Przewodnik: Poprawa wydajności przy użyciu klas BatchBlock i BatchedJoinBlock

Biblioteka przepływów danych TPL udostępnia System.Threading.Tasks.Dataflow.BatchBlock<T> klasy i System.Threading.Tasks.Dataflow.BatchedJoinBlock<T1,T2> , dzięki czemu można odbierać i buforować dane z co najmniej jednego źródła, a następnie propagować te buforowane dane jako jedną kolekcję. Ten mechanizm przetwarzania wsadowego jest przydatny podczas zbierania danych z co najmniej jednego źródła, a następnie przetwarzania wielu elementów danych jako partii. Rozważmy na przykład aplikację, która używa przepływu danych do wstawiania rekordów do bazy danych. Ta operacja może być bardziej wydajna, jeśli wiele elementów jest wstawionych jednocześnie zamiast jednej naraz sekwencyjnie. W tym dokumencie opisano sposób używania BatchBlock<T> klasy w celu zwiększenia wydajności takich operacji wstawiania bazy danych. W tym artykule opisano również sposób używania BatchedJoinBlock<T1,T2> klasy do przechwytywania zarówno wyników, jak i wszelkich wyjątków występujących podczas odczytu programu z bazy danych.

Uwaga

Biblioteka przepływu danych TPL ( System.Threading.Tasks.Dataflow przestrzeń nazw) nie jest dystrybuowana za pomocą platformy .NET. Aby zainstalować System.Threading.Tasks.Dataflow przestrzeń nazw w programie Visual Studio, otwórz projekt, wybierz pozycję Zarządzaj pakietami NuGet z menu Project i wyszukaj pakiet w trybie online System.Threading.Tasks.Dataflow . Alternatywnie, aby zainstalować go przy użyciu interfejsu wiersza polecenia platformy .NET Core, uruchom polecenie dotnet add package System.Threading.Tasks.Dataflow.

Wymagania wstępne

1. Przed rozpoczęciem tego przewodnika zapoznaj się z sekcją Sprzężenie bloków w dokumencie Przepływ danych .

2. Upewnij się, że masz kopię bazy danych Northwind, Northwind.sdf, dostępnej na komputerze. Ten plik znajduje się zazwyczaj w folderze %Program Files%\Microsoft SQL Server Compact Edition\v3.5\Samples\.

   Ważne

   W niektórych wersjach systemu Windows nie można nawiązać połączenia z usługą Northwind.sdf, jeśli program Visual Studio jest uruchomiony w trybie niebędącym administratorem. Aby nawiązać połączenie z aplikacją Northwind.sdf, uruchom program Visual Studio lub wiersz polecenia dla deweloperów dla programu Visual Studio w trybie uruchom jako administrator .

Ten przewodnik zawiera następujące sekcje:

• Tworzenie aplikacji konsoli

• Definiowanie klasy pracownika

• Definiowanie operacji bazy danych pracowników

• Dodawanie danych pracowników do bazy danych bez użycia buforowania

• Używanie buforowania w celu dodania danych pracowników do bazy danych

• Używanie buforowanego sprzężenia do odczytywania danych pracowników z bazy danych

• Kompletny przykład

Tworzenie aplikacji konsoli

1. W programie Visual Studio utwórz projekt aplikacji konsolowej Visual C# lub Visual Basic. W tym dokumencie projekt ma nazwę DataflowBatchDatabase.

2. W projekcie dodaj odwołanie do System.Data.SqlServerCe.dll i odwołanie do System.Threading.Tasks.Dataflow.dll.

3. Upewnij się, że instrukcja Form1.cs (Form1.vb for Visual Basic) zawiera następujące using instrukcje (Imports w języku Visual Basic).

   using System;
   using System.Collections.Generic;
   using System.Data.SqlServerCe;
   using System.Diagnostics;
   using System.IO;
   using System.Threading.Tasks.Dataflow;
   

   Imports System.Collections.Generic
   Imports System.Data.SqlServerCe
   Imports System.Diagnostics
   Imports System.IO
   Imports System.Threading.Tasks.Dataflow
   
   

4. Dodaj następujące elementy członkowskie danych do Program klasy.

   // The number of employees to add to the database.
   // TODO: Change this value to experiment with different numbers of
   // employees to insert into the database.
   static readonly int insertCount = 256;
   
   // The size of a single batch of employees to add to the database.
   // TODO: Change this value to experiment with different batch sizes.
   static readonly int insertBatchSize = 96;
   
   // The source database file.
   // TODO: Change this value if Northwind.sdf is at a different location
   // on your computer.
   static readonly string sourceDatabase =
      @"C:\Program Files\Microsoft SQL Server Compact Edition\v3.5\Samples\Northwind.sdf";
   
   // TODO: Change this value if you require a different temporary location.
   static readonly string scratchDatabase =
      @"C:\Temp\Northwind.sdf";
   

   ' The number of employees to add to the database.
   ' TODO: Change this value to experiment with different numbers of 
   ' employees to insert into the database.
   Private Shared ReadOnly insertCount As Integer = 256
   
   ' The size of a single batch of employees to add to the database.
   ' TODO: Change this value to experiment with different batch sizes.
   Private Shared ReadOnly insertBatchSize As Integer = 96
   
   ' The source database file.
   ' TODO: Change this value if Northwind.sdf is at a different location
   ' on your computer.
   Private Shared ReadOnly sourceDatabase As String = "C:\Program Files\Microsoft SQL Server Compact Edition\v3.5\Samples\Northwind.sdf"
   
   ' TODO: Change this value if you require a different temporary location.
   Private Shared ReadOnly scratchDatabase As String = "C:\Temp\Northwind.sdf"
   

Definiowanie klasy pracownika

Dodaj do klasy klasę ProgramEmployee .

