Tutorial_RotoscopingMichelGondri.ipynb

{
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  {
   "cell_type": "markdown",
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   "source": [
    "# Tutorial: Rotoscoping\n",
    "\n",
    "ways to improve rotoscoping quality (per sportsracer48)\n",
    "* reduce steps_per_frame\n",
    "* increase direct_stabilization_weight\n",
    "* decrease flow_stabilization_weight\n",
    "* enable reencode_each_frame\n",
    "\n",
    "via https://discord.com/channels/869630568818696202/869675528494391307/942502811265032212"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
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     "name": "stdout",
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      "ffmpeg version 4.3.2 Copyright (c) 2000-2021 the FFmpeg developers\n",
      "  built with gcc 10.3.0 (GCC)\n",
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      "Input #0, mov,mp4,m4a,3gp,3g2,mj2, from '/home/dmarx/proj/pytti-book/let_forever_be.mp4':\n",
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      "\u001b[1;36m[libx264 @ 0x56179f2bb240] \u001b[0musing cpu capabilities: MMX2 SSE2Fast SSSE3 SSE4.2 AVX FMA3 BMI2 AVX2\n",
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      "Output #0, mp4, to 'lfb_trimmed4.mp4':\n",
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   "source": [
    "# :15 - :36\n",
    "#!youtube-dl --no-continue -f worst -o 'let_forever_be.%(ext)s' https://www.youtube.com/watch?v=s5FyfQDO5g0\n",
    "\n",
    "# :20 - :26\n",
    "#!ffmpeg -i /home/dmarx/proj/pytti-book/let_forever_be.mp4 -ss 00:20 -t 00:06 -c:v libx264 -crf 30 lfb_trimmed4.mp4"
   ]
  },
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To download the video used in this tutorial:\n",
    "\n",
    "```\n",
    "# takes just over two minutes on my local PC. To do: how long in colab?\n",
    "%pip install youtube-dl\n",
    "!youtube-dl --no-continue -f worst -o 'reefer_madness.%(ext)s'  https://www.youtube.com/watch?v=vtngFEE5t1E\n",
    "```\n",
    "\n",
    "... or rather, to trim the sample section used for this tutorial...\n",
    "```\n",
    "!ffmpeg -i /home/dmarx/proj/pytti-core/src/pytti/assets/HebyMorgongava_512kb.mp4 -ss 00:32 -t 00:42 -c:v libx264 -crf 30 train_trimmed.mp4\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overwriting config/conf/spring2winter.yaml\n"
     ]
    }
   ],
   "source": [
    "%%writefile config/conf/spring2winter.yaml\n",
    "# @package _global_\n",
    "animation_mode: Video Source\n",
    "video_path: /home/dmarx/proj/pytti-book/lfb_trimmed2.mp4\n",
    "#video_path: /home/dmarx/proj/pytti-core/src/pytti/assets/HebyMorgongava_512kb.mp4\n",
    "#video_path: /home/dmarx/proj/pytti-book/train_trimmed.mp4\n",
    "\n",
    "image_model: VQGAN\n",
    "vqgan_model: imagenet\n",
    "\n",
    "\n",
    "## semantic masking, prompt will be applied to image subject\n",
    "#scenes: colorful mandelbrot fractal_/home/dmarx/proj/pytti-book/reefer_madness.mp4\n",
    "\n",
    "# direct masking, prompt will be applied to white areas #... basically no different.\n",
    "#scenes: colorful mandelbrot fractal_[/home/dmarx/proj/pytti-book/reefer_madness.mp4]\n",
    "# maybe would work better with a semantic image prompt?\n",
    "\n",
    "# broken because hydra...\n",
    "#scenes: colorful mandelbrot fractal | /home/dmarx/proj/pytti-book/reefer_madness.mp4\n",
    "#scenes: color photograph of two people in a room\n",
    "#scenes: color photograph of two people in a room | black and white photo:-0.1 # colorful mandelbrot fractal\n",
    "#scenes: a colorful van gogh painting\n",
    "scenes: \"a photograph of a beautiful spring day:2 ||  a photograph of a snowy winter day:2 \"\n",
    "#cut_pow: 1.5\n",
    "cutouts: 60\n",
    "#gradient_accumulation_steps: 2\n",
    "\n",
    "#reencode_each_frame: false\n",
    "reencode_each_frame: true\n",
    "\n",
    "# 4 seconds * 12 fps * 80 steps/frame = 3840 steps\n",
    "steps_per_scene: 3840\n",
    "\n",
    "# 3840 /4 =  steps\n",
    "interpolation_steps: 960\n",
    "\n",
    "#steps_per_scene: 50000 # whatever... I really do need to fix this.\n",
    "#steps_per_frame: 50 #50*(1 + (1+sin(t))**2)\n",
    "steps_per_frame: 80\n",
    "save_every: 80 # why is this a different setting from steps per frame?\n",
    "display_every: 1000000000000000\n",
    "#direct_stabilization_weight: 2*(1 + (1+sin(t))**2)\n",
    "#semantic_stabilization_weight: 5 # this is what was fucking it up.\n",
    "#semantic_stabilization_weight: 0.5 # let's try adding a light semantic weight\n",
    "direct_stabilization_weight: 1\n",
    "#edge_stabilization_weight: 1\n",
    "#flow_stabilization_weight: 1\n",
    "#depth_stabilization_weight: 1\n",
    "\n",
    "# backups needs to be automated somehow...\n",
    "backups: 3\n",
    "\n",
    "file_namespace: spring2winter #video_lfb_4s_spring2winter\n",
    "\n",
    "#RN50: true\n",
    "ViTB32: true\n",
    "\n",
    "use_tensorboard: true"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
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     "text": [
      "\u001b[32m2022-04-14 17:25:40.228\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.warmup\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m13\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/pytti\u001b[0m\n",
      "\u001b[32m2022-04-14 17:25:40.229\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.warmup\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m27\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/pytti\u001b[0m\n",
      "\u001b[32m2022-04-14 17:25:40.229\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.warmup\u001b[0m:\u001b[36mensure_configs_exist\u001b[0m:\u001b[36m43\u001b[0m - \u001b[34m\u001b[1mLocal config directory detected.\u001b[0m\n",
      "\u001b[32m2022-04-14 17:25:41.720\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m29\u001b[0m - \u001b[1mLoading pytti...\u001b[0m\n",
      "\u001b[32m2022-04-14 17:25:41.806\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Notebook\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m226\u001b[0m - \u001b[34m\u001b[1m{'RN50': 'RN50', 'RN101': 'RN101', 'RN50x4': 'RN50x4', 'RN50x16': 'RN50x16', 'RN50x64': 'RN50x64', 'ViTB32': 'ViT-B/32', 'ViTB16': 'ViT-B/16', 'ViTL14': 'ViT-L/14'}\u001b[0m\n",
      "\u001b[32m2022-04-14 17:25:41.861\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m32\u001b[0m - \u001b[34m\u001b[1musing importlib.resources.files\u001b[0m\n",
      "\u001b[32m2022-04-14 17:25:42.271\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m56\u001b[0m - \u001b[1mpytti loaded.\u001b[0m\n",
      "\u001b[32m2022-04-14 17:25:42.271\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m60\u001b[0m - \u001b[34m\u001b[1m['/home/dmarx/proj/pytti-book', '/home/dmarx/miniconda3/envs/sandbox/lib/python39.zip', '/home/dmarx/miniconda3/envs/sandbox/lib/python3.9', '/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/lib-dynload', '/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages', '/home/dmarx/proj/hypernerf', '/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/IPython/extensions']\u001b[0m\n",
      "\u001b[32m2022-04-14 17:25:42.276\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mhydra_plugins.pytti_local_config_searchpath_plugin.searchpath_append_cwd\u001b[0m:\u001b[36mmanipulate_search_path\u001b[0m:\u001b[36m18\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/proj/pytti-book/config/\u001b[0m\n",
      "\u001b[32m2022-04-14 17:25:42.365\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m_main\u001b[0m:\u001b[36m194\u001b[0m - \u001b[34m\u001b[1m{'scenes': 'a photograph of a beautiful spring day:2 ||  a photograph of a snowy winter day:2 ', 'scene_prefix': '', 'scene_suffix': '', 'direct_image_prompts': '', 'init_image': '', 'direct_init_weight': '', 'semantic_init_weight': '', 'image_model': 'VQGAN', 'vqgan_model': 'imagenet', 'animation_mode': 'Video Source', 'width': 180, 'height': 112, 'steps_per_scene': 3840, 'steps_per_frame': 80, 'interpolation_steps': 960, 'learning_rate': None, 'reset_lr_each_frame': True, 'seed': '${now:%f}', 'cutouts': 60, 'cut_pow': 2, 'cutout_border': 0.25, 'border_mode': 'clamp', 'field_of_view': 60, 'near_plane': 1, 'far_plane': 10000, 'translate_x': '0', 'translate_y': '0', 'translate_z_3d': '0', 'rotate_3d': '[1, 0, 0, 0]', 'rotate_2d': '0', 'zoom_x_2d': '0', 'zoom_y_2d': '0', 'sampling_mode': 'bicubic', 'infill_mode': 'wrap', 'pre_animation_steps': 100, 'lock_camera': True, 'pixel_size': 4, 'smoothing_weight': 0.02, 'random_initial_palette': False, 'palette_size': 6, 'palettes': 9, 'gamma': 1, 'hdr_weight': 0.01, 'palette_normalization_weight': 0.2, 'show_palette': False, 'target_palette': '', 'lock_palette': False, 'frames_per_second': 12, 'direct_stabilization_weight': 1, 'semantic_stabilization_weight': '', 'depth_stabilization_weight': '', 'edge_stabilization_weight': '', 'flow_stabilization_weight': '', 'video_path': '/home/dmarx/proj/pytti-book/lfb_trimmed2.mp4', 'frame_stride': 1, 'reencode_each_frame': True, 'flow_long_term_samples': 1, 'ViTB32': True, 'ViTB16': False, 'ViTL14': False, 'RN50': False, 'RN101': False, 'RN50x4': False, 'RN50x16': False, 'RN50x64': False, 'file_namespace': 'video_lfb_4s_spring2winter', 'allow_overwrite': False, 'display_every': 1000000000000000, 'clear_every': 0, 'display_scale': 1, 'save_every': 80, 'backups': 3, 'show_graphs': False, 'approximate_vram_usage': False, 'use_tensorboard': True, 'models_parent_dir': '${user_cache:}', 'gradient_accumulation_steps': 1}\u001b[0m\n",
      "\u001b[32m2022-04-14 17:25:42.367\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m_main\u001b[0m:\u001b[36m195\u001b[0m - \u001b[34m\u001b[1m{'scenes': 'a photograph of a beautiful spring day:2 ||  a photograph of a snowy winter day:2 ', 'scene_prefix': '', 'scene_suffix': '', 'direct_image_prompts': '', 'init_image': '', 'direct_init_weight': '', 'semantic_init_weight': '', 'image_model': 'VQGAN', 'vqgan_model': 'imagenet', 'animation_mode': 'Video Source', 'width': 180, 'height': 112, 'steps_per_scene': 3840, 'steps_per_frame': 80, 'interpolation_steps': 960, 'learning_rate': None, 'reset_lr_each_frame': True, 'seed': '366593', 'cutouts': 60, 'cut_pow': 2, 'cutout_border': 0.25, 'border_mode': 'clamp', 'field_of_view': 60, 'near_plane': 1, 'far_plane': 10000, 'translate_x': '0', 'translate_y': '0', 'translate_z_3d': '0', 'rotate_3d': '[1, 0, 0, 0]', 'rotate_2d': '0', 'zoom_x_2d': '0', 'zoom_y_2d': '0', 'sampling_mode': 'bicubic', 'infill_mode': 'wrap', 'pre_animation_steps': 100, 'lock_camera': True, 'pixel_size': 4, 'smoothing_weight': 0.02, 'random_initial_palette': False, 'palette_size': 6, 'palettes': 9, 'gamma': 1, 'hdr_weight': 0.01, 'palette_normalization_weight': 0.2, 'show_palette': False, 'target_palette': '', 'lock_palette': False, 'frames_per_second': 12, 'direct_stabilization_weight': 1, 'semantic_stabilization_weight': '', 'depth_stabilization_weight': '', 'edge_stabilization_weight': '', 'flow_stabilization_weight': '', 'video_path': '/home/dmarx/proj/pytti-book/lfb_trimmed2.mp4', 'frame_stride': 1, 'reencode_each_frame': True, 'flow_long_term_samples': 1, 'ViTB32': True, 'ViTB16': False, 'ViTL14': False, 'RN50': False, 'RN101': False, 'RN50x4': False, 'RN50x16': False, 'RN50x64': False, 'file_namespace': 'video_lfb_4s_spring2winter', 'allow_overwrite': False, 'display_every': 1000000000000000, 'clear_every': 0, 'display_scale': 1, 'save_every': 80, 'backups': 3, 'show_graphs': False, 'approximate_vram_usage': False, 'use_tensorboard': True, 'models_parent_dir': '/home/dmarx/.cache', 'gradient_accumulation_steps': 1}\u001b[0m\n",
      "\u001b[32m2022-04-14 17:25:43.482\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Notebook\u001b[0m:\u001b[36mload_clip\u001b[0m:\u001b[36m254\u001b[0m - \u001b[34m\u001b[1mLoading CLIP...\u001b[0m\n",
      "\u001b[32m2022-04-14 17:25:48.200\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Notebook\u001b[0m:\u001b[36mload_clip\u001b[0m:\u001b[36m256\u001b[0m - \u001b[34m\u001b[1mCLIP loaded.\u001b[0m\n",
      "\u001b[32m2022-04-14 17:25:48.200\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36mdo_run\u001b[0m:\u001b[36m254\u001b[0m - \u001b[34m\u001b[1m60\u001b[0m\n",
      "\u001b[32m2022-04-14 17:25:48.203\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36mparse_scenes\u001b[0m:\u001b[36m112\u001b[0m - \u001b[1mLoading prompts...\u001b[0m\n",
      "\u001b[32m2022-04-14 17:25:48.612\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36mparse_scenes\u001b[0m:\u001b[36m122\u001b[0m - \u001b[1mPrompts loaded.\u001b[0m\n",
      "\u001b[32m2022-04-14 17:25:48.612\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36mload_video_source\u001b[0m:\u001b[36m170\u001b[0m - \u001b[1mloading /home/dmarx/proj/pytti-book/lfb_trimmed2.mp4...\u001b[0m\n",
      "\u001b[32m2022-04-14 17:25:48.894\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mpytti.rotoscoper\u001b[0m:\u001b[36mget_frames\u001b[0m:\u001b[36m45\u001b[0m - \u001b[1mloaded 101 frames. for /home/dmarx/proj/pytti-book/lfb_trimmed2.mp4\u001b[0m\n",
      "\u001b[32m2022-04-14 17:25:48.897\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mpytti.Image.VQGANImage\u001b[0m:\u001b[36minit_vqgan\u001b[0m:\u001b[36m260\u001b[0m - \u001b[1m/home/dmarx/.cache/vqgan\u001b[0m\n",
      "\u001b[32m2022-04-14 17:25:48.897\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Image.VQGANImage\u001b[0m:\u001b[36minit_vqgan\u001b[0m:\u001b[36m264\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/.cache/vqgan/imagenet.yaml\u001b[0m\n",
      "\u001b[32m2022-04-14 17:25:48.897\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Image.VQGANImage\u001b[0m:\u001b[36minit_vqgan\u001b[0m:\u001b[36m265\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/.cache/vqgan/imagenet.yaml\u001b[0m\n",
      "\u001b[32m2022-04-14 17:25:48.897\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Image.VQGANImage\u001b[0m:\u001b[36minit_vqgan\u001b[0m:\u001b[36m266\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/.cache/vqgan/imagenet.ckpt\u001b[0m\n",
      "\u001b[32m2022-04-14 17:25:48.897\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Image.VQGANImage\u001b[0m:\u001b[36minit_vqgan\u001b[0m:\u001b[36m267\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/.cache/vqgan/imagenet.ckpt\u001b[0m\n",
      "Working with z of shape (1, 256, 16, 16) = 65536 dimensions.\n",
      "Downloading vgg_lpips model from https://heibox.uni-heidelberg.de/f/607503859c864bc1b30b/?dl=1 to taming/modules/autoencoder/lpips/vgg.pth\n",
      "8.19kB [00:00, 178kB/s]                                                         \n",
      "loaded pretrained LPIPS loss from taming/modules/autoencoder/lpips/vgg.pth\n",
      "VQLPIPSWithDiscriminator running with hinge loss.\n",
      "Restored from /home/dmarx/.cache/vqgan/imagenet.ckpt\n",
      "\u001b[32m2022-04-14 17:25:51.951\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mpytti.LossAug.LossOrchestratorClass\u001b[0m:\u001b[36mconfigure_init_image\u001b[0m:\u001b[36m51\u001b[0m - \u001b[1mEncoding image...\u001b[0m\n",
      "\u001b[32m2022-04-14 17:25:52.001\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mpytti.LossAug.LossOrchestratorClass\u001b[0m:\u001b[36mconfigure_init_image\u001b[0m:\u001b[36m53\u001b[0m - \u001b[1mEncoded Image:\u001b[0m\n",
      "<PIL.Image.Image image mode=RGB size=720x448 at 0x7FF4A43AEDF0>\n",
      "\u001b[32m2022-04-14 17:25:52.153\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36mdo_run\u001b[0m:\u001b[36m527\u001b[0m - \u001b[1mSettings saved to /home/dmarx/proj/pytti-book/images_out//video_lfb_4s_spring2winter/video_lfb_4s_spring2winter_settings.txt\u001b[0m\n",
      "\u001b[32m2022-04-14 17:25:52.157\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36mdo_run\u001b[0m:\u001b[36m540\u001b[0m - \u001b[1mRunning prompt:\u001b[0m\n",
      "  0%|                                                  | 0/3840 [00:00<?, ?it/s]\u001b[32m2022-04-14 17:25:52.157\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mreport_out\u001b[0m:\u001b[36m75\u001b[0m - \u001b[34m\u001b[1mStep 0 losses:\u001b[0m\n",
      "<PIL.Image.Image image mode=RGB size=720x448 at 0x7FF49AF49B50>\n",
      "/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/torch/functional.py:445: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at  /opt/conda/conda-bld/pytorch_1639180487213/work/aten/src/ATen/native/TensorShape.cpp:2157.)\n",
      "  return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]\n",
      "  3%|█                                       | 100/3840 [00:29<18:16,  3.41it/s]\u001b[32m2022-04-14 17:26:22.011\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:26:22.396\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:26:22.589\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:26:22.911\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "  5%|█▉                                      | 180/3840 [00:54<17:55,  3.40it/s]\u001b[32m2022-04-14 17:26:46.737\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:26:47.118\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:26:47.179\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:26:47.512\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:26:47.795\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:26:47.855\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "  7%|██▋                                     | 260/3840 [01:19<17:29,  3.41it/s]\u001b[32m2022-04-14 17:27:11.970\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:27:12.342\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:27:12.402\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:27:12.728\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:27:13.011\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:27:13.071\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "  9%|███▌                                    | 340/3840 [01:45<17:34,  3.32it/s]\u001b[32m2022-04-14 17:27:37.599\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:27:37.969\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:27:38.031\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:27:38.373\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:27:38.628\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:27:38.689\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 11%|████▍                                   | 420/3840 [02:11<17:28,  3.26it/s]\u001b[32m2022-04-14 17:28:03.630\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:28:04.006\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:28:04.067\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:28:04.400\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:28:04.669\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:28:04.733\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 13%|█████▏                                  | 500/3840 [02:36<16:22,  3.40it/s]\u001b[32m2022-04-14 17:28:29.125\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:28:29.506\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:28:29.564\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:28:29.887\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:28:30.158\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:28:30.218\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 15%|██████                                  | 580/3840 [03:02<16:28,  3.30it/s]\u001b[32m2022-04-14 17:28:55.035\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:28:55.415\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:28:55.480\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:28:55.820\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:28:56.101\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:28:56.161\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 17%|██████▉                                 | 660/3840 [03:28<15:28,  3.42it/s]\u001b[32m2022-04-14 17:29:20.618\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:29:21.001\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:29:21.061\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:29:21.386\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:29:21.671\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:29:21.730\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 19%|███████▋                                | 740/3840 [03:54<15:39,  3.30it/s]\u001b[32m2022-04-14 17:29:46.165\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:29:46.542\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:29:46.605\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:29:46.940\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:29:47.215\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:29:47.279\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 21%|████████▌                               | 820/3840 [04:19<14:46,  3.41it/s]\u001b[32m2022-04-14 17:30:12.059\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:30:12.428\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:30:12.488\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:30:12.822\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:30:13.103\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:30:13.162\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 23%|█████████▍                              | 900/3840 [04:45<14:23,  3.41it/s]\u001b[32m2022-04-14 17:30:37.994\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:30:38.365\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:30:38.425\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:30:38.753\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:30:39.011\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:30:39.070\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 26%|██████████▏                             | 980/3840 [05:11<14:32,  3.28it/s]\u001b[32m2022-04-14 17:31:03.878\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.9167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:31:04.295\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:31:04.357\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:31:04.700\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:31:04.954\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:31:05.015\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 28%|██████████▊                            | 1060/3840 [05:37<13:24,  3.46it/s]\u001b[32m2022-04-14 17:31:29.754\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:31:30.134\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:31:30.194\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:31:30.516\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:31:30.778\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:31:30.838\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 30%|███████████▌                           | 1140/3840 [06:03<13:13,  3.40it/s]\u001b[32m2022-04-14 17:31:55.539\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:31:55.914\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:31:55.973\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:31:56.295\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:31:56.578\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:31:56.638\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 32%|████████████▍                          | 1220/3840 [06:28<12:51,  3.39it/s]\u001b[32m2022-04-14 17:32:20.809\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:32:21.184\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:32:21.243\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:32:21.566\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:32:21.849\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:32:21.912\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 34%|█████████████▏                         | 1300/3840 [06:53<12:27,  3.40it/s]\u001b[32m2022-04-14 17:32:46.116\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:32:46.493\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:32:46.553\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:32:46.877\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:32:47.138\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:32:47.200\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 36%|██████████████                         | 1380/3840 [07:19<12:04,  3.40it/s]\u001b[32m2022-04-14 17:33:11.564\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:33:11.940\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:33:12.000\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:33:12.327\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:33:12.623\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:33:12.684\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 38%|██████████████▊                        | 1460/3840 [07:45<11:38,  3.41it/s]\u001b[32m2022-04-14 17:33:37.316\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:33:37.698\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:33:37.762\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:33:38.106\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:33:38.388\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:33:38.450\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 40%|███████████████▋                       | 1540/3840 [08:11<11:20,  3.38it/s]\u001b[32m2022-04-14 17:34:03.400\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:34:03.775\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:34:03.835\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:34:04.158\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:34:04.412\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:34:04.471\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 42%|████████████████▍                      | 1620/3840 [08:36<10:51,  3.41it/s]\u001b[32m2022-04-14 17:34:28.828\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:34:29.218\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:34:29.277\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:34:29.602\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:34:29.883\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:34:29.943\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 44%|█████████████████▎                     | 1700/3840 [09:01<10:26,  3.41it/s]\u001b[32m2022-04-14 17:34:54.147\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:34:54.516\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:34:54.578\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:34:54.905\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:34:55.159\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:34:55.217\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 46%|██████████████████                     | 1780/3840 [09:27<10:22,  3.31it/s]\u001b[32m2022-04-14 17:35:19.505\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:35:19.891\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:35:19.955\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:35:20.302\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:35:20.611\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:35:20.672\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 48%|██████████████████▉                    | 1860/3840 [09:53<09:38,  3.42it/s]\u001b[32m2022-04-14 17:35:45.445\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:35:45.826\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:35:45.886\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:35:46.211\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:35:46.480\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:35:46.538\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 51%|███████████████████▋                   | 1940/3840 [10:18<09:16,  3.41it/s]\u001b[32m2022-04-14 17:36:10.729\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.9167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:36:11.115\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:36:11.176\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:36:11.501\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:36:11.784\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:36:11.845\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 53%|████████████████████▌                  | 2020/3840 [10:44<08:50,  3.43it/s]\u001b[32m2022-04-14 17:36:36.160\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:36:36.530\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:36:36.590\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:36:36.916\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:36:37.199\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:36:37.262\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 55%|█████████████████████▎                 | 2100/3840 [11:09<08:50,  3.28it/s]\u001b[32m2022-04-14 17:37:01.919\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:37:02.308\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:37:02.370\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:37:02.711\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:37:02.982\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:37:03.043\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 57%|██████████████████████▏                | 2180/3840 [11:35<08:20,  3.32it/s]\u001b[32m2022-04-14 17:37:27.943\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:37:28.330\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:37:28.392\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:37:28.732\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:37:29.017\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:37:29.080\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 59%|██████████████████████▉                | 2260/3840 [12:01<07:42,  3.41it/s]\u001b[32m2022-04-14 17:37:53.364\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:37:53.740\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:37:53.801\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:37:54.123\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:37:54.383\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:37:54.442\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 61%|███████████████████████▊               | 2340/3840 [12:26<07:21,  3.40it/s]\u001b[32m2022-04-14 17:38:19.045\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:38:19.416\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:38:19.475\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:38:19.798\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:38:20.074\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:38:20.132\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 63%|████████████████████████▌              | 2420/3840 [12:52<06:55,  3.41it/s]\u001b[32m2022-04-14 17:38:44.867\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:38:45.248\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:38:45.306\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:38:45.629\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:38:45.902\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:38:45.962\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 