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Iskaj commited on
Commit
a7b0fd6
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1 Parent(s): 12bf9f5

add generate randomizer, restructure app.py

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Files changed (2) hide show
  1. app.py +19 -6
  2. clip_data.ipynb +261 -507
app.py CHANGED
@@ -23,6 +23,7 @@ import faiss
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  import shutil
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25
  FPS = 5
 
26
 
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  video_directory = tempfile.gettempdir()
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@@ -103,7 +104,14 @@ def index_hashes_for_video(url, is_file = False):
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  logging.info(f"Indexed hashes for {index.ntotal} frames to {filename}.index.")
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  return index
105
 
106
- def compare_videos(url, target, MIN_DISTANCE = 3): # , is_file = False):
 
 
 
 
 
 
 
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  """" The comparison between the target and the original video will be plotted based
108
  on the matches between the target and the original video over time. The matches are determined
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  based on the minimum distance between hashes (as computed by faiss-vectors) before they're considered a match.
@@ -126,13 +134,18 @@ def compare_videos(url, target, MIN_DISTANCE = 3): # , is_file = False):
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  # Target video (long video)
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  target_indices = [index_hashes_for_video(x) for x in [target]]
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-
 
 
 
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  # The results are returned as a triplet of 1D arrays
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  # lims, D, I, where result for query i is in I[lims[i]:lims[i+1]]
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  # (indices of neighbors), D[lims[i]:lims[i+1]] (distances).
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  lims, D, I = target_indices[0].range_search(hash_vectors, MIN_DISTANCE)
 
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- return plot_comparison(lims, D, I, hash_vectors, MIN_DISTANCE = MIN_DISTANCE)
 
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  def plot_comparison(lims, D, I, hash_vectors, MIN_DISTANCE = 3):
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  sns.set_theme()
@@ -177,15 +190,15 @@ index_iface = gr.Interface(fn=lambda url: index_hashes_for_video(url).ntotal,
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  inputs="text", outputs="text",
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  examples=video_urls, cache_examples=True)
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- compare_iface = gr.Interface(fn=compare_videos,
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- inputs=["text", "text", gr.Slider(1, 25, 3, step=1)], outputs="plot",
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  examples=[[x, video_urls[-1]] for x in video_urls[:-1]])
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  iface = gr.TabbedInterface([index_iface, compare_iface], ["Index", "Compare"])
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  if __name__ == "__main__":
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  import matplotlib
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- matplotlib.use('SVG')
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  logging.basicConfig()
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  logging.getLogger().setLevel(logging.DEBUG)
 
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  import shutil
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  FPS = 5
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+ MAX_DISTANCE = 30
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  video_directory = tempfile.gettempdir()
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  logging.info(f"Indexed hashes for {index.ntotal} frames to {filename}.index.")
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  return index
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+ def get_comparison(url, target, MIN_DISTANCE = 3):
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+ """ Function for Gradio to combine all helper functions"""
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+ video_index, hash_vectors, target_indices = get_video_indices(url, target, MIN_DISTANCE = MIN_DISTANCE)
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+ lims, D, I, hash_vectors = compare_videos(video_index, hash_vectors, target_indices, MIN_DISTANCE = MIN_DISTANCE)
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+ fig = plot_comparison(lims, D, I, hash_vectors, MIN_DISTANCE = MIN_DISTANCE)
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+ return fig
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+
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+ def get_video_indices(url, target, MIN_DISTANCE = 4):
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  """" The comparison between the target and the original video will be plotted based
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  on the matches between the target and the original video over time. The matches are determined
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  based on the minimum distance between hashes (as computed by faiss-vectors) before they're considered a match.
 
