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multiprocessing.Pool在Linux / Python2.7上的terminate()之后产

发布时间:2020-12-13 23:56:13 所属栏目:Linux 来源:网络整理
导读:我有一个可执行文件,我需要经常运行,具有不同的参数.为此,我使用多处理模块编写了一个小的 Python(2.7)包装器,遵循给定的模式 here. 我的代码看起来像这样: try: logging.info("starting pool runs") pool.map(run_nlin,params) pool.close() except Keyboa
我有一个可执行文件,我需要经常运行,具有不同的参数.为此,我使用多处理模块编写了一个小的 Python(2.7)包装器,遵循给定的模式 here.

我的代码看起来像这样:

try:
     logging.info("starting pool runs")
     pool.map(run_nlin,params)
     pool.close()
 except KeyboardInterrupt:
     logging.info("^C pressed")
     pool.terminate()
 except Exception,e:
     logging.info("exception caught: ",e)
     pool.terminate()
 finally:
     time.sleep(5)
     pool.join()
     logging.info("done")

我的工作人员在这里:

class KeyboardInterruptError(Exception): pass

def run_nlin((path_config,path_log,path_nlin,update_method)):
    try:
        with open(path_log,"w") as log_:
            cmdline = [path_nlin,path_config]
            if update_method:
                cmdline += [update_method,]
            sp.call(cmdline,stdout=log_,stderr=log_)
    except KeyboardInterrupt:
        time.sleep(5)
        raise KeyboardInterruptError()
    except:
        raise

path_config是二进制程序的配置文件的路径;在那里,例如运行程序的日期.

当我启动包装器时,一切看起来都很好.但是,当我按下^ C时,包装器脚本似乎在终止之前从池中启动了一个额外的numproc进程.例如,当我在1-10天启动脚本时,我可以在ps aux输出中看到二进制程序的两个实例正在运行(通常是第1天和第3天).现在,当我按^ C时,包装器脚本退出,第1天和第3天的二进制程序消失了,但是有新的二进制程序在第5天和第7天运行.

所以对我而言,似乎Pool在最终死亡之前启动了另一个numproc进程.

任何想法在这里发生了什么,我能做些什么呢?

解决方法

在 this page,多处理模块的作者Jesse Noller表明,处理KeyboardInterrupt的正确方法是让子进程返回 – 而不是重新加载异常.这允许主进程终止池.

但是,如下面的代码所示,直到运行了pool.map生成的所有任务之后,主进程才会到达除KeyboardInterrupt块之外的其他内容.这就是为什么(我相信)你在按下Ctrl-C后看到对你的工作函数run_nlin的额外调用.

一种可能的解决方法是,如果已设置multiprocessing.Event,则测试所有工作器函数.如果事件已经设定,那么让工人提早纾困,否则,继续进行长时间的计算.

import logging
import multiprocessing as mp
import time

logger = mp.log_to_stderr(logging.WARNING)

def worker(x):
    try:
        if not terminating.is_set():
            logger.warn("Running worker({x!r})".format(x = x))
            time.sleep(3)
        else:
            logger.warn("got the message... we're terminating!")
    except KeyboardInterrupt:
        logger.warn("terminating is set")        
        terminating.set()
    return x

def initializer(terminating_):
    # This places terminating in the global namespace of the worker subprocesses.
    # This allows the worker function to access `terminating` even though it is
    # not passed as an argument to the function.
    global terminating
    terminating = terminating_

def main():
    terminating = mp.Event()    
    result = []
    pool = mp.Pool(initializer=initializer,initargs=(terminating,))
    params = range(12)
    try:
         logger.warn("starting pool runs")
         result = pool.map(worker,params)
         pool.close()
    except KeyboardInterrupt:
        logger.warn("^C pressed")
        pool.terminate()
    finally:
        pool.join()
        logger.warn('done: {r}'.format(r = result))

if __name__ == '__main__':
    main()

运行脚本会产生:

% test.py
[WARNING/MainProcess] starting pool runs
[WARNING/PoolWorker-1] Running worker(0)
[WARNING/PoolWorker-2] Running worker(1)
[WARNING/PoolWorker-3] Running worker(2)
[WARNING/PoolWorker-4] Running worker(3)

按下Ctrl-C;每个工人都设置终止事件.我们真的只需要一个设置它,但这可以工作尽管效率低下.

C-c C-c[WARNING/PoolWorker-4] terminating is set
[WARNING/PoolWorker-2] terminating is set
[WARNING/PoolWorker-3] terminating is set
[WARNING/PoolWorker-1] terminating is set

现在运行pool.map排队的所有其他任务:

[WARNING/PoolWorker-4] got the message... we're terminating!
[WARNING/PoolWorker-2] got the message... we're terminating!
[WARNING/PoolWorker-1] got the message... we're terminating!
[WARNING/PoolWorker-2] got the message... we're terminating!
[WARNING/PoolWorker-4] got the message... we're terminating!
[WARNING/PoolWorker-2] got the message... we're terminating!
[WARNING/PoolWorker-1] got the message... we're terminating!
[WARNING/PoolWorker-3] got the message... we're terminating!

最后,主进程到达除KeyboardInterrupt块之外.

[WARNING/MainProcess] ^C pressed
[WARNING/MainProcess] done: []

(编辑:李大同)

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