` + +# dotenv files +.env + +# User-specific files +*.rsuser +*.suo +*.user +*.userosscache +*.sln.docstates + +# User-specific files (MonoDevelop/Xamarin Studio) +*.userprefs + +# Mono auto generated files +mono_crash.* + +# Build results +[Dd]ebug/ +[Dd]ebugPublic/ +[Rr]elease/ +[Rr]eleases/ +x64/ +x86/ +[Ww][Ii][Nn]32/ +[Aa][Rr][Mm]/ +[Aa][Rr][Mm]64/ +bld/ +[Bb]in/ +[Oo]bj/ +[Ll]og/ +[Ll]ogs/ + +# Visual Studio 2015/2017 cache/options directory +.vs/ +# Uncomment if you have tasks that create the project's static files in wwwroot +#wwwroot/ + +# Visual Studio 2017 auto generated files +Generated\ Files/ + +# MSTest test Results +[Tt]est[Rr]esult*/ +[Bb]uild[Ll]og.* + +# NUnit +*.VisualState.xml +TestResult.xml +nunit-*.xml + +# Build Results of an ATL Project +[Dd]ebugPS/ +[Rr]eleasePS/ +dlldata.c + +# Benchmark Results +BenchmarkDotNet.Artifacts/ + +# .NET +project.lock.json +project.fragment.lock.json +artifacts/ + +# Tye +.tye/ + +# ASP.NET Scaffolding 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https://github.com/github/gitignore/blob/master/Global/macOS.gitignore +# General +.DS_Store +.AppleDouble +.LSOverride + +# Icon must end with two \r +Icon + + +# Thumbnails +._* + +# Files that might appear in the root of a volume +.DocumentRevisions-V100 +.fseventsd +.Spotlight-V100 +.TemporaryItems +.Trashes +.VolumeIcon.icns +.com.apple.timemachine.donotpresent + +# Directories potentially created on remote AFP share +.AppleDB +.AppleDesktop +Network Trash Folder +Temporary Items +.apdisk + +# content below from: https://github.com/github/gitignore/blob/master/Global/Windows.gitignore +# Windows thumbnail cache files +Thumbs.db +ehthumbs.db +ehthumbs_vista.db + +# Dump file +*.stackdump + +# Folder config file +[Dd]esktop.ini + +# Recycle Bin used on file shares +$RECYCLE.BIN/ + +# Windows Installer files +*.cab +*.msi +*.msix +*.msm +*.msp + +# Windows shortcuts +*.lnk + +# Vim temporary swap files +*.swp diff --git a/yakovleva_yulia_lab_5/MultiplicationLargeMatrices/MultiplicationLargeMatrices.sln b/yakovleva_yulia_lab_5/MultiplicationLargeMatrices/MultiplicationLargeMatrices.sln new file mode 100644 index 0000000..60d5985 --- /dev/null +++ b/yakovleva_yulia_lab_5/MultiplicationLargeMatrices/MultiplicationLargeMatrices.sln @@ -0,0 +1,25 @@ + +Microsoft Visual Studio Solution File, Format Version 12.00 +# Visual Studio Version 17 +VisualStudioVersion = 17.9.34728.123 +MinimumVisualStudioVersion = 10.0.40219.1 +Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "MultiplicationLargeMatrices", "MultiplicationLargeMatrices\MultiplicationLargeMatrices.csproj", "{8AE2E184-71C6-4F80-A9F3-AC4C4C14E4AF}" +EndProject +Global + GlobalSection(SolutionConfigurationPlatforms) = preSolution + Debug|Any CPU = Debug|Any CPU + Release|Any CPU = Release|Any CPU + EndGlobalSection + GlobalSection(ProjectConfigurationPlatforms) = postSolution + {8AE2E184-71C6-4F80-A9F3-AC4C4C14E4AF}.Debug|Any CPU.ActiveCfg = Debug|Any CPU + {8AE2E184-71C6-4F80-A9F3-AC4C4C14E4AF}.Debug|Any CPU.Build.0 = Debug|Any CPU + {8AE2E184-71C6-4F80-A9F3-AC4C4C14E4AF}.Release|Any CPU.ActiveCfg = Release|Any CPU + {8AE2E184-71C6-4F80-A9F3-AC4C4C14E4AF}.Release|Any CPU.Build.0 = Release|Any CPU + EndGlobalSection + GlobalSection(SolutionProperties) = preSolution + HideSolutionNode = FALSE + EndGlobalSection + GlobalSection(ExtensibilityGlobals) = postSolution + SolutionGuid = {41970885-F067-487E-97B2-658775C2625A} + EndGlobalSection +EndGlobal diff --git a/yakovleva_yulia_lab_5/MultiplicationLargeMatrices/MultiplicationLargeMatrices/MatrixMultiplication.cs b/yakovleva_yulia_lab_5/MultiplicationLargeMatrices/MultiplicationLargeMatrices/MatrixMultiplication.cs new file mode 100644 index 0000000..b2bec25 --- /dev/null +++ b/yakovleva_yulia_lab_5/MultiplicationLargeMatrices/MultiplicationLargeMatrices/MatrixMultiplication.cs @@ -0,0 +1,56 @@ +using System; +using System.Threading.Tasks; + +public class MatrixMultiplication +{ + // Обычный метод умножения матриц + public static int[,] MultiplySequential(int[,] matrixA, int[,] matrixB) + { + int size = matrixA.GetLength(0); + int[,] result = new int[size, size]; + + for (int i = 0; i < size; i++) + { + for (int j = 0; j < size; j++) + { + int sum = 0; + for (int k = 0; k < size; k++) + { + sum += matrixA[i, k] * matrixB[k, j]; + } + result[i, j] = sum; + } + } + + return result; + } + + // Параллельный метод умножения матриц с заданием количества потоков + public static int[,] MultiplyParallel(int[,] matrixA, int[,] matrixB, int threadCount) + { + int size = matrixA.GetLength(0); + int[,] result = new int[size, size]; + int chunkSize = size / threadCount; + + Parallel.For(0, threadCount, threadIndex => + { + int startRow = threadIndex * chunkSize; + int endRow = (threadIndex == threadCount - 1) ? size : startRow + chunkSize; + + for (int i = startRow; i < endRow; i++) + { + for (int j = 0; j < size; j++) + { + int sum = 0; + for (int k = 0; k < size; k++) + { + sum += matrixA[i, k] * matrixB[k, j]; + } + result[i, j] = sum; + } + } + }); + + return result; + } +} diff --git a/yakovleva_yulia_lab_5/MultiplicationLargeMatrices/MultiplicationLargeMatrices/MatrixMultiplicationBenchmark.cs b/yakovleva_yulia_lab_5/MultiplicationLargeMatrices/MultiplicationLargeMatrices/MatrixMultiplicationBenchmark.cs new file mode 100644 index 0000000..f2d9e51 --- /dev/null +++ b/yakovleva_yulia_lab_5/MultiplicationLargeMatrices/MultiplicationLargeMatrices/MatrixMultiplicationBenchmark.cs @@ -0,0 +1,54 @@ +using System; +using BenchmarkDotNet.Attributes; +using BenchmarkDotNet.Running; + +public class MatrixMultiplicationBenchmark +{ + private int[,] matrixA100, matrixB100; + private int[,] matrixA300, matrixB300; + private int[,] matrixA500, matrixB500; + + // Количество потоков + private int threadCount = 5; + + [GlobalSetup] + public void Setup() + { + matrixA100 = GenerateMatrix(100); + matrixB100 = GenerateMatrix(100); + + matrixA300 = GenerateMatrix(300); + matrixB300 = GenerateMatrix(300); + + matrixA500 = GenerateMatrix(500); + matrixB500 = GenerateMatrix(500); + } + + private int[,] GenerateMatrix(int size) + { + var random = new Random(); + var matrix = new int[size, size]; + for (int i = 0; i < size; i++) + for (int j = 0; j < size; j++) + matrix[i, j] = random.Next(1, 10); + return matrix; + } + + [Benchmark] + public void MultiplySequential100x100() => MatrixMultiplication.MultiplySequential(matrixA100, matrixB100); + + [Benchmark] + public void MultiplyParallel100x100() => MatrixMultiplication.MultiplyParallel(matrixA100, matrixB100, threadCount); + + [Benchmark] + public void MultiplySequential300x300() => MatrixMultiplication.MultiplySequential(matrixA300, matrixB300); + + [Benchmark] + public