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  ---
 
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  task_categories:
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  - robotics
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  tags:
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  - LeRobot
 
 
 
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  ---
 
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  This dataset was created using [LeRobot](https://github.com/huggingface/lerobot).
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- [meta/info.json](meta/info.json)
 
 
 
 
 
 
 
 
 
 
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  ```json
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  {
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  "codebase_version": "v2.0",
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- "data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
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  "robot_type": "unknown",
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  "total_episodes": 100,
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  "total_frames": 32212,
@@ -22,87 +36,172 @@ This dataset was created using [LeRobot](https://github.com/huggingface/lerobot)
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  "splits": {
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  "train": "0:100"
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  },
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- "keys": [
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- "observation.state",
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- "action"
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- ],
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- "video_keys": [
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- "observation.images.exterior_image_1_left",
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- "observation.images.exterior_image_2_left",
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- "observation.images.wrist_image_left"
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- ],
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- "image_keys": [],
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- "shapes": {
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- "observation.state": 7,
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- "action": 7,
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  "observation.images.exterior_image_1_left": {
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- "width": 320,
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- "height": 180,
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- "channels": 3
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  },
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  "observation.images.exterior_image_2_left": {
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- "width": 320,
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- "height": 180,
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- "channels": 3
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  },
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  "observation.images.wrist_image_left": {
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- "width": 320,
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- "height": 180,
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- "channels": 3
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- }
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- },
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- "names": {
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- "observation.state": [
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- "motor_0",
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- "motor_1",
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- "motor_2",
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- "motor_3",
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- "motor_4",
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- "motor_5",
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- "motor_6"
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- ],
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- "action": [
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- "motor_0",
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- "motor_1",
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- "motor_2",
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- "motor_3",
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- "motor_4",
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- "motor_5",
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- "motor_6"
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- ]
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- },
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- "videos": {
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- "videos_path": "videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4",
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- "observation.images.exterior_image_1_left": {
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- "video.fps": 15.0,
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- "video.width": 320,
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- "video.height": 180,
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- "video.channels": 3,
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- "video.codec": "av1",
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- "video.pix_fmt": "yuv420p",
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- "video.is_depth_map": false,
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- "has_audio": false
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  },
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- "observation.images.exterior_image_2_left": {
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- "video.fps": 15.0,
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- "video.width": 320,
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- "video.height": 180,
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- "video.channels": 3,
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- "video.codec": "av1",
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- "video.pix_fmt": "yuv420p",
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- "video.is_depth_map": false,
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- "has_audio": false
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  },
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- "observation.images.wrist_image_left": {
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- "video.fps": 15.0,
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- "video.width": 320,
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- "video.height": 180,
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- "video.channels": 3,
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- "video.codec": "av1",
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- "video.pix_fmt": "yuv420p",
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- "video.is_depth_map": false,
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- "has_audio": false
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  }
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  }
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  }
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ```
 
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  ---
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+ license: mit
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  task_categories:
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  - robotics
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  tags:
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  - LeRobot
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+ configs:
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+ - config_name: default
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+ data_files: data/*/*.parquet
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  ---
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+
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  This dataset was created using [LeRobot](https://github.com/huggingface/lerobot).
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+ ## Dataset Description
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+
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+
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+
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+ - **Homepage:** https://droid-dataset.github.io/
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+ - **Paper:** https://arxiv.org/abs/2403.12945
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+ - **License:** mit
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+
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+ ## Dataset Structure
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+
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+ [meta/info.json](meta/info.json):
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  ```json
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  {
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  "codebase_version": "v2.0",
 
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  "robot_type": "unknown",
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  "total_episodes": 100,
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  "total_frames": 32212,
 
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  "splits": {
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  "train": "0:100"
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  },
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+ "data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
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+ "video_path": "videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4",
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+ "features": {
 
 
 
 
 
 
 
 
 
 
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  "observation.images.exterior_image_1_left": {
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+ "dtype": "video",
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+ "shape": [
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+ 180,
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+ 320,
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+ 3
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+ ],
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+ "names": [
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+ "height",
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+ "width",
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+ "channel"
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+ ],
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+ "video_info": {
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+ "video.fps": 15.0,
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+ "video.codec": "av1",
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+ "video.pix_fmt": "yuv420p",
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+ "video.is_depth_map": false,
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+ "has_audio": false
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+ }
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  },
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  "observation.images.exterior_image_2_left": {
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+ "dtype": "video",
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+ "shape": [
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+ 180,
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+ 320,
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+ 3
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+ ],
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+ "names": [
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+ "height",
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+ "width",
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+ "channel"
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+ ],
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+ "video_info": {
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+ "video.fps": 15.0,
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+ "video.codec": "av1",
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+ "video.pix_fmt": "yuv420p",
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+ "video.is_depth_map": false,
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+ "has_audio": false
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+ }
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  },
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  "observation.images.wrist_image_left": {
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+ "dtype": "video",
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+ "shape": [
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+ 180,
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+ 320,
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+ 3
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+ ],
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+ "names": [
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+ "height",
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+ "width",
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+ "channel"
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+ ],
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+ "video_info": {
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+ "video.fps": 15.0,
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+ "video.codec": "av1",
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+ "video.pix_fmt": "yuv420p",
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+ "video.is_depth_map": false,
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+ "has_audio": false
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+ }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  },
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+ "language_instruction": {
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+ "dtype": "string",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
 
