Python: Memory leak debugging
See http://opensourcehacker.com/2008/03/07/debugging-django-memory-leak-with-trackrefs-and-guppy/ . Short answer: if you're running django but not in a web-request-based format, you need to manually run db.reset_queries()
(and of course have DEBUG=False, as others have mentioned). Django automatically does reset_queries()
after a web request, but in your format, that never happens.
Is DEBUG=False in settings.py?
If not Django will happily store all the SQL queries you make which adds up.
Have you tried gc.set_debug() ?
You need to ask yourself simple questions:
- Am I using objects with
__del__
methods? Do I absolutely, unequivocally, need them? - Can I get reference cycles in my code? Can't we break these circles before getting rid of the objects?
See, the main issue would be a cycle of objects containing __del__
methods:
import gcclass A(object): def __del__(self): print 'a deleted' if hasattr(self, 'b'): delattr(self, 'b')class B(object): def __init__(self, a): self.a = a def __del__(self): print 'b deleted' del self.adef createcycle(): a = A() b = B(a) a.b = b return a, bgc.set_debug(gc.DEBUG_LEAK)a, b = createcycle()# remove referencesdel a, b# prints:## gc: uncollectable <A 0x...>## gc: uncollectable <B 0x...>## gc: uncollectable <dict 0x...>## gc: uncollectable <dict 0x...>gc.collect()# to solve this we break explicitely the cycles:a, b = createcycle()del a.bdel a, b# objects are removed correctly:## a deleted## b deletedgc.collect()
I would really encourage you to flag objects / concepts that are cycling in your application and focus on their lifetime: when you don't need them anymore, do we have anything referencing it?
Even for cycles without __del__
methods, we can have an issue:
import gc# class without destructorclass A(object): passdef createcycle(): # a -> b -> c # ^ | # ^<--<--<--| a = A() b = A() a.next = b c = A() b.next = c c.next = a return a, b, bgc.set_debug(gc.DEBUG_LEAK)a, b, c = createcycle()# since we have no __del__ methods, gc is able to collect the cycle:del a, b, c# no panic message, everything is collectable:##gc: collectable <A 0x...>##gc: collectable <A 0x...>##gc: collectable <dict 0x...>##gc: collectable <A 0x...>##gc: collectable <dict 0x...>##gc: collectable <dict 0x...>gc.collect()a, b, c = createcycle()# but as long as we keep an exterior ref to the cycle...:seen = dict()seen[a] = True# delete the cycledel a, b, c# nothing is collectedgc.collect()
If you have to use "seen"-like dictionaries, or history, be careful that you keep only the actual data you need, and no external references to it.
I'm a bit disappointed now by set_debug
, I wish it could be configured to output data somewhere else than to stderr, but hopefully that should change soon.