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