65%|█████████████████████████▍             | 2500/3840 [13:18<06:34,  3.40it/s]\u001b[32m2022-04-14 17:39:10.658\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:39:11.041\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:39:11.103\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:39:11.428\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:39:11.719\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:39:11.782\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 67%|██████████████████████████▏            | 2580/3840 [13:44<06:19,  3.32it/s]\u001b[32m2022-04-14 17:39:36.721\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:39:37.106\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:39:37.170\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:39:37.505\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:39:37.793\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:39:37.856\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 69%|███████████████████████████            | 2660/3840 [14:10<05:58,  3.29it/s]\u001b[32m2022-04-14 17:40:03.001\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:40:03.383\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:40:03.445\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:40:03.786\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:40:04.055\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:40:04.116\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 71%|███████████████████████████▊           | 2740/3840 [14:36<05:35,  3.27it/s]\u001b[32m2022-04-14 17:40:28.919\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:40:29.306\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:40:29.371\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:40:29.709\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:40:29.992\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:40:30.053\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 73%|████████████████████████████▋          | 2820/3840 [15:02<05:10,  3.28it/s]\u001b[32m2022-04-14 17:40:55.017\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:40:55.389\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:40:55.452\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:40:55.793\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:40:56.067\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:40:56.129\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 76%|█████████████████████████████▍         | 2900/3840 [15:29<04:48,  3.26it/s]\u001b[32m2022-04-14 17:41:21.244\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.9167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:41:21.627\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:41:21.690\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:41:22.024\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:41:22.317\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:41:22.379\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 78%|██████████████████████████████▎        | 2980/3840 [15:55<04:21,  3.29it/s]\u001b[32m2022-04-14 17:41:47.451\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:41:47.836\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:41:47.900\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:41:48.239\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:41:48.527\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:41:48.590\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 80%|███████████████████████████████        | 3060/3840 [16:20<03:57,  3.29it/s]\u001b[32m2022-04-14 17:42:12.955\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:42:13.333\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:42:13.395\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:42:13.724\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:42:14.007\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:42:14.070\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 82%|███████████████████████████████▉       | 3140/3840 [16:46<03:25,  3.41it/s]\u001b[32m2022-04-14 17:42:38.793\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:42:39.172\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:42:39.234\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:42:39.564\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:42:39.850\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:42:39.911\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 84%|████████████████████████████████▋      | 3220/3840 [17:12<03:00,  3.43it/s]\u001b[32m2022-04-14 17:43:04.187\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:43:04.565\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:43:04.624\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:43:04.955\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:43:05.227\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:43:05.287\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 86%|█████████████████████████████████▌     | 3300/3840 [17:38<02:44,  3.29it/s]\u001b[32m2022-04-14 17:43:30.243\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:43:30.622\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:43:30.685\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:43:31.024\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:43:31.306\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:43:31.369\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 88%|██████████████████████████████████▎    | 3380/3840 [18:04<02:19,  3.29it/s]\u001b[32m2022-04-14 17:43:56.446\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:43:56.837\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:43:56.900\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:43:57.240\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:43:57.522\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:43:57.585\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 90%|███████████████████████████████████▏   | 3460/3840 [18:30<01:55,  3.29it/s]\u001b[32m2022-04-14 17:44:22.688\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:44:23.070\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:44:23.133\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:44:23.480\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:44:23.768\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:44:23.831\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 92%|███████████████████████████████████▉   | 3540/3840 [18:56<01:30,  3.31it/s]\u001b[32m2022-04-14 17:44:48.589\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:44:48.978\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:44:49.040\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:44:49.372\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:44:49.635\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:44:49.696\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 94%|████████████████████████████████████▊  | 3620/3840 [19:22<01:04,  3.39it/s]\u001b[32m2022-04-14 17:45:14.648\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:45:15.028\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:45:15.087\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:45:15.418\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:45:15.667\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:45:15.725\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 96%|█████████████████████████████████████▌ | 3700/3840 [19:48<00:42,  3.31it/s]\u001b[32m2022-04-14 17:45:40.192\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:45:40.580\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:45:40.642\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:45:40.973\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:45:41.265\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:45:41.328\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 98%|██████████████████████████████████████▍| 3780/3840 [20:13<00:17,  3.41it/s]\u001b[32m2022-04-14 17:46:05.853\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:46:06.225\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:46:06.290\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:46:06.630\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:46:06.912\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:46:06.976\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "100%|███████████████████████████████████████| 3840/3840 [20:33<00:00,  3.11it/s]\n",
      "\u001b[32m2022-04-14 17:46:25.211\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36mdo_run\u001b[0m:\u001b[36m540\u001b[0m - \u001b[1mRunning prompt:\u001b[0m\n",
      "  1%|▏                                        | 20/3840 [00:06<18:46,  3.39it/s]\u001b[32m2022-04-14 17:46:31.495\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.9167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:46:31.876\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:46:31.942\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:46:32.287\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:46:32.569\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:46:32.629\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "  3%|█                                       | 100/3840 [00:32<18:49,  3.31it/s]\u001b[32m2022-04-14 17:46:57.768\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:46:58.144\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:46:58.204\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:46:58.539\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:46:58.816\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:46:58.879\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "  5%|█▉                                      | 180/3840 [00:58<18:30,  3.30it/s]\u001b[32m2022-04-14 17:47:23.999\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:47:24.389\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:47:24.451\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:47:24.791\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:47:25.081\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:47:25.141\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "  7%|██▋                                     | 260/3840 [01:25<18:29,  3.23it/s]\u001b[32m2022-04-14 17:47:50.284\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:47:50.663\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:47:50.726\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:47:51.068\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:47:51.329\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:47:51.390\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "  9%|███▌                                    | 340/3840 [01:51<17:44,  3.29it/s]\u001b[32m2022-04-14 17:48:16.480\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:48:16.871\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:48:16.930\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:48:17.265\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:48:17.550\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:48:17.611\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 11%|████▍                                   | 420/3840 [02:17<17:27,  3.27it/s]\u001b[32m2022-04-14 17:48:42.713\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:48:43.101\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:48:43.161\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:48:43.490\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:48:43.761\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:48:43.822\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 13%|█████▏                                  | 500/3840 [02:43<16:58,  3.28it/s]\u001b[32m2022-04-14 17:49:08.772\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:49:09.149\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:49:09.212\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:49:09.555\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:49:09.829\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:49:09.890\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 15%|██████                                  | 580/3840 [03:09<16:12,  3.35it/s]\u001b[32m2022-04-14 17:49:34.908\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:49:35.294\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:49:35.356\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:49:35.681\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:49:35.975\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:49:36.037\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 17%|██████▉                                 | 660/3840 [03:35<16:10,  3.28it/s]\u001b[32m2022-04-14 17:50:00.686\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:50:01.074\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:50:01.136\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:50:01.480\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:50:01.757\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:50:01.818\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 19%|███████▋                                | 740/3840 [04:01<15:46,  3.28it/s]\u001b[32m2022-04-14 17:50:26.790\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:50:27.174\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:50:27.236\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:50:27.573\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:50:27.869\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:50:27.934\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 21%|████████▌                               | 820/3840 [04:27<14:43,  3.42it/s]\u001b[32m2022-04-14 17:50:52.802\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:50:53.186\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:50:53.250\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:50:53.573\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:50:53.848\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:50:53.909\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 23%|█████████▍                              | 900/3840 [04:53<14:27,  3.39it/s]\u001b[32m2022-04-14 17:51:18.778\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:51:19.161\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:51:19.221\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:51:19.546\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:51:19.839\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:51:19.901\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 26%|██████████▏                             | 980/3840 [05:19<14:26,  3.30it/s]\u001b[32m2022-04-14 17:51:44.855\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.9167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:51:45.256\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:51:45.320\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:51:45.654\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:51:45.946\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:51:46.008\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 28%|██████████▊                            | 1060/3840 [05:45<14:08,  3.28it/s]\u001b[32m2022-04-14 17:52:11.113\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:52:11.503\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:52:11.566\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:52:11.906\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:52:12.176\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:52:12.236\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 30%|███████████▌                           | 1140/3840 [06:11<13:44,  3.28it/s]\u001b[32m2022-04-14 17:52:37.208\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:52:37.584\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:52:37.645\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:52:37.979\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:52:38.251\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:52:38.314\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 32%|████████████▍                          | 1220/3840 [06:37<13:04,  3.34it/s]\u001b[32m2022-04-14 17:53:03.114\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:53:03.500\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:53:03.561\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:53:03.896\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:53:04.172\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:53:04.231\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 34%|█████████████▏                         | 1300/3840 [07:03<12:46,  3.31it/s]\u001b[32m2022-04-14 17:53:28.626\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:53:29.011\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:53:29.073\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:53:29.417\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:53:29.697\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:53:29.761\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 36%|██████████████                         | 1380/3840 [07:29<12:27,  3.29it/s]\u001b[32m2022-04-14 17:53:54.883\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:53:55.269\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:53:55.332\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:53:55.676\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:53:55.972\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:53:56.032\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 38%|██████████████▊                        | 1460/3840 [07:55<11:35,  3.42it/s]\u001b[32m2022-04-14 17:54:20.764\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:54:21.159\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:54:21.219\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:54:21.545\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:54:21.833\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:54:21.894\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 40%|███████████████▋                       | 1540/3840 [08:21<11:43,  3.27it/s]\u001b[32m2022-04-14 17:54:46.726\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:54:47.112\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:54:47.173\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:54:47.504\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:54:47.800\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:54:47.864\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 42%|████████████████▍                      | 1620/3840 [08:47<11:19,  3.27it/s]\u001b[32m2022-04-14 17:55:12.992\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:55:13.373\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:55:13.434\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:55:13.764\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:55:14.044\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:55:14.105\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 44%|█████████████████▎                     | 1700/3840 [09:14<10:49,  3.30it/s]\u001b[32m2022-04-14 17:55:39.263\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:55:39.654\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:55:39.720\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:55:40.059\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:55:40.377\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:55:40.439\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 46%|██████████████████                     | 1780/3840 [09:39<10:07,  3.39it/s]\u001b[32m2022-04-14 17:56:05.013\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:56:05.388\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:56:05.447\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:56:05.768\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:56:06.043\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:56:06.104\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 48%|██████████████████▉                    | 1860/3840 [10:05<09:40,  3.41it/s]\u001b[32m2022-04-14 17:56:30.407\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:56:30.805\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:56:30.863\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:56:31.186\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:56:31.468\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:56:31.534\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 51%|███████████████████▋                   | 1940/3840 [10:31<09:32,  3.32it/s]\u001b[32m2022-04-14 17:56:56.447\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.9167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:56:56.831\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:56:56.892\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:56:57.221\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:56:57.509\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:56:57.571\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 53%|████████████████████▌                  | 2020/3840 [10:57<09:14,  3.28it/s]\u001b[32m2022-04-14 17:57:22.613\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:57:23.006\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:57:23.069\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:57:23.416\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:57:23.698\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:57:23.761\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 55%|█████████████████████▎                 | 2100/3840 [11:23<08:32,  3.40it/s]\u001b[32m2022-04-14 17:57:48.468\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:57:48.856\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:57:48.915\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:57:49.237\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:57:49.518\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:57:49.577\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 57%|██████████████████████▏                | 2180/3840 [11:49<08:25,  3.28it/s]\u001b[32m2022-04-14 17:58:14.441\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:58:14.835\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:58:14.898\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:58:15.235\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:58:15.516\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:58:15.576\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 59%|██████████████████████▉                | 2260/3840 [12:15<07:42,  3.42it/s]\u001b[32m2022-04-14 17:58:40.262\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:58:40.655\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:58:40.720\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:58:41.047\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:58:41.327\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:58:41.386\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 61%|███████████████████████▊               | 2340/3840 [12:40<07:23,  3.39it/s]\u001b[32m2022-04-14 17:59:05.965\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:59:06.340\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:59:06.401\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:59:06.722\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:59:06.997\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:59:07.058\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 63%|████████████████████████▌              | 2420/3840 [13:06<07:11,  3.29it/s]\u001b[32m2022-04-14 17:59:31.732\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:59:32.107\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:59:32.166\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:59:32.490\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:59:32.753\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:59:32.813\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 65%|█████████████████████████▍             | 2500/3840 [13:32<06:42,  3.33it/s]\u001b[32m2022-04-14 17:59:57.681\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 17:59:58.069\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:59:58.131\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:59:58.466\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 17:59:58.744\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 17:59:58.805\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 67%|██████████████████████████▏            | 2580/3840 [13:58<06:11,  3.39it/s]\u001b[32m2022-04-14 18:00:23.248\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:00:23.633\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:00:23.693\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:00:24.021\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:00:24.345\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:00:24.408\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 69%|███████████████████████████            | 2660/3840 [14:23<05:44,  3.42it/s]\u001b[32m2022-04-14 18:00:48.972\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:00:49.356\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:00:49.417\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:00:49.750\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:00:50.032\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:00:50.091\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 71%|███████████████████████████▊           | 2740/3840 [14:49<05:22,  3.41it/s]\u001b[32m2022-04-14 18:01:14.663\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:01:15.052\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:01:15.117\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:01:15.447\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:01:15.716\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:01:15.773\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 73%|████████████████████████████▋          | 2820/3840 [15:14<04:58,  3.42it/s]\u001b[32m2022-04-14 18:01:39.985\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:01:40.370\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:01:40.433\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:01:40.755\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:01:41.030\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:01:41.090\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 76%|█████████████████████████████▍         | 2900/3840 [15:40<04:34,  3.42it/s]\u001b[32m2022-04-14 18:02:05.362\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.9167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:02:05.756\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:02:05.817\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:02:06.144\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:02:06.434\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:02:06.493\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 78%|██████████████████████████████▎        | 2980/3840 [16:05<04:10,  3.44it/s]\u001b[32m2022-04-14 18:02:31.025\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:02:31.410\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:02:31.472\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:02:31.797\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:02:32.083\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:02:32.142\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 80%|███████████████████████████████        | 3060/3840 [16:31<03:50,  3.38it/s]\u001b[32m2022-04-14 18:02:56.437\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:02:56.818\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:02:56.879\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:02:57.205\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:02:57.517\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:02:57.581\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 82%|███████████████████████████████▉       | 3140/3840 [16:57<03:29,  3.35it/s]\u001b[32m2022-04-14 18:03:22.287\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:03:22.686\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:03:22.749\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:03:23.096\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:03:23.385\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:03:23.446\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 84%|████████████████████████████████▋      | 3220/3840 [17:23<03:04,  3.36it/s]\u001b[32m2022-04-14 18:03:48.260\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:03:48.640\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:03:48.699\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:03:49.023\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:03:49.291\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:03:49.351\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 86%|█████████████████████████████████▌     | 3300/3840 [17:48<02:44,  3.29it/s]\u001b[32m2022-04-14 18:04:13.688\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:04:14.077\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:04:14.138\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:04:14.473\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:04:14.748\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:04:14.812\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 88%|██████████████████████████████████▎    | 3380/3840 [18:13<02:15,  3.39it/s]\u001b[32m2022-04-14 18:04:39.184\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:04:39.564\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:04:39.622\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:04:39.944\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:04:40.227\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:04:40.287\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 90%|███████████████████████████████████▏   | 3460/3840 [18:39<01:51,  3.39it/s]\u001b[32m2022-04-14 18:05:04.513\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:05:04.898\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:05:04.958\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:05:05.281\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:05:05.562\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:05:05.625\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 92%|███████████████████████████████████▉   | 3540/3840 [19:04<01:28,  3.40it/s]\u001b[32m2022-04-14 18:05:29.856\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:05:30.235\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:05:30.294\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:05:30.617\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:05:30.888\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:05:30.953\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 94%|████████████████████████████████████▊  | 3620/3840 [19:30<01:04,  3.41it/s]\u001b[32m2022-04-14 18:05:55.251\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:05:55.634\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:05:55.692\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:05:56.018\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:05:56.299\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:05:56.359\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 96%|█████████████████████████████████████▌ | 3700/3840 [19:55<00:41,  3.39it/s]\u001b[32m2022-04-14 18:06:20.620\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:06:21.002\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:06:21.061\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:06:21.384\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:06:21.673\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:06:21.732\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 98%|██████████████████████████████████████▍| 3780/3840 [20:21<00:18,  3.30it/s]\u001b[32m2022-04-14 18:06:46.771\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:06:47.165\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:06:47.228\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:06:47.557\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:06:47.832\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:06:47.895\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "100%|███████████████████████████████████████| 3840/3840 [20:41<00:00,  3.09it/s]\n",
