Created
October 16, 2022 13:01
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Reshape a 4D array into a image grid
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""" | |
Given a 4D array of shape (n, h, w, c) representing n images of shape (h, w, c), | |
make a single image consisting of a regular grid of smaller images. | |
License: MIT No attribution | |
""" | |
import numpy as np | |
def reshape(arr, rows, cols, pixels=False): | |
"""Reshapes a 4D array into a grid of images. | |
See: https://stackoverflow.com/questions/58290692 | |
Args: | |
arr (ndarray): The input data, shape (n, h, w, c) where n is the number | |
of examples, (h, w) is the shape of each image, and c is the number | |
of channels (usually 1, 3 or 4). | |
rows (int): The desired number of images or pixels in one column of the output. | |
cols (int): The desired number of images or pixels in one row of the output. | |
Returns: | |
ndarray. | |
Example: | |
>>> import numpy as np | |
>>> data = np.random.random((80, 8, 8, 3)) | |
>>> data_new = reshape(data, rows=8, cols=10) | |
>>> data_new.shape | |
(64, 80, 3) | |
""" | |
n, h, w, c = arr.shape | |
if pixels: | |
rows, cols = rows // h, cols // w | |
arr_new = (arr.reshape(rows, cols, h, w, c) | |
.swapaxes(1, 2) | |
.reshape(h*rows, w*cols, c)) | |
return arr_new |
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MIT No Attribution | |
Copyright 2022 Matt Hall, kwinkunks@GitHub | |
Permission is hereby granted, free of charge, to any person obtaining a copy of this | |
software and associated documentation files (the "Software"), to deal in the Software | |
without restriction, including without limitation the rights to use, copy, modify, | |
merge, publish, distribute, sublicense, and/or sell copies of the Software, and to | |
permit persons to whom the Software is furnished to do so. | |
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, | |
INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A | |
PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT | |
HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION | |
OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE | |
SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. |
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