awrenn53 commited on
Commit
e47c192
·
verified ·
1 Parent(s): 2f4d8ab

Add files using upload-large-folder tool

Browse files
README.md ADDED
@@ -0,0 +1,41 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ library_name: lerobot
3
+ base_model: nvidia/GR00T-N1.7-3B
4
+ datasets:
5
+ - sreetz-nv/so101-clean-up-vials-into-rack-50_20260628_131121
6
+ tags:
7
+ - lerobot
8
+ - robotics
9
+ - imitation-learning
10
+ - groot
11
+ - so101
12
+ - gr00t-n1.7
13
+ - albumentations
14
+ ---
15
+
16
+ # GR00T N1.7 SO-101 Cleanup Vials, Albumentations, H16, 15k
17
+
18
+ Fine-tuned GR00T N1.7 policy for the SO-101 cleanup-vials-into-rack task.
19
+
20
+ ## Checkpoint
21
+
22
+ - Source run: `groot-n17-so101-cleanup-vials-relact-bs128-lr1e4-preset-albu-20k-save5k-20260630-1845`
23
+ - Checkpoint step: `015000`
24
+ - Base model: `nvidia/GR00T-N1.7-3B`
25
+ - Dataset: `sreetz-nv/so101-clean-up-vials-into-rack-50_20260628_131121`
26
+ - Embodiment tag: `new_embodiment`
27
+ - Batch size: `128`
28
+ - Chunk size: `16`
29
+ - Action steps: `16`
30
+ - Optimizer: AdamW, learning rate `1e-4`, weight decay `1e-5`
31
+ - Scheduler: cosine decay with warmup, `500` warmup steps
32
+ - Relative actions: enabled, excluding `gripper`
33
+ - GR00T preprocessor `use_albumentations`: `true`
34
+
35
+ ## Usage
36
+
37
+ Load this policy with LeRobot using the uploaded Hub repo ID:
38
+
39
+ ```bash
40
+ uv run lerobot-eval --policy.path=awrenn53/groot-n17-so101-cleanup-vials-relact-bs128-lr1e4-albu-h16-015000
41
+ ```
config.json ADDED
@@ -0,0 +1,100 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "type": "groot",
3
+ "n_obs_steps": 1,
4
+ "input_features": {
5
+ "observation.state": {
6
+ "type": "STATE",
7
+ "shape": [
8
+ 6
9
+ ]
10
+ },
11
+ "observation.images.wrist": {
12
+ "type": "VISUAL",
13
+ "shape": [
14
+ 3,
15
+ 480,
16
+ 640
17
+ ]
18
+ },
19
+ "observation.images.front": {
20
+ "type": "VISUAL",
21
+ "shape": [
22
+ 3,
23
+ 480,
24
+ 640
25
+ ]
26
+ }
27
+ },
28
+ "output_features": {
29
+ "action": {
30
+ "type": "ACTION",
31
+ "shape": [
32
+ 6
33
+ ]
34
+ }
35
+ },
36
+ "device": "cuda",
37
+ "use_amp": false,
38
+ "use_peft": false,
39
+ "push_to_hub": false,
40
+ "repo_id": null,
41
+ "private": null,
42
+ "tags": null,
43
+ "license": null,
44
+ "pretrained_path": null,
45
+ "pretrained_revision": null,
46
+ "chunk_size": 16,
47
+ "n_action_steps": 16,
48
+ "max_state_dim": 132,
49
+ "max_action_dim": 132,
50
+ "normalization_mapping": {
51
+ "VISUAL": "IDENTITY",
52
+ "STATE": "IDENTITY",
53
+ "ACTION": "IDENTITY"
54
+ },
55
+ "base_model_path": "nvidia/GR00T-N1.7-3B",
56
+ "action_decode_transform": null,
57
+ "embodiment_tag": "new_embodiment",
