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README.md
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This dataset was created using [LeRobot](https://github.com/huggingface/lerobot).
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- **
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## Dataset Structure
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"data_files_size_in_mb": 100,
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"video_files_size_in_mb": 500
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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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# 1 Dataset Description
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This dataset includes 62 Lightwheel-Robocasa-Tasks, collected using the g1-controller robot in environments provided by LW-BenchHub.
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The robot configuration used during data collection is **`G1-Controller`**, using `UnitreeG1ControllerEnvCfg` inherits from `UnitreeG1EnvCfg`.
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---
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## 1.1 Robot State
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The robot state recorded in the environment is stored in: **observation.state**
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- **Dimension**: 31
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- **Description**: Joint positions of the robot
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- **Joint mapping**: The exact joint ordering and semantics can be found in the **Dataset Structure** section below.
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---
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## 1.2 Robot Action
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The robot actions are recorded in: **action**
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- **Dimension**: 19
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The action is ordered as: base (3), left arm (7), right arm (7), left hand (1), right hand (1).
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| Component | Dimension | Description |
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|:----------------|:---------:|:------------------------------------|
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| Base action | 3 | Planar base motion in world frame |
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| Arm action | 14 | 7-DOF left arm + 7-DOF right arm (end-effector poses) |
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| Hand action | 2 | Continuous gripper control |
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```python
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@configclass
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class G1PinkActionsCfg(PinkActionsCfg):
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base_action: mdp.RelativeJointPositionActionCfg = mdp.RelativeJointPositionActionCfg(
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asset_name="robot",
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joint_names=["base_.*"],
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scale={
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"base_x_joint": 0.01,
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"base_y_joint": 0.01,
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"base_yaw_joint": 0.02,
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},
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use_zero_offset=True,
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)
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arms_action: G1ActionCfg = G1ActionCfg(asset_name="robot", joint_names=[
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"left_shoulder_pitch_joint",
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"left_shoulder_roll_joint",
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"left_shoulder_yaw_joint",
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"left_elbow_joint",
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"left_wrist_roll_joint",
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"left_wrist_pitch_joint",
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"left_wrist_yaw_joint",
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"right_shoulder_pitch_joint",
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"right_shoulder_roll_joint",
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"right_shoulder_yaw_joint",
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"right_elbow_joint",
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"right_wrist_roll_joint",
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"right_wrist_pitch_joint",
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"right_wrist_yaw_joint"
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])
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```
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## 1.2.1 Base Action
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The base action is implemented using `RelativeJointPositionActionCfg`, you can refer to the `G1PinkActionsCfg` above.
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- **Controlled dimensions**:
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- `base_x_joint` (index 0): Forward/backward movement in world frame
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- `base_y_joint` (index 1): Left/right movement in world frame
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- `base_yaw_joint` (index 2): Yaw rotation
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- **Scale**:
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- `base_x_joint`: 0.01
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- `base_y_joint`: 0.01
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- `base_yaw_joint`: 0.02
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## 1.2.2 Arm Action
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The arm actions control the end-effector poses (position and orientation) in the robot root frame.
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The 14-dimensional arm action is passed to `G1ActionCfg`, where it is interpreted as a pose vector: [left_arm_pos (3), left_arm_quat (4), right_arm_pos (3), right_arm_quat (4)]
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This pose representation is then converted into a 14-dimensional joint-space command via inverse kinematics.
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- **Left arm action** (indices 3-9):
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- `left_arm_pos_x` (index 3): X position in robot root frame
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- `left_arm_pos_y` (index 4): Y position in robot root frame
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- `left_arm_pos_z` (index 5): Z position in robot root frame
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- `left_arm_quat_w` (index 6): Quaternion w component
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- `left_arm_quat_x` (index 7): Quaternion x component
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- `left_arm_quat_y` (index 8): Quaternion y component
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- `left_arm_quat_z` (index 9): Quaternion z component
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- **Right arm action** (indices 10-16):
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- `right_arm_pos_x` (index 10): X position in robot root frame
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- `right_arm_pos_y` (index 11): Y position in robot root frame
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- `right_arm_pos_z` (index 12): Z position in robot root frame
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- `right_arm_quat_w` (index 13): Quaternion w component
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- `right_arm_quat_x` (index 14): Quaternion x component
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- `right_arm_quat_y` (index 15): Quaternion y component
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- `right_arm_quat_z` (index 16): Quaternion z component
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- **Coordinate frame**: Robot root frame
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## 1.2.3 Gripper Action
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Grippers are controlled using continuous values. In the action data, `-1.0` indicates fully open, `+1.0` indicates fully closed.
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- **Action values**:
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- `-1.0`: fully open gripper
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- `+1.0`: fully closed gripper
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- Continuous values in between represent partial opening/closing
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- **Left gripper** (index 17): Continuous value from -1.0 (open) to 1.0 (closed)
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- **Right gripper** (index 18): Continuous value from -1.0 (open) to 1.0 (closed)
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- **Source**: VR trigger mapping
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- `trigger=0.0` (not pressed) → `-1.0` (open)
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- `trigger=1.0` (fully pressed) → `1.0` (closed)
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---
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## Dataset Structure
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"data_files_size_in_mb": 100,
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"video_files_size_in_mb": 500
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}
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```
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## Homepage: [[Lightwheel-BenchHub](https://docs.lightwheel.net/lw_benchhub/)]
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## License: [[Apache License 2.0](https://www.apache.org/licenses/LICENSE-2.0)]
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