|
|
--- |
|
|
license: apache-2.0 |
|
|
task_categories: |
|
|
- robotics |
|
|
tags: |
|
|
- LeRobot |
|
|
- lerobot |
|
|
- so101_follower |
|
|
configs: |
|
|
- config_name: default |
|
|
data_files: data/*/*.parquet |
|
|
--- |
|
|
|
|
|
This dataset was created using [LeRobot](https://github.com/huggingface/lerobot). |
|
|
|
|
|
## Dataset Description |
|
|
|
|
|
A robot manipulation dataset for imitation learning, compatible with **LeRobot v3.0** format. |
|
|
|
|
|
- **Robot Type:** so101_follower |
|
|
- **Total Episodes:** 30 |
|
|
- **Total Frames:** 27606 |
|
|
- **FPS:** 30 |
|
|
- **Codebase Version:** v3.0 |
|
|
|
|
|
### Features |
|
|
|
|
|
| Feature | Shape | Type | |
|
|
|---------|-------|------| |
|
|
| observation.state | [6] | float32 | |
|
|
| action | [6] | float32 | |
|
|
| observation.images.realsense | [480, 640, 3] | video | |
|
|
| observation.images.innomaker | [480, 640, 3] | video | |
|
|
|
|
|
## Dataset Structure |
|
|
|
|
|
[meta/info.json](meta/info.json): |
|
|
```json |
|
|
{ |
|
|
"codebase_version": "v3.0", |
|
|
"robot_type": "so101_follower", |
|
|
"total_episodes": 30, |
|
|
"total_frames": 27606, |
|
|
"total_tasks": 1, |
|
|
"chunks_size": 1000, |
|
|
"data_files_size_in_mb": 100, |
|
|
"video_files_size_in_mb": 200, |
|
|
"fps": 30, |
|
|
"splits": { |
|
|
"train": "0:30" |
|
|
}, |
|
|
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet", |
|
|
"video_path": "videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4", |
|
|
"features": { |
|
|
"observation.state": { |
|
|
"dtype": "float32", |
|
|
"shape": [ |
|
|
6 |
|
|
], |
|
|
"names": [ |
|
|
"shoulder_pan.pos", |
|
|
"shoulder_lift.pos", |
|
|
"elbow_flex.pos", |
|
|
"wrist_flex.pos", |
|
|
"wrist_roll.pos", |
|
|
"gripper.pos" |
|
|
] |
|
|
}, |
|
|
"action": { |
|
|
"dtype": "float32", |
|
|
"shape": [ |
|
|
6 |
|
|
], |
|
|
"names": [ |
|
|
"shoulder_pan.pos", |
|
|
"shoulder_lift.pos", |
|
|
"elbow_flex.pos", |
|
|
"wrist_flex.pos", |
|
|
"wrist_roll.pos", |
|
|
"gripper.pos" |
|
|
] |
|
|
}, |
|
|
"observation.images.realsense": { |
|
|
"dtype": "video", |
|
|
"shape": [ |
|
|
480, |
|
|
640, |
|
|
3 |
|
|
], |
|
|
"names": [ |
|
|
"height", |
|
|
"width", |
|
|
"channels" |
|
|
], |
|
|
"info": { |
|
|
"video.height": 480, |
|
|
"video.width": 640, |
|
|
"video.codec": "av1", |
|
|
"video.pix_fmt": "yuv420p", |
|
|
"video.is_depth_map": false, |
|
|
"video.fps": 30, |
|
|
"video.channels": 3, |
|
|
"has_audio": false |
|
|
} |
|
|
}, |
|
|
"observation.images.innomaker": { |
|
|
"dtype": "video", |
|
|
"shape": [ |
|
|
480, |
|
|
640, |
|
|
3 |
|
|
], |
|
|
"names": [ |
|
|
"height", |
|
|
"width", |
|
|
"channels" |
|
|
], |
|
|
"info": { |
|
|
"video.height": 480, |
|
|
"video.width": 640, |
|
|
"video.codec": "av1", |
|
|
"video.pix_fmt": "yuv420p", |
|
|
"video.is_depth_map": false, |
|
|
"video.fps": 30, |
|
|
"video.channels": 3, |
|
|
"has_audio": false |
|
|
} |
|
|
}, |
|
|
"timestamp": { |
|
|
"dtype": "float32", |
|
|
"shape": [ |
|
|
1 |
|
|
], |
|
|
"names": null |
|
|
}, |
|
|
"frame_index": { |
|
|
"dtype": "int64", |
|
|
"shape": [ |
|
|
1 |
|
|
], |
|
|
"names": null |
|
|
}, |
|
|
"episode_index": { |
|
|
"dtype": "int64", |
|
|
"shape": [ |
|
|
1 |
|
|
], |
|
|
"names": null |
|
|
}, |
|
|
"index": { |
|
|
"dtype": "int64", |
|
|
"shape": [ |
|
|
1 |
|
|
], |
|
|
"names": null |
|
|
}, |
|
|
"task_index": { |
|
|
"dtype": "int64", |
|
|
"shape": [ |
|
|
1 |
|
|
], |
|
|
"names": null |
|
|
} |
|
|
} |
|
|
} |
|
|
``` |
|
|
|
|
|
## Usage |
|
|
|
|
|
```python |
|
|
from lerobot.datasets.lerobot_dataset import LeRobotDataset |
|
|
|
|
|
# Load the dataset |
|
|
dataset = LeRobotDataset("CSI-Agent/test2") |
|
|
|
|
|
# Access a sample |
|
|
sample = dataset[0] |
|
|
print(sample.keys()) |
|
|
``` |
|
|
|
|
|
## Citation |
|
|
|
|
|
```bibtex |
|
|
@misc{test2, |
|
|
title = {test2}, |
|
|
year = {2025}, |
|
|
publisher = {Hugging Face}, |
|
|
howpublished = {\url{https://huggingface.co/datasets/CSI-Agent/test2}} |
|
|
} |
|
|
``` |
|
|
|