58
+ "tune_llm": false,
59
+ "tune_visual": false,
60
+ "tune_projector": true,
61
+ "tune_diffusion_model": true,
62
+ "tune_vlln": true,
63
+ "tune_top_llm_layers": 0,
64
+ "num_inference_timesteps": null,
65
+ "rtc_ramp_rate": null,
66
+ "use_flash_attention": false,
67
+ "use_relative_actions": true,
68
+ "relative_exclude_joints": [
69
+ "gripper"
70
+ ],
71
+ "optimizer_lr": 0.0001,
72
+ "optimizer_betas": [
73
+ 0.9,
74
+ 0.999
75
+ ],
76
+ "optimizer_eps": 1e-08,
77
+ "optimizer_weight_decay": 1e-05,
78
+ "warmup_ratio": 0.05,
79
+ "use_bf16": true,
80
+ "image_size": [
81
+ 256,
82
+ 256
83
+ ],
84
+ "tokenizer_assets_repo": null,
85
+ "lora_rank": 0,
86
+ "lora_alpha": 16,
87
+ "lora_dropout": 0.1,
88
+ "lora_full_model": false,
89
+ "video_backend": "decord",
90
+ "balance_dataset_weights": true,
91
+ "balance_trajectory_weights": true,
92
+ "dataset_paths": null,
93
+ "output_dir": "./tmp/gr00t",
94
+ "save_steps": 5000,
95
+ "max_steps": 20000,
96
+ "batch_size": 128,
97
+ "dataloader_num_workers": 8,
98
+ "report_to": "wandb",
99
+ "resume": false
100
+ }
model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:744a5e759af79ee0c9d0ca58a6a4f61c153fbacb0fd37d2815a1c0326ab729b4
3
+ size 10579843072
policy_postprocessor.json ADDED
@@ -0,0 +1,988 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "name": "policy_postprocessor",
3
+ "steps": [
4
+ {
5
+ "registry_name": "groot_n1_7_action_decode_v1",
6
+ "config": {
7
+ "env_action_dim": 6,
8
+ "raw_stats": {
9
+ "state": {
10
+ "single_arm": {
11
+ "min": [
12
+ -63.25274658203125,
13
+ -102.4175796508789,
14
+ -66.02198028564453,
15
+ -100.04395294189453,
16
+ -115.82417297363281
17
+ ],
18
+ "max": [
19
+ 71.25274658203125,
20
+ 77.0988998413086,
21
+ 96.87911987304688,
22
+ 84.74725341796875,
23
+ -49.18681335449219
24
+ ],
25
+ "mean": [
26
+ -5.895233631134033,
27
+ -11.684861183166504,
28
+ 43.93213653564453,
29
+ -2.9278483390808105,
30
+ -84.40383911132812
31
+ ],
32
+ "std": [
33
+ 25.1289119720459,
34
+ 37.54911422729492,
35
+ 30.41010856628418,
36
+ 45.583106994628906,
37
+ 8.07081413269043
38
+ ],
39
+ "count": [
40
+ 52304
41
+ ],
42
+ "q01": [
43
+ -42.820438385009766,
44
+ -99.6275863647461,
45
+ -24.157855987548828,
46
+ -86.61698913574219,
47
+ -96.2379150390625
48
+ ],
49
+ "q10": [
50
+ -37.35314178466797,
51
+ -60.627349853515625,
52
+ 1.8217066526412964,
53
+ -73.250732421875,
54
+ -93.12344360351562
55
+ ],
56
+ "q50": [
57
+ -6.417273044586182,
58
+ -8.08084774017334,
59
+ 48.88793182373047,
60
+ 12.88592529296875,
61
+ -84.7616958618164
62
+ ],
63
+ "q90": [
64
+ 28.723997116088867,
65
+ 32.15158462524414,
66
+ 76.10317993164062,
67