      "\u001b[32m2022-04-14 18:07:06.464\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m_main\u001b[0m:\u001b[36m595\u001b[0m - \u001b[1mComplete.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "!python -m pytti.workhorse +conf=spring2winter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "NB: It stopped at 3014/3840. It only goes as long as the video source generates frames, so it actually generated 3840 + 3014 frames (the interpolation frames overlap with each scene). If we want to continue the animation into abstraction, we either need to append empty frames or come up with something else.\n",
    "\n",
    "Let's try it again without re-encoding each frame. I hypothesize that this should give us more consistency from frame-to-frame (since we're using manipulating a single latent representations throughout the process, whereas re-encoding would give us an indpendent latent each time... maybe there's something I can do about that?), but at the cost of losing coherence with the video."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Writing config/conf/spring2winter_noreencode.yaml\n"
     ]
    }
   ],
   "source": [
    "%%writefile config/conf/spring2winter_noreencode.yaml\n",
    "# @package _global_\n",
    "animation_mode: Video Source\n",
    "video_path: /home/dmarx/proj/pytti-book/lfb_trimmed2.mp4\n",
    "\n",
    "image_model: VQGAN\n",
    "vqgan_model: imagenet\n",
    "\n",
    "scenes: \"a photograph of a beautiful spring day:2 ||  a photograph of a snowy winter day:2 \"\n",
    "#cut_pow: 1.5\n",
    "cutouts: 60\n",
    "#gradient_accumulation_steps: 2\n",
    "\n",
    "reencode_each_frame: false\n",
    "#reencode_each_frame: true\n",
    "\n",
    "steps_per_scene: 3840\n",
    "interpolation_steps: 960\n",
    "\n",
    "steps_per_frame: 80\n",
    "save_every: 80 \n",
    "display_every: 1000000000000000\n",
    "direct_stabilization_weight: 1\n",
    "#edge_stabilization_weight: 1\n",
    "#flow_stabilization_weight: 1\n",
    "#depth_stabilization_weight: 1\n",
    "\n",
    "backups: 3\n",
    "\n",
    "file_namespace: spring2winter_noreencode #video_lfb_4s_spring2winter_noreencode\n",
    "\n",
    "#RN50: true\n",
    "ViTB32: true\n",
    "\n",
    "use_tensorboard: true"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32m2022-04-14 18:14:49.757\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.warmup\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m13\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/pytti\u001b[0m\n",
      "\u001b[32m2022-04-14 18:14:49.757\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.warmup\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m27\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/pytti\u001b[0m\n",
      "\u001b[32m2022-04-14 18:14:49.758\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.warmup\u001b[0m:\u001b[36mensure_configs_exist\u001b[0m:\u001b[36m43\u001b[0m - \u001b[34m\u001b[1mLocal config directory detected.\u001b[0m\n",
      "\u001b[32m2022-04-14 18:14:51.357\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m29\u001b[0m - \u001b[1mLoading pytti...\u001b[0m\n",
      "\u001b[32m2022-04-14 18:14:51.448\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Notebook\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m226\u001b[0m - \u001b[34m\u001b[1m{'RN50': 'RN50', 'RN101': 'RN101', 'RN50x4': 'RN50x4', 'RN50x16': 'RN50x16', 'RN50x64': 'RN50x64', 'ViTB32': 'ViT-B/32', 'ViTB16': 'ViT-B/16', 'ViTL14': 'ViT-L/14'}\u001b[0m\n",
      "\u001b[32m2022-04-14 18:14:51.502\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m32\u001b[0m - \u001b[34m\u001b[1musing importlib.resources.files\u001b[0m\n",
      "\u001b[32m2022-04-14 18:14:52.050\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m56\u001b[0m - \u001b[1mpytti loaded.\u001b[0m\n",
      "\u001b[32m2022-04-14 18:14:52.050\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m60\u001b[0m - \u001b[34m\u001b[1m['/home/dmarx/proj/pytti-book', '/home/dmarx/miniconda3/envs/sandbox/lib/python39.zip', '/home/dmarx/miniconda3/envs/sandbox/lib/python3.9', '/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/lib-dynload', '/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages', '/home/dmarx/proj/hypernerf', '/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/IPython/extensions']\u001b[0m\n",
      "\u001b[32m2022-04-14 18:14:52.056\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mhydra_plugins.pytti_local_config_searchpath_plugin.searchpath_append_cwd\u001b[0m:\u001b[36mmanipulate_search_path\u001b[0m:\u001b[36m18\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/proj/pytti-book/config/\u001b[0m\n",
      "\u001b[32m2022-04-14 18:14:52.145\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m_main\u001b[0m:\u001b[36m194\u001b[0m - \u001b[34m\u001b[1m{'scenes': 'a photograph of a beautiful spring day:2 ||  a photograph of a snowy winter day:2 ', 'scene_prefix': '', 'scene_suffix': '', 'direct_image_prompts': '', 'init_image': '', 'direct_init_weight': '', 'semantic_init_weight': '', 'image_model': 'VQGAN', 'vqgan_model': 'imagenet', 'animation_mode': 'Video Source', 'width': 180, 'height': 112, 'steps_per_scene': 3840, 'steps_per_frame': 80, 'interpolation_steps': 960, 'learning_rate': None, 'reset_lr_each_frame': True, 'seed': '${now:%f}', 'cutouts': 60, 'cut_pow': 2, 'cutout_border': 0.25, 'border_mode': 'clamp', 'field_of_view': 60, 'near_plane': 1, 'far_plane': 10000, 'translate_x': '0', 'translate_y': '0', 'translate_z_3d': '0', 'rotate_3d': '[1, 0, 0, 0]', 'rotate_2d': '0', 'zoom_x_2d': '0', 'zoom_y_2d': '0', 'sampling_mode': 'bicubic', 'infill_mode': 'wrap', 'pre_animation_steps': 100, 'lock_camera': True, 'pixel_size': 4, 'smoothing_weight': 0.02, 'random_initial_palette': False, 'palette_size': 6, 'palettes': 9, 'gamma': 1, 'hdr_weight': 0.01, 'palette_normalization_weight': 0.2, 'show_palette': False, 'target_palette': '', 'lock_palette': False, 'frames_per_second': 12, 'direct_stabilization_weight': 1, 'semantic_stabilization_weight': '', 'depth_stabilization_weight': '', 'edge_stabilization_weight': '', 'flow_stabilization_weight': '', 'video_path': '/home/dmarx/proj/pytti-book/lfb_trimmed2.mp4', 'frame_stride': 1, 'reencode_each_frame': False, 'flow_long_term_samples': 1, 'ViTB32': True, 'ViTB16': False, 'ViTL14': False, 'RN50': False, 'RN101': False, 'RN50x4': False, 'RN50x16': False, 'RN50x64': False, 'file_namespace': 'video_lfb_4s_spring2winter_noreencode', 'allow_overwrite': False, 'display_every': 1000000000000000, 'clear_every': 0, 'display_scale': 1, 'save_every': 80, 'backups': 3, 'show_graphs': False, 'approximate_vram_usage': False, 'use_tensorboard': True, 'models_parent_dir': '${user_cache:}', 'gradient_accumulation_steps': 1}\u001b[0m\n",
      "\u001b[32m2022-04-14 18:14:52.146\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m_main\u001b[0m:\u001b[36m195\u001b[0m - \u001b[34m\u001b[1m{'scenes': 'a photograph of a beautiful spring day:2 ||  a photograph of a snowy winter day:2 ', 'scene_prefix': '', 'scene_suffix': '', 'direct_image_prompts': '', 'init_image': '', 'direct_init_weight': '', 'semantic_init_weight': '', 'image_model': 'VQGAN', 'vqgan_model': 'imagenet', 'animation_mode': 'Video Source', 'width': 180, 'height': 112, 'steps_per_scene': 3840, 'steps_per_frame': 80, 'interpolation_steps': 960, 'learning_rate': None, 'reset_lr_each_frame': True, 'seed': '146044', 'cutouts': 60, 'cut_pow': 2, 'cutout_border': 0.25, 'border_mode': 'clamp', 'field_of_view': 60, 'near_plane': 1, 'far_plane': 10000, 'translate_x': '0', 'translate_y': '0', 'translate_z_3d': '0', 'rotate_3d': '[1, 0, 0, 0]', 'rotate_2d': '0', 'zoom_x_2d': '0', 'zoom_y_2d': '0', 'sampling_mode': 'bicubic', 'infill_mode': 'wrap', 'pre_animation_steps': 100, 'lock_camera': True, 'pixel_size': 4, 'smoothing_weight': 0.02, 'random_initial_palette': False, 'palette_size': 6, 'palettes': 9, 'gamma': 1, 'hdr_weight': 0.01, 'palette_normalization_weight': 0.2, 'show_palette': False, 'target_palette': '', 'lock_palette': False, 'frames_per_second': 12, 'direct_stabilization_weight': 1, 'semantic_stabilization_weight': '', 'depth_stabilization_weight': '', 'edge_stabilization_weight': '', 'flow_stabilization_weight': '', 'video_path': '/home/dmarx/proj/pytti-book/lfb_trimmed2.mp4', 'frame_stride': 1, 'reencode_each_frame': False, 'flow_long_term_samples': 1, 'ViTB32': True, 'ViTB16': False, 'ViTL14': False, 'RN50': False, 'RN101': False, 'RN50x4': False, 'RN50x16': False, 'RN50x64': False, 'file_namespace': 'video_lfb_4s_spring2winter_noreencode', 'allow_overwrite': False, 'display_every': 1000000000000000, 'clear_every': 0, 'display_scale': 1, 'save_every': 80, 'backups': 3, 'show_graphs': False, 'approximate_vram_usage': False, 'use_tensorboard': True, 'models_parent_dir': '/home/dmarx/.cache', 'gradient_accumulation_steps': 1}\u001b[0m\n",
      "\u001b[32m2022-04-14 18:14:53.433\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Notebook\u001b[0m:\u001b[36mload_clip\u001b[0m:\u001b[36m254\u001b[0m - \u001b[34m\u001b[1mLoading CLIP...\u001b[0m\n",
      "\u001b[32m2022-04-14 18:14:58.053\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Notebook\u001b[0m:\u001b[36mload_clip\u001b[0m:\u001b[36m256\u001b[0m - \u001b[34m\u001b[1mCLIP loaded.\u001b[0m\n",
      "\u001b[32m2022-04-14 18:14:58.053\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36mdo_run\u001b[0m:\u001b[36m254\u001b[0m - \u001b[34m\u001b[1m60\u001b[0m\n",
      "\u001b[32m2022-04-14 18:14:58.055\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36mparse_scenes\u001b[0m:\u001b[36m112\u001b[0m - \u001b[1mLoading prompts...\u001b[0m\n",
      "\u001b[32m2022-04-14 18:14:58.470\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36mparse_scenes\u001b[0m:\u001b[36m122\u001b[0m - \u001b[1mPrompts loaded.\u001b[0m\n",
      "\u001b[32m2022-04-14 18:14:58.470\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36mload_video_source\u001b[0m:\u001b[36m170\u001b[0m - \u001b[1mloading /home/dmarx/proj/pytti-book/lfb_trimmed2.mp4...\u001b[0m\n",
      "\u001b[32m2022-04-14 18:14:58.752\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mpytti.rotoscoper\u001b[0m:\u001b[36mget_frames\u001b[0m:\u001b[36m45\u001b[0m - \u001b[1mloaded 101 frames. for /home/dmarx/proj/pytti-book/lfb_trimmed2.mp4\u001b[0m\n",
      "\u001b[32m2022-04-14 18:14:58.755\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mpytti.Image.VQGANImage\u001b[0m:\u001b[36minit_vqgan\u001b[0m:\u001b[36m260\u001b[0m - \u001b[1m/home/dmarx/.cache/vqgan\u001b[0m\n",
      "\u001b[32m2022-04-14 18:14:58.755\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Image.VQGANImage\u001b[0m:\u001b[36minit_vqgan\u001b[0m:\u001b[36m264\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/.cache/vqgan/imagenet.yaml\u001b[0m\n",
      "\u001b[32m2022-04-14 18:14:58.755\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Image.VQGANImage\u001b[0m:\u001b[36minit_vqgan\u001b[0m:\u001b[36m265\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/.cache/vqgan/imagenet.yaml\u001b[0m\n",
      "\u001b[32m2022-04-14 18:14:58.755\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Image.VQGANImage\u001b[0m:\u001b[36minit_vqgan\u001b[0m:\u001b[36m266\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/.cache/vqgan/imagenet.ckpt\u001b[0m\n",
      "\u001b[32m2022-04-14 18:14:58.755\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Image.VQGANImage\u001b[0m:\u001b[36minit_vqgan\u001b[0m:\u001b[36m267\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/.cache/vqgan/imagenet.ckpt\u001b[0m\n",
      "Working with z of shape (1, 256, 16, 16) = 65536 dimensions.\n",
      "Downloading vgg_lpips model from https://heibox.uni-heidelberg.de/f/607503859c864bc1b30b/?dl=1 to taming/modules/autoencoder/lpips/vgg.pth\n",
      "8.19kB [00:00, 11.1MB/s]                                                        \n",
      "loaded pretrained LPIPS loss from taming/modules/autoencoder/lpips/vgg.pth\n",
      "VQLPIPSWithDiscriminator running with hinge loss.\n",
      "Restored from /home/dmarx/.cache/vqgan/imagenet.ckpt\n",
      "\u001b[32m2022-04-14 18:15:02.946\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mpytti.LossAug.LossOrchestratorClass\u001b[0m:\u001b[36mconfigure_init_image\u001b[0m:\u001b[36m51\u001b[0m - \u001b[1mEncoding image...\u001b[0m\n",
      "\u001b[32m2022-04-14 18:15:02.987\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mpytti.LossAug.LossOrchestratorClass\u001b[0m:\u001b[36mconfigure_init_image\u001b[0m:\u001b[36m53\u001b[0m - \u001b[1mEncoded Image:\u001b[0m\n",
      "<PIL.Image.Image image mode=RGB size=720x448 at 0x7F215278DDF0>\n",
      "\u001b[32m2022-04-14 18:15:03.141\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36mdo_run\u001b[0m:\u001b[36m527\u001b[0m - \u001b[1mSettings saved to /home/dmarx/proj/pytti-book/images_out//video_lfb_4s_spring2winter_noreencode/video_lfb_4s_spring2winter_noreencode_settings.txt\u001b[0m\n",
      "\u001b[32m2022-04-14 18:15:03.146\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36mdo_run\u001b[0m:\u001b[36m540\u001b[0m - \u001b[1mRunning prompt:\u001b[0m\n",
      "  0%|                                                  | 0/3840 [00:00<?, ?it/s]\u001b[32m2022-04-14 18:15:03.146\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mreport_out\u001b[0m:\u001b[36m75\u001b[0m - \u001b[34m\u001b[1mStep 0 losses:\u001b[0m\n",
      "<PIL.Image.Image image mode=RGB size=720x448 at 0x7F21503D2AC0>\n",
      "/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/torch/functional.py:445: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at  /opt/conda/conda-bld/pytorch_1639180487213/work/aten/src/ATen/native/TensorShape.cpp:2157.)\n",
      "  return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]\n",
      "  3%|█                                       | 100/3840 [00:29<18:06,  3.44it/s]\u001b[32m2022-04-14 18:15:32.977\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:15:33.363\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:15:33.580\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:15:33.901\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "  5%|█▉                                      | 180/3840 [00:54<18:20,  3.33it/s]\u001b[32m2022-04-14 18:15:58.051\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:15:58.463\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:15:58.525\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:15:58.857\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:15:59.105\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:15:59.163\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "  7%|██▋                                     | 260/3840 [01:20<17:29,  3.41it/s]\u001b[32m2022-04-14 18:16:23.573\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:16:23.967\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:16:24.026\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:16:24.346\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:16:24.590\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:16:24.650\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "  9%|███▌                                    | 340/3840 [01:45<17:04,  3.42it/s]\u001b[32m2022-04-14 18:16:48.893\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:16:49.275\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:16:49.335\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:16:49.657\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:16:49.902\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:16:49.964\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 11%|████▍                                   | 420/3840 [02:11<16:45,  3.40it/s]\u001b[32m2022-04-14 18:17:14.246\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:17:14.651\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:17:14.711\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:17:15.033\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:17:15.305\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:17:15.365\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 13%|█████▏                                  | 500/3840 [02:36<16:31,  3.37it/s]\u001b[32m2022-04-14 18:17:39.640\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:17:40.019\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:17:40.081\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:17:40.405\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:17:40.686\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:17:40.747\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 15%|██████                                  | 580/3840 [03:02<16:34,  3.28it/s]\u001b[32m2022-04-14 18:18:05.345\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:18:05.723\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:18:05.785\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:18:06.126\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:18:06.391\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:18:06.454\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 17%|██████▉                                 | 660/3840 [03:28<16:05,  3.29it/s]\u001b[32m2022-04-14 18:18:31.541\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:18:31.918\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:18:31.980\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:18:32.307\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:18:32.579\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:18:32.642\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 19%|███████▋                                | 740/3840 [03:53<15:19,  3.37it/s]\u001b[32m2022-04-14 18:18:56.954\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:18:57.336\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:18:57.398\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:18:57.723\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:18:58.019\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:18:58.081\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 21%|████████▌                               | 820/3840 [04:19<14:45,  3.41it/s]\u001b[32m2022-04-14 18:19:22.390\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:19:22.776\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:19:22.837\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:19:23.176\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:19:23.467\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:19:23.529\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 23%|█████████▍                              | 900/3840 [04:45<14:19,  3.42it/s]\u001b[32m2022-04-14 18:19:48.407\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:19:48.792\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:19:48.854\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:19:49.179\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:19:49.453\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:19:49.514\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 26%|██████████▏                             | 980/3840 [05:10<14:29,  3.29it/s]\u001b[32m2022-04-14 18:20:13.854\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.9167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:20:14.238\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:20:14.301\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:20:14.631\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:20:14.913\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:20:14.977\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 28%|██████████▊                            | 1060/3840 [05:36<13:45,  3.37it/s]\u001b[32m2022-04-14 18:20:39.311\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:20:39.692\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:20:39.751\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:20:40.078\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:20:40.341\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:20:40.401\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 30%|███████████▌                           | 1140/3840 [06:01<13:13,  3.40it/s]\u001b[32m2022-04-14 18:21:04.743\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:21:05.117\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:21:05.176\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:21:05.499\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:21:05.790\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:21:05.852\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 32%|████████████▍                          | 1220/3840 [06:26<12:49,  3.40it/s]\u001b[32m2022-04-14 18:21:30.104\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:21:30.480\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:21:30.538\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:21:30.862\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:21:31.163\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:21:31.225\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 34%|█████████████▏                         | 1300/3840 [06:52<12:27,  3.40it/s]\u001b[32m2022-04-14 18:21:55.468\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:21:55.847\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:21:55.908\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:21:56.234\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:21:56.515\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:21:56.577\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 36%|██████████████                         | 1380/3840 [07:17<12:05,  3.39it/s]\u001b[32m2022-04-14 18:22:20.881\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:22:21.258\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:22:21.318\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:22:21.642\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:22:21.910\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:22:21.973\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 38%|██████████████▊                        | 1460/3840 [07:43<11:58,  3.31it/s]\u001b[32m2022-04-14 18:22:46.296\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:22:46.703\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:22:46.766\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:22:47.109\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:22:47.383\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:22:47.445\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 40%|███████████████▋                       | 1540/3840 [08:09<11:37,  3.30it/s]\u001b[32m2022-04-14 18:23:12.210\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:23:12.603\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:23:12.663\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:23:12.985\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:23:13.241\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:23:13.299\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 42%|████████████████▍                      | 1620/3840 [08:35<11:14,  3.29it/s]\u001b[32m2022-04-14 18:23:38.302\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:23:38.689\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:23:38.753\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:23:39.089\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:23:39.355\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:23:39.417\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 44%|█████████████████▎                     | 1700/3840 [09:00<10:25,  3.42it/s]\u001b[32m2022-04-14 18:24:04.106\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:24:04.484\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:24:04.545\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:24:04.870\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:24:05.181\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:24:05.239\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 46%|██████████████████                     | 1780/3840 [09:26<10:01,  3.42it/s]\u001b[32m2022-04-14 18:24:29.420\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:24:29.809\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:24:29.869\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:24:30.194\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:24:30.438\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:24:30.497\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 48%|██████████████████▉                    | 1860/3840 [09:51<09:37,  3.43it/s]\u001b[32m2022-04-14 18:24:54.693\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:24:55.081\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:24:55.140\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:24:55.461\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:24:55.726\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:24:55.787\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 51%|███████████████████▋                   | 1940/3840 [10:17<09:39,  3.28it/s]\u001b[32m2022-04-14 18:25:20.168\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.9167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:25:20.559\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:25:20.622\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:25:20.950\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:25:21.220\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:25:21.284\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 53%|████████████████████▌                  | 2020/3840 [10:43<09:09,  3.31it/s]\u001b[32m2022-04-14 18:25:46.221\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:25:46.612\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:25:46.675\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:25:47.020\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:25:47.279\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:25:47.339\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 55%|█████████████████████▎                 | 2100/3840 [11:08<08:50,  3.28it/s]\u001b[32m2022-04-14 18:26:11.981\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:26:12.364\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:26:12.426\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:26:12.764\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:26:13.023\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:26:13.084\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 57%|██████████████████████▏                | 2180/3840 [11:34<08:06,  3.42it/s]\u001b[32m2022-04-14 18:26:37.414\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:26:37.792\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:26:37.851\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:26:38.171\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:26:38.436\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:26:38.497\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 59%|██████████████████████▉                | 2260/3840 [11:59<07:41,  3.42it/s]\u001b[32m2022-04-14 18:27:02.721\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:27:03.103\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:27:03.164\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:27:03.488\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:27:03.746\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:27:03.806\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 61%|███████████████████████▊               | 2340/3840 [12:24<07:17,  3.43it/s]\u001b[32m2022-04-14 18:27:28.004\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:27:28.391\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:27:28.453\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:27:28.777\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:27:29.034\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:27:29.094\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 63%|████████████████████████▌              | 2420/3840 [12:50<07:00,  3.38it/s]\u001b[32m2022-04-14 18:27:53.339\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:27:53.727\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:27:53.788\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:27:54.115\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:27:54.395\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:27:54.455\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 65%|█████████████████████████▍             | 2500/3840 [13:15<06:43,  3.32it/s]\u001b[32m2022-04-14 18:28:18.702\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:28:19.092\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:28:19.156\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:28:19.496\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:28:19.779\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:28:19.841\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 67%|██████████████████████████▏            | 2580/3840 [13:41<06:11,  3.39it/s]\u001b[32m2022-04-14 18:28:44.369\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:28:44.749\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:28:44.810\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:28:45.143\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:28:45.415\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:28:45.475\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 69%|███████████████████████████            | 2660/3840 [14:06<05:57,  3.30it/s]\u001b[32m2022-04-14 18:29:09.977\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:29:10.357\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:29:10.425\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:29:10.769\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:29:11.044\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:29:11.106\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 71%|███████████████████████████▊           | 2740/3840 [14:32<05:33,  3.30it/s]\u001b[32m2022-04-14 