I am looking for some function that takes an input array of numbers and adds steps (range) between these numbers. I need to specify the length of the output's array.
Example:
input_array = [1, 2, 5, 4]
output_array = do_something(input_array, output_length=10)
Result:
output_array => [1, 1.3, 1.6, 2, 3, 4, 5, 4.6, 4.3, 4]
len(output_array) => 10
Is there something like that, in Numpy for example?
I have a prototype of this function that uses dividing input array into pairs ([0,2]
, [2,5]
, [5,8]
) and filling "spaces" between with np.linspace()
but it don't work well:
CodePudding user response:
There is numpy.interp
which might be what you are looking for.
import numpy as np
points = np.arange(4)
values = np.array([1,2,5,4])
x = np.linspace(0, 3, num=10)
np.interp(x, points, values)
output:
array([1. , 1.33333333, 1.66666667, 2. , 3. ,
4. , 5. , 4.66666667, 4.33333333, 4. ])