 
 
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  },
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+ "observation.state": {
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+ "dtype": "float32",
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+ "shape": [
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+ 7
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+ ],
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+ "names": {
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+ "motors": [
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+ "motor_0",
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+ "motor_1",
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+ "motor_2",
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+ "motor_3",
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+ "motor_4",
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+ "motor_5",
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+ "motor_6"
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+ ]
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+ }
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+ },
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+ "action": {
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+ "dtype": "float32",
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+ "shape": [
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+ 7
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+ ],
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+ "names": {
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+ "motors": [
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+ "motor_0",
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+ "motor_1",
135
+ "motor_2",
136
+ "motor_3",
137
+ "motor_4",
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+ "motor_5",
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+ "motor_6"
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+ ]
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+ }
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+ },
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+ "timestamp": {
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+ "dtype": "float32",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ },
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+ "episode_index": {
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+ "dtype": "int64",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ },
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+ "frame_index": {
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+ "dtype": "int64",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ },
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+ "next.reward": {
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+ "dtype": "float32",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ },
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+ "next.done": {
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+ "dtype": "bool",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ },
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+ "index": {
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+ "dtype": "int64",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ },
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+ "task_index": {
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+ "dtype": "int64",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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  }
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  }
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  }
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+ ```
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+
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+
197
+ ## Citation
198
+
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+ **BibTeX:**
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+
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+ ```bibtex
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+ @article{khazatsky2024droid,
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+ title = {DROID: A Large-Scale In-The-Wild Robot Manipulation Dataset},
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+ author = {Alexander Khazatsky and Karl Pertsch and Suraj Nair and Ashwin Balakrishna and Sudeep Dasari and Siddharth Karamcheti and Soroush Nasiriany and Mohan Kumar Srirama and Lawrence Yunliang Chen and Kirsty Ellis and Peter David Fagan and Joey Hejna and Masha Itkina and Marion Lepert and Yecheng Jason Ma and Patrick Tree Miller and Jimmy Wu and Suneel Belkhale and Shivin Dass and Huy Ha and Arhan Jain and Abraham Lee and Youngwoon Lee and Marius Memmel and Sungjae Park and Ilija Radosavovic and Kaiyuan Wang and Albert Zhan and Kevin Black and Cheng Chi and Kyle Beltran Hatch and Shan Lin and Jingpei Lu and Jean Mercat and Abdul Rehman and Pannag R Sanketi and Archit Sharma and Cody Simpson and Quan Vuong and Homer Rich Walke and Blake Wulfe and Ted Xiao and Jonathan Heewon Yang and Arefeh Yavary and Tony Z. Zhao and Christopher Agia and Rohan Baijal and Mateo Guaman Castro and Daphne Chen and Qiuyu Chen and Trinity Chung and Jaimyn Drake and Ethan Paul Foster and Jensen Gao and David Antonio Herrera and Minho Heo and Kyle Hsu and Jiaheng Hu and Donovon Jackson and Charlotte Le and Yunshuang Li and Kevin Lin and Roy Lin and Zehan Ma and Abhiram Maddukuri and Suvir Mirchandani and Daniel Morton and Tony Nguyen and Abigail O'Neill and Rosario Scalise and Derick Seale and Victor Son and Stephen Tian and Emi Tran and Andrew E. Wang and Yilin Wu and Annie Xie and Jingyun Yang and Patrick Yin and Yunchu Zhang and Osbert Bastani and Glen Berseth and Jeannette Bohg and Ken Goldberg and Abhinav Gupta and Abhishek Gupta and Dinesh Jayaraman and Joseph J Lim and Jitendra Malik and Roberto Martín-Martín and Subramanian Ramamoorthy and Dorsa Sadigh and Shuran Song and Jiajun Wu and Michael C. Yip and Yuke Zhu and Thomas Kollar and Sergey Levine and Chelsea Finn},
205
+ year = {2024},
206
+ }
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  ```