io-ai-data commited on
Commit
25937bc
·
verified ·
1 Parent(s): 067764f

Create README.md

Browse files
Files changed (1) hide show
  1. README.md +244 -0
README.md ADDED
@@ -0,0 +1,244 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: apache-2.0
3
+ task_categories:
4
+ - robotics
5
+ tags:
6
+ - LeRobot
7
+ - manipulation
8
+ - dual-arm
9
+ - pick-and-place
10
+ configs:
11
+ - config_name: default
12
+ data_files: data/*/*.parquet
13
+ language:
14
+ - en
15
+ ---
16
+
17
+ # ARX Pick Block Dataset
18
+
19
+ This dataset was created using [LeRobot](https://github.com/huggingface/lerobot) and contains dual-arm robotic manipulation demonstrations for pick-and-place tasks.
20
+
21
+ ## Dataset Description
22
+
23
+ - **Homepage:** [https://io-ai.tech](https://io-ai.tech)
24
+ - **License:** Apache-2.0
25
+
26
+ ### Task Overview
27
+
28
+ <video src="https://huggingface.co/datasets/io-intelligence/arx_pick_block/resolve/main/arx_pick_block.mp4" width="640" autoplay muted controls loop></video>
29
+
30
+ This dataset contains demonstrations of a dual-arm robotic manipulation task where the robot picks up a block from a desk and places it into a plate.
31
+
32
+ ### Task Details
33
+
34
+ - **Task Objective:** Pick up the block from the desk and place into plate
35
+ - **Operational Objects:** Block
36
+ - **Operation Duration:** Each operation takes approximately 8 to 15 seconds
37
+ - **Recording Frequency:** 15 Hz
38
+ - **Robot Type:** 7-DOF dual-arm ARX R5A
39
+ - **End Effector:** Gripper
40
+ - **Dual-Arm Operation:** Yes
41
+ - **Image Resolution:** 640x480
42
+ - **Camera Positions:** High; Low
43
+ - **Data Content:**
44
+ • Robot's current state (8 joint positions)
45
+ • Robot's next action (8 joint commands)
46
+ • Current camera view images (dual camera setup)
47
+ • Task success score
48
+
49
+ ## Dataset Structure
50
+
51
+ [meta/info.json](meta/info.json):
52
+ ```json
53
+ {
54
+ "codebase_version": "v3.0",
55
+ "robot_type": "Arx_R5A",
56
+ "total_episodes": 162,
57
+ "total_frames": 35733,
58
+ "total_tasks": 1,
59
+ "chunks_size": 1000,
60
+ "data_files_size_in_mb": 100,
61
+ "video_files_size_in_mb": 500,
62
+ "fps": 15,
63
+ "splits": {
64
+ "train": "0:162"
65
+ },
66
+ "data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
67
+ "video_path": "videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4",
68
+ "features": {
69
+ "observation.images.camera_high": {
70
+ "dtype": "video",
71
+ "shape": [
72
+ 480,
73
+ 640,
74
+ 3
75
+ ],
76
+ "names": [
77
+ "height",
78
+ "width",
79
+ "channels"
80
+ ],
81
+ "info": {
82
+ "video.height": 480,
83
+ "video.width": 640,
84
+ "video.codec": "av1",
85
+ "video.pix_fmt": "yuv420p",
86
+ "video.is_depth_map": false,
87
+ "video.fps": 15,
88
+ "video.channels": 3,
89
+ "has_audio": false
90
+ }
91
+ },
92
+ "observation.images.camera_low": {
93
+ "dtype": "video",
94
+ "shape": [
95
+ 480,
96
+ 640,
97
+ 3
98
+ ],
99
+ "names": [
100
+ "height",
101
+ "width",
102
+ "channels"
103
+ ],
104
+ "info": {
105
+ "video.height": 480,
106
+ "video.width": 640,
107
+ "video.codec": "av1",
108
+ "video.pix_fmt": "yuv420p",
