5 Commits

Author SHA1 Message Date
f46f267f25 lab3v2 2024-01-08 18:26:26 +04:00
ed040a4f05 lab3 2024-01-08 18:24:57 +04:00
3fc54b31fb Lab3 2024-01-08 17:33:27 +04:00
e7d7ea67d1 delete 2024-01-08 17:32:07 +04:00
a875ab9c91 Lab4 2024-01-06 23:43:02 +04:00
41 changed files with 2656 additions and 253 deletions

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# Отчет по лабораторной работе №3
Выполнил студент Михайлов Юрий гр. ИСЭбд-41 .
## REST API, Gateway и синхронный обмен между микросервисами
## Создание микросервисов
1. С помощью команды `dotnet new web -n worker-1` в терминале создали первый микросервис.
2. Добавил решение `dotnet new sln`. Связал решение и проект командой `dotnet sln worker-1.sln add worker-1.csproj` повторил для 2-ого микросервиса.
3. Добавил библиотеку Swagger и OpenAi в проекты и запустил с помощью команды `dotnet run`.
Протестированный микросервис:
![](picture/1.png)
## Реализация синхронного обмена.
Реализован код, который вызывет сихронно данные из соседнего микросервиса.
```cs
app.MapGet("/Сities/", async () =>
{
var httpClient = new HttpClient();
var secondWorkerResponse = await httpClient.GetStringAsync("http://worker-1:8080/");
return secondWorkerResponse.ToArray();
})
.WithName("GetCountries")
.WithOpenApi();
```
## Реализация gateway при помощи nginx
Добавил nginx.conf:
```conf
server {
listen 8080;
listen [::]:8080;
server_name localhost;
location / {
root /usr/share/nginx/html;
index index.html index.htm;
}
location /worker-1/ {
proxy_pass http://worker-1:8080/;
proxy_set_header Host $host;
proxy_set_header X-Real-IP $remote_addr;
proxy_set_header X-Forwarded-Proto $scheme;
proxy_set_header X-Forwarded-Prefix /worker-1;
}
location /worker-2/ {
proxy_pass http://worker-2:8080/;
proxy_set_header Host $host;
proxy_set_header X-Real-IP $remote_addr;
proxy_set_header X-Forwarded-Proto $scheme;
proxy_set_header X-Forwarded-Prefix /worker-2;
}
}
```
Результат после команды `docker-compose up`:
Docker desktop:
![](picture/3.png)
index.html на gateway-1:
![](picture/4.png)
worker-1:
![](picture/5.png)
worker-2:
![](picture/6.png)

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version: "3.1"
services:
worker-1:
build: ./worker-1
worker-2:
build: ./worker-2
depends_on:
- worker-1
gateway:
image: nginx:latest
ports:
- 8080:8080
volumes:
- ./static:/usr/share/nginx/html:ro
- ./nginx.conf:/etc/nginx/conf.d/default.conf:ro

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server {
listen 8080;
listen [::]:8080;
server_name localhost;
location / {
root /usr/share/nginx/html;
index index.html index.htm;
}
location /worker-1/ {
proxy_pass http://worker-1:8080/;
proxy_set_header Host $host;
proxy_set_header X-Real-IP $remote_addr;
proxy_set_header X-Forwarded-Proto $scheme;
proxy_set_header X-Forwarded-Prefix /worker-1;
}
location /worker-2/ {
proxy_pass http://worker-2:8080/;
proxy_set_header Host $host;
proxy_set_header X-Real-IP $remote_addr;
proxy_set_header X-Forwarded-Proto $scheme;
proxy_set_header X-Forwarded-Prefix /worker-2;
}
}

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<!DOCTYPE html>
<html lang="ru">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Тестовое приложение для л/р 3</title>
</head>
<body>
<p>Выполнил студент гр. ИСЭбд-41. Михайлов Юрий</p>
<p><a href="/worker-1/">Отправить запрос к worker-1</a></p>
<p><a href="/worker-2/">Отправить запрос к worker-2</a></p>
</body>
</html>

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FROM mcr.microsoft.com/dotnet/sdk:8.0 AS build-env
WORKDIR /app
COPY . ./
RUN dotnet restore
RUN dotnet publish -c Release -o out
FROM mcr.microsoft.com/dotnet/aspnet:8.0
WORKDIR /app
COPY --from=build-env /app/out .
ENTRYPOINT ["dotnet", "worker-1.dll"]

