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import imageio, os |
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import numpy as np |
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from PIL import Image |
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from tqdm import tqdm |
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import subprocess |
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import shutil |
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class LowMemoryVideo: |
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def __init__(self, file_name): |
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self.reader = imageio.get_reader(file_name) |
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def __len__(self): |
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return self.reader.count_frames() |
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def __getitem__(self, item): |
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return Image.fromarray(np.array(self.reader.get_data(item))).convert("RGB") |
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def __del__(self): |
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self.reader.close() |
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def split_file_name(file_name): |
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result = [] |
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number = -1 |
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for i in file_name: |
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if ord(i)>=ord("0") and ord(i)<=ord("9"): |
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if number == -1: |
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number = 0 |
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number = number*10 + ord(i) - ord("0") |
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else: |
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if number != -1: |
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result.append(number) |
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number = -1 |
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result.append(i) |
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if number != -1: |
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result.append(number) |
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result = tuple(result) |
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return result |
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def search_for_images(folder): |
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file_list = [i for i in os.listdir(folder) if i.endswith(".jpg") or i.endswith(".png")] |
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file_list = [(split_file_name(file_name), file_name) for file_name in file_list] |
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file_list = [i[1] for i in sorted(file_list)] |
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file_list = [os.path.join(folder, i) for i in file_list] |
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return file_list |
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class LowMemoryImageFolder: |
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def __init__(self, folder, file_list=None): |
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if file_list is None: |
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self.file_list = search_for_images(folder) |
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else: |
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self.file_list = [os.path.join(folder, file_name) for file_name in file_list] |
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def __len__(self): |
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return len(self.file_list) |
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def __getitem__(self, item): |
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return Image.open(self.file_list[item]).convert("RGB") |
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def __del__(self): |
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pass |
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def crop_and_resize(image, height, width): |
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image = np.array(image) |
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image_height, image_width, _ = image.shape |
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if image_height / image_width < height / width: |
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croped_width = int(image_height / height * width) |
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left = (image_width - croped_width) // 2 |
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image = image[:, left: left+croped_width] |
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image = Image.fromarray(image).resize((width, height)) |
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else: |
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croped_height = int(image_width / width * height) |
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left = (image_height - croped_height) // 2 |
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image = image[left: left+croped_height, :] |
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image = Image.fromarray(image).resize((width, height)) |
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return image |
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class VideoData: |
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def __init__(self, video_file=None, image_folder=None, height=None, width=None, **kwargs): |
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if video_file is not None: |
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self.data_type = "video" |
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self.data = LowMemoryVideo(video_file, **kwargs) |
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elif image_folder is not None: |
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self.data_type = "images" |
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self.data = LowMemoryImageFolder(image_folder, **kwargs) |
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else: |
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raise ValueError("Cannot open video or image folder") |
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self.length = None |
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self.set_shape(height, width) |
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def raw_data(self): |
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frames = [] |
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for i in range(self.__len__()): |
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frames.append(self.__getitem__(i)) |
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return frames |
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def set_length(self, length): |
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self.length = length |
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def set_shape(self, height, width): |
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self.height = height |
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self.width = width |
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def __len__(self): |
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if self.length is None: |
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return len(self.data) |
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else: |
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return self.length |
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def shape(self): |
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if self.height is not None and self.width is not None: |
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return self.height, self.width |
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else: |
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height, width, _ = self.__getitem__(0).shape |
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return height, width |
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def __getitem__(self, item): |
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frame = self.data.__getitem__(item) |
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width, height = frame.size |
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if self.height is not None and self.width is not None: |
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if self.height != height or self.width != width: |
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frame = crop_and_resize(frame, self.height, self.width) |
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return frame |
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def __del__(self): |
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pass |
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def save_images(self, folder): |
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os.makedirs(folder, exist_ok=True) |
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for i in tqdm(range(self.__len__()), desc="Saving images"): |
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frame = self.__getitem__(i) |
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frame.save(os.path.join(folder, f"{i}.png")) |
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def save_video(frames, save_path, fps, quality=9, ffmpeg_params=None): |
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writer = imageio.get_writer(save_path, fps=fps, quality=quality, ffmpeg_params=ffmpeg_params) |
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for frame in tqdm(frames, desc="Saving video"): |
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frame = np.array(frame) |
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writer.append_data(frame) |
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writer.close() |
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def save_frames(frames, save_path): |
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os.makedirs(save_path, exist_ok=True) |
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for i, frame in enumerate(tqdm(frames, desc="Saving images")): |
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frame.save(os.path.join(save_path, f"{i}.png")) |
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def merge_video_audio(video_path: str, audio_path: str): |
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""" |
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Merge the video and audio into a new video, with the duration set to the shorter of the two, |
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and overwrite the original video file. |
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Parameters: |
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video_path (str): Path to the original video file |
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audio_path (str): Path to the audio file |
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""" |
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if not os.path.exists(video_path): |
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raise FileNotFoundError(f"video file {video_path} does not exist") |
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if not os.path.exists(audio_path): |
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raise FileNotFoundError(f"audio file {audio_path} does not exist") |
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base, ext = os.path.splitext(video_path) |
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temp_output = f"{base}_temp{ext}" |
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try: |
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command = [ |
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'ffmpeg', |
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'-y', |
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'-i', |
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video_path, |
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'-i', |
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audio_path, |
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'-c:v', |
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'copy', |
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'-c:a', |
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'aac', |
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'-b:a', |
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'192k', |
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'-map', |
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'0:v:0', |
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'-map', |
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'1:a:0', |
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'-shortest', |
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temp_output |
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] |
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result = subprocess.run( |
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command, stdout=subprocess.PIPE, stderr=subprocess.PIPE, text=True) |
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if result.returncode != 0: |
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error_msg = f"FFmpeg execute failed: {result.stderr}" |
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print(error_msg) |
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raise RuntimeError(error_msg) |
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shutil.move(temp_output, video_path) |
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print(f"Merge completed, saved to {video_path}") |
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except Exception as e: |
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if os.path.exists(temp_output): |
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os.remove(temp_output) |
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print(f"merge_video_audio failed with error: {e}") |
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def save_video_with_audio(frames, save_path, audio_path, fps=16, quality=9, ffmpeg_params=None): |
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save_video(frames, save_path, fps, quality, ffmpeg_params) |
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merge_video_audio(save_path, audio_path) |
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