134
 
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  # Target video (long video)
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  target_indices = [index_hashes_for_video(x) for x in [target]]
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+
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+ return video_index, hash_vectors, target_indices
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+
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+ def compare_videos(video_index, hash_vectors, target_indices, MIN_DISTANCE = 3): # , is_file = False):
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  # The results are returned as a triplet of 1D arrays
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  # lims, D, I, where result for query i is in I[lims[i]:lims[i+1]]
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  # (indices of neighbors), D[lims[i]:lims[i+1]] (distances).
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  lims, D, I = target_indices[0].range_search(hash_vectors, MIN_DISTANCE)
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+ return lims, D, I, hash_vectors
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+ def plot_distances(target_indices, hash_vectors, MIN_DISTANCE, MAX_DISTANCE):
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+ pass
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  def plot_comparison(lims, D, I, hash_vectors, MIN_DISTANCE = 3):
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  sns.set_theme()
 
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  inputs="text", outputs="text",
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  examples=video_urls, cache_examples=True)
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+ compare_iface = gr.Interface(fn=get_comparison,
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+ inputs=["text", "text", gr.Slider(2, 30, 4, step=2)], outputs="plot",
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  examples=[[x, video_urls[-1]] for x in video_urls[:-1]])
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  iface = gr.TabbedInterface([index_iface, compare_iface], ["Index", "Compare"])
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  if __name__ == "__main__":
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  import matplotlib
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+ matplotlib.use('SVG') # To be able to plot in gradio
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  logging.basicConfig()
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  logging.getLogger().setLevel(logging.DEBUG)
clip_data.ipynb CHANGED
@@ -2,44 +2,55 @@
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  "cells": [
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  {
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  "cell_type": "code",
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- "execution_count": 27,
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  "metadata": {},
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  "outputs": [
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- " \n",
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  {
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  "name": "stdout",
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  "output_type": "stream",
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  "text": [
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- "Part Start = 5.0, Part Cutout = 5.0, Part Mid = 5.0, Part End = 135.03\n",
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- "Moviepy - Building video videos/Ploumen_CO_5.0s_to_10.0_at_15.0.mp4.\n"
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  "text": [
 
 
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  "MoviePy - Writing audio in Ploumen_CO_5.0s_to_10.0_at_15.0TEMP_MPY_wvf_snd.mp4\n"
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531
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541
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- " \n",
549
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550
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551
- "chunk: 4%|▎ | 111/3088 [2:31:01<67:30:15, 81.63s/it, now=None]\n",
552
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- "chunk: 4%|▎ | 111/3088 [2:31:01<67:30:15, 81.63s/it, now=None]\n",
556
- "\u001b[A"
557
  ]
558
  },
559
  {
@@ -626,11 +147,244 @@
626
  " video.write_videofile(output_filename, audio_codec='aac')\n",
627
  "\n",
628
  "# edit_remove_part(\"videos/Ploumen.mp4\", start_s = 5.0, end_s = 10.0)\n",
629
- "edit_change_order(\"videos/Ploumen.mp4\", start_s = 5.0, end_s = 10.0, insert_s = 15.0)\n",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
630
  "\n",
 
 
631
  "\n"
632
  ]
633
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
634
  {
635
  "cell_type": "code",
636
  "execution_count": null,
 
2
  "cells": [
3
  {
4
  "cell_type": "code",
5
+ "execution_count": 5,
6
  "metadata": {},
7
  "outputs": [
8
  {
9
  "name": "stderr",
10
  "output_type": "stream",
11
  "text": [
12
+ "DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): api.ipify.org:443\n",
13
+ "DEBUG:urllib3.connectionpool:https://api.ipify.org:443 \"GET / HTTP/1.1\" 200 15\n",
14
+ "DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): api.gradio.app:443\n",
15
+ "DEBUG:urllib3.connectionpool:https://api.gradio.app:443 \"POST /gradio-initiated-analytics/ HTTP/1.1\" 200 31\n",
16
+ "DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): api.gradio.app:443\n",
17
+ "DEBUG:urllib3.connectionpool:https://api.gradio.app:443 \"POST /gradio-initiated-analytics/ HTTP/1.1\" 200 31\n",
18
+ "DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): api.gradio.app:443\n",
19
+ "DEBUG:urllib3.connectionpool:https://api.gradio.app:443 \"GET /pkg-version HTTP/1.1\" 200 20\n",
20
+ "DEBUG:asyncio:Using selector: KqueueSelector\n",
21
+ "DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): api.ipify.org:443\n"
22
  ]
23
  },
24
  {
25
  "name": "stdout",
26
  "output_type": "stream",
27
  "text": [
28
+ "Using cache from '/Users/ijanssen/videomatch/gradio_cached_examples/15' directory. If method or examples have changed since last caching, delete this folder to clear cache.\n"
 
