Update dataset README with full docs
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README.md
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license: apache-2.0
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---
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license: apache-2.0
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task_categories:
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- robotics
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tags:
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- robotics
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- manipulation
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- imitation-learning
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- elevator-button-press
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- isaac-sim
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- isaac-lab
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- omy
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pretty_name: ev Button Push (OMY call-button, Isaac Lab)
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size_categories:
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- 10B<n<100B
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---
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# evButtonPush
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Simulated demonstrations of a **ROBOTIS OMY** 6-DoF arm pressing an elevator
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call-button, collected in **NVIDIA Isaac Sim / Isaac Lab** with a scripted
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IK teacher.
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Two versions are provided:
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| Folder | Teacher success criterion | Key properties |
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|---|---|---|
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| **`v01/`** | Distance-based (tip within 5 cm of button) | 46 demos; mixed press-target height; no elevator interaction |
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| **`v02/`** | **Physical contact force ≥ 0.5 N** | 45 demos; uniform Z+0.11 m target; elevator door FSM; **`call_button_lit` LED observation** |
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For imitation learning, **v02 is the recommended training set**. v01 is a
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baseline / ablation reference from the same robot and cameras.
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---
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## Task
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- Task ID (Isaac Lab): `RobotisLab-CallButton-Right-OMY-v0`
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- Robot: ROBOTIS **OMY** (6-DoF arm + 2-finger gripper)
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- Pedestal: 0.908 m, gripper always closed (stiffness 2 × 10⁶, effort 5000)
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- Elevator USD: random choice from 100 variants (`elevator_setup_new`)
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- Robot initial pose randomization (per-seed):
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- standoff distance to button: 0.55 ~ 0.65 m
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- lateral offset: −0.05 ~ 0.05 m
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- yaw: 0°
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---
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## Cameras
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All three cameras record **RGB, 1920 × 1200, Pinhole**:
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- horizontal aperture 20.955 mm
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- vertical aperture 13.097 mm (derived from 16:10 aspect)
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- clipping (0.01, 100) m
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| Name | Prim path | Frame | Position (m) | Quat (w, x, y, z) | FOV (H, V, D) | focal |
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|---|---|---|---|---|---|---|
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| `cam_wrist` | `Robot/OMY/link6/cam_wrist` | link6 (local, moves with arm) | (0.000, −0.080, 0.070) | (0.0018, −0.0018, 0.7071, 0.7071) | 83.21° / 58.06° / 92.64° | 11.8 mm |
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| `cam_top` | `Robot/OMY/world/cam_top` | robot base | (0.000233, 0.1499, 0.43953) | (0.5144, 0.4146, −0.5064, −0.5542) | 92.67° / 66.44° / 102.03° | 10.0 mm |
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| `cam_belly` | `Robot/OMY/world/cam_belly` | robot base | (0.08705, 0.1499, 0.1075) | (−0.4901, −0.5097, 0.5097, 0.4901) | 92.67° / 66.44° / 102.03° | 10.0 mm |
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The `world` prim inside the OMY USD refers to the robot's base frame (link0),
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**not** the simulation world. To obtain world-frame poses at runtime:
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```
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world_pose(cam_top) = robot.root_pose_w ⊙ offset_cam_top
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world_pose(cam_wrist) = robot.root_pose_w ⊙ FK(link0→link6) ⊙ offset_cam_wrist
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```
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---
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## v02 — `v02/` (recommended)
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- **45 demos**, seeds `0` – `44`, all pressed = True
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- ~35 s per episode, ~1050 frames at 30 fps
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- Elevator **door FSM** progresses on press:
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`state 0 (idle) → 1 (pressed / LED on) → 2 (door opening, progress 0→1) → 3 (open)`
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- Average peak gripper tip contact force: 60 – 80 N
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- Teacher CLI:
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```
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--approach-steps 100 --press-steps 400
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--stall-steps 20 --hold-steps 30
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--return-steps 300 --home-idle-steps 150
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--press-depth 0.035 --contact-force-threshold 0.5
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```
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- Press target Z offset: `+0.11 m` relative to `button_base` (fixed inside teacher).
