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Browse files- README.md +97 -0
- data/chunk-000/file-000.parquet +3 -0
- meta/episodes/chunk-000/file-000.parquet +3 -0
- meta/info.json +138 -0
- meta/stats.json +223 -0
- meta/tasks.json +3 -0
- meta/tasks.parquet +3 -0
- preview.png +3 -0
- videos/observation.images.front/chunk-000/file-000.mp4 +3 -0
- videos/observation.images.overhead/chunk-000/file-000.mp4 +3 -0
- videos/observation.images.wrist/chunk-000/file-000.mp4 +3 -0
README.md
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| 1 |
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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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- lerobot
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- so101
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- manipulation
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- pick-and-place
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- simulation
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- mujoco
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configs:
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- config_name: default
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data_files:
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- split: train
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path: "data/**/*.parquet"
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---
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# SO-101 Pick Cube Dataset
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<p align="center">
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<img src="preview.png" alt="Dataset Preview" width="800"/>
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</p>
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A robotics manipulation dataset featuring the **SO-101 robot arm** performing pick-and-place tasks in MuJoCo simulation. The robot learns to pick up a cube and place it into a bin.
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## Dataset Details
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| Property | Value |
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|----------|-------|
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| Robot | SO-101 (6-DoF arm with gripper) |
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| 32 |
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| Task | Pick cube and place in bin |
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| 33 |
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| Episodes | 993 |
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| 34 |
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| FPS | 30 |
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| 35 |
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| Cameras | 3 (front, overhead, wrist) |
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| 36 |
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| Resolution | 640x480 |
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| 37 |
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| Format | LeRobot v2.0 |
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| 38 |
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## Cameras
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- **Front Camera**: Third-person view of the workspace
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- **Overhead Camera**: Top-down bird's eye view
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- **Wrist Camera**: First-person view from the gripper
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| 44 |
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| 45 |
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## Joint States
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| 46 |
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| 47 |
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The dataset includes 6 joint positions and actions:
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| 48 |
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- `shoulder_pan` - Base rotation
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| 49 |
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- `shoulder_lift` - Shoulder elevation
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| 50 |
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- `elbow_flex` - Elbow bend
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| 51 |
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- `wrist_flex` - Wrist pitch
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| 52 |
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- `wrist_roll` - Wrist rotation
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| 53 |
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- `gripper` - Gripper open/close
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| 54 |
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| 55 |
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## Usage
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| 56 |
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| 57 |
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```python
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from lerobot.common.datasets.lerobot_dataset import LeRobotDataset
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| 59 |
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dataset = LeRobotDataset("gpudad/so101_pick_cube")
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| 61 |
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print(f"Number of episodes: {dataset.num_episodes}")
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| 62 |
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print(f"Number of frames: {dataset.num_frames}")
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| 63 |
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```
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| 64 |
+
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| 65 |
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### Training with LeRobot
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| 66 |
+
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| 67 |
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```bash
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| 68 |
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# Train ACT policy
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| 69 |
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python lerobot/scripts/train.py \
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| 70 |
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--dataset.repo_id=gpudad/so101_pick_cube \
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| 71 |
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--policy=act \
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| 72 |
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--output_dir=outputs/act_so101_pick_cube
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| 73 |
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```
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| 74 |
+
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| 75 |
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## Environment
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| 76 |
+
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| 77 |
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The simulation environment uses MuJoCo with:
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| 78 |
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- SO-101 robot arm mounted on a table
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| 79 |
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- A colored cube as the manipulation target
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| 80 |
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- A bin as the placement destination
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| 81 |
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- Randomized cube positions for diverse training data
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| 82 |
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| 83 |
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## License
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| 84 |
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| 85 |
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This dataset is released under the Apache 2.0 License.
