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imagenet-download.py
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imagenet-download.py
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#!/usr/bin/env python
# Copyright (c) 2014 Seiya Tokui
#
# 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, subject to the following conditions:
#
# The above copyright notice and this permission notice shall be included in
# all copies or substantial portions of the Software.
#
# 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.
import argparse
import imghdr
import Queue
import os
import socket
import sys
import tempfile
import threading
import time
import urllib2
import glob
def download(url, timeout, retry, sleep, verbose=False):
"""Downloads a file at given URL."""
count = 0
while True:
try:
f = urllib2.urlopen(url, timeout=timeout)
if f is None:
raise Exception('Cannot open URL {0}'.format(url))
content = f.read()
f.close()
break
except urllib2.HTTPError as e:
if 500 <= e.code < 600:
if verbose:
sys.stderr.write('Error: HTTP with code {0}\n'.format(e.code))
count += 1
if count > retry:
if verbose:
sys.stderr.write('Error: too many retries on {0}\n'.format(url))
raise
else:
if verbose:
sys.stderr.write('Error: HTTP with code {0}\n'.format(e.code))
raise
except urllib2.URLError as e:
if isinstance(e.reason, socket.gaierror):
count += 1
time.sleep(sleep)
if count > retry:
if verbose:
sys.stderr.write('Error: too many retries on {0}\n'.format(url))
raise
else:
if verbose:
sys.stderr.write('Error: URLError {0}\n'.format(e))
raise
#except Exception as e:
# if verbose:
# sys.stderr.write('Error: unknown during download: {0}\n'.format(e))
return content
def imgtype2ext(typ):
"""Converts an image type given by imghdr.what() to a file extension."""
if typ == 'jpeg':
return 'jpg'
if typ is None:
raise Exception('Cannot detect image type')
return typ
def make_directory(path):
if not os.path.isdir(path):
os.makedirs(path)
def download_imagenet(list_filename,
out_dir,
timeout=10,
retry=10,
num_jobs=1,
sleep_after_dl=1,
verbose=False,
offset=0,
msg=1):
"""Downloads to out_dir all images whose names and URLs are written in file
of name list_filename.
"""
make_directory(out_dir)
count_total = 0
with open(list_filename) as list_in:
for i, l in enumerate(list_in):
pass
count_total = i + 1
count_total -= offset
sys.stderr.write('Total: {0}\n'.format(count_total))
num_jobs = max(num_jobs, 1)
entries = Queue.Queue(num_jobs)
done = [False]
counts_fail = [0 for i in xrange(num_jobs)]
counts_success = [0 for i in xrange(num_jobs)]
def producer():
count = 0
with open(list_filename) as list_in:
for line in list_in:
if count >= offset:
name, url = line.strip().split(None, 1)
entries.put((name, url), block=True)
count += 1
entries.join()
done[0] = True
def consumer(i):
while not done[0]:
try:
name, url = entries.get(timeout=1)
except:
continue
try:
if name is None:
if verbose:
sys.stderr.write('Error: Invalid line: {0}\n'.line)
counts_fail[i] += 1
continue
directory = os.path.join(out_dir, name.split('_')[0])
rpath = os.path.join(directory, '{0}.*'.format(name))
lf = glob.glob(rpath)
if lf:
print "skipping: already have", lf[0]
counts_success[i] += 1
entries.task_done()
continue
content = download(url, timeout, retry, sleep_after_dl)
ext = imgtype2ext(imghdr.what('', content))
try:
make_directory(directory)
except:
pass
path = os.path.join(directory, '{0}.{1}'.format(name, ext))
with open(path, 'w') as f:
f.write(content)
counts_success[i] += 1
time.sleep(sleep_after_dl)
except Exception as e:
counts_fail[i] += 1
if verbose:
sys.stderr.write('Error: {0} / {1}: {2}\n'.format(name, url, e))
entries.task_done()
def message_loop():
if verbose:
delim = '\n'
else:
delim = '\r'
while not done[0]:
count_success = sum(counts_success)
count = count_success + sum(counts_fail)
rate_done = count * 100.0 / count_total
if count == 0:
rate_success = 0
else:
rate_success = count_success * 100.0 / count
sys.stderr.write(
'{0} / {1} ({2}%) done, {3} / {0} ({4}%) succeeded {5}'.format(
count, count_total, rate_done, count_success, rate_success, delim))
time.sleep(msg)
sys.stderr.write('done')
producer_thread = threading.Thread(target=producer)
consumer_threads = [threading.Thread(target=consumer, args=(i,)) for i in xrange(num_jobs)]
message_thread = threading.Thread(target=message_loop)
producer_thread.start()
for t in consumer_threads:
t.start()
message_thread.start()
# Explicitly wait to accept SIGINT
try:
while producer_thread.isAlive():
time.sleep(1)
except:
sys.exit(1)
producer_thread.join()
for t in consumer_threads:
t.join()
message_thread.join()
sys.stderr.write('\ndone\n')
if __name__ == '__main__':
p = argparse.ArgumentParser()
p.add_argument('list', help='Imagenet list file')
p.add_argument('outdir', help='Output directory')
p.add_argument('--jobs', '-j', type=int, default=1,
help='Number of parallel threads to download')
p.add_argument('--timeout', '-t', type=int, default=10,
help='Timeout per image in seconds')
p.add_argument('--retry', '-r', type=int, default=10,
help='Max count of retry for each image')
p.add_argument('--sleep', '-s', type=float, default=1,
help='Sleep after download each image in second')
p.add_argument('--verbose', '-v', action='store_true',
help='Enable verbose messages')
p.add_argument('--offset', '-o', type=int, default=0,
help='Offset to where to start in Imagenet list file')
p.add_argument('--msg', '-m', type=int, default=1,
help='Logging message every x seconds')
args = p.parse_args()
download_imagenet(args.list, args.outdir,
timeout=args.timeout, retry=args.retry,
num_jobs=args.jobs, verbose=args.verbose,
offset=args.offset, msg=args.msg)