Dataset Viewer
Auto-converted to Parquet Duplicate
Search is not available for this dataset
video
video
2.97k
11.9k

CALVIN ABC-D LeRobot v3.0

This dataset is a LeRobot v3.0 conversion of the CALVIN ABC-D split.

Key properties:

  • Format: LeRobot v3.0
  • FPS: 30
  • Robot: Franka Panda
  • Episodes: 17,870
  • Frames: 1,071,743
  • Tasks: 389
  • Images are stored as H.264 videos.
  • Both absolute end-effector actions and relative end-effector displacement actions are included.

Action Convention

The default action key is the absolute end-effector action and is identical to action.absolute.

All action vectors are 7D:

[x, y, z, rx, ry, rz, gripper_action]

where rx, ry, rz are Euler orientation components.

Feature Keys

Key Shape Type Description
observation.images.top [200, 200, 3] video, H.264, 30 FPS Static/top RGB camera. LeRobot returns this as CHW float tensor when loaded.
observation.images.wrist [84, 84, 3] video, H.264, 30 FPS Wrist RGB camera. LeRobot returns this as CHW float tensor when loaded.
observation.state [15] float32 Robot state: EE position, EE Euler orientation, gripper width, 7 joint positions, and gripper action.
observation.environment_state [24] float32 CALVIN scene state: door, drawer, button, switch, lights, and block poses.
action [7] float32 Default training action. This is the absolute EE action and equals action.absolute.
action.absolute [7] float32 Absolute EE action: [ee_position_x, ee_position_y, ee_position_z, ee_orientation_rx, ee_orientation_ry, ee_orientation_rz, gripper_action].
action.relative [7] float32 Relative EE displacement action: [delta_ee_position_x, delta_ee_position_y, delta_ee_position_z, delta_ee_orientation_rx, delta_ee_orientation_ry, delta_ee_orientation_rz, gripper_action].
timestamp [1] float32 Frame timestamp in seconds.
frame_index [1] int64 Frame index inside the episode.
episode_index [1] int64 Episode index.
index [1] int64 Global frame index.
task_index [1] int64 Task index. Task strings are stored in meta/tasks.parquet and exposed as task by LeRobotDataset.

observation.state Axes

[
  ee_position_x,
  ee_position_y,
  ee_position_z,
  ee_orientation_rx,
  ee_orientation_ry,
  ee_orientation_rz,
  gripper_width,
  joint_position_00,
  joint_position_01,
  joint_position_02,
  joint_position_03,
  joint_position_04,
  joint_position_05,
  joint_position_06,
  gripper_action
]

observation.environment_state Axes

[
  sliding_door,
  drawer,
  button,
  switch,
  lightbulb,
  green_light,
  red_block_x,
  red_block_y,
  red_block_z,
  red_block_rx,
  red_block_ry,
  red_block_rz,
  blue_block_x,
  blue_block_y,
  blue_block_z,
  blue_block_rx,
  blue_block_ry,
  blue_block_rz,
  pink_block_x,
  pink_block_y,
  pink_block_z,
  pink_block_rx,
  pink_block_ry,
  pink_block_rz
]

Loading Example

from lerobot.datasets.lerobot_dataset import LeRobotDataset

dataset = LeRobotDataset(
    repo_id="Traly/calvin_abc_d-lerobot",
    video_backend="pyav",
)

sample = dataset[0]
absolute_action = sample["action.absolute"]
relative_action = sample["action.relative"]
Downloads last month
62