ForkJoinPool是对AbstractExecutorService类的扩展。ForkJoinPool允许其他线程向它提交任务，并根据设定将这些任务拆分为粒度更细的子任务，这些子任务将由ForkJoinPool内部的工作线程来并行执行，并且工作线程之间可以窃取彼此之间的任务。
ForkJoinPool使用:
ini
public class LongSumMain {
// 获取逻辑处理器数量
static final int NCPU = Runtime.getRuntime().availableProcessors();
public static void main(String[] args) throws Exception {
//准备数组
int[] array = Utils.buildRandomIntArray(100000000);
//递归任务
LongSum ls = new LongSum(array, 0, array.length);
// 构建ForkJoinPool
ForkJoinPool fjp = new ForkJoinPool(NCPU);
//ForkJoin计算数组总和
ForkJoinTask<Long> result = fjp.submit(ls);
System.out.println(result);
fjp.shutdown();
}
}
public class LongSum extends RecursiveTask<Long> {
// 任务拆分最小阈值
static final int SEQUENTIAL_THRESHOLD = 10000000;
int low;
int high;
int[] array;
LongSum(int[] arr, int lo, int hi) {
array = arr;
low = lo;
high = hi;
}
@Override
protected Long compute() {
//当任务拆分到小于等于阀值时开始求和
if (high - low <= SEQUENTIAL_THRESHOLD) {
long sum = 0;
for (int i = low; i < high; ++i) {
sum += array[i];
}
return sum;
} else { // 任务过大继续拆分
int mid = low + (high - low) / 2;
LongSum left = new LongSum(array, low, mid);
LongSum right = new LongSum(array, mid, high);
// 提交任务
left.fork();
right.fork();
//获取任务的执行结果,将阻塞当前线程直到对应的子任务完成运行并返回结果
long rightAns = right.compute();
long leftAns = left.join();
return leftAns + rightAns;
}
}
}传入的任务需要继承RecursiveTask类,然后实现compute方法,里面实现了拆分的逻辑.并且提交子任务给forkJoinPool.
构造函数:
java
/**
* Creates a {@code ForkJoinPool} with parallelism equal to {@link
* java.lang.Runtime#availableProcessors}, using the {@linkplain
* #defaultForkJoinWorkerThreadFactory default thread factory},
* no UncaughtExceptionHandler, and non-async LIFO processing mode.
*
* @throws SecurityException if a security manager exists and
* the caller is not permitted to modify threads
* because it does not hold {@link
* java.lang.RuntimePermission}{@code ("modifyThread")}
*/
public ForkJoinPool() {
this(Math.min(MAX_CAP, Runtime.getRuntime().availableProcessors()),
defaultForkJoinWorkerThreadFactory, null, false);
}
/**
* Creates a {@code ForkJoinPool} with the indicated parallelism
* level, the {@linkplain
* #defaultForkJoinWorkerThreadFactory default thread factory},
* no UncaughtExceptionHandler, and non-async LIFO processing mode.
*
* @param parallelism the parallelism level
* @throws IllegalArgumentException if parallelism less than or
* equal to zero, or greater than implementation limit
* @throws SecurityException if a security manager exists and
* the caller is not permitted to modify threads
* because it does not hold {@link
* java.lang.RuntimePermission}{@code ("modifyThread")}
*/
public ForkJoinPool(int parallelism) {
this(parallelism, defaultForkJoinWorkerThreadFactory, null, false);
}
/**
* Creates a {@code ForkJoinPool} with the given parameters.
*
* @param parallelism the parallelism level. For default value,
* use {@link java.lang.Runtime#availableProcessors}.
* @param factory the factory for creating new threads. For default value,
* use {@link #defaultForkJoinWorkerThreadFactory}.
* @param handler the handler for internal worker threads that
* terminate due to unrecoverable errors encountered while executing
* tasks. For default value, use {@code null}.
* @param asyncMode if true,
* establishes local first-in-first-out scheduling mode for forked
* tasks that are never joined. This mode may be more appropriate
* than default locally stack-based mode in applications in which
* worker threads only process event-style asynchronous tasks.
* For default value, use {@code false}.
* @throws IllegalArgumentException if parallelism less than or
* equal to zero, or greater than implementation limit
* @throws NullPointerException if the factory is null
* @throws SecurityException if a security manager exists and
* the caller is not permitted to modify threads
* because it does not hold {@link
* java.lang.RuntimePermission}{@code ("modifyThread")}
*/
public ForkJoinPool(int parallelism,
ForkJoinWorkerThreadFactory factory,
UncaughtExceptionHandler handler,
boolean asyncMode) {
this(checkParallelism(parallelism),
checkFactory(factory),
handler,
asyncMode ? FIFO_QUEUE : LIFO_QUEUE,
"ForkJoinPool-" + nextPoolId() + "-worker-");
checkPermission();
}
/**
* Creates a {@code ForkJoinPool} with the given parameters, without
* any security checks or parameter validation. Invoked directly by
* makeCommonPool.
