4

我有这个 python 代码来读取文件,进行一些处理并并行写入结果:

def line_chunker(path):
    """
    Reads a file in chunks and yields each chunk.
    Each chunk is guaranteed to end at a carriage return (EOL).
    Each chunk is returned a single string.

    The number of chunks the file is split into is equal to the number of CPU cores
    available
    """
    size = os.path.getsize(path)
    cores = mp.cpu_count()
    chunksize = size/cores # gives truncated integer

    f = open(path)
    s = f.readline() # skip header
    while True:
        part = f.readlines(chunksize)
        if not part:
            f.close()
            break
        else:
            yield "".join(part)
    f.close()

def _validate(chunk, outq):
    """ Performs format validation on a given chunk of a csv file """
    rows = csv.reader(StringIO(chunk))
    vld = validation.RowValidator(rows)
    vld.check_rows()
    outq.put(vld.errors)

def _write(outq):
    """Writes lines in the outq to a text file """
    outfile = open("C:/testoutput.txt", "w")
    while True:
        result = outq.get()
        if result is None:
            outfile.close()
            break
        else:
            for line in result:
                outfile.write(line)
                outfile.write("\n")

def validate_pll(path):    
    """ Perform validation in parallel """

    pool = mp.Pool()
    outq = mp.Manager().Queue(maxsize = 8)

    writer = mp.Process(target = _write, args = (outq,))
    writer.start()
    for chunk in line_chunker(path):
        pool.apply_async(_validate, (chunk, outq))

    pool.close()
    pool.join()

它以块的形式读取文件,并为每个块启动一个进程来进行处理。处理的结果放在一个队列中,由另一个进程监视。

代码运行,但完成后我得到一个奇怪的EOFError.

我怀疑这是因为我不打电话writer.join(),但如果我添加这一行,就像这样:

def validate_pll(path):    
    """ Perform validation in parallel """

    pool = mp.Pool()
    outq = mp.Manager().Queue(maxsize = 8)

    writer = mp.Process(target = _write, args = (outq,))
    writer.start()
    for chunk in line_chunker(path):
        pool.apply_async(_validate, (chunk, outq))

    pool.close()
    pool.join()
    writer.join()

代码只是挂起。知道我做错了什么吗?

给出的错误信息是:

Process Process-10:
Traceback (most recent call last):
    File C\Anaconda\lib\multiprocessing\process.py, line 258, in _bootstrap
        self.run()
    File C\Anaconda\lib\multiprocessing\process.py line 114, in run
       self._target(*self._args, **self._kwargs)
    File C:\SVN\PortfolioInspector\trunk\parallel.py, line 114 in _write
       result = outq.get()
    File "(string)", line 2, in get
    File C\Anaconda\lib\multiprocessing\managers.py, line 759, in _callmethod
        kind, result = conn.recv()
EOFError
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1 回答 1

8

当主进程结束时,该_writer进程仍在等待写入条目。它通过打开与管理共享outq的进程的阻塞连接来等待条目。现在,在主进程完成执行时,进程关闭,将 EOF 发送到打开的连接,您会看到该异常。ManagerQueueManager_writer

要修复它,您需要_writer在主进程结束之前告诉关闭(并且通过扩展,Manager进程关闭)。您实际上已经为此设置了一个机制,只是没有使用它;发送Noneoutq,并将_writer有序关闭。在 之前调用它writer.join(),事情应该可以正常工作。

于 2014-09-23T12:45:00.623 回答