// Describes an employee. Each property maps to a
// column in the Employees table in the Northwind database.
// For brevity, the Employee class does not contain
// all columns from the Employees table.
class Employee
{
   public int EmployeeID { get; set; }
   public string LastName { get; set; }
   public string FirstName { get; set; }

   // A random number generator that helps tp generate
   // Employee property values.
   static Random rand = new Random(42);

   // Possible random first names.
   static readonly string[] firstNames = { "Tom", "Mike", "Ruth", "Bob", "John" };
   // Possible random last names.
   static readonly string[] lastNames = { "Jones", "Smith", "Johnson", "Walker" };

   // Creates an Employee object that contains random
   // property values.
   public static Employee Random()
   {
      return new Employee
      {
         EmployeeID = -1,
         LastName = lastNames[rand.Next() % lastNames.Length],
         FirstName = firstNames[rand.Next() % firstNames.Length]
      };
   }
}

' Describes an employee. Each property maps to a 
' column in the Employees table in the Northwind database.
' For brevity, the Employee class does not contain
' all columns from the Employees table.
Private Class Employee
    Public Property EmployeeID() As Integer
    Public Property LastName() As String
    Public Property FirstName() As String

    ' A random number generator that helps tp generate
    ' Employee property values.
    Private Shared rand As New Random(42)

    ' Possible random first names.
    Private Shared ReadOnly firstNames() As String = {"Tom", "Mike", "Ruth", "Bob", "John"}
    ' Possible random last names.
    Private Shared ReadOnly lastNames() As String = {"Jones", "Smith", "Johnson", "Walker"}

    ' Creates an Employee object that contains random 
    ' property values.
    Public Shared Function Random() As Employee
        Return New Employee With {.EmployeeID = -1, .LastName = lastNames(rand.Next() Mod lastNames.Length), .FirstName = firstNames(rand.Next() Mod firstNames.Length)}
    End Function
End Class

Klasa Employee zawiera trzy właściwości, EmployeeID, LastNamei FirstName. Te właściwości odpowiadają kolumnom Employee ID, Last Namei First Name w tabeli w Employees bazie danych Northwind. Na potrzeby tej demonstracji Employee klasa definiuje również metodę RandomEmployee , która tworzy obiekt, który ma losowe wartości dla jego właściwości.

Definiowanie operacji bazy danych pracowników

Dodaj do Program klasy InsertEmployeesmetody , GetEmployeeCounti GetEmployeeID .

// Adds new employee records to the database.
static void InsertEmployees(Employee[] employees, string connectionString)
{
   using (SqlCeConnection connection =
      new SqlCeConnection(connectionString))
   {
      try
      {
         // Create the SQL command.
         SqlCeCommand command = new SqlCeCommand(
            "INSERT INTO Employees ([Last Name], [First Name])" +
            "VALUES (@lastName, @firstName)",
            connection);

         connection.Open();
         for (int i = 0; i < employees.Length; i++)
         {
            // Set parameters.
            command.Parameters.Clear();
            command.Parameters.Add("@lastName", employees[i].LastName);
            command.Parameters.Add("@firstName", employees[i].FirstName);

            // Execute the command.
            command.ExecuteNonQuery();
         }
      }
      finally
      {
         connection.Close();
      }
   }
}

// Retrieves the number of entries in the Employees table in
// the Northwind database.
static int GetEmployeeCount(string connectionString)
{
   int result = 0;
   using (SqlCeConnection sqlConnection =
      new SqlCeConnection(connectionString))
   {
      SqlCeCommand sqlCommand = new SqlCeCommand(
         "SELECT COUNT(*) FROM Employees", sqlConnection);

      sqlConnection.Open();
      try
      {
         result = (int)sqlCommand.ExecuteScalar();
      }
      finally
      {
         sqlConnection.Close();
      }
   }
   return result;
}

// Retrieves the ID of the first employee that has the provided name.
static int GetEmployeeID(string lastName, string firstName,
   string connectionString)
{
   using (SqlCeConnection connection =
      new SqlCeConnection(connectionString))
   {
      SqlCeCommand command = new SqlCeCommand(
         string.Format(
            "SELECT [Employee ID] FROM Employees " +
            "WHERE [Last Name] = '{0}' AND [First Name] = '{1}'",
            lastName, firstName),
         connection);

      connection.Open();
      try
      {
         return (int)command.ExecuteScalar();
      }
      finally
      {
         connection.Close();
      }
   }
}

' Adds new employee records to the database.
Private Shared Sub InsertEmployees(ByVal employees() As Employee, ByVal connectionString As String)
    Using connection As New SqlCeConnection(connectionString)
        Try
            ' Create the SQL command.
            Dim command As New SqlCeCommand("INSERT INTO Employees ([Last Name], [First Name])" & "VALUES (@lastName, @firstName)", connection)

            connection.Open()
            For i As Integer = 0 To employees.Length - 1
                ' Set parameters.
                command.Parameters.Clear()
                command.Parameters.Add("@lastName", employees(i).LastName)
                command.Parameters.Add("@firstName", employees(i).FirstName)

                ' Execute the command.
                command.ExecuteNonQuery()
            Next i
        Finally
            connection.Close()
        End Try
    End Using
End Sub

' Retrieves the number of entries in the Employees table in 
' the Northwind database.
Private Shared Function GetEmployeeCount(ByVal connectionString As String) As Integer
    Dim result As Integer = 0
    Using sqlConnection As New SqlCeConnection(connectionString)
        Dim sqlCommand As New SqlCeCommand("SELECT COUNT(*) FROM Employees", sqlConnection)

        sqlConnection.Open()
        Try
            result = CInt(Fix(sqlCommand.ExecuteScalar()))
        Finally
            sqlConnection.Close()
        End Try
    End Using
    Return result
End Function

' Retrieves the ID of the first employee that has the provided name.
Private Shared Function GetEmployeeID(ByVal lastName As String, ByVal firstName As String, ByVal connectionString As String) As Integer
    Using connection As New SqlCeConnection(connectionString)
        Dim command As New SqlCeCommand(String.Format("SELECT [Employee ID] FROM Employees " & "WHERE [Last Name] = '{0}' AND [First Name] = '{1}'", lastName, firstName), connection)

        connection.Open()
        Try
            Return CInt(Fix(command.ExecuteScalar()))
        Finally
            connection.Close()
        End Try
    End Using
End Function

Metoda InsertEmployees dodaje nowe rekordy pracowników do bazy danych. Metoda GetEmployeeCount pobiera liczbę wpisów w Employees tabeli. Metoda GetEmployeeID pobiera identyfikator pierwszego pracownika, który ma podaną nazwę. Każda z tych metod pobiera parametry połączenia z bazą danych Northwind i używa funkcji w System.Data.SqlServerCe przestrzeni nazw do komunikowania się z bazą danych.

