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我有这样的Python代码读取文件,做一些处理和并行写入结果:蟒蛇多队列错误
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()
它读取数据块并为每个块的文件启动一个进程做处理。处理结果放在队列中,由另一个进程监视。
该代码运行,但完成后我得到一个奇怪的EOFError
。
我怀疑这是因为我不叫writer.join()
,但如果我加入这一行,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()
的代码只是挂起。 任何想法我做错了什么?
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
唉!当然。我想我认为如果队列中什么都没有,队列会自动给出None,但是当然如果你在一个空队列上调用get(),它只是等待返回一些东西。 我在''''''''''''''''''''''''''''''''''''''''''''''''''''之前添加了一个''outq.put(None)'',现在它工作正常。 – jramm 2014-09-23 12:53:20