2-InstColorization_video_prior.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"2-InstColorization_video_prior.ipynb","provenance":[],"collapsed_sections":[],"authorship_tag":"ABX9TyPcsmgI5UGXvJtakx2HaQbg"},"kernelspec":{"name":"python3","display_name":"Python 3"},"accelerator":"GPU"},"cells":[{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"1O2UqLpambC0","executionInfo":{"status":"ok","timestamp":1612366404691,"user_tz":-60,"elapsed":27942,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"ed6dea09-a9bb-4163-bb9b-31f2b4357b84"},"source":["from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":1,"outputs":[{"output_type":"stream","text":["Mounted at /content/drive\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"lKbkQZJEmzjl","executionInfo":{"status":"ok","timestamp":1612366429460,"user_tz":-60,"elapsed":11308,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"6c09b331-c73a-40ef-d253-ebcff23dcc38"},"source":["!git clone https://github.com/yzxing87/pytorch-deep-video-prior.git"],"execution_count":2,"outputs":[{"output_type":"stream","text":["Cloning into 'pytorch-deep-video-prior'...\n","remote: Enumerating objects: 11, done.\u001b[K\n","remote: Counting objects: 100% (11/11), done.\u001b[K\n","remote: Compressing objects: 100% (11/11), done.\u001b[K\n","remote: Total 855 (delta 2), reused 6 (delta 0), pack-reused 844\u001b[K\n","Receiving objects: 100% (855/855), 101.21 MiB | 17.77 MiB/s, done.\n","Resolving deltas: 100% (4/4), done.\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"WBx_jPbGnmHV","executionInfo":{"status":"ok","timestamp":1612366458605,"user_tz":-60,"elapsed":703,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"6e22ad59-4f22-4a4b-89d3-6e6587c756c1"},"source":["%cd pytorch-deep-video-prior"],"execution_count":3,"outputs":[{"output_type":"stream","text":["/content/pytorch-deep-video-prior\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"Gh_w5wEKnEzX","executionInfo":{"status":"ok","timestamp":1612366555981,"user_tz":-60,"elapsed":5461,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}}},"source":["!cp '../drive/MyDrive/colorization/dataset_colorization_without_bb.zip' .\n","!cp '../drive/MyDrive/colorization/dataset_colorization.zip' .\n","!cp '../drive/MyDrive/colorization/dataset_grayscale.zip' ."],"execution_count":10,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"DBJbd9o8iN3r","executionInfo":{"status":"ok","timestamp":1612366740766,"user_tz":-60,"elapsed":7972,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"57703304-b39a-49ee-c165-bced66a75378"},"source":["!unzip '../drive/MyDrive/colorization/dataset_colorization_without_bb.zip'\n","!unzip '../drive/MyDrive/colorization/dataset_colorization.zip'\n","!unzip '../drive/MyDrive/colorization/dataset_grayscale.zip'"],"execution_count":19,"outputs":[{"output_type":"stream","text":["Archive:  ../drive/MyDrive/colorization/dataset_colorization_without_bb.zip\n","   creating: dataset_colorization_without_bb/\n","   creating: dataset_colorization_without_bb/paragliding-launch/\n","  inflating: dataset_colorization_without_bb/paragliding-launch/00043.jpg  \n","  inflating: dataset_colorization_without_bb/paragliding-launch/00009.jpg  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you'll have imgaug 0.2.9 which is incompatible.