public class ImageInfo
{
    public Mat Image { set; get; }
    public int ImageGroupId { set; get; }
    public int ImageId { set; get; }
}

var images = new List<ImageInfo>();
 
var imageId = 0;
foreach (var dir in new DirectoryInfo(@"..\..\Images").GetDirectories())
{
    var groupId = int.Parse(dir.Name.Replace("s", string.Empty)) - 1;
    foreach (var imageFile in dir.GetFiles("*.pgm"))
    {
        images.Add(new ImageInfo
        {
            Image = new Mat(imageFile.FullName, LoadMode.GrayScale),
            ImageId = imageId++,
            ImageGroupId = groupId
        });
    }
}

var model = FaceRecognizer.CreateFisherFaceRecognizer();
model.Train(images.Select(x => x.Image), images.Select(x => x.ImageGroupId));
 
var rnd = new Random();
var randomImageId = rnd.Next(0, images.Count - 1);
var testSample = images[randomImageId];
 
Console.WriteLine("Actual group: {0}", testSample.ImageGroupId);
Cv2.ImShow("actual", testSample.Image);
 
var predictedGroupId = model.Predict(testSample.Image);
Console.WriteLine("Predicted group: {0}", predictedGroupId);

string name = "User 1";
int age = 20;
var personTuple = (name, age);
Console.WriteLine(personTuple.Item1); // User 1
Console.WriteLine(personTuple.Item2); // 20

string name = "User 1";
int age = 20;
var personTuple = (name: name, age:age);
Console.WriteLine(personTuple.name); // User 1
Console.WriteLine(personTuple.age); // 20

string name = "User 1";
int age = 20;
var personTuple = (name, age);
Console.WriteLine(personTuple.name); // User 1
Console.WriteLine(personTuple.age); // 20

var p = new Person
{
   Name = "User 1",
   Age = 20
};
var personTuple = (p.Name, p.Age);
Console.WriteLine(personTuple.Name);
Console.WriteLine(personTuple.Age);

Person p = null;
var personTuple = (p?.Name, p?.Age);
Console.WriteLine(personTuple.Name); // null
Console.WriteLine(personTuple.Age); // null

var people = new List<Person>
{
   new Person {Name = "User 1", Age = 42},
   new Person {Name = "User 2", Age = 18},
   new Person {Name = "User 3", Age = 21}
};

var tuples = people
   .Select(person =>
           (
              person.Name,
              person.Age,
              NameAndAge: $"{person.Name} is {person.Age}"
           )
);
var name = tuples.First().Name;
var age = tuples.First().Age; 
var nameAndAge = tuples.First().NameAndAge;

int age = 42;
var personTuple = (FirstName(), age);
Console.WriteLine(personTuple.Item1);
Console.WriteLine(personTuple.age);

var p1 = new Person
{
   Name = "User 1",
   Age = 20
};

var p2 = new Person
{
   Name = "User 2",
   Age = 22
};

var personTuple = (p1.Name, p2.Name);
Console.WriteLine(personTuple.Item1); // User 1
Console.WriteLine(personTuple.Item2); // User 2

    public class Project
    {
        public int Id { set; get; }
        public string Name { set; get; }

        public virtual ICollection<ProjectIssue> ProjectIssues { set; get; }
    }

    public class ProjectIssue
    {
        public int Id { set; get; }
        public string Body { set; get; }

        [ForeignKey("ProjectStatusId")]
        public virtual ProjectIssueStatus ProjectIssueStatus { set; get; }
        public int ProjectStatusId { set; get; }

