Performance of subprocess.check_output vs subprocess.call
Question:
I’ve been using subprocess.check_output() for some time to capture output from subprocesses, but ran into some performance problems under certain circumstances. I’m running this on a RHEL6 machine.
The calling Python environment is linux-compiled and 64-bit. The subprocess I’m executing is a shell script which eventually fires off a Windows python.exe process via Wine (why this foolishness is required is another story). As input to the shell script, I’m piping in a small bit of Python code that gets passed off to python.exe.
While the system is under moderate/heavy load (40 to 70% CPU utilization), I’ve noticed that using subprocess.check_output(cmd, shell=True) can result in a significant delay (up to ~45 seconds) after the subprocess has finished execution before the check_output command returns. Looking at output from ps -efH during this time shows the called subprocess as sh <defunct>, until it finally returns with a normal zero exit status.
Conversely, using subprocess.call(cmd, shell=True) to run the same command under the same moderate/heavy load will cause the subprocess to return immediately with no delay, all output printed to STDOUT/STDERR (rather than returned from the function call).
Why is there such a significant delay only when check_output() is redirecting the STDOUT/STDERR output into its return value, and not when the call() simply prints it back to the parent’s STDOUT/STDERR?
Answers:
Let’s look at the code. The .check_output has the following wait:
def _internal_poll(self, _deadstate=None, _waitpid=os.waitpid,
_WNOHANG=os.WNOHANG, _os_error=os.error, _ECHILD=errno.ECHILD):
"""Check if child process has terminated. Returns returncode
attribute.
This method is called by __del__, so it cannot reference anything
outside of the local scope (nor can any methods it calls).
"""
if self.returncode is None:
try:
pid, sts = _waitpid(self.pid, _WNOHANG)
if pid == self.pid:
self._handle_exitstatus(sts)
except _os_error as e:
if _deadstate is not None:
self.returncode = _deadstate
if e.errno == _ECHILD:
# This happens if SIGCLD is set to be ignored or
# waiting for child processes has otherwise been
# disabled for our process. This child is dead, we
# can't get the status.
# http://bugs.python.org/issue15756
self.returncode = 0
return self.returncode
The .call waits using the following code:
def wait(self):
"""Wait for child process to terminate. Returns returncode
attribute."""
while self.returncode is None:
try:
pid, sts = _eintr_retry_call(os.waitpid, self.pid, 0)
except OSError as e:
if e.errno != errno.ECHILD:
raise
# This happens if SIGCLD is set to be ignored or waiting
# for child processes has otherwise been disabled for our
# process. This child is dead, we can't get the status.
pid = self.pid
sts = 0
# Check the pid and loop as waitpid has been known to return
# 0 even without WNOHANG in odd situations. issue14396.
if pid == self.pid:
self._handle_exitstatus(sts)
return self.returncode
Notice that bug related to internal_poll. It is viewable at http://bugs.python.org/issue15756. Pretty much exactly the issue you are running into.
Edit: The other potential issue between .call and .check_output is that .check_output actually cares about stdin and stdout and will try to perform IO against both pipes. If you are running into a process that get’s itself into a zombie state it is possible that a read against a pipe in a defunct state is causing the hang you are experiencing.
In most cases zombie states get cleaned up pretty quickly, but, they will not if for instance they are interrupted while in a system call (like read or write). Of course the read/write system call should itself be interrupted as soon as the IO can no longer be performed, but, it is possible that you are hitting some sort of race condition where things are getting killed in a bad order.
The only way that I can think of to determine which is the cause in this case is for you to either add debugging code to the subprocess file or to invoke the python debugger and initiate a backtrace when you run into the condition you are experiencing.
Reading the docs, both subprocess.call and subprocess.check_output are use-cases of subprocess.Popen. One minor difference is that check_output will raise a Python error if the subprocess returns a non-zero exit status. The greater difference is emphasized in the bit about check_output (my emphasis):
The full function signature is largely the same as that of the Popen constructor, except that stdout is not permitted as it is used internally. All other supplied arguments are passed directly through to the Popen constructor.
So how is stdout “used internally”? Let’s compare call and check_output:
call
def call(*popenargs, **kwargs):
return Popen(*popenargs, **kwargs).wait()
check_output
def check_output(*popenargs, **kwargs):
if 'stdout' in kwargs:
raise ValueError('stdout argument not allowed, it will be overridden.')
process = Popen(stdout=PIPE, *popenargs, **kwargs)
output, unused_err = process.communicate()
retcode = process.poll()
if retcode:
cmd = kwargs.get("args")
if cmd is None:
cmd = popenargs[0]
raise CalledProcessError(retcode, cmd, output=output)
return output
communicate
Now we have to look at Popen.communicate as well. Doing this, we notice that for one pipe, communicate does several things which simply take more time than simply returning Popen().wait(), as call does.
For one thing, communicate processes stdout=PIPE whether you set shell=True or not. Clearly, call does not. It just lets your shell spout whatever… making it a security risk, as Python describes here.
Secondly, in the case of check_output(cmd, shell=True) (just one pipe)… whatever your subprocess sends to stdout is processed by a thread in the _communicate method. And Popen must join the thread (wait on it) before additionally waiting on the subprocess itself to terminate!
Plus, more trivially, it processes stdout as a list which must then be joined into a string.
In short, even with minimal arguments, check_output spends a lot more time in Python processes than call does.