\u001b[0m\n","Installing collected packages: scipy\n","  Found existing installation: scipy 1.4.1\n","    Uninstalling scipy-1.4.1:\n","      Successfully uninstalled scipy-1.4.1\n","Successfully installed scipy-1.2.0\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"qeT_otrXlro3","executionInfo":{"status":"ok","timestamp":1612371855336,"user_tz":-60,"elapsed":4253480,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"d7ecd663-e38b-48c8-a3a1-70164e806615"},"source":["import os\n","from tqdm import tqdm\n","cmd = 'python main_IRT.py --max_epoch 25 --input dataset_grayscale/{} --processed dataset_colorization/{} --model colorization --with_IRT 1 --IRT_initialization 1 --output ./result/colorization'\n","for folder in tqdm(os.listdir('dataset_grayscale')):\n","  os.system(cmd.format(folder, folder))"],"execution_count":31,"outputs":[{"output_type":"stream","text":["100%|██████████| 20/20 [1:10:51<00:00, 212.59s/it]\n"],"name":"stderr"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"vFSWkdVOnbch","executionInfo":{"status":"ok","timestamp":1612372471551,"user_tz":-60,"elapsed":61010,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"ce954083-6708-4142-f395-88bf5ffa0a39"},"source":["import os\n","import moviepy.video.io.ImageSequenceClip\n","\n","out = \"0025\"\n","video_dir = 'video_prior_epoch_{}'.format(out)\n","fps = 20\n","\n","if not os.path.exists(video_dir):\n","  os.mkdir(video_dir)\n","\n","for folder in os.listdir('dataset_grayscale'):\n","  image_folder = 'result/colorization/colorization_IRT1_initial1/{}/{}'.format(folder, out)\n","  image_files = sorted([image_folder+'/'+img for img in os.listdir(image_folder) if img.endswith(\".jpg\") and img.startswith(\"out_main_\")])\n","  clip = moviepy.video.io.ImageSequenceClip.ImageSequenceClip(image_files, fps=fps)\n","\n","  clip.write_videofile(os.path.join(video_dir, folder + '.mp4'))"],"execution_count":45,"outputs":[{"output_type":"stream","text":["[MoviePy] >>>> Building video video_prior_epoch_0025/dog.mp4\n","[MoviePy] Writing video video_prior_epoch_0025/dog.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["\n","  0%|          | 0/60 [00:00<?, ?it/s]\u001b[A\n"," 12%|█▏        | 7/60 [00:00<00:00, 68.89it/s]\u001b[A\n"," 32%|███▏      | 19/60 [00:00<00:00, 78.93it/s]\u001b[A\n"," 53%|█████▎    | 32/60 [00:00<00:00, 88.16it/s]\u001b[A\n"," 72%|███████▏  | 43/60 [00:00<00:00, 93.50it/s]\u001b[A\n"," 87%|████████▋ | 52/60 [00:00<00:00, 56.11it/s]\u001b[A\n","100%|██████████| 60/60 [00:01<00:00, 56.82it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_prior_epoch_0025/dog.mp4 \n","\n","[MoviePy] >>>> Building video video_prior_epoch_0025/kite-surf.mp4\n","[MoviePy] Writing video video_prior_epoch_0025/kite-surf.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["\n","  0%|          | 0/50 [00:00<?, ?it/s]\u001b[A\n"," 14%|█▍        | 7/50 [00:00<00:00, 68.27it/s]\u001b[A\n"," 40%|████      | 20/50 [00:00<00:00, 78.60it/s]\u001b[A\n"," 66%|██████▌   | 33/50 [00:00<00:00, 88.21it/s]\u001b[A\n","100%|██████████| 50/50 [00:00<00:00, 78.72it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_prior_epoch_0025/kite-surf.mp4 \n","\n","[MoviePy] >>>> Building video video_prior_epoch_0025/libby.mp4\n","[MoviePy] Writing video video_prior_epoch_0025/libby.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["\n","  0%|          | 0/49 [00:00<?, ?it/s]\u001b[A\n"," 14%|█▍        | 7/49 [00:00<00:00, 66.46it/s]\u001b[A\n"," 39%|███▉      | 19/49 [00:00<00:00, 75.74it/s]\u001b[A\n"," 65%|██████▌   | 32/49 [00:00<00:00, 85.34it/s]\u001b[A\n","100%|██████████| 49/49 [00:00<00:00, 77.73it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_prior_epoch_0025/libby.mp4 \n","\n","[MoviePy] >>>> Building video video_prior_epoch_0025/cows.mp4\n","[MoviePy] Writing video video_prior_epoch_0025/cows.