18:29:35.802\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:29:36.189\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:29:36.254\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:29:36.591\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:29:36.888\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:29:36.950\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 73%|████████████████████████████▋          | 2820/3840 [14:58<05:01,  3.38it/s]\u001b[32m2022-04-14 18:30:01.309\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:30:01.696\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:30:01.754\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:30:02.075\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:30:02.338\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:30:02.398\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 76%|█████████████████████████████▍         | 2900/3840 [15:23<04:39,  3.36it/s]\u001b[32m2022-04-14 18:30:26.991\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.9167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:30:27.375\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:30:27.437\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:30:27.770\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:30:28.039\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:30:28.100\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 78%|██████████████████████████████▎        | 2980/3840 [15:49<04:12,  3.41it/s]\u001b[32m2022-04-14 18:30:52.298\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:30:52.680\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:30:52.740\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:30:53.072\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:30:53.351\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:30:53.411\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 80%|███████████████████████████████        | 3060/3840 [16:14<03:48,  3.41it/s]\u001b[32m2022-04-14 18:31:17.664\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:31:18.037\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:31:18.096\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:31:18.433\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:31:18.706\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:31:18.766\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 82%|███████████████████████████████▉       | 3140/3840 [16:39<03:26,  3.39it/s]\u001b[32m2022-04-14 18:31:43.005\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:31:43.405\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:31:43.466\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:31:43.804\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:31:44.079\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:31:44.139\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 84%|████████████████████████████████▋      | 3220/3840 [17:05<03:01,  3.42it/s]\u001b[32m2022-04-14 18:32:08.394\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:32:08.789\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:32:08.852\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:32:09.173\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:32:09.429\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:32:09.487\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 86%|█████████████████████████████████▌     | 3300/3840 [17:30<02:44,  3.29it/s]\u001b[32m2022-04-14 18:32:34.068\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:32:34.458\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:32:34.521\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:32:34.852\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:32:35.131\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:32:35.195\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 88%|██████████████████████████████████▎    | 3380/3840 [17:57<02:18,  3.32it/s]\u001b[32m2022-04-14 18:33:00.162\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:33:00.554\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:33:00.615\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:33:00.964\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:33:01.250\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:33:01.313\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 90%|███████████████████████████████████▏   | 3460/3840 [18:22<01:51,  3.40it/s]\u001b[32m2022-04-14 18:33:25.544\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:33:25.926\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:33:25.988\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:33:26.318\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:33:26.589\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:33:26.657\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 92%|███████████████████████████████████▉   | 3540/3840 [18:48<01:27,  3.44it/s]\u001b[32m2022-04-14 18:33:51.252\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:33:51.646\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:33:51.708\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:33:52.033\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:33:52.307\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:33:52.367\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 94%|████████████████████████████████████▊  | 3620/3840 [19:14<01:06,  3.29it/s]\u001b[32m2022-04-14 18:34:17.275\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:34:17.661\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:34:17.722\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:34:18.056\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:34:18.316\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:34:18.377\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 96%|█████████████████████████████████████▌ | 3700/3840 [19:40<00:42,  3.31it/s]\u001b[32m2022-04-14 18:34:43.415\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:34:43.808\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:34:43.870\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:34:44.206\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:34:44.464\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:34:44.522\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 98%|██████████████████████████████████████▍| 3780/3840 [20:06<00:18,  3.27it/s]\u001b[32m2022-04-14 18:35:09.349\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:35:09.731\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:35:09.792\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:35:10.122\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:35:10.378\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:35:10.439\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "100%|███████████████████████████████████████| 3840/3840 [20:25<00:00,  3.13it/s]\n",
      "\u001b[32m2022-04-14 18:35:29.000\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36mdo_run\u001b[0m:\u001b[36m540\u001b[0m - \u001b[1mRunning prompt:\u001b[0m\n",
      "  1%|▏                                        | 20/3840 [00:06<19:15,  3.30it/s]\u001b[32m2022-04-14 18:35:35.434\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.9167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:35:35.823\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:35:35.884\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:35:36.213\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:35:36.469\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:35:36.530\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "  3%|█                                       | 100/3840 [00:32<18:26,  3.38it/s]\u001b[32m2022-04-14 18:36:01.325\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:36:01.711\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:36:01.769\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:36:02.092\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:36:02.345\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:36:02.402\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "  5%|█▉                                      | 180/3840 [00:58<18:22,  3.32it/s]\u001b[32m2022-04-14 18:36:27.207\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:36:27.604\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:36:27.667\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:36:28.002\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:36:28.270\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:36:28.329\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "  7%|██▋                                     | 260/3840 [01:23<17:32,  3.40it/s]\u001b[32m2022-04-14 18:36:52.817\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:36:53.202\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:36:53.262\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:36:53.587\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:36:53.864\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:36:53.925\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "  9%|███▌                                    | 340/3840 [01:49<17:48,  3.28it/s]\u001b[32m2022-04-14 18:37:18.783\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:37:19.172\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:37:19.235\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:37:19.583\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:37:19.873\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:37:19.935\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 11%|████▍                                   | 420/3840 [02:16<17:27,  3.27it/s]\u001b[32m2022-04-14 18:37:45.116\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:37:45.523\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:37:45.585\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:37:45.922\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:37:46.227\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:37:46.290\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 13%|█████▏                                  | 500/3840 [02:42<17:02,  3.27it/s]\u001b[32m2022-04-14 18:38:11.442\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:38:11.833\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:38:11.892\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:38:12.228\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:38:12.499\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:38:12.564\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 15%|██████                                  | 580/3840 [03:08<16:32,  3.29it/s]\u001b[32m2022-04-14 18:38:37.700\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:38:38.099\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:38:38.167\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:38:38.499\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:38:38.770\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:38:38.833\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 17%|██████▉                                 | 660/3840 [03:34<16:14,  3.26it/s]\u001b[32m2022-04-14 18:39:03.882\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:39:04.274\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:39:04.337\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:39:04.672\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:39:04.986\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:39:05.049\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 19%|███████▋                                | 740/3840 [04:00<15:46,  3.28it/s]\u001b[32m2022-04-14 18:39:29.935\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:39:30.323\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:39:30.386\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:39:30.711\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:39:30.979\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:39:31.041\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 21%|████████▌                               | 820/3840 [04:27<14:54,  3.38it/s]\u001b[32m2022-04-14 18:39:56.047\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:39:56.433\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:39:56.494\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:39:56.827\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:39:57.109\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:39:57.173\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 23%|█████████▍                              | 900/3840 [04:53<15:03,  3.25it/s]\u001b[32m2022-04-14 18:40:22.229\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:40:22.620\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:40:22.681\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:40:23.023\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:40:23.313\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:40:23.377\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 26%|██████████▏                             | 980/3840 [05:19<14:29,  3.29it/s]\u001b[32m2022-04-14 18:40:48.475\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.9167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:40:48.879\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:40:48.941\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:40:49.278\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:40:49.538\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:40:49.600\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 28%|██████████▊                            | 1060/3840 [05:45<14:05,  3.29it/s]\u001b[32m2022-04-14 18:41:14.654\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:41:15.048\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:41:15.115\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:41:15.457\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:41:15.741\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:41:15.806\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 30%|███████████▌                           | 1140/3840 [06:11<13:40,  3.29it/s]\u001b[32m2022-04-14 18:41:40.851\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:41:41.241\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:41:41.307\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:41:41.645\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:41:41.923\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:41:41.990\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 32%|████████████▍                          | 1220/3840 [06:38<13:12,  3.31it/s]\u001b[32m2022-04-14 18:42:07.072\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:42:07.474\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:42:07.538\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:42:07.878\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:42:08.149\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:42:08.211\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 34%|█████████████▏                         | 1300/3840 [07:04<12:49,  3.30it/s]\u001b[32m2022-04-14 18:42:33.296\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:42:33.689\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:42:33.754\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:42:34.102\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:42:34.367\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:42:34.430\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 36%|██████████████                         | 1380/3840 [07:30<12:32,  3.27it/s]\u001b[32m2022-04-14 18:42:59.500\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:42:59.897\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:42:59.961\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:43:00.294\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:43:00.587\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:43:00.655\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 38%|██████████████▊                        | 1460/3840 [07:56<11:58,  3.31it/s]\u001b[32m2022-04-14 18:43:25.725\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:43:26.119\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:43:26.183\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:43:26.519\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:43:26.789\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:43:26.853\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 40%|███████████████▋                       | 1540/3840 [08:22<11:35,  3.31it/s]\u001b[32m2022-04-14 18:43:51.793\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:43:52.187\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:43:52.250\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:43:52.596\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:43:52.873\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:43:52.935\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 42%|████████████████▍                      | 1620/3840 [08:48<10:53,  3.39it/s]\u001b[32m2022-04-14 18:44:17.765\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:44:18.150\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:44:18.211\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:44:18.536\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:44:18.809\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:44:18.872\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 44%|█████████████████▎                     | 1700/3840 [09:14<10:26,  3.42it/s]\u001b[32m2022-04-14 18:44:43.929\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:44:44.320\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:44:44.380\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:44:44.702\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:44:44.983\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:44:45.042\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 46%|██████████████████                     | 1780/3840 [09:40<10:27,  3.28it/s]\u001b[32m2022-04-14 18:45:09.895\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:45:10.286\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:45:10.348\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:45:10.687\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:45:10.957\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:45:11.020\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 48%|██████████████████▉                    | 1860/3840 [10:06<09:59,  3.30it/s]\u001b[32m2022-04-14 18:45:35.800\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:45:36.191\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:45:36.258\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:45:36.600\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:45:36.888\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:45:36.949\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 51%|███████████████████▋                   | 1940/3840 [10:32<09:18,  3.40it/s]\u001b[32m2022-04-14 18:46:01.646\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.9167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:46:02.033\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:46:02.092\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:46:02.414\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:46:02.671\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:46:02.732\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 53%|████████████████████▌                  | 2020/3840 [10:58<08:59,  3.38it/s]\u001b[32m2022-04-14 18:46:27.626\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:46:28.005\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:46:28.065\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:46:28.398\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:46:28.665\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:46:28.725\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 55%|█████████████████████▎                 | 2100/3840 [11:24<08:52,  3.27it/s]\u001b[32m2022-04-14 18:46:53.841\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:46:54.234\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:46:54.298\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:46:54.639\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:46:54.928\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:46:54.990\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 57%|██████████████████████▏                | 2180/3840 [11:50<08:03,  3.43it/s]\u001b[32m2022-04-14 18:47:19.737\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:47:20.151\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:47:20.214\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:47:20.554\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:47:20.828\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:47:20.890\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 59%|██████████████████████▉                | 2260/3840 [12:16<08:00,  3.29it/s]\u001b[32m2022-04-14 18:47:45.955\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:47:46.344\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:47:46.405\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:47:46.750\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:47:47.018\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:47:47.077\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 61%|███████████████████████▊               | 2340/3840 [12:42<07:20,  3.40it/s]\u001b[32m2022-04-14 18:48:11.900\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:48:12.292\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:48:12.351\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:48:12.672\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:48:12.946\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:48:13.014\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 63%|████████████████████████▌              | 2420/3840 [13:08<07:14,  3.27it/s]\u001b[32m2022-04-14 18:48:37.650\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:48:38.052\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:48:38.115\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:48:38.459\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:48:38.740\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:48:38.803\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 65%|█████████████████████████▍             | 2500/3840 [13:35<06:54,  3.24it/s]\u001b[32m2022-04-14 18:49:04.062\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:49:04.451\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:49:04.513\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:49:04.849\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:49:05.127\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:49:05.193\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 67%|██████████████████████████▏            | 2580/3840 [14:01<06:23,  3.28it/s]\u001b[32m2022-04-14 18:49:30.437\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:49:30.840\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:49:30.904\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:49:31.243\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:49:31.526\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:49:31.589\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 69%|███████████████████████████            | 2660/3840 [14:27<05:48,  3.38it/s]\u001b[32m2022-04-14 18:49:56.278\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:49:56.672\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:49:56.731\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:49:57.061\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:49:57.349\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:49:57.412\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 71%|███████████████████████████▊           | 2740/3840 [14:53<05:34,  3.29it/s]\u001b[32m2022-04-14 18:50:22.165\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:50:22.560\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:50:22.622\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:50:22.959\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:50:23.231\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:50:23.292\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 73%|████████████████████████████▋          | 2820/3840 [15:19<05:02,  3.37it/s]\u001b[32m2022-04-14 18:50:48.271\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:50:48.659\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:50:48.718\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:50:49.048\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:50:49.306\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:50:49.364\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 76%|█████████████████████████████▍         | 2900/3840 [15:45<04:37,  3.38it/s]\u001b[32m2022-04-14 18:51:14.144\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.9167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:51:14.539\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:51:14.599\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:51:14.924\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:51:15.197\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:51:15.258\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 78%|██████████████████████████████▎        | 2980/3840 [16:10<04:13,  3.39it/s]\u001b[32m2022-04-14 18:51:39.987\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:51:40.381\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:51:40.443\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:51:40.770\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:51:41.059\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:51:41.121\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 80%|███████████████████████████████        | 3060/3840 [16:36<03:48,  3.42it/s]\u001b[32m2022-04-14 18:52:05.770\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:52:06.156\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:52:06.220\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:52:06.549\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:52:06.807\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:52:06.872\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 82%|███████████████████████████████▉       | 3140/3840 [17:02<03:25,  3.41it/s]\u001b[32m2022-04-14 18:52:31.467\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:52:31.873\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:52:31.935\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:52:32.260\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:52:32.546\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:52:32.606\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 84%|████████████████████████████████▋      | 3220/3840 [17:28<03:03,  3.38it/s]\u001b[32m2022-04-14 18:52:57.278\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:52:57.666\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:52:57.728\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:52:58.068\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:52:58.331\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:52:58.397\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 86%|█████████████████████████████████▌     | 3300/3840 [17:54<02:42,  3.31it/s]\u001b[32m2022-04-14 18:53:23.473\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:53:23.870\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:53:23.933\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:53:24.274\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:53:24.551\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:53:24.615\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 88%|██████████████████████████████████▎    | 3380/3840 [18:20<02:19,  3.30it/s]\u001b[32m2022-04-14 18:53:49.803\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:53:50.203\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:53:50.270\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:53:50.607\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:53:50.882\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:53:50.944\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 90%|███████████████████████████████████▏   | 3460/3840 [18:47<01:56,  3.27it/s]\u001b[32m2022-04-14 18:54:16.004\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:54:16.399\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:54:16.462\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:54:16.809\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:54:17.102\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:54:17.166\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 92%|███████████████████████████████████▉   | 3540/3840 [19:12<01:27,  3.43it/s]\u001b[32m2022-04-14 18:54:41.907\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:54:42.311\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:54:42.372\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:54:42.698\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:54:42.981\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:54:43.043\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 94%|████████████████████████████████████▊  | 3620/3840 [19:38<01:04,  3.39it/s]\u001b[32m2022-04-14 18:55:07.304\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:55:07.702\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:55:07.764\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:55:08.086\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:55:08.364\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:55:08.425\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 96%|█████████████████████████████████████▌ | 3700/3840 [20:03<00:42,  3.27it/s]\u001b[32m2022-04-14 18:55:32.898\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:55:33.292\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:55:33.353\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:55:33.682\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:55:33.960\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:55:34.024\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 98%|██████████████████████████████████████▍| 3780/3840 [20:29<00:18,  3.30it/s]\u001b[32m2022-04-14 18:55:58.485\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 18:55:58.876\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:55:58.939\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:55:59.272\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 18:55:59.546\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 18:55:59.608\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "100%|███████████████████████████████████████| 3840/3840 [20:48<00:00,  3.07it/s]\n",
      "\u001b[32m2022-04-14 18:56:17.793\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m_main\u001b[0m:\u001b[36m595\u001b[0m - \u001b[1mComplete.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "!python -m pytti.workhorse +conf=spring2winter_noreencode"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's turn on optical flow and see how that helps correlate the motion from the video with the animation we generate. Let's try it first with reencoding off, then on."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Writing config/conf/spring2winter_noreencode_flow.yaml\n"
