I have an application using POE which has about 10 sessions doing various tasks. Over time, the app starts consuming more and more RAM and this usage doesn't go down even though the app is idle 80% of the time. My only solution at present is to restart the process often.
I'm not allowed to post my code here so I realize it is difficult to get help but maybe someone can tell me what I can do find out myself?
Don't expect the process size to decrease. Memory isn't released back to the OS until the process terminates.
That said, might you have reference loops in data structures somewhere? AFAIK, the perl garbage collector can't sort out reference loops.
Are you using any XS modules anywhere? There could be leaks hidden inside those.
A guess: your program executes a loop for as long as it is running; in this loop it may be that you allocate memory for a buffer (or more) each time some condition occurs; since the scope is never exited, the memory remains and will never be cleaned up. I suggest you check for something like this. If it is the case, place the allocating code in a sub that you call from the loop and where it will go out of scope, and get cleaned up, on return to the loop.
Looks like Test::Valgrind is a tool for searching for memory leaks. I've never used it myself though (but I used plain valgrind with C source).
One technique is to periodically dump the contents of $POE::Kernel::poe_kernel to a time- or sequence-named file. $poe_kernel is the root of a tree spanning all known sessions and the contents of their heaps. The snapshots should monotonically grow if the leaked memory is referenced. You'll be able to find out what's leaking by diff'ing an early snapshot with a later one.
You can export POE_ASSERT_DATA=1 to enable POE's internal data consistency checks. I don't expect it to surface problems, but if it does I'd be very happy to receive a bug report.
Perl can not resolve reference rings. Either you have zombies (which you can detect via ps axl) or you have a memory leak (reference rings/circle)
There are a ton of programs to detect memory leaks.
strace, mtrace, Devel::LeakTrace::Fast, Devel::Cycle
Related
I have deleted some variables in jupiter notebook using del list_of_df. But we realize the contents still occupies memory. so we tried %reset list_of_df , but the previous variable names are already not there... Is there nothing we could do but to restart the kernel to recollect the memory? Thanks
Further:
In a more general, I might have lost track of what I have deleted from a huge jupiter notebook codes. Is it possible to check what have been deleted but still occupying the memory and delete it?
Python isn't like C (for example) in which you have to manually free memory. Instead, all memory allocation and deallocation tasks are handled automatically in the background by a garbage collection (GC) routine. GC uses lazy evaluation, which means that the memory probably won't be freed right away, but will instead be freed only when it "needs" to be (in the ideal case, anyway).
You shouldn't use this in production code, but if you really want to, after you del your list you can force GC to run using the gc module:
import gc
gc.collect()
It might not actually work/deallocate the memory, though, for many different reasons. In general, it's better to just let Python manage memory automatically and not interfere.
I have facing a weird issue of handling memory in perl.
I am working in a perl application which uses pretty big hash-structures. I am assigning the has ref to and fro objects. But at the end it seems even if I am deallocating the object and the hash, the memory usage is remaining same.
Here is a sample of the problem:
my $hash = {};
.............
this ds gets populated with a lot of data ...
.......
{
my $obj = new Class("data"=>$hash);
.......
.......
......
}
#even undefing the $hash
undef $hash;
# I can expect some improvement in Memory Utilization, but its not happening
I think I am doing some very basic mistakes. Can any one suggest?
You can't really return memory back to the OS. Perl will usually keep it in order to reallocate it later, though it will garbage collect occasionally.
See http://learn.perl.org/faq/perlfaq3.html#How-can-I-free-an-array-or-hash-so-my-program-shrinks-
and
http://clokwork.net/2012/02/12/memory-management-in-perl/
Generally speaking, Perl memory management does what you need to do, and you needn't worry about it. For example, what is the harm of keeping a huge chunk of memory allocated for the rest of your program? Probably none. Perl will release it if your OS is in danger of running out of memory.
Suppose you had some special case, like a script that runs constantly in the background, but occasionally needs to do a memory-intensive task. You could solve this by separating it into two scripts: background.pl and the memory-intensive-task.pl. The background.pl would execute memory-intensive-task.pl when needed. The memory would be freed when this program completed and exited.
SO community,
I have been scratching my head lately around two memory issues I am running into with some of my perl scripts and I am hoping I am finding some help/pointers here to better understand what is going on.
Questionable observation #1:
I am running the same perl script on different server instances (local laptop macosx, dedicated server hardware, virtual server hardware) and am getting significantly varying results in the traced memory consumption. Just after script initialization one instance would report be a memory consumption of the script of 210 MB compared to 330 MB on another box which is a fluctuation of over 60%. I understand that the malloc() function in charge of "garbage collection" for Perl is OS specific but are there deviations normal or should I be looking more closely at what is going on?
Questionable observation #2:
One script that is having memory leaks is relatively trivial:
foreach(#dataSamples) {
#memorycheck_1
my $string = subRoutine($_);
print FILE $string;
#memorycheck_2
}
All variables in the subRoutine are kept local and should be out of scope once the subroutine finishes. Yet when checking memory usage at #memorycheck_1 and #memorycheck_1 there is a significant memory leak.
Is there any explanation for that? Using Devel::Leak it seems there are leaked pointers which I have a hard time understanding where they would be coming from. Is there an easy way to translate the response of Devel::Leak into something that can actually give me pointers from where those leaked references origin?
Thanks
You have two different questions:
1) Why is the memory footprint not the same across various environments?
Well, are all the OS involved 64 bit? Or is there a mix? If one OS is 32 bit and the other 64 bit, the variation is to be expected. Or, as #hobbs notes in the comments, is one of the perls compiled with threads support whereas another is not?
2) Why does the memory footprint change between check #1 and check #2?
That does not necessarily mean there is a memory leak. Perl won't give back memory to the OS. The memory footprint of your program will be the largest footprint it reaches and will not go down.