*/
private ForkJoinPool(int parallelism,
ForkJoinWorkerThreadFactory factory,
UncaughtExceptionHandler handler,
int mode,
String workerNamePrefix) {
this.workerNamePrefix = workerNamePrefix;
this.factory = factory;
this.ueh = handler;
this.config = (parallelism & SMASK) | mode;
long np = (long)(-parallelism); // offset ctl counts
this.ctl = ((np << AC_SHIFT) & AC_MASK) | ((np << TC_SHIFT) & TC_MASK);
}构造方法总结:
1.如果我们不传入并行数的话,会在我们的cpu数和0x7fff取一个最小值.
2.如果我们没有传入线程池的话,会用默认的DefaultForkJoinWorkerThreadFactory.
3.想自定义拒绝策略的话可以实现UncaughtExceptionHandler接口.
4.可以根据这个值asyncMode来选择队列结构,为true时.使用先进先出,false时,使用后进先出.
submit方法:
typescript
/**
* Submits a ForkJoinTask for execution.
*
* @param task the task to submit
* @param <T> the type of the task's result
* @return the task
* @throws NullPointerException if the task is null
* @throws RejectedExecutionException if the task cannot be
* scheduled for execution
*/
public <T> ForkJoinTask<T> submit(ForkJoinTask<T> task) {
if (task == null)
throw new NullPointerException();
externalPush(task);
return task;
}如果任务为空,则抛出异常.
externalPush方法:
scss
/**
* Tries to add the given task to a submission queue at
* submitter's current queue. Only the (vastly) most common path
* is directly handled in this method, while screening for need
* for externalSubmit.
*
* @param task the task. Caller must ensure non-null.
*/
final void externalPush(ForkJoinTask<?> task) {
WorkQueue[] ws; WorkQueue q; int m;
int r = ThreadLocalRandom.getProbe();
int rs = runState;
if ((ws = workQueues) != null && (m = (ws.length - 1)) >= 0 &&
(q = ws[m & r & SQMASK]) != null && r != 0 && rs > 0 &&
U.compareAndSwapInt(q, QLOCK, 0, 1)) {
ForkJoinTask<?>[] a; int am, n, s;
if ((a = q.array) != null &&
(am = a.length - 1) > (n = (s = q.top) - q.base)) {
int j = ((am & s) << ASHIFT) + ABASE;
U.putOrderedObject(a, j, task);
U.putOrderedInt(q, QTOP, s + 1);
U.putIntVolatile(q, QLOCK, 0);
if (n <= 1)
signalWork(ws, q);
return;
}
U.compareAndSwapInt(q, QLOCK, 1, 0);
}
externalSubmit(task);
}方法理解:
signalWork方法:
ini
/**
* Tries to create or activate a worker if too few are active.
*
* @param ws the worker array to use to find signallees
* @param q a WorkQueue --if non-null, don't retry if now empty
*/
final void signalWork(WorkQueue[] ws, WorkQueue q) {
long c; int sp, i; WorkQueue v; Thread p;
while ((c = ctl) < 0L) { // too few active
if ((sp = (int)c) == 0) { // no idle workers
if ((c & ADD_WORKER) != 0L) // too few workers
tryAddWorker(c);
break;
}
if (ws == null) // unstarted/terminated
break;
if (ws.length <= (i = sp & SMASK)) // terminated
break;
if ((v = ws[i]) == null) // terminating
break;
int vs = (sp + SS_SEQ) & ~INACTIVE; // next scanState
int d = sp - v.scanState; // screen CAS
long nc = (UC_MASK & (c + AC_UNIT)) | (SP_MASK & v.stackPred);
if (d == 0 && U.compareAndSwapLong(this, CTL, c, nc)) {
v.scanState = vs; // activate v
if ((p = v.parker) != null)
U.unpark(p);
break;
}
if (q != null && q.base == q.top) // no more work
break;
}
}方法理解:
tryAddWorker方法:
arduino
/**
* Tries to add one worker, incrementing ctl counts before doing
* so, relying on createWorker to back out on failure.
*
* @param c incoming ctl value, with total count negative and no
* idle workers. On CAS failure, c is refreshed and retried if
* this holds (otherwise, a new worker is not needed).
