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Return equivalent of `:` from function for indexing array

I have a large array and a function that returns index lists into the array, i.e.,

import numpy

n = 500
a = numpy.random.rand(n)

def get_idx(k):
    # More complicated in reality
    return range(n) if k > 6 else range(k)

data = a[get_idx(29)]
data = a[get_idx(30)]
# ...

A typical case is that the range is the entire array, range(n). Unfortunately, a[range(n)] scales with n while a[:] is of course constant-time. It's a pity that one cannot return : from get_idx.

What can I return from get_idx to use as an index for the entire array?

like image 592
Nico Schlömer Avatar asked Dec 02 '22 13:12

Nico Schlömer


1 Answers

Have a look at slice

def get_x():
    return slice(2)

a=list(range(100))
a[get_x()]

will return [0, 1]

UPDATE

And for your need get_x function should be

def get_x(k, n):
    return slice(n if k > 6 else k)

Update

as @Eric correctly noted it's better to pass None instead of n. So function would be:

def get_x(k):
    return slice(None if k > 6 else k)
like image 194
vishes_shell Avatar answered Dec 29 '22 16:12

vishes_shell