+ 44.915592193603516,
68
+ -75.10478210449219
69
+ ],
70
+ "q99": [
71
+ 37.953834533691406,
72
+ 52.94851303100586,
73
+ 90.09220886230469,
74
+ 63.880027770996094,
75
+ -69.3387451171875
76
+ ]
77
+ },
78
+ "gripper": {
79
+ "min": [
80
+ 2.6850032806396484
81
+ ],
82
+ "max": [
83
+ 48.19908142089844
84
+ ],
85
+ "mean": [
86
+ 23.17803955078125
87
+ ],
88
+ "std": [
89
+ 10.33686351776123
90
+ ],
91
+ "count": [
92
+ 52304
93
+ ],
94
+ "q01": [
95
+ 11.036966323852539
96
+ ],
97
+ "q10": [
98
+ 12.134784698486328
99
+ ],
100
+ "q50": [
101
+ 23.93593978881836
102
+ ],
103
+ "q90": [
104
+ 36.779266357421875
105
+ ],
106
+ "q99": [
107
+ 39.439151763916016
108
+ ]
109
+ }
110
+ },
111
+ "action": {
112
+ "single_arm": {
113
+ "min": [
114
+ -63.47252655029297,
115
+ -105.0988998413086,
116
+ -69.53845977783203,
117
+ -100.52747344970703,
118
+ -116.17582702636719
119
+ ],
120
+ "max": [
121
+ 71.38461303710938,
122
+ 77.05494689941406,
123
+ 97.31867980957031,
124
+ 84.0,
125
+ -48.74725341796875
126
+ ],
127
+ "mean": [
128
+ -5.831366062164307,
129
+ -12.880621910095215,
130
+ 42.33171844482422,
131
+ -3.434662103652954,
132
+ -84.39186096191406
133
+ ],
134
+ "std": [
135
+ 25.08074188232422,
136
+ 37.23467254638672,
137
+ 30.623920440673828,
138
+ 45.615840911865234,
139
+ 8.080364227294922
140
+ ],
141
+ "count": [
142
+ 52304
143
+ ],
144
+ "q01": [
145
+ -42.8783073425293,
146
+ -100.6488265991211,
147
+ -26.00429916381836,
148
+ -87.42145538330078,
149
+ -96.47991180419922
150
+ ],
151
+ "q10": [
152
+ -37.14521789550781,
153
+ -61.32703399658203,
154
+ -0.09512121975421906,
155
+ -73.90604400634766,
156
+ -93.13179016113281
157
+ ],
158
+ "q50": [
159
+ -6.301194667816162,
160
+ -9.567073822021484,
161
+ 47.21167755126953,
162
+ 12.432136535644531,
163
+ -84.71963500976562
164
+ ],
165
+ "q90": [
166
+ 28.661067962646484,
167
+ 30.60915184020996,
168
+ 74.74908447265625,
169
+ 44.542240142822266,
170
+ -75.1277084350586
171
+ ],
172
+ "q99": [
173
+ 38.02041244506836,
174
+ 52.54386901855469,
175
+ 89.40943145751953,
176
+ 63.39891815185547,
177
+ -69.14493560791016
178
+ ]
179
+ },
180
+ "gripper": {
181
+ "min": [
182
+ 0.30983734130859375
183
+ ],
184
+ "max": [
185
+ 48.56700134277344
186
+ ],
187
+ "mean": [
188
+ 19.44764518737793
189
+ ],
190
+ "std": [
191
+ 14.310379028320312
192
+ ],
193
+ "count": [
194
+ 52304
195
+ ],
196
+ "q01": [
197
+ 2.2427945137023926
198
+ ],
199
+ "q10": [
200
+ 2.6635289192199707
201
+ ],
202
+ "q50": [
203
+ 23.823928833007812
204
+ ],
205
+ "q90": [
206
+ 36.900386810302734
207
+ ],
208
+ "q99": [
209
+ 39.6510009765625
210
+ ]
211
+ }
212
+ },
213
+ "relative_action": {
214
+ "single_arm": {
