Note: This question was originally asked here but the bounty time expired even though an acceptable answer was not actually found. I am re-asking this question including all details provided in the original question.
A python script is running a set of class functions every 60 seconds using the sched module:
# sc is a sched.scheduler instance
sc.enter(60, 1, self.doChecks, (sc, False))
The script is running as a daemonised process using the code here.
A number of class methods that are called as part of doChecks use the subprocess module to call system functions in order to get system statistics:
ps = subprocess.Popen(['ps', 'aux'], stdout=subprocess.PIPE).communicate()[0]
This runs fine for a period of time before the entire script crashing with the following error:
File "/home/admin/sd-agent/checks.py", line 436, in getProcesses
File "/usr/lib/python2.4/subprocess.py", line 533, in __init__
File "/usr/lib/python2.4/subprocess.py", line 835, in _get_handles
OSError: [Errno 12] Cannot allocate memory
The output of free -m on the server once the script has crashed is:
$ free -m
total used free shared buffers cached
Mem: 894 345 549 0 0 0
-/+ buffers/cache: 345 549
Swap: 0 0 0
The server is running CentOS 5.3. I am unable to reproduce on my own CentOS boxes nor with any other user reporting the same problem.
I have tried a number of things to debug this as suggested in the original question:
Logging the output of free -m before and after the Popen call. There is no significant change in memory usage i.e. memory is not gradually being used up as the script runs.
I added close_fds=True to the Popen call but this made no difference - the script still crashed with the same error. Suggested here and here.
I checked the rlimits which showed (-1, -1) on both RLIMIT_DATA and RLIMIT_AS as suggested here.
An article suggested the having no swap space might be the cause but swap is actually available on demand (according to the web host) and this was also suggested as a bogus cause here.
The processes are being closed because that is the behaviour of using .communicate() as backed up by the Python source code and comments here.
The entire checks can be found at on GitHub here with the getProcesses function defined from line 442. This is called by doChecks() starting at line 520.
The script was run with strace with the following output before the crash:
recv(4, "Total Accesses: 516662\nTotal kBy"..., 234, 0) = 234
gettimeofday({1250893252, 887805}, NULL) = 0
write(3, "2009-08-21 17:20:52,887 - checks"..., 91) = 91
gettimeofday({1250893252, 888362}, NULL) = 0
write(3, "2009-08-21 17:20:52,888 - checks"..., 74) = 74
gettimeofday({1250893252, 888897}, NULL) = 0
write(3, "2009-08-21 17:20:52,888 - checks"..., 67) = 67
gettimeofday({1250893252, 889184}, NULL) = 0
write(3, "2009-08-21 17:20:52,889 - checks"..., 81) = 81
close(4) = 0
gettimeofday({1250893252, 889591}, NULL) = 0
write(3, "2009-08-21 17:20:52,889 - checks"..., 63) = 63
pipe([4, 5]) = 0
pipe([6, 7]) = 0
fcntl64(7, F_GETFD) = 0
fcntl64(7, F_SETFD, FD_CLOEXEC) = 0
clone(child_stack=0, flags=CLONE_CHILD_CLEARTID|CLONE_CHILD_SETTID|SIGCHLD, child_tidptr=0xb7f12708) = -1 ENOMEM (Cannot allocate memory)
write(2, "Traceback (most recent call last"..., 35) = 35
open("/usr/bin/sd-agent/agent.py", O_RDONLY|O_LARGEFILE) = -1 ENOMEM (Cannot allocate memory)
open("/usr/bin/sd-agent/agent.py", O_RDONLY|O_LARGEFILE) = -1 ENOMEM (Cannot allocate memory)
open("/usr/lib/python24.zip/agent.py", O_RDONLY|O_LARGEFILE) = -1 ENOENT (No such file or directory)
open("/usr/lib/python2.4/agent.py", O_RDONLY|O_LARGEFILE) = -1 ENOENT (No such file or directory)