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List<Countries > countries = new()
{
new Countries () { Uuid= Guid.Parse("6a1b4a72-5669-41fe-8d5b-106dc86f58bd"), Name = "Russia", Area = "1222" },
new Countries () { Uuid= Guid.Parse("464bbdb8-39c0-4644-b9c0-3df1c484ea7e"), Name = "USA", Area = "0" },
new Countries () { Uuid= Guid.Parse("f8692bea-b7e6-4164-b564-a921f16c35c9"), Name = "Germany", Area = "1" },
};
var builder = WebApplication.CreateBuilder(args);
builder.Services.AddEndpointsApiExplorer();
builder.Services.AddSwaggerGen();
var app = builder.Build();
if (app.Environment.IsDevelopment())
{
app.UseSwagger();
app.UseSwaggerUI();
}
app.UseHttpsRedirection();
app.MapGet("/", () =>
{
return countries.Select(r => new CountrieEntityDto()
{
Uuid = r.Uuid,
Name = r.Name,
Area = r.Area,
});
})
.WithName("GetCountries")
.WithOpenApi();
app.MapGet("/{uuid}", (Guid uuid) =>
{
var countrie = countries.FirstOrDefault(r => r.Uuid == uuid);
if (countrie == null)
return Results.NotFound();
return Results.Json(new CountrieEntityDto()
{
Uuid = countrie.Uuid,
Name = countrie.Name,
Area = countrie.Area,
});
})
.WithName("GetCountrieByGUID")
.WithOpenApi();
app.MapPost("/{name}/{area}", (string name, string area) =>
{
Guid NewGuid = Guid.NewGuid();
countries.Add(new Countries() { Uuid = NewGuid, Name = (string)name, Area = (string)area});
var countrie = countries.FirstOrDefault(r => r.Uuid == NewGuid);
if (countrie == null)
return Results.NotFound();
return Results.Json(new CountrieEntityDto()
{
Uuid = countrie.Uuid,
Name = countrie.Name,
Area = countrie.Area,
});
})
.WithName("PostCountrie")
.WithOpenApi();
app.MapPatch("/{uuid}/{name}/{area}", (Guid uuid, string ?name, string ?area) =>
{
var countrie = countries.FirstOrDefault(r => r.Uuid == uuid);
if (countrie == null)
return Results.NotFound();
if (name != null) countrie.Name = name;
if (area != ",") countrie.Area = area;
return Results.Json(new CountrieEntityDto()
{
Uuid = countrie.Uuid,
Name = countrie.Name,
Area = countrie.Area,
});
})
.WithName("UpdateCountrie")
.WithOpenApi();
app.MapDelete("/{uuid}", (Guid uuid) =>
{
var countrie = countries.FirstOrDefault(r => r.Uuid == uuid);
if (countrie == null)
return Results.NotFound();
countries.Remove(countrie);
return Results.Json(new CountrieEntityDto()
{
Uuid = countrie.Uuid,
Name = countrie.Name,
Area = countrie.Area,
});
})
.WithName("DeleteCountrieByGUID")
.WithOpenApi();
app.Run();
public class Countries
{
public Guid Uuid { get; set; }
public string Name { get; set; } = string.Empty;
public string Area { get; set; } = string.Empty;
}
public class CountrieEntityDto : Countries { }

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{
"$schema": "http://json.schemastore.org/launchsettings.json",
"iisSettings": {
"windowsAuthentication": false,
"anonymousAuthentication": true,
"iisExpress": {
"applicationUrl": "http://localhost:51956",
"sslPort": 44303
}
},
"profiles": {
"http": {
"commandName": "Project",
"dotnetRunMessages": true,
"launchBrowser": true,
"applicationUrl": "http://localhost:5197",
"environmentVariables": {
"ASPNETCORE_ENVIRONMENT": "Development"
}
},
"https": {
"commandName": "Project",
"dotnetRunMessages": true,
"launchBrowser": true,
"applicationUrl": "https://localhost:7027;http://localhost:5197",
"environmentVariables": {
"ASPNETCORE_ENVIRONMENT": "Development"
}
},
"IIS Express": {
"commandName": "IISExpress",
"launchBrowser": true,
"environmentVariables": {
"ASPNETCORE_ENVIRONMENT": "Development"
}
}
}
}

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{
"Logging": {
"LogLevel": {
"Default": "Information",
"Microsoft.AspNetCore": "Warning"
}
}
}

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{
"Logging": {
"LogLevel": {
"Default": "Information",
"Microsoft.AspNetCore": "Warning"
}
},
"AllowedHosts": "*"
}