Dodawanie danych pracowników do bazy danych bez użycia buforowania

Dodaj do Program klasy AddEmployees metody i PostRandomEmployees .

// Posts random Employee data to the provided target block.
static void PostRandomEmployees(ITargetBlock<Employee> target, int count)
{
   Console.WriteLine("Adding {0} entries to Employee table...", count);

   for (int i = 0; i < count; i++)
   {
      target.Post(Employee.Random());
   }
}

// Adds random employee data to the database by using dataflow.
static void AddEmployees(string connectionString, int count)
{
   // Create an ActionBlock<Employee> object that adds a single
   // employee entry to the database.
   var insertEmployee = new ActionBlock<Employee>(e =>
      InsertEmployees(new Employee[] { e }, connectionString));

   // Post several random Employee objects to the dataflow block.
   PostRandomEmployees(insertEmployee, count);

   // Set the dataflow block to the completed state and wait for
   // all insert operations to complete.
   insertEmployee.Complete();
   insertEmployee.Completion.Wait();
}

' Posts random Employee data to the provided target block.
Private Shared Sub PostRandomEmployees(ByVal target As ITargetBlock(Of Employee), ByVal count As Integer)
    Console.WriteLine("Adding {0} entries to Employee table...", count)

    For i As Integer = 0 To count - 1
        target.Post(Employee.Random())
    Next i
End Sub

' Adds random employee data to the database by using dataflow.
Private Shared Sub AddEmployees(ByVal connectionString As String, ByVal count As Integer)
    ' Create an ActionBlock<Employee> object that adds a single
    ' employee entry to the database.
    Dim insertEmployee = New ActionBlock(Of Employee)(Sub(e) InsertEmployees(New Employee() {e}, connectionString))

    ' Post several random Employee objects to the dataflow block.
    PostRandomEmployees(insertEmployee, count)

    ' Set the dataflow block to the completed state and wait for 
    ' all insert operations to complete.
    insertEmployee.Complete()
    insertEmployee.Completion.Wait()
End Sub

Metoda AddEmployees dodaje losowe dane pracowników do bazy danych przy użyciu przepływu danych. Tworzy obiekt, który wywołuje InsertEmployees metodęActionBlock<TInput>, aby dodać wpis pracownika do bazy danych. Następnie AddEmployees metoda wywołuje metodę PostRandomEmployees , aby opublikować wiele Employee obiektów w ActionBlock<TInput> obiekcie. Następnie AddEmployees metoda czeka na zakończenie wszystkich operacji wstawiania.

Używanie buforowania w celu dodania danych pracowników do bazy danych

Dodaj do klasy metodę ProgramAddEmployeesBatched .

// Adds random employee data to the database by using dataflow.
// This method is similar to AddEmployees except that it uses batching
// to add multiple employees to the database at a time.
static void AddEmployeesBatched(string connectionString, int batchSize,
   int count)
{
   // Create a BatchBlock<Employee> that holds several Employee objects and
   // then propagates them out as an array.
   var batchEmployees = new BatchBlock<Employee>(batchSize);

   // Create an ActionBlock<Employee[]> object that adds multiple
   // employee entries to the database.
   var insertEmployees = new ActionBlock<Employee[]>(a =>
      InsertEmployees(a, connectionString));

   // Link the batch block to the action block.
   batchEmployees.LinkTo(insertEmployees);

   // When the batch block completes, set the action block also to complete.
   batchEmployees.Completion.ContinueWith(delegate { insertEmployees.Complete(); });

   // Post several random Employee objects to the batch block.
   PostRandomEmployees(batchEmployees, count);

   // Set the batch block to the completed state and wait for
   // all insert operations to complete.
   batchEmployees.Complete();
   insertEmployees.Completion.Wait();
}

' Adds random employee data to the database by using dataflow.
' This method is similar to AddEmployees except that it uses batching
' to add multiple employees to the database at a time.
Private Shared Sub AddEmployeesBatched(ByVal connectionString As String, ByVal batchSize As Integer, ByVal count As Integer)
    ' Create a BatchBlock<Employee> that holds several Employee objects and
    ' then propagates them out as an array.
    Dim batchEmployees = New BatchBlock(Of Employee)(batchSize)

    ' Create an ActionBlock<Employee[]> object that adds multiple
    ' employee entries to the database.
    Dim insertEmployees = New ActionBlock(Of Employee())(Sub(a) Program.InsertEmployees(a, connectionString))

    ' Link the batch block to the action block.
    batchEmployees.LinkTo(insertEmployees)

    ' When the batch block completes, set the action block also to complete.
    batchEmployees.Completion.ContinueWith(Sub() insertEmployees.Complete())

    ' Post several random Employee objects to the batch block.
    PostRandomEmployees(batchEmployees, count)

    ' Set the batch block to the completed state and wait for 
    ' all insert operations to complete.
    batchEmployees.Complete()
    insertEmployees.Completion.Wait()
End Sub

Ta metoda przypomina AddEmployeesmetodę , z tą różnicą, że używa BatchBlock<T> również klasy do buforowania wielu Employee obiektów przed wysłaniem ActionBlock<TInput> tych obiektów do obiektu. BatchBlock<T> Ponieważ klasa propaguje wiele elementów jako kolekcji, obiekt jest modyfikowany tak, ActionBlock<TInput> aby działał na tablicy Employee obiektów. Podobnie jak w metodzie AddEmployees , AddEmployeesBatched wywołuje metodę PostRandomEmployees , aby opublikować wiele Employee obiektów, jednak AddEmployeesBatched umieszcza te obiekty w BatchBlock<T> obiekcie. Metoda AddEmployeesBatched czeka również na zakończenie wszystkich operacji wstawiania.

