Python: check if an object is a sequence
In python is there an easy way to tell if something is not a sequence? I tried to just do:
if x is not sequence
but python did not like that
iter(x)
will raise a TypeError
if x
cannot be iterated on -- but that check "accepts" sets and dictionaries, though it "rejects" other non-sequences such as None
and numbers.
On the other hands, strings (which most applications want to consider "single items" rather than sequences) are in fact sequences (so, any test, unless specialcased for strings, is going to confirm that they are). So, such simple checks are often not sufficient.
In Python 2.6 and better, abstract base classes were introduced, and among other powerful features they offer more good, systematic support for such "category checking".
>>> import collections
>>> isinstance([], collections.Sequence)
True
>>> isinstance((), collections.Sequence)
True
>>> isinstance(23, collections.Sequence)
False
>>> isinstance('foo', collections.Sequence)
True
>>> isinstance({}, collections.Sequence)
False
>>> isinstance(set(), collections.Sequence)
False
You'll note strings are still considered "a sequence" (since they are), but at least you get dicts and sets out of the way. If you want to exclude strings from your concept of "being sequences", you could use collections.MutableSequence
(but that also excludes tuples, which, like strings, are sequences, but are not mutable), or do it explicitly:
import collections
def issequenceforme(obj):
if isinstance(obj, basestring):
return False
return isinstance(obj, collections.Sequence)
Season to taste, and serve hot!-)
PS: For Python 3, use str
instead of basestring
, and for Python 3.3+: Abstract Base Classes like Sequence
have moved to collections.abc
.
For Python 3 and 2.6+, you can check if it's a subclass of collections.Sequence
:
>>> import collections
>>> isinstance(myObject, collections.Sequence)
True
In Python 3.7 you must use collections.abc.Sequence
(collections.Sequence
will be removed in Python 3.8):
>>> import collections.abc
>>> isinstance(myObject, collections.abc.Sequence)
True
However, this won't work for duck-typed sequences which implement __len__()
and __getitem__()
but do not (as they should) subclass collections.Sequence
. But it will work for all the built-in Python sequence types: lists, tuples, strings, etc.
While all sequences are iterables, not all iterables are sequences (for example, sets and dictionaries are iterable but not sequences). Checking hasattr(type(obj), '__iter__')
will return True
for dictionaries and sets.
Since Python "adheres" duck typing, one of the approach is to check if an object has some member (method).
A sequence has length, has sequence of items, and support slicing [doc]. So, it would be like this:
def is_sequence(obj):
t = type(obj)
return hasattr(t, '__len__') and hasattr(t, '__getitem__')
# additionally: and hasattr(t, '__setitem__') and hasattr(t, '__delitem__')
They are all special methods, __len__()
should return number of items, __getitem__(i)
should return an item (in sequence it is i-th item, but not with mapping), __getitem__(slice(start, stop, step))
should return subsequence, and __setitem__
and __delitem__
like you expect. This is such a contract, but whether the object really do these or not depends on whether the object adheres the contract or not.
Note that, the function above will also return True
for mapping, e.g. dict
, since mapping also has these methods. To overcome this, you can do a heavier work:
def is_sequence(obj):
try:
len(obj)
obj[0:0]
return True
except TypeError:
return False
But most of the time you don't need this, just do what you want as if the object is a sequence and catch an exception if you wish. This is more pythonic.
The Python 2.6.5 documentation describes the following sequence types: string, Unicode string, list, tuple, buffer, and xrange.
def isSequence(obj):
return type(obj) in [str, unicode, list, tuple, buffer, xrange]