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README.md
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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:** [More Information Needed]
|
19 |
+
- **Paper:** [More Information Needed]
|
20 |
+
- **License:** apache-2.0
|
21 |
+
|
22 |
+
## Dataset Structure
|
23 |
+
|
24 |
+
[meta/info.json](meta/info.json):
|
25 |
+
```json
|
26 |
+
{
|
27 |
+
"codebase_version": "v2.1",
|
28 |
+
"robot_type": "KIA Niro EV 2023",
|
29 |
+
"total_episodes": 10000,
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30 |
+
"total_frames": 2391372,
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31 |
+
"total_tasks": 1,
|
32 |
+
"total_videos": 70000,
|
33 |
+
"total_chunks": 10,
|
34 |
+
"chunks_size": 1000,
|
35 |
+
"fps": 10,
|
36 |
+
"splits": {
|
37 |
+
"train": "0:10000"
|
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.front_left": {
|
43 |
+
"dtype": "video",
|
44 |
+
"shape": [
|
45 |
+
3,
|
46 |
+
1080,
|
47 |
+
1920
|
48 |
+
],
|
49 |
+
"names": [
|
50 |
+
"channel",
|
51 |
+
"height",
|
52 |
+
"width"
|
53 |
+
],
|
54 |
+
"info": {
|
55 |
+
"video.fps": 10.0,
|
56 |
+
"video.height": 1080,
|
57 |
+
"video.width": 1920,
|
58 |
+
"video.channels": 3,
|
59 |
+
"video.codec": "av1",
|
60 |
+
"video.pix_fmt": "yuv420p",
|
61 |
+
"video.is_depth_map": false,
|
62 |
+
"has_audio": false
|
63 |
+
}
|
64 |
+
},
|
65 |
+
"observation.images.left_forward": {
|
66 |
+
"dtype": "video",
|
67 |
+
"shape": [
|
68 |
+
3,
|
69 |
+
1080,
|
70 |
+
1920
|
71 |
+
],
|
72 |
+
"names": [
|
73 |
+
"channel",
|
74 |
+
"height",
|
75 |
+
"width"
|
76 |
+
],
|
77 |
+
"info": {
|
78 |
+
"video.fps": 10.0,
|
79 |
+
"video.height": 1080,
|
80 |
+
"video.width": 1920,
|
81 |
+
"video.channels": 3,
|
82 |
+
"video.codec": "av1",
|
83 |
+
"video.pix_fmt": "yuv420p",
|
84 |
+
"video.is_depth_map": false,
|
85 |
+
"has_audio": false
|
86 |
+
}
|
87 |
+
},
|
88 |
+
"observation.images.right_forward": {
|
89 |
+
"dtype": "video",
|
90 |
+
"shape": [
|
91 |
+
3,
|
92 |
+
1080,
|
93 |
+
1920
|
94 |
+
],
|
95 |
+
"names": [
|
96 |
+
"channel",
|
97 |
+
"height",
|
98 |
+
"width"
|
99 |
+
],
|
100 |
+
"info": {
|
101 |
+
"video.fps": 10.0,
|
102 |
+
"video.height": 1080,
|
103 |
+
"video.width": 1920,
|
104 |
+
"video.channels": 3,
|
105 |
+
"video.codec": "av1",
|
106 |
+
"video.pix_fmt": "yuv420p",
|
107 |
+
"video.is_depth_map": false,
|
108 |
+
"has_audio": false
|
109 |
+
}
|
110 |
+
},
|
111 |
+
"observation.images.left_backward": {
|
112 |
+
"dtype": "video",
|
113 |
+
"shape": [
|
114 |
+
3,
|
115 |
+
1080,
|
116 |
+
1920
|
117 |
+
],
|
118 |
+
"names": [
|
119 |
+
"channel",
|
120 |
+
"height",
|
121 |
+
"width"
|
122 |
+
],
|
123 |
+
"info": {
|
124 |
+
"video.fps": 10.0,
|
125 |
+
"video.height": 1080,
|
126 |
+
"video.width": 1920,
|
127 |
+
"video.channels": 3,
|
128 |
+
"video.codec": "av1",
|
129 |
+
"video.pix_fmt": "yuv420p",
|
130 |
+
"video.is_depth_map": false,
|
131 |
+
"has_audio": false
|
132 |
+
}
|
133 |
+
},
|
134 |
+
"observation.images.right_backward": {
|
135 |
+
"dtype": "video",
|
136 |
+
"shape": [
|
137 |
+
3,
|
138 |
+
1080,
|
139 |
+
1920
|
140 |
+
],
|
141 |
+
"names": [
|
142 |
+
"channel",
|
143 |
+
"height",
|
144 |
+
"width"
|
145 |
+
],
|
146 |
+
"info": {
|
147 |
+
"video.fps": 10.0,
|
148 |
+
"video.height": 1080,
|
149 |
+
"video.width": 1920,
|
150 |
+
"video.channels": 3,
|
151 |
+
"video.codec": "av1",
|
152 |
+
"video.pix_fmt": "yuv420p",
|
153 |
+
"video.is_depth_map": false,
|
154 |
+
"has_audio": false
|
155 |
+
}
|
156 |
+
},
|
157 |
+
