import os import sys import subprocess import cv2 import numpy as np from decord import VideoReader, cpu from tqdm import tqdm from PIL import Image import argparse import re def get_new_height_width(height, width, longest_side_size=512): if height > width: new_height = longest_side_size new_width = int(new_height * width / height) # floor value else: new_width = longest_side_size new_height = int(new_width * height / width) # floor value return new_height, new_width def downsample_video(input_video_path, output_video_path): print(f"Downsampling video: {input_video_path} to {output_video_path}") if os.path.exists(output_video_path): print('Downsampled video exists. Exiting now...') return try: print("Attempting to use FFmpeg for fast downsampling...") probe_cmd = ["ffprobe", "-v", "error", "-select_streams", "v:0", "-show_entries", "stream=width,height,r_frame_rate,duration", "-of", "csv=p=0", input_video_path] try: probe_output = subprocess.check_output(probe_cmd, universal_newlines=True).strip().split(',') width, height, fps_fraction, duration = probe_output original_fps = eval(fps_fraction) width, height = int(width), int(height) new_height, new_width = get_new_height_width(height, width, longest_side_size=512) total_duration = float(duration) except: video_reader = VideoReader(input_video_path, ctx=cpu(0), num_threads=0) original_fps = video_reader.get_avg_fps() first_frame = video_reader[0].asnumpy() height, width, _ = first_frame.shape new_height, new_width = get_new_height_width(height, width, longest_side_size=512) total_duration = len(video_reader) / original_fps del video_reader temp_output_path = output_video_path.split('.')[0] + '.temp.mp4' if os.path.exists(temp_output_path): os.remove(temp_output_path) ffmpeg_cmd = [ "ffmpeg", "-y", "-i", input_video_path, "-vf", f"fps={original_fps},scale={new_width}:{new_height}", "-c:v", "libx264", "-preset", "medium", "-crf", "23", "-g", "60", "-bf", "2", "-an", "-pix_fmt", "yuv420p", temp_output_path ] # 使用tqdm显示ffmpeg的进度 with tqdm(total=total_duration, desc=f"Processing {os.path.basename(input_video_path)}", leave=False) as pbar: process = subprocess.Popen(ffmpeg_cmd, stdout=subprocess.PIPE, stderr=subprocess.PIPE, universal_newlines=True) for line in process.stderr: # 匹配ffmpeg输出中的时间信息 match = re.search(r'time=(\d+:\d+:\d+\.\d+)', line) if match: time_str = match.group(1) h, m, s = map(float, time_str.split(':')) current_time = h * 3600 + m * 60 + s pbar.update(current_time - pbar.n) process.wait() if process.returncode == 0: os.replace(temp_output_path, output_video_path) print(f"Successfully downsampled video using FFmpeg") return except (subprocess.SubprocessError, FileNotFoundError) as e: print(f"FFmpeg method failed: {str(e)}. Falling back to Python implementation.") if os.path.exists(temp_output_path): os.remove(temp_output_path) raise def process_video(filename, source_dir, target_dir): if '_' not in filename and filename.endswith(('.mp4', '.avi', '.mov', '.mkv')): input_video_path = os.path.join(source_dir, filename) output_video_path = os.path.join(target_dir, filename) print(f"Processing {filename}...") downsample_video(input_video_path, output_video_path) def main(): parser = argparse.ArgumentParser(description="Downsample videos from a source directory to a target directory.") parser.add_argument('source_dir', type=str, help='The directory containing the source videos.') parser.add_argument('target_dir', type=str, help='The directory to save the downsampled videos.') parser.add_argument('video_ids_file', type=str, help='The file containing video IDs to process.') args = parser.parse_args() source_dir = args.source_dir target_dir = args.target_dir video_ids_file = args.video_ids_file if not os.path.exists(target_dir): os.makedirs(target_dir) with open(video_ids_file, 'r') as f: video_ids = {line.strip() for line in f if line.strip()} filenames = [f for f in os.listdir(source_dir) if f.split('.')[0] in video_ids and f.endswith(('.mp4', '.avi', '.mov', '.mkv'))] print(f"Found {len(filenames)} videos to process.") if not filenames: print("No videos found to process. Exiting.") return print(f"Processing {len(filenames)} videos sequentially...") with tqdm(total=len(filenames), desc="Overall Progress") as pbar: for filename in filenames: try: process_video(filename, source_dir, target_dir) except Exception as e: print(f"An error occurred during processing {filename}: {e}") pbar.update(1) print("Processing completed successfully.") if __name__ == "__main__": main()