        [ForeignKey("ProjectId")]
        public virtual Project Project { set; get; }
        public int ProjectId { set; get; }
    }

    public class ProjectIssueStatus
    {
        public int Id { set; get; }
        public string Name { set; get; }

        public virtual ICollection<ProjectIssue> ProjectIssues { set; get; }
    }

    public class MyContext : DbContext
    {
        public DbSet<ProjectIssueStatus> ProjectStatus { get; set; }
        public DbSet<ProjectIssue> ProjectIssues { get; set; }
        public DbSet<Project> Projects { get; set; }
    }

    public class Configuration : DbMigrationsConfiguration<MyContext>
    {
        public Configuration()
        {
            AutomaticMigrationsEnabled = true;
            AutomaticMigrationDataLossAllowed = true;
        }

        protected override void Seed(MyContext context)
        {
            var project1 = new Project { Name = "پروژه جدید" };
            context.Projects.Add(project1);

            var stat1 = new ProjectIssueStatus { Name = "درحال انجام" };
            var stat2 = new ProjectIssueStatus { Name = "انجام شد" };
            context.ProjectStatus.Add(stat1);
            context.ProjectStatus.Add(stat2);

            var issue1 = new ProjectIssue
            {
                Body = "تغییر قلم گزارش",
                ProjectIssueStatus = stat1,
                Project = project1
            };
            var issue2 = new ProjectIssue
            {
                Body = "تغییر لوگوی گزارش",
                ProjectIssueStatus = stat1,
                Project = project1
            };
            context.ProjectIssues.Add(issue1);
            context.ProjectIssues.Add(issue2);

            base.Seed(context);
        }
    }

    public static class Test
    {
        public static void RunTests()
        {
            Database.SetInitializer(new MigrateDatabaseToLatestVersion<MyContext, Configuration>());

            using (var ctx = new MyContext())
            {
                var projectId = 1;
                var list = ctx.ProjectStatus.Select(x => new
                                                    {
                                                        Id = x.Id,
                                                        Name = x.Name,
                                                        Count = x.ProjectIssues.Count(p => p.ProjectId == projectId)
                                                    }).ToList();
                foreach (var item in list)
                    Console.WriteLine("{0}:{1}",item.Name, item.Count);                
            }
        }
    }

SELECT [Project1].[Id] AS [Id],
       [Project1].[Name] AS [Name],
       [Project1].[C1] AS [C1]
FROM   (
           SELECT [Extent1].[Id] AS [Id],
                  [Extent1].[Name] AS [Name],
                  (
                      SELECT COUNT(1) AS [A1]
                      FROM   [dbo].[ProjectIssues] AS [Extent2]
                      WHERE  ([Extent1].[Id] = [Extent2].[ProjectStatusId])
                             AND ([Extent2].[ProjectId] = 1 /*@p__linq__0*/)
                  ) AS [C1]
           FROM   [dbo].[ProjectIssueStatus] AS [Extent1]
       ) AS [Project1]

•  Lazy Loading
  
• Eager Loading
  
• Explicit Loading

private static void Query11()
{
    using (var context = new StoreDbContext())
    {
        var customer = context.Customers.First();

        Console.WriteLine("Customer Name: {0}, Customer Family: {1}", customer.Name, customer.Family);
        foreach (var order in customer.Orders)
        {
            Console.WriteLine("\t Order Date: {0}", order.Date);
        }
    }
}

context.Configuration.LazyLoadingEnabled = false;

private static void Query12()
{
    using (var context = new StoreDbContext())
    {
        var customers = context.Customers;
        foreach (var customer in customers)
        {
            Console.WriteLine("Customer Name: {0}, Customer Family: {1}", customer.Name, customer.Family);
            foreach (var order in customer.Orders)
            {
                Console.WriteLine("\t Order Date: {0}", order.Date);
            }
        }
    }
}

private static void Query13()
{
    using (var context = new StoreDbContext())
    {
        var customers = context.Customers.Include(c => c.Orders);
        //var customers = context.Customers.Include("Orders");
        foreach (var customer in customers)
        {
            Console.WriteLine("Customer Name: {0}, Customer Family: {1}", customer.Name, customer.Family);
            foreach (var order in customer.Orders)
            {
                Console.WriteLine("\t Order Date: {0}", order.Date);
            }
        }
}

context.OrderDetails.Include(o => o.Order.Customer)

context.Orders.Include(o => o.OrderDetail.Select(od => od.Product))

context.Orders.Include(o => o.Customer).Include(o => o.OrderDetail)

private static void Query14()
{
    using (var context = new StoreDbContext())
    {
        var customer = context.Customers.First(c => c.Family == "Jamshidi");

        context.Entry(customer).Collection(c => c.Orders).Load();

        foreach (var order in customer.Orders)
        {
            Console.WriteLine(order.Date);
        }
    }
}

private static void Query15()
{
    using (var context = new StoreDbContext())
    {
        var order = context.Orders.First();

        context.Entry(order).Reference(o => o.Customer).Load();