open("/usr/lib/python2.4/plat-linux2/agent.py", O_RDONLY|O_LARGEFILE) = -1 ENOMEM (Cannot allocate memory)
open("/usr/lib/python2.4/lib-tk/agent.py", O_RDONLY|O_LARGEFILE) = -1 ENOENT (No such file or directory)
open("/usr/lib/python2.4/lib-dynload/agent.py", O_RDONLY|O_LARGEFILE) = -1 ENOENT (No such file or directory)
open("/usr/lib/python2.4/site-packages/agent.py", O_RDONLY|O_LARGEFILE) = -1 ENOENT (No such file or directory)
write(2, " File \"/usr/bin/sd-agent/agent."..., 52) = 52
open("/home/admin/sd-agent/daemon.py", O_RDONLY|O_LARGEFILE) = -1 ENOMEM (Cannot allocate memory)
open("/usr/bin/sd-agent/daemon.py", O_RDONLY|O_LARGEFILE) = -1 ENOMEM (Cannot allocate memory)
open("/usr/lib/python24.zip/daemon.py", O_RDONLY|O_LARGEFILE) = -1 ENOENT (No such file or directory)
open("/usr/lib/python2.4/daemon.py", O_RDONLY|O_LARGEFILE) = -1 ENOENT (No such file or directory)
open("/usr/lib/python2.4/plat-linux2/daemon.py", O_RDONLY|O_LARGEFILE) = -1 ENOMEM (Cannot allocate memory)
open("/usr/lib/python2.4/lib-tk/daemon.py", O_RDONLY|O_LARGEFILE) = -1 ENOENT (No such file or directory)
open("/usr/lib/python2.4/lib-dynload/daemon.py", O_RDONLY|O_LARGEFILE) = -1 ENOENT (No such file or directory)
open("/usr/lib/python2.4/site-packages/daemon.py", O_RDONLY|O_LARGEFILE) = -1 ENOENT (No such file or directory)
write(2, " File \"/home/admin/sd-agent/dae"..., 60) = 60
open("/usr/bin/sd-agent/agent.py", O_RDONLY|O_LARGEFILE) = -1 ENOMEM (Cannot allocate memory)
open("/usr/bin/sd-agent/agent.py", O_RDONLY|O_LARGEFILE) = -1 ENOMEM (Cannot allocate memory)
open("/usr/lib/python24.zip/agent.py", O_RDONLY|O_LARGEFILE) = -1 ENOENT (No such file or directory)
open("/usr/lib/python2.4/agent.py", O_RDONLY|O_LARGEFILE) = -1 ENOENT (No such file or directory)
open("/usr/lib/python2.4/plat-linux2/agent.py", O_RDONLY|O_LARGEFILE) = -1 ENOMEM (Cannot allocate memory)
open("/usr/lib/python2.4/lib-tk/agent.py", O_RDONLY|O_LARGEFILE) = -1 ENOENT (No such file or directory)
open("/usr/lib/python2.4/lib-dynload/agent.py", O_RDONLY|O_LARGEFILE) = -1 ENOENT (No such file or directory)
open("/usr/lib/python2.4/site-packages/agent.py", O_RDONLY|O_LARGEFILE) = -1 ENOENT (No such file or directory)
write(2, " File \"/usr/bin/sd-agent/agent."..., 54) = 54
open("/usr/lib/python2.4/sched.py", O_RDONLY|O_LARGEFILE) = 8
write(2, " File \"/usr/lib/python2.4/sched"..., 55) = 55
fstat64(8, {st_mode=S_IFREG|0644, st_size=4054, ...}) = 0
mmap2(NULL, 4096, PROT_READ|PROT_WRITE, MAP_PRIVATE|MAP_ANONYMOUS, -1, 0) = 0xb7d28000
read(8, "\"\"\"A generally useful event sche"..., 4096) = 4054
write(2, " ", 4) = 4
write(2, "void = action(*argument)\n", 25) = 25
close(8) = 0
munmap(0xb7d28000, 4096) = 0
open("/usr/bin/sd-agent/checks.py", O_RDONLY|O_LARGEFILE) = -1 ENOMEM (Cannot allocate memory)
open("/usr/bin/sd-agent/checks.py", O_RDONLY|O_LARGEFILE) = -1 ENOMEM (Cannot allocate memory)
open("/usr/lib/python24.zip/checks.py", O_RDONLY|O_LARGEFILE) = -1 ENOENT (No such file or directory)
open("/usr/lib/python2.4/checks.py", O_RDONLY|O_LARGEFILE) = -1 ENOENT (No such file or directory)
open("/usr/lib/python2.4/plat-linux2/checks.py", O_RDONLY|O_LARGEFILE) = -1 ENOMEM (Cannot allocate memory)
open("/usr/lib/python2.4/lib-tk/checks.py", O_RDONLY|O_LARGEFILE) = -1 ENOENT (No such file or directory)
open("/usr/lib/python2.4/lib-dynload/checks.py", O_RDONLY|O_LARGEFILE) = -1 ENOENT (No such file or directory)
open("/usr/lib/python2.4/site-packages/checks.py", O_RDONLY|O_LARGEFILE) = -1 ENOENT (No such file or directory)
write(2, " File \"/usr/bin/sd-agent/checks"..., 60) = 60
