Created
February 13, 2011 23:57
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Permutations with repetitions
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import numpy as np | |
def bin_perm_rep(ndim,a=0,b=1): | |
"""bin_perm_rep(ndim) -> ndim permutations with repetitions of (a,b). | |
Returns an array with all the possible permutations with repetitions of | |
(0,1) in ndim dimensions. The array is shaped as (2**ndim,ndim), and is | |
ordered with the last index changing fastest. For examble, for ndim=3: | |
Examples: | |
>>> bin_perm_rep(3) | |
array([[0, 0, 0], | |
[0, 0, 1], | |
[0, 1, 0], | |
[0, 1, 1], | |
[1, 0, 0], | |
[1, 0, 1], | |
[1, 1, 0], | |
[1, 1, 1]]) | |
""" | |
# Create the lefttmost column as 0,0,...,1,1,... | |
nperms = 2**ndim | |
perms = np.empty((nperms,ndim),type(a)) | |
perms.fill(a) | |
half_point = nperms/2 | |
perms[half_point:,0] = b | |
# Fill the rest of the table by sampling the pervious column every 2 items | |
for j in range(1,ndim): | |
half_col = perms[::2,j-1] | |
perms[:half_point,j] = half_col | |
perms[half_point:,j] = half_col | |
return perms |
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