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End of preview. Expand in Data Studio

YAML Metadata Warning:empty or missing yaml metadata in repo card

Check out the documentation for more information.

Knubotis Pick The Candle Dataset

A robotic manipulation dataset for candle picking tasks using a 6-DOF robot arm with multi-camera observations.

Dataset Description

This dataset contains 200 episodes of robotic manipulation demonstrations for picking candles of different colors. The robot performs 4 different tasks: picking mint, yellow, purple, and red candles.

Dataset Summary

  • Total Episodes: 200
  • Total Frames: 47,131
  • FPS: 30
  • Robot Type: so101_follower (6-DOF robot arm)
  • Tasks: 4 candle picking tasks (mint, yellow, purple, red)
  • Cameras: 3 cameras (left, right, down)

Data Structure

Each episode contains:

  • Observations:
    • 3 camera views (left_cam, right_cam, down_cam) as MP4 videos (480x640x3, H.264)
    • Robot state (6-DOF joint positions)
  • Actions: 6-DOF robot arm joint positions + gripper position
  • Metadata: Timestamps, frame indices, episode indices, task indices

Features

  • action: 6-DOF robot arm joint positions + gripper position (float32, shape: [6])
  • observation.state: Current robot state (float32, shape: [6])
  • observation.images.left_cam: Left camera video (video, shape: [480, 640, 3])
  • observation.images.right_cam: Right camera video (video, shape: [480, 640, 3])
  • observation.images.down_cam: Downward camera video (video, shape: [480, 640, 3])
  • timestamp: Timestamp for each frame (float32, shape: [1])
  • frame_index: Frame index within episode (int64, shape: [1])
  • episode_index: Episode index (int64, shape: [1])
  • index: Global frame index (int64, shape: [1])
  • task_index: Task index (int64, shape: [1])

Tasks

The dataset includes 4 different candle picking tasks:

  1. Task 0: Pick mint candle
  2. Task 1: Pick yellow candle
  3. Task 2: Pick purple candle
  4. Task 3: Pick red candle

Data Format

  • Episode Data: Stored as Parquet files in data/chunk-000/
  • Video Data: Stored as MP4 files in videos/chunk-000/
  • Metadata: JSONL files in meta/ directory

Usage

from datasets import load_dataset

# Load the dataset
dataset = load_dataset("your-username/knubotis-pick-the-candle")

# Access training data
train_data = dataset["train"]

# Example: Get first episode
episode = train_data[0]
print(f"Episode {episode['episode_index']}: {episode['task']}")
print(f"Number of frames: {len(episode['action'])}")

Citation

@dataset{knubotis_pick_the_candle_2024,
  title={Knubotis Pick The Candle Dataset},
  author={Your Name},
  year={2024},
  url={https://huggingface.co/datasets/your-username/knubotis-pick-the-candle}
}

License

MIT License

Acknowledgments

This dataset was created for robotic manipulation research and candle picking tasks.

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