hackathon1.py

import numpy as np
from scipy.signal import find_peaks
from moviepy.editor import VideoFileClip, concatenate
import matplotlib.pyplot as plt
import sys
import argparse

ap = argparse.ArgumentParser()
ap.add_argument("-v", "--video", help="path to the video file")
args = vars(ap.parse_args())

if args.get("video", None) is None:
        raise Exception('--video is required')


clip = VideoFileClip(args["video"])

cut = lambda i: clip.audio.subclip(i,i+1).to_soundarray(fps=22)
volume = lambda array: np.sqrt(((1.0*array)**2).mean())
volumes = [volume(cut(i)) for i in range(0,int(clip.duration-1))]

duration = 10
averaged_volumes = np.array([sum(volumes[i:i+duration])/duration for i in range(len(volumes))])

peaks_times, _ = find_peaks(averaged_volumes, distance=20)

final_times=[peaks_times[0]]
for t in peaks_times:
    if (t - final_times[-1]) < 60:
        if averaged_volumes[t] > averaged_volumes[final_times[-1]]:
            final_times[-1] = t
    else:
        final_times.append(t)

final = concatenate([clip.subclip(max(t-5,0),min(t+5, clip.duration))
                     for t in final_times])
final.to_videofile('cuts.mp4')