void MultiplyParallel300x300() => MatrixMultiplication.MultiplyParallel(matrixA300, matrixB300, threadCount); + + [Benchmark] + public void MultiplySequential500x500() => MatrixMultiplication.MultiplySequential(matrixA500, matrixB500); + + [Benchmark] + public void MultiplyParallel500x500() => MatrixMultiplication.MultiplyParallel(matrixA500, matrixB500, threadCount); +} diff --git a/yakovleva_yulia_lab_5/MultiplicationLargeMatrices/MultiplicationLargeMatrices/MultiplicationLargeMatrices.csproj b/yakovleva_yulia_lab_5/MultiplicationLargeMatrices/MultiplicationLargeMatrices/MultiplicationLargeMatrices.csproj new file mode 100644 index 0000000..06cfb03 --- /dev/null +++ b/yakovleva_yulia_lab_5/MultiplicationLargeMatrices/MultiplicationLargeMatrices/MultiplicationLargeMatrices.csproj @@ -0,0 +1,14 @@ + + + + Exe + net8.0 + enable + enable + + + + + + + diff --git a/yakovleva_yulia_lab_5/MultiplicationLargeMatrices/MultiplicationLargeMatrices/Program.cs b/yakovleva_yulia_lab_5/MultiplicationLargeMatrices/MultiplicationLargeMatrices/Program.cs new file mode 100644 index 0000000..a7fb51c --- /dev/null +++ b/yakovleva_yulia_lab_5/MultiplicationLargeMatrices/MultiplicationLargeMatrices/Program.cs @@ -0,0 +1,9 @@ +using BenchmarkDotNet.Running; + +public class Program +{ + public static void Main(string[] args) + { + BenchmarkRunner.Run(); + } +} \ No newline at end of file diff --git a/yakovleva_yulia_lab_5/README.md b/yakovleva_yulia_lab_5/README.md new file mode 100644 index 0000000..311d85d --- /dev/null +++ b/yakovleva_yulia_lab_5/README.md @@ -0,0 +1,38 @@ +# Лабораторная работа №5 - Алгоритмы перемножения матриц + +## Описание +Были реализованы 2 алгоритма для перемножения больших матриц: обычный и параллельный. Для тестирования производительности обоих алгоритмов +был установлен пакет BenchmarkDotNet. + +## Прохождение tutorials: + +# Параметры +Mean: Среднее время выполнения одного теста. + +StdErr (Standard Error): Погрешность среднего времени выполнения. + +N: Количество измерений — 98. Чем больше N, тем точнее статистические результаты. + +StdDev (Standard Deviation): Стандартное отклонение. + +Min и Max: Минимальное и максимальное зафиксированные значения. + +ConfidenceInterval: Доверительный интервал для среднего значения. Это диапазон, в который с высокой вероятностью попадёт среднее значение, если провести ещё одну серию тестов. + +Матрицы 100х100 +![результат работы](./images/image1.jpg) + +Матрицы 300х300 +![результат работы](./images/image2.jpg) + +Матрицы 500х500 +![результат работы](./images/image3.jpg) + +Общий результат +![результат работы](./images/image4.jpg) + +## Вывод +По общему результату мы можем сделать вывод, что Параллельный алгоритм быстрее обычного за счет того, что он распределяет вычисления по нескольким потокам, что позволяет выполнять разные части задачи одновременно. + +## Отчет +Работоспособность: [Видео](https://vk.com/video372869030_456239958?list=ln-gxUH2mdzTSJOvos5g3) \ No newline at end of file diff --git a/yakovleva_yulia_lab_5/images/image1.jpg b/yakovleva_yulia_lab_5/images/image1.jpg new file mode 100644 index 0000000000000000000000000000000000000000..3ee173b5da7ecf626ee2530c6a0c3edd3586572d GIT binary patch literal 133781 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