Datasets:
license: mit | |
task_categories: | |
- robotics | |
tags: | |
- LeRobot | |
configs: | |
- config_name: default | |
data_files: data/*/*.parquet | |
This dataset was created using [LeRobot](https://github.com/huggingface/lerobot). | |
## Dataset Description | |
- **Homepage:** https://owmcorl.github.io/# | |
- **Paper:** https://arxiv.org/abs/2310.16029 | |
- **License:** mit | |
## Dataset Structure | |
[meta/info.json](meta/info.json): | |
```json | |
{ | |
"codebase_version": "v2.0", | |
"robot_type": "unknown", | |
"total_episodes": 1355, | |
"total_frames": 67750, | |
"total_tasks": 3, | |
"total_videos": 1355, | |
"total_chunks": 2, | |
"chunks_size": 1000, | |
"fps": 5, | |
"splits": { | |
"train": "0:1355" | |
}, | |
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet", | |
"video_path": "videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4", | |
"features": { | |
"observation.images.image": { | |
"dtype": "video", | |
"shape": [ | |
224, | |
224, | |
3 | |
], | |
"names": [ | |
"height", | |
"width", | |
"channel" | |
], | |
"video_info": { | |
"video.fps": 5.0, | |
"video.codec": "av1", | |
"video.pix_fmt": "yuv420p", | |
"video.is_depth_map": false, | |
"has_audio": false | |
} | |
}, | |
"language_instruction": { | |
"dtype": "string", | |
"shape": [ | |
1 | |
], | |
"names": null | |
}, | |
"observation.state": { | |
"dtype": "float32", | |
"shape": [ | |
7 | |
], | |
"names": { | |
"motors": [ | |
"motor_0", | |
"motor_1", | |
"motor_2", | |
"motor_3", | |
"motor_4", | |
"motor_5", | |
"motor_6" | |
] | |
} | |
}, | |
"action": { | |
"dtype": "float32", | |
"shape": [ | |
4 | |
], | |
"names": { | |
"motors": [ | |
"motor_0", | |
"motor_1", | |
"motor_2", | |
"motor_3" | |
] | |
} | |
}, | |
"timestamp": { | |
"dtype": "float32", | |
"shape": [ | |
1 | |
], | |
"names": null | |
}, | |
"episode_index": { | |
"dtype": "int64", | |
"shape": [ | |
1 | |
], | |
"names": null | |
}, | |
"frame_index": { | |
"dtype": "int64", | |
"shape": [ | |
1 | |
], | |
"names": null | |
}, | |
"next.reward": { | |
"dtype": "float32", | |
"shape": [ | |
1 | |
], | |
"names": null | |
}, | |
"next.done": { | |
"dtype": "bool", | |
"shape": [ | |
1 | |
], | |
"names": null | |
}, | |
"index": { | |
"dtype": "int64", | |
"shape": [ | |
1 | |
], | |
"names": null | |
}, | |
"task_index": { | |
"dtype": "int64", | |
"shape": [ | |
1 | |
], | |
"names": null | |
} | |
} | |
} | |
``` | |
## Citation | |
**BibTeX:** | |
```bibtex | |
@preprint{Feng2023Finetuning, | |
title={Finetuning Offline World Models in the Real World}, | |
author={Yunhai Feng, Nicklas Hansen, Ziyan Xiong, Chandramouli Rajagopalan, Xiaolong Wang}, | |
year={2023} | |
} | |
``` |