Walkthrough: BatchBlock en BatchedJoinBlock gebruiken om de efficiëntie te verbeteren
De TPL-gegevensstroombibliotheek biedt de System.Threading.Tasks.Dataflow.BatchBlock<T> klassen en System.Threading.Tasks.Dataflow.BatchedJoinBlock<T1,T2> , zodat u gegevens uit een of meer bronnen kunt ontvangen en bufferen en vervolgens die gebufferde gegevens als één verzameling kunt doorgeven. Dit mechanisme voor batchverwerking is handig wanneer u gegevens uit een of meer bronnen verzamelt en vervolgens meerdere gegevenselementen als een batch verwerkt. Denk bijvoorbeeld aan een toepassing die gebruikmaakt van een gegevensstroom om records in een database in te voegen. Deze bewerking kan efficiënter zijn als meerdere items tegelijk worden ingevoegd in plaats van één voor één tegelijk. In dit document wordt beschreven hoe u de BatchBlock<T> klasse gebruikt om de efficiëntie van dergelijke databaseinvoegbewerkingen te verbeteren. Ook wordt beschreven hoe u de BatchedJoinBlock<T1,T2> klasse gebruikt om zowel de resultaten als eventuele uitzonderingen vast te leggen die optreden wanneer het programma uit een database leest.
Notitie
De TPL-gegevensstroombibliotheek (de System.Threading.Tasks.Dataflow naamruimte) wordt niet gedistribueerd met .NET. Als u de System.Threading.Tasks.Dataflow naamruimte in Visual Studio wilt installeren, opent u uw project, kiest u NuGet-pakketten beheren in het menu Project en zoekt u online naar het System.Threading.Tasks.Dataflow pakket. U kunt het ook installeren met behulp van de .NET Core CLI door uit te voeren dotnet add package System.Threading.Tasks.Dataflow.
Vereisten
Lees de sectie Join Blocks in het document Gegevensstroom voordat u aan deze procedure begint.
Zorg ervoor dat u een kopie van de Northwind-database, Northwind.sdf, beschikbaar hebt op uw computer. Dit bestand bevindt zich meestal in de map %Program Files%\Microsoft SQL Server Compact Edition\v3.5\Samples\.
Belangrijk
In sommige versies van Windows kunt u geen verbinding maken met Northwind.sdf als Visual Studio wordt uitgevoerd in een niet-beheerdersmodus. Als u verbinding wilt maken met Northwind.sdf, start u Visual Studio of een developer-opdrachtprompt voor Visual Studio in de modus Uitvoeren als administrator .
Dit overzicht bevat de volgende secties:
Werknemersgegevens toevoegen aan de database zonder buffering te gebruiken
Buffering gebruiken om werknemersgegevens toe te voegen aan de database
Gebufferde join gebruiken om werknemersgegevens uit de database te lezen
De consoletoepassing maken
Maak in Visual Studio een Visual C#- of Visual Basic-consoletoepassingsproject . In dit document heeft het project de naam
DataflowBatchDatabase.Voeg in uw project een verwijzing naar System.Data.SqlServerCe.dll en een verwijzing naar System.Threading.Tasks.Dataflow.dll toe.
Zorg ervoor dat Form1.cs (Form1.vb voor Visual Basic) de volgende
usinginstructies (Importsin Visual Basic) bevat.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.DataflowVoeg de volgende gegevensleden toe aan de
Programklasse.// 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"
De werknemersklasse definiëren
Voeg de klasse toe aan de ProgramEmployee klasse.
// 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
De Employee klasse bevat drie eigenschappen, EmployeeID, LastNameen FirstName. Deze eigenschappen komen overeen met de Employee IDkolommen , Last Nameen First Name in de Employees tabel in de northwind-database. Voor deze demonstratie definieert de Employee klasse ook de Random methode, waarmee een Employee object wordt gemaakt met willekeurige waarden voor de eigenschappen.
Databasebewerkingen voor werknemers definiëren
Voeg de Program methoden , GetEmployeeCounten GetEmployeeID toe aan de InsertEmployeesklasse .
// 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
Met de InsertEmployees methode worden nieuwe werknemersrecords aan de database toegevoegd. Met GetEmployeeCount de methode wordt het aantal vermeldingen in de Employees tabel opgehaald. Met GetEmployeeID de methode wordt de id opgehaald van de eerste werknemer met de opgegeven naam. Elk van deze methoden maakt een connection string naar de Northwind-database en gebruikt functionaliteit in de System.Data.SqlServerCe naamruimte om te communiceren met de database.
Werknemersgegevens toevoegen aan de database zonder buffering te gebruiken
Voeg de Program methoden en PostRandomEmployees toe aan de AddEmployees klasse .
// 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
Met de AddEmployees methode worden willekeurige werknemersgegevens aan de database toegevoegd met behulp van gegevensstroom. Er wordt een ActionBlock<TInput> -object gemaakt dat de InsertEmployees methode aanroept om een werknemersvermelding toe te voegen aan de database. De AddEmployees methode roept vervolgens de PostRandomEmployees methode aan om meerdere Employee objecten in het ActionBlock<TInput> object te posten. De AddEmployees methode wacht vervolgens totdat alle invoegbewerkingen zijn voltooid.
Buffering gebruiken om werknemersgegevens toe te voegen aan de database
Voeg de methode toe aan de ProgramAddEmployeesBatched klasse .
// 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
Deze methode lijkt op AddEmployees, behalve dat de klasse ook wordt BatchBlock<T> gebruikt om meerdere Employee objecten te bufferen voordat deze objecten naar het ActionBlock<TInput> object worden verzonden. Omdat de BatchBlock<T> klasse meerdere elementen als een verzameling doorgeeft, wordt het ActionBlock<TInput> object gewijzigd om te reageren op een matrix van Employee objecten. Net als in de AddEmployees methode roept AddEmployeesBatched u de PostRandomEmployees methode aan om meerdere Employee objecten te posten. Deze AddEmployeesBatched objecten worden echter op het BatchBlock<T> object geplaatst. De AddEmployeesBatched methode wacht ook totdat alle invoegbewerkingen zijn voltooid.
Gebufferde join gebruiken om werknemersgegevens uit de database te lezen
Voeg de methode toe aan de ProgramGetRandomEmployees klasse .
// 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
Met deze methode wordt informatie over willekeurige werknemers naar de console afgedrukt. Er worden verschillende willekeurige Employee objecten gemaakt en de GetEmployeeID methode aangeroepen om de unieke id voor elk object op te halen. Omdat de GetEmployeeID methode een uitzondering genereert als er geen overeenkomende werknemer is met de opgegeven voor- en achternaam, gebruikt de GetRandomEmployees methode de BatchedJoinBlock<T1,T2> klasse om objecten op te slaan Employee voor geslaagde aanroepen naar GetEmployeeID en System.Exception objecten voor aanroepen die mislukken. Het ActionBlock<TInput> object in dit voorbeeld werkt op een Tuple<T1,T2> object dat een lijst Employee met objecten en een lijst Exception met objecten bevat. Het BatchedJoinBlock<T1,T2> object geeft deze gegevens door wanneer de som van de ontvangen Employee en Exception het aantal objecten gelijk is aan de batchgrootte.
Het volledige voorbeeld
In het volgende voorbeeld ziet u de volledige code. De Main methode vergelijkt de tijd die nodig is om database-invoegingen in batches uit te voeren met de tijd die nodig is om niet-batched database-invoegingen uit te voeren. Ook wordt het gebruik van gebufferde join gedemonstreerd om werknemersgegevens uit de database te lezen en fouten te rapporteren.
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.
'
Zie ook
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