How Can I Efficiently Flatten a Shallow List in Python?
Flattening a Shallow List in Python
In Python, flattening a shallow list of iterables can be a common task to convert a nested structure into a single-level list. There are several approaches to achieve this, with varying levels of performance and code readability.
One initial attempt might involve a nested list comprehension, such as this:
[image for image in menuitem for menuitem in list_of_menuitems]
However, this will encounter a NameError as 'menuitem' is not defined within the scope of the outer comprehension.
Another option is to employ the reduce function:
reduce(list.__add__, map(lambda x: list(x), list_of_menuitems))
While this method flattens the list, its readability may be hindered by the conversion of QuerySet objects to lists using the list(x) calls.
An efficient and elegant solution is offered by the itertools module, specifically itertools.chain. It allows iteration over a flattened version of the data structure without creating a new list:
from itertools import chain list(chain(*list_of_menuitems))
This approach avoids copying items into new lists, reducing overhead. A slightly more explicit version that avoids the use of the unpacking operator * is:
chain = itertools.chain.from_iterable([[1, 2], [3], [5, 89], [], [6]]) print(list(chain)) # [1, 2, 3, 5, 89, 6]
These techniques can be valuable for flattening shallow lists while balancing performance and readability.
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