*/
private void tryAddWorker(long c) {
boolean add = false;
do {
long nc = ((AC_MASK & (c + AC_UNIT)) |
(TC_MASK & (c + TC_UNIT)));
if (ctl == c) {
int rs, stop; // check if terminating
if ((stop = (rs = lockRunState()) & STOP) == 0)
add = U.compareAndSwapLong(this, CTL, c, nc);
unlockRunState(rs, rs & ~RSLOCK);
if (stop != 0)
break;
if (add) {
createWorker();
break;
}
}
} while (((c = ctl) & ADD_WORKER) != 0L && (int)c == 0);
}各种位运算,看着头晕眼花.直接看最关键的方法,了解思路.
createWorker方法:
java
/**
* Tries to construct and start one worker. Assumes that total
* count has already been incremented as a reservation. Invokes
* deregisterWorker on any failure.
*
* @return true if successful
*/
private boolean createWorker() {
ForkJoinWorkerThreadFactory fac = factory;
Throwable ex = null;
ForkJoinWorkerThread wt = null;
try {
if (fac != null && (wt = fac.newThread(this)) != null) {
wt.start();
return true;
}
} catch (Throwable rex) {
ex = rex;
}
deregisterWorker(wt, ex);
return false;
}方法理解:
registerWorker方法:
ini
/**
* Callback from ForkJoinWorkerThread constructor to establish and
* record its WorkQueue.
*
* @param wt the worker thread
* @return the worker's queue
*/
final WorkQueue registerWorker(ForkJoinWorkerThread wt) {
UncaughtExceptionHandler handler;
wt.setDaemon(true); // configure thread
if ((handler = ueh) != null)
wt.setUncaughtExceptionHandler(handler);
WorkQueue w = new WorkQueue(this, wt);
int i = 0; // assign a pool index
int mode = config & MODE_MASK;
int rs = lockRunState();
try {
WorkQueue[] ws; int n; // skip if no array
if ((ws = workQueues) != null && (n = ws.length) > 0) {
int s = indexSeed += SEED_INCREMENT; // unlikely to collide
int m = n - 1;
i = ((s << 1) | 1) & m; // odd-numbered indices
if (ws[i] != null) { // collision
int probes = 0; // step by approx half n
int step = (n <= 4) ? 2 : ((n >>> 1) & EVENMASK) + 2;
while (ws[i = (i + step) & m] != null) {
if (++probes >= n) {
workQueues = ws = Arrays.copyOf(ws, n <<= 1);
m = n - 1;
probes = 0;
}
}
}
w.hint = s; // use as random seed
w.config = i | mode;
w.scanState = i; // publication fence
ws[i] = w;
}
} finally {
unlockRunState(rs, rs & ~RSLOCK);
}
wt.setName(workerNamePrefix.concat(Integer.toString(i >>> 1)));
return w;
}方法理解:
创建完线程,然后进行返回,调用start方法.自然而然的就会执行run方法.
ForkJoinWorkerThread的run方法:
php
/**
* This method is required to be public, but should never be
* called explicitly. It performs the main run loop to execute
* {@link ForkJoinTask}s.
*/
public void run() {
if (workQueue.array == null) { // only run once
Throwable exception = null;
try {
onStart();
pool.runWorker(workQueue);
} catch (Throwable ex) {
exception = ex;
} finally {
try {
onTermination(exception);
} catch (Throwable ex) {
if (exception == null)
exception = ex;
} finally {
pool.deregisterWorker(this, exception);
}
}
}
}runWorker方法:
scss
/**
* Top-level runloop for workers, called by ForkJoinWorkerThread.run.
*/
final void runWorker(WorkQueue w) {
w.growArray(); // allocate queue
int seed = w.hint; // initially holds randomization hint
int r = (seed == 0) ? 1 : seed; // avoid 0 for xorShift
for (ForkJoinTask<?> t;;) {
if ((t = scan(w, r)) != null)
w.runTask(t);
else if (!awaitWork(w, r))
break;
r ^= r << 13; r ^= r >>> 17; r ^= r << 5; // xorshift
}
}growArray方法:
ini
/**
* Initializes or doubles the capacity of array. Call either
* by owner or with lock held -- it is OK for base, but not
* top, to move while resizings are in progress.
