While idly surfing the namespace I noticed an odd looking object called Ellipsis
, it does not seem to be or do anything special, but it's a globally available builtin.
After a search I found that it is used in some obscure variant of the slicing syntax by Numpy and Scipy... but almost nothing else.
Was this object added to the language specifically to support Numpy + Scipy? Does Ellipsis have any generic meaning or use at all?
D:\workspace\numpy>python
Python 2.4.4 (#71, Oct 18 2006, 08:34:43) [MSC v.1310 32 bit (Intel)] on win32
Type "help", "copyright", "credits" or "license" for more information.
>>> Ellipsis
Ellipsis
This came up in another question recently. I'll elaborate on my answer from there:
Ellipsis is an object that can appear in slice notation. For example:
myList[1:2, ..., 0]
Its interpretation is purely up to whatever implements the __getitem__
function and sees Ellipsis
objects there, but its main (and intended) use is in the numpy third-party library, which adds a multidimensional array type. Since there are more than one dimensions, slicing becomes more complex than just a start and stop index; it is useful to be able to slice in multiple dimensions as well. E.g., given a 4 × 4 array, the top left area would be defined by the slice [:2, :2]
:
>>> a
array([[ 1, 2, 3, 4],
[ 5, 6, 7, 8],
[ 9, 10, 11, 12],
[13, 14, 15, 16]])
>>> a[:2, :2] # top left
array([[1, 2],
[5, 6]])
Extending this further, Ellipsis is used here to indicate a placeholder for the rest of the array dimensions not specified. Think of it as indicating the full slice [:]
for all the dimensions in the gap it is placed, so for a 3d array, a[..., 0]
is the same as a[:, :, 0]
and for 4d a[:, :, :, 0]
, similarly, a[0, ..., 0]
is a[0, :, :, 0]
(with however many colons in the middle make up the full number of dimensions in the array).
Interestingly, in python3, the Ellipsis literal (...
) is usable outside the slice syntax, so you can actually write:
>>> ...
Ellipsis
EDIT: Ellipsis is also used in the standard library typing
module: e.g. Callable[..., int]
to indicate a callable that returns an int
without specifying the signature, or tuple[str, ...]
to indicate a variable-length homogeneous tuple of strings.
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