我有这个python代码来读取文件,进行一些处理并并行地写出结果:
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。处理结果放在队列中,由另一个进程监视。
代码运行,但在完成后我得到一个奇怪的EOFError
。
我怀疑是因为我没有打电话给writer.join()
,但是如果我添加这一行,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
答案 0 :(得分:2)
当主进程结束时,_writer
进程仍在等待将条目写入outq
。它通过打开与管理共享Manager
的{{1}}进程的阻止连接来等待条目。现在,在主进程完成其执行时,Queue
进程关闭,将EOF发送到Manager
打开的连接,并且您看到该异常。
要修复它,您需要告诉_writer
在主进程结束之前关闭(并且通过扩展,_writer
进程关闭)。你实际上已经有了一个机制,你只是没有使用它;向Manager
发送None
,outq
将按顺序关闭。在_writer
之前调用,事情应该正常。