Qvelard Qvelard commited on
Commit
00d7772
·
0 Parent(s):

Multi-task state-only dataset (takeoff+hover+circle) for single-policy training

Browse files

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>

Co-Authored-By: Quentin Velard <quentin.velard1@gmail.com>

.gitattributes ADDED
@@ -0,0 +1,60 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ *.7z filter=lfs diff=lfs merge=lfs -text
2
+ *.arrow filter=lfs diff=lfs merge=lfs -text
3
+ *.avro filter=lfs diff=lfs merge=lfs -text
4
+ *.bin filter=lfs diff=lfs merge=lfs -text
5
+ *.bz2 filter=lfs diff=lfs merge=lfs -text
6
+ *.ckpt filter=lfs diff=lfs merge=lfs -text
7
+ *.ftz filter=lfs diff=lfs merge=lfs -text
8
+ *.gz filter=lfs diff=lfs merge=lfs -text
9
+ *.h5 filter=lfs diff=lfs merge=lfs -text
10
+ *.joblib filter=lfs diff=lfs merge=lfs -text
11
+ *.lfs.* filter=lfs diff=lfs merge=lfs -text
12
+ *.lz4 filter=lfs diff=lfs merge=lfs -text
13
+ *.mds filter=lfs diff=lfs merge=lfs -text
14
+ *.mlmodel filter=lfs diff=lfs merge=lfs -text
15
+ *.model filter=lfs diff=lfs merge=lfs -text
16
+ *.msgpack filter=lfs diff=lfs merge=lfs -text
17
+ *.npy filter=lfs diff=lfs merge=lfs -text
18
+ *.npz filter=lfs diff=lfs merge=lfs -text
19
+ *.onnx filter=lfs diff=lfs merge=lfs -text
20
+ *.ot filter=lfs diff=lfs merge=lfs -text
21
+ *.parquet filter=lfs diff=lfs merge=lfs -text
22
+ *.pb filter=lfs diff=lfs merge=lfs -text
23
+ *.pickle filter=lfs diff=lfs merge=lfs -text
24
+ *.pkl filter=lfs diff=lfs merge=lfs -text
25
+ *.pt filter=lfs diff=lfs merge=lfs -text
26
+ *.pth filter=lfs diff=lfs merge=lfs -text
27
+ *.rar filter=lfs diff=lfs merge=lfs -text
28
+ *.safetensors filter=lfs diff=lfs merge=lfs -text
29
+ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
30
+ *.tar.* filter=lfs diff=lfs merge=lfs -text
31
+ *.tar filter=lfs diff=lfs merge=lfs -text
32
+ *.tflite filter=lfs diff=lfs merge=lfs -text
33
+ *.tgz filter=lfs diff=lfs merge=lfs -text
34
+ *.wasm filter=lfs diff=lfs merge=lfs -text
35
+ *.xz filter=lfs diff=lfs merge=lfs -text
36
+ *.zip filter=lfs diff=lfs merge=lfs -text
37
+ *.zst filter=lfs diff=lfs merge=lfs -text
38
+ *tfevents* filter=lfs diff=lfs merge=lfs -text
39
+ # Audio files - uncompressed
40
+ *.pcm filter=lfs diff=lfs merge=lfs -text
41
+ *.sam filter=lfs diff=lfs merge=lfs -text
42
+ *.raw filter=lfs diff=lfs merge=lfs -text
43
+ # Audio files - compressed
44
+ *.aac filter=lfs diff=lfs merge=lfs -text
45
+ *.flac filter=lfs diff=lfs merge=lfs -text
46
+ *.mp3 filter=lfs diff=lfs merge=lfs -text
47
+ *.ogg filter=lfs diff=lfs merge=lfs -text
48
+ *.wav filter=lfs diff=lfs merge=lfs -text
49
+ # Image files - uncompressed
50
+ *.bmp filter=lfs diff=lfs merge=lfs -text
51
+ *.gif filter=lfs diff=lfs merge=lfs -text
52
+ *.png filter=lfs diff=lfs merge=lfs -text
53
+ *.tiff filter=lfs diff=lfs merge=lfs -text
54
+ # Image files - compressed
55
