Datasets:

Formats:
parquet
Size:
< 1K
ArXiv:
Libraries:
Datasets
Dask
License:
aliberts HF staff commited on
Commit
199b70b
1 Parent(s): 36d1a88

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +143 -49
README.md CHANGED
@@ -1,16 +1,30 @@
1
  ---
 
2
  task_categories:
3
  - robotics
4
  tags:
5
  - LeRobot
 
 
 
6
  ---
 
7
  This dataset was created using [LeRobot](https://github.com/huggingface/lerobot).
8
 
9
- [meta/info.json](meta/info.json)
 
 
 
 
 
 
 
 
 
 
10
  ```json
11
  {
12
  "codebase_version": "v2.0",
13
- "data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
14
  "robot_type": "unknown",
15
  "total_episodes": 14,
16
  "total_frames": 440,
@@ -22,55 +36,135 @@ This dataset was created using [LeRobot](https://github.com/huggingface/lerobot)
22
  "splits": {
23
  "train": "0:14"
24
  },
25
- "keys": [
26
- "observation.state",
27
- "action"
28
- ],
29
- "video_keys": [
30
- "observation.images.image"
31
- ],
32
- "image_keys": [],
33
- "shapes": {
34
- "observation.state": 7,
35
- "action": 7,
36
- "observation.images.image": {
37
- "width": 84,
38
- "height": 84,
39
- "channels": 3
40
- }
41
- },
42
- "names": {
43
- "observation.state": [
44
- "motor_0",
45
- "motor_1",
46
- "motor_2",
47
- "motor_3",
48
- "motor_4",
49
- "motor_5",
50
- "motor_6"
51
- ],
52
- "action": [
53
- "motor_0",
54
- "motor_1",
55
- "motor_2",
56
- "motor_3",
57
- "motor_4",
58
- "motor_5",
59
- "motor_6"
60
- ]
61
- },
62
- "videos": {
63
- "videos_path": "videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4",
64
  "observation.images.image": {
65
- "video.fps": 5.0,
66
- "video.width": 84,
67
- "video.height": 84,
68
- "video.channels": 3,
69
- "video.codec": "av1",
70
- "video.pix_fmt": "yuv420p",
71
- "video.is_depth_map": false,
72
- "has_audio": false
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
73
  }
74
  }
75
  }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
76
  ```
 
1
  ---
2
+ license: mit
3
  task_categories:
4
  - robotics
5
  tags:
6
  - LeRobot
7
+ configs:
8
+ - config_name: default
9
+ data_files: data/*/*.parquet
10
  ---
11
+
12
  This dataset was created using [LeRobot](https://github.com/huggingface/lerobot).
13
 
14
+ ## Dataset Description
15
+
16
+
17
+
18
+ - **Homepage:** https://rot-robot.github.io/
19
+ - **Paper:** https://arxiv.org/abs/2206.15469
20
+ - **License:** mit
21
+
22
+ ## Dataset Structure
23
+
24
+ [meta/info.json](meta/info.json):
25
  ```json
26
  {
27
  "codebase_version": "v2.0",
 
28
  "robot_type": "unknown",
29
  "total_episodes": 14,
30
  "total_frames": 440,
 
36
  "splits": {
37
  "train": "0:14"
38
  },
39
+ "data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
40
+ "video_path": "videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4",
41
+ "features": {
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
42
  "observation.images.image": {
43
+ "dtype": "video",
44
+ "shape": [
45
+ 84,
46
+ 84,
47
+ 3
48
+ ],
49
+ "names": [
50
+ "height",
51
+ "width",
52
+ "channel"
53
+ ],
54
+ "video_info": {
55
+ "video.fps": 5.0,
56
+ "video.codec": "av1",
57
+ "video.pix_fmt": "yuv420p",
58
+ "video.is_depth_map": false,
59
+ "has_audio": false
60
+ }
61
+ },
62
+ "language_instruction": {
63
+ "dtype": "string",
64
+ "shape": [
65
+ 1
66
+ ],
67
+ "names": null
68
+ },
69
+ "observation.state": {
70
+ "dtype": "float32",
71
+ "shape": [
72
+ 7
73
+ ],
74
+ "names": {
75
+ "motors": [
76
+ "motor_0",
77
+ "motor_1",
78
+ "motor_2",
79
+ "motor_3",
80
+ "motor_4",
81
+ "motor_5",
82
+ "motor_6"
83
+ ]
84
+ }
85
+ },
86
+ "action": {
87
+ "dtype": "float32",
88
+ "shape": [
89
+ 7
90
+ ],
91
+ "names": {
92
+ "motors": [
93
+ "motor_0",
94
+ "motor_1",
95
+ "motor_2",
96
+ "motor_3",
97
+ "motor_4",
98
+ "motor_5",
99
+ "motor_6"
100
+ ]
101
+ }
102
+ },
103
+ "timestamp": {
104
+ "dtype": "float32",
105
+ "shape": [
106
+ 1
107
+ ],
108
+ "names": null
109
+ },
110
+ "episode_index": {
111
+ "dtype": "int64",
112
+ "shape": [
113
+ 1
114
+ ],
115
+ "names": null
116
+ },
117
+ "frame_index": {
118
+ "dtype": "int64",
119
+ "shape": [
120
+ 1
121
+ ],
122
+ "names": null
123
+ },
124
+ "next.reward": {
125
+ "dtype": "float32",
126
+ "shape": [
127
+ 1
128
+ ],
129
+ "names": null
130
+ },
131
+ "next.done": {
132
+ "dtype": "bool",
133
+ "shape": [
134
+ 1
135
+ ],
136
+ "names": null
137
+ },
138
+ "index": {
139
+ "dtype": "int64",
140
+ "shape": [
141
+ 1
142
+ ],
143
+ "names": null
144
+ },
145
+ "task_index": {
146
+ "dtype": "int64",
147
+ "shape": [
148
+ 1
149
+ ],
150
+ "names": null
151
  }
152
  }
153
  }
154
+ ```
155
+
156
+
157
+ ## Citation
158
+
159
+ **BibTeX:**
160
+
161
+ ```bibtex
162
+ @inproceedings{haldar2023watch,
163
+ title={Watch and match: Supercharging imitation with regularized optimal transport},
164
+ author={Haldar, Siddhant and Mathur, Vaibhav and Yarats, Denis and Pinto, Lerrel},
165
+ booktitle={Conference on Robot Learning},
166
+ pages={32--43},
167
+ year={2023},
168
+ organization={PMLR}
169
+ }
170
  ```