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### HDF5 layout per episode
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```
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data/demo_0/
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├── actions (T, 7) float32 arm 6 + gripper 1
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├── processed_actions (T, 10) float32 full joint targets
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├── obs/
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│ ├── cam_wrist (T, 1200, 1920, 3) uint8
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│ ├── cam_top (T, 1200, 1920, 3) uint8
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│ ├── cam_belly (T, 1200, 1920, 3) uint8
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│ ├── joint_pos (T, 10) float32
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│ ├── joint_vel (T, 10) float32
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│ ├── call_button_pos (T, 3) float32 button world pos
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│ ├── rel_ee_call_button_distance (T, 3) float32 tip-button vec
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│ └── call_button_lit (T, 1) bool ⭐ LED on/off
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├── states/articulation/robot/...
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├── states/rigid_object/pedestal/...
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└── initial_state/...
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```
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`call_button_lit` is specific to v02 and lets a policy learn an explicit
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"button is now pressed → door is opening → retract" cue.
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---
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## v01 — `v01/`
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- **46 demos**, seeds span `0`–`60` with gaps (see `v01/metadata.csv`)
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- Older teacher that judged success purely by tip-to-button distance
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(threshold 0.050 m) — no physical contact check
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- **Press-target Z offset is NOT uniform** across demos:
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- `z = 0.00 m`: seeds 0–27 (teacher's default height)
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- `z = +0.01 m`: seeds 50–54
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- `z = +0.04 m`: seeds 55–60
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- `z = +0.11 m`: seeds 23–32 (matched to v02 for a cleaner subset)
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- No `call_button_lit` observation, no elevator door motion.
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The height heterogeneity is intentional — v01 is useful for studying how a
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student policy reacts to inconsistent teacher behavior, but for a clean
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baseline a user may want to filter to a single `z_offset_m` group
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(metadata is in `v01/metadata.csv`).
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---
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## Per-version files
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Each version directory contains:
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- `demo_XX.hdf5` — one episode per file (see layout above)
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- `demo_XX.log` — scripted-teacher stdout with `[SETUP]`, `[PHASE]`,
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`[APPROACH DONE]`, `[PRESSED]`, `[RESULT]` markers
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- `summary.log` — one line per demo
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- `metadata.csv` — `seed, z_offset_m, size_bytes, pressed, min_distance_m, teacher_version`
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- `README.md` — version-specific notes
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---
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## Reproducibility
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- Isaac Sim **5.1**, Isaac Lab (`robotis_lab` package)
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- DataCrunch Cloud, NVIDIA RTX PRO 6000 Blackwell
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- `v02` additionally depends on the `frontier_simulation` package
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(`isaac_sim.assets.elevator.ELEVATOR_CFG`) for the door FSM.
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Scripted teacher: `diffik_teacher_jointpos.py` (ports an open-loop IK
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press policy into Isaac Lab's env loop and records to HDF5 via
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`ActionStateRecorderManagerCfg`).
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---
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## Suggested usage
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Imitation learning (ACT, Diffusion Policy, BC) with `qpos_dim = 8`:
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```python
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qpos = concat(joint_pos[:6], gripper_closed_flag, call_button_lit) # 8
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action = [arm_delta[:6], gripper_cmd] # 7
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images = {cam_wrist, cam_top, cam_belly} # 1920×1200 (resize as needed)
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```
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For efficiency, training pipelines commonly resize to 240 × 320 before
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consumption. We retain the original 1920 × 1200 to keep the data
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lossless.
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---
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## Authors / Contact
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- Collected by: **Hwang Yeeun**
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- Organization: **ROBOTIS** (AI team)
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- Simulator: NVIDIA Isaac Sim 5.1 + Isaac Lab
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For issues or pull requests, please open them on the dataset repo.
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