29
  ]
30
  },
31
  {
32
  "name": "stderr",
33
  "output_type": "stream",
34
  "text": [
35
+ "DEBUG:urllib3.connectionpool:https://api.ipify.org:443 \"GET / HTTP/1.1\" 200 15\n",
36
+ "DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): api.gradio.app:443\n",
37
+ "DEBUG:urllib3.connectionpool:https://api.gradio.app:443 \"POST /gradio-initiated-analytics/ HTTP/1.1\" 200 31\n",
38
+ "DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): api.gradio.app:443\n",
39
+ "DEBUG:urllib3.connectionpool:https://api.gradio.app:443 \"POST /gradio-initiated-analytics/ HTTP/1.1\" 200 31\n",
40
+ "DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): api.gradio.app:443\n",
41
+ "DEBUG:urllib3.connectionpool:https://api.gradio.app:443 \"GET /pkg-version HTTP/1.1\" 200 20\n",
42
+ "DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): api.ipify.org:443\n",
43
+ "DEBUG:urllib3.connectionpool:https://api.ipify.org:443 \"GET / HTTP/1.1\" 200 15\n",
44
+ "DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): api.gradio.app:443\n",
45
+ "DEBUG:urllib3.connectionpool:https://api.gradio.app:443 \"POST /gradio-initiated-analytics/ HTTP/1.1\" 200 31\n"
46
  ]
47
  },
48
  {
49
  "name": "stdout",
50
  "output_type": "stream",
51
  "text": [
52
+ "Part Start = 5.0, Part Cutout = 5.0, Part Mid = 5.0, Part End = 135.03\n",
53
+ "Moviepy - Building video videos/Ploumen_CO_5.0s_to_10.0_at_15.0.mp4.\n",
54
  "MoviePy - Writing audio in Ploumen_CO_5.0s_to_10.0_at_15.0TEMP_MPY_wvf_snd.mp4\n"
55
  ]
56
  },
 
58
  "name": "stderr",
59
  "output_type": "stream",
60
  "text": [
61
+ " \r"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
62
  ]
63
  },
64
  {
 
74
  "name": "stderr",
75
  "output_type": "stream",
76
  "text": [
77
+ " \r"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
78
  ]
79
  },
80
  {
 