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["\n","  0%|          | 0/104 [00:00<?, ?it/s]\u001b[A\n","  7%|▋         | 7/104 [00:00<00:01, 67.11it/s]\u001b[A\n"," 17%|█▋        | 18/104 [00:00<00:01, 75.88it/s]\u001b[A\n"," 28%|██▊       | 29/104 [00:00<00:00, 83.19it/s]\u001b[A\n"," 38%|███▊      | 40/104 [00:00<00:00, 89.60it/s]\u001b[A\n"," 46%|████▌     | 48/104 [00:00<00:00, 68.74it/s]\u001b[A\n"," 53%|█████▎    | 55/104 [00:00<00:01, 46.65it/s]\u001b[A\n"," 59%|█████▊    | 61/104 [00:01<00:01, 39.76it/s]\u001b[A\n"," 63%|██████▎   | 66/104 [00:01<00:01, 32.84it/s]\u001b[A\n"," 68%|██████▊   | 71/104 [00:01<00:01, 32.27it/s]\u001b[A\n"," 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25%|██▌       | 19/75 [00:00<00:00, 76.25it/s]\u001b[A\n"," 41%|████▏     | 31/75 [00:00<00:00, 84.80it/s]\u001b[A\n"," 57%|█████▋    | 43/75 [00:00<00:00, 92.05it/s]\u001b[A\n"," 69%|██████▉   | 52/75 [00:00<00:00, 56.13it/s]\u001b[A\n"," 79%|███████▊  | 59/75 [00:00<00:00, 45.24it/s]\u001b[A\n"," 87%|████████▋ | 65/75 [00:01<00:00, 38.26it/s]\u001b[A\n"," 93%|█████████▎| 70/75 [00:01<00:00, 35.35it/s]\u001b[A\n","100%|██████████| 75/75 [00:01<00:00, 49.72it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_prior_epoch_0025/car-roundabout.mp4 \n","\n","[MoviePy] >>>> Building video video_prior_epoch_0025/car-shadow.mp4\n","[MoviePy] Writing video video_prior_epoch_0025/car-shadow.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["\n","  0%|          | 0/41 [00:00<?, ?it/s]\u001b[A\n"," 20%|█▉        | 8/41 [00:00<00:00, 74.40it/s]\u001b[A\n"," 49%|████▉     | 20/41 [00:00<00:00, 83.86it/s]\u001b[A\n","100%|██████████| 41/41 [00:00<00:00, 109.61it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_prior_epoch_0025/car-shadow.mp4 \n","\n","[MoviePy] >>>> Building video video_prior_epoch_0025/horsejump-high.mp4\n","[MoviePy] Writing video video_prior_epoch_0025/horsejump-high.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["\n","  0%|          | 0/50 [00:00<?, ?it/s]\u001b[A\n"," 14%|█▍        | 7/50 [00:00<00:00, 66.24it/s]\u001b[A\n"," 38%|███▊      | 19/50 [00:00<00:00, 75.66it/s]\u001b[A\n"," 64%|██████▍   | 32/50 [00:00<00:00, 85.49it/s]\u001b[A\n","100%|██████████| 50/50 [00:00<00:00, 77.09it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_prior_epoch_0025/horsejump-high.mp4 \n","\n","[MoviePy] >>>> Building video video_prior_epoch_0025/scooter-black.mp4\n","[MoviePy] Writing video video_prior_epoch_0025/scooter-black.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["\n","  0%|          | 0/44 [00:00<?, ?it/s]\u001b[A\n"," 16%|█▌        | 7/44 [00:00<00:00, 66.04it/s]\u001b[A\n"," 43%|████▎     | 19/44 [00:00<00:00, 76.16it/s]\u001b[A\n"," 73%|███████▎  | 32/44 [00:00<00:00, 85.93it/s]\u001b[A\n","100%|██████████| 44/44 [00:00<00:00, 104.70it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_prior_epoch_0025/scooter-black.mp4 \n","\n","[MoviePy] >>>> Building video video_prior_epoch_0025/motocross-jump.mp4\n","[MoviePy] Writing video video_prior_epoch_0025/motocross-jump.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["\n","  0%|          | 0/41 [00:00<?, ?it/s]\u001b[A\n"," 17%|█▋        | 7/41 [00:00<00:00, 66.64it/s]\u001b[A\n"," 49%|████▉     | 20/41 [00:00<00:00, 77.13it/s]\u001b[A\n","100%|██████████| 41/41 [00:00<00:00, 107.65it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_prior_epoch_0025/motocross-jump.mp4 \n","\n","[MoviePy] >>>> Building video video_prior_epoch_0025/paragliding-launch.mp4\n","[MoviePy] Writing video video_prior_epoch_0025/paragliding-launch.