109
+ "video.is_depth_map": false,
110
+ "video.fps": 15,
111
+ "video.channels": 3,
112
+ "has_audio": false
113
+ }
114
+ },
115
+ "observation.state": {
116
+ "dtype": "float64",
117
+ "shape": [
118
+ 8
119
+ ],
120
+ "names": [
121
+ "joint1",
122
+ "joint2",
123
+ "joint3",
124
+ "joint4",
125
+ "joint5",
126
+ "joint6",
127
+ "joint7",
128
+ "joint8"
129
+ ]
130
+ },
131
+ "action": {
132
+ "dtype": "float64",
133
+ "shape": [
134
+ 8
135
+ ],
136
+ "names": [
137
+ "joint1",
138
+ "joint2",
139
+ "joint3",
140
+ "joint4",
141
+ "joint5",
142
+ "joint6",
143
+ "joint7",
144
+ "joint8"
145
+ ]
146
+ },
147
+ "observation.score": {
148
+ "dtype": "float32",
149
+ "shape": [
150
+ 1
151
+ ],
152
+ "names": [
153
+ "score"
154
+ ]
155
+ },
156
+ "timestamp": {
157
+ "dtype": "float32",
158
+ "shape": [
159
+ 1
160
+ ],
161
+ "names": []
162
+ },
163
+ "frame_index": {
164
+ "dtype": "int64",
165
+ "shape": [
166
+ 1
167
+ ],
168
+ "names": []
169
+ },
170
+ "episode_index": {
171
+ "dtype": "int64",
172
+ "shape": [
173
+ 1
174
+ ],
175
+ "names": []
176
+ },
177
+ "index": {
178
+ "dtype": "int64",
179
+ "shape": [
180
+ 1
181
+ ],
182
+ "names": []
183
+ },
184
+ "task_index": {
185
+ "dtype": "int64",
186
+ "shape": [
187
+ 1
188
+ ],
189
+ "names": []
190
+ }
191
+ }
192
+ }
193
+ ```
194
+
195
+ ## Data Fields
196
+
197
+ | Field | Type | Shape | Description |
198
+ |-------|------|-------|-------------|
199
+ | `observation.images.camera_high` | video | (480, 640, 3) | High camera view |
200
+ | `observation.images.camera_low` | video | (480, 640, 3) | Low camera view |
201
+ | `observation.state` | float64 | (8,) | Joint positions (joint1-joint8) |
202
+ | `action` | float64 | (8,) | Joint commands (joint1-joint8) |
203
+ | `observation.score` | float32 | (1,) | Task success score |
204
+ | `timestamp` | float32 | (1,) | Timestamp |
205
+ | `frame_index` | int64 | (1,) | Frame index within episode |
206
+ | `episode_index` | int64 | (1,) | Episode index |
207
+ | `task_index` | int64 | (1,) | Task index |
208
+
209
+ ## Dataset Statistics
210
+
211
+ - **Total Episodes:** 162
212
+ - **Total Frames:** 35,733
213
+ - **Total Tasks:** 1
214
+ - **Frame Rate:** 15 FPS
215
+ - **Data Size:** ~100 MB (parquet files)
216
+ - **Video Size:** ~500 MB (MP4 files)
217
+ - **Chunk Size:** 1000 frames per chunk
218
+
219
+ ## Citation
220
+
221
+ If you use this dataset in your research, please cite:
222
+
223
+ ```bibtex
224
+ @dataset{arx_pick_block_2024,
225
+ title={ARX Pick Block Dataset},
226
+ author={IO Intelligence},
227
+ year={2024},
228
+ url={https://huggingface.co/datasets/io-intelligence/arx_pick_block},
229
+ license={Apache-2.0}
230
+ }
231
+ ```
232
+
233
+ ## License
234
+
235
+ This dataset is released under the Apache License 2.0. See the [LICENSE](LICENSE) file for more details.
236
+
237
+ ## Contributing
238
+
239
+ Contributions to improve this dataset are welcome! Please feel free to submit issues or pull requests.
240
+
241
+ ## Contact
242
+
243
+ For questions or support, please contact us at [https://io-ai.tech](https://io-ai.tech).
244
+