*/
final ForkJoinTask<?>[] growArray() {
ForkJoinTask<?>[] oldA = array;
int size = oldA != null ? oldA.length << 1 : INITIAL_QUEUE_CAPACITY;
if (size > MAXIMUM_QUEUE_CAPACITY)
throw new RejectedExecutionException("Queue capacity exceeded");
int oldMask, t, b;
ForkJoinTask<?>[] a = array = new ForkJoinTask<?>[size];
if (oldA != null && (oldMask = oldA.length - 1) >= 0 &&
(t = top) - (b = base) > 0) {
int mask = size - 1;
do { // emulate poll from old array, push to new array
ForkJoinTask<?> x;
int oldj = ((b & oldMask) << ASHIFT) + ABASE;
int j = ((b & mask) << ASHIFT) + ABASE;
x = (ForkJoinTask<?>)U.getObjectVolatile(oldA, oldj);
if (x != null &&
U.compareAndSwapObject(oldA, oldj, x, null))
U.putObjectVolatile(a, j, x);
} while (++b != t);
}
return a;
}这是一个扩容的方法.感兴趣的话,可以自己研究下.
scan方法:
ini
/**
* Scans for and tries to steal a top-level task. Scans start at a
* random location, randomly moving on apparent contention,
* otherwise continuing linearly until reaching two consecutive
* empty passes over all queues with the same checksum (summing
* each base index of each queue, that moves on each steal), at
* which point the worker tries to inactivate and then re-scans,
* attempting to re-activate (itself or some other worker) if
* finding a task; otherwise returning null to await work. Scans
* otherwise touch as little memory as possible, to reduce
* disruption on other scanning threads.
*
* @param w the worker (via its WorkQueue)
* @param r a random seed
* @return a task, or null if none found
*/
private ForkJoinTask<?> scan(WorkQueue w, int r) {
WorkQueue[] ws; int m;
if ((ws = workQueues) != null && (m = ws.length - 1) > 0 && w != null) {
int ss = w.scanState; // initially non-negative
for (int origin = r & m, k = origin, oldSum = 0, checkSum = 0;;) {
WorkQueue q; ForkJoinTask<?>[] a; ForkJoinTask<?> t;
int b, n; long c;
if ((q = ws[k]) != null) {
if ((n = (b = q.base) - q.top) < 0 &&
(a = q.array) != null) { // non-empty
long i = (((a.length - 1) & b) << ASHIFT) + ABASE;
if ((t = ((ForkJoinTask<?>)
U.getObjectVolatile(a, i))) != null &&
q.base == b) {
if (ss >= 0) {
if (U.compareAndSwapObject(a, i, t, null)) {
q.base = b + 1;
if (n < -1) // signal others
signalWork(ws, q);
return t;
}
}
else if (oldSum == 0 && // try to activate
w.scanState < 0)
tryRelease(c = ctl, ws[m & (int)c], AC_UNIT);
}
if (ss < 0) // refresh
ss = w.scanState;
r ^= r << 1; r ^= r >>> 3; r ^= r << 10;
origin = k = r & m; // move and rescan
oldSum = checkSum = 0;
continue;
}
checkSum += b;
}
if ((k = (k + 1) & m) == origin) { // continue until stable
if ((ss >= 0 || (ss == (ss = w.scanState))) &&
oldSum == (oldSum = checkSum)) {
if (ss < 0 || w.qlock < 0) // already inactive
break;
int ns = ss | INACTIVE; // try to inactivate
long nc = ((SP_MASK & ns) |
(UC_MASK & ((c = ctl) - AC_UNIT)));
w.stackPred = (int)c; // hold prev stack top
U.putInt(w, QSCANSTATE, ns);
if (U.compareAndSwapLong(this, CTL, c, nc))
ss = ns;
else
w.scanState = ss; // back out
}
checkSum = 0;
}
}
}
return null;
}方法理解:
tryRelease方法:
java
/**
* Signals and releases worker v if it is top of idle worker
* stack. This performs a one-shot version of signalWork only if
* there is (apparently) at least one idle worker.
*
* @param c incoming ctl value
* @param v if non-null, a worker
* @param inc the increment to active count (zero when compensating)
* @return true if successful
*/
private boolean tryRelease(long c, WorkQueue v, long inc) {
int sp = (int)c, vs = (sp + SS_SEQ) & ~INACTIVE; Thread p;
if (v != null && v.scanState == sp) { // v is at top of stack
long nc = (UC_MASK & (c + inc)) | (SP_MASK & v.stackPred);
if (U.compareAndSwapLong(this, CTL, c, nc)) {
v.scanState = vs;
if ((p = v.parker) != null)
U.unpark(p);
return true;
}
}
return false;
}方法理解:
runtask方法:
scss
/**
* Executes the given task and any remaining local tasks.