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<Project Sdk="Microsoft.NET.Sdk.Web">
<PropertyGroup>
<TargetFramework>net8.0</TargetFramework>
<Nullable>enable</Nullable>
<ImplicitUsings>enable</ImplicitUsings>
<RootNamespace>worker_1</RootNamespace>
</PropertyGroup>
<ItemGroup>
<PackageReference Include="Microsoft.AspNetCore.OpenApi" Version="8.0.0" />
<PackageReference Include="Swashbuckle.AspNetCore" Version="6.5.0" />
</ItemGroup>
</Project>

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<?xml version="1.0" encoding="utf-8"?>
<Project ToolsVersion="Current" xmlns="http://schemas.microsoft.com/developer/msbuild/2003">
<PropertyGroup>
<ActiveDebugProfile>https</ActiveDebugProfile>
</PropertyGroup>
</Project>

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Microsoft Visual Studio Solution File, Format Version 12.00
# Visual Studio Version 17
VisualStudioVersion = 17.0.31903.59
MinimumVisualStudioVersion = 10.0.40219.1
Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "worker-1", "worker-1.csproj", "{90F6C7BD-78E2-47C8-A702-DD47E74D3865}"
EndProject
Global
GlobalSection(SolutionConfigurationPlatforms) = preSolution
Debug|Any CPU = Debug|Any CPU
Release|Any CPU = Release|Any CPU
EndGlobalSection
GlobalSection(SolutionProperties) = preSolution
HideSolutionNode = FALSE
EndGlobalSection
GlobalSection(ProjectConfigurationPlatforms) = postSolution
{90F6C7BD-78E2-47C8-A702-DD47E74D3865}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
{90F6C7BD-78E2-47C8-A702-DD47E74D3865}.Debug|Any CPU.Build.0 = Debug|Any CPU
{90F6C7BD-78E2-47C8-A702-DD47E74D3865}.Release|Any CPU.ActiveCfg = Release|Any CPU
{90F6C7BD-78E2-47C8-A702-DD47E74D3865}.Release|Any CPU.Build.0 = Release|Any CPU
EndGlobalSection
EndGlobal

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FROM mcr.microsoft.com/dotnet/sdk:8.0 AS build-env
WORKDIR /app
COPY . ./
RUN dotnet restore
RUN dotnet publish -c Release -o out
FROM mcr.microsoft.com/dotnet/aspnet:8.0
WORKDIR /app
COPY --from=build-env /app/out .
ENTRYPOINT ["dotnet", "worker-2.dll"]

