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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"]
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