I’ve been using subprocess.check_output() for some time to capture output from subprocesses, but ran into some performance problems under certain circumstances. I’m running this on a RHEL6 machine.
The calling Python environment is linux-compiled and 64-bit. The subprocess I’m executing is a shell script which eventually fires off a Windows python.exe process via Wine (why this foolishness is required is another story). As input to the shell script, I’m piping in a small bit of Python code that gets passed off to python.exe.
While the system is under moderate/heavy load (40 to 70% CPU utilization), I’ve noticed that using subprocess.check_output(cmd, shell=True) can result in a significant delay (up to ~45 seconds) after the subprocess has finished execution before the check_output command returns. Looking at output from ps -efH during this time shows the called subprocess as sh <defunct>, until it finally returns with a normal zero exit status.
Conversely, using subprocess.call(cmd, shell=True) to run the same command under the same moderate/heavy load will cause the subprocess to return immediately with no delay, all output printed to STDOUT/STDERR (rather than returned from the function call).
Why is there such a significant delay only when check_output() is redirecting the STDOUT/STDERR output into its return value, and not when the call() simply prints it back to the parent’s STDOUT/STDERR?
Let’s look at the code. The .check_output has the following wait:
def _internal_poll(self, _deadstate=None, _waitpid=os.waitpid,
_WNOHANG=os.WNOHANG, _os_error=os.error, _ECHILD=errno.ECHILD):
"""Check if child process has terminated. Returns returncode
attribute.
This method is called by __del__, so it cannot reference anything
outside of the local scope (nor can any methods it calls).
"""
if self.returncode is None:
try:
pid, sts = _waitpid(self.pid, _WNOHANG)
if pid == self.pid:
self._handle_exitstatus(sts)
except _os_error as e:
if _deadstate is not None:
self.returncode = _deadstate
if e.errno == _ECHILD:
# This happens if SIGCLD is set to be ignored or
# waiting for child processes has otherwise been
# disabled for our process. This child is dead, we
# can't get the status.
# http://bugs.python.org/issue15756
self.returncode = 0
return self.returncode
The .call waits using the following code:
def wait(self):
"""Wait for child process to terminate. Returns returncode
attribute."""
while self.returncode is None:
try:
pid, sts = _eintr_retry_call(os.waitpid, self.pid, 0)
except OSError as e:
if e.errno != errno.ECHILD:
raise
# This happens if SIGCLD is set to be ignored or waiting
# for child processes has otherwise been disabled for our
# process. This child is dead, we can't get the status.
pid = self.pid
sts = 0
# Check the pid and loop as waitpid has been known to return
# 0 even without WNOHANG in odd situations. issue14396.
if pid == self.pid:
self._handle_exitstatus(sts)
return self.returncode
Notice that bug related to internal_poll. It is viewable at http://bugs.python.org/issue15756. Pretty much exactly the issue you are running into.
Edit: The other potential issue between .call and .check_output is that .check_output actually cares about stdin and stdout and will try to perform IO against both pipes. If you are running into a process that get’s itself into a zombie state it is possible that a read against a pipe in a defunct state is causing the hang you are experiencing.
In most cases zombie states get cleaned up pretty quickly, but, they will not if for instance they are interrupted while in a system call (like read or write). Of course the read/write system call should itself be interrupted as soon as the IO can no longer be performed, but, it is possible that you are hitting some sort of race condition where things are getting killed in a bad order.
The only way that I can think of to determine which is the cause in this case is for you to either add debugging code to the subprocess file or to invoke the python debugger and initiate a backtrace when you run into the condition you are experiencing.
Reading the docs, both subprocess.call and subprocess.check_output are use-cases of subprocess.Popen. One minor difference is that check_output will raise a Python error if the subprocess returns a non-zero exit status. The greater difference is emphasized in the bit about check_output (my emphasis):
The full function signature is largely the same as that of the Popen constructor, except that stdout is not permitted as it is used internally. All other supplied arguments are passed directly through to the Popen constructor.
So how is stdout “used internally”? Let’s compare call and check_output:
call
def call(*popenargs, **kwargs):
return Popen(*popenargs, **kwargs).wait()
check_output
def check_output(*popenargs, **kwargs):
if 'stdout' in kwargs:
raise ValueError('stdout argument not allowed, it will be overridden.')
process = Popen(stdout=PIPE, *popenargs, **kwargs)
output, unused_err = process.communicate()
retcode = process.poll()
if retcode:
cmd = kwargs.get("args")
if cmd is None:
cmd = popenargs[0]
raise CalledProcessError(retcode, cmd, output=output)
return output
communicate
Now we have to look at Popen.communicate as well. Doing this, we notice that for one pipe, communicate does several things which simply take more time than simply returning Popen().wait(), as call does.
For one thing, communicate processes stdout=PIPE whether you set shell=True or not. Clearly, call does not. It just lets your shell spout whatever… making it a security risk, as Python describes here.
Secondly, in the case of check_output(cmd, shell=True) (just one pipe)… whatever your subprocess sends to stdout is processed by a thread in the _communicate method. And Popen must join the thread (wait on it) before additionally waiting on the subprocess itself to terminate!
Plus, more trivially, it processes stdout as a list which must then be joined into a string.
In short, even with minimal arguments, check_output spends a lot more time in Python processes than call does.