     ]
    }
   ],
   "source": [
    "%%writefile config/conf/spring2winter_noreencode_flow.yaml\n",
    "# @package _global_\n",
    "animation_mode: Video Source\n",
    "video_path: /home/dmarx/proj/pytti-book/lfb_trimmed2.mp4\n",
    "\n",
    "image_model: VQGAN\n",
    "vqgan_model: imagenet\n",
    "\n",
    "scenes: \"a photograph of a beautiful spring day:2 ||  a photograph of a snowy winter day:2 \"\n",
    "#cut_pow: 1.5\n",
    "cutouts: 60\n",
    "#gradient_accumulation_steps: 2\n",
    "\n",
    "reencode_each_frame: false\n",
    "#reencode_each_frame: true\n",
    "\n",
    "steps_per_scene: 3840\n",
    "interpolation_steps: 960\n",
    "\n",
    "steps_per_frame: 80\n",
    "save_every: 80 \n",
    "display_every: 1000000000000000\n",
    "direct_stabilization_weight: 1\n",
    "#edge_stabilization_weight: 1\n",
    "flow_stabilization_weight: 1\n",
    "#depth_stabilization_weight: 1\n",
    "\n",
    "backups: 3\n",
    "\n",
    "file_namespace: spring2winter_noreencode_flow\n",
    "\n",
    "#RN50: true\n",
    "ViTB32: true\n",
    "\n",
    "use_tensorboard: true"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32m2022-04-14 19:03:56.115\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.warmup\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m13\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/pytti\u001b[0m\n",
      "\u001b[32m2022-04-14 19:03:56.115\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.warmup\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m27\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/pytti\u001b[0m\n",
      "\u001b[32m2022-04-14 19:03:56.116\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.warmup\u001b[0m:\u001b[36mensure_configs_exist\u001b[0m:\u001b[36m43\u001b[0m - \u001b[34m\u001b[1mLocal config directory detected.\u001b[0m\n",
      "\u001b[32m2022-04-14 19:03:57.623\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m29\u001b[0m - \u001b[1mLoading pytti...\u001b[0m\n",
      "\u001b[32m2022-04-14 19:03:57.707\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Notebook\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m226\u001b[0m - \u001b[34m\u001b[1m{'RN50': 'RN50', 'RN101': 'RN101', 'RN50x4': 'RN50x4', 'RN50x16': 'RN50x16', 'RN50x64': 'RN50x64', 'ViTB32': 'ViT-B/32', 'ViTB16': 'ViT-B/16', 'ViTL14': 'ViT-L/14'}\u001b[0m\n",
      "\u001b[32m2022-04-14 19:03:57.760\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m32\u001b[0m - \u001b[34m\u001b[1musing importlib.resources.files\u001b[0m\n",
      "\u001b[32m2022-04-14 19:03:58.194\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m56\u001b[0m - \u001b[1mpytti loaded.\u001b[0m\n",
      "\u001b[32m2022-04-14 19:03:58.194\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m60\u001b[0m - \u001b[34m\u001b[1m['/home/dmarx/proj/pytti-book', '/home/dmarx/miniconda3/envs/sandbox/lib/python39.zip', '/home/dmarx/miniconda3/envs/sandbox/lib/python3.9', '/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/lib-dynload', '/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages', '/home/dmarx/proj/hypernerf', '/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/IPython/extensions']\u001b[0m\n",
      "\u001b[32m2022-04-14 19:03:58.200\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mhydra_plugins.pytti_local_config_searchpath_plugin.searchpath_append_cwd\u001b[0m:\u001b[36mmanipulate_search_path\u001b[0m:\u001b[36m18\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/proj/pytti-book/config/\u001b[0m\n",
      "\u001b[32m2022-04-14 19:03:58.292\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m_main\u001b[0m:\u001b[36m194\u001b[0m - \u001b[34m\u001b[1m{'scenes': 'a photograph of a beautiful spring day:2 ||  a photograph of a snowy winter day:2 ', 'scene_prefix': '', 'scene_suffix': '', 'direct_image_prompts': '', 'init_image': '', 'direct_init_weight': '', 'semantic_init_weight': '', 'image_model': 'VQGAN', 'vqgan_model': 'imagenet', 'animation_mode': 'Video Source', 'width': 180, 'height': 112, 'steps_per_scene': 3840, 'steps_per_frame': 80, 'interpolation_steps': 960, 'learning_rate': None, 'reset_lr_each_frame': True, 'seed': '${now:%f}', 'cutouts': 60, 'cut_pow': 2, 'cutout_border': 0.25, 'border_mode': 'clamp', 'field_of_view': 60, 'near_plane': 1, 'far_plane': 10000, 'translate_x': '0', 'translate_y': '0', 'translate_z_3d': '0', 'rotate_3d': '[1, 0, 0, 0]', 'rotate_2d': '0', 'zoom_x_2d': '0', 'zoom_y_2d': '0', 'sampling_mode': 'bicubic', 'infill_mode': 'wrap', 'pre_animation_steps': 100, 'lock_camera': True, 'pixel_size': 4, 'smoothing_weight': 0.02, 'random_initial_palette': False, 'palette_size': 6, 'palettes': 9, 'gamma': 1, 'hdr_weight': 0.01, 'palette_normalization_weight': 0.2, 'show_palette': False, 'target_palette': '', 'lock_palette': False, 'frames_per_second': 12, 'direct_stabilization_weight': 1, 'semantic_stabilization_weight': '', 'depth_stabilization_weight': '', 'edge_stabilization_weight': '', 'flow_stabilization_weight': 1, 'video_path': '/home/dmarx/proj/pytti-book/lfb_trimmed2.mp4', 'frame_stride': 1, 'reencode_each_frame': False, 'flow_long_term_samples': 1, 'ViTB32': True, 'ViTB16': False, 'ViTL14': False, 'RN50': False, 'RN101': False, 'RN50x4': False, 'RN50x16': False, 'RN50x64': False, 'file_namespace': 'video_lfb_4s_spring2winter_noreencode', 'allow_overwrite': False, 'display_every': 1000000000000000, 'clear_every': 0, 'display_scale': 1, 'save_every': 80, 'backups': 3, 'show_graphs': False, 'approximate_vram_usage': False, 'use_tensorboard': True, 'models_parent_dir': '${user_cache:}', 'gradient_accumulation_steps': 1}\u001b[0m\n",
      "\u001b[32m2022-04-14 19:03:58.294\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m_main\u001b[0m:\u001b[36m195\u001b[0m - \u001b[34m\u001b[1m{'scenes': 'a photograph of a beautiful spring day:2 ||  a photograph of a snowy winter day:2 ', 'scene_prefix': '', 'scene_suffix': '', 'direct_image_prompts': '', 'init_image': '', 'direct_init_weight': '', 'semantic_init_weight': '', 'image_model': 'VQGAN', 'vqgan_model': 'imagenet', 'animation_mode': 'Video Source', 'width': 180, 'height': 112, 'steps_per_scene': 3840, 'steps_per_frame': 80, 'interpolation_steps': 960, 'learning_rate': None, 'reset_lr_each_frame': True, 'seed': '293667', 'cutouts': 60, 'cut_pow': 2, 'cutout_border': 0.25, 'border_mode': 'clamp', 'field_of_view': 60, 'near_plane': 1, 'far_plane': 10000, 'translate_x': '0', 'translate_y': '0', 'translate_z_3d': '0', 'rotate_3d': '[1, 0, 0, 0]', 'rotate_2d': '0', 'zoom_x_2d': '0', 'zoom_y_2d': '0', 'sampling_mode': 'bicubic', 'infill_mode': 'wrap', 'pre_animation_steps': 100, 'lock_camera': True, 'pixel_size': 4, 'smoothing_weight': 0.02, 'random_initial_palette': False, 'palette_size': 6, 'palettes': 9, 'gamma': 1, 'hdr_weight': 0.01, 'palette_normalization_weight': 0.2, 'show_palette': False, 'target_palette': '', 'lock_palette': False, 'frames_per_second': 12, 'direct_stabilization_weight': 1, 'semantic_stabilization_weight': '', 'depth_stabilization_weight': '', 'edge_stabilization_weight': '', 'flow_stabilization_weight': 1, 'video_path': '/home/dmarx/proj/pytti-book/lfb_trimmed2.mp4', 'frame_stride': 1, 'reencode_each_frame': False, 'flow_long_term_samples': 1, 'ViTB32': True, 'ViTB16': False, 'ViTL14': False, 'RN50': False, 'RN101': False, 'RN50x4': False, 'RN50x16': False, 'RN50x64': False, 'file_namespace': 'video_lfb_4s_spring2winter_noreencode', 'allow_overwrite': False, 'display_every': 1000000000000000, 'clear_every': 0, 'display_scale': 1, 'save_every': 80, 'backups': 3, 'show_graphs': False, 'approximate_vram_usage': False, 'use_tensorboard': True, 'models_parent_dir': '/home/dmarx/.cache', 'gradient_accumulation_steps': 1}\u001b[0m\n",
      "\u001b[32m2022-04-14 19:03:59.471\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Notebook\u001b[0m:\u001b[36mload_clip\u001b[0m:\u001b[36m254\u001b[0m - \u001b[34m\u001b[1mLoading CLIP...\u001b[0m\n",
      "\u001b[32m2022-04-14 19:04:04.150\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Notebook\u001b[0m:\u001b[36mload_clip\u001b[0m:\u001b[36m256\u001b[0m - \u001b[34m\u001b[1mCLIP loaded.\u001b[0m\n",
      "\u001b[32m2022-04-14 19:04:04.150\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36mdo_run\u001b[0m:\u001b[36m254\u001b[0m - \u001b[34m\u001b[1m60\u001b[0m\n",
      "\u001b[32m2022-04-14 19:04:04.153\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36mparse_scenes\u001b[0m:\u001b[36m112\u001b[0m - \u001b[1mLoading prompts...\u001b[0m\n",
      "\u001b[32m2022-04-14 19:04:04.581\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36mparse_scenes\u001b[0m:\u001b[36m122\u001b[0m - \u001b[1mPrompts loaded.\u001b[0m\n",
      "\u001b[32m2022-04-14 19:04:04.581\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36mload_video_source\u001b[0m:\u001b[36m170\u001b[0m - \u001b[1mloading /home/dmarx/proj/pytti-book/lfb_trimmed2.mp4...\u001b[0m\n",
      "\u001b[32m2022-04-14 19:04:04.865\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mpytti.rotoscoper\u001b[0m:\u001b[36mget_frames\u001b[0m:\u001b[36m45\u001b[0m - \u001b[1mloaded 101 frames. for /home/dmarx/proj/pytti-book/lfb_trimmed2.mp4\u001b[0m\n",
      "\u001b[32m2022-04-14 19:04:04.868\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mpytti.Image.VQGANImage\u001b[0m:\u001b[36minit_vqgan\u001b[0m:\u001b[36m260\u001b[0m - \u001b[1m/home/dmarx/.cache/vqgan\u001b[0m\n",
      "\u001b[32m2022-04-14 19:04:04.868\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Image.VQGANImage\u001b[0m:\u001b[36minit_vqgan\u001b[0m:\u001b[36m264\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/.cache/vqgan/imagenet.yaml\u001b[0m\n",
      "\u001b[32m2022-04-14 19:04:04.868\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Image.VQGANImage\u001b[0m:\u001b[36minit_vqgan\u001b[0m:\u001b[36m265\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/.cache/vqgan/imagenet.yaml\u001b[0m\n",
      "\u001b[32m2022-04-14 19:04:04.868\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Image.VQGANImage\u001b[0m:\u001b[36minit_vqgan\u001b[0m:\u001b[36m266\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/.cache/vqgan/imagenet.ckpt\u001b[0m\n",
      "\u001b[32m2022-04-14 19:04:04.868\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Image.VQGANImage\u001b[0m:\u001b[36minit_vqgan\u001b[0m:\u001b[36m267\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/.cache/vqgan/imagenet.ckpt\u001b[0m\n",
      "Working with z of shape (1, 256, 16, 16) = 65536 dimensions.\n",
      "Downloading vgg_lpips model from https://heibox.uni-heidelberg.de/f/607503859c864bc1b30b/?dl=1 to taming/modules/autoencoder/lpips/vgg.pth\n",
      "8.19kB [00:00, 323kB/s]                                                         \n",
      "loaded pretrained LPIPS loss from taming/modules/autoencoder/lpips/vgg.pth\n",
      "VQLPIPSWithDiscriminator running with hinge loss.\n",
      "Restored from /home/dmarx/.cache/vqgan/imagenet.ckpt\n",
      "\u001b[32m2022-04-14 19:04:07.650\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mpytti.LossAug.LossOrchestratorClass\u001b[0m:\u001b[36mconfigure_init_image\u001b[0m:\u001b[36m51\u001b[0m - \u001b[1mEncoding image...\u001b[0m\n",
      "\u001b[32m2022-04-14 19:04:07.692\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mpytti.LossAug.LossOrchestratorClass\u001b[0m:\u001b[36mconfigure_init_image\u001b[0m:\u001b[36m53\u001b[0m - \u001b[1mEncoded Image:\u001b[0m\n",
      "<PIL.Image.Image image mode=RGB size=720x448 at 0x7FB278087EB0>\n",
      "\u001b[32m2022-04-14 19:04:07.854\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36mdo_run\u001b[0m:\u001b[36m527\u001b[0m - \u001b[1mSettings saved to /home/dmarx/proj/pytti-book/images_out//video_lfb_4s_spring2winter_noreencode/video_lfb_4s_spring2winter_noreencode_settings.txt\u001b[0m\n",
      "\u001b[32m2022-04-14 19:04:07.858\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36mdo_run\u001b[0m:\u001b[36m540\u001b[0m - \u001b[1mRunning prompt:\u001b[0m\n",
      "  0%|                                                  | 0/3840 [00:00<?, ?it/s]\u001b[32m2022-04-14 19:04:07.859\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mreport_out\u001b[0m:\u001b[36m75\u001b[0m - \u001b[34m\u001b[1mStep 0 losses:\u001b[0m\n",
      "<PIL.Image.Image image mode=RGB size=720x448 at 0x7FB26EEF31F0>\n",
      "/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/torch/functional.py:445: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at  /opt/conda/conda-bld/pytorch_1639180487213/work/aten/src/ATen/native/TensorShape.cpp:2157.)\n",
      "  return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]\n",
      "  3%|█                                       | 100/3840 [00:30<18:50,  3.31it/s]\u001b[32m2022-04-14 19:04:38.432\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:04:38.821\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:04:39.013\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:04:39.345\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "  5%|█▉                                      | 180/3840 [00:55<18:31,  3.29it/s]\u001b[32m2022-04-14 19:05:03.744\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:05:04.154\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:05:04.217\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:05:04.547\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:05:04.799\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:05:04.860\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "  7%|██▋                                     | 260/3840 [01:22<17:48,  3.35it/s]\u001b[32m2022-04-14 19:05:30.154\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:05:30.536\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:05:30.596\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:05:30.931\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:05:31.200\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:05:31.260\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "  9%|███▌                                    | 340/3840 [01:48<17:19,  3.37it/s]\u001b[32m2022-04-14 19:05:55.947\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:05:56.326\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:05:56.386\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:05:56.706\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:05:56.958\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:05:57.017\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 11%|████▍                                   | 420/3840 [02:13<16:56,  3.37it/s]\u001b[32m2022-04-14 19:06:21.653\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:06:22.054\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:06:22.116\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:06:22.442\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:06:22.716\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:06:22.776\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 13%|█████▏                                  | 500/3840 [02:40<17:13,  3.23it/s]\u001b[32m2022-04-14 19:06:48.244\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:06:48.635\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:06:48.699\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:06:49.039\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:06:49.317\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:06:49.380\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 15%|██████                                  | 580/3840 [03:06<16:51,  3.22it/s]\u001b[32m2022-04-14 19:07:14.686\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:07:15.076\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:07:15.138\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:07:15.469\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:07:15.734\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:07:15.795\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 17%|██████▉                                 | 660/3840 [03:32<15:46,  3.36it/s]\u001b[32m2022-04-14 19:07:40.569\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:07:40.963\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:07:41.022\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:07:41.344\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:07:41.604\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:07:41.663\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 19%|███████▋                                | 740/3840 [03:58<15:25,  3.35it/s]\u001b[32m2022-04-14 19:08:06.376\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:08:06.766\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:08:06.826\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:08:07.153\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:08:07.436\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:08:07.497\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 21%|████████▌                               | 820/3840 [04:24<15:00,  3.35it/s]\u001b[32m2022-04-14 19:08:32.241\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:08:32.643\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:08:32.705\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:08:33.030\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:08:33.313\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:08:33.376\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 23%|█████████▍                              | 900/3840 [04:50<14:36,  3.36it/s]\u001b[32m2022-04-14 19:08:58.138\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:08:58.531\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:08:58.593\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:08:58.923\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:08:59.206\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:08:59.266\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 26%|██████████▏                             | 980/3840 [05:16<14:05,  3.38it/s]\u001b[32m2022-04-14 19:09:23.996\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.9167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:09:24.392\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:09:24.452\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:09:24.777\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:09:25.066\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:09:25.127\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 28%|██████████▊                            | 1060/3840 [05:41<13:50,  3.35it/s]\u001b[32m2022-04-14 19:09:49.752\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:09:50.133\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:09:50.195\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:09:50.520\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:09:50.802\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:09:50.863\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 30%|███████████▌                           | 1140/3840 [06:07<13:24,  3.35it/s]\u001b[32m2022-04-14 19:10:15.525\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:10:15.923\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:10:15.988\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:10:16.334\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:10:16.612\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:10:16.672\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 32%|████████████▍                          | 1220/3840 [06:33<13:04,  3.34it/s]\u001b[32m2022-04-14 19:10:41.680\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:10:42.062\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:10:42.123\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:10:42.445\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:10:42.707\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:10:42.765\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 34%|█████████████▏                         | 1300/3840 [06:59<12:35,  3.36it/s]\u001b[32m2022-04-14 19:11:07.375\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:11:07.763\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:11:07.824\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:11:08.157\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:11:08.452\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:11:08.512\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 36%|██████████████                         | 1380/3840 [07:25<12:43,  3.22it/s]\u001b[32m2022-04-14 19:11:33.621\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:11:34.036\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:11:34.099\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:11:34.442\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:11:34.709\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:11:34.770\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 38%|██████████████▊                        | 1460/3840 [07:51<12:12,  3.25it/s]\u001b[32m2022-04-14 19:11:59.612\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:12:00.005\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:12:00.070\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:12:00.404\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:12:00.671\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:12:00.734\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 40%|███████████████▋                       | 1540/3840 [08:17<11:49,  3.24it/s]\u001b[32m2022-04-14 19:12:25.758\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:12:26.152\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:12:26.218\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:12:26.556\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:12:26.838\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:12:26.902\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 42%|████████████████▍                      | 1620/3840 [08:44<11:24,  3.24it/s]\u001b[32m2022-04-14 19:12:52.267\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:12:52.653\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:12:52.714\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:12:53.053\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:12:53.321\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:12:53.381\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 44%|█████████████████▎                     | 1700/3840 [09:11<11:00,  3.24it/s]\u001b[32m2022-04-14 19:13:18.890\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:13:19.282\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:13:19.346\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:13:19.694\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:13:19.977\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:13:20.038\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 46%|██████████████████                     | 1780/3840 [09:37<10:35,  3.24it/s]\u001b[32m2022-04-14 19:13:45.032\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:13:45.423\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:13:45.485\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:13:45.822\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:13:46.106\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:13:46.172\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 48%|██████████████████▉                    | 1860/3840 [10:03<09:52,  3.34it/s]\u001b[32m2022-04-14 19:14:11.487\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:14:11.881\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:14:11.940\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:14:12.261\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:14:12.530\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:14:12.590\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 51%|███████████████████▋                   | 1940/3840 [10:29<09:46,  3.24it/s]\u001b[32m2022-04-14 19:14:37.399\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.9167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:14:37.796\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:14:37.860\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:14:38.204\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:14:38.477\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:14:38.540\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 53%|████████████████████▌                  | 2020/3840 [10:56<09:22,  3.23it/s]\u001b[32m2022-04-14 19:15:04.119\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:15:04.506\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:15:04.572\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:15:04.919\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:15:05.195\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:15:05.256\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 55%|█████████████████████▎                 | 2100/3840 [11:22<08:41,  3.34it/s]\u001b[32m2022-04-14 19:15:30.547\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:15:30.946\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:15:31.008\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:15:31.339\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:15:31.612\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:15:31.672\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 57%|██████████████████████▏                | 2180/3840 [11:48<08:36,  3.22it/s]\u001b[32m2022-04-14 19:15:56.735\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:15:57.130\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:15:57.193\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:15:57.531\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:15:57.805\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:15:57.867\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 59%|██████████████████████▉                | 2260/3840 [12:15<08:10,  3.22it/s]\u001b[32m2022-04-14 19:16:23.372\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:16:23.757\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:16:23.820\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:16:24.159\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:16:24.444\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:16:24.505\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 61%|███████████████████████▊               | 2340/3840 [12:42<07:44,  3.23it/s]\u001b[32m2022-04-14 19:16:50.038\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:16:50.434\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:16:50.497\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:16:50.836\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:16:51.128\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:16:51.193\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 63%|████████████████████████▌              | 2420/3840 [13:08<07:17,  3.24it/s]\u001b[32m2022-04-14 19:17:16.263\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:17:16.665\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:17:16.726\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:17:17.060\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:17:17.350\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:17:17.411\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 65%|█████████████████████████▍             | 2500/3840 [13:34<06:38,  3.37it/s]\u001b[32m2022-04-14 19:17:42.781\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:17:43.193\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:17:43.256\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:17:43.591\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:17:43.865\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:17:43.928\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 67%|██████████████████████████▏            | 2580/3840 [14:00<06:13,  3.38it/s]\u001b[32m2022-04-14 19:18:08.741\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:18:09.125\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:18:09.184\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:18:09.506\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:18:09.762\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:18:09.822\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 69%|███████████████████████████            | 2660/3840 [14:27<05:54,  3.33it/s]\u001b[32m2022-04-14 19:18:35.102\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:18:35.492\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:18:35.552\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:18:35.879\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:18:36.166\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:18:36.230\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 71%|███████████████████████████▊           | 2740/3840 [14:53<05:41,  3.22it/s]\u001b[32m2022-04-14 19:19:01.410\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:19:01.812\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:19:01.875\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:19:02.214\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:19:02.483\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:19:02.543\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 73%|████████████████████████████▋          | 2820/3840 [15:20<05:10,  3.28it/s]\u001b[32m2022-04-14 19:19:27.900\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:19:28.299\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:19:28.360\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:19:28.687\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:19:28.954\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:19:29.012\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 76%|█████████████████████████████▍         | 2900/3840 [15:45<04:40,  3.35it/s]\u001b[32m2022-04-14 19:19:53.757\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.9167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:19:54.141\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:19:54.201\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:19:54.525\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:19:54.787\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:19:54.854\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 78%|██████████████████████████████▎        | 2980/3840 [16:11<04:26,  3.22it/s]\u001b[32m2022-04-14 19:20:19.687\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:20:20.082\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:20:20.144\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:20:20.483\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:20:20.768\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:20:20.832\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 80%|███████████████████████████████        | 3060/3840 [16:37<03:52,  3.36it/s]\u001b[32m2022-04-14 19:20:45.717\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:20:46.102\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:20:46.163\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:20:46.494\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:20:46.764\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:20:46.824\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 82%|███████████████████████████████▉       | 3140/3840 [17:04<03:38,  3.20it/s]\u001b[32m2022-04-14 19:21:11.968\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:21:12.352\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:21:12.415\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:21:12.752\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:21:13.012\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:21:13.085\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 84%|████████████████████████████████▋      | 3220/3840 [17:30<03:14,  3.19it/s]\u001b[32m2022-04-14 19:21:38.661\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:21:39.062\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:21:39.123\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:21:39.460\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:21:39.760\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:21:39.828\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 86%|█████████████████████████████████▌     | 3300/3840 [17:57<02:44,  3.29it/s]\u001b[32m2022-04-14 19:22:04.882\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:22:05.292\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:22:05.351\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:22:05.674\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:22:05.940\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:22:05.998\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 88%|██████████████████████████████████▎    | 3380/3840 [18:23<02:20,  3.26it/s]\u001b[32m2022-04-14 19:22:31.471\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:22:31.861\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:22:31.922\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:22:32.257\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:22:32.538\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:22:32.607\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 90%|███████████████████████████████████▏   | 3460/3840 [18:49<01:53,  3.35it/s]\u001b[32m2022-04-14 19:22:57.429\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:22:57.824\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:22:57.885\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:22:58.215\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:22:58.488\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:22:58.548\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 92%|███████████████████████████████████▉   | 3540/3840 [19:15<01:30,  3.32it/s]\u001b[32m2022-04-14 19:23:23.553\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:23:23.938\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:23:23.999\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:23:24.322\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:23:24.579\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:23:24.639\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 94%|████████████████████████████████████▊  | 3620/3840 [19:41<01:05,  3.38it/s]\u001b[32m2022-04-14 19:23:49.423\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:23:49.811\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:23:49.872\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:23:50.209\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:23:50.519\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:23:50.579\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 96%|█████████████████████████████████████▌ | 3700/3840 [20:07<00:41,  3.37it/s]\u001b[32m2022-04-14 19:24:15.410\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:24:15.812\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:24:15.874\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:24:16.200\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:24:16.470\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:24:16.530\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 98%|██████████████████████████████████████▍| 3780/3840 [20:33<00:17,  3.36it/s]\u001b[32m2022-04-14 19:24:41.316\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:24:41.691\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:24:41.750\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:24:42.082\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:24:42.349\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:24:42.409\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "100%|███████████████████████████████████████| 3840/3840 [20:52<00:00,  3.06it/s]\n",
