Opened 3 years ago
Last modified 9 months ago
#32980 new Cleanup/optimization
Improve performance of related manager attribute access
Reported by: | Keryn Knight | Owned by: | Keryn Knight |
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Component: | Database layer (models, ORM) | Version: | dev |
Severity: | Normal | Keywords: | |
Cc: | Ülgen Sarıkavak | Triage Stage: | Accepted |
Has patch: | no | Needs documentation: | no |
Needs tests: | no | Patch needs improvement: | no |
Easy pickings: | no | UI/UX: | no |
Description
Currently, getting related managers from an instance is slower than I think it ought to be. Some prelude indicating a relatively expected baseline:
In [1]: from django.contrib.auth.models import User In [2]: %timeit User.objects 1.26 µs ± 25.2 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each) In [3]: x = User.objects.first() In [4]: %timeit x.username 34.2 ns ± 0.574 ns per loop (mean ± std. dev. of 7 runs, 10000000 loops each) In [5]: %timeit x.get_short_name() 110 ns ± 2.02 ns per loop (mean ± std. dev. of 7 runs, 10000000 loops each) In [7]: %timeit x.pk 201 ns ± 4.68 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each)
So far, all making sense mostly, but then:
In [8]: %timeit x.groups 7.94 µs ± 40.3 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each) In [9]: %timeit x.user_permissions 8.16 µs ± 182 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each)
Crikey that's a big difference. What's going on here?
In [10]: x.groups Out[10]: <django.db.models.fields.related_descriptors.create_forward_many_to_many_manager.<locals>.ManyRelatedManager at 0x10dc58d60> In [11]: x.groups Out[11]: <django.db.models.fields.related_descriptors.create_forward_many_to_many_manager.<locals>.ManyRelatedManager at 0x10da8b490> In [12]: x.groups is x.groups Out[12]: False In [13]: x.user_permissions is x.user_permissions Out[13]: False
Aha, it's one of those rare points where seeing the 0x
notation in a repr is useful! The manager is being re-created on every access, so even though repeated uses might look innocuous because they're "the same" attribute (eg: x.groups.count()
and then x.groups.filter(...)
), they're much slower to work with.
In [13]: %%timeit -n1000 ...: users = User.objects.prefetch_related('groups') ...: for user in users: ...: user.groups ...: 8.03 ms ± 108 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)
If we instead cache the returned manager (as is done for the related_manager_cls
) somewhere, we can amortize the cost of creating a per-instance manager on repeated access:
In [1]: from django.contrib.auth.models import User In [2]: x = User.objects.first() In [4]: %timeit x.groups 554 ns ± 9.86 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each) In [5]: %timeit x.user_permissions 534 ns ± 8.09 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each) In [6]: x.groups is x.groups Out[6]: True In [7]: x.user_permissions is x.user_permissions Out[7]: True In [8]: %%timeit -n1000 ...: users = User.objects.prefetch_related('groups') ...: for user in users: ...: user.groups ...: 6.93 ms ± 207 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)
Because prefetch_one_level
will use getattr
to get the manager for every instance seen, the cost is already paid by the time the user wants to then use the fetched data - even though the manager's underlying queryset will just proxy straight to the prefetched objects cache, it is currently paying a high price to do so.
The how and where and the final implementation (if accepted) are still a bit up for grabs; we cannot cache it on the descriptor as that would outlive the instance and grow unbounded as instances are seen, similarly using a weakref dict on the descriptor would stop the cached manager outliving the instance but because it's weakly held, it disappears immediately, so doesn't effectively work as a cache.
That effectively leaves somewhere as "on the instance" as either a private item pushed into instance.__dict__
or re-using the field_cache
on the instance's ModelState
. I have a branch which I'll push shortly showing a proof of concept of how it could be done, having taken some vague guesses on bits - I guarantee it's not good enough right now, but I think it 'could be.
I think this generally only applies to reverse many-to-one and many-to-many managers because the one-to-one and forward many-to-one descriptors are already making use of the field_cache
in their __get__
implementation. So I've only concerned myself with those where I've noted that's not the case...
Change History (11)
comment:1 by , 3 years ago
Has patch: | set |
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Patch needs improvement: | set |
comment:2 by , 3 years ago
Triage Stage: | Unreviewed → Accepted |
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OK, sounds plausible. Let's accept for discussion/review.
comment:3 by , 3 years ago
Patch needs improvement: | unset |
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Refactored the PoC into something tidier, without having to hard-code strings and sprinkle those through-out various places, so now the focus can solely be on things like:
- am I using the right attributes/methods?
- are there test cases missing for completeness?
comment:4 by , 3 years ago
Patch needs improvement: | set |
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comment:5 by , 3 years ago
Patch needs improvement: | unset |
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Marking as ready to have eyes on it once again, naturally can revert back to needs improvement.
A question I've raised on the ticket, which I reproduce for historical purposes here, is:
There's one thing that isn't handled, because I'm not sure if/how it can actually happen, and that's the case of a ManyToManyField which is symmetrical and the branch entered is self.reverse is True. As far as I know, it's impossible to get a reverse manager for symmetrical m2ms, but if it's possible, it would currently pose a problem because get_cache_name defers to get_accessor_name and that returns None for symmetries, so there would be the possibility of a collision.
comment:6 by , 3 years ago
Triage Stage: | Accepted → Ready for checkin |
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comment:10 by , 2 years ago
Has patch: | unset |
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Resolution: | fixed |
Status: | closed → new |
Triage Stage: | Ready for checkin → Accepted |
4f8c7fd9d91b35e2c2922de4bb50c8c8066cbbc6 was reverted (see #33984).
comment:11 by , 9 months ago
Cc: | added |
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PR is https://github.com/django/django/pull/14724 ... so far tests are still running, so who knows if it even works :)
Pre-emptively marked as patch needs improvement, and I guarantee there'll be discussion on the PoC if the principle idea is accepted.