Add UR5e cube stacking teleop dataset
Browse files
README.md
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---
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language:
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- en
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license: apache-2.0
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tags:
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- robotics
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- dataset
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- lerobot
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- ur5e
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task_categories:
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- robotics
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pretty_name: UR5e Dual RealSense Haptic Teleop Dataset (LeRobot v2.1)
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configs:
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- config_name: default
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data_files:
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- data/*/*.parquet
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---
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# UR5e Dual RealSense Haptic Teleoperation Dataset (LeRobot v2.1)
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- Control loop: ~500 Hz (RTDE)
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- Dataset sampling: fixed 30 Hz
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- Gripper: OnRobot RG6 — haptic btn1=open, btn2=close
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- Rotation: hold V + R (+Z) / E (-Z)
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State / action layout (7-dim, pi0-compatible):
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- dim 0-5 : UR5e joint positions (rad)
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- dim 6 : gripper width (mm, absolute) closed=10.6 open=160.2
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Definitions:
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- observation.state[t] = [q0..q5, gripper_mm] at time t
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- action[t] = [q0..q5, gripper_mm] at time t+1 (next-step absolute)
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data/chunk-000/episode_000000.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:15f38fff15ffde0de4768b144040d92d5648da02cb744aa1c329c9fcb3e9f2b6
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size 239012
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meta/episodes.jsonl
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{"episode_index": 0, "tasks": ["stack cubes on top of each other"], "length": 2501}
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meta/episodes_stats.jsonl
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{"episode_index": 0, "stats": {"action": {"min": [-0.4400785565376282, -1.1753835678100586, 1.2179988622665405, -2.1568033695220947, -1.5946005582809448, -1.1289433240890503, 94.80000305175781], "max": [-0.23594456911087036, -0.8351690173149109, 1.6185330152511597, -1.9024330377578735, -1.5874546766281128, 0.35780611634254456, 94.80000305175781], "mean": [-0.3729171718849463, -1.036703315890822, 1.463539855044539, -2.0322007586221034, -1.589788048851733, -0.06518279347957515, 94.80000305175781], "std": [0.06979187532168242, 0.0852165319790523, 0.1001867610526882, 0.055700652278364, 0.0024459322279533307, 0.4260125066782478, 0.0], "count": [2501]}, "observation.state": {"min": [-0.4400785565376282, -1.1753835678100586, 1.2179988622665405, -2.1568033695220947, -1.5946005582809448, -1.1289433240890503, 94.80000305175781], "max": [-0.23594456911087036, -0.8351690173149109, 1.6185330152511597, -1.9024330377578735, -1.5874546766281128, 0.35780611634254456, 94.80000305175781], "mean": [-0.37292106398960345, -1.0366948597052725, 1.4635487237199694, -2.0322182546468412, -1.589787930262084, -0.06549363699285496, 94.80000305175781], "std": [0.06978873909433043, 0.08520414305886377, 0.10019564588270918, 0.05569262374869407, 0.0024458286821576586, 0.4259923225040025, 0.0], "count": [2501]}, "timestamp": {"min": [0.0], "max": [83.33333587646484], "mean": [41.666666664664255], "std": [24.06588179515898], "count": [2501]}, "frame_index": {"min": [0.0], "max": [2500.0], "mean": [1250.0], "std": [721.9764539096826], "count": [2501]}, "episode_index": {"min": [0.0], "max": [0.0], "mean": [0.0], "std": [0.0], "count": [2501]}, "index": {"min": [0.0], "max": [2500.0], "mean": [1250.0], "std": [721.9764539096826], "count": [2501]}, "task_index": {"min": [0.0], "max": [0.0], "mean": [0.0], "std": [0.0], "count": [2501]}, "observation.images.wrist": {"min": [[[0.0]], [[0.0]], [[0.0]]], "max": [[[1.0]], [[1.0]], [[1.0]]], "mean": [[[0.485]], [[0.456]], [[0.406]]], "std": [[[0.229]], [[0.224]], [[0.225]]], "count": [2501]}, "observation.images.front": {"min": [[[0.0]], [[0.0]], [[0.0]]], "max": [[[1.0]], [[1.0]], [[1.0]]], "mean": [[[0.485]], [[0.456]], [[0.406]]], "std": [[[0.229]], [[0.224]], [[0.225]]], "count": [2501]}}}
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meta/info.json
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|
| 1 |
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{
|
| 2 |
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"codebase_version": "v2.1",
|
| 3 |
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"robot_type": "ur5e",
|
| 4 |
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"total_episodes": 1,
|
| 5 |
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"total_frames": 2501,
|
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"total_tasks": 1,
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"total_videos": 2,
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"total_chunks": 1,
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"chunks_size": 1000,
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"fps": 30,
|
| 11 |
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"splits": {
|
| 12 |
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"train": "0:1"
|
| 13 |
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},
|
| 14 |
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"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
|
| 15 |
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"video_path": "videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4",
|
| 16 |
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"camera_keys": [
|
| 17 |
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"observation.images.wrist",
|
| 18 |
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"observation.images.front"
|
| 19 |
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],
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| 20 |
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"features": {
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| 21 |
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"action": {
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"dtype": "float32",
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| 23 |
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"shape": [
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| 24 |
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7
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| 25 |
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],
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"names": [
|
| 27 |
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"shoulder_pan.next_pos",
|
| 28 |
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"shoulder_lift.next_pos",
|
| 29 |
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"elbow_flex.next_pos",
|
| 30 |
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"wrist_1.next_pos",
|
| 31 |
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"wrist_2.next_pos",
|
| 32 |
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"wrist_3.next_pos",
|
| 33 |
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"gripper.next_pos"
|
| 34 |
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]
|
| 35 |
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},
|
| 36 |
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"observation.state": {
|
| 37 |
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"dtype": "float32",
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| 38 |
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"shape": [
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| 40 |
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],
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"names": [
|
| 42 |
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"shoulder_pan.pos",
|
| 43 |
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"shoulder_lift.pos",
|
| 44 |
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"elbow_flex.pos",
|
| 45 |
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"wrist_1.pos",
|
| 46 |
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"wrist_2.pos",
|
| 47 |
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"wrist_3.pos",
|
| 48 |
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"gripper.pos"
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| 49 |
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]
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| 50 |
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},
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| 51 |
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"observation.images.wrist": {
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"dtype": "video",
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],
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"names": [
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"height",
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"width",
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"channels"
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],
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"info": {
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"video.height": 480,
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"video.width": 640,
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| 66 |
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"video.codec": "avc1",
|
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"video.pix_fmt": "yuv420p",
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"video.is_depth_map": false,
|
| 69 |
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"video.fps": 30,
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| 70 |
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"video.channels": 3,
|
| 71 |
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"has_audio": false
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}
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},
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| 74 |
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"observation.images.front": {
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"dtype": "video",
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"channels"
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"info": {
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"video.codec": "avc1",
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}
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},
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"timestamp": {
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"dtype": "float32",
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"names": null
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}
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},
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"stats": {
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"action": {
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"std": [
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},
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meta/tasks.jsonl
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@@ -0,0 +1 @@
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|
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{"task_index": 0, "task": "stack cubes on top of each other"}
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videos/chunk-000/observation.images.front/episode_000000.mp4
ADDED
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@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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videos/chunk-000/observation.images.wrist/episode_000000.mp4
ADDED
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@@ -0,0 +1,3 @@
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| 1 |
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version https://git-lfs.github.com/spec/v1
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