      "\u001b[32m2022-04-14 19:25:00.853\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36mdo_run\u001b[0m:\u001b[36m540\u001b[0m - \u001b[1mRunning prompt:\u001b[0m\n",
      "  1%|▏                                        | 20/3840 [00:06<19:51,  3.21it/s]\u001b[32m2022-04-14 19:25:07.508\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.9167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:25:07.892\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:25:07.952\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:25:08.293\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:25:08.574\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:25:08.639\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "  3%|█                                       | 100/3840 [00:33<18:40,  3.34it/s]\u001b[32m2022-04-14 19:25:34.106\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:25:34.485\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:25:34.544\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:25:34.868\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:25:35.135\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:25:35.198\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "  5%|█▉                                      | 180/3840 [00:59<18:10,  3.36it/s]\u001b[32m2022-04-14 19:25:59.899\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:26:00.290\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:26:00.353\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:26:00.678\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:26:00.943\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:26:01.003\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "  7%|██▋                                     | 260/3840 [01:24<17:48,  3.35it/s]\u001b[32m2022-04-14 19:26:25.766\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:26:26.147\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:26:26.208\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:26:26.530\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:26:26.790\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:26:26.852\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "  9%|███▌                                    | 340/3840 [01:50<17:26,  3.34it/s]\u001b[32m2022-04-14 19:26:51.539\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:26:51.924\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:26:51.984\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:26:52.322\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:26:52.602\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:26:52.662\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 11%|████▍                                   | 420/3840 [02:16<16:57,  3.36it/s]\u001b[32m2022-04-14 19:27:17.372\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:27:17.767\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:27:17.829\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:27:18.150\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:27:18.417\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:27:18.478\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 13%|█████▏                                  | 500/3840 [02:42<16:42,  3.33it/s]\u001b[32m2022-04-14 19:27:43.174\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:27:43.562\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:27:43.624\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:27:43.952\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:27:44.218\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:27:44.278\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 15%|██████                                  | 580/3840 [03:08<16:09,  3.36it/s]\u001b[32m2022-04-14 19:28:08.979\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:28:09.372\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:28:09.433\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:28:09.755\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:28:10.011\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:28:10.070\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 17%|██████▉                                 | 660/3840 [03:34<16:19,  3.25it/s]\u001b[32m2022-04-14 19:28:34.971\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:28:35.397\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:28:35.456\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:28:35.786\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:28:36.054\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:28:36.115\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 19%|███████▋                                | 740/3840 [04:00<15:35,  3.32it/s]\u001b[32m2022-04-14 19:29:01.293\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:29:01.682\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:29:01.743\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:29:02.070\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:29:02.358\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:29:02.418\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 21%|████████▌                               | 820/3840 [04:26<15:00,  3.35it/s]\u001b[32m2022-04-14 19:29:27.073\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:29:27.464\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:29:27.529\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:29:27.854\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:29:28.137\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:29:28.197\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 23%|█████████▍                              | 900/3840 [04:52<14:39,  3.34it/s]\u001b[32m2022-04-14 19:29:52.884\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:29:53.275\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:29:53.335\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:29:53.663\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:29:53.945\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:29:54.009\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 26%|██████████▏                             | 980/3840 [05:17<14:13,  3.35it/s]\u001b[32m2022-04-14 19:30:18.717\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.9167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:30:19.107\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:30:19.170\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:30:19.502\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:30:19.759\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:30:19.818\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 28%|██████████▊                            | 1060/3840 [05:43<13:44,  3.37it/s]\u001b[32m2022-04-14 19:30:44.406\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:30:44.794\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:30:44.854\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:30:45.180\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:30:45.461\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:30:45.521\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 30%|███████████▌                           | 1140/3840 [06:09<13:27,  3.34it/s]\u001b[32m2022-04-14 19:31:10.216\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:31:10.613\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:31:10.673\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:31:10.999\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:31:11.280\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:31:11.341\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 32%|████████████▍                          | 1220/3840 [06:35<12:57,  3.37it/s]\u001b[32m2022-04-14 19:31:36.049\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:31:36.440\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:31:36.500\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:31:36.825\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:31:37.114\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:31:37.174\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 34%|█████████████▏                         | 1300/3840 [07:00<12:39,  3.34it/s]\u001b[32m2022-04-14 19:32:01.820\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:32:02.201\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:32:02.259\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:32:02.586\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:32:02.847\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:32:02.905\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 36%|██████████████                         | 1380/3840 [07:26<12:19,  3.33it/s]\u001b[32m2022-04-14 19:32:27.565\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:32:27.953\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:32:28.022\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:32:28.353\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:32:28.635\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:32:28.696\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 38%|██████████████▊                        | 1460/3840 [07:52<11:51,  3.34it/s]\u001b[32m2022-04-14 19:32:53.378\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:32:53.764\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:32:53.826\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:32:54.151\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:32:54.427\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:32:54.489\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 40%|███████████████▋                       | 1540/3840 [08:18<11:26,  3.35it/s]\u001b[32m2022-04-14 19:33:19.181\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:33:19.571\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:33:19.633\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:33:19.963\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:33:20.256\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:33:20.315\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 42%|████████████████▍                      | 1620/3840 [08:44<10:54,  3.39it/s]\u001b[32m2022-04-14 19:33:44.948\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:33:45.339\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:33:45.401\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:33:45.726\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:33:45.995\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:33:46.053\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 44%|█████████████████▎                     | 1700/3840 [09:09<10:42,  3.33it/s]\u001b[32m2022-04-14 19:34:10.733\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:34:11.125\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:34:11.184\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:34:11.511\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:34:11.786\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:34:11.846\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 46%|██████████████████                     | 1780/3840 [09:35<10:17,  3.33it/s]\u001b[32m2022-04-14 19:34:36.477\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:34:36.879\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:34:36.939\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:34:37.272\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:34:37.535\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:34:37.597\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 48%|██████████████████▉                    | 1860/3840 [10:01<09:48,  3.37it/s]\u001b[32m2022-04-14 19:35:02.240\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:35:02.636\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:35:02.698\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:35:03.024\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:35:03.306\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:35:03.369\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 51%|███████████████████▋                   | 1940/3840 [10:27<09:27,  3.35it/s]\u001b[32m2022-04-14 19:35:28.064\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.9167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:35:28.454\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:35:28.515\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:35:28.843\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:35:29.107\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:35:29.166\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 53%|████████████████████▌                  | 2020/3840 [10:52<09:01,  3.36it/s]\u001b[32m2022-04-14 19:35:53.796\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:35:54.187\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:35:54.251\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:35:54.582\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:35:54.853\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:35:54.913\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 55%|█████████████████████▎                 | 2100/3840 [11:18<09:00,  3.22it/s]\u001b[32m2022-04-14 19:36:19.599\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:36:20.010\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:36:20.072\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:36:20.408\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:36:20.688\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:36:20.752\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 57%|██████████████████████▏                | 2180/3840 [11:44<08:23,  3.30it/s]\u001b[32m2022-04-14 19:36:45.521\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:36:45.918\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:36:45.981\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:36:46.331\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:36:46.609\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:36:46.671\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 59%|██████████████████████▉                | 2260/3840 [12:10<07:53,  3.34it/s]\u001b[32m2022-04-14 19:37:11.800\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:37:12.200\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:37:12.261\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:37:12.587\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:37:12.866\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:37:12.928\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 61%|███████████████████████▊               | 2340/3840 [12:36<07:24,  3.38it/s]\u001b[32m2022-04-14 19:37:37.561\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:37:37.956\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:37:38.019\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:37:38.346\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:37:38.611\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:37:38.670\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 63%|████████████████████████▌              | 2420/3840 [13:02<07:01,  3.37it/s]\u001b[32m2022-04-14 19:38:03.296\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:38:03.692\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:38:03.753\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:38:04.079\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:38:04.364\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:38:04.425\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 65%|█████████████████████████▍             | 2500/3840 [13:28<06:40,  3.35it/s]\u001b[32m2022-04-14 19:38:29.077\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:38:29.473\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:38:29.534\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:38:29.861\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:38:30.141\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:38:30.201\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 67%|██████████████████████████▏            | 2580/3840 [13:53<06:16,  3.35it/s]\u001b[32m2022-04-14 19:38:54.843\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:38:55.258\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:38:55.322\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:38:55.645\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:38:55.918\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:38:55.979\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 69%|███████████████████████████            | 2660/3840 [14:19<05:53,  3.34it/s]\u001b[32m2022-04-14 19:39:20.622\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:39:21.009\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:39:21.070\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:39:21.395\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:39:21.669\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:39:21.735\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 71%|███████████████████████████▊           | 2740/3840 [14:45<05:25,  3.38it/s]\u001b[32m2022-04-14 19:39:46.390\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:39:46.783\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:39:46.843\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:39:47.173\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:39:47.441\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:39:47.501\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 73%|████████████████████████████▋          | 2820/3840 [15:11<05:02,  3.37it/s]\u001b[32m2022-04-14 19:40:12.193\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:40:12.590\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:40:12.650\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:40:12.976\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:40:13.266\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:40:13.326\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 76%|█████████████████████████████▍         | 2900/3840 [15:37<04:40,  3.35it/s]\u001b[32m2022-04-14 19:40:38.017\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.9167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:40:38.402\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:40:38.460\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:40:38.787\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:40:39.073\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:40:39.132\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 78%|██████████████████████████████▎        | 2980/3840 [16:02<04:15,  3.36it/s]\u001b[32m2022-04-14 19:41:03.840\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:41:04.233\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:41:04.292\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:41:04.616\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:41:04.889\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:41:04.951\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 80%|███████████████████████████████        | 3060/3840 [16:28<03:54,  3.33it/s]\u001b[32m2022-04-14 19:41:29.596\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:41:29.984\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:41:30.046\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:41:30.372\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:41:30.698\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:41:30.761\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 82%|███████████████████████████████▉       | 3140/3840 [16:54<03:27,  3.37it/s]\u001b[32m2022-04-14 19:41:55.422\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:41:55.825\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:41:55.886\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:41:56.221\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:41:56.511\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:41:56.571\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 84%|████████████████████████████████▋      | 3220/3840 [17:20<03:04,  3.36it/s]\u001b[32m2022-04-14 19:42:21.273\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:42:21.668\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:42:21.728\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:42:22.054\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:42:22.342\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:42:22.402\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 86%|█████████████████████████████████▌     | 3300/3840 [17:46<02:41,  3.35it/s]\u001b[32m2022-04-14 19:42:47.097\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:42:47.481\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:42:47.542\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:42:47.876\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:42:48.160\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:42:48.220\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 88%|██████████████████████████████████▎    | 3380/3840 [18:12<02:16,  3.37it/s]\u001b[32m2022-04-14 19:43:12.917\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:43:13.311\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:43:13.371\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:43:13.694\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:43:13.968\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:43:14.029\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 90%|███████████████████████████████████▏   | 3460/3840 [18:37<01:53,  3.35it/s]\u001b[32m2022-04-14 19:43:38.726\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:43:39.126\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:43:39.186\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:43:39.511\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:43:39.779\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:43:39.838\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 92%|███████████████████████████████████▉   | 3540/3840 [19:03<01:28,  3.37it/s]\u001b[32m2022-04-14 19:44:04.453\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:44:04.852\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:44:04.918\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:44:05.248\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:44:05.568\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:44:05.628\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 94%|████████████████████████████████████▊  | 3620/3840 [19:29<01:05,  3.34it/s]\u001b[32m2022-04-14 19:44:30.359\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:44:30.751\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:44:30.812\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:44:31.139\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:44:31.434\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:44:31.499\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 96%|█████████████████████████████████████▌ | 3700/3840 [19:55<00:41,  3.36it/s]\u001b[32m2022-04-14 19:44:56.178\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:44:56.570\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:44:56.632\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:44:56.972\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:44:57.232\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:44:57.291\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 98%|██████████████████████████████████████▍| 3780/3840 [20:21<00:18,  3.25it/s]\u001b[32m2022-04-14 19:45:21.998\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 19:45:22.402\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:45:22.461\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:45:22.793\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 19:45:23.058\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 19:45:23.120\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "100%|███████████████████████████████████████| 3840/3840 [20:40<00:00,  3.10it/s]\n",
      "\u001b[32m2022-04-14 19:45:41.389\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m_main\u001b[0m:\u001b[36m595\u001b[0m - \u001b[1mComplete.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "!python -m pytti.workhorse +conf=spring2winter_noreencode_flow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# turn reencode back on"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Writing config/conf/spring2winter_reencode_flow.yaml\n"
     ]
    }
   ],
   "source": [
    "%%writefile config/conf/spring2winter_reencode_flow.yaml\n",
    "# @package _global_\n",
    "animation_mode: Video Source\n",
    "video_path: /home/dmarx/proj/pytti-book/lfb_trimmed2.mp4\n",
    "\n",
    "image_model: VQGAN\n",
    "vqgan_model: imagenet\n",
    "\n",
    "scenes: \"a photograph of a beautiful spring day:2 ||  a photograph of a snowy winter day:2 \"\n",
    "#cut_pow: 1.5\n",
    "cutouts: 60\n",
    "#gradient_accumulation_steps: 2\n",
    "\n",
    "#reencode_each_frame: false\n",
    "reencode_each_frame: true\n",
    "\n",
    "steps_per_scene: 3840\n",
    "interpolation_steps: 960\n",
    "\n",
    "steps_per_frame: 80\n",
    "save_every: 80 \n",
    "display_every: 1000000000000000\n",
    "direct_stabilization_weight: 1\n",
    "#edge_stabilization_weight: 1\n",
    "flow_stabilization_weight: 1\n",
    "#depth_stabilization_weight: 1\n",
    "\n",
    "backups: 3\n",
    "\n",
    "file_namespace: spring2winter_reencode_flow\n",
    "\n",
    "#RN50: true\n",
    "ViTB32: true\n",
    "\n",
    "use_tensorboard: true"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32m2022-04-14 20:30:26.344\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.warmup\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m13\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/pytti\u001b[0m\n",
      "\u001b[32m2022-04-14 20:30:26.344\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.warmup\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m27\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/pytti\u001b[0m\n",
      "\u001b[32m2022-04-14 20:30:26.345\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.warmup\u001b[0m:\u001b[36mensure_configs_exist\u001b[0m:\u001b[36m43\u001b[0m - \u001b[34m\u001b[1mLocal config directory detected.\u001b[0m\n",
      "\u001b[32m2022-04-14 20:30:27.826\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m29\u001b[0m - \u001b[1mLoading pytti...\u001b[0m\n",
      "\u001b[32m2022-04-14 20:30:27.907\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Notebook\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m226\u001b[0m - \u001b[34m\u001b[1m{'RN50': 'RN50', 'RN101': 'RN101', 'RN50x4': 'RN50x4', 'RN50x16': 'RN50x16', 'RN50x64': 'RN50x64', 'ViTB32': 'ViT-B/32', 'ViTB16': 'ViT-B/16', 'ViTL14': 'ViT-L/14'}\u001b[0m\n",