open("/usr/bin/sd-agent/checks.py", O_RDONLY|O_LARGEFILE) = -1 ENOMEM (Cannot allocate memory)
open("/usr/bin/sd-agent/checks.py", O_RDONLY|O_LARGEFILE) = -1 ENOMEM (Cannot allocate memory)
open("/usr/lib/python24.zip/checks.py", O_RDONLY|O_LARGEFILE) = -1 ENOENT (No such file or directory)
open("/usr/lib/python2.4/checks.py", O_RDONLY|O_LARGEFILE) = -1 ENOENT (No such file or directory)
open("/usr/lib/python2.4/plat-linux2/checks.py", O_RDONLY|O_LARGEFILE) = -1 ENOMEM (Cannot allocate memory)
open("/usr/lib/python2.4/lib-tk/checks.py", O_RDONLY|O_LARGEFILE) = -1 ENOENT (No such file or directory)
open("/usr/lib/python2.4/lib-dynload/checks.py", O_RDONLY|O_LARGEFILE) = -1 ENOENT (No such file or directory)
open("/usr/lib/python2.4/site-packages/checks.py", O_RDONLY|O_LARGEFILE) = -1 ENOENT (No such file or directory)
write(2, " File \"/usr/bin/sd-agent/checks"..., 64) = 64
open("/usr/lib/python2.4/subprocess.py", O_RDONLY|O_LARGEFILE) = 8
write(2, " File \"/usr/lib/python2.4/subpr"..., 65) = 65
fstat64(8, {st_mode=S_IFREG|0644, st_size=39931, ...}) = 0
mmap2(NULL, 4096, PROT_READ|PROT_WRITE, MAP_PRIVATE|MAP_ANONYMOUS, -1, 0) = 0xb7d28000
read(8, "# subprocess - Subprocesses with"..., 4096) = 4096
read(8, "lso, the newlines attribute of t"..., 4096) = 4096
read(8, "code < 0:\n print >>sys.st"..., 4096) = 4096
read(8, "alse does not exist on 2.2.0\ntry"..., 4096) = 4096
read(8, " p2cread\n # c2pread <-"..., 4096) = 4096
write(2, " ", 4) = 4
write(2, "errread, errwrite)\n", 19) = 19
close(8) = 0
munmap(0xb7d28000, 4096) = 0
open("/usr/lib/python2.4/subprocess.py", O_RDONLY|O_LARGEFILE) = 8
write(2, " File \"/usr/lib/python2.4/subpr"..., 71) = 71
fstat64(8, {st_mode=S_IFREG|0644, st_size=39931, ...}) = 0
mmap2(NULL, 4096, PROT_READ|PROT_WRITE, MAP_PRIVATE|MAP_ANONYMOUS, -1, 0) = 0xb7d28000
read(8, "# subprocess - Subprocesses with"..., 4096) = 4096
read(8, "lso, the newlines attribute of t"..., 4096) = 4096
read(8, "code < 0:\n print >>sys.st"..., 4096) = 4096
read(8, "alse does not exist on 2.2.0\ntry"..., 4096) = 4096
read(8, " p2cread\n # c2pread <-"..., 4096) = 4096
read(8, "table(self, handle):\n "..., 4096) = 4096
read(8, "rrno using _sys_errlist (or siml"..., 4096) = 4096
read(8, " p2cwrite = None, None\n "..., 4096) = 4096
write(2, " ", 4) = 4
write(2, "self.pid = os.fork()\n", 21) = 21
close(8) = 0
munmap(0xb7d28000, 4096) = 0
write(2, "OSError", 7) = 7
write(2, ": ", 2) = 2
write(2, "[Errno 12] Cannot allocate memor"..., 33) = 33
write(2, "\n", 1) = 1
unlink("/var/run/sd-agent.pid") = 0
close(3) = 0
munmap(0xb7e0d000, 4096) = 0
rt_sigaction(SIGINT, {SIG_DFL, [], SA_RESTORER, 0x589978}, {0xb89a60, [], SA_RESTORER, 0x589978}, 8) = 0
brk(0xa022000) = 0xa022000
exit_group(1) = ?
Looking at the output of
free -m
it seems to me that you actually do not have swap memory available. I am not sure if in Linux the swap always will be available automatically on demand, but I was having the same problem and none of the answers here really helped me. Adding some swap memory however, fixed the problem in my case so since this might help other people facing the same problem, I post my answer on how to add a 1GB swap (on Ubuntu 12.04 but it should work similarly for other distributions.)You can first check if there is any swap memory enabled.
if it is empty, it means you don't have any swap enabled. To add a 1GB swap:
Add the following line to the
fstab
to make the swap permanent.Source and more information can be found here.
I've seen sloppy code that looks like this:
You should check to see if this is what is happening in the python code. Errno is only valid if the proceeding system call failed.
