I have an np.array which I need to make its size double/triple/quadruple. I want to do it by adding 1/2/3 elements between every 2 consecutive elements.
for example:
np.array([1,2,3,4,5])
to be
np.array([1,1.5,2,2.5,3,3.5,4,4.5,5,5.5])
There is no problem doing that using python. but I need the fastest possible way, preferably using Numpy/Scipy.
>Solution :
a = np.array([1,2,3,4,5])
ur = 2 # upsample rate
np.interp(np.arange((len(a)-1)*ur+1)/ur, xp=np.arange(len(a)), fp=a)
# output: array([1. , 1.5, 2. , 2.5, 3. , 3.5, 4. , 4.5, 5.])