+ *.jpg filter=lfs diff=lfs merge=lfs -text
56
+ *.jpeg filter=lfs diff=lfs merge=lfs -text
57
+ *.webp filter=lfs diff=lfs merge=lfs -text
58
+ # Video files - compressed
59
+ *.mp4 filter=lfs diff=lfs merge=lfs -text
60
+ *.webm filter=lfs diff=lfs merge=lfs -text
README.md ADDED
@@ -0,0 +1,33 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: apache-2.0
3
+ task_categories:
4
+ - robotics
5
+ tags: [LeRobot, ledrone, uav, drone, sim, pybullet, multi-task, goal-conditioned, state-based, imitation-learning]
6
+ size_categories:
7
+ - 100K<n<1M
8
+ configs:
9
+ - config_name: default
10
+ data_files: data/*/*.parquet
11
+ ---
12
+
13
+ # ledrone_pybullet_multitask_state
14
+
15
+ A **multi-task, goal-conditioned, state-based** imitation dataset combining the three
16
+ `ledrone` tasks — **takeoff + hover + circle** — into one corpus for training a single
17
+ policy. State-only (no FPV video); 13-dim `observation.state` + 3-dim relative goal
18
+ `observation.environment_state` + 4-dim `action`. Each frame is tagged with its `task`.
19
+
20
+ The three tasks are unified by the relative goal (`target − pos`): a single
21
+ goal-conditioned policy reacts to how the goal moves (static for hover, ramping for
22
+ takeoff, orbiting for circle). Built from the DART-regenerated single-task datasets
23
+ (execute-noised / label-clean, slew-limited startup).
24
+
25
+ | | |
26
+ |---|---|
27
+ | Episodes | 900 (300 × 3 tasks) |
28
+ | Frames | 240,000 |
29
+ | Tasks | `takeoff`, `hover`, `circle` |
30
+ | State | 13-dim (pos, vel, attitude quat, body rates) |
31
+ | Format | LeRobot `v3.0` |
32
+
33
+ Part of the [ledrone](https://github.com/ahive-org/ledrone) project. Apache-2.0.
data/chunk-000/file-000.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:3d3abba867beff61dbd1fa0ade93030b59c20828ed1f8a20268d2b8260bb12bf
3
+ size 30646746
meta/episodes/chunk-000/file-000.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a7322e78bc9136bd1a83935184535b8406d99562269fd74dbb5637a15efe479a
3
+ size 3267820
meta/info.json ADDED
@@ -0,0 +1,97 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "codebase_version": "v3.0",
3
+ "robot_type": "ledrone",
4
+ "total_episodes": 900,
5
+ "total_frames": 240000,
6
+ "total_tasks": 3,
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": "0:900"
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
+ "observation.state": {
18
+ "dtype": "float32",
19
+ "shape": [
20
+ 13
21
+ ],
22
+ "names": [
23
+ "pos_n",
24
+ "pos_e",
25
+ "pos_d",
26
+ "vel_n",
27
+ "vel_e",
28
+ "vel_d",
29
+ "q_w",
30
+ "q_x",
31
+ "q_y",
32
+ "q_z",
33
+ "rate_x",
34
+ "rate_y",
35
+ "rate_z"
36
+ ]
37
+ },
38
+ "observation.environment_state": {
39
+ "dtype": "float32",
40
+ "shape": [
41
+ 3
42
+ ],
43
+ "names": [
44
+ "err_n",
45
+ "err_e",
46
+ "err_d"
47
+ ]
48
+ },
49
+ "action": {
50
+ "dtype": "float32",
51
+ "shape": [
52
+ 4
