Commit
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3c8d18f
1
Parent(s):
539609b
gif creation for i-DQN
Browse files- .gitignore +1 -6
- gif_creation.ipynb +44 -2
.gitignore
CHANGED
@@ -160,9 +160,4 @@ cython_debug/
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.idea/
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.venv/
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env/
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-
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polyprunedqn/
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dqn/
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eaudecql/
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polyprunecql/
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cql/
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.idea/
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.venv/
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env/
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videos/
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gif_creation.ipynb
CHANGED
@@ -11,7 +11,7 @@
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"def concatenate_videos_with_labels(video_paths, labels, output_gif_path):\n",
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" # Load the video clips\n",
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" max_duration = 40 + 8\n",
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" clips = [VideoFileClip(f\"{video_path}/-episode-0.mp4\") for video_path in video_paths]\n",
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" clips = [clip.subclipped(8, max_duration) for clip in clips]\n",
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"\n",
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" # Create text clips for each video\n",
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@@ -39,7 +39,49 @@
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"# Example usage\n",
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"video_paths = [\"eaudedqn\", \"polyprunedqn\", \"dqn\", \"eaudecql\", \"polyprunecql\", \"cql\"]\n",
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"labels = [[\"EauDeDQN\", 0.83], [\"PolyPruneDQN\", 0.95], [\"DQN\", 0], [\"EauDeCQL\", 0.84], [\"PolyPruneCQL\", 0.95], [\"CQL\", 0]]\n",
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-
"output_gif_path = \"
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"concatenate_videos_with_labels(video_paths, labels, output_gif_path)"
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]
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}
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"def concatenate_videos_with_labels(video_paths, labels, output_gif_path):\n",
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" # Load the video clips\n",
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" max_duration = 40 + 8\n",
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" clips = [VideoFileClip(f\"videos/{video_path}/-episode-0.mp4\") for video_path in video_paths]\n",
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" clips = [clip.subclipped(8, max_duration) for clip in clips]\n",
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"\n",
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" # Create text clips for each video\n",
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"# Example usage\n",
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"video_paths = [\"eaudedqn\", \"polyprunedqn\", \"dqn\", \"eaudecql\", \"polyprunecql\", \"cql\"]\n",
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"labels = [[\"EauDeDQN\", 0.83], [\"PolyPruneDQN\", 0.95], [\"DQN\", 0], [\"EauDeCQL\", 0.84], [\"PolyPruneCQL\", 0.95], [\"CQL\", 0]]\n",
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"output_gif_path = \"videos/eaudeqn.gif\"\n",
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"concatenate_videos_with_labels(video_paths, labels, output_gif_path)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"from moviepy import VideoFileClip, clips_array, TextClip, CompositeVideoClip\n",
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"\n",
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"def concatenate_videos_with_labels(video_paths, labels, output_gif_path):\n",
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" # Load the video clips\n",
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" max_duration = 35\n",
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" clips = [VideoFileClip(f\"../../iDQN_project/Atari_i-QN/videos/{video_path}\") for video_path in video_paths]\n",
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" clips = [clip.subclipped(0, max_duration) for clip in clips]\n",
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"\n",
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" # Create text clips for each video\n",
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" text_clips = []\n",
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" for i, label in enumerate(labels):\n",
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" text_label = TextClip(\"Kinnari\", label, font_size=24, color='white', text_align=\"center\", bg_color='black', horizontal_align=\"center\", vertical_align=\"top\", duration=clips[i].duration, margin=(70 - 5 * len(label), 10))\n",
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" text_clips.append(text_label)\n",
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"\n",
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" # Overlay text on each video clip\n",
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" labeled_clips = [\n",
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" CompositeVideoClip([text, clip.with_position((\"center\", \"bottom\"))], size=(clip.w, clip.h + 30))\n",
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" for clip, text in zip(clips, text_clips)\n",
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" ]\n",
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"\n",
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" # Arrange clips in a 2x3 grid\n",
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" final_clip = clips_array([[labeled_clips[0], labeled_clips[1], labeled_clips[2]],\n",
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" [labeled_clips[3], labeled_clips[4], labeled_clips[5]]])\n",
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"\n",
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" # Write the result to a GIF and mp4 file\n",
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" final_clip.write_gif(output_gif_path, fps=10)\n",
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" final_clip.write_videofile(output_gif_path.replace(\".gif\", \".mp4\"), fps=24, codec='libx264')\n",
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"\n",
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"\n",
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"# Example usage\n",
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"video_paths = [\"BankHeist_iiqn.mp4\", \"Centipede_iiqn.mp4\", \"ChopperCommand_iiqn.mp4\", \"BankHeist_idqn.mp4\", \"Centipede_idqn.mp4\", \"ChopperCommand_idqn.mp4\"]\n",
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"labels = [\"\", \"i-IQN\", \"\", \"\", \"i-DQN\", \"\"]\n",
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"output_gif_path = \"videos/i-qn.gif\"\n",
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"concatenate_videos_with_labels(video_paths, labels, output_gif_path)"
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]
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}
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