Używanie buforowanego sprzężenia do odczytywania danych pracowników z bazy danych

Dodaj do klasy metodę ProgramGetRandomEmployees .

// Displays information about several random employees to the console.
static void GetRandomEmployees(string connectionString, int batchSize,
   int count)
{
   // Create a BatchedJoinBlock<Employee, Exception> object that holds
   // both employee and exception data.
   var selectEmployees = new BatchedJoinBlock<Employee, Exception>(batchSize);

   // Holds the total number of exceptions that occurred.
   int totalErrors = 0;

   // Create an action block that prints employee and error information
   // to the console.
   var printEmployees =
      new ActionBlock<Tuple<IList<Employee>, IList<Exception>>>(data =>
      {
         // Print information about the employees in this batch.
         Console.WriteLine("Received a batch...");
         foreach (Employee e in data.Item1)
         {
            Console.WriteLine("Last={0} First={1} ID={2}",
               e.LastName, e.FirstName, e.EmployeeID);
         }

         // Print the error count for this batch.
         Console.WriteLine("There were {0} errors in this batch...",
            data.Item2.Count);

         // Update total error count.
         totalErrors += data.Item2.Count;
      });

   // Link the batched join block to the action block.
   selectEmployees.LinkTo(printEmployees);

   // When the batched join block completes, set the action block also to complete.
   selectEmployees.Completion.ContinueWith(delegate { printEmployees.Complete(); });

   // Try to retrieve the ID for several random employees.
   Console.WriteLine("Selecting random entries from Employees table...");
   for (int i = 0; i < count; i++)
   {
      try
      {
         // Create a random employee.
         Employee e = Employee.Random();

         // Try to retrieve the ID for the employee from the database.
         e.EmployeeID = GetEmployeeID(e.LastName, e.FirstName, connectionString);

         // Post the Employee object to the Employee target of
         // the batched join block.
         selectEmployees.Target1.Post(e);
      }
      catch (NullReferenceException e)
      {
         // GetEmployeeID throws NullReferenceException when there is
         // no such employee with the given name. When this happens,
         // post the Exception object to the Exception target of
         // the batched join block.
         selectEmployees.Target2.Post(e);
      }
   }

   // Set the batched join block to the completed state and wait for
   // all retrieval operations to complete.
   selectEmployees.Complete();
   printEmployees.Completion.Wait();

   // Print the total error count.
   Console.WriteLine("Finished. There were {0} total errors.", totalErrors);
}

' Displays information about several random employees to the console.
Private Shared Sub GetRandomEmployees(ByVal connectionString As String, ByVal batchSize As Integer, ByVal count As Integer)
    ' Create a BatchedJoinBlock<Employee, Exception> object that holds
    ' both employee and exception data.
    Dim selectEmployees = New BatchedJoinBlock(Of Employee, Exception)(batchSize)

    ' Holds the total number of exceptions that occurred.
    Dim totalErrors As Integer = 0

    ' Create an action block that prints employee and error information
    ' to the console.
    Dim printEmployees = New ActionBlock(Of Tuple(Of IList(Of Employee), IList(Of Exception)))(Sub(data)
                                                                                                   ' Print information about the employees in this batch.
                                                                                                   ' Print the error count for this batch.
                                                                                                   ' Update total error count.
                                                                                                   Console.WriteLine("Received a batch...")
                                                                                                   For Each e As Employee In data.Item1
                                                                                                       Console.WriteLine("Last={0} First={1} ID={2}", e.LastName, e.FirstName, e.EmployeeID)
                                                                                                   Next e
                                                                                                   Console.WriteLine("There were {0} errors in this batch...", data.Item2.Count)
                                                                                                   totalErrors += data.Item2.Count
                                                                                               End Sub)

    ' Link the batched join block to the action block.
    selectEmployees.LinkTo(printEmployees)

    ' When the batched join block completes, set the action block also to complete.
    selectEmployees.Completion.ContinueWith(Sub() printEmployees.Complete())

    ' Try to retrieve the ID for several random employees.
    Console.WriteLine("Selecting random entries from Employees table...")
    For i As Integer = 0 To count - 1
        Try
            ' Create a random employee.
            Dim e As Employee = Employee.Random()

            ' Try to retrieve the ID for the employee from the database.
            e.EmployeeID = GetEmployeeID(e.LastName, e.FirstName, connectionString)

            ' Post the Employee object to the Employee target of 
            ' the batched join block.
            selectEmployees.Target1.Post(e)
        Catch e As NullReferenceException
            ' GetEmployeeID throws NullReferenceException when there is 
            ' no such employee with the given name. When this happens,
            ' post the Exception object to the Exception target of
            ' the batched join block.
            selectEmployees.Target2.Post(e)
        End Try
    Next i

    ' Set the batched join block to the completed state and wait for 
    ' all retrieval operations to complete.
    selectEmployees.Complete()
    printEmployees.Completion.Wait()

    ' Print the total error count.
    Console.WriteLine("Finished. There were {0} total errors.", totalErrors)
End Sub

Ta metoda wyświetla informacje o losowych pracownikach w konsoli programu . Tworzy kilka obiektów losowych Employee i wywołuje metodę GetEmployeeID w celu pobrania unikatowego identyfikatora dla każdego obiektu. GetEmployeeID Ponieważ metoda zgłasza wyjątek, jeśli nie ma zgodnego pracownika z podanymi pierwszymi i nazwiskami, GetRandomEmployees metoda używa BatchedJoinBlock<T1,T2> klasy do przechowywania Employee obiektów w celu pomyślnego wywołania do GetEmployeeID wywołań i System.Exception obiektów dla wywołań, które kończą się niepowodzeniem. Obiekt ActionBlock<TInput> w tym przykładzie Tuple<T1,T2> działa na obiekcie, który zawiera listę Employee obiektów i listę Exception obiektów. Obiekt BatchedJoinBlock<T1,T2> propaguje te dane, gdy suma odebranych Employee obiektów i Exception będzie równa rozmiarowi partii.