53
+ ],
54
+ "names": [
55
+ "vx",
56
+ "vy",
57
+ "vz",
58
+ "yaw_rate"
59
+ ]
60
+ },
61
+ "timestamp": {
62
+ "dtype": "float32",
63
+ "shape": [
64
+ 1
65
+ ],
66
+ "names": null
67
+ },
68
+ "frame_index": {
69
+ "dtype": "int64",
70
+ "shape": [
71
+ 1
72
+ ],
73
+ "names": null
74
+ },
75
+ "episode_index": {
76
+ "dtype": "int64",
77
+ "shape": [
78
+ 1
79
+ ],
80
+ "names": null
81
+ },
82
+ "index": {
83
+ "dtype": "int64",
84
+ "shape": [
85
+ 1
86
+ ],
87
+ "names": null
88
+ },
89
+ "task_index": {
90
+ "dtype": "int64",
91
+ "shape": [
92
+ 1
93
+ ],
94
+ "names": null
95
+ }
96
+ }
97
+ }
meta/stats.json ADDED
@@ -0,0 +1,411 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "observation.environment_state": {
3
+ "min": [
4
+ -3.0364179611206055,
5
+ -4.915811061859131,
6
+ -2.870359182357788
7
+ ],
8
+ "max": [
9
+ 3.4284050464630127,
10
+ 2.003760576248169,
11
+ 0.40349626541137695
12
+ ],
13
+ "mean": [
14
+ 0.08044320373427281,
15
+ 0.004332228349861299,
16
+ -0.17417361969551462
17
+ ],
18
+ "std": [
19
+ 0.40497848821513344,
20
+ 0.2925102081665027,
21
+ 0.3922649616973391
22
+ ],
23
+ "count": [
24
+ 240000
25
+ ],
26
+ "q01": [
27
+ -0.31173340861717924,
28
+ -0.4515921878567315,
29
+ -1.079718941689159
30
+ ],
31
+ "q10": [
32
+ -0.19291252009125637,
33
+ -0.23006661075105275,
34
+ -0.6243439952443628
35
+ ],
36
+ "q50": [
37
+ 0.027104541989871195,
38
+ -0.00851777869535403,
39
+ -0.05028528902214024
40
+ ],
41
+ "q90": [
42
+ 0.41669467865696375,
43
+ 0.26983504695196914,
44
+ 0.00238180584704415
45
+ ],
46
+ "q99": [
47
+ 1.080323719025072,
48
+ 0.5086100711488781,
49
+ 0.020036868806330165
50
+ ]
51
+ },
52
+ "frame_index": {
53
+ "min": [
54
+ 0
55
+ ],
56
+ "max": [
57
+ 399
58
+ ],
59
+ "mean": [
60
+ 149.5000000000002
61
+ ],
62
+ "std": [
63
+ 104.08289965215235
64
+ ],
65
+ "count": [
66
+ 240000
67
+ ],
68
+ "q01": [
69
+ 2.033599999901282
70
+ ],
71
+ "q10": [
72
+ 29.023299999919665
73
+ ],
74
+ "q50": [
75
+ 149.0218
76
+ ],
77
+ "q90": [
78
+ 269.02030000008415
79
+ ],
80
+ "q99": [
81
+ 296.0100000000969
82
+ ]
83
+ },
84
+ "task_index": {
85
+ "min": [
86
+ 0
87
+ ],
88
+ "max": [
89
+ 2
90
+ ],
91
+ "mean": [
92
+ 1.25
93
+ ],
94
+ "std": [
95
+ 0.8291561975888503
96
+ ],
97
+ "count": [
98
+ 240000
99
+ ],
100
+ "q01": [
101
+ 1.25
102
+ ],
103
+ "q10": [
104
+ 1.2500000000000027
105
+ ],
106
+ "q50": [
107
+ 1.2500000000000178
108
+ ],
109
+ "q90": [
110
+ 1.2500000000000235
111
+ ],
112
+ "q99": [
113
+ 1.250000000000044
114
+ ]
115
+ },
116
+ "action": {
117
+ "min": [
118
+ -1.999989628791809,
119
+ -1.9999874830245972,
120
+ -1.0,
121
+ -45.0
122
+ ],
123
+ "max": [
124
+ 1.9999656677246094,
125
+ 1.9999996423721313,
126
+ 0.3806222081184387,
127
+ 45.0
128
+ ],
129
+ "mean": [
130
+ -0.06445515783168958,
131
+ -0.00796652883172404,
132
+ -0.21109259759050467,
133
+ 0.06250399510376146
134
