gpudad commited on
Commit
1c1121f
·
verified ·
1 Parent(s): 9bd80dd

Upload folder using huggingface_hub

Browse files
README.md ADDED
@@ -0,0 +1,97 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: apache-2.0
3
+ task_categories:
4
+ - robotics
5
+ tags:
6
+ - lerobot
7
+ - so101
8
+ - manipulation
9
+ - pick-and-place
10
+ - simulation
11
+ - mujoco
12
+ configs:
13
+ - config_name: default
14
+ data_files:
15
+ - split: train
16
+ path: "data/**/*.parquet"
17
+ ---
18
+
19
+ # SO-101 Pick Cube Dataset
20
+
21
+ <p align="center">
22
+ <img src="preview.png" alt="Dataset Preview" width="800"/>
23
+ </p>
24
+
25
+ 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.
26
+
27
+ ## Dataset Details
28
+
29
+ | Property | Value |
30
+ |----------|-------|
31
+ | Robot | SO-101 (6-DoF arm with gripper) |
32
+ | Task | Pick cube and place in bin |
33
+ | Episodes | 993 |
34
+ | FPS | 30 |
35
+ | Cameras | 3 (front, overhead, wrist) |
36
+ | Resolution | 640x480 |
37
+ | Format | LeRobot v2.0 |
38
+
39
+ ## Cameras
40
+
41
+ - **Front Camera**: Third-person view of the workspace
42
+ - **Overhead Camera**: Top-down bird's eye view
43
+ - **Wrist Camera**: First-person view from the gripper
44
+
45
+ ## Joint States
46
+
47
+ The dataset includes 6 joint positions and actions:
48
+ - `shoulder_pan` - Base rotation
49
+ - `shoulder_lift` - Shoulder elevation
50
+ - `elbow_flex` - Elbow bend
51
+ - `wrist_flex` - Wrist pitch
52
+ - `wrist_roll` - Wrist rotation
53
+ - `gripper` - Gripper open/close
54
+
55
+ ## Usage
56
+
57
+ ```python
58
+ from lerobot.common.datasets.lerobot_dataset import LeRobotDataset
59
+
60
+ dataset = LeRobotDataset("gpudad/so101_pick_cube")
61
+ print(f"Number of episodes: {dataset.num_episodes}")
62
+ print(f"Number of frames: {dataset.num_frames}")
63
+ ```
64
+
65
+ ### Training with LeRobot
66
+
67
+ ```bash
68
+ # Train ACT policy
69
+ python lerobot/scripts/train.py \
70
+ --dataset.repo_id=gpudad/so101_pick_cube \
71
+ --policy=act \
72
+ --output_dir=outputs/act_so101_pick_cube
73
+ ```
74
+
75
+ ## Environment
76
+
77
+ The simulation environment uses MuJoCo with:
78
+ - SO-101 robot arm mounted on a table
79
+ - A colored cube as the manipulation target
80
+ - A bin as the placement destination
81
+ - Randomized cube positions for diverse training data
82
+
83
+ ## License
84
+
85
+ This dataset is released under the Apache 2.0 License.