Kompletny przykład

Poniższy przykład przedstawia kompletny kod. Metoda Main porównuje czas wymagany do wykonania wstawiania wsadowych baz danych w porównaniu z czasem wykonywania wstawiania niesadowanych baz danych. Pokazuje również użycie buforowanego sprzężenia do odczytywania danych pracowników z bazy danych, a także zgłaszania błędów.

using System;
using System.Collections.Generic;
using System.Data.SqlServerCe;
using System.Diagnostics;
using System.IO;
using System.Threading.Tasks.Dataflow;

// Demonstrates how to use batched dataflow blocks to improve
// the performance of database operations.
namespace DataflowBatchDatabase
{
   class Program
   {
      // The number of employees to add to the database.
      // TODO: Change this value to experiment with different numbers of
      // employees to insert into the database.
      static readonly int insertCount = 256;

      // The size of a single batch of employees to add to the database.
      // TODO: Change this value to experiment with different batch sizes.
      static readonly int insertBatchSize = 96;

      // The source database file.
      // TODO: Change this value if Northwind.sdf is at a different location
      // on your computer.
      static readonly string sourceDatabase =
         @"C:\Program Files\Microsoft SQL Server Compact Edition\v3.5\Samples\Northwind.sdf";

      // TODO: Change this value if you require a different temporary location.
      static readonly string scratchDatabase =
         @"C:\Temp\Northwind.sdf";

      // Describes an employee. Each property maps to a
      // column in the Employees table in the Northwind database.
      // For brevity, the Employee class does not contain
      // all columns from the Employees table.
      class Employee
      {
         public int EmployeeID { get; set; }
         public string LastName { get; set; }
         public string FirstName { get; set; }

         // A random number generator that helps tp generate
         // Employee property values.
         static Random rand = new Random(42);

         // Possible random first names.
         static readonly string[] firstNames = { "Tom", "Mike", "Ruth", "Bob", "John" };
         // Possible random last names.
         static readonly string[] lastNames = { "Jones", "Smith", "Johnson", "Walker" };

         // Creates an Employee object that contains random
         // property values.
         public static Employee Random()
         {
            return new Employee
            {
               EmployeeID = -1,
               LastName = lastNames[rand.Next() % lastNames.Length],
               FirstName = firstNames[rand.Next() % firstNames.Length]
            };
         }
      }

      // Adds new employee records to the database.
      static void InsertEmployees(Employee[] employees, string connectionString)
      {
         using (SqlCeConnection connection =
            new SqlCeConnection(connectionString))
         {
            try
            {
               // Create the SQL command.
               SqlCeCommand command = new SqlCeCommand(
                  "INSERT INTO Employees ([Last Name], [First Name])" +
                  "VALUES (@lastName, @firstName)",
                  connection);

               connection.Open();
               for (int i = 0; i < employees.Length; i++)
               {
                  // Set parameters.
                  command.Parameters.Clear();
                  command.Parameters.Add("@lastName", employees[i].LastName);
                  command.Parameters.Add("@firstName", employees[i].FirstName);

                  // Execute the command.
                  command.ExecuteNonQuery();
               }
            }
            finally
            {
               connection.Close();
            }
         }
      }

      // Retrieves the number of entries in the Employees table in
      // the Northwind database.
      static int GetEmployeeCount(string connectionString)
      {
         int result = 0;
         using (SqlCeConnection sqlConnection =
            new SqlCeConnection(connectionString))
         {
            SqlCeCommand sqlCommand = new SqlCeCommand(
               "SELECT COUNT(*) FROM Employees", sqlConnection);

            sqlConnection.Open();
            try
            {
               result = (int)sqlCommand.ExecuteScalar();
            }
            finally
            {
               sqlConnection.Close();
            }
         }
         return result;
      }

      // Retrieves the ID of the first employee that has the provided name.
      static int GetEmployeeID(string lastName, string firstName,
         string connectionString)
      {
         using (SqlCeConnection connection =
            new SqlCeConnection(connectionString))
         {
            SqlCeCommand command = new SqlCeCommand(
               string.Format(
                  "SELECT [Employee ID] FROM Employees " +
                  "WHERE [Last Name] = '{0}' AND [First Name] = '{1}'",
                  lastName, firstName),
               connection);

            connection.Open();
            try
            {
               return (int)command.ExecuteScalar();
            }
            finally
            {
               connection.Close();
            }
         }
      }

      // Posts random Employee data to the provided target block.
      static void PostRandomEmployees(ITargetBlock<Employee> target, int count)
      {
         Console.WriteLine("Adding {0} entries to Employee table...", count);

         for (int i = 0; i < count; i++)
         {
            target.Post(Employee.Random());
         }
      }

      // Adds random employee data to the database by using dataflow.
      static void AddEmployees(string connectionString, int count)
      {
         // Create an ActionBlock<Employee> object that adds a single
         // employee entry to the database.
         var insertEmployee = new ActionBlock<Employee>(e =>
            InsertEmployees(new Employee[] { e }, connectionString));

         // Post several random Employee objects to the dataflow block.
         PostRandomEmployees(insertEmployee, count);

         // Set the dataflow block to the completed state and wait for
         // all insert operations to complete.
         insertEmployee.Complete();
         insertEmployee.Completion.Wait();
      }

      // Adds random employee data to the database by using dataflow.
      // This method is similar to AddEmployees except that it uses batching
      // to add multiple employees to the database at a time.
      static void AddEmployeesBatched(string connectionString, int batchSize,
         int count)
      {
         // Create a BatchBlock<Employee> that holds several Employee objects and
         // then propagates them out as an array.
         var batchEmployees = new BatchBlock<Employee>(batchSize);

