# Copyright (c) 2024 Bytedance Ltd. and/or its affiliates # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import os import subprocess import tqdm from multiprocessing import Pool paths = [] def gather_paths(input_dir, output_dir): for video in sorted(os.listdir(input_dir)): if video.endswith(".mp4"): video_input = os.path.join(input_dir, video) video_output = os.path.join(output_dir, video) if os.path.isfile(video_output): continue paths.append([video_input, output_dir]) elif os.path.isdir(os.path.join(input_dir, video)): gather_paths(os.path.join(input_dir, video), os.path.join(output_dir, video)) def detect_shot(video_input, output_dir): os.makedirs(output_dir, exist_ok=True) video = os.path.basename(video_input)[:-4] command = f"scenedetect --quiet -i {video_input} detect-adaptive --threshold 2 split-video --filename '{video}_shot_$SCENE_NUMBER' --output {output_dir}" # command = f"scenedetect --quiet -i {video_input} detect-adaptive --threshold 2 split-video --high-quality --filename '{video}_shot_$SCENE_NUMBER' --output {output_dir}" subprocess.run(command, shell=True) def multi_run_wrapper(args): return detect_shot(*args) def detect_shot_multiprocessing(input_dir, output_dir, num_workers): print(f"Recursively gathering video paths of {input_dir} ...") gather_paths(input_dir, output_dir) print(f"Detecting shot of {input_dir} ...") with Pool(num_workers) as pool: for _ in tqdm.tqdm(pool.imap_unordered(multi_run_wrapper, paths), total=len(paths)): pass if __name__ == "__main__": input_dir = "/mnt/bn/maliva-gen-ai-v2/chunyu.li/ads/high-resolution" output_dir = "/mnt/bn/maliva-gen-ai-v2/chunyu.li/ads/shot" num_workers = 50 detect_shot_multiprocessing(input_dir, output_dir, num_workers)