86
+
87
+ ## Citation
88
+
89
+ ```bibtex
90
+ @dataset{so101_pick_cube_2025,
91
+ title={SO-101 Pick Cube Dataset},
92
+ author={gpudad},
93
+ year={2025},
94
+ publisher={Hugging Face},
95
+ url={https://huggingface.co/datasets/gpudad/so101_pick_cube}
96
+ }
97
+ ```
data/chunk-000/file-000.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:12430243654878bd167910eeaca98e5e7e3b7e893cb59f24151b65eb76a0d2d4
3
+ size 9839615
meta/episodes/chunk-000/file-000.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e5a4d0132b5a5c86744ae8af6d522e0720a587b60e9c59a26cc01ec434139599
3
+ size 65413
meta/info.json ADDED
@@ -0,0 +1,138 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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
+ },
24
+ "frame_index": {
25
+ "dtype": "int64",
26
+ "shape": [
27
+ 1
28
+ ],
29
+ "names": null
30
+ },
31
+ "episode_index": {
32
+ "dtype": "int64",
33
+ "shape": [
34
+ 1
35
+ ],
36
+ "names": null
37
+ },
38
+ "index": {
39
+ "dtype": "int64",
40
+ "shape": [
41
+ 1
42
+ ],
43
+ "names": null
44
+ },
45
+ "task_index": {
46
+ "dtype": "int64",
47
+ "shape": [
48
+ 1
49
+ ],
50
+ "names": null
51
+ },
52
+ "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
+ "names": [
72
+ "elbow_flex",
73
+ "gripper",
74
+ "shoulder_lift",
75
+ "shoulder_pan",
76
+ "wrist_flex",
77
+ "wrist_roll"
78
+ ]
79
+ },
80
+ "observation.images.front": {
81
+ "dtype": "video",
82
+ "shape": [
83
+ 3,
84
+ 512,
85
+ 512
86
+ ],
87
+ "names": [
88
+ "channels",
89
+ "height",
90
+ "width"
91
+ ],
92
+ "info": {
93
+ "codec": "h264",
94
+ "pix_fmt": "yuv420p",
95
+ "width": 512,
96
+ "height": 512
97
+ }
98
+ },
99
+ "observation.images.wrist": {
100
+ "dtype": "video",
101
+ "shape": [
102
+ 3,
103
+ 512,
104
+ 512
105
+ ],
106
+ "names": [
107
+ "channels",
108
+ "height",
109
+ "width"
110
+ ],
111
+ "info": {
112
+ "codec": "h264",
113
+ "pix_fmt": "yuv420p",
114
+ "width": 512,
115
+ "height": 512
116
+ }
117
+ },
118
+ "observation.images.overhead": {
119
+ "dtype": "video",
120
+ "shape": [
121
+ 3,
122
+ 512,
123
+ 512
124
+ ],
125
+ "names": [
126
+ "channels",
127
+ "height",
128
+ "width"
129
+ ],
130
+ "info": {
131
+ "codec": "h264",
132
+ "pix_fmt": "yuv420p",
133
+ "width": 512,
134
+ "height": 512
135
+ }
136
+ }
137
+ }
138
+ }
meta/stats.json ADDED
@@ -0,0 +1,223 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "observation.state": {
3
+ "min": [
4
+ -0.800000011920929,
5
+ -0.20050935447216034,
6
+ -1.6954388618469238,
7
+ -0.7524212598800659,
8
+ -0.4654037654399872,
9
+ -0.4912211298942566
10
+ ],
11
+ "max": [
12
+ 1.647398591041565,
13
+ 1.1182419061660767,
14
+ 1.083059549331665,
15
+ 0.6344083547592163,
16
+ 1.6790395975112915,
17
+ 0.6503674983978271
18
+ ],
19
+ "mean": [
20
+ 0.48944056034088135,
21
+ 0.5223498344421387,
22
+ -0.24765020608901978,
23
+ 0.009329554624855518,
24
+ 1.039609670639038,
25
+ -0.00620101485401392
26
+ ],
27
+ "std": [
28
+ 0.38966062664985657,
29
+ 0.3346730172634125,
30
+ 0.3118334710597992,
31
+ 0.2616276144981384,
32
+ 0.44498685002326965,
33
+ 0.05411361902952194
34
+ ],
35
+ "count": [
36
+ 132352
37
+ ]
38
+ },
39
+ "action": {
40
+ "min": [
41
+ -0.6681642532348633,
42