         // Create an ActionBlock<Employee[]> object that adds multiple
         // employee entries to the database.
         var insertEmployees = new ActionBlock<Employee[]>(a =>
            InsertEmployees(a, connectionString));

         // Link the batch block to the action block.
         batchEmployees.LinkTo(insertEmployees);

         // When the batch block completes, set the action block also to complete.
         batchEmployees.Completion.ContinueWith(delegate { insertEmployees.Complete(); });

         // Post several random Employee objects to the batch block.
         PostRandomEmployees(batchEmployees, count);

         // Set the batch block to the completed state and wait for
         // all insert operations to complete.
         batchEmployees.Complete();
         insertEmployees.Completion.Wait();
      }

      // Displays information about several random employees to the console.
      static void GetRandomEmployees(string connectionString, int batchSize,
         int count)
      {
         // Create a BatchedJoinBlock<Employee, Exception> object that holds
         // both employee and exception data.
         var selectEmployees = new BatchedJoinBlock<Employee, Exception>(batchSize);

         // Holds the total number of exceptions that occurred.
         int totalErrors = 0;

         // Create an action block that prints employee and error information
         // to the console.
         var printEmployees =
            new ActionBlock<Tuple<IList<Employee>, IList<Exception>>>(data =>
            {
               // Print information about the employees in this batch.
               Console.WriteLine("Received a batch...");
               foreach (Employee e in data.Item1)
               {
                  Console.WriteLine("Last={0} First={1} ID={2}",
                     e.LastName, e.FirstName, e.EmployeeID);
               }

               // Print the error count for this batch.
               Console.WriteLine("There were {0} errors in this batch...",
                  data.Item2.Count);

               // Update total error count.
               totalErrors += data.Item2.Count;
            });

         // Link the batched join block to the action block.
         selectEmployees.LinkTo(printEmployees);

         // When the batched join block completes, set the action block also to complete.
         selectEmployees.Completion.ContinueWith(delegate { printEmployees.Complete(); });

         // Try to retrieve the ID for several random employees.
         Console.WriteLine("Selecting random entries from Employees table...");
         for (int i = 0; i < count; i++)
         {
            try
            {
               // Create a random employee.
               Employee e = Employee.Random();

               // Try to retrieve the ID for the employee from the database.
               e.EmployeeID = GetEmployeeID(e.LastName, e.FirstName, connectionString);

               // Post the Employee object to the Employee target of
               // the batched join block.
               selectEmployees.Target1.Post(e);
            }
            catch (NullReferenceException e)
            {
               // GetEmployeeID throws NullReferenceException when there is
               // no such employee with the given name. When this happens,
               // post the Exception object to the Exception target of
               // the batched join block.
               selectEmployees.Target2.Post(e);
            }
         }

         // Set the batched join block to the completed state and wait for
         // all retrieval operations to complete.
         selectEmployees.Complete();
         printEmployees.Completion.Wait();

         // Print the total error count.
         Console.WriteLine("Finished. There were {0} total errors.", totalErrors);
      }

      static void Main(string[] args)
      {
         // Create a connection string for accessing the database.
         // The connection string refers to the temporary database location.
         string connectionString = string.Format(@"Data Source={0}",
            scratchDatabase);

         // Create a Stopwatch object to time database insert operations.
         Stopwatch stopwatch = new Stopwatch();

         // Start with a clean database file by copying the source database to
         // the temporary location.
         File.Copy(sourceDatabase, scratchDatabase, true);

         // Demonstrate multiple insert operations without batching.
         Console.WriteLine("Demonstrating non-batched database insert operations...");
         Console.WriteLine("Original size of Employee table: {0}.",
            GetEmployeeCount(connectionString));
         stopwatch.Start();
         AddEmployees(connectionString, insertCount);
         stopwatch.Stop();
         Console.WriteLine("New size of Employee table: {0}; elapsed insert time: {1} ms.",
            GetEmployeeCount(connectionString), stopwatch.ElapsedMilliseconds);

         Console.WriteLine();

         // Start again with a clean database file.
         File.Copy(sourceDatabase, scratchDatabase, true);

         // Demonstrate multiple insert operations, this time with batching.
         Console.WriteLine("Demonstrating batched database insert operations...");
         Console.WriteLine("Original size of Employee table: {0}.",
            GetEmployeeCount(connectionString));
         stopwatch.Restart();
         AddEmployeesBatched(connectionString, insertBatchSize, insertCount);
         stopwatch.Stop();
         Console.WriteLine("New size of Employee table: {0}; elapsed insert time: {1} ms.",
            GetEmployeeCount(connectionString), stopwatch.ElapsedMilliseconds);

         Console.WriteLine();

         // Start again with a clean database file.
         File.Copy(sourceDatabase, scratchDatabase, true);

         // Demonstrate multiple retrieval operations with error reporting.
         Console.WriteLine("Demonstrating batched join database select operations...");
         // Add a small number of employees to the database.
         AddEmployeesBatched(connectionString, insertBatchSize, 16);
         // Query for random employees.
         GetRandomEmployees(connectionString, insertBatchSize, 10);
      }
   }
}
/* Sample output:
Demonstrating non-batched database insert operations...
Original size of Employee table: 15.
Adding 256 entries to Employee table...
New size of Employee table: 271; elapsed insert time: 11035 ms.

Demonstrating batched database insert operations...
Original size of Employee table: 15.
Adding 256 entries to Employee table...
New size of Employee table: 271; elapsed insert time: 197 ms.