+ ],
135
+ "std": [
136
+ 0.6395228086463828,
137
+ 0.6748114588580127,
138
+ 0.2953432796627152,
139
+ 15.520167010387532
140
+ ],
141
+ "count": [
142
+ 240000
143
+ ],
144
+ "q01": [
145
+ -0.9105253677458194,
146
+ -0.9335738947700395,
147
+ -0.8055975909903648,
148
+ -25.466303028663706
149
+ ],
150
+ "q10": [
151
+ -0.6874722917812569,
152
+ -0.7167632023633146,
153
+ -0.59888518236888,
154
+ -12.4919911994927
155
+ ],
156
+ "q50": [
157
+ -0.14339895327782462,
158
+ -0.009022100968286394,
159
+ -0.14728454173956454,
160
+ -2.670267028219823e-05
161
+ ],
162
+ "q90": [
163
+ 0.6869229900381627,
164
+ 0.7028891666419809,
165
+ 0.011342817642208604,
166
+ 13.198980478987826
167
+ ],
168
+ "q99": [
169
+ 0.953365988638252,
170
+ 1.0053504263795914,
171
+ 0.05495309208830198,
172
+ 24.747660758397988
173
+ ]
174
+ },
175
+ "observation.state": {
176
+ "min": [
177
+ -4.180339336395264,
178
+ -2.413831949234009,
179
+ -3.069094181060791,
180
+ -4.108550548553467,
181
+ -5.55203104019165,
182
+ -1.296567678451538,
183
+ -0.5632315874099731,
184
+ -0.999129056930542,
185
+ -0.9960408806800842,
186
+ -0.8940643072128296,
187
+ -81.57806396484375,
188
+ -53.378936767578125,
189
+ -45.701786041259766
190
+ ],
191
+ "max": [
192
+ 2.496178150177002,
193
+ 6.176242828369141,
194
+ 0.03991194814443588,
195
+ 3.520517587661743,
196
+ 4.78623104095459,
197
+ 7.5532426834106445,
198
+ 1.0,
199
+ 0.9983645677566528,
200
+ 0.9975497126579285,
201
+ 0.8985280394554138,
202
+ 50.85822296142578,
203
+ 51.377891540527344,
204
+ 45.23648452758789
205
+ ],
206
+ "mean": [
207
+ -0.07834145369085793,
208
+ 0.1740610430204833,
209
+ -1.7656627798577154,
210
+ -0.06238709041635351,
211
+ 0.0022968036207021186,
212
+ -0.17164058881918512,
213
+ 0.9125614766776561,
214
+ -0.000911648543518216,
215
+ -0.0006599254943967022,
216
+ 0.017766451628970868,
217
+ 0.0032358646647086668,
218
+ -0.003045340259189592,
219
+ 0.01759278847905081
220
+ ],
221
+ "std": [
222
+ 0.8658171266285155,
223
+ 0.9013883255521107,
224
+ 0.7025050737940087,
225
+ 0.6852056085366918,
226
+ 0.7147432850282327,
227
+ 0.33924386296316617,
228
+ 0.09670636177037396,
229
+ 0.11088822204038519,
230
+ 0.09574541885757006,
231
+ 0.36891615297935704,
232
+ 1.8114982048059618,
233
+ 1.7146543020151561,
234
+ 1.3730141639049365
235
+ ],
236
+ "count": [
237
+ 240000
238
+ ],
239
+ "q01": [
240
+ -1.1308772267353877,
241
+ -1.0839538067719938,
242
+ -2.1116987513668017,
243
+ -1.1671342601896157,
244
+ -1.201941879224033,
245
+ -0.81137051059554,
246
+ 0.8132037345149243,
247
+ -0.252111025098711,
248
+ -0.22500475944019857,
249
+ -0.21613366125155478,
250
+ -4.1890693818529385,
251
+ -3.948267845710122,
252
+ -2.629837561647096
253
+ ],
254
+ "q10": [
255
+ -0.974164554442719,
256
+ -0.9022686957523943,
257
+ -2.0925488430787875,
258
+ -0.7644335268572388,
259
+ -0.7745946250462699,
260