+ -0.15000000596046448,
43
+ -1.6953293085098267,
44
+ -0.7530267834663391,
45
+ -0.4642314910888672,
46
+ -0.4915103614330292
47
+ ],
48
+ "max": [
49
+ 1.6356345415115356,
50
+ 1.0,
51
+ 1.1171953678131104,
52
+ 0.6343823671340942,
53
+ 1.6309969425201416,
54
+ 0.6495574712753296
55
+ ],
56
+ "mean": [
57
+ 0.49920541048049927,
58
+ 0.39971962571144104,
59
+ -0.23580129444599152,
60
+ 0.00879614893347025,
61
+ 1.0330063104629517,
62
+ -0.0061924634501338005
63
+ ],
64
+ "std": [
65
+ 0.3777482211589813,
66
+ 0.42877107858657837,
67
+ 0.3075312376022339,
68
+ 0.2604186236858368,
69
+ 0.4479455053806305,
70
+ 0.054062917828559875
71
+ ],
72
+ "count": [
73
+ 132352
74
+ ]
75
+ },
76
+ "observation.images.front": {
77
+ "min": [
78
+ [
79
+ 0.0
80
+ ],
81
+ [
82
+ 0.0
83
+ ],
84
+ [
85
+ 0.0
86
+ ]
87
+ ],
88
+ "max": [
89
+ [
90
+ 1.0
91
+ ],
92
+ [
93
+ 1.0
94
+ ],
95
+ [
96
+ 1.0
97
+ ]
98
+ ],
99
+ "mean": [
100
+ [
101
+ 0.5
102
+ ],
103
+ [
104
+ 0.5
105
+ ],
106
+ [
107
+ 0.5
108
+ ]
109
+ ],
110
+ "std": [
111
+ [
112
+ 0.25
113
+ ],
114
+ [
115
+ 0.25
116
+ ],
117
+ [
118
+ 0.25
119
+ ]
120
+ ],
121
+ "count": [
122
+ 132352
123
+ ]
124
+ },
125
+ "observation.images.wrist": {
126
+ "min": [
127
+ [
128
+ 0.0
129
+ ],
130
+ [
131
+ 0.0
132
+ ],
133
+ [
134
+ 0.0
135
+ ]
136
+ ],
137
+ "max": [
138
+ [
139
+ 1.0
140
+ ],
141
+ [
142
+ 1.0
143
+ ],
144
+ [
145
+ 1.0
146
+ ]
147
+ ],
148
+ "mean": [
149
+ [
150
+ 0.5
151
+ ],
152
+ [
153
+ 0.5
154
+ ],
155
+ [
156
+ 0.5
157
+ ]
158
+ ],
159
+ "std": [
160
+ [
161
+ 0.25
162
+ ],
163
+ [
164
+ 0.25
165
+ ],
166
+ [
167
+ 0.25
168
+ ]
169
+ ],
170
+ "count": [
171
+ 132352
172
+ ]
173
+ },
174
+ "observation.images.overhead": {
175
+ "min": [
176
+ [
177
+ 0.0
178
+ ],
179
+ [
180
+ 0.0
181
+ ],
182
+ [
183
+ 0.0
184
+ ]
185
+ ],
186
+ "max": [
187
+ [
188
+ 1.0
189
+ ],
190
+ [
191
+ 1.0
192
+ ],
193
+ [
194
+ 1.0
195
+ ]
196
+ ],
197
+ "mean": [
198
+ [
199
+ 0.5
200
+ ],
201
+ [
202
+ 0.5
203
+ ],
204
+ [
205
+ 0.5
206
+ ]
207
+ ],
208
+ "std": [
209
+ [
210
+ 0.25
211
+ ],
212
+ [
213
+ 0.25
214
+ ],
215
+ [
216
+ 0.25
217
+ ]
218
+ ],
219
+ "count": [
220
+ 132352
221
+ ]
222
+ }
223
+ }
meta/tasks.json ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ {
2
+ "0": "pick up the object and place it in the target location"
3
+ }
meta/tasks.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:57b1932da14ec457a7778d49f87f46b3800b7af7f62b9f2878f1f36eca8d6ae2
3
+ size 2365
preview.png ADDED

Git LFS Details

  • SHA256: 5889d51bd770e4ebef1f0e91791b8e20902f2b9b000b1941ca9c5e000dd2b580
  • Pointer size: 130 Bytes
  • Size of remote file: 87 kB
videos/observation.images.front/chunk-000/file-000.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:fe430561f35bb8ea0b4cea079e58ece4847a64afa58d888b21c46c693babe1cb
3
+ size 154971814
videos/observation.images.overhead/chunk-000/file-000.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:3d4971412fe11ca15b8b146aaf2d0223e96ba20d970aebb25defb5aa372f59d0
3
+ size 105922246
videos/observation.images.wrist/chunk-000/file-000.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c834e7a98c6e341e6aabf08fae1570a9d5fb10030cc9bd07764df953942d360d
3
+ size 427768694