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Unfold a muli-dimensional numpy array along an arbitrary axis
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import numpy as np | |
def unfold(arr, ax): | |
""" | |
Unfolds a given array along the given axis | |
""" | |
return np.rollaxis(arr, ax, 0).reshape(arr.shape[ax], -1) | |
def test_unfold(): | |
""" | |
Test the unfold function | |
""" | |
tensor = np.arange(24).reshape(2,3,4) | |
compare_unfolding = lambda tensor, ax, matrix: np.allclose(unfold(tensor, ax), matrix) | |
assert compare_unfolding(tensor, 0, np.vstack((np.arange(12), np.arange(12,24)))) | |
assert compare_unfolding(tensor, 1, np.hstack((np.arange(12).reshape(3,4), np.arange(12,24).reshape(3,4)))) | |
assert compare_unfolding(tensor, 2, np.arange(24).reshape(6,4).T) |
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