147
  " video.write_videofile(output_filename, audio_codec='aac')\n",
148
  "\n",
149
  "# edit_remove_part(\"videos/Ploumen.mp4\", start_s = 5.0, end_s = 10.0)\n",
150
+ "# edit_change_order(\"videos/Ploumen.mp4\", start_s = 5.0, end_s = 10.0, insert_s = 15.0)\n",
151
+ "\n",
152
+ "\n"
153
+ ]
154
+ },
155
+ {
156
+ "cell_type": "code",
157
+ "execution_count": 21,
158
+ "metadata": {},
159
+ "outputs": [
160
+ {
161
+ "name": "stdout",
162
+ "output_type": "stream",
163
+ "text": [
164
+ "[(51, 92), (14, 98), (64, 85), (63, 90), (63, 96)]\n",
165
+ "[112, 0, 53, 96, 123]\n"
166
+ ]
167
+ }
168
+ ],
169
+ "source": [
170
+ "\n",
171
+ "import numpy as np\n",
172
+ "\n",
173
+ "MAX = 130\n",
174
+ "\n",
175
+ "# Get some random start_s and end_s pairs where start_s is always lower than end_s\n",
176
+ "rand_start_s = np.random.randint(low=0, high=MAX, size=5)\n",
177
+ "rand_end_s = np.random.randint(low=0, high=MAX, size=5)\n",
178
+ "rand_pairs = zip(rand_start_s, rand_end_s)\n",
179
+ "rand_pairs = [(x,y) if (x < y) else (y, x) for x, y in rand_pairs]\n",
180
+ "\n",
181
+ "def get_insert_s(start_s, end_s, max=MAX):\n",
182
+ " \"\"\" Get a insert_s that is outside the start_s and end_s \"\"\"\n",
183
+ " random_choice = bool(np.random.randint(low=0, high=2, size=1)[0])\n",
184
+ " if random_choice:\n",
185
+ " return np.random.randint(low=0, high=start_s, size=1)[0]\n",
186
+ " else:\n",
187
+ " return np.random.randint(low=end_s, high=MAX, size=1)[0]\n",
188
+ "\n",
189
+ "rand_insert_s = [get_insert_s(x, y) for x, y in rand_pairs]\n",
190
  "\n",
191
+ "print(rand_pairs)\n",
192
+ "print(rand_insert_s)\n",
193
  "\n"
194
  ]
195
  },
196
+ {
197
+ "cell_type": "code",
198
+ "execution_count": 22,
199
+ "metadata": {},
200
+ "outputs": [
201
+ {
202
+ "name": "stdout",
203
+ "output_type": "stream",
204
+ "text": [
205
+ "Part Start = 51.0, Part Cutout = 41, Part Mid = 20, Part End = 38.03\n",
206
+ "Moviepy - Building video videos/Ploumen_CO_51s_to_92_at_112.mp4.\n",
207
+ "MoviePy - Writing audio in Ploumen_CO_51s_to_92_at_112TEMP_MPY_wvf_snd.mp4\n"
208
+ ]
209
+ },
210
+ {
211
+ "name": "stderr",
212
+ "output_type": "stream",
213
+ "text": [
214
+ " \r"
215
+ ]
216
+ },
217
+ {
218
+ "name": "stdout",
219
+ "output_type": "stream",
220
+ "text": [
221
+ "MoviePy - Done.\n",
222
+ "Moviepy - Writing video videos/Ploumen_CO_51s_to_92_at_112.mp4\n",
223
+ "\n"
224
+ ]
225
+ },
226
+ {
227
+ "name": "stderr",
228
+ "output_type": "stream",
229
+ "text": [
230
+ " \r"
231
+ ]
232
+ },
233
+ {
234
+ "name": "stdout",
235
+ "output_type": "stream",
236
+ "text": [
237
+ "Moviepy - Done !\n",
238
+ "Moviepy - video ready videos/Ploumen_CO_51s_to_92_at_112.mp4\n",
239
+ "Moviepy - Building video videos/Ploumen_CO_14s_to_98_at_0.mp4.\n",
240
+ "MoviePy - Writing audio in Ploumen_CO_14s_to_98_at_0TEMP_MPY_wvf_snd.mp4\n"
241
+ ]
242
+ },
243
+ {
244
+ "name": "stderr",
245
+ "output_type": "stream",
246
+ "text": [
247
+ " \r"
248
+ ]
249
+ },
250
+ {
251
+ "name": "stdout",
252
+ "output_type": "stream",
253
+ "text": [
254
+ "MoviePy - Done.\n",
255
+ "Moviepy - Writing video videos/Ploumen_CO_14s_to_98_at_0.mp4\n",
256
+ "\n"
257
+ ]
258
+ },
259
