python threading ThreadPoolExecutor源码解析
future: 未来对象,或task的返回容器
1. 当submit后:
def submit(self, fn, *args, **kwargs): with self._shutdown_lock: # lock是线程锁 if self._shutdown: raise RuntimeError('cannot schedule new futures after shutdown') f = _base.Future() # 创建future对象 w = _WorkItem(f, fn, args, kwargs) # 线程池执行基本单位 self._work_queue.put(w) #实现的是queue self._adjust_thread_count() # 这里会进行判断当前执行线程的数量 return f
2. _adjust_thread_count:
def _adjust_thread_count(self): # When the executor gets lost, the weakref callback will wake up # the worker threads. def weakref_cb(_, q=self._work_queue): q.put(None) # TODO(bquinlan): Should avoid creating new threads if there are more # idle threads than items in the work queue. num_threads = len(self._threads) if num_threads < self._max_workers: thread_name = '%s_%d' % (self._thread_name_prefix or self, num_threads) t = threading.Thread(name=thread_name, target=_worker, args=(weakref.ref(self, weakref_cb), self._work_queue)) # 创建线程,并调用_worker方法,传入work queue t.daemon = True t.start() self._threads.add(t) _threads_queues[t] = self._work_queue
3. _worker:
def _worker(executor_reference, work_queue): try: while True: work_item = work_queue.get(block=True) if work_item is not None: work_item.run() # Delete references to object. See issue16284 del work_item continue executor = executor_reference() # Exit if: # - The interpreter is shutting down OR # - The executor that owns the worker has been collected OR # - The executor that owns the worker has been shutdown. if _shutdown or executor is None or executor._shutdown: # Notice other workers work_queue.put(None) return del executor except BaseException: _base.LOGGER.critical('Exception in worker', exc_info=True)
4. WorkItem
class _WorkItem(object): def __init__(self, future, fn, args, kwargs): self.future = future self.fn = fn self.args = args self.kwargs = kwargs def run(self): if not self.future.set_running_or_notify_cancel(): return try: result = self.fn(*self.args, **self.kwargs) except BaseException as exc: self.future.set_exception(exc) # Break a reference cycle with the exception 'exc' self = None else: self.future.set_result(result)