71 lines
2.4 KiB
Python
71 lines
2.4 KiB
Python
# Copyright (c) 2024 Bytedance Ltd. and/or its affiliates
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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import os
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import subprocess
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import tqdm
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from multiprocessing import Pool
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import cv2
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paths = []
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def gather_paths(input_dir, output_dir):
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for video in sorted(os.listdir(input_dir)):
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if video.endswith(".mp4"):
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video_input = os.path.join(input_dir, video)
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video_output = os.path.join(output_dir, video)
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if os.path.isfile(video_output):
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continue
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paths.append([video_input, video_output])
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elif os.path.isdir(os.path.join(input_dir, video)):
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gather_paths(os.path.join(input_dir, video), os.path.join(output_dir, video))
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def get_video_fps(video_path: str):
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cam = cv2.VideoCapture(video_path)
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fps = cam.get(cv2.CAP_PROP_FPS)
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return fps
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def resample_fps_hz(video_input, video_output):
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os.makedirs(os.path.dirname(video_output), exist_ok=True)
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if get_video_fps(video_input) == 25:
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command = f"ffmpeg -loglevel error -y -i {video_input} -c:v copy -ar 16000 -q:a 0 {video_output}"
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else:
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command = f"ffmpeg -loglevel error -y -i {video_input} -r 25 -ar 16000 -q:a 0 {video_output}"
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subprocess.run(command, shell=True)
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def multi_run_wrapper(args):
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return resample_fps_hz(*args)
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def resample_fps_hz_multiprocessing(input_dir, output_dir, num_workers):
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print(f"Recursively gathering video paths of {input_dir} ...")
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gather_paths(input_dir, output_dir)
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print(f"Resampling FPS and Hz of {input_dir} ...")
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with Pool(num_workers) as pool:
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for _ in tqdm.tqdm(pool.imap_unordered(multi_run_wrapper, paths), total=len(paths)):
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pass
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if __name__ == "__main__":
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input_dir = "/mnt/bn/maliva-gen-ai-v2/chunyu.li/VoxCeleb2/raw"
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output_dir = "/mnt/bn/maliva-gen-ai-v2/chunyu.li/VoxCeleb2/resampled"
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num_workers = 20
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resample_fps_hz_multiprocessing(input_dir, output_dir, num_workers)
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