+ {
260
+ "name": "stderr",
261
+ "output_type": "stream",
262
+ "text": [
263
+ " \r"
264
+ ]
265
+ },
266
+ {
267
+ "name": "stdout",
268
+ "output_type": "stream",
269
+ "text": [
270
+ "Moviepy - Done !\n",
271
+ "Moviepy - video ready videos/Ploumen_CO_14s_to_98_at_0.mp4\n",
272
+ "Moviepy - Building video videos/Ploumen_CO_64s_to_85_at_53.mp4.\n",
273
+ "MoviePy - Writing audio in Ploumen_CO_64s_to_85_at_53TEMP_MPY_wvf_snd.mp4\n"
274
+ ]
275
+ },
276
+ {
277
+ "name": "stderr",
278
+ "output_type": "stream",
279
+ "text": [
280
+ " \r"
281
+ ]
282
+ },
283
+ {
284
+ "name": "stdout",
285
+ "output_type": "stream",
286
+ "text": [
287
+ "MoviePy - Done.\n",
288
+ "Moviepy - Writing video videos/Ploumen_CO_64s_to_85_at_53.mp4\n",
289
+ "\n"
290
+ ]
291
+ },
292
+ {
293
+ "name": "stderr",
294
+ "output_type": "stream",
295
+ "text": [
296
+ " \r"
297
+ ]
298
+ },
299
+ {
300
+ "name": "stdout",
301
+ "output_type": "stream",
302
+ "text": [
303
+ "Moviepy - Done !\n",
304
+ "Moviepy - video ready videos/Ploumen_CO_64s_to_85_at_53.mp4\n",
305
+ "Part Start = 63.0, Part Cutout = 27, Part Mid = 6, Part End = 54.03\n",
306
+ "Moviepy - Building video videos/Ploumen_CO_63s_to_90_at_96.mp4.\n",
307
+ "MoviePy - Writing audio in Ploumen_CO_63s_to_90_at_96TEMP_MPY_wvf_snd.mp4\n"
308
+ ]
309
+ },
310
+ {
311
+ "name": "stderr",
312
+ "output_type": "stream",
313
+ "text": [
314
+ " \r"
315
+ ]
316
+ },
317
+ {
318
+ "name": "stdout",
319
+ "output_type": "stream",
320
+ "text": [
321
+ "MoviePy - Done.\n",
322
+ "Moviepy - Writing video videos/Ploumen_CO_63s_to_90_at_96.mp4\n",
323
+ "\n"
324
+ ]
325
+ },
326
+ {
327
+ "name": "stderr",
328
+ "output_type": "stream",
329
+ "text": [
330
+ " \r"
331
+ ]
332
+ },
333
+ {
334
+ "name": "stdout",
335
+ "output_type": "stream",
336
+ "text": [
337
+ "Moviepy - Done !\n",
338
+ "Moviepy - video ready videos/Ploumen_CO_63s_to_90_at_96.mp4\n",
339
+ "Part Start = 63.0, Part Cutout = 33, Part Mid = 27, Part End = 27.03\n",
340
+ "Moviepy - Building video videos/Ploumen_CO_63s_to_96_at_123.mp4.\n",
341
+ "MoviePy - Writing audio in Ploumen_CO_63s_to_96_at_123TEMP_MPY_wvf_snd.mp4\n"
342
+ ]
343
+ },
344
+ {
345
+ "name": "stderr",
346
+ "output_type": "stream",
347
+ "text": [
348
+ " \r"
349
+ ]
350
+ },
351
+ {
352
+ "name": "stdout",
353
+ "output_type": "stream",
354
+ "text": [
355
+ "MoviePy - Done.\n",
356
+ "Moviepy - Writing video videos/Ploumen_CO_63s_to_96_at_123.mp4\n",
357
+ "\n"
358
+ ]
359
+ },
360
+ {
361
+ "name": "stderr",
362
+ "output_type": "stream",
363
+ "text": [
364
+ " \r"
365
+ ]
366
+ },
367
+ {
368
+ "name": "stdout",
369
+ "output_type": "stream",
370
+ "text": [
371
+ "Moviepy - Done !\n",
372
+ "Moviepy - video ready videos/Ploumen_CO_63s_to_96_at_123.mp4\n"
373
+ ]
374
+ }
375
+ ],
376
+ "source": [
377
+ "for pair, insert_s in zip(rand_pairs, rand_insert_s):\n",
378
+ " edit_change_order(\"videos/Ploumen.mp4\", start_s = pair[0], end_s = pair[1], insert_s = insert_s)"
379
+ ]
380
+ },
381
+ {
382
+ "cell_type": "code",
383
+ "execution_count": null,
384
+ "metadata": {},
385
+ "outputs": [],
386
+ "source": []
387
+ },
388
  {
389
  "cell_type": "code",
390
  "execution_count": null,