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July 31, 2019 13:46
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Python: Mnist Reader
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def get_data_and_labels(images_filename, labels_filename): | |
print("Opening files ...") | |
images_file = open(images_filename, "rb") | |
labels_file = open(labels_filename, "rb") | |
try: | |
print("Reading files ...") | |
images_file.read(4) | |
num_of_items = int.from_bytes(images_file.read(4), byteorder="big") | |
num_of_rows = int.from_bytes(images_file.read(4), byteorder="big") | |
num_of_colums = int.from_bytes(images_file.read(4), byteorder="big") | |
labels_file.read(8) | |
num_of_image_values = num_of_rows * num_of_colums | |
data = [[None for x in range(num_of_image_values)] | |
for y in range(num_of_items)] | |
labels = [] | |
for item in range(num_of_items): | |
print("Current image number: %7d" % item) | |
for value in range(num_of_image_values): | |
data[item][value] = int.from_bytes(images_file.read(1), | |
byteorder="big") | |
labels.append(int.from_bytes(labels_file.read(1), byteorder="big")) | |
return data, labels | |
finally: | |
images_file.close() | |
labels_file.close() | |
print("Files closed.") | |
images_filename = "location/of/images/file" | |
labels_filename = "location/of/labels/file" | |
data, labels = get_data_and_labels(images_filename, labels_filename) |
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