reverse_video.py
from moviepy.editor import VideoFileClip, ImageSequenceClip
import numpy as np
import os
from datetime import timedelta, datetime
from glob import glob
from tqdm import tqdm
import shutil
# i.e if video of duration 30 seconds, saves 10 frame per second = 300 frames saved in total
SAVING_FRAMES_PER_SECOND = 30
def format_timedelta(td):
"""Utility function to format timedelta objects in a cool way (e.g 00:00:20.05)
omitting microseconds and retaining milliseconds"""
result = str(td)
try:
result, ms = result.split(".")
except ValueError:
return result + ".00".replace(":", "-")
ms = int(ms)
ms = round(ms / 1e4)
return f"{result}.{ms:02}".replace(":", "-")
def extract_frames(video_file, verbose=1):
# load the video clip
video_clip = VideoFileClip(video_file)
# make a folder by the name of the video file
filename, _ = os.path.splitext(video_file)
if not os.path.isdir(filename):
os.mkdir(filename)
# if the SAVING_FRAMES_PER_SECOND is above video FPS, then set it to FPS (as maximum)
saving_frames_per_second = min(video_clip.fps, SAVING_FRAMES_PER_SECOND)
# if SAVING_FRAMES_PER_SECOND is set to 0, step is 1/fps, else 1/SAVING_FRAMES_PER_SECOND
step = 1 / video_clip.fps if saving_frames_per_second == 0 else 1 / saving_frames_per_second
iteration = np.arange(0, video_clip.duration, step)
if verbose:
iteration = tqdm(iteration, desc="Extracting video frames")
# iterate over each possible frame
for current_duration in iteration:
# format the file name and save it
frame_duration_formatted = format_timedelta(timedelta(seconds=current_duration)).replace(":", "-")
frame_filename = os.path.join(filename, f"frame{frame_duration_formatted}.jpg")
# save the frame with the current duration
video_clip.save_frame(frame_filename, current_duration)
return filename, video_clip.fps
def reverse_video(frames_path, video_fps, remove_extracted_frames=True):
frame_files = glob(os.path.join(frames_path, "*"))
# sort by duration in descending order
frame_files = sorted(frame_files, key=lambda d: datetime.strptime(d.split("frame")[1], "%H-%M-%S.%f.jpg"), reverse=True)
# calculate the FPS, getting the minimum between the original FPS and the parameter we set
saving_frames_per_second = min(video_fps, SAVING_FRAMES_PER_SECOND)
if saving_frames_per_second == 0:
# if the parameter is set to 0, automatically set it to the original video fps
saving_frames_per_second = video_fps
print("Saving the video with FPS:", saving_frames_per_second)
# load the frames into a image sequence clip (MoviePy)
image_sequence_clip = ImageSequenceClip(frame_files, fps=saving_frames_per_second)
# write the video file to disk
output_filename = f"{frames_path}-inverted.mp4"
image_sequence_clip.write_videofile(output_filename)
if remove_extracted_frames:
# if set to True, then remove the folder that contain the extracted frames
shutil.rmtree(frames_path)
if __name__ == "__main__":
import sys
video_file = sys.argv[1]
frames_folder_path, video_fps = extract_frames(video_file)
reverse_video(frames_folder_path, video_fps=video_fps)