Demonstrating batched join database insert operations...
Adding 16 entries to Employee table...
Selecting items from Employee table...
Received a batch...
Last=Jones First=Tom ID=21
Last=Jones First=John ID=24
Last=Smith First=Tom ID=26
Last=Jones First=Tom ID=21
There were 4 errors in this batch...
Received a batch...
Last=Smith First=Tom ID=26
Last=Jones First=Mike ID=28
There were 0 errors in this batch...
Finished. There were 4 total errors.
*/

Imports System.Collections.Generic
Imports System.Data.SqlServerCe
Imports System.Diagnostics
Imports System.IO
Imports System.Threading.Tasks.Dataflow


' Demonstrates how to use batched dataflow blocks to improve
' the performance of database operations.
Namespace DataflowBatchDatabase
    Friend Class Program
        ' The number of employees to add to the database.
        ' TODO: Change this value to experiment with different numbers of 
        ' employees to insert into the database.
        Private Shared ReadOnly insertCount As Integer = 256

        ' The size of a single batch of employees to add to the database.
        ' TODO: Change this value to experiment with different batch sizes.
        Private Shared ReadOnly insertBatchSize As Integer = 96

        ' The source database file.
        ' TODO: Change this value if Northwind.sdf is at a different location
        ' on your computer.
        Private Shared ReadOnly sourceDatabase As String = "C:\Program Files\Microsoft SQL Server Compact Edition\v3.5\Samples\Northwind.sdf"

        ' TODO: Change this value if you require a different temporary location.
        Private Shared ReadOnly scratchDatabase As String = "C:\Temp\Northwind.sdf"

        ' Describes an employee. Each property maps to a 
        ' column in the Employees table in the Northwind database.
        ' For brevity, the Employee class does not contain
        ' all columns from the Employees table.
        Private Class Employee
            Public Property EmployeeID() As Integer
            Public Property LastName() As String
            Public Property FirstName() As String

            ' A random number generator that helps tp generate
            ' Employee property values.
            Private Shared rand As New Random(42)

            ' Possible random first names.
            Private Shared ReadOnly firstNames() As String = {"Tom", "Mike", "Ruth", "Bob", "John"}
            ' Possible random last names.
            Private Shared ReadOnly lastNames() As String = {"Jones", "Smith", "Johnson", "Walker"}

            ' Creates an Employee object that contains random 
            ' property values.
            Public Shared Function Random() As Employee
                Return New Employee With {.EmployeeID = -1, .LastName = lastNames(rand.Next() Mod lastNames.Length), .FirstName = firstNames(rand.Next() Mod firstNames.Length)}
            End Function
        End Class

        ' Adds new employee records to the database.
        Private Shared Sub InsertEmployees(ByVal employees() As Employee, ByVal connectionString As String)
            Using connection As New SqlCeConnection(connectionString)
                Try
                    ' Create the SQL command.
                    Dim command As New SqlCeCommand("INSERT INTO Employees ([Last Name], [First Name])" & "VALUES (@lastName, @firstName)", connection)

                    connection.Open()
                    For i As Integer = 0 To employees.Length - 1
                        ' Set parameters.
                        command.Parameters.Clear()
                        command.Parameters.Add("@lastName", employees(i).LastName)
                        command.Parameters.Add("@firstName", employees(i).FirstName)

                        ' Execute the command.
                        command.ExecuteNonQuery()
                    Next i
                Finally
                    connection.Close()
                End Try
            End Using
        End Sub

        ' Retrieves the number of entries in the Employees table in 
        ' the Northwind database.
        Private Shared Function GetEmployeeCount(ByVal connectionString As String) As Integer
            Dim result As Integer = 0
            Using sqlConnection As New SqlCeConnection(connectionString)
                Dim sqlCommand As New SqlCeCommand("SELECT COUNT(*) FROM Employees", sqlConnection)

                sqlConnection.Open()
                Try
                    result = CInt(Fix(sqlCommand.ExecuteScalar()))
                Finally
                    sqlConnection.Close()
                End Try
            End Using
            Return result
        End Function

        ' Retrieves the ID of the first employee that has the provided name.
        Private Shared Function GetEmployeeID(ByVal lastName As String, ByVal firstName As String, ByVal connectionString As String) As Integer
            Using connection As New SqlCeConnection(connectionString)
                Dim command As New SqlCeCommand(String.Format("SELECT [Employee ID] FROM Employees " & "WHERE [Last Name] = '{0}' AND [First Name] = '{1}'", lastName, firstName), connection)

                connection.Open()
                Try
                    Return CInt(Fix(command.ExecuteScalar()))
                Finally
                    connection.Close()
                End Try
            End Using
        End Function

        ' Posts random Employee data to the provided target block.
        Private Shared Sub PostRandomEmployees(ByVal target As ITargetBlock(Of Employee), ByVal count As Integer)
            Console.WriteLine("Adding {0} entries to Employee table...", count)

            For i As Integer = 0 To count - 1
                target.Post(Employee.Random())
            Next i
        End Sub

        ' Adds random employee data to the database by using dataflow.
        Private Shared Sub AddEmployees(ByVal connectionString As String, ByVal count As Integer)
            ' Create an ActionBlock<Employee> object that adds a single
            ' employee entry to the database.
            Dim insertEmployee = New ActionBlock(Of Employee)(Sub(e) InsertEmployees(New Employee() {e}, connectionString))

            ' Post several random Employee objects to the dataflow block.
            PostRandomEmployees(insertEmployee, count)

            ' Set the dataflow block to the completed state and wait for 
            ' all insert operations to complete.
            insertEmployee.Complete()
            insertEmployee.Completion.Wait()
        End Sub

        ' Adds random employee data to the database by using dataflow.
        ' This method is similar to AddEmployees except that it uses batching
        ' to add multiple employees to the database at a time.
        Private Shared Sub AddEmployeesBatched(ByVal connectionString As String, ByVal batchSize As Integer, ByVal count As Integer)
            ' Create a BatchBlock<Employee> that holds several Employee objects and
            ' then propagates them out as an array.
            Dim batchEmployees = New BatchBlock(Of Employee)(batchSize)

            ' Create an ActionBlock<Employee[]> object that adds multiple
            ' employee entries to the database.
            Dim insertEmployees = New ActionBlock(Of Employee())(Sub(a) Program.InsertEmployees(a, connectionString))

            ' Link the batch block to the action block.
            batchEmployees.LinkTo(insertEmployees)

            ' When the batch block completes, set the action block also to complete.
            batchEmployees.Completion.ContinueWith(Sub() insertEmployees.Complete())

