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  2. README.md +405 -0
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1
+ ---
2
+ license: apache-2.0
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:** [UnifoLM-VLA-0](https://unigen-x.github.io/unifolm-vla.github.io/)
19
+ - **License:** apache-2.0
20
+
21
+
22
+ - **Task Objective:** Stack the red, green, and yellow blocks.
23
+ - **Operation Duration:** Each operation takes approximately 20 to 40 seconds.
24
+ - **Recording Frequency:** 30 Hz.
25
+ - **Robot Type:** 7-DOF dual-arm G1 robot.
26
+ - **End Effector:** Gripper.
27
+ - **Dual-Arm Operation:** Yes.
28
+ - **Image Resolution:** 640x480.
29
+ - **Camera Positions:** Wrist-mounted (monocular camera) + head-mounted (binocular cameras).
30
+ - **Data Content:**
31
+ • Robot's current state.
32
+ • Robot's next action.
33
+ • Current camera view images.
34
+ - **Robot Initial Posture:** The first robot state in each dataset entry.
35
+ - **Object Placement:** Randomly placed within the robot arm's motion range and the field of view of the robot's head-mounted camera.
36
+ - **Camera View:** Follow the guidelines in **Part 5** of [AVP Teleoperation Documentation](https://github.com/unitreerobotics/avp_teleoperate).
37
+
38
+ - **Important Notes:**
39
+ 1. Due to the inability to precisely describe spatial positions, adjust the scene to closely match the first frame of the dataset after installing the hardware as specified in **Part 5** of [AVP Teleoperation Documentation](https://github.com/unitreerobotics/avp_teleoperate).
40
+ 2. Data collection is not completed in a single session, and variations between data entries exist. Ensure these variations are accounted for during model training.
41
+
42
+
43
+ ## Dataset Structure
44
+
45
+ [meta/info.json](meta/info.json):
46
+ ```json
47
+ {
48
+ "codebase_version": "v2.1",
49
+ "robot_type": "G1_ALL",
50
+ "total_episodes": 200,
51
+ "total_frames": 93131,
52
+ "total_tasks": 1,
53
+ "total_videos": 800,
54
+ "total_chunks": 1,
55
+ "chunks_size": 1000,
56
+ "fps": 30,
57
+ "splits": {
58
+ "train": "0:200"
59
+ },
60
+ "data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
61
+ "video_path": "videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4",
62
+ "features": {
63
+ "observation.left_arm": {
64
+ "dtype": "float32",
65
+ "shape": [
66
+ 7
67
+ ],
68
+ "names": [
69
+ "kLeftShoulderPitch",
70
+ "kLeftShoulderRoll",
71
+ "kLeftShoulderYaw",
72
+ "kLeftElbow",
73
+ "kLeftWristRoll",
74
+ "kLeftWristPitch",
75
+ "kLeftWristYaw"
76
+ ]
77
+ },
78
+ "observation.right_arm": {
79
+ "dtype": "float32",
80
+ "shape": [
81
+ 7
82
+ ],
83
+ "names": [
84
+ "kRightShoulderPitch",
85
+ "kRightShoulderRoll",
86
+ "kRightShoulderYaw",
87
+ "kRightElbow",
88
+ "kRightWristRoll",
89
+ "kRightWristPitch",
90
+ "kRightWristYaw"
91
+ ]
92
+ },
93
+ "observation.left_gripper": {
94
+ "dtype": "float32",
95
+ "shape": [
96
+ 1
97
+ ],
98
+ "names": [
99
+ "kLeftGripper"
100
+ ]
101
+ },
102
+ "observation.right_gripper": {
103
+ "dtype": "float32",
104
+ "shape": [
105
+ 1
106
+ ],
107
+ "names": [
108
+ "kRightGripper"
109
+ ]
110
+ },
111
+ "observation.left_ee": {
112
+ "dtype": "float32",
113
+ "shape": [
114
+ 6
115
+ ],
116
+ "names": [
117
+ "kLeftEEX",
118
+ "kLeftEEY",
119
+ "kLeftEEZ",
120
+ "kLeftEER",
121
+ "kLeftEEP",
122
+ "kLeftEEY"
123
+ ]
124
+ },
125
+ "observation.right_ee": {
126
+ "dtype": "float32",
127
+ "shape": [
128
+ 6
129
+ ],
130
+ "names": [
131
+ "kRightEEX",
132
+ "kRightEEY",
133
+ "kRightEEZ",
134
+ "kRightEER",
135
+ "kRightEEP",
136
+ "kRightEEY"
137
+ ]
138
+ },
139
+ "observation.body": {
140
+ "dtype": "float32",
141
+ "shape": [
142
+ 29
143
+ ],
144
+ "names": [
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+ "kLeftHipPitch",
146
+ "kLeftHipRoll",
147
+ "kLeftHipYaw",
148
+ "kLeftKnee",
149
+ "kLeftAnklePitch",
150
+ "kLeftAnkleRoll",
151
+ "kRightHipPitch",
152
+ "kRightHipRoll",
153
+ "kRightHipYaw",
154
+ "kRightKnee",
155
+ "kRightAnklePitch",
156
+ "kRightAnkleRoll",
157
+ "kWaistYaw",
158
+ "kWaistRoll",
159
+ "kWaistPitch",
160
+ "kLeftShoulderPitch",
161
+ "kLeftShoulderRoll",
162
+ "kLeftShoulderYaw",
163
+ "kLeftElbow",
164
+ "kLeftWristRoll",
165
+ "kLeftWristPitch",
166
+ "kLeftWristYaw",
167
+ "kRightShoulderPitch",
168
+ "kRightShoulderRoll",
169
+ "kRightShoulderYaw",
170
+ "kRightElbow",
171
+ "kRightWristRoll",
172
+ "kRightWristPitch",
173
+ "kRightWristYaw"
174
+ ]
175
+ },
176
+ "action.left_arm": {
177
+ "dtype": "float32",
178
+ "shape": [
179
+ 7
180
+ ],
181
+ "names": [
182
+ "kLeftShoulderPitch",
183
+ "kLeftShoulderRoll",
184
+ "kLeftShoulderYaw",
185
+ "kLeftElbow",
186
+ "kLeftWristRoll",
187
+ "kLeftWristPitch",
188
+ "kLeftWristYaw"
189
+ ]
190
+ },
191
+ "action.right_arm": {
192
+ "dtype": "float32",
193
+ "shape": [
194
+ 7
195
+ ],
196
+ "names": [
197
+ "kRightShoulderPitch",
198
+ "kRightShoulderRoll",
199
+ "kRightShoulderYaw",
200
+ "kRightElbow",
201
+ "kRightWristRoll",
202
+ "kRightWristPitch",
203
+ "kRightWristYaw"
204
+ ]
205
+ },
206
+ "action.left_gripper": {
207
+ "dtype": "float32",
208
+ "shape": [
209
+ 1
210
+ ],
211
+ "names": [
212
+ "kLeftGripper"
213
+ ]
214
+ },
215
+ "action.right_gripper": {
216
+ "dtype": "float32",
217
+ "shape": [
218
+ 1
219
+ ],
220
+ "names": [
221
+ "kRightGripper"
222
+ ]
223
+ },
224
+ "action.left_ee": {
225
+ "dtype": "float32",
226
+ "shape": [
227
+ 6
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+ ],
229
+ "names": [
230
+ "kLeftEEX",
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+ "kLeftEEY",
232
+ "kLeftEEZ",
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+ "kLeftEER",
234
+ "kLeftEEP",
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+ "kLeftEEY"
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+ ]
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+ },
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+ "action.right_ee": {
239
+ "dtype": "float32",
240
+ "shape": [
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+ 6
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+ ],
243
+ "names": [
244
+ "kRightEEX",
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+ "kRightEEY",
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+ "kRightEEZ",
247
+ "kRightEER",
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+ "kRightEEP",