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| 86 |
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| 87 |
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## Citation
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| 88 |
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| 89 |
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```bibtex
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| 90 |
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@dataset{so101_pick_cube_2025,
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| 91 |
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title={SO-101 Pick Cube Dataset},
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| 92 |
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author={gpudad},
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| 93 |
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year={2025},
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| 94 |
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publisher={Hugging Face},
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| 95 |
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url={https://huggingface.co/datasets/gpudad/so101_pick_cube}
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| 96 |
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}
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```
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data/chunk-000/file-000.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:12430243654878bd167910eeaca98e5e7e3b7e893cb59f24151b65eb76a0d2d4
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size 9839615
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meta/episodes/chunk-000/file-000.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:e5a4d0132b5a5c86744ae8af6d522e0720a587b60e9c59a26cc01ec434139599
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size 65413
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meta/info.json
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| 1 |
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{
|
| 2 |
+
"codebase_version": "v3.0",
|
| 3 |
+
"robot_type": "so101",
|
| 4 |
+
"total_episodes": 993,
|
| 5 |
+
"total_frames": 132352,
|
| 6 |
+
"total_tasks": 1,
|
| 7 |
+
"chunks_size": 1000,
|
| 8 |
+
"data_files_size_in_mb": 100,
|
| 9 |
+
"video_files_size_in_mb": 200,
|
| 10 |
+
"fps": 30,
|
| 11 |
+
"splits": {
|
| 12 |
+
"train": "0:993"
|
| 13 |
+
},
|
| 14 |
+
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
|
| 15 |
+
"video_path": "videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4",
|
| 16 |
+
"features": {
|
| 17 |
+
"timestamp": {
|
| 18 |
+
"dtype": "float32",
|
| 19 |
+
"shape": [
|
| 20 |
+
1
|
| 21 |
+
],
|
| 22 |
+
"names": null
|
| 23 |
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},
|
| 24 |
+
"frame_index": {
|
| 25 |
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"dtype": "int64",
|
| 26 |
+
"shape": [
|
| 27 |
+
1
|
| 28 |
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],
|
| 29 |
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"names": null
|
| 30 |
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},
|
| 31 |
+
"episode_index": {
|
| 32 |
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"dtype": "int64",
|
| 33 |
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"shape": [
|
| 34 |
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1
|
| 35 |
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|
| 36 |
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|
| 37 |
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|
| 38 |
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|
| 39 |
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|
| 40 |
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|
| 41 |
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1
|
| 42 |
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|
| 43 |
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|
| 44 |
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|
| 45 |
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|
| 46 |
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|
| 47 |
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"shape": [
|
| 48 |
+
1
|
| 49 |
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],
|
| 50 |
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"names": null
|
| 51 |
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},
|
| 52 |
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"observation.state": {
|
| 53 |
+
"dtype": "float32",
|
| 54 |
+
"shape": [
|
| 55 |
+
6
|
| 56 |
+
],
|
| 57 |
+
"names": [
|
| 58 |
+
"elbow_flex",
|
| 59 |
+
"gripper",
|
| 60 |
+
"shoulder_lift",
|
| 61 |
+
"shoulder_pan",
|
| 62 |
+
"wrist_flex",
|
| 63 |
+
"wrist_roll"
|
| 64 |
+
]
|
| 65 |
+
},
|
| 66 |
+
"action": {
|
| 67 |
+
"dtype": "float32",
|
| 68 |
+
"shape": [
|
| 69 |
+
6
|
| 70 |
+
],
|
| 71 |
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"names": [
|
| 72 |
+
"elbow_flex",
|
| 73 |
+
"gripper",
|
| 74 |
+
"shoulder_lift",
|
| 75 |
+
"shoulder_pan",
|
| 76 |
+
"wrist_flex",
|
| 77 |
+
"wrist_roll"
|
| 78 |
+
]
|
| 79 |
+
},
|
| 80 |
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"observation.images.front": {
|
| 81 |
+
"dtype": "video",
|
| 82 |
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|
| 83 |
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|
| 84 |
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| 88 |
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| 89 |
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| 90 |
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| 91 |
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| 92 |
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| 93 |
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|
| 94 |
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|
| 95 |
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|
| 96 |
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|
| 97 |
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}
|
| 98 |
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},
|
| 99 |
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"observation.images.wrist": {
|
| 100 |
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"dtype": "video",
|
| 101 |
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"shape": [
|
| 102 |
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|
| 103 |
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| 104 |
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| 105 |
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| 107 |
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| 116 |
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| 117 |
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| 118 |
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| 119 |
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| 121 |
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| 135 |
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|
| 136 |
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|
| 137 |
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|
| 138 |
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}
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meta/stats.json
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meta/tasks.json
ADDED
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@@ -0,0 +1,3 @@
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|
|
| 1 |
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{
|
| 2 |
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"0": "pick up the object and place it in the target location"
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| 3 |
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}
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meta/tasks.parquet
ADDED
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preview.png
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Git LFS Details
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videos/observation.images.front/chunk-000/file-000.mp4
ADDED
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