      "\u001b[32m2022-04-14 20:30:27.960\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m32\u001b[0m - \u001b[34m\u001b[1musing importlib.resources.files\u001b[0m\n",
      "\u001b[32m2022-04-14 20:30:28.358\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m56\u001b[0m - \u001b[1mpytti loaded.\u001b[0m\n",
      "\u001b[32m2022-04-14 20:30:28.358\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m60\u001b[0m - \u001b[34m\u001b[1m['/home/dmarx/proj/pytti-book', '/home/dmarx/miniconda3/envs/sandbox/lib/python39.zip', '/home/dmarx/miniconda3/envs/sandbox/lib/python3.9', '/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/lib-dynload', '/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages', '/home/dmarx/proj/hypernerf', '/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/IPython/extensions']\u001b[0m\n",
      "\u001b[32m2022-04-14 20:30:28.363\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mhydra_plugins.pytti_local_config_searchpath_plugin.searchpath_append_cwd\u001b[0m:\u001b[36mmanipulate_search_path\u001b[0m:\u001b[36m18\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/proj/pytti-book/config/\u001b[0m\n",
      "\u001b[32m2022-04-14 20:30:28.452\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m_main\u001b[0m:\u001b[36m194\u001b[0m - \u001b[34m\u001b[1m{'scenes': 'a photograph of a beautiful spring day:2 ||  a photograph of a snowy winter day:2 ', 'scene_prefix': '', 'scene_suffix': '', 'direct_image_prompts': '', 'init_image': '', 'direct_init_weight': '', 'semantic_init_weight': '', 'image_model': 'VQGAN', 'vqgan_model': 'imagenet', 'animation_mode': 'Video Source', 'width': 180, 'height': 112, 'steps_per_scene': 3840, 'steps_per_frame': 80, 'interpolation_steps': 960, 'learning_rate': None, 'reset_lr_each_frame': True, 'seed': '${now:%f}', 'cutouts': 60, 'cut_pow': 2, 'cutout_border': 0.25, 'border_mode': 'clamp', 'field_of_view': 60, 'near_plane': 1, 'far_plane': 10000, 'translate_x': '0', 'translate_y': '0', 'translate_z_3d': '0', 'rotate_3d': '[1, 0, 0, 0]', 'rotate_2d': '0', 'zoom_x_2d': '0', 'zoom_y_2d': '0', 'sampling_mode': 'bicubic', 'infill_mode': 'wrap', 'pre_animation_steps': 100, 'lock_camera': True, 'pixel_size': 4, 'smoothing_weight': 0.02, 'random_initial_palette': False, 'palette_size': 6, 'palettes': 9, 'gamma': 1, 'hdr_weight': 0.01, 'palette_normalization_weight': 0.2, 'show_palette': False, 'target_palette': '', 'lock_palette': False, 'frames_per_second': 12, 'direct_stabilization_weight': 1, 'semantic_stabilization_weight': '', 'depth_stabilization_weight': '', 'edge_stabilization_weight': '', 'flow_stabilization_weight': 1, 'video_path': '/home/dmarx/proj/pytti-book/lfb_trimmed2.mp4', 'frame_stride': 1, 'reencode_each_frame': True, 'flow_long_term_samples': 1, 'ViTB32': True, 'ViTB16': False, 'ViTL14': False, 'RN50': False, 'RN101': False, 'RN50x4': False, 'RN50x16': False, 'RN50x64': False, 'file_namespace': 'video_lfb_4s_spring2winter_noreencode', 'allow_overwrite': False, 'display_every': 1000000000000000, 'clear_every': 0, 'display_scale': 1, 'save_every': 80, 'backups': 3, 'show_graphs': False, 'approximate_vram_usage': False, 'use_tensorboard': True, 'models_parent_dir': '${user_cache:}', 'gradient_accumulation_steps': 1}\u001b[0m\n",
      "\u001b[32m2022-04-14 20:30:28.453\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m_main\u001b[0m:\u001b[36m195\u001b[0m - \u001b[34m\u001b[1m{'scenes': 'a photograph of a beautiful spring day:2 ||  a photograph of a snowy winter day:2 ', 'scene_prefix': '', 'scene_suffix': '', 'direct_image_prompts': '', 'init_image': '', 'direct_init_weight': '', 'semantic_init_weight': '', 'image_model': 'VQGAN', 'vqgan_model': 'imagenet', 'animation_mode': 'Video Source', 'width': 180, 'height': 112, 'steps_per_scene': 3840, 'steps_per_frame': 80, 'interpolation_steps': 960, 'learning_rate': None, 'reset_lr_each_frame': True, 'seed': '453388', 'cutouts': 60, 'cut_pow': 2, 'cutout_border': 0.25, 'border_mode': 'clamp', 'field_of_view': 60, 'near_plane': 1, 'far_plane': 10000, 'translate_x': '0', 'translate_y': '0', 'translate_z_3d': '0', 'rotate_3d': '[1, 0, 0, 0]', 'rotate_2d': '0', 'zoom_x_2d': '0', 'zoom_y_2d': '0', 'sampling_mode': 'bicubic', 'infill_mode': 'wrap', 'pre_animation_steps': 100, 'lock_camera': True, 'pixel_size': 4, 'smoothing_weight': 0.02, 'random_initial_palette': False, 'palette_size': 6, 'palettes': 9, 'gamma': 1, 'hdr_weight': 0.01, 'palette_normalization_weight': 0.2, 'show_palette': False, 'target_palette': '', 'lock_palette': False, 'frames_per_second': 12, 'direct_stabilization_weight': 1, 'semantic_stabilization_weight': '', 'depth_stabilization_weight': '', 'edge_stabilization_weight': '', 'flow_stabilization_weight': 1, 'video_path': '/home/dmarx/proj/pytti-book/lfb_trimmed2.mp4', 'frame_stride': 1, 'reencode_each_frame': True, 'flow_long_term_samples': 1, 'ViTB32': True, 'ViTB16': False, 'ViTL14': False, 'RN50': False, 'RN101': False, 'RN50x4': False, 'RN50x16': False, 'RN50x64': False, 'file_namespace': 'video_lfb_4s_spring2winter_noreencode', 'allow_overwrite': False, 'display_every': 1000000000000000, 'clear_every': 0, 'display_scale': 1, 'save_every': 80, 'backups': 3, 'show_graphs': False, 'approximate_vram_usage': False, 'use_tensorboard': True, 'models_parent_dir': '/home/dmarx/.cache', 'gradient_accumulation_steps': 1}\u001b[0m\n",
      "\u001b[32m2022-04-14 20:30:29.587\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Notebook\u001b[0m:\u001b[36mload_clip\u001b[0m:\u001b[36m254\u001b[0m - \u001b[34m\u001b[1mLoading CLIP...\u001b[0m\n",
      "\u001b[32m2022-04-14 20:30:34.327\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Notebook\u001b[0m:\u001b[36mload_clip\u001b[0m:\u001b[36m256\u001b[0m - \u001b[34m\u001b[1mCLIP loaded.\u001b[0m\n",
      "\u001b[32m2022-04-14 20:30:34.327\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36mdo_run\u001b[0m:\u001b[36m254\u001b[0m - \u001b[34m\u001b[1m60\u001b[0m\n",
      "\u001b[32m2022-04-14 20:30:34.329\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36mparse_scenes\u001b[0m:\u001b[36m112\u001b[0m - \u001b[1mLoading prompts...\u001b[0m\n",
      "\u001b[32m2022-04-14 20:30:34.750\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36mparse_scenes\u001b[0m:\u001b[36m122\u001b[0m - \u001b[1mPrompts loaded.\u001b[0m\n",
      "\u001b[32m2022-04-14 20:30:34.750\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36mload_video_source\u001b[0m:\u001b[36m170\u001b[0m - \u001b[1mloading /home/dmarx/proj/pytti-book/lfb_trimmed2.mp4...\u001b[0m\n",
      "\u001b[32m2022-04-14 20:30:35.003\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mpytti.rotoscoper\u001b[0m:\u001b[36mget_frames\u001b[0m:\u001b[36m45\u001b[0m - \u001b[1mloaded 101 frames. for /home/dmarx/proj/pytti-book/lfb_trimmed2.mp4\u001b[0m\n",
      "\u001b[32m2022-04-14 20:30:35.005\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mpytti.Image.VQGANImage\u001b[0m:\u001b[36minit_vqgan\u001b[0m:\u001b[36m260\u001b[0m - \u001b[1m/home/dmarx/.cache/vqgan\u001b[0m\n",
      "\u001b[32m2022-04-14 20:30:35.005\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Image.VQGANImage\u001b[0m:\u001b[36minit_vqgan\u001b[0m:\u001b[36m264\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/.cache/vqgan/imagenet.yaml\u001b[0m\n",
      "\u001b[32m2022-04-14 20:30:35.005\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Image.VQGANImage\u001b[0m:\u001b[36minit_vqgan\u001b[0m:\u001b[36m265\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/.cache/vqgan/imagenet.yaml\u001b[0m\n",
      "\u001b[32m2022-04-14 20:30:35.005\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Image.VQGANImage\u001b[0m:\u001b[36minit_vqgan\u001b[0m:\u001b[36m266\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/.cache/vqgan/imagenet.ckpt\u001b[0m\n",
      "\u001b[32m2022-04-14 20:30:35.005\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Image.VQGANImage\u001b[0m:\u001b[36minit_vqgan\u001b[0m:\u001b[36m267\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/.cache/vqgan/imagenet.ckpt\u001b[0m\n",
      "Working with z of shape (1, 256, 16, 16) = 65536 dimensions.\n",
      "Downloading vgg_lpips model from https://heibox.uni-heidelberg.de/f/607503859c864bc1b30b/?dl=1 to taming/modules/autoencoder/lpips/vgg.pth\n",
      "8.19kB [00:00, 55.9kB/s]                                                        \n",
      "loaded pretrained LPIPS loss from taming/modules/autoencoder/lpips/vgg.pth\n",
      "VQLPIPSWithDiscriminator running with hinge loss.\n",
      "Restored from /home/dmarx/.cache/vqgan/imagenet.ckpt\n",
      "\u001b[32m2022-04-14 20:30:38.139\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mpytti.LossAug.LossOrchestratorClass\u001b[0m:\u001b[36mconfigure_init_image\u001b[0m:\u001b[36m51\u001b[0m - \u001b[1mEncoding image...\u001b[0m\n",
      "\u001b[32m2022-04-14 20:30:38.190\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mpytti.LossAug.LossOrchestratorClass\u001b[0m:\u001b[36mconfigure_init_image\u001b[0m:\u001b[36m53\u001b[0m - \u001b[1mEncoded Image:\u001b[0m\n",
      "<PIL.Image.Image image mode=RGB size=720x448 at 0x7FEBB54FE0A0>\n",
      "\u001b[32m2022-04-14 20:30:38.357\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36mdo_run\u001b[0m:\u001b[36m527\u001b[0m - \u001b[1mSettings saved to /home/dmarx/proj/pytti-book/images_out//video_lfb_4s_spring2winter_noreencode/video_lfb_4s_spring2winter_noreencode_settings.txt\u001b[0m\n",
      "\u001b[32m2022-04-14 20:30:38.362\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36mdo_run\u001b[0m:\u001b[36m540\u001b[0m - \u001b[1mRunning prompt:\u001b[0m\n",
      "  0%|                                                  | 0/3840 [00:00<?, ?it/s]\u001b[32m2022-04-14 20:30:38.363\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mreport_out\u001b[0m:\u001b[36m75\u001b[0m - \u001b[34m\u001b[1mStep 0 losses:\u001b[0m\n",
      "<PIL.Image.Image image mode=RGB size=720x448 at 0x7FEBB40C6670>\n",
      "/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/torch/functional.py:445: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at  /opt/conda/conda-bld/pytorch_1639180487213/work/aten/src/ATen/native/TensorShape.cpp:2157.)\n",
      "  return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]\n",
      "  3%|█                                       | 100/3840 [00:30<18:49,  3.31it/s]\u001b[32m2022-04-14 20:31:08.373\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:31:08.761\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:31:08.959\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:31:09.286\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "  5%|█▉                                      | 180/3840 [00:54<17:57,  3.40it/s]\u001b[32m2022-04-14 20:31:33.263\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:31:33.640\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:31:33.700\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:31:34.032\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:31:34.318\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:31:34.378\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "  7%|██▋                                     | 260/3840 [01:20<18:28,  3.23it/s]\u001b[32m2022-04-14 20:31:59.059\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:31:59.435\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:31:59.498\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:31:59.837\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:32:00.145\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:32:00.208\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "  9%|███▌                                    | 340/3840 [01:47<18:02,  3.23it/s]\u001b[32m2022-04-14 20:32:25.857\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:32:26.242\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:32:26.305\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:32:26.632\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:32:26.910\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:32:26.970\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 11%|████▍                                   | 420/3840 [02:14<17:32,  3.25it/s]\u001b[32m2022-04-14 20:32:52.394\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:32:52.769\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:32:52.831\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:32:53.165\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:32:53.443\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:32:53.507\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 13%|█████▏                                  | 500/3840 [02:40<17:12,  3.23it/s]\u001b[32m2022-04-14 20:33:19.029\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:33:19.412\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:33:19.474\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:33:19.801\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:33:20.087\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:33:20.153\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 15%|██████                                  | 580/3840 [03:07<16:49,  3.23it/s]\u001b[32m2022-04-14 20:33:45.667\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:33:46.055\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:33:46.118\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:33:46.455\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:33:46.736\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:33:46.798\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 17%|██████▉                                 | 660/3840 [03:33<16:19,  3.25it/s]\u001b[32m2022-04-14 20:34:12.344\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:34:12.738\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:34:12.799\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:34:13.136\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:34:13.393\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:34:13.453\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 19%|███████▋                                | 740/3840 [04:00<15:34,  3.32it/s]\u001b[32m2022-04-14 20:34:38.763\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:34:39.156\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:34:39.220\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:34:39.565\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:34:39.833\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:34:39.894\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 21%|████████▌                               | 820/3840 [04:27<15:35,  3.23it/s]\u001b[32m2022-04-14 20:35:05.470\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:35:05.873\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:35:05.936\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:35:06.272\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:35:06.556\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:35:06.618\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 23%|█████████▍                              | 900/3840 [04:53<15:11,  3.23it/s]\u001b[32m2022-04-14 20:35:32.019\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:35:32.396\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:35:32.457\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:35:32.798\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:35:33.080\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:35:33.142\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 26%|██████████▏                             | 980/3840 [05:20<14:12,  3.36it/s]\u001b[32m2022-04-14 20:35:58.464\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 0.9167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:35:58.856\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:35:58.916\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:35:59.238\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:35:59.538\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:35:59.597\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 28%|██████████▊                            | 1060/3840 [05:46<14:14,  3.25it/s]\u001b[32m2022-04-14 20:36:24.507\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:36:24.897\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:36:24.959\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:36:25.292\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:36:25.569\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:36:25.632\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 30%|███████████▌                           | 1140/3840 [06:12<13:50,  3.25it/s]\u001b[32m2022-04-14 20:36:50.610\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:36:51.002\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:36:51.061\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:36:51.393\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:36:51.650\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:36:51.707\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 32%|████████████▍                          | 1220/3840 [06:38<13:19,  3.28it/s]\u001b[32m2022-04-14 20:37:16.799\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:37:17.180\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:37:17.242\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:37:17.580\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:37:17.899\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:37:17.959\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 34%|█████████████▏                         | 1300/3840 [07:04<12:36,  3.36it/s]\u001b[32m2022-04-14 20:37:42.885\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:37:43.269\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:37:43.334\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:37:43.655\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:37:43.928\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:37:43.989\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 36%|██████████████                         | 1380/3840 [07:31<12:40,  3.24it/s]\u001b[32m2022-04-14 20:38:09.392\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:38:09.784\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:38:09.845\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:38:10.178\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:38:10.434\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:38:10.498\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 38%|██████████████▊                        | 1460/3840 [07:57<12:11,  3.25it/s]\u001b[32m2022-04-14 20:38:35.922\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:38:36.318\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:38:36.381\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:38:36.721\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:38:36.995\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:38:37.063\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 40%|███████████████▋                       | 1540/3840 [08:23<11:24,  3.36it/s]\u001b[32m2022-04-14 20:39:02.236\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:39:02.627\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:39:02.689\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:39:03.015\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:39:03.265\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:39:03.323\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 42%|████████████████▍                      | 1620/3840 [08:49<10:58,  3.37it/s]\u001b[32m2022-04-14 20:39:27.923\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:39:28.315\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:39:28.375\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:39:28.697\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:39:28.974\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:39:29.034\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 44%|█████████████████▎                     | 1700/3840 [09:15<10:58,  3.25it/s]\u001b[32m2022-04-14 20:39:53.789\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:39:54.190\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:39:54.251\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:39:54.575\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:39:54.855\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:39:54.916\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 46%|██████████████████                     | 1780/3840 [09:41<10:27,  3.28it/s]\u001b[32m2022-04-14 20:40:20.259\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:40:20.658\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:40:20.722\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:40:21.060\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:40:21.354\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:40:21.419\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 48%|██████████████████▉                    | 1860/3840 [10:08<10:11,  3.24it/s]\u001b[32m2022-04-14 20:40:46.895\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:40:47.275\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:40:47.337\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:40:47.676\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:40:47.939\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:40:47.999\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 51%|███████████████████▋                   | 1940/3840 [10:34<09:24,  3.37it/s]\u001b[32m2022-04-14 20:41:12.585\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 1.9167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:41:12.976\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:41:13.036\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:41:13.367\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:41:13.620\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:41:13.678\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 53%|████████████████████▌                  | 2020/3840 [10:59<09:00,  3.37it/s]\u001b[32m2022-04-14 20:41:38.361\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:41:38.746\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:41:38.807\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:41:39.128\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:41:39.387\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:41:39.448\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 55%|█████████████████████▎                 | 2100/3840 [11:25<08:55,  3.25it/s]\u001b[32m2022-04-14 20:42:04.320\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:42:04.700\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:42:04.762\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:42:05.107\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:42:05.384\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:42:05.446\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 57%|██████████████████████▏                | 2180/3840 [11:52<08:14,  3.36it/s]\u001b[32m2022-04-14 20:42:30.901\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:42:31.298\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:42:31.358\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:42:31.690\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:42:31.944\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:42:32.005\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 59%|██████████████████████▉                | 2260/3840 [12:19<08:06,  3.25it/s]\u001b[32m2022-04-14 20:42:57.476\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:42:57.855\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:42:57.922\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:42:58.265\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:42:58.541\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:42:58.603\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 61%|███████████████████████▊               | 2340/3840 [12:45<07:43,  3.24it/s]\u001b[32m2022-04-14 20:43:23.862\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:43:24.252\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:43:24.315\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:43:24.654\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:43:24.931\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:43:24.993\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 63%|████████████████████████▌              | 2420/3840 [13:12<07:18,  3.24it/s]\u001b[32m2022-04-14 20:43:50.475\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:43:50.864\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:43:50.926\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:43:51.262\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:43:51.533\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:43:51.594\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 65%|█████████████████████████▍             | 2500/3840 [13:38<06:51,  3.26it/s]\u001b[32m2022-04-14 20:44:17.194\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:44:17.576\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:44:17.636\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:44:17.969\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:44:18.248\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:44:18.310\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 67%|██████████████████████████▏            | 2580/3840 [14:05<06:26,  3.26it/s]\u001b[32m2022-04-14 20:44:43.693\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:44:44.083\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:44:44.146\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:44:44.485\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:44:44.780\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:44:44.844\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 69%|███████████████████████████            | 2660/3840 [14:31<05:49,  3.37it/s]\u001b[32m2022-04-14 20:45:09.825\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:45:10.206\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:45:10.268\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:45:10.591\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:45:10.853\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:45:10.910\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 71%|███████████████████████████▊           | 2740/3840 [14:57<05:25,  3.38it/s]\u001b[32m2022-04-14 20:45:36.146\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:45:36.530\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:45:36.594\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:45:36.940\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:45:37.205\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:45:37.267\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 73%|████████████████████████████▋          | 2820/3840 [15:24<05:04,  3.35it/s]\u001b[32m2022-04-14 20:46:02.631\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:46:03.016\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:46:03.075\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:46:03.407\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:46:03.676\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:46:03.735\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 76%|█████████████████████████████▍         | 2900/3840 [15:50<04:50,  3.23it/s]\u001b[32m2022-04-14 20:46:28.842\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 2.9167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:46:29.233\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:46:29.293\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:46:29.626\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:46:29.890\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:46:29.954\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 78%|██████████████████████████████▎        | 2980/3840 [16:16<04:25,  3.24it/s]\u001b[32m2022-04-14 20:46:55.216\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:46:55.598\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:46:55.657\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:46:55.995\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:46:56.309\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:46:56.373\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 80%|███████████████████████████████        | 3060/3840 [16:43<04:01,  3.23it/s]\u001b[32m2022-04-14 20:47:21.607\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:47:21.991\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:47:22.054\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:47:22.393\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:47:22.672\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:47:22.734\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 82%|███████████████████████████████▉       | 3140/3840 [17:09<03:29,  3.33it/s]\u001b[32m2022-04-14 20:47:48.015\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:47:48.407\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:47:48.469\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:47:48.804\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:47:49.066\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:47:49.128\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 84%|████████████████████████████████▋      | 3220/3840 [17:36<03:05,  3.34it/s]\u001b[32m2022-04-14 20:48:14.367\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:48:14.766\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:48:14.828\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:48:15.164\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:48:15.455\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:48:15.516\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 86%|█████████████████████████████████▌     | 3300/3840 [18:02<02:47,  3.23it/s]\u001b[32m2022-04-14 20:48:41.107\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:48:41.507\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:48:41.570\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:48:41.917\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:48:42.197\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:48:42.270\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 88%|██████████████████████████████████▎    | 3380/3840 [18:29<02:21,  3.26it/s]\u001b[32m2022-04-14 20:49:07.624\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:49:08.020\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:49:08.081\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:49:08.414\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:49:08.728\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:49:08.788\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 90%|███████████████████████████████████▏   | 3460/3840 [18:55<01:52,  3.37it/s]\u001b[32m2022-04-14 20:49:34.009\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:49:34.391\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:49:34.449\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:49:34.781\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:49:35.060\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:49:35.121\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 92%|███████████████████████████████████▉   | 3540/3840 [19:22<01:32,  3.24it/s]\u001b[32m2022-04-14 20:50:00.537\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:50:00.917\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:50:00.981\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:50:01.323\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:50:01.591\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:50:01.655\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 94%|████████████████████████████████████▊  | 3620/3840 [19:48<01:06,  3.30it/s]\u001b[32m2022-04-14 20:50:27.042\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:50:27.424\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:50:27.487\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:50:27.826\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:50:28.099\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:50:28.160\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 96%|█████████████████████████████████████▌ | 3700/3840 [20:15<00:43,  3.23it/s]\u001b[32m2022-04-14 20:50:53.709\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:50:54.095\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:50:54.158\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:50:54.489\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:50:54.780\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:50:54.844\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 98%|██████████████████████████████████████▍| 3780/3840 [20:42<00:18,  3.23it/s]\u001b[32m2022-04-14 20:51:20.390\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:51:20.780\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:51:20.842\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:51:21.184\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:51:21.484\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:51:21.555\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "100%|███████████████████████████████████████| 3840/3840 [21:02<00:00,  3.04it/s]\n",