249
+ "kRightEEY"
250
+ ]
251
+ },
252
+ "action.body": {
253
+ "dtype": "float32",
254
+ "shape": [
255
+ 7
256
+ ],
257
+ "names": [
258
+ "RobotVX",
259
+ "RobotVY",
260
+ "RobotAngZ",
261
+ "RobotYaw",
262
+ "RobotPitch",
263
+ "RobotRoll",
264
+ "RobotHeight"
265
+ ]
266
+ },
267
+ "observation.images.cam_left_high": {
268
+ "dtype": "video",
269
+ "shape": [
270
+ 480,
271
+ 640,
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+ 3
273
+ ],
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+ "names": [
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+ "height",
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+ "width",
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+ "channel"
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+ ],
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+ "info": {
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+ "video.height": 480,
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+ "video.width": 640,
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+ "video.codec": "av1",
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+ "video.pix_fmt": "yuv420p",
284
+ "video.is_depth_map": false,
285
+ "video.fps": 30,
286
+ "video.channels": 3,
287
+ "has_audio": false
288
+ }
289
+ },
290
+ "observation.images.cam_right_high": {
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+ "dtype": "video",
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+ "shape": [
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+ 480,
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+ 640,
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+ 3
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+ ],
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+ "names": [
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+ "height",
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+ "width",
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+ "channel"
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+ ],
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+ "info": {
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+ "video.height": 480,
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+ "video.width": 640,
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+ "video.codec": "av1",
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+ "video.pix_fmt": "yuv420p",
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+ "video.is_depth_map": false,
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+ "video.fps": 30,
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+ "video.channels": 3,
310
+ "has_audio": false
311
+ }
312
+ },
313
+ "observation.images.cam_left_wrist": {
314
+ "dtype": "video",
315
+ "shape": [
316
+ 480,
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+ 640,
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+ 3
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+ ],
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+ "names": [
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+ "height",
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+ "width",
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+ "channel"
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+ ],
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+ "info": {
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+ "video.height": 480,
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+ "video.width": 640,
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+ "video.codec": "av1",
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+ "video.pix_fmt": "yuv420p",
330
+ "video.is_depth_map": false,
331
+ "video.fps": 30,
332
+ "video.channels": 3,
333
+ "has_audio": false
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+ }
335
+ },
336
+ "observation.images.cam_right_wrist": {
337
+ "dtype": "video",
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+ "shape": [
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+ 480,
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+ 640,
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+ 3
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+ ],
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+ "names": [
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+ "height",
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+ "width",
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+ "channel"
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+ ],
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+ "info": {
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+ "video.height": 480,
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+ "video.width": 640,
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+ "video.codec": "av1",
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+ "video.pix_fmt": "yuv420p",
353
+ "video.is_depth_map": false,
354
+ "video.fps": 30,
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+ "video.channels": 3,
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+ "has_audio": false
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+ }
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+ },
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+ "timestamp": {
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+ "dtype": "float32",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ },
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+ "frame_index": {
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+ "dtype": "int64",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ },
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+ "episode_index": {
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+ "dtype": "int64",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ },
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+ "index": {
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+ "dtype": "int64",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ },
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+ "task_index": {
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+ "dtype": "int64",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ }
394
+ }
395
+ }
396
+ ```
397
+
398
+
399
+ ## Citation
400
+
401
+ **BibTeX:**
402
+
403
+ ```bibtex
404
+ [More Information Needed]
405
+ ```
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