215
+ "min": [
216
+ [
217
+ -11.20879077911377,
218
+ -16.21977996826172,
219
+ -13.890109062194824,
220
+ -18.85714340209961,
221
+ -7.8241729736328125
222
+ ],
223
+ [
224
+ -14.021978378295898,
225
+ -19.824176788330078,
226
+ -16.5274715423584,
227
+ -22.54945182800293,
228
+ -10.02197265625
229
+ ],
230
+ [
231
+ -16.83516502380371,
232
+ -23.164836883544922,
233
+ -19.076923370361328,
234
+ -26.681320190429688,
235
+ -11.956039428710938
236
+ ],
237
+ [
238
+ -19.648351669311523,
239
+ -26.417583465576172,
240
+ -21.450550079345703,
241
+ -30.725276947021484,
242
+ -13.802192687988281
243
+ ],
244
+ [
245
+ -22.461538314819336,
246
+ -29.670330047607422,
247
+ -23.560440063476562,
248
+ -34.06593704223633,
249
+ -15.648345947265625
250
+ ],
251
+ [
252
+ -25.186813354492188,
253
+ -32.74725341796875,
254
+ -25.58241844177246,
255
+ -37.406593322753906,
256
+ -17.23076629638672
257
+ ],
258
+ [
259
+ -27.824174880981445,
260
+ -35.82417297363281,
261
+ -27.428571701049805,
262
+ -40.57142639160156,
263
+ -18.813186645507812
264
+ ],
265
+ [
266
+ -30.461538314819336,
267
+ -38.63736343383789,
268
+ -29.186813354492188,
269
+ -43.64834976196289,
270
+ -20.04395294189453
271
+ ],
272
+ [
273
+ -32.835166931152344,
274
+ -41.4505500793457,
275
+ -31.64834976196289,
276
+ -46.725276947021484,
277
+ -21.186813354492188
278
+ ],
279
+ [
280
+ -35.29670333862305,
281
+ -44.263736724853516,
282
+ -34.021976470947266,
283
+ -49.89011001586914,
284
+ -21.802200317382812
285
+ ],
286
+ [
287
+ -37.67033004760742,
288
+ -46.637359619140625,
289
+ -36.39560317993164,
290
+ -52.96703338623047,
291
+ -22.329673767089844
292
+ ],
293
+ [
294
+ -39.9560432434082,
295
+ -48.92307662963867,
296
+ -38.68131637573242,
297
+ -56.21977996826172,
298
+ -22.417587280273438
299
+ ],
300
+ [
301
+ -42.153846740722656,
302
+ -51.03296661376953,
303
+ -40.87911605834961,
304
+ -59.38461685180664,
305
+ -22.417587280273438
306
+ ],
307
+ [
308
+ -44.263736724853516,
309
+ -53.67033004760742,
310
+ -42.98900604248047,
311
+ -62.5494499206543,
312
+ -22.417587280273438
313
+ ],
314
+ [
315
+ -46.28571319580078,
316
+ -56.483516693115234,
317
+ -45.010986328125,
318
+ -65.18681335449219,
319
+ -22.417587280273438
320
+ ],
321
+ [
322
+ -48.30769348144531,
323
+ -59.47252655029297,
324
+ -46.857139587402344,
325
+ -68.0,
326
+ -23.03296661376953
327
+ ]
328
+ ],
329
+ "max": [
330
+ [
331
+ 13.230769157409668,
332
+ 17.626373291015625,
333
+ 14.329669952392578,
334
+ 19.648351669311523,
335
+ 7.8241729736328125
336
+ ],
337
+ [
338
+ 14.813187599182129,
339
+ 20.175827026367188,
340
+ 18.373626708984375,
341
+ 24.395605087280273,
342
+ 9.670333862304688
343
+ ],