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using Microsoft.Extensions.DependencyInjection;
using Microsoft.AspNetCore.Builder;
using Microsoft.OpenApi.Models;
List<Сities> сities = new()
{
new Сities() { Uuid= Guid.NewGuid(), Population = "134r23", Name = "Moscow", IdCountrie = Guid.Parse("6a1b4a72-5669-41fe-8d5b-106dc86f58bd") },
new Сities() { Uuid= Guid.NewGuid(), Population = "223322213", Name = "Paris", IdCountrie = Guid.Parse("f8692bea-b7e6-4164-b564-a921f16c35c9") },
new Сities() { Uuid= Guid.NewGuid(), Population = "32123", Name = "New York", IdCountrie = Guid.Parse("464bbdb8-39c0-4644-b9c0-3df1c484ea7e") },
new Сities() { Uuid= Guid.NewGuid(), Population = "312122", Name = "Sant Peterburg", IdCountrie = Guid.Parse("464bbdb8-39c0-4644-b9c0-3df1c484ea7e") },
};
var builder = WebApplication.CreateBuilder(args);
builder.Services.AddEndpointsApiExplorer();
builder.Services.AddSwaggerGen();
var app = builder.Build();
if (app.Environment.IsDevelopment())
{
app.UseSwagger();
app.UseSwaggerUI();
}
app.UseHttpsRedirection();
app.MapGet("/", () =>
{
return сities.Select(r => new CityEntityDto()
{
Uuid = r.Uuid,
Population = r.Population,
Name = r.Name,
IdCountrie = r.IdCountrie,
});
})
.WithName("GetСities")
.WithOpenApi();
app.MapGet("/{uuid}", (Guid uuid) =>
{
var city = сities.FirstOrDefault(r => r.Uuid == uuid);
if (city == null)
return Results.NotFound();
return Results.Json(new CityEntityDto()
{
Uuid = city.Uuid,
Population = city.Population,
Name = city.Name,
IdCountrie = city.IdCountrie,
});
})
.WithName("GetCityByGUID")
.WithOpenApi();
app.MapPost("/{population}/{name}/{IdCountrie}", (string? Population, string Name, Guid IdCountrie) =>
{
Guid NewGuid = Guid.NewGuid();
сities.Add(new Сities() { Uuid = NewGuid, Population = (string)Population, Name = (string)Name, IdCountrie = (Guid)IdCountrie });
var city = сities.FirstOrDefault(r => r.Uuid == NewGuid);
if (city == null)
return Results.NotFound();
return Results.Json(new CityEntityDto()
{
Uuid = city.Uuid,
Population = city.Population,
Name = city.Name,
IdCountrie = city.IdCountrie,
});
})
.WithName("PostCity")
.WithOpenApi();
app.MapPatch("/{uuid}/{population}/{name}/{IdCountrie}", (Guid uuid, string ?population, string name, Guid IdCountrie) =>
{
var city = сities.FirstOrDefault(r => r.Uuid == uuid);
if (city == null)
return Results.NotFound();
if (population != ",") city.Population = population;
if (name != city.Name) city.Name = name;
if (IdCountrie != city.IdCountrie) city.IdCountrie = IdCountrie;
return Results.Json(new CityEntityDto()
{
Uuid = city.Uuid,
Population = city.Population,
Name = city.Name,
IdCountrie = city.IdCountrie,
});
})
.WithName("UpdateCity")
.WithOpenApi();
app.MapDelete("/{uuid}", (Guid uuid) =>
{
var city = сities.FirstOrDefault(r => r.Uuid == uuid);
if (city == null)
return Results.NotFound();
сities.Remove(city);
return Results.Json(new CityEntityDto()
{
Uuid = city.Uuid,
Population = city.Population,
Name = city.Name,
IdCountrie = city.IdCountrie,
});
})
.WithName("DeleteCity")
.WithOpenApi();
app.MapGet("/Сities/", async () =>
{
var httpClient = new HttpClient();
var secondWorkerResponse = await httpClient.GetStringAsync("http://worker-1:8080/");
return secondWorkerResponse.ToArray();
})
.WithName("GetCountries")
.WithOpenApi();
app.Run();
public class Сities
{
public Guid Uuid { get; set; }
public string Population { get; set; } = string.Empty;
public string Name { get; set; } = string.Empty;
public Guid IdCountrie { get; set; }
}
public class CityEntityDto : Сities { }
public class Countries
{
public Guid Uuid { get; set; }
public string Name { get; set; } = string.Empty;
public string Area { get; set; } = string.Empty;
}
public class CountrieEntityDto : Countries { }

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{
"$schema": "http://json.schemastore.org/launchsettings.json",
"iisSettings": {
"windowsAuthentication": false,
"anonymousAuthentication": true,
"iisExpress": {
"applicationUrl": "http://localhost:36404",
"sslPort": 44384
}
},
"profiles": {
"http": {
"commandName": "Project",
"dotnetRunMessages": true,
"launchBrowser": true,
"applicationUrl": "http://localhost:5101",
"environmentVariables": {
"ASPNETCORE_ENVIRONMENT": "Development"
}
},
"https": {
"commandName": "Project",
"dotnetRunMessages": true,
"launchBrowser": true,
"applicationUrl": "https://localhost:7125;http://localhost:5101",
"environmentVariables": {
"ASPNETCORE_ENVIRONMENT": "Development"
}
},
"IIS Express": {
"commandName": "IISExpress",
"launchBrowser": true,
"environmentVariables": {
"ASPNETCORE_ENVIRONMENT": "Development"
}
}
}
}

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@@ -0,0 +1,8 @@
{
"Logging": {
"LogLevel": {
"Default": "Information",
"Microsoft.AspNetCore": "Warning"
}
}
}

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@@ -0,0 +1,9 @@
{
"Logging": {
"LogLevel": {
"Default": "Information",
"Microsoft.AspNetCore": "Warning"
}
},
"AllowedHosts": "*"
}

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<Project Sdk="Microsoft.NET.Sdk.Web">
<PropertyGroup>
<TargetFramework>net8.0</TargetFramework>
<Nullable>enable</Nullable>
<ImplicitUsings>enable</ImplicitUsings>
<RootNamespace>worker_2</RootNamespace>
</PropertyGroup>
<ItemGroup>
<PackageReference Include="Microsoft.AspNetCore.OpenApi" Version="8.0.0" />
<PackageReference Include="Swashbuckle.AspNetCore" Version="6.5.0" />
</ItemGroup>
</Project>