        Console.WriteLine(order.Customer.FullName);
    }
}

if (context.Entry(order).Reference(o => o.Customer).IsLoaded)
    context.Entry(order).Reference(o => o.Customer).Load();

private static void Query16()
{
    using (var context = new StoreDbContext())
    {
        var customer = context.Customers.First(c => c.Family == "Jamshidi");

        IQueryable<Order> query = context.Entry(customer).Collection(c => c.Orders).Query();

        var order = query.First();
    }
}

public static int Add(in int number1, in int number2)
{
   number1 = 5; // Cannot assign to variable 'in int' because it is a readonly variable
   return number1 + number2;
}

<ItemGroup>
     <PackageReference Include="BenchmarkDotNet" Version="0.10.12" />
</ItemGroup>

using BenchmarkDotNet.Attributes;

namespace CS72Tests
{
    public struct Input
    {
        public decimal Number1;
        public decimal Number2;
    }

    [MemoryDiagnoser]
    public class InBenchmarking
    {
        const int loops = 50000000;
        Input inputInstance = new Input();

        [Benchmark(Baseline = true)]
        public decimal RunNormalLoop_Pass_By_Value()
        {
            decimal result = 0M;
            for (int i = 0; i < loops; i++)
            {
                result = Run(inputInstance);
            }
            return result;
        }

        [Benchmark]
        public decimal RunInLoop_Pass_By_Reference()
        {
            decimal result = 0M;
            for (int i = 0; i < loops; i++)
            {
                result = RunIn(in inputInstance);
            }
            return result;
        }

        public decimal Run(Input input)
        {
            return input.Number1;
        }

        public decimal RunIn(in Input input)
        {
            return input.Number1;
        }
    }
}

static void Main(string[] args)
{
    var summary = BenchmarkRunner.Run<InBenchmarking>();

                      Method |      Mean |    Error |   StdDev | Scaled | Allocated |
---------------------------- |----------:|---------:|---------:|-------:|----------:|
 RunNormalLoop_Pass_By_Value | 280.04 ms | 2.219 ms | 1.733 ms |   1.00 |       0 B |
 RunInLoop_Pass_By_Reference |  91.75 ms | 1.733 ms | 1.780 ms |   0.33 |       0 B |

    public static class Factorial
    {
        public static int Calculate(in this int num)
        {
            int result = 1;
            for (int i = num; i > 1; i--)
                result *= i;

            return result;
        }
    }

int num = 3;
Console.WriteLine($"(in num) -> {Factorial.Calculate(in num)}");
Console.WriteLine($"(num) -> {Factorial.Calculate(num)}");
Console.WriteLine($"num. -> {num.Calculate()}");

(in num) -> 6
(num) -> 6
num. -> 6

    public class CX
    {
        public void A(Input a)
        {
            Console.WriteLine("int a");
        }

        public void A(in Input a)
        {
            Console.WriteLine("in int a");
        }
    }

    public class Y
    {
        public void Test()
        {
            var inputInstance = new Input();
            var cx = new CX();
            cx.A(inputInstance); // The call is ambiguous between the following methods or properties: 'CX.A(Input)' and 'CX.A(in Input)'
        }
    }

public IEnumerable<int> B(in int a) // Iterators cannot have ref or out parameters
{
   Console.WriteLine("in int a");
   yield return 1;
}

public async Task C(in int a) // Async methods cannot have ref or out parameters
{
   await Task.Delay(1000);
}

using System;

namespace CS72Tests
{
    struct MyStruct
    {
        public int MyValue { get; set; }

        public void UpdateMyValue(int value)
        {
            MyValue = value;
        }
    }

    public static class TestInStructs
    {
        public static void Run()
        {
            var myStruct = new MyStruct();
            myStruct.UpdateMyValue(1);

            UpdateMyValue(myStruct);