344
+ [
345
+ 17.71428680419922,
346
+ 22.549453735351562,
347
+ 22.153846740722656,
348
+ 29.14285659790039,
349
+ 11.340660095214844
350
+ ],
351
+ [
352
+ 20.35165023803711,
353
+ 24.74725341796875,
354
+ 25.934066772460938,
355
+ 33.626373291015625,
356
+ 12.923080444335938
357
+ ],
358
+ [
359
+ 22.901100158691406,
360
+ 26.945053100585938,
361
+ 29.9780216217041,
362
+ 38.28571319580078,
363
+ 14.329669952392578
364
+ ],
365
+ [
366
+ 25.098901748657227,
367
+ 29.23076629638672,
368
+ 33.846153259277344,
369
+ 42.76923370361328,
370
+ 15.912090301513672
371
+ ],
372
+ [
373
+ 27.296703338623047,
374
+ 32.21977996826172,
375
+ 37.71428680419922,
376
+ 47.16483688354492,
377
+ 17.494503021240234
378
+ ],
379
+ [
380
+ 29.934066772460938,
381
+ 35.120880126953125,
382
+ 41.67033004760742,
383
+ 51.29670715332031,
384
+ 18.54944610595703
385
+ ],
386
+ [
387
+ 32.57143020629883,
388
+ 38.021976470947266,
389
+ 45.4505500793457,
390
+ 55.25274658203125,
391
+ 19.5164794921875
392
+ ],
393
+ [
394
+ 35.20879364013672,
395
+ 40.92307662963867,
396
+ 49.406593322753906,
397
+ 59.56044006347656,
398
+ 20.395606994628906
399
+ ],
400
+ [
401
+ 37.67033004760742,
402
+ 43.64834976196289,
403
+ 53.27472686767578,
404
+ 63.78022003173828,
405
+ 21.71428680419922
406
+ ],
407
+ [
408
+ 39.9560432434082,
409
+ 46.19779968261719,
410
+ 56.96703338623047,
411
+ 68.0,
412
+ 23.03296661376953
413
+ ],
414
+ [
415
+ 42.41758346557617,
416
+ 48.659339904785156,
417
+ 60.659339904785156,
418
+ 72.04395294189453,
419
+ 24.26373291015625
420
+ ],
421
+ [
422
+ 44.96703338623047,
423
+ 51.12087631225586,
424
+ 64.26374053955078,
425
+ 75.9120864868164,
426
+ 25.406593322753906
427
+ ],
428
+ [
429
+ 47.340660095214844,
430
+ 53.494503021240234,
431
+ 67.86813354492188,
432
+ 79.78022003173828,
433
+ 26.549449920654297
434
+ ],
435
+ [
436
+ 49.626373291015625,
437
+ 55.78022003173828,
438
+ 71.20878601074219,
439
+ 83.47252655029297,
440
+ 27.60439682006836
441
+ ]
442
+ ],
443
+ "mean": [
444
+ [
445
+ 0.04304400086402893,
446
+ -1.156813621520996,
447
+ -1.6100600957870483,
448
+ -0.5612748861312866,
449
+ 0.006965871900320053
450
+ ],
451
+ [
452
+ 0.03908562660217285,
453
+ -1.1347311735153198,
454
+ -1.6240253448486328,
455
+ -0.591576337814331,
456
+ 0.010731177404522896
457
+ ],
458
+ [
459
+ 0.03551182150840759,
460
+ -1.113791823387146,
461
+ -1.6379412412643433,
462
+ -0.6204655170440674,
463
+ 0.014496315270662308
464
+ ],
465
+ [
466
+ 0.032305918633937836,
467
+ -1.093986988067627,
468
+ -1.651748538017273,
469
+ -0.6479528546333313,
470
+ 0.018247876316308975
471
+ ],
472
+ [
473
+ 0.029442699626088142,
474
+ -1.075344443321228,
475
