if hasattr(obj, 'attribute'):
# do somthing
vs
try:
# access obj.attribute
except AttributeError, e:
# deal with AttributeError
Which should be preferred and why?
hasattr
internally and rapidly performs the same task as the try/except
block: it's a very specific, optimized, one-task tool and thus should be preferred, when applicable, to the very general-purpose alternative.
Any benches that illustrate difference in performance?
timeit it's your friend
$ python -mtimeit -s 'class C(object): a = 4
c = C()' 'hasattr(c, "nonexistent")'
1000000 loops, best of 3: 1.87 usec per loop
$ python -mtimeit -s 'class C(object): a = 4
c = C()' 'hasattr(c, "a")'
1000000 loops, best of 3: 0.446 usec per loop
$ python -mtimeit -s 'class C(object): a = 4
c = C()' 'try:
c.a
except:
pass'
1000000 loops, best of 3: 0.247 usec per loop
$ python -mtimeit -s 'class C(object): a = 4
c = C()' 'try:
c.nonexistent
except:
pass'
100000 loops, best of 3: 3.13 usec per loop
$
|positive|negative
hasattr| 0.446 | 1.87
try | 0.247 | 3.13
There is a third, and often better, alternative:
attr = getattr(obj, 'attribute', None)
if attr is not None:
print attr
Advantages:
getattr
does not have the bad exception-swallowing behavior pointed out by Martin Geiser - in old Pythons,hasattr
will even swallow aKeyboardInterrupt
.The normal reason you're checking if the object has an attribute is so that you can use the attribute, and this naturally leads in to it.
The attribute is read off atomically, and is safe from other threads changing the object. (Though, if this is a major concern you might want to consider locking the object before accessing it.)
It's shorter than
try/finally
and often shorter thanhasattr
.A broad
except AttributeError
block can catch otherAttributeErrors
than the one you're expecting, which can lead to confusing behaviour.Accessing an attribute is slower than accessing a local variable (especially if it's not a plain instance attribute). (Though, to be honest, micro-optimization in Python is often a fool's errand.)
One thing to be careful of is if you care about the case where obj.attribute
is set to None, you'll need to use a different sentinel value.
I almost always use hasattr
: it's the correct choice for most cases.
The problematic case is when a class overrides __getattr__
: hasattr
will catch all exceptions instead of catching just AttributeError
like you expect. In other words, the code below will print b: False
even though it would be more appropriate to see a ValueError
exception:
class X(object):
def __getattr__(self, attr):
if attr == 'a':
return 123
if attr == 'b':
raise ValueError('important error from your database')
raise AttributeError
x = X()
print 'a:', hasattr(x, 'a')
print 'b:', hasattr(x, 'b')
print 'c:', hasattr(x, 'c')
The important error has thus disappeared. This has been fixed in Python 3.2 (issue9666) where hasattr
now only catches AttributeError
.
An easy workaround is to write a utility function like this:
_notset = object()
def safehasattr(thing, attr):
return getattr(thing, attr, _notset) is not _notset
This let's getattr
deal with the situation and it can then raise the appropriate exception.
I would say it depends on whether your function may accept objects without the attribute by design, e.g. if you have two callers to the function, one providing an object with the attribute and the other providing an object without it.
If the only case where you'll get an object without the attribute is due to some error, I would recommend using the exceptions mechanism even though it may be slower, because I believe it is a cleaner design.
Bottom line: I think it's a design and readability issue rather than an efficiency issue.
If it's just one attribute you're testing, I'd say use hasattr
. However, if you're doing several accesses to attributes which may or may not exist then using a try
block may save you some typing.
If not having the attribute is not an error condition, the exception handling variant has a problem: it would catch also AttributeErrors that might come internally when accessing obj.attribute (for instance because attribute is a property so that accessing it calls some code).
I'd suggest option 2. Option 1 has a race condition if some other thread is adding or removing the attribute.
Also python has an Idiom, that EAFP ('easier to ask forgiveness than permission') is better than LBYL ('look before you leap').
From a practical point of view, in most languages using a conditional will always be consderably faster than handling an exception.
If you're wanting to handle the case of an attribute not existing somewhere outside of the current function, the exception is the better way to go. An indicator that you may want to be using an exception instead of a conditional is that the conditional merely sets a flag and aborts the current operation, and something elsewhere checks this flag and takes action based on that.
That said, as Rax Olgud points out, communication with others is one important attribute of code, and what you want to say by saying "this is an exceptional situation" rather than "this is is something I expect to happen" may be more important.
This subject was covered in the EuroPython 2016 talk Writing faster Python by Sebastian Witowski. Here's a reproduction of his slide with the performance summary. He also uses the terminology look before you leap in this discussion, worth mentioning here to tag that keyword.
If the attribute is actually missing then begging for forgiveness will be slower than asking for permissions. So as a rule of thumb you can use the ask for permission way if know that it is very likely that the attribute will be missing or other problems that you can predict. Otherwise if you expect code will result in most of the times readable code
3 PERMISSIONS OR FORGIVENESS?
# CASE 1 -- Attribute Exists
class Foo(object):
hello = 'world'
foo = Foo()
if hasatter(foo, 'hello'):
foo.hello
## 149ns ##
try:
foo.hello
except AttributeError:
pass
## 43.1 ns ##
## 3.5 times faster
# CASE 2 -- Attribute Absent
class Bar(object):
pass
bar = Bar()
if hasattr(bar, 'hello'):
bar.hello
## 428 ns ##
try:
bar.hello
except AttributeError :
pass
## 536 ns ##
## 25% slower
The first.
Shorter is better. Exceptions should be exceptional.
At least when it is up to just what's going on in the program, leaving out the human part of readability, etc. (which is actually most of the time more imortant than performance (at least in this case - with that performance span), as Roee Adler and others pointed out).
Nevertheless looking at it from that perspective, it then becomes a matter of choosing between
try: getattr(obj, attr)
except: ...
and
try: obj.attr
except: ...
since hasattr
just uses the first case to determine the result.
Food for thought ;-)
来源:https://stackoverflow.com/questions/903130/hasattr-vs-try-except-block-to-deal-with-non-existent-attributes