*/
final void runTask(ForkJoinTask<?> task) {
if (task != null) {
scanState &= ~SCANNING; // mark as busy
(currentSteal = task).doExec();
U.putOrderedObject(this, QCURRENTSTEAL, null); // release for GC
execLocalTasks();
ForkJoinWorkerThread thread = owner;
if (++nsteals < 0) // collect on overflow
transferStealCount(pool);
scanState |= SCANNING;
if (thread != null)
thread.afterTopLevelExec();
}
}方法理解:
奥妙就在doExec方法中.跟着点进去.就会发现.
doExec方法:
最后会调用到我们实现的compute方法.然后就会去调用fork方法.
fork方法:
kotlin
/**
* Arranges to asynchronously execute this task in the pool the
* current task is running in, if applicable, or using the {@link
* ForkJoinPool#commonPool()} if not {@link #inForkJoinPool}. While
* it is not necessarily enforced, it is a usage error to fork a
* task more than once unless it has completed and been
* reinitialized. Subsequent modifications to the state of this
* task or any data it operates on are not necessarily
* consistently observable by any thread other than the one
* executing it unless preceded by a call to {@link #join} or
* related methods, or a call to {@link #isDone} returning {@code
* true}.
*
* @return {@code this}, to simplify usage
*/
public final ForkJoinTask<V> fork() {
Thread t;
if ((t = Thread.currentThread()) instanceof ForkJoinWorkerThread)
((ForkJoinWorkerThread)t).workQueue.push(this);
else
ForkJoinPool.common.externalPush(this);
return this;
}方法理解:
点进去会发现,形成了一个闭环.
我们还剩一个方法没有点进去看.那就是workQueues为空的时候会进的方法externalSubmit方法.
externalSubmit方法:
ini
/**
* Full version of externalPush, handling uncommon cases, as well
* as performing secondary initialization upon the first
* submission of the first task to the pool. It also detects
* first submission by an external thread and creates a new shared
* queue if the one at index if empty or contended.
*
* @param task the task. Caller must ensure non-null.
*/
private void externalSubmit(ForkJoinTask<?> task) {
int r; // initialize caller's probe
if ((r = ThreadLocalRandom.getProbe()) == 0) {
ThreadLocalRandom.localInit();
r = ThreadLocalRandom.getProbe();
}
for (;;) {
WorkQueue[] ws; WorkQueue q; int rs, m, k;
boolean move = false;
if ((rs = runState) < 0) {
tryTerminate(false, false); // help terminate
throw new RejectedExecutionException();
}
else if ((rs & STARTED) == 0 || // initialize
((ws = workQueues) == null || (m = ws.length - 1) < 0)) {
int ns = 0;
rs = lockRunState();
try {
if ((rs & STARTED) == 0) {
U.compareAndSwapObject(this, STEALCOUNTER, null,
new AtomicLong());
// create workQueues array with size a power of two
int p = config & SMASK; // ensure at least 2 slots
int n = (p > 1) ? p - 1 : 1;
n |= n >>> 1; n |= n >>> 2; n |= n >>> 4;
n |= n >>> 8; n |= n >>> 16; n = (n + 1) << 1;
workQueues = new WorkQueue[n];
ns = STARTED;
}
} finally {
unlockRunState(rs, (rs & ~RSLOCK) | ns);
}
}
else if ((q = ws[k = r & m & SQMASK]) != null) {
if (q.qlock == 0 && U.compareAndSwapInt(q, QLOCK, 0, 1)) {
ForkJoinTask<?>[] a = q.array;
int s = q.top;
boolean submitted = false; // initial submission or resizing
try { // locked version of push
if ((a != null && a.length > s + 1 - q.base) ||
(a = q.growArray()) != null) {
int j = (((a.length - 1) & s) << ASHIFT) + ABASE;
U.putOrderedObject(a, j, task);
U.putOrderedInt(q, QTOP, s + 1);
submitted = true;
}
} finally {
U.compareAndSwapInt(q, QLOCK, 1, 0);
}
if (submitted) {
signalWork(ws, q);
return;
}
}
move = true; // move on failure
}
else if (((rs = runState) & RSLOCK) == 0) { // create new queue
q = new WorkQueue(this, null);
q.hint = r;
q.config = k | SHARED_QUEUE;
q.scanState = INACTIVE;
rs = lockRunState(); // publish index
if (rs > 0 && (ws = workQueues) != null &&
k < ws.length && ws[k] == null)
ws[k] = q; // else terminated
unlockRunState(rs, rs & ~RSLOCK);
}
else
move = true; // move if busy
if (move)
r = ThreadLocalRandom.advanceProbe(r);
}
}方法理解:
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