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["\n","  0%|          | 0/80 [00:00<?, ?it/s]\u001b[A\n","  9%|▉         | 7/80 [00:00<00:01, 65.85it/s]\u001b[A\n"," 24%|██▍       | 19/80 [00:00<00:00, 76.07it/s]\u001b[A\n"," 40%|████      | 32/80 [00:00<00:00, 85.74it/s]\u001b[A\n"," 55%|█████▌    | 44/80 [00:00<00:00, 91.02it/s]\u001b[A\n"," 66%|██████▋   | 53/80 [00:00<00:00, 58.58it/s]\u001b[A\n"," 75%|███████▌  | 60/80 [00:00<00:00, 43.77it/s]\u001b[A\n"," 82%|████████▎ | 66/80 [00:01<00:00, 37.98it/s]\u001b[A\n"," 89%|████████▉ | 71/80 [00:01<00:00, 35.74it/s]\u001b[A\n"," 95%|█████████▌| 76/80 [00:01<00:00, 33.47it/s]\u001b[A\n","100%|██████████| 80/80 [00:01<00:00, 48.86it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_prior_epoch_0025/paragliding-launch.mp4 \n","\n","[MoviePy] >>>> Building video video_prior_epoch_0025/blackswan.mp4\n","[MoviePy] Writing video video_prior_epoch_0025/blackswan.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["\n","  0%|          | 0/50 [00:00<?, ?it/s]\u001b[A\n"," 12%|█▏        | 6/50 [00:00<00:00, 59.16it/s]\u001b[A\n"," 36%|███▌      | 18/50 [00:00<00:00, 69.41it/s]\u001b[A\n"," 60%|██████    | 30/50 [00:00<00:00, 78.78it/s]\u001b[A\n","100%|██████████| 50/50 [00:00<00:00, 75.96it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_prior_epoch_0025/blackswan.mp4 \n","\n","[MoviePy] >>>> Building video video_prior_epoch_0025/bmx-trees.mp4\n","[MoviePy] Writing video video_prior_epoch_0025/bmx-trees.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["\n","  0%|    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video_prior_epoch_0025/soapbox.mp4\n","[MoviePy] Writing video video_prior_epoch_0025/soapbox.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["\n","  0%|          | 0/99 [00:00<?, ?it/s]\u001b[A\n","  7%|▋         | 7/99 [00:00<00:01, 67.06it/s]\u001b[A\n"," 19%|█▉        | 19/99 [00:00<00:01, 76.43it/s]\u001b[A\n"," 31%|███▏      | 31/99 [00:00<00:00, 85.56it/s]\u001b[A\n"," 43%|████▎     | 43/99 [00:00<00:00, 93.06it/s]\u001b[A\n"," 53%|█████▎    | 52/99 [00:00<00:00, 61.19it/s]\u001b[A\n"," 60%|█████▉    | 59/99 [00:00<00:00, 49.86it/s]\u001b[A\n"," 66%|██████▌   | 65/99 [00:01<00:00, 42.22it/s]\u001b[A\n"," 72%|███████▏  | 71/99 [00:01<00:00, 39.03it/s]\u001b[A\n"," 77%|███████▋  | 76/99 [00:01<00:00, 37.74it/s]\u001b[A\n"," 82%|████████▏ | 81/99 [00:01<00:00, 33.10it/s]\u001b[A\n"," 86%|████████▌ | 85/99 [00:01<00:00, 32.05it/s]\u001b[A\n"," 90%|████████▉ | 89/99 [00:01<00:00, 30.69it/s]\u001b[A\n"," 94%|█████████▍| 93/99 [00:01<00:00, 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[00:00<?, ?it/s]\u001b[A\n"," 14%|█▍        | 7/50 [00:00<00:00, 66.20it/s]\u001b[A\n"," 36%|███▌      | 18/50 [00:00<00:00, 75.03it/s]\u001b[A\n"," 60%|██████    | 30/50 [00:00<00:00, 84.14it/s]\u001b[A\n","100%|██████████| 50/50 [00:00<00:00, 74.71it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_prior_epoch_0025/drift-straight.mp4 \n","\n","[MoviePy] >>>> Building video video_prior_epoch_0025/camel.mp4\n","[MoviePy] Writing video video_prior_epoch_0025/camel.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["\n","  0%|          | 0/90 [00:00<?, ?it/s]\u001b[A\n","  8%|▊         | 7/90 [00:00<00:01, 67.87it/s]\u001b[A\n"," 20%|██        | 18/90 [00:00<00:00, 76.47it/s]\u001b[A\n"," 32%|███▏      | 29/90 [00:00<00:00, 84.07it/s]\u001b[A\n"," 46%|████▌     | 41/90 [00:00<00:00, 91.83it/s]\u001b[A\n"," 56%|█████▌    | 50/90 [00:00<00:00, 62.08it/s]\u001b[A\n"," 63%|██████▎   | 57/90 [00:00<00:00, 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95.18it/s]\u001b[A\n","100%|██████████| 52/52 [00:00<00:00, 88.22it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_prior_epoch_0025/drift-chicane.mp4 \n","\n","[MoviePy] >>>> Building video video_prior_epoch_0025/goat.mp4\n","[MoviePy] Writing video video_prior_epoch_0025/goat.