convert_ft_work.py

import os
import shutil
from tqdm import tqdm
import librosa
import soundfile as sf
import subprocess

"""
将FT_work数据集转换为AVLips格式

FT_work原始结构:
videos/
├── train/
│   ├── real/Real/*.mp4
│   └── fake/{AniPortrait,Joyvasa,Ditto,Hallo,Sonic}/*.mp4
├── test/
│   ├── real/Real/*.mp4
│   └── fake/{SadTalk,EDTalk,Float}/*.mp4
└── val/
    ├── real/Real/*.mp4
    └── fake/{AniPortrait,Joyvasa,Ditto,Hallo,Sonic}/*.mp4

目标AVLips结构:
AVLips/
├── 0_real/*.mp4
├── 1_fake/*.mp4
└── wav/
    ├── 0_real/*.wav
    └── 1_fake/*.wav

注意：需要先从视频中提取音频
"""

# 配置参数
FT_WORK_ROOT = "/apdcephfs_gy5/share_303628665/joyewu/dataset/FT_work"
OUTPUT_ROOT = "./AVLips"  # 输出为AVLips格式
EXTRACT_AUDIO = True  # 是否从视频中提取音频


def extract_audio_from_video(video_path, audio_path):
    """使用ffmpeg从视频中提取音频"""
    try:
        cmd = [
            "ffmpeg", "-i", video_path,
            "-vn",  # 不要视频
            "-acodec", "pcm_s16le",  # WAV格式
            "-ar", "16000",  # 采样率16kHz（librosa默认）
            "-ac", "1",  # 单声道
            "-y",  # 覆盖已存在文件
            audio_path
        ]
        subprocess.run(cmd, capture_output=True, check=True)
        return True
    except subprocess.CalledProcessError as e:
        print(f"音频提取失败: {video_path}")
        print(f"错误: {e.stderr.decode() if e.stderr else 'Unknown error'}")
        return False
    except Exception as e:
        print(f"音频提取异常: {video_path}")
        print(f"错误: {str(e)}")
        return False


def process_split(split_name, output_video_real, output_video_fake, output_audio_real, output_audio_fake):
    """
    处理一个数据集分割（train/test/val）
    
    Args:
        split_name: 分割名称 ('train', 'test', 'val')
        output_video_real: 输出真实视频目录
        output_video_fake: 输出假视频目录
        output_audio_real: 输出真实音频目录
        output_audio_fake: 输出假音频目录
    """
    split_path = os.path.join(FT_WORK_ROOT, "videos", split_name)
    
    if not os.path.exists(split_path):
        print(f"警告: {split_path} 不存在，跳过")
        return
    
    # 处理真实视频
    real_path = os.path.join(split_path, "real", "Real")
    if os.path.exists(real_path):
        print(f"\n处理 {split_name}/real...")
        video_files = [f for f in os.listdir(real_path) if f.endswith('.mp4')]
        
        for video_file in tqdm(video_files, desc="真实视频"):
            src_video = os.path.join(real_path, video_file)
            dst_video = os.path.join(output_video_real, video_file)
            
            # 复制视频文件
            if not os.path.exists(dst_video):
                shutil.copy2(src_video, dst_video)
            
            # 提取音频
            if EXTRACT_AUDIO:
                audio_file = video_file.replace('.mp4', '.wav')
                dst_audio = os.path.join(output_audio_real, audio_file)
                if not os.path.exists(dst_audio):
                    extract_audio_from_video(src_video, dst_audio)
    
    # 处理假视频
    fake_path = os.path.join(split_path, "fake")
    if os.path.exists(fake_path):
        print(f"\n处理 {split_name}/fake...")
        fake_methods = os.listdir(fake_path)
        
        for method in fake_methods:
            method_path = os.path.join(fake_path, method)
            if not os.path.isdir(method_path):
                continue
            
            video_files = [f for f in os.listdir(method_path) if f.endswith('.mp4')]
            
            for video_file in tqdm(video_files, desc=f"假视频/{method}"):
                src_video = os.path.join(method_path, video_file)
                
                # 为了避免文件名冲突，添加方法前缀
                new_name = f"{method}_{video_file}"
                dst_video = os.path.join(output_video_fake, new_name)
                
                # 复制视频文件
                if not os.path.exists(dst_video):
                    shutil.copy2(src_video, dst_video)
                
                # 提取音频
                if EXTRACT_AUDIO:
                    audio_file = new_name.replace('.mp4', '.wav')
                    dst_audio = os.path.join(output_audio_fake, audio_file)
                    if not os.path.exists(dst_audio):
                        extract_audio_from_video(src_video, dst_audio)


def main():
    # 创建输出目录结构
    print("创建输出目录结构...")
    dirs = [
        os.path.join(OUTPUT_ROOT, "0_real"),
        os.path.join(OUTPUT_ROOT, "1_fake"),
        os.path.join(OUTPUT_ROOT, "wav", "0_real"),
        os.path.join(OUTPUT_ROOT, "wav", "1_fake"),
    ]
    
    for d in dirs:
        os.makedirs(d, exist_ok=True)
        print(f"  创建: {d}")
    
    # 处理各个分割
    splits = ['train', 'test', 'val']
    
    for split in splits:
        print(f"\n{'='*50}")
        print(f"处理分割: {split}")
        print(f"{'='*50}")
        
        process_split(
            split_name=split,
            output_video_real=os.path.join(OUTPUT_ROOT, "0_real"),
            output_video_fake=os.path.join(OUTPUT_ROOT, "1_fake"),
            output_audio_real=os.path.join(OUTPUT_ROOT, "wav", "0_real"),
            output_audio_fake=os.path.join(OUTPUT_ROOT, "wav", "1_fake")
        )
    
    print(f"\n{'='*50}")
    print("转换完成！")
    print(f"{'='*50}")
    print(f"\n输出目录: {OUTPUT_ROOT}")
    print(f"目录结构:")
    print(f"├── 0_real/  ({len(os.listdir(os.path.join(OUTPUT_ROOT, '0_real')))} 个视频)")
    print(f"├── 1_fake/  ({len(os.listdir(os.path.join(OUTPUT_ROOT, '1_fake')))} 个视频)")
    print(f"└── wav/")
    print(f"    ├── 0_real/  ({len(os.listdir(os.path.join(OUTPUT_ROOT, 'wav', '0_real')))} 个音频)")
    print(f"    └── 1_fake/  ({len(os.listdir(os.path.join(OUTPUT_ROOT, 'wav', '1_fake')))} 个音频)")


if __name__ == "__main__":
    main()