+ -1.665391206741333,
476
+ -0.6741183400154114,
477
+ 0.022002652287483215
478
+ ],
479
+ [
480
+ 0.026872878894209862,
481
+ -1.057805061340332,
482
+ -1.6788036823272705,
483
+ -0.6990931034088135,
484
+ 0.02575283870100975
485
+ ],
486
+ [
487
+ 0.02456745132803917,
488
+ -1.0413379669189453,
489
+ -1.6919307708740234,
490
+ -0.7229894399642944,
491
+ 0.029488839209079742
492
+ ],
493
+ [
494
+ 0.022485315799713135,
495
+ -1.0259056091308594,
496
+ -1.7047513723373413,
497
+ -0.7459028363227844,
498
+ 0.03319775313138962
499
+ ],
500
+ [
501
+ 0.02059069089591503,
502
+ -1.011527419090271,
503
+ -1.7172256708145142,
504
+ -0.7678969502449036,
505
+ 0.036917008459568024
506
+ ],
507
+ [
508
+ 0.01887710951268673,
509
+ -0.9981403946876526,
510
+ -1.729322910308838,
511
+ -0.7891133427619934,
512
+ 0.04067019745707512
513
+ ],
514
+ [
515
+ 0.01727227494120598,
516
+ -0.9856648445129395,
517
+ -1.7410577535629272,
518
+ -0.8096070885658264,
519
+ 0.0444507896900177
520
+ ],
521
+ [
522
+ 0.015718773007392883,
523
+ -0.9740810990333557,
524
+ -1.7524237632751465,
525
+ -0.8293875455856323,
526
+ 0.04824324697256088
527
+ ],
528
+ [
529
+ 0.014173895120620728,
530
+ -0.9633725881576538,
531
+ -1.7634224891662598,
532
+ -0.8485362529754639,
533
+ 0.05204889923334122
534
+ ],
535
+ [
536
+ 0.012593161314725876,
537
+ -0.953528881072998,
538
+ -1.7739689350128174,
539
+ -0.8671596050262451,
540
+ 0.055877238512039185
541
+ ],
542
+ [
543
+ 0.010961096733808517,
544
+ -0.9445750117301941,
545
+ -1.7839902639389038,
546
+ -0.8852725028991699,
547
+ 0.05970354378223419
548
+ ],
549
+ [
550
+ 0.009240621700882912,
551
+ -0.9364813566207886,
552
+ -1.793438196182251,
553
+ -0.9028772711753845,
554
+ 0.06352654099464417
555
+ ]
556
+ ],
557
+ "std": [
558
+ [
559
+ 2.3091087341308594,
560
+ 4.698386192321777,
561
+ 3.232903242111206,
562
+ 4.7376275062561035,
563
+ 0.9193820953369141
564
+ ],
565
+ [
566
+ 2.9327876567840576,
567
+ 5.909334659576416,
568
+ 3.9934921264648438,
569
+ 6.031469821929932,
570
+ 1.127113699913025
571
+ ],
572
+ [
573
+ 3.5546770095825195,
574
+ 7.1176276206970215,
575
+ 4.754608154296875,
576
+ 7.313661575317383,
577
+ 1.3273978233337402
578
+ ],
579
+ [
580
+ 4.173503875732422,
581
+ 8.320259094238281,
582
+ 5.511582851409912,
583
+ 8.58141803741455,
584
+ 1.5196889638900757
585
+ ],
586
+ [
587
+ 4.788321495056152,
588
+ 9.51535701751709,
589
+ 6.261913299560547,
590
+ 9.834207534790039,
591
+ 1.704657793045044
592
+ ],
593
+ [
594
+ 5.398521423339844,
595
+ 10.701560974121094,
596
+ 7.003796100616455,
597
+ 11.071449279785156,
598
+ 1.88296377658844
599
+ ],
600
+ [
601
+ 6.003752708435059,
602
+ 11.878534317016602,
603
