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video_jpg.py
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from __future__ import print_function, division
import os
import time
import subprocess
from tqdm import tqdm
import argparse
from multiprocessing import Pool
parser = argparse.ArgumentParser(description="Dataset processor: Video->Frames")
parser.add_argument("dir_path", type=str, help="original dataset path")
parser.add_argument("dst_dir_path", type=str, help="dest path to save the frames")
parser.add_argument("--prefix", type=str, default="image_%05d.jpg", help="output image type")
parser.add_argument("--accepted_formats", type=str, default=[".mp4", ".mkv", ".webm"], nargs="+",
help="list of input video formats")
parser.add_argument("--begin", type=int, default=0)
parser.add_argument("--end", type=int, default=666666666)
parser.add_argument("--file_list", type=str, default="")
parser.add_argument("--frame_rate", type=int, default=-1)
parser.add_argument("--num_workers", type=int, default=16)
parser.add_argument("--dry_run", action="store_true")
parser.add_argument("--parallel", action="store_true")
args = parser.parse_args()
def par_job(command):
if args.dry_run:
print(command)
else:
subprocess.call(command, shell=True)
if __name__ == "__main__":
t0 = time.time()
dir_path = args.dir_path
dst_dir_path = args.dst_dir_path
if args.file_list == "":
file_names = sorted(os.listdir(dir_path))
else:
file_names = [x.strip() for x in open(args.file_list).readlines()]
del_list = []
for i, file_name in enumerate(file_names):
if not any([x in file_name for x in args.accepted_formats]):
del_list.append(i)
file_names = [x for i, x in enumerate(file_names) if i not in del_list]
file_names = file_names[args.begin:args.end + 1]
print("%d videos to handle (after %d being removed)" % (len(file_names), len(del_list)))
cmd_list = []
for file_name in tqdm(file_names):
name, ext = os.path.splitext(file_name)
dst_directory_path = os.path.join(dst_dir_path, name)
video_file_path = os.path.join(dir_path, file_name)
if not os.path.exists(dst_directory_path):
os.makedirs(dst_directory_path, exist_ok=True)
if args.frame_rate > 0:
frame_rate_str = "-r %d" % args.frame_rate
else:
frame_rate_str = ""
cmd = 'ffmpeg -nostats -loglevel 0 -i {} -vf scale=-1:360 {} {}/{}'.format(video_file_path, frame_rate_str,
dst_directory_path, args.prefix)
if not args.parallel:
if args.dry_run:
print(cmd)
else:
subprocess.call(cmd, shell=True)
cmd_list.append(cmd)
if args.parallel:
with Pool(processes=args.num_workers) as pool:
with tqdm(total=len(cmd_list)) as pbar:
for _ in tqdm(pool.imap_unordered(par_job, cmd_list)):
pbar.update()
t1 = time.time()
print("Finished in %.4f seconds" % (t1 - t0))
os.system("stty sane")