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Java fork/join 框架說明示例

fork/join 框架設計為將並行任務遞迴拆分為較小的任務, 然後將每個子專案的結果合併以產生總體結果。它是 ExecutorService 介面的一個實現, 它將這些子任務分配給執行緒池中的工作執行緒, 稱為 ForkJoinPool。讓我們開始探索如何定義任務和子任務。
需要繼承RecursiveTask這個類,並實現唯一的一個抽象方法
protected Long compute() {
return null;
}

此方法定義了將手頭的任務拆分為子任務的邏輯和演算法, 以便在不再可能或不方便地進一步劃分時, 生成一個單獨的工作項的結果。為此方法的實施經常類似以下虛擬碼:

if (task is small enough or no longer divisible(任務足夠小或不再可分)) {
compute task sequentially(順序計算該任務)
} else {
split task in two subtasks(將任務拆分2個子任務)
call this method recursively possibly further splitting each subtask(遞迴呼叫此方法可能進一步拆分每個子任務)
wait for the completion of all subtasks(等待所有子任務的完成)
combine the
results of each subtask(合併每個子任務的結果) }

用fork/join框架並行求和示例程式碼:

import java.util.concurrent.ForkJoinPool;
import java.util.concurrent.ForkJoinTask;
import java.util.concurrent.RecursiveTask;
import java.util.function.Function;
import java.util.stream.LongStream;

@SuppressWarnings("serial")
public class
ForkJoinRecursiveTasks extends RecursiveTask<Long>{ public static final ForkJoinPool FORK_JOIN_POOL = new ForkJoinPool(); public static final long THRESHOLD = 10_000; private final long[] numbers; private final int start; private final int end; private ForkJoinRecursiveTasks(long[] numbers, int start, int end) { this.numbers = numbers; this.start = start; this.end = end; } @Override protected Long compute() { int length = end - start; if (length <= THRESHOLD) { return computeSequentially(); } ForkJoinRecursiveTasks leftTask = new ForkJoinRecursiveTasks(numbers, start, start + length/2); leftTask.fork(); ForkJoinRecursiveTasks rightTask = new ForkJoinRecursiveTasks(numbers, start + length/2, end); Long rightResult = rightTask.compute(); Long leftResult = leftTask.join(); return leftResult + rightResult; } private Long computeSequentially() { long sum = 0; for (int i = start; i < end; i++) { sum += numbers[i]; } return sum; } public static long forkJoinSum(long n) { long[] numbers = LongStream.rangeClosed(1, n).toArray(); ForkJoinTask<Long> task = new ForkJoinSumCalculator(numbers); return FORK_JOIN_POOL.invoke(task); } public static <T, R> long measurePerf(Function<T, R> f, T input) { long fastest = Long.MAX_VALUE; for (int i = 0; i < 10; i++) { long start = System.nanoTime(); R result = f.apply(input); long duration = (System.nanoTime() - start) / 1_000_000; System.out.println("Result: " + result); if (duration < fastest) fastest = duration; } return fastest; } public static void main(String[] args) { System.out.println("Range forkJoinSum done in: " + measurePerf(ForkJoinRecursiveTasks::forkJoinSum, 100_000_000L) + " msecs"); } }