Neither of these points is Perl specific. For more detail, you'll need to show more detail.
See also Question 7.25 in the C FAQ and further reading mentioned in that FAQ entry.
The most common reason for a memory leak in Perl is circular references. The simplest form would be something along the lines of:
sub subRoutine {
my( $this, $that );
$this = \$that;
$that = \$this;
return $_[0];
}
Now of course people reading that are probably saying, "Why would anyone do that?" And one generally wouldn't. But more complex data structures can contain circular references pretty easily, and we don't even blink an eye at them. Consider double-linked lists where each node refers to the node to its left and its right. It's important to not let the last explicit reference to such a list pass out of scope without first breaking the circular references contained in each of its nodes, or you'll get a structure that is inaccessible but can't be garbage collected because the reference count to each node never falls to zero.
Per Eric Strom's excellent suggestion, the core module Scalar::Util has a function called weaken. A reference that has been weakened won't hold a reference count to the entity it refers to. This can be helpful for preventing circular references. Another strategy is to implement your circular-reference-wielding datastructure within a class where an object method explicitly breaks the circular reference. Either way, such data structures do require careful handling.
Another source of trouble is poorly written XS modules (nothing against XS authors; it's just really tricky to write XS modules well). What goes on behind the closed doors of an XS module may be a memory leak.
Until we see what's happening inside of subRoutine we can only guess whether or not there's actually an issue, and what the source of the issue may be.
I have a pretty weird problem in my iPhone app which is, I think, related to memory getting corrupted:
At one point, I need to sort an array, which I do with -[sortArrayUsingFunction].
The result is not correct unless I either allocate some memory with something like void *test = malloc(2 * sizeof( int )) before the method call or have, e.g., a call to NSLog() (which is never invoked) in the sorting function.
In other words: the sorting only works if I slightly increase the memory that was used before calling the sorting function. I think this is because at some point, memory gets corrupted.
How do you debug something like this?
It sounds like some of your code is using already released objects. A lot of help with debugging this kind of errors is provided in Apple’s great Mac OS X Debugging Magic tech note, especially the foundation part.
For your case I'd disable autorelease pools (setting the environment variable NSEnableAutoreleasePool=NO) or use the zombie feature (NSZombieEnabled=YES) to find places where you send messages to released objects.
Try running your program in the simulator under Valgrind:
http://valgrind.org/
And how to use it under the simulator:
http://landonf.bikemonkey.org/code/iphone/iPhone_Simulator_Valgrind.20081224.html
You may have to change the VALGRIND path in the code example depending on where it gets installed.
Such things can be a challenge to debug. There are some tools for detecting out-of-bounds accesses and such on other platforms, so I presume there would be something for the iPhone, however I don't know of any.
Perhaps you should store two copies of the array, and compare them for differences. Print out the differences. The nature of the "junk" that was introduced to one of the arrays might give a hint as to where it came from.
Also just go through the code that runs before this point, and re-read it (or better yet, get someone else to read it). You might spot a bug.
Perl uses reference counting for GC, and it's quite easy to make a circular reference by accident. I see that my program seems to be using more and more memory, and it will probably overflow after a few days.
Is there any way to debug memory leaks in Perl? Attaching to a program and getting numbers of objects of various types would be a good start. If I knew which objects are much more numerous than expected I could check all references to them and hopefully fix the leak.
It may be relevant that Perl never gives memory back to the system by itself: It's all up to malloc() and all the rules associated with that.
Knowing how malloc() allocates memory is important to answering the greater question, and it varies from system to system, but in general most malloc() implementations are optimized for programs allocating and deallocating in stack-like orders. Perl uses reference-counting for tracking memory which means that deallocations which means (unlike a GC-based language which uses malloc() underneath) it is actually not all that difficult to tell where deallocation is going to occur, and in what order.
It may be that you can reorganize your program to take advantage of this fact- by calling undef($old_object) explicitly - and in the right order, in a manner similar to the way C-programmers say free(old_object);
For long-running programs (days, months, etc), where I have loads of load/copy/dump cycles, I garbage-collect using exit() and exec(), and where it's otherwide unfeasible, I simply pack up my data structures (using Storable) and file descriptors (using $^F) and exec($0) - usually with an environment variable set like $ENV{EXEC_GC_MODE}, and you may need something similar even if you don't have any leaks of your own simply because Perl is leaking small chunks that your system's malloc() can't figure out how to give back.
Of course, if you do have leaks in your code, then the rest of my advice is somewhat more relevant. It was originally posted to another question on this subject, but it didn't explicitly cover long-running programs.
All perl program memory leaks will either be an XS holding onto a reference, or a circular data structure. Devel::Cycle is a great tool for finding circular references, if you know what structures are likely to contain the loops. Devel::Peek can be used to find objects with a higher-than-expected reference count.
If you don't know where else to look, Devel::LeakTrace::Fast could be a good first place, but you'll need a perl built for debugging.
If you suspect the leak is inside XS-space, it's much harder, and Valgrind will probably be your best bet. Test::Valgrind may help you lower the amount of code you need to search, but this won't work on Windows, so you'd have to port (at least the leaky portion) to Linux in order to do this.
Devel::Gladiator is another useful tool in this space.
Seems like the cpan module Devel::Cycle is what you are looking for. It requires making some changes to your code, but it should help you find your references without too many problems.
valgrind is a great linux application, which locates memory leaks in running code. If your Perl code runs on linux, you should check it out.
In addition to the other comments, you may find my Perl Memory Use talk at LPW2013 useful. I'd recommend watching the screencast as it explains the slides and has some cute visuals and some Q&A at the end.
I'd also suggest looking at Paul Evans Devel::MAT module which I mention in the talk.