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Lambda Expressions in PLINQ and TPL

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The Task Parallel Library (TPL) contains many methods that take one of the System.Func<TResult> or System.Action family of delegates as input parameters. You use these delegates to pass in your custom program logic to the parallel loop, task or query. The code examples for TPL as well as PLINQ use lambda expressions to create instances of those delegates as inline code blocks. This topic provides a brief introduction to Func and Action and shows you how to use lambda expressions in the Task Parallel Library and PLINQ.

Note

For more information about delegates in general, see Delegates and Delegates. For more information about lambda expressions in C# and Visual Basic, see Lambda Expressions and Lambda Expressions.

Func Delegate

A Func delegate encapsulates a method that returns a value. In a Func signature, the last, or rightmost, type parameter always specifies the return type. One common cause of compiler errors is to attempt to pass in two input parameters to a System.Func<T,TResult>; in fact this type takes only one input parameter. .NET defines 17 versions of Func: System.Func<TResult>, System.Func<T,TResult>, System.Func<T1,T2,TResult>, and so on up through System.Func<T1,T2,T3,T4,T5,T6,T7,T8,T9,T10,T11,T12,T13,T14,T15,T16,TResult>.

Action Delegate

A System.Action delegate encapsulates a method (Sub in Visual Basic) that does not return a value. In an Action type signature, the type parameters represent only input parameters. Like Func, .NET defines 17 versions of Action, from a version that has no type parameters up through a version that has 16 type parameters.

Example

The following example for the Parallel.ForEach<TSource,TLocal>(IEnumerable<TSource>, Func<TLocal>, Func<TSource,ParallelLoopState,TLocal,TLocal>, Action<TLocal>) method shows how to express both Func and Action delegates by using lambda expressions.

using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading;
using System.Threading.Tasks;

class ForEachWithThreadLocal
{
    // Demonstrated features:
    // 		Parallel.ForEach()
    //		Thread-local state
    // Expected results:
    //      This example sums up the elements of an int[] in parallel.
    //      Each thread maintains a local sum. When a thread is initialized, that local sum is set to 0.
    //      On every iteration the current element is added to the local sum.
    //      When a thread is done, it safely adds its local sum to the global sum.
    //      After the loop is complete, the global sum is printed out.
    // Documentation:
    //		http://msdn.microsoft.com/library/dd990270(VS.100).aspx
    static void Main()
    {
        // The sum of these elements is 40.
        int[] input = { 4, 1, 6, 2, 9, 5, 10, 3 };
        int sum = 0;

        try
        {
            Parallel.ForEach(
                    input,					        // source collection
                    () => 0,					        // thread local initializer
                    (n, loopState, localSum) =>		// body
                    {
                        localSum += n;
                        Console.WriteLine("Thread={0}, n={1}, localSum={2}", Thread.CurrentThread.ManagedThreadId, n, localSum);
                        return localSum;
                    },
                    (localSum) => Interlocked.Add(ref sum, localSum)					// thread local aggregator
                );

            Console.WriteLine("\nSum={0}", sum);
        }
        // No exception is expected in this example, but if one is still thrown from a task,
        // it will be wrapped in AggregateException and propagated to the main thread.
        catch (AggregateException e)
        {
            Console.WriteLine("Parallel.ForEach has thrown an exception. THIS WAS NOT EXPECTED.\n{0}", e);
        }
    }
}

Imports System.Threading
Imports System.Threading.Tasks

Module ForEachDemo

    ' Demonstrated features:
    '   Parallel.ForEach()
    '   Thread-local state
    ' Expected results:
    '   This example sums up the elements of an int[] in parallel.
    '   Each thread maintains a local sum. When a thread is initialized, that local sum is set to 0.
    '   On every iteration the current element is added to the local sum.
    '   When a thread is done, it safely adds its local sum to the global sum.
    '   After the loop is complete, the global sum is printed out.
    ' Documentation:
    '   http://msdn.microsoft.com/library/dd990270(VS.100).aspx
    Private Sub ForEachDemo()
        ' The sum of these elements is 40.
        Dim input As Integer() = {4, 1, 6, 2, 9, 5, _
        10, 3}
        Dim sum As Integer = 0

        Try
            ' source collection
            Parallel.ForEach(input,
                             Function()
                                 ' thread local initializer
                                 Return 0
                             End Function,
                             Function(n, loopState, localSum)
                                 ' body
                                 localSum += n
                                 Console.WriteLine("Thread={0}, n={1}, localSum={2}", Thread.CurrentThread.ManagedThreadId, n, localSum)
                                 Return localSum
                             End Function,
                             Sub(localSum)
                                 ' thread local aggregator
                                 Interlocked.Add(sum, localSum)
                             End Sub)

            Console.WriteLine(vbLf & "Sum={0}", sum)
        Catch e As AggregateException
            ' No exception is expected in this example, but if one is still thrown from a task,
            ' it will be wrapped in AggregateException and propagated to the main thread.
            Console.WriteLine("Parallel.ForEach has thrown an exception. THIS WAS NOT EXPECTED." & vbLf & "{0}", e)
        End Try
    End Sub


End Module

See also