            Console.WriteLine(myStruct.MyValue);
        }

        static void UpdateMyValue(in MyStruct myStruct)
        {
            myStruct.UpdateMyValue(5);
        }
    }
}

static void UpdateMyValue(in MyStruct myStruct)
{
   myStruct.MyValue = 5; // Cannot assign to a member of variable 'in MyStruct' because it is a readonly variable
   myStruct.UpdateMyValue(5);
}

using System;

namespace TestUsing
{
    public class MyResource : IDisposable
    {
        public void DoWork()
        {
            throw new ArgumentException("A");
        }

        public void Dispose()
        {
            throw new ArgumentException("B");
        }
    }

    public static class TestClass
    {
        public static void Test()
        {
            using (MyResource r = new MyResource())
            {
                throw new ArgumentException("C");
                r.DoWork();
            }
        }
    }
}

try
{
     TestClass.Test();
}
catch (Exception ex)
{
    Console.WriteLine(ex.Message);
}

using (var pdfDoc = new Document(PageSize.A4))  
{  
   //todo: ...
}

using System;

namespace Guard
{
    public static class SafeUsing
    {
        public static void SafeUsingBlock<TDisposable>(this TDisposable disposable, Action<TDisposable> action)
            where TDisposable : IDisposable
        {
            disposable.SafeUsingBlock(action, d => d);
        }

        internal static void SafeUsingBlock<TDisposable, T>(this TDisposable disposable, Action<T> action, Func<TDisposable, T> unwrapper)
            where TDisposable : IDisposable
        {
            try
            {
                action(unwrapper(disposable));
            }
            catch (Exception actionException)
            {
                try
                {
                    disposable.Dispose();
                }
                catch (Exception disposeException)
                {
                    throw new AggregateException(actionException, disposeException);
                }

                throw;
            }

            disposable.Dispose();
        }
    }
}

new Document(PageSize.A4).SafeUsingBlock(pdfDoc =>
{
  //todo: ...
});

using System;
using System.Linq;
using Microsoft.SqlServer.TransactSql.ScriptDom;

namespace DbCop
{
    public class SelectStarExpressionVisitor : TSqlFragmentVisitor
    {
        public override void ExplicitVisit(SelectStarExpression node)
        {
            Console.WriteLine(
                  "`Select *` detected @StartOffset:{0}, Line:{1}, T-SQL: {2}",
                  node.StartOffset,
                  node.StartLine,
                  string.Join(string.Empty, node.ScriptTokenStream.Select(x => x.Text)).Trim());

            base.ExplicitVisit(node);
        }
    }
}

    public static class GenericVisitor
    {
        public static void Start(string tSql, TSqlFragmentVisitor visitor)
        {
            IList<ParseError> errors;
            TSqlScript sqlFragment;
            using (var reader = new StringReader(tSql))
            {
                var parser = new TSql120Parser(initialQuotedIdentifiers: true);
                sqlFragment = (TSqlScript)parser.Parse(reader, out errors);
            }

            if (errors != null && errors.Any())
            {
                var sb = new StringBuilder();
                foreach (var error in errors)
                    sb.AppendLine(error.Message);

                throw new InvalidOperationException(sb.ToString());
            }
            sqlFragment.Accept(visitor);
        }
    }

 var tsql = @"WITH ctex AS (
SELECT * FROM sys.objects
)
SELECT * FROM ctex";
GenericVisitor.Start(tsql, new SelectStarExpressionVisitor());

namespace CS11Tests;

public static class NewLinesStringInterpolations
{
    public static void Test()
    {
        var month = 8;
        var season = $"The season is {month switch
        {
            >= 1 and <= 3 => "spring",
            >= 4 and <= 6 => "summer",
            >= 7 and <= 9 => "autumn",
            10 or 11 or 12 => "winter",
            _ => "Wrong month number",
        }}.";
        Console.WriteLine(season);

        int[] numbers = { 1, 2, 3, 4, 5, 6 };
        var message = $"The reversed even values of {nameof(numbers)} are {string.Join(", ",
            numbers.Where(n => n % 2 == 0).Reverse())}.";
        Console.WriteLine(message);
    }
}