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<?xml version="1.0" encoding="utf-8"?>
<Project ToolsVersion="Current" xmlns="http://schemas.microsoft.com/developer/msbuild/2003">
<PropertyGroup>
<ActiveDebugProfile>https</ActiveDebugProfile>
</PropertyGroup>
</Project>

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@@ -0,0 +1,22 @@

Microsoft Visual Studio Solution File, Format Version 12.00
# Visual Studio Version 17
VisualStudioVersion = 17.0.31903.59
MinimumVisualStudioVersion = 10.0.40219.1
Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "worker-2", "worker-2.csproj", "{C9D63524-2C63-4E86-91B6-D86955CFA5F8}"
EndProject
Global
GlobalSection(SolutionConfigurationPlatforms) = preSolution
Debug|Any CPU = Debug|Any CPU
Release|Any CPU = Release|Any CPU
EndGlobalSection
GlobalSection(SolutionProperties) = preSolution
HideSolutionNode = FALSE
EndGlobalSection
GlobalSection(ProjectConfigurationPlatforms) = postSolution
{C9D63524-2C63-4E86-91B6-D86955CFA5F8}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
{C9D63524-2C63-4E86-91B6-D86955CFA5F8}.Debug|Any CPU.Build.0 = Debug|Any CPU
{C9D63524-2C63-4E86-91B6-D86955CFA5F8}.Release|Any CPU.ActiveCfg = Release|Any CPU
{C9D63524-2C63-4E86-91B6-D86955CFA5F8}.Release|Any CPU.Build.0 = Release|Any CPU
EndGlobalSection
EndGlobal

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@@ -1,14 +0,0 @@
<Project Sdk="Microsoft.NET.Sdk">
<PropertyGroup>
<OutputType>Exe</OutputType>
<TargetFramework>net6.0</TargetFramework>
<ImplicitUsings>enable</ImplicitUsings>
<Nullable>enable</Nullable>
</PropertyGroup>
<ItemGroup>
<PackageReference Include="BenchmarkDotNet" Version="0.13.11" />
</ItemGroup>
</Project>