      "\u001b[32m2022-04-14 20:51:40.545\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36mdo_run\u001b[0m:\u001b[36m540\u001b[0m - \u001b[1mRunning prompt:\u001b[0m\n",
      "  1%|▏                                        | 20/3840 [00:06<19:51,  3.21it/s]\u001b[32m2022-04-14 20:51:47.193\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 3.9167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:51:47.581\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:51:47.644\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:51:47.985\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:51:48.278\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:51:48.342\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "  3%|█                                       | 100/3840 [00:33<19:25,  3.21it/s]\u001b[32m2022-04-14 20:52:14.008\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:52:14.385\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:52:14.457\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:52:14.794\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:52:15.063\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:52:15.124\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "  5%|█▉                                      | 180/3840 [01:00<19:03,  3.20it/s]\u001b[32m2022-04-14 20:52:40.849\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:52:41.244\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:52:41.307\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:52:41.650\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:52:41.944\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:52:42.006\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "  7%|██▋                                     | 260/3840 [01:27<18:12,  3.28it/s]\u001b[32m2022-04-14 20:53:07.716\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:53:08.102\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:53:08.164\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:53:08.491\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:53:08.768\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:53:08.829\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "  9%|███▌                                    | 340/3840 [01:53<17:25,  3.35it/s]\u001b[32m2022-04-14 20:53:33.789\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:53:34.185\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:53:34.245\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:53:34.572\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:53:34.859\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:53:34.924\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 11%|████▍                                   | 420/3840 [02:19<17:38,  3.23it/s]\u001b[32m2022-04-14 20:54:00.340\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:54:00.730\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:54:00.792\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:54:01.127\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:54:01.409\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:54:01.475\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 13%|█████▏                                  | 500/3840 [02:46<17:10,  3.24it/s]\u001b[32m2022-04-14 20:54:27.154\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:54:27.544\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:54:27.606\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:54:27.934\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:54:28.218\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:54:28.279\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 15%|██████                                  | 580/3840 [03:13<16:57,  3.20it/s]\u001b[32m2022-04-14 20:54:53.957\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:54:54.365\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:54:54.430\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:54:54.779\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:54:55.072\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:54:55.134\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 17%|██████▉                                 | 660/3840 [03:40<16:30,  3.21it/s]\u001b[32m2022-04-14 20:55:20.908\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:55:21.311\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:55:21.376\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:55:21.721\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:55:22.011\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:55:22.077\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 19%|███████▋                                | 740/3840 [04:07<15:29,  3.33it/s]\u001b[32m2022-04-14 20:55:47.654\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:55:48.036\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:55:48.107\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:55:48.439\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:55:48.732\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:55:48.793\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 21%|████████▌                               | 820/3840 [04:33<15:09,  3.32it/s]\u001b[32m2022-04-14 20:56:13.615\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:56:14.009\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:56:14.069\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:56:14.399\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:56:14.679\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:56:14.739\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 23%|█████████▍                              | 900/3840 [04:59<15:16,  3.21it/s]\u001b[32m2022-04-14 20:56:40.196\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:56:40.601\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:56:40.663\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:56:41.010\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:56:41.311\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:56:41.375\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 26%|██████████▏                             | 980/3840 [05:26<14:44,  3.23it/s]\u001b[32m2022-04-14 20:57:07.082\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 4.9167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:57:07.469\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:57:07.530\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:57:07.873\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:57:08.141\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:57:08.204\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 28%|██████████▊                            | 1060/3840 [05:53<14:25,  3.21it/s]\u001b[32m2022-04-14 20:57:33.868\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:57:34.253\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:57:34.317\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:57:34.666\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:57:34.956\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:57:35.019\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 30%|███████████▌                           | 1140/3840 [06:19<13:22,  3.36it/s]\u001b[32m2022-04-14 20:58:00.223\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:58:00.612\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:58:00.671\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:58:00.994\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:58:01.277\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:58:01.335\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 32%|████████████▍                          | 1220/3840 [06:46<13:14,  3.30it/s]\u001b[32m2022-04-14 20:58:26.564\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:58:26.961\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:58:27.020\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:58:27.346\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:58:27.612\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:58:27.671\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 34%|█████████████▏                         | 1300/3840 [07:12<13:05,  3.23it/s]\u001b[32m2022-04-14 20:58:52.822\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:58:53.223\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:58:53.287\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:58:53.626\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:58:53.918\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:58:53.982\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 36%|██████████████                         | 1380/3840 [07:38<12:34,  3.26it/s]\u001b[32m2022-04-14 20:59:19.413\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:59:19.801\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:59:19.864\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:59:20.205\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:59:20.491\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:59:20.551\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 38%|██████████████▊                        | 1460/3840 [08:04<11:51,  3.34it/s]\u001b[32m2022-04-14 20:59:45.434\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 20:59:45.812\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:59:45.871\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:59:46.196\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 20:59:46.480\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 20:59:46.539\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 40%|███████████████▋                       | 1540/3840 [08:31<11:46,  3.26it/s]\u001b[32m2022-04-14 21:00:11.853\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 21:00:12.252\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:00:12.314\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:00:12.652\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 21:00:12.936\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:00:12.995\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 42%|████████████████▍                      | 1620/3840 [08:57<11:20,  3.26it/s]\u001b[32m2022-04-14 21:00:38.355\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 21:00:38.741\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:00:38.804\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:00:39.132\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 21:00:39.421\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:00:39.481\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 44%|█████████████████▎                     | 1700/3840 [09:23<10:49,  3.30it/s]\u001b[32m2022-04-14 21:01:04.359\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 21:01:04.761\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:01:04.823\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:01:05.160\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 21:01:05.440\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:01:05.501\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 46%|██████████████████                     | 1780/3840 [09:50<10:28,  3.28it/s]\u001b[32m2022-04-14 21:01:30.783\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 21:01:31.192\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:01:31.257\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:01:31.605\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 21:01:31.888\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:01:31.948\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 48%|██████████████████▉                    | 1860/3840 [10:16<09:45,  3.38it/s]\u001b[32m2022-04-14 21:01:56.703\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 21:01:57.085\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:01:57.144\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:01:57.467\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 21:01:57.729\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:01:57.787\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 51%|███████████████████▋                   | 1940/3840 [10:41<09:26,  3.35it/s]\u001b[32m2022-04-14 21:02:22.444\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 5.9167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 21:02:22.848\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:02:22.907\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:02:23.240\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 21:02:23.526\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:02:23.586\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 53%|████████████████████▌                  | 2020/3840 [11:07<09:05,  3.34it/s]\u001b[32m2022-04-14 21:02:48.525\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 21:02:48.919\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:02:48.979\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:02:49.301\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 21:02:49.576\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:02:49.637\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 55%|█████████████████████▎                 | 2100/3840 [11:34<08:55,  3.25it/s]\u001b[32m2022-04-14 21:03:14.936\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 21:03:15.342\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:03:15.404\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:03:15.743\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 21:03:16.023\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:03:16.086\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 57%|██████████████████████▏                | 2180/3840 [12:01<08:30,  3.25it/s]\u001b[32m2022-04-14 21:03:41.597\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 21:03:42.005\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:03:42.069\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:03:42.401\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 21:03:42.694\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:03:42.756\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 59%|██████████████████████▉                | 2260/3840 [12:27<08:05,  3.25it/s]\u001b[32m2022-04-14 21:04:07.779\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 21:04:08.182\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:04:08.245\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:04:08.592\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 21:04:08.881\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:04:08.943\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 61%|███████████████████████▊               | 2340/3840 [12:53<07:44,  3.23it/s]\u001b[32m2022-04-14 21:04:34.398\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 21:04:34.806\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:04:34.867\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:04:35.206\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 21:04:35.498\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:04:35.560\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 63%|████████████████████████▌              | 2420/3840 [13:20<07:20,  3.22it/s]\u001b[32m2022-04-14 21:05:01.111\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 21:05:01.505\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:05:01.568\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:05:01.918\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 21:05:02.219\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:05:02.287\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 65%|█████████████████████████▍             | 2500/3840 [13:47<06:43,  3.32it/s]\u001b[32m2022-04-14 21:05:27.990\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 21:05:28.379\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:05:28.443\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:05:28.790\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 21:05:29.058\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:05:29.117\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 67%|██████████████████████████▏            | 2580/3840 [14:14<06:30,  3.23it/s]\u001b[32m2022-04-14 21:05:54.704\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 21:05:55.100\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:05:55.164\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:05:55.510\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 21:05:55.795\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:05:55.858\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 69%|███████████████████████████            | 2660/3840 [14:40<06:03,  3.25it/s]\u001b[32m2022-04-14 21:06:21.474\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 21:06:21.866\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:06:21.932\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:06:22.273\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 21:06:22.559\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:06:22.620\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 71%|███████████████████████████▊           | 2740/3840 [15:07<05:37,  3.26it/s]\u001b[32m2022-04-14 21:06:48.097\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 21:06:48.498\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:06:48.564\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:06:48.902\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 21:06:49.199\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:06:49.262\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 73%|████████████████████████████▋          | 2820/3840 [15:34<05:02,  3.37it/s]\u001b[32m2022-04-14 21:07:14.561\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 21:07:14.949\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:07:15.015\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:07:15.343\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 21:07:15.623\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:07:15.684\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 76%|█████████████████████████████▍         | 2900/3840 [16:00<04:50,  3.23it/s]\u001b[32m2022-04-14 21:07:40.717\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 6.9167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 21:07:41.109\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:07:41.168\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:07:41.505\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 21:07:41.776\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:07:41.839\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 78%|██████████████████████████████▎        | 2980/3840 [16:26<04:24,  3.25it/s]\u001b[32m2022-04-14 21:08:07.181\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.0000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 21:08:07.572\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:08:07.635\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:08:07.978\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 21:08:08.270\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:08:08.333\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 80%|███████████████████████████████        | 3060/3840 [16:53<04:03,  3.21it/s]\u001b[32m2022-04-14 21:08:33.919\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.0833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 21:08:34.310\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:08:34.371\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:08:34.711\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 21:08:34.998\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:08:35.061\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 82%|███████████████████████████████▉       | 3140/3840 [17:19<03:37,  3.22it/s]\u001b[32m2022-04-14 21:09:00.411\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.1667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 21:09:00.800\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:09:00.860\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:09:01.193\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 21:09:01.474\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:09:01.539\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 84%|████████████████████████████████▋      | 3220/3840 [17:46<03:11,  3.23it/s]\u001b[32m2022-04-14 21:09:27.103\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.2500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 21:09:27.492\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:09:27.562\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:09:27.903\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 21:09:28.205\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:09:28.270\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 86%|█████████████████████████████████▌     | 3300/3840 [18:12<02:40,  3.37it/s]\u001b[32m2022-04-14 21:09:53.192\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.3333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 21:09:53.585\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:09:53.647\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:09:53.972\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 21:09:54.252\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:09:54.311\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 88%|██████████████████████████████████▎    | 3380/3840 [18:38<02:21,  3.25it/s]\u001b[32m2022-04-14 21:10:19.228\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.4167 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 21:10:19.633\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:10:19.694\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:10:20.032\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 21:10:20.318\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:10:20.376\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 90%|███████████████████████████████████▏   | 3460/3840 [19:05<01:52,  3.36it/s]\u001b[32m2022-04-14 21:10:45.908\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.5000 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 21:10:46.290\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:10:46.350\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:10:46.687\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 21:10:46.952\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:10:47.010\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 92%|███████████████████████████████████▉   | 3540/3840 [19:31<01:32,  3.24it/s]\u001b[32m2022-04-14 21:11:12.003\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.5833 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 21:11:12.402\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:11:12.465\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:11:12.803\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 21:11:13.101\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:11:13.164\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 94%|████████████████████████████████████▊  | 3620/3840 [19:57<01:06,  3.29it/s]\u001b[32m2022-04-14 21:11:38.418\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.6667 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 21:11:38.824\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:11:38.884\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:11:39.209\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 21:11:39.477\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:11:39.537\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 96%|█████████████████████████████████████▌ | 3700/3840 [20:24<00:42,  3.28it/s]\u001b[32m2022-04-14 21:12:04.853\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.7500 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 21:12:05.251\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:12:05.313\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:12:05.648\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 21:12:05.919\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:12:05.980\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      " 98%|██████████████████████████████████████▍| 3780/3840 [20:50<00:17,  3.34it/s]\u001b[32m2022-04-14 21:12:31.211\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.update_func\u001b[0m:\u001b[36mupdate\u001b[0m:\u001b[36m192\u001b[0m - \u001b[34m\u001b[1mTime: 7.8333 seconds\u001b[0m\n",
      "\u001b[32m2022-04-14 21:12:31.601\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:12:31.664\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:12:31.996\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.Transforms\u001b[0m:\u001b[36manimate_video_source\u001b[0m:\u001b[36m451\u001b[0m - \u001b[34m\u001b[1mvalid pixels:\u001b[0m\n",
      "\u001b[32m2022-04-14 21:12:32.256\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "\u001b[32m2022-04-14 21:12:32.315\u001b[0m | \u001b[34m\u001b[1mDEBUG   \u001b[0m | \u001b[36mpytti.LossAug.OpticalFlowLossClass\u001b[0m:\u001b[36minit_GMA\u001b[0m:\u001b[36m64\u001b[0m - \u001b[34m\u001b[1m/home/dmarx/miniconda3/envs/sandbox/lib/python3.9/site-packages/gma/data/checkpoints/gma-sintel.pth\u001b[0m\n",
      "100%|███████████████████████████████████████| 3840/3840 [21:10<00:00,  3.02it/s]\n",
      "\u001b[32m2022-04-14 21:12:50.877\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m_main\u001b[0m:\u001b[36m595\u001b[0m - \u001b[1mComplete.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "!python -m pytti.workhorse +conf=spring2winter_reencode_flow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# turn up flow longterm samples\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%writefile config/conf/spring2winter_reencode_flow_long.yaml\n",
    "# @package _global_\n",
    "animation_mode: Video Source\n",
    "video_path: /home/dmarx/proj/pytti-book/lfb_trimmed2.mp4\n",
    "\n",
    "image_model: VQGAN\n",
    "vqgan_model: imagenet\n",
    "\n",
    "scenes: \"a photograph of a beautiful spring day:2 ||  a photograph of a snowy winter day:2 \"\n",
    "#cut_pow: 1.5\n",
    "cutouts: 60\n",
    "#gradient_accumulation_steps: 2\n",
    "\n",
    "#reencode_each_frame: false\n",
    "reencode_each_frame: true\n",
    "\n",
    "steps_per_scene: 3840\n",
    "interpolation_steps: 960\n",
    "\n",
    "steps_per_frame: 80\n",
    "save_every: 80 \n",
    "display_every: 1000000000000000\n",
    "direct_stabilization_weight: 1\n",
    "#edge_stabilization_weight: 1\n",
    "flow_stabilization_weight: 1\n",
    "#depth_stabilization_weight: 1\n",
    "\n",
    "backups: 3 # we'll prob need to turn this up... I'd expect this needs to be at least flow_long_term_samples + 1, maybe even 2*FLTS\n",
    "flow_long_term_samples: 3\n",
    "\n",
    "file_namespace: spring2winter_reencode_flow_long\n",
    "\n",
    "#RN50: true\n",
    "ViTB32: true\n",
    "\n",
    "use_tensorboard: true"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!python -m pytti.workhorse +conf=spring2winter_reencode_flow_long"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# turn up the direct_stabilization_weight to bring back the original video content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Writing config/conf/spring2winter_reencode_flow_long_direct10.yaml\n"
     ]
    }
   ],
   "source": [
    "%%writefile config/conf/spring2winter_reencode_flow_long_direct10.yaml\n",
    "# @package _global_\n",
    "animation_mode: Video Source\n",
    "video_path: /home/dmarx/proj/pytti-book/lfb_trimmed2.mp4\n",
    "\n",
    "image_model: VQGAN\n",
    "vqgan_model: imagenet\n",
    "\n",
    "scenes: \"a photograph of a beautiful spring day:2 ||  a photograph of a snowy winter day:2 \"\n",
    "#cut_pow: 1.5\n",
    "cutouts: 60\n",
    "#gradient_accumulation_steps: 2\n",
    "\n",
    "#reencode_each_frame: false\n",
    "reencode_each_frame: true\n",
    "\n",
    "steps_per_scene: 3840\n",
    "interpolation_steps: 960\n",
    "\n",
    "steps_per_frame: 80\n",
    "save_every: 80 \n",
    "display_every: 1000000000000000\n",
    "#direct_stabilization_weight: 1\n",
    "direct_stabilization_weight: 10\n",
    "#edge_stabilization_weight: 1\n",
    "flow_stabilization_weight: 1\n",
    "#depth_stabilization_weight: 1\n",
    "\n",
    "backups: 3 # we'll prob need to turn this up... I'd expect this needs to be at least flow_long_term_samples + 1, maybe even 2*FLTS\n",
    "flow_long_term_samples: 3\n",
    "\n",
    "file_namespace: spring2winter_reencode_flow_long_direct10\n",
    "\n",
    "#RN50: true\n",
    "ViTB32: true\n",
    "\n",
    "use_tensorboard: true"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!python -m pytti.workhorse +conf=spring2winter_reencode_flow_long_direct10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# turn depth on, no flow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# turn depth on with flow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# edge"
   ]
  }
 ],
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