Created
August 28, 2023 17:58
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A simple python script for making a .npy file of images, given the directory of the images.
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""" | |
It prepares and saves .npy array to the specified path. | |
""" | |
import os | |
import numpy as np | |
import sys | |
from PIL import Image | |
from tqdm import tqdm | |
import argparse | |
parser = argparse.ArgumentParser(description="Saving images as a numpy .npy file") | |
parser.add_argument("images_dir", type=str) | |
parser.add_argument("output_path", type=str) | |
parser.add_argument("-n", "--number_of_pixels", type=int) | |
parser.add_argument("-v", "--verbose", action="store_true") | |
parser.add_argument("-z", "--save_compressed", action="store_true") | |
parser.add_argument("-c", "--add_channel_dim", action="store_true") | |
args = parser.parse_args() | |
# | |
assert os.path.isdir(args.images_dir), "The images directory is invalid." | |
images = [] | |
for i in tqdm(os.listdir(args.images_dir), ascii=True): | |
if i.split(".")[-1] == "png": | |
images.append(np.array( | |
Image.open(os.path.join(args.images_dir, i)).resize( | |
(args.number_of_pixels, args.number_of_pixels) | |
), dtype=np.uint8 | |
)) | |
images = np.stack(images, axis=0) | |
if args.add_channel_dim: | |
images = np.expand_dims(images, axis=1) | |
if args.verbose: | |
print(f"An array with {images.shape} is preapred and being saved at {args.output_path}.") | |
if args.save_compressed: | |
assert args.output_path.split(".")[-1].lower() == "npz", ( | |
"For saving file in compressed format, output path must have npz extension" | |
) | |
np.savez_compressed(args.output_path, images) | |
else: | |
np.save(args.output_path, images) |
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