waifu-diffusion-original/danbooru_data/download.py

80 lines
2.8 KiB
Python

import os
import json
import requests
import multiprocessing
import tqdm
# downloads URLs from JSON
import argparse
parser = argparse.ArgumentParser()
parser.add_argument('--file', '-f', type=str, required=False)
parser.add_argument('--out_dir', '-o', type=str, required=False)
parser.add_argument('--threads', '-p', required=False, default=32)
args = parser.parse_args()
class DownloadManager():
def __init__(self, max_threads=32):
self.failed_downloads = []
self.max_threads = max_threads
# args = (link, metadata, out_img_dir, out_text_dir)
def download(self, args):
try:
r = requests.get(args[0], stream=True)
with open(args[2] + args[0].split('/')[-1], 'wb') as f:
for chunk in r.iter_content(1024):
f.write(chunk)
with open(args[3] + args[0].split('/')[-1].split('.')[0] + '.txt', 'w') as f:
f.write(args[1])
except:
self.failed_downloads.append((args[0], args[1]))
def download_urls(self, file_path, out_dir):
with open(file_path) as f:
data = json.load(f)
if not os.path.exists(out_dir):
os.makedirs(out_dir)
os.makedirs(out_dir + '/img')
os.makedirs(out_dir + '/text')
thread_args = []
print(f'Loading {file_path} for download on {self.max_threads} threads...')
# create initial thread_args
for k, v in tqdm.tqdm(data.items()):
thread_args.append((k, v, out_dir + 'img/', out_dir + 'text/'))
# divide thread_args into chunks divisible by max_threads
chunks = []
for i in range(0, len(thread_args), self.max_threads):
chunks.append(thread_args[i:i+self.max_threads])
print(f'Downloading {len(thread_args)} images...')
# download chunks synchronously
for chunk in tqdm.tqdm(chunks):
with multiprocessing.Pool(self.max_threads) as p:
p.map(self.download, chunk)
if len(self.failed_downloads) > 0:
print("Failed downloads:")
for i in self.failed_downloads:
print(i[0])
print("\n")
"""
# attempt to download any remaining failed downloads
print('\nAttempting to download any failed downloads...')
print('Failed downloads:', len(self.failed_downloads))
if len(self.failed_downloads) > 0:
for url in tqdm.tqdm(self.failed_downloads):
self.download((url[0], url[1], out_dir + 'img/', out_dir + 'text/'))
"""
if __name__ == '__main__':
dm = DownloadManager(max_threads=args.threads)
dm.download_urls(args.file, args.out_dir)