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Concurrency - Fork-Join framework
  • 时间:2024-12-22

Java Concurrency - Fork-Join framework


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The fork-join framework allows to break a certain task on several workers and then wait for the result to combine them. It leverages multi-processor machine s capacity to great extent. Following are the core concepts and objects used in fork-join framework.

Fork

Fork is a process in which a task sppts itself into smaller and independent sub-tasks which can be executed concurrently.

Syntax

Sum left  = new Sum(array, low, mid);
left.fork();

Here Sum is a subclass of RecursiveTask and left.fork() spilts the task into sub-tasks.

Join

Join is a process in which a task join all the results of sub-tasks once the subtasks have finished executing, otherwise it keeps waiting.

Syntax

left.join();

Here left is an object of Sum class.

ForkJoinPool

it is a special thread pool designed to work with fork-and-join task spptting.

Syntax

ForkJoinPool forkJoinPool = new ForkJoinPool(4);

Here a new ForkJoinPool with a parallepsm level of 4 CPUs.

RecursiveAction

RecursiveAction represents a task which does not return any value.

Syntax

class Writer extends RecursiveAction {
   @Override
   protected void compute() { }
}

RecursiveTask

RecursiveTask represents a task which returns a value.

Syntax

class Sum extends RecursiveTask<Long> {
   @Override
   protected Long compute() { return null; }
}

Example

The following TestThread program shows usage of Fork-Join framework in thread based environment.

import java.util.concurrent.ExecutionException;
import java.util.concurrent.ForkJoinPool;
import java.util.concurrent.RecursiveTask;

pubpc class TestThread {

   pubpc static void main(final String[] arguments) throws InterruptedException, 
      ExecutionException {
      
      int nThreads = Runtime.getRuntime().availableProcessors();
      System.out.println(nThreads);
      
      int[] numbers = new int[1000]; 

      for(int i = 0; i < numbers.length; i++) {
         numbers[i] = i;
      }

      ForkJoinPool forkJoinPool = new ForkJoinPool(nThreads);
      Long result = forkJoinPool.invoke(new Sum(numbers,0,numbers.length));
      System.out.println(result);
   }  

   static class Sum extends RecursiveTask<Long> {
      int low;
      int high;
      int[] array;

      Sum(int[] array, int low, int high) {
         this.array = array;
         this.low   = low;
         this.high  = high;
      }

      protected Long compute() {
         
         if(high - low <= 10) {
            long sum = 0;
            
            for(int i = low; i < high; ++i) 
               sum += array[i];
               return sum;
         } else {	    	
            int mid = low + (high - low) / 2;
            Sum left  = new Sum(array, low, mid);
            Sum right = new Sum(array, mid, high);
            left.fork();
            long rightResult = right.compute();
            long leftResult  = left.join();
            return leftResult + rightResult;
         }
      }
   }
}

This will produce the following result.

Output

32
499500
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