Created
January 8, 2019 19:26
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Python script to download the MNIST dataset
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from __future__ import division | |
from __future__ import print_function | |
import argparse | |
import gzip | |
import os | |
import sys | |
import urllib | |
try: | |
from urllib.error import URLError | |
from urllib.request import urlretrieve | |
except ImportError: | |
from urllib2 import URLError | |
from urllib import urlretrieve | |
RESOURCES = [ | |
'train-images-idx3-ubyte.gz', | |
'train-labels-idx1-ubyte.gz', | |
't10k-images-idx3-ubyte.gz', | |
't10k-labels-idx1-ubyte.gz', | |
] | |
def report_download_progress(chunk_number, chunk_size, file_size): | |
if file_size != -1: | |
percent = min(1, (chunk_number * chunk_size) / file_size) | |
bar = '#' * int(64 * percent) | |
sys.stdout.write('\r0% |{:<64}| {}%'.format(bar, int(percent * 100))) | |
def download(destination_path, url, quiet): | |
if os.path.exists(destination_path): | |
if not quiet: | |
print('{} already exists, skipping ...'.format(destination_path)) | |
else: | |
print('Downloading {} ...'.format(url)) | |
try: | |
hook = None if quiet else report_download_progress | |
urlretrieve(url, destination_path, reporthook=hook) | |
except URLError: | |
raise RuntimeError('Error downloading resource!') | |
finally: | |
if not quiet: | |
# Just a newline. | |
print() | |
def unzip(zipped_path, quiet): | |
unzipped_path = os.path.splitext(zipped_path)[0] | |
if os.path.exists(unzipped_path): | |
if not quiet: | |
print('{} already exists, skipping ... '.format(unzipped_path)) | |
return | |
with gzip.open(zipped_path, 'rb') as zipped_file: | |
with open(unzipped_path, 'wb') as unzipped_file: | |
unzipped_file.write(zipped_file.read()) | |
if not quiet: | |
print('Unzipped {} ...'.format(zipped_path)) | |
def main(): | |
parser = argparse.ArgumentParser( | |
description='Download the MNIST dataset from the internet') | |
parser.add_argument( | |
'-d', '--destination', default='.', help='Destination directory') | |
parser.add_argument( | |
'-q', | |
'--quiet', | |
action='store_true', | |
help="Don't report about progress") | |
options = parser.parse_args() | |
if not os.path.exists(options.destination): | |
os.makedirs(options.destination) | |
try: | |
for resource in RESOURCES: | |
path = os.path.join(options.destination, resource) | |
url = 'http://yann.lecun.com/exdb/mnist/{}'.format(resource) | |
download(path, url, options.quiet) | |
unzip(path, options.quiet) | |
except KeyboardInterrupt: | |
print('Interrupted') | |
if __name__ == '__main__': | |
main() |
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