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["\n","  0%|          | 0/90 [00:00<?, ?it/s]\u001b[A\n","  7%|▋         | 6/90 [00:00<00:01, 56.86it/s]\u001b[A\n"," 20%|██        | 18/90 [00:00<00:01, 65.84it/s]\u001b[A\n"," 33%|███▎      | 30/90 [00:00<00:00, 75.28it/s]\u001b[A\n"," 47%|████▋     | 42/90 [00:00<00:00, 83.76it/s]\u001b[A\n"," 56%|█████▌    | 50/90 [00:00<00:00, 56.12it/s]\u001b[A\n"," 63%|██████▎   | 57/90 [00:00<00:00, 40.63it/s]\u001b[A\n"," 70%|███████   | 63/90 [00:01<00:00, 35.53it/s]\u001b[A\n"," 76%|███████▌  | 68/90 [00:01<00:00, 31.90it/s]\u001b[A\n"," 80%|████████  | 72/90 [00:01<00:00, 30.12it/s]\u001b[A\n"," 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os.path.exists(tmp):\n","  os.mkdir(tmp)\n","\n","for folder in os.listdir('dataset_grayscale'):\n","  if not os.path.exists(os.path.join(tmp, folder)):\n","    os.mkdir(os.path.join(tmp, folder))\n","  \n","  image_files_per_epoch = []\n","  image_folder = os.path.join('dataset_grayscale', folder)\n","  image_files = sorted([image_folder+'/'+img for img in os.listdir(image_folder) if img.endswith(\".jpg\")])\n","  image_files_per_epoch.append(image_files)\n","  for out in [\"0005\", \"0010\", \"0025\"]:\n","    image_folder = 'result/colorization/colorization_IRT1_initial1/{}/{}'.format(folder, out)\n","    image_files = sorted([image_folder+'/'+img for img in os.listdir(image_folder) if img.endswith(\".jpg\") and img.startswith(\"out_main_\")])\n","    image_files_per_epoch.append(image_files)\n","  \n","  frames = []\n","  for image_files in zip(*image_files_per_epoch):\n","    imgs = []\n","    for image_file in image_files:\n","      imgs.append(cv2.imread(image_file))\n","    vis = np.concatenate(imgs, axis=1)\n","\n","    frames.append(os.path.join(os.path.join(tmp, folder), os.path.split(image_files[0])[-1])\n","    cv2.imwrite(frames[-1], vis)\n","    \n","  clip = moviepy.video.io.ImageSequenceClip.ImageSequenceClip(frames, fps=fps)\n","\n","  clip.write_videofile(os.path.join(video_dir, folder + '.mp4'))"],"execution_count":72,"outputs":[{"output_type":"stream","text":["[MoviePy] >>>> Building video video_prior_epoch_concat/dog.mp4\n","[MoviePy] Writing video video_prior_epoch_concat/dog.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["\n","  0%|          | 0/60 [00:00<?, ?it/s]\u001b[A\n","  5%|▌         | 3/60 [00:00<00:02, 23.10it/s]\u001b[A\n"," 10%|█         | 6/60 [00:00<00:02, 23.83it/s]\u001b[A\n"," 15%|█▌        | 9/60 [00:00<00:02, 24.45it/s]\u001b[A\n"," 20%|██        | 12/60 [00:00<00:01, 24.67it/s]\u001b[A\n"," 25%|██▌       | 15/60 [00:00<00:01, 25.24it/s]\u001b[A\n"," 30%|███       | 18/60 [00:00<00:01, 25.71it/s]\u001b[A\n"," 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14.28it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_prior_epoch_concat/dog.mp4 \n","\n","[MoviePy] >>>> Building video video_prior_epoch_concat/kite-surf.mp4\n","[MoviePy] Writing video video_prior_epoch_concat/kite-surf.