Spaces:
Running
on
Zero
Running
on
Zero
memory leak fixed
Browse files- humo/models/utils/utils.py +81 -57
humo/models/utils/utils.py
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@@ -1,58 +1,82 @@
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# Copyright 2024-2025 The Alibaba Wan Team Authors. All rights reserved.
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import argparse
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import binascii
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import os
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import os.path as osp
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import json
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from omegaconf import OmegaConf
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import imageio
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import torch
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import torchvision
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from moviepy.editor import AudioFileClip, VideoClip
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__all__ = ['tensor_to_video', 'prepare_json_dataset']
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return samples
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# Copyright 2024-2025 The Alibaba Wan Team Authors. All rights reserved.
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import argparse
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import binascii
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import os
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import os.path as osp
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import json
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from omegaconf import OmegaConf
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import imageio
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import torch
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import torchvision
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from moviepy.editor import AudioFileClip, VideoClip
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__all__ = ['tensor_to_video', 'prepare_json_dataset']
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from moviepy.editor import AudioFileClip, VideoClip
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def tensor_to_video(tensor, output_video_path, input_audio_path, fps=25):
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"""
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tensor: shape [f, h, w, c] (as your code expects)
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"""
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def make_frame(t):
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frame_index = min(int(t * fps), tensor.shape[0] - 1)
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return tensor[frame_index]
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video_duration = tensor.shape[0] / fps
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audio_clip = None
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audio_subclip = None
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video_clip = None
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try:
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# Load audio
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audio_clip = AudioFileClip(input_audio_path)
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audio_duration = audio_clip.duration
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final_duration = min(video_duration, audio_duration)
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# Trim audio
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audio_subclip = audio_clip.subclip(0, final_duration)
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# Build video
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video_clip = VideoClip(make_frame, duration=final_duration)
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video_clip = video_clip.set_audio(audio_subclip)
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# Write file (this can spawn ffmpeg)
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video_clip.write_videofile(
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output_video_path,
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fps=fps,
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audio_codec="aac"
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)
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finally:
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# Make absolutely sure everything is closed
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if video_clip is not None:
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video_clip.close()
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if audio_subclip is not None:
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audio_subclip.close()
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if audio_clip is not None:
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audio_clip.close()
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def prepare_json_dataset(json_path):
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samples = []
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with open(json_path, "rb") as f:
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data = json.load(f)
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for itemname, row in data.items():
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text = row['prompt'].strip().replace("_", " ").strip('"')
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audio_path = row['audio_path']
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ref_img_path = [x for x in row['img_paths']]
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samples.append({
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"text": text,
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"ref_img": ref_img_path,
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"audio": audio_path,
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"itemname": itemname
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})
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samples = OmegaConf.create(samples)
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return samples
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