Edited to add:
You don't say how long this process lives. Possible consumers of memory
swap may not be the red herring previously suggested. How big is the python process in question just before the
ENOMEM
?Under kernel 2.6,
/proc/sys/vm/swappiness
controls how aggressively the kernel will turn to swap, andovercommit*
files how much and how precisely the kernel may apportion memory with a wink and a nod. Like your facebook relationship status, it's complicated.but not according to the output of your
free(1)
command, which shows no swap space recognized by your server instance. Now, your web host may certainly know much more than I about this topic, but virtual RHEL/CentOS systems I've used have reported swap available to the guest OS.Adapting Red Hat KB Article 15252:
Compare your
/proc/sys/vm
settings to a plain CentOS 5.3 installation. Add a swap file. Ratchet downswappiness
and see if you live any longer.I continue to suspect that your customer/user has some kernel module or driver loaded which is interfering with the
clone()
system call (perhaps some obscure security enhancement, something like LIDS but more obscure?) or is somehow filling up some of the kernel data structures that are necessary forfork()
/clone()
to operate (process table, page tables, file descriptor tables, etc).Here's the relevant portion of the
fork(2)
man page:I suggest having the user try this after booting into a stock, generic kernel and with only a minimal set of modules and drivers loaded (minimum necessary to run your application/script). From there, assuming it works in that configuration, they can perform a binary search between that and the configuration which exhibits the issue. This is standard sysadmin troubleshooting 101.
The relevant line in your
strace
is:... I know others have talked about swap and memory availability (and I would recommend that you set up at least a small swap partition, ironically even if it's on a RAM disk ... the code paths through the Linux kernel when it has even a tiny bit of swap available have been exercised far more extensively than those (exception handling paths) in which there is zero swap available.
However I suspect that this is still a red herring.
The fact that
free
is reporting 0 (ZERO) memory in use by the cache and buffers is very disturbing. I suspect that thefree
output ... and possibly your application issue here, are caused by some proprietary kernel module which is interfering with the memory allocation in some way.According to the man pages for fork()/clone() the fork() system call should return EAGAIN if your call would cause a resource limit violation (RLIMIT_NPROC) ... however, it doesn't say if EAGAIN is to be returned by other RLIMIT* violations. In any event if your target/host has some sort of weird Vormetric or other security settings (or even if your process is running under some weird SELinux policy) then it might be causing this -ENOMEM failure.
It's pretty unlikely to be a normal run-of-the-mill Linux/UNIX issue. You've got something non-standard going on there.
For an easy fix, you could
if your're sure that your system has enough memory. See Linux over commit heuristic.
As a general rule (i.e. in vanilla kernels),
fork
/clone
failures withENOMEM
occur specifically because of either an honest to God out-of-memory condition (dup_mm
,dup_task_struct
,alloc_pid
,mpol_dup
,mm_init
etc. croak), or becausesecurity_vm_enough_memory_mm
failed you while enforcing the overcommit policy.Start by checking the vmsize of the process that failed to fork, at the time of the fork attempt, and then compare to the amount of free memory (physical and swap) as it relates to the overcommit policy (plug the numbers in.)
In your particular case, note that Virtuozzo has additional checks in overcommit enforcement. Moreover, I'm not sure how much control you truly have, from within your container, over swap and overcommit configuration (in order to influence the outcome of the enforcement.)
Now, in order to actually move forward I'd say you're left with two options:
NOTE that the coding effort may be all for naught if it turns out that it's not you, but some other guy collocated in a different instance on the same server as you running amock.
Memory-wise, we already know that
subprocess.Popen
usesfork
/clone
under the hood, meaning that every time you call it you're requesting once more as much memory as Python is already eating up, i.e. in the hundreds of additional MB, all in order to thenexec
a puny 10kB executable such asfree
orps
. In the case of an unfavourable overcommit policy, you'll soon seeENOMEM
.Alternatives to
fork
that do not have this parent page tables etc. copy problem arevfork
andposix_spawn
. But if you do not feel like rewriting chunks ofsubprocess.Popen
in terms ofvfork
/posix_spawn
, consider usingsuprocess.Popen
only once, at the beginning of your script (when Python's memory footprint is minimal), to spawn a shell script that then runsfree
/ps
/sleep
and whatever else in a loop parallel to your script; poll the script's output or read it synchronously, possibly from a separate thread if you have other stuff to take care of asynchronously -- do your data crunching in Python but leave the forking to the subordinate process.HOWEVER, in your particular case you can skip invoking
ps
andfree
altogether; that information is readily available to you in Python directly fromprocfs
, whether you choose to access it yourself or via existing libraries and/or packages. Ifps
andfree
were the only utilities you were running, then you can do away withsubprocess.Popen
completely.Finally, whatever you do as far as
subprocess.Popen
is concerned, if your script leaks memory you will still hit the wall eventually. Keep an eye on it, and check for memory leaks.