            ' Post several random Employee objects to the batch block.
            PostRandomEmployees(batchEmployees, count)

            ' Set the batch block to the completed state and wait for 
            ' all insert operations to complete.
            batchEmployees.Complete()
            insertEmployees.Completion.Wait()
        End Sub

        ' Displays information about several random employees to the console.
        Private Shared Sub GetRandomEmployees(ByVal connectionString As String, ByVal batchSize As Integer, ByVal count As Integer)
            ' Create a BatchedJoinBlock<Employee, Exception> object that holds
            ' both employee and exception data.
            Dim selectEmployees = New BatchedJoinBlock(Of Employee, Exception)(batchSize)

            ' Holds the total number of exceptions that occurred.
            Dim totalErrors As Integer = 0

            ' Create an action block that prints employee and error information
            ' to the console.
            Dim printEmployees = New ActionBlock(Of Tuple(Of IList(Of Employee), IList(Of Exception)))(Sub(data)
                                                                                                           ' Print information about the employees in this batch.
                                                                                                           ' Print the error count for this batch.
                                                                                                           ' Update total error count.
                                                                                                           Console.WriteLine("Received a batch...")
                                                                                                           For Each e As Employee In data.Item1
                                                                                                               Console.WriteLine("Last={0} First={1} ID={2}", e.LastName, e.FirstName, e.EmployeeID)
                                                                                                           Next e
                                                                                                           Console.WriteLine("There were {0} errors in this batch...", data.Item2.Count)
                                                                                                           totalErrors += data.Item2.Count
                                                                                                       End Sub)

            ' Link the batched join block to the action block.
            selectEmployees.LinkTo(printEmployees)

            ' When the batched join block completes, set the action block also to complete.
            selectEmployees.Completion.ContinueWith(Sub() printEmployees.Complete())

            ' Try to retrieve the ID for several random employees.
            Console.WriteLine("Selecting random entries from Employees table...")
            For i As Integer = 0 To count - 1
                Try
                    ' Create a random employee.
                    Dim e As Employee = Employee.Random()

                    ' Try to retrieve the ID for the employee from the database.
                    e.EmployeeID = GetEmployeeID(e.LastName, e.FirstName, connectionString)

                    ' Post the Employee object to the Employee target of 
                    ' the batched join block.
                    selectEmployees.Target1.Post(e)
                Catch e As NullReferenceException
                    ' GetEmployeeID throws NullReferenceException when there is 
                    ' no such employee with the given name. When this happens,
                    ' post the Exception object to the Exception target of
                    ' the batched join block.
                    selectEmployees.Target2.Post(e)
                End Try
            Next i

            ' Set the batched join block to the completed state and wait for 
            ' all retrieval operations to complete.
            selectEmployees.Complete()
            printEmployees.Completion.Wait()

            ' Print the total error count.
            Console.WriteLine("Finished. There were {0} total errors.", totalErrors)
        End Sub

        Shared Sub Main(ByVal args() As String)
            ' Create a connection string for accessing the database.
            ' The connection string refers to the temporary database location.
            Dim connectionString As String = String.Format("Data Source={0}", scratchDatabase)

            ' Create a Stopwatch object to time database insert operations.
            Dim stopwatch As New Stopwatch()

            ' Start with a clean database file by copying the source database to 
            ' the temporary location.
            File.Copy(sourceDatabase, scratchDatabase, True)

            ' Demonstrate multiple insert operations without batching.
            Console.WriteLine("Demonstrating non-batched database insert operations...")
            Console.WriteLine("Original size of Employee table: {0}.", GetEmployeeCount(connectionString))
            stopwatch.Start()
            AddEmployees(connectionString, insertCount)
            stopwatch.Stop()
            Console.WriteLine("New size of Employee table: {0}; elapsed insert time: {1} ms.", GetEmployeeCount(connectionString), stopwatch.ElapsedMilliseconds)

            Console.WriteLine()

            ' Start again with a clean database file.
            File.Copy(sourceDatabase, scratchDatabase, True)

            ' Demonstrate multiple insert operations, this time with batching.
            Console.WriteLine("Demonstrating batched database insert operations...")
            Console.WriteLine("Original size of Employee table: {0}.", GetEmployeeCount(connectionString))
            stopwatch.Restart()
            AddEmployeesBatched(connectionString, insertBatchSize, insertCount)
            stopwatch.Stop()
            Console.WriteLine("New size of Employee table: {0}; elapsed insert time: {1} ms.", GetEmployeeCount(connectionString), stopwatch.ElapsedMilliseconds)

            Console.WriteLine()

            ' Start again with a clean database file.
            File.Copy(sourceDatabase, scratchDatabase, True)

            ' Demonstrate multiple retrieval operations with error reporting.
            Console.WriteLine("Demonstrating batched join database select operations...")
            ' Add a small number of employees to the database.
            AddEmployeesBatched(connectionString, insertBatchSize, 16)
            ' Query for random employees.
            GetRandomEmployees(connectionString, insertBatchSize, 10)
        End Sub
    End Class
End Namespace
' Sample output:
'Demonstrating non-batched database insert operations...
'Original size of Employee table: 15.
'Adding 256 entries to Employee table...
'New size of Employee table: 271; elapsed insert time: 11035 ms.
'
'Demonstrating batched database insert operations...
'Original size of Employee table: 15.
'Adding 256 entries to Employee table...
'New size of Employee table: 271; elapsed insert time: 197 ms.
'
'Demonstrating batched join database insert operations...
'Adding 16 entries to Employee table...
'Selecting items from Employee table...
'Received a batch...
'Last=Jones First=Tom ID=21
'Last=Jones First=John ID=24
'Last=Smith First=Tom ID=26
'Last=Jones First=Tom ID=21
'There were 4 errors in this batch...
'Received a batch...
'Last=Smith First=Tom ID=26
'Last=Jones First=Mike ID=28
'There were 0 errors in this batch...
'Finished. There were 4 total errors.
'

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