"observation.images.rear": {
|
158 |
+
"dtype": "video",
|
159 |
+
"shape": [
|
160 |
+
3,
|
161 |
+
1080,
|
162 |
+
1920
|
163 |
+
],
|
164 |
+
"names": [
|
165 |
+
"channel",
|
166 |
+
"height",
|
167 |
+
"width"
|
168 |
+
],
|
169 |
+
"info": {
|
170 |
+
"video.fps": 10.0,
|
171 |
+
"video.height": 1080,
|
172 |
+
"video.width": 1920,
|
173 |
+
"video.channels": 3,
|
174 |
+
"video.codec": "av1",
|
175 |
+
"video.pix_fmt": "yuv420p",
|
176 |
+
"video.is_depth_map": false,
|
177 |
+
"has_audio": false
|
178 |
+
}
|
179 |
+
},
|
180 |
+
"observation.images.map": {
|
181 |
+
"dtype": "video",
|
182 |
+
"shape": [
|
183 |
+
3,
|
184 |
+
360,
|
185 |
+
640
|
186 |
+
],
|
187 |
+
"names": [
|
188 |
+
"channel",
|
189 |
+
"height",
|
190 |
+
"width"
|
191 |
+
],
|
192 |
+
"info": {
|
193 |
+
"video.fps": 10.0,
|
194 |
+
"video.height": 360,
|
195 |
+
"video.width": 640,
|
196 |
+
"video.channels": 3,
|
197 |
+
"video.codec": "av1",
|
198 |
+
"video.pix_fmt": "yuv420p",
|
199 |
+
"video.is_depth_map": false,
|
200 |
+
"has_audio": false
|
201 |
+
}
|
202 |
+
},
|
203 |
+
"observation.state.vehicle": {
|
204 |
+
"dtype": "float32",
|
205 |
+
"shape": [
|
206 |
+
8
|
207 |
+
],
|
208 |
+
"names": {
|
209 |
+
"axes": [
|
210 |
+
"speed",
|
211 |
+
"heading",
|
212 |
+
"heading_error",
|
213 |
+
"hp_loc_latitude",
|
214 |
+
"hp_loc_longitude",
|
215 |
+
"hp_loc_altitude",
|
216 |
+
"acceleration_x",
|
217 |
+
"acceleration_y"
|
218 |
+
]
|
219 |
+
}
|
220 |
+
},
|
221 |
+
"observation.state.waypoints": {
|
222 |
+
"dtype": "float32",
|
223 |
+
"shape": [
|
224 |
+
10,
|
225 |
+
2
|
226 |
+
],
|
227 |
+
"names": [
|
228 |
+
"way",
|
229 |
+
"points"
|
230 |
+
]
|
231 |
+
},
|
232 |
+
"observation.state.timestamp": {
|
233 |
+
"dtype": "int64",
|
234 |
+
"shape": [
|
235 |
+
1
|
236 |
+
],
|
237 |
+
"names": {
|
238 |
+
"axes": [
|
239 |
+
"unix_epoc_timestamp"
|
240 |
+
]
|
241 |
+
}
|
242 |
+
},
|
243 |
+
"task.policy": {
|
244 |
+
"dtype": "string",
|
245 |
+
"shape": [
|
246 |
+
1
|
247 |
+
],
|
248 |
+
"names": null
|
249 |
+
},
|
250 |
+
"task.instructions": {
|
251 |
+
"dtype": "string",
|
252 |
+
"shape": [
|
253 |
+
1
|
254 |
+
],
|
255 |
+
"names": null
|
256 |
+
},
|
257 |
+
"action.continuous": {
|
258 |
+
"dtype": "float32",
|
259 |
+
"shape": [
|
260 |
+
3
|
261 |
+
],
|
262 |
+
"names": {
|
263 |
+
"axes": [
|
264 |
+
"gas_pedal_normalized",
|
265 |
+
"brake_pedal_normalized",
|
266 |
+
"steering_angle_normalized"
|
267 |
+
]
|
268 |
+
}
|
269 |
+
},
|
270 |
+
"action.discrete": {
|
271 |
+
"dtype": "int32",
|
272 |
+
"shape": [
|
273 |
+
2
|
274 |
+
],
|
275 |
+
"names": {
|
276 |
+
"axes": [
|
277 |
+
"gear",
|
278 |
+
"turn_signal"
|
279 |
+
]
|
280 |
+
}
|
281 |
+
},
|
282 |
+
"timestamp": {
|
283 |
+
"dtype": "float32",
|
284 |
+
"shape": [
|
285 |
+
1
|
286 |
+
],
|
287 |
+
"names": null
|
288 |
+
},
|
289 |
+
"frame_index": {
|
290 |
+
"dtype": "int64",
|
291 |
+
"shape": [
|
292 |
+
1
|
293 |
+
],
|
294 |
+
"names": null
|
295 |
+
},
|
296 |
+
"episode_index": {
|
297 |
+
"dtype": "int64",
|
298 |
+
"shape": [
|
299 |
+
1
|
300 |
+
],
|
301 |
+
"names": null
|
302 |
+
},
|
303 |
+
"index": {
|
304 |
+
"dtype": "int64",
|
305 |
+
"shape": [
|
306 |
+
1
|
307 |
+
],
|
308 |
+
"names": null
|
309 |
+
},
|
310 |
+
"task_index": {
|
311 |
+
"dtype": "int64",
|
312 |
+
"shape": [
|
313 |
+
1
|
314 |
+
],
|
315 |
+
"names": null
|
316 |
+
}
|
317 |
+
}
|
318 |
+
}
|
319 |
+
```
|
320 |
+
|
321 |
+
|
322 |
+
## Citation
|
323 |
+
|
324 |
+
**BibTeX:**
|
325 |
+
|
326 |
+
```bibtex
|
327 |
+
[More Information Needed]
|
328 |
+
```
|