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["\n","  0%|          | 0/50 [00:00<?, ?it/s]\u001b[A\n","  6%|▌         | 3/50 [00:00<00:01, 23.99it/s]\u001b[A\n"," 12%|█▏        | 6/50 [00:00<00:01, 25.30it/s]\u001b[A\n"," 18%|█▊        | 9/50 [00:00<00:01, 26.22it/s]\u001b[A\n"," 24%|██▍       | 12/50 [00:00<00:01, 26.42it/s]\u001b[A\n"," 30%|███       | 15/50 [00:00<00:01, 26.94it/s]\u001b[A\n"," 36%|███▌      | 18/50 [00:00<00:01, 26.89it/s]\u001b[A\n"," 42%|████▏     | 21/50 [00:00<00:01, 26.72it/s]\u001b[A\n"," 48%|████▊     | 24/50 [00:00<00:00, 27.24it/s]\u001b[A\n"," 54%|█████▍    | 27/50 [00:00<00:00, 27.44it/s]\u001b[A\n"," 60%|██████    | 30/50 [00:01<00:00, 27.58it/s]\u001b[A\n"," 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video_prior_epoch_concat/cows.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["\n","  0%|          | 0/104 [00:00<?, ?it/s]\u001b[A\n","  2%|▏         | 2/104 [00:00<00:05, 19.92it/s]\u001b[A\n","  5%|▍         | 5/104 [00:00<00:04, 20.69it/s]\u001b[A\n","  8%|▊         | 8/104 [00:00<00:04, 21.77it/s]\u001b[A\n"," 11%|█         | 11/104 [00:00<00:04, 22.58it/s]\u001b[A\n"," 13%|█▎        | 14/104 [00:00<00:03, 23.08it/s]\u001b[A\n"," 16%|█▋        | 17/104 [00:00<00:03, 23.57it/s]\u001b[A\n"," 19%|█▉        | 20/104 [00:00<00:03, 23.84it/s]\u001b[A\n"," 22%|██▏       | 23/104 [00:00<00:03, 23.86it/s]\u001b[A\n"," 25%|██▌       | 26/104 [00:01<00:03, 23.95it/s]\u001b[A\n"," 28%|██▊       | 29/104 [00:01<00:03, 23.97it/s]\u001b[A\n"," 31%|███       | 32/104 [00:01<00:02, 24.10it/s]\u001b[A\n"," 34%|███▎      | 35/104 [00:01<00:02, 24.33it/s]\u001b[A\n"," 37%|███▋      | 38/104 [00:01<00:02, 24.49it/s]\u001b[A\n"," 39%|███▉      | 41/104 [00:01<00:02, 24.45it/s]\u001b[A\n"," 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Done.\n","[MoviePy] >>>> Video ready: video_prior_epoch_concat/car-roundabout.mp4 \n","\n","[MoviePy] >>>> Building video video_prior_epoch_concat/car-shadow.mp4\n","[MoviePy] Writing video video_prior_epoch_concat/car-shadow.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["\n","  0%|          | 0/41 [00:00<?, ?it/s]\u001b[A\n","  7%|▋         | 3/41 [00:00<00:01, 23.29it/s]\u001b[A\n"," 15%|█▍        | 6/41 [00:00<00:01, 24.56it/s]\u001b[A\n"," 22%|██▏       | 9/41 [00:00<00:01, 25.72it/s]\u001b[A\n"," 29%|██▉       | 12/41 [00:00<00:01, 25.90it/s]\u001b[A\n"," 37%|███▋      | 15/41 [00:00<00:00, 26.53it/s]\u001b[A\n"," 44%|████▍     | 18/41 [00:00<00:00, 27.25it/s]\u001b[A\n"," 51%|█████     | 21/41 [00:00<00:00, 27.39it/s]\u001b[A\n"," 59%|█████▊    | 24/41 [00:00<00:00, 27.54it/s]\u001b[A\n"," 66%|██████▌   | 27/41 [00:00<00:00, 27.66it/s]\u001b[A\n"," 73%|███████▎  | 30/41 [00:01<00:00, 27.84it/s]\u001b[A\n"," 80%|████████  | 33/41 [00:01<00:00, 27.73it/s]\u001b[A\n"," 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video_prior_epoch_concat/motocross-jump.mp4\n","[MoviePy] Writing video video_prior_epoch_concat/motocross-jump.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["\n","  0%|          | 0/41 [00:00<?, ?it/s]\u001b[A\n","  7%|▋         | 3/41 [00:00<00:01, 22.61it/s]\u001b[A\n"," 15%|█▍        | 6/41 [00:00<00:01, 24.17it/s]\u001b[A\n"," 22%|██▏       | 9/41 [00:00<00:01, 25.31it/s]\u001b[A\n"," 29%|██▉       | 12/41 [00:00<00:01, 26.34it/s]\u001b[A\n"," 37%|███▋      | 15/41 [00:00<00:00, 27.16it/s]\u001b[A\n"," 44%|████▍     | 18/41 [00:00<00:00, 27.94it/s]\u001b[A\n"," 51%|█████     | 21/41 [00:00<00:00, 27.83it/s]\u001b[A\n"," 59%|█████▊    | 24/41 [00:00<00:00, 28.26it/s]\u001b[A\n"," 66%|██████▌   | 27/41 [00:00<00:00, 28.15it/s]\u001b[A\n"," 73%|███████▎  | 30/41 [00:01<00:00, 28.35it/s]\u001b[A\n"," 80%|████████  | 33/41 [00:01<00:00, 27.88it/s]\u001b[A\n"," 88%|████████▊ | 36/41 [00:01<00:00, 28.18it/s]\u001b[A\n","100%|██████████| 41/41 [00:01<00:00, 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video_prior_epoch_concat/blackswan.