+ -0.5713941325909558,
261
+ 0.8720155571421814,
262
+ -0.125585313178599,
263
+ -0.10740113681906628,
264
+ -0.07874455937132649,
265
+ -2.1903379367788642,
266
+ -2.0424324596756,
267
+ -1.4310009786321058
268
+ ],
269
+ "q50": [
270
+ -0.09009642889774926,
271
+ 0.3168939783287548,
272
+ -1.958618403227793,
273
+ -0.13607090142245096,
274
+ 0.001904083235810199,
275
+ -0.13690905380580165,
276
+ 0.909790720136629,
277
+ -0.0022373975875476996,
278
+ -0.0012531589313099787,
279
+ 0.016096131693468328,
280
+ -0.010825341840585078,
281
+ -0.014039162298043572,
282
+ 0.0027978004349602657
283
+ ],
284
+ "q90": [
285
+ 0.9057110189532658,
286
+ 0.9720367611810152,
287
+ -1.065410927451319,
288
+ 0.7490019435063002,
289
+ 0.7859878794145256,
290
+ 0.11104974273592233,
291
+ 0.9635429173405995,
292
+ 0.12262048834313949,
293
+ 0.10504886980478961,
294
+ 0.11826855334660247,
295
+ 2.171887079212402,
296
+ 1.9936844223075445,
297
+ 1.485451442433727
298
+ ],
299
+ "q99": [
300
+ 1.095684722514616,
301
+ 1.1391787973696152,
302
+ -0.5361952491191783,
303
+ 1.206775669381021,
304
+ 1.2736832595616578,
305
+ 0.38283197261393087,
306
+ 0.9980314746885388,
307
+ 0.2510671208923063,
308
+ 0.21588985681533818,
309
+ 0.2339493815973401,
310
+ 4.007478700478874,
311
+ 3.8135233835379276,
312
+ 2.5585435194770487
313
+ ]
314
+ },
315
+ "timestamp": {
316
+ "min": [
317
+ 0.0
318
+ ],
319
+ "max": [
320
+ 13.3
321
+ ],
322
+ "mean": [
323
+ 4.983333333333319
324
+ ],
325
+ "std": [
326
+ 3.469429988405079
327
+ ],
328
+ "count": [
329
+ 240000
330
+ ],
331
+ "q01": [
332
+ 0.06778666656794699
333
+ ],
334
+ "q10": [
335
+ 0.9674433332526703
336
+ ],
337
+ "q50": [
338
+ 4.967393333333008
339
+ ],
340
+ "q90": [
341
+ 8.96734333341315
342
+ ],
343
+ "q99": [
344
+ 9.867000000097965
345
+ ]
346
+ },
347
+ "episode_index": {
348
+ "min": [
349
+ 0
350
+ ],
351
+ "max": [
352
+ 899
353
+ ],
354
+ "mean": [
355
+ 524.4999999999995
356
+ ],
357
+ "std": [
358
+ 263.3911856282718
359
+ ],
360
+ "count": [
361
+ 240000
362
+ ],
363
+ "q01": [
364
+ 524.4999999999995
365
+ ],
366
+ "q10": [
367
+ 524.4999999999995
368
+ ],
369
+ "q50": [
370
+ 524.4999999999995
371
+ ],
372
+ "q90": [
373
+ 524.5000000000002
374
+ ],
375
+ "q99": [
376
+ 524.5000000000002
377
+ ]
378
+ },
379
+ "index": {
380
+ "min": [
381
+ 0
382
+ ],
383
+ "max": [
384
+ 239999
385
+ ],
386
+ "mean": [
387
+ 119999.5
388
+ ],
389
+ "std": [
390
+ 69282.03230215369
391
+ ],
392
+ "count": [
393
+ 240000
394
+ ],
395
+ "q01": [
396
+ 119852.03359999905
397
+ ],
398
+ "q10": [
399
+ 119879.02330000016
400
+ ],
401
+ "q50": [
402
+ 119999.0217999992
403
+ ],
404
+ "q90": [
405
+ 120119.02030000095
406
+ ],
407
+ "q99": [
408
+ 120146.01000000001
409
+ ]
410
+ }
411
+ }
meta/tasks.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e7199fa2d09b7902602ca3350a2b7d72854b305f93912501c253a707a39ce07b
3
+ size 2049