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@@ -1,173 +0,0 @@
using System;
using System.Diagnostics;
using System.Threading.Tasks;
using BenchmarkDotNet.Attributes;
using BenchmarkDotNet.Running;
public class MatrixMultiplication
{
public static int[][] MultiplySequential(int[][] matrixA, int[][] matrixB)
{
int rowsA = matrixA.Length;
int colsA = matrixA[0].Length;
int colsB = matrixB[0].Length;
int[][] result = new int[rowsA][];
for (int i = 0; i < rowsA; i++)
{
result[i] = new int[colsB];
for (int j = 0; j < colsB; j++)
{
for (int k = 0; k < colsA; k++)
{
result[i][j] += matrixA[i][k] * matrixB[k][j];
}
}
}
return result;
}
public static int[][] MultiplyParallel(int[][] matrixA, int[][] matrixB, int numThreads)
{
int rowsA = matrixA.Length;
int colsA = matrixA[0].Length;
int colsB = matrixB[0].Length;
int[][] result = new int[rowsA][];
Parallel.For(0, rowsA, new ParallelOptions { MaxDegreeOfParallelism = numThreads }, i =>
{
result[i] = new int[colsB];
for (int j = 0; j < colsB; j++)
{
for (int k = 0; k < colsA; k++)
{
result[i][j] += matrixA[i][k] * matrixB[k][j];
}
}
});
return result;
}
[Benchmark]
public void MultiplySequential_100x100()
{
int[][] matrixA = GenerateRandomMatrix(100, 100);
int[][] matrixB = GenerateRandomMatrix(100, 100);
MultiplySequential(matrixA, matrixB);
}
[Benchmark]
public void MultiplyParallel_100x100_4TH()
{
int[][] matrixA = GenerateRandomMatrix(100, 100);
int[][] matrixB = GenerateRandomMatrix(100, 100);
MultiplyParallel(matrixA, matrixB, 4);
}
[Benchmark]
public void MultiplyParallel_100x100_8TH()
{
int[][] matrixA = GenerateRandomMatrix(100, 100);
int[][] matrixB = GenerateRandomMatrix(100, 100);
MultiplyParallel(matrixA, matrixB, 8);
}
[Benchmark]
public void MultiplyParallel_100x100_16TH()
{
int[][] matrixA = GenerateRandomMatrix(100, 100);
int[][] matrixB = GenerateRandomMatrix(100, 100);
MultiplyParallel(matrixA, matrixB, 16);
}
[Benchmark]
public void MultiplySequential_300x300()
{
int[][] matrixA = GenerateRandomMatrix(300, 300);
int[][] matrixB = GenerateRandomMatrix(300, 300);
MultiplySequential(matrixA, matrixB);
}
[Benchmark]
public void MultiplyParallel_300x300_4TH()
{
int[][] matrixA = GenerateRandomMatrix(300, 300);
int[][] matrixB = GenerateRandomMatrix(300, 300);
MultiplyParallel(matrixA, matrixB, 4);
}
[Benchmark]
public void MultiplyParallel_300x300_8TH()
{
int[][] matrixA = GenerateRandomMatrix(300, 300);
int[][] matrixB = GenerateRandomMatrix(300, 300);
MultiplyParallel(matrixA, matrixB, 8);
}
[Benchmark]
public void MultiplyParallel_300x300_16TH()
{
int[][] matrixA = GenerateRandomMatrix(300, 300);
int[][] matrixB = GenerateRandomMatrix(300, 300);
MultiplyParallel(matrixA, matrixB, 16);
}
[Benchmark]
public void MultiplySequential_500x500()
{
int[][] matrixA = GenerateRandomMatrix(500, 500);
int[][] matrixB = GenerateRandomMatrix(500, 500);
MultiplySequential(matrixA, matrixB);
}
[Benchmark]
public void MultiplyParallel_500x500_4TH()
{
int[][] matrixA = GenerateRandomMatrix(500, 500);
int[][] matrixB = GenerateRandomMatrix(500, 500);
MultiplyParallel(matrixA, matrixB, 4);
}
[Benchmark]
public void MultiplyParallel_500x500_8TH()
{
int[][] matrixA = GenerateRandomMatrix(500, 500);
int[][] matrixB = GenerateRandomMatrix(500, 500);
MultiplyParallel(matrixA, matrixB, 8);
}
[Benchmark]
public void MultiplyParallel_500x500_16TH()
{
int[][] matrixA = GenerateRandomMatrix(500, 500);
int[][] matrixB = GenerateRandomMatrix(500, 500);
MultiplyParallel(matrixA, matrixB, 16);
}
private static int[][] GenerateRandomMatrix(int rows, int cols)
{
int[][] matrix = new int[rows][];
Random rand = new Random();
for (int i = 0; i < rows; i++)
{
matrix[i] = new int[cols];
for (int j = 0; j < cols; j++)
{
matrix[i][j] = rand.Next(1, 10);
}
}
return matrix;
}
}
class Program
{
static void Main(string[] args)
{
var summary = BenchmarkRunner.Run<MatrixMultiplication>();
Console.ReadLine();
}
}

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@@ -1,66 +0,0 @@
# Отчёт по лабораторной работе №5
Выполнил: студент гр. ИСЭбд-41 Михайлов Ю.С.
## Запуск приложения
Было выбрано консольное приложение, язык программирования - C#.
Перемножение матриц обычным алгоритмом:
```
public static int[][] MultiplySequential(int[][] matrixA, int[][] matrixB)
{
int rowsA = matrixA.Length;
int colsA = matrixA[0].Length;
int colsB = matrixB[0].Length;
int[][] result = new int[rowsA][];
for (int i = 0; i < rowsA; i++)
{
result[i] = new int[colsB];
for (int j = 0; j < colsB; j++)
{
for (int k = 0; k < colsA; k++)
{
result[i][j] += matrixA[i][k] * matrixB[k][j];
}
}
}
return result;
}
```
Перемножение матриц параллельным алгоритмом:
```
public static int[][] MultiplyParallel(int[][] matrixA, int[][] matrixB, int numThreads)
{
int rowsA = matrixA.Length;
int colsA = matrixA[0].Length;
int colsB = matrixB[0].Length;
int[][] result = new int[rowsA][];
Parallel.For(0, rowsA, new ParallelOptions { MaxDegreeOfParallelism = numThreads }, i =>
{
result[i] = new int[colsB];
for (int j = 0; j < colsB; j++)
{
for (int k = 0; k < colsA; k++)
{
result[i][j] += matrixA[i][k] * matrixB[k][j];
}
}
});
return result;
}
```
## Результаты
![](pic.PNG)
Вывод: если в матрице не слишком много элементов, обычный алгоритм работает быстрее. Параллельный алгоритм следует использовать для обработки большого количества данных. В сравнении с однопоточным алгоритмом, работа параллельного в несколько раз быстрее.

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