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["\n","  0%|          | 0/50 [00:00<?, ?it/s]\u001b[A\n","  6%|▌         | 3/50 [00:00<00:02, 23.17it/s]\u001b[A\n"," 12%|█▏        | 6/50 [00:00<00:01, 23.94it/s]\u001b[A\n"," 18%|█▊        | 9/50 [00:00<00:01, 24.67it/s]\u001b[A\n"," 24%|██▍       | 12/50 [00:00<00:01, 24.84it/s]\u001b[A\n"," 30%|███       | 15/50 [00:00<00:01, 25.63it/s]\u001b[A\n"," 36%|███▌      | 18/50 [00:00<00:01, 25.93it/s]\u001b[A\n"," 42%|████▏     | 21/50 [00:00<00:01, 26.27it/s]\u001b[A\n"," 48%|████▊     | 24/50 [00:00<00:01, 25.98it/s]\u001b[A\n"," 54%|█████▍    | 27/50 [00:01<00:00, 26.28it/s]\u001b[A\n"," 60%|██████    | 30/50 [00:01<00:00, 26.64it/s]\u001b[A\n"," 66%|██████▌   | 33/50 [00:01<00:00, 26.56it/s]\u001b[A\n"," 72%|███████▏  | 36/50 [00:01<00:00, 26.70it/s]\u001b[A\n"," 78%|███████▊  | 39/50 [00:01<00:00, 25.77it/s]\u001b[A\n"," 84%|████████▍ | 42/50 [00:01<00:00, 26.26it/s]\u001b[A\n"," 90%|█████████ 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video_prior_epoch_concat/bmx-trees.mp4 \n","\n","[MoviePy] >>>> Building video video_prior_epoch_concat/dance-twirl.mp4\n","[MoviePy] Writing video video_prior_epoch_concat/dance-twirl.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["\n","  0%|          | 0/90 [00:00<?, ?it/s]\u001b[A\n","  3%|▎         | 3/90 [00:00<00:04, 21.54it/s]\u001b[A\n","  7%|▋         | 6/90 [00:00<00:03, 22.78it/s]\u001b[A\n"," 10%|█         | 9/90 [00:00<00:03, 23.45it/s]\u001b[A\n"," 13%|█▎        | 12/90 [00:00<00:03, 24.33it/s]\u001b[A\n"," 17%|█▋        | 15/90 [00:00<00:02, 25.09it/s]\u001b[A\n"," 20%|██        | 18/90 [00:00<00:02, 25.49it/s]\u001b[A\n"," 23%|██▎       | 21/90 [00:00<00:02, 25.06it/s]\u001b[A\n"," 27%|██▋       | 24/90 [00:00<00:02, 25.76it/s]\u001b[A\n"," 30%|███       | 27/90 [00:01<00:02, 26.21it/s]\u001b[A\n"," 33%|███▎      | 30/90 [00:01<00:02, 26.18it/s]\u001b[A\n"," 37%|███▋      | 33/90 [00:01<00:02, 26.06it/s]\u001b[A\n"," 40%|████      | 36/90 [00:01<00:02, 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video_prior_epoch_concat/dance-twirl.mp4 \n","\n","[MoviePy] >>>> Building video video_prior_epoch_concat/soapbox.mp4\n","[MoviePy] Writing video video_prior_epoch_concat/soapbox.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["\n","  0%|          | 0/99 [00:00<?, ?it/s]\u001b[A\n","  3%|▎         | 3/99 [00:00<00:04, 22.26it/s]\u001b[A\n","  6%|▌         | 6/99 [00:00<00:03, 23.64it/s]\u001b[A\n","  9%|▉         | 9/99 [00:00<00:03, 24.59it/s]\u001b[A\n"," 12%|█▏        | 12/99 [00:00<00:03, 25.41it/s]\u001b[A\n"," 15%|█▌        | 15/99 [00:00<00:03, 25.85it/s]\u001b[A\n"," 18%|█▊        | 18/99 [00:00<00:03, 26.36it/s]\u001b[A\n"," 21%|██        | 21/99 [00:00<00:02, 26.80it/s]\u001b[A\n"," 24%|██▍       | 24/99 [00:00<00:02, 26.99it/s]\u001b[A\n"," 27%|██▋       | 27/99 [00:01<00:02, 26.98it/s]\u001b[A\n"," 30%|███       | 30/99 [00:01<00:02, 27.10it/s]\u001b[A\n"," 33%|███▎      | 33/99 [00:01<00:02, 27.18it/s]\u001b[A\n"," 36%|███▋      | 36/99 [00:01<00:02, 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Done.\n","[MoviePy] >>>> Video ready: video_prior_epoch_concat/breakdance.mp4 \n","\n","[MoviePy] >>>> Building video video_prior_epoch_concat/parkour.mp4\n","[MoviePy] Writing video video_prior_epoch_concat/parkour.