# 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 import cv2 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, video_output]) 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 get_video_fps(video_path: str): cam = cv2.VideoCapture(video_path) fps = cam.get(cv2.CAP_PROP_FPS) return fps def resample_fps_hz(video_input, video_output): os.makedirs(os.path.dirname(video_output), exist_ok=True) if get_video_fps(video_input) == 25: command = f"ffmpeg -loglevel error -y -i {video_input} -c:v copy -ar 16000 -q:a 0 {video_output}" else: command = f"ffmpeg -loglevel error -y -i {video_input} -r 25 -ar 16000 -q:a 0 {video_output}" subprocess.run(command, shell=True) def multi_run_wrapper(args): return resample_fps_hz(*args) def resample_fps_hz_multiprocessing(input_dir, output_dir, num_workers): print(f"Recursively gathering video paths of {input_dir} ...") gather_paths(input_dir, output_dir) print(f"Resampling FPS and Hz 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/HDTF/segmented/train" output_dir = "/mnt/bn/maliva-gen-ai-v2/chunyu.li/HDTF/resampled_test" num_workers = 20 resample_fps_hz_multiprocessing(input_dir, output_dir, num_workers)