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["\n","  0%|          | 0/100 [00:00<?, ?it/s]\u001b[A\n","  3%|▎         | 3/100 [00:00<00:04, 22.96it/s]\u001b[A\n","  6%|▌         | 6/100 [00:00<00:03, 23.76it/s]\u001b[A\n","  9%|▉         | 9/100 [00:00<00:03, 24.75it/s]\u001b[A\n"," 12%|█▏        | 12/100 [00:00<00:03, 25.14it/s]\u001b[A\n"," 15%|█▌        | 15/100 [00:00<00:03, 25.62it/s]\u001b[A\n"," 18%|█▊        | 18/100 [00:00<00:03, 25.99it/s]\u001b[A\n"," 21%|██        | 21/100 [00:00<00:02, 26.43it/s]\u001b[A\n"," 24%|██▍       | 24/100 [00:00<00:02, 26.54it/s]\u001b[A\n"," 27%|██▋       | 27/100 [00:01<00:02, 26.00it/s]\u001b[A\n"," 30%|███       | 30/100 [00:01<00:02, 25.81it/s]\u001b[A\n"," 33%|███▎      | 33/100 [00:01<00:02, 26.01it/s]\u001b[A\n"," 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video_prior_epoch_concat/drift-straight.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["\n","  0%|          | 0/50 [00:00<?, ?it/s]\u001b[A\n","  6%|▌         | 3/50 [00:00<00:01, 24.02it/s]\u001b[A\n"," 12%|█▏        | 6/50 [00:00<00:01, 24.31it/s]\u001b[A\n"," 18%|█▊        | 9/50 [00:00<00:01, 24.75it/s]\u001b[A\n"," 24%|██▍       | 12/50 [00:00<00:01, 25.28it/s]\u001b[A\n"," 30%|███       | 15/50 [00:00<00:01, 25.60it/s]\u001b[A\n"," 36%|███▌      | 18/50 [00:00<00:01, 26.06it/s]\u001b[A\n"," 42%|████▏     | 21/50 [00:00<00:01, 26.30it/s]\u001b[A\n"," 48%|████▊     | 24/50 [00:00<00:00, 26.34it/s]\u001b[A\n"," 54%|█████▍    | 27/50 [00:01<00:00, 26.51it/s]\u001b[A\n"," 60%|██████    | 30/50 [00:01<00:00, 26.63it/s]\u001b[A\n"," 66%|██████▌   | 33/50 [00:01<00:00, 26.35it/s]\u001b[A\n"," 72%|███████▏  | 36/50 [00:01<00:00, 25.72it/s]\u001b[A\n"," 78%|███████▊  | 39/50 [00:01<00:00, 25.90it/s]\u001b[A\n"," 84%|████████▍ | 42/50 [00:01<00:00, 26.15it/s]\u001b[A\n"," 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'../drive/MyDrive/colorization'\n","!cp -r video_prior_epoch_concat '../drive/MyDrive/colorization'"],"execution_count":73,"outputs":[]},{"cell_type":"code","metadata":{"id":"1AO1INcY_S6h","executionInfo":{"status":"ok","timestamp":1612374172549,"user_tz":-60,"elapsed":760,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}}},"source":["!mkdir colorization_IRT1_initial1"],"execution_count":77,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"zQw7A-no_WuP","executionInfo":{"status":"ok","timestamp":1612374271900,"user_tz":-60,"elapsed":27257,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"97e2df6a-7788-4081-8264-68d77a44dd50"},"source":["import os\n","from tqdm import tqdm\n","cmd = 'zip -r colorization_IRT1_initial1/{}.zip result/colorization/colorization_IRT1_initial1/{}/0025'\n","for folder in tqdm(os.listdir('dataset_grayscale')):\n","  os.system(cmd.format(folder, folder))"],"execution_count":78,"outputs":[{"output_type":"stream","text":["\n","  0%|          | 0/20 [00:00<?, ?it/s]\u001b[A\n","  5%|▌         | 1/20 [00:01<00:21,  1.11s/it]\u001b[A\n"," 10%|█         | 2/20 [00:01<00:17,  1.01it/s]\u001b[A\n"," 15%|█▌        | 3/20 [00:02<00:15,  1.09it/s]\u001b[A\n"," 20%|██        | 4/20 [00:05<00:23,  1.47s/it]\u001b[A\n"," 25%|██▌       | 5/20 [00:06<00:22,  1.52s/it]\u001b[A\n"," 30%|███       | 6/20 [00:07<00:16,  1.21s/it]\u001b[A\n"," 35%|███▌      | 7/20 [00:08<00:14,  1.13s/it]\u001b[A\n"," 40%|████      | 8/20 [00:09<00:11,  1.00it/s]\u001b[A\n"," 45%|████▌     | 9/20 [00:09<00:09,  1.19it/s]\u001b[A\n"," 50%|█████     | 10/20 [00:11<00:10,  1.05s/it]\u001b[A\n"," 55%|█████▌    | 11/20 [00:12<00:09,  1.05s/it]\u001b[A\n"," 60%|██████    | 12/20 [00:13<00:09,  1.13s/it]\u001b[A\n"," 65%|██████▌   | 13/20 [00:15<00:09,  1.34s/it]\u001b[A\n"," 70%|███████   | 14/20 [00:16<00:08,  1.43s/it]\u001b[A\n"," 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