+ 7.736820220947266,
604
+ 12.29379940032959,
605
+ 2.055637836456299
606
+ ],
607
+ [
608
+ 6.603494644165039,
609
+ 13.045662879943848,
610
+ 8.460404396057129,
611
+ 13.5008544921875,
612
+ 2.22285795211792
613
+ ],
614
+ [
615
+ 7.197650909423828,
616
+ 14.20199966430664,
617
+ 9.174241065979004,
618
+ 14.692975997924805,
619
+ 2.385396957397461
620
+ ],
621
+ [
622
+ 7.785793781280518,
623
+ 15.347318649291992,
624
+ 9.877974510192871,
625
+ 15.870518684387207,
626
+ 2.5435783863067627
627
+ ],
628
+ [
629
+ 8.367795944213867,
630
+ 16.481124877929688,
631
+ 10.57161808013916,
632
+ 17.033777236938477,
633
+ 2.6973063945770264
634
+ ],
635
+ [
636
+ 8.943330764770508,
637
+ 17.603185653686523,
638
+ 11.25537109375,
639
+ 18.18315887451172,
640
+ 2.8469064235687256
641
+ ],
642
+ [
643
+ 9.512187004089355,
644
+ 18.713008880615234,
645
+ 11.928852081298828,
646
+ 19.31808853149414,
647
+ 2.9922587871551514
648
+ ],
649
+ [
650
+ 10.073987007141113,
651
+ 19.810001373291016,
652
+ 12.592358589172363,
653
+ 20.439224243164062,
654
+ 3.1336734294891357
655
+ ],
656
+ [
657
+ 10.62889289855957,
658
+ 20.894094467163086,
659
+ 13.245635986328125,
660
+ 21.5467472076416,
661
+ 3.2712595462799072
662
+ ],
663
+ [
664
+ 11.176606178283691,
665
+ 21.964595794677734,
666
+ 13.888907432556152,
667
+ 22.6408748626709,
668
+ 3.4050114154815674
669
+ ]
670
+ ],
671
+ "q01": [
672
+ [
673
+ -5.670330047607422,
674
+ -11.384614944458008,
675
+ -8.791206359863281,
676
+ -11.472528457641602,
677
+ -2.901092529296875
678
+ ],
679
+ [
680
+ -7.3406596183776855,
681
+ -13.846153259277344,
682
+ -10.549449920654297,
683
+ -14.461538314819336,
684
+ -3.6043949127197266
685
+ ],
686
+ [
687
+ -9.01098918914795,
688
+ -16.30769157409668,
689
+ -12.307693481445312,
690
+ -17.362638473510742,
691
+ -4.3076934814453125
692
+ ],
693
+ [
694
+ -10.681318283081055,
695
+ -18.76923179626465,
696
+ -14.15384292602539,
697
+ -20.175825119018555,
698
+ -4.9230804443359375
699
+ ],
700
+ [
701
+ -12.263736724853516,
702
+ -21.230770111083984,
703
+ -15.824176788330078,
704
+ -23.030330657958984,
705
+ -5.538459777832031
706
+ ],
707
+ [
708
+ -13.84615421295166,
709
+ -23.692306518554688,
710
+ -17.582416534423828,
711
+ -25.667694091796875,
712
+ -6.0659332275390625
713
+ ],
714
+ [
715
+ -15.428571701049805,
716
+ -26.065935134887695,
717
+ -19.294069290161133,
718
+ -28.263736724853516,
719
+ -6.681312561035156
720
+ ],
721
+ [
722
+ -17.010990142822266,
723
+ -28.43956184387207,
724
+ -20.923076629638672,
725
+ -30.901098251342773,
726
+ -7.120880126953125
727
+ ],
728
+ [
729
+ -18.505495071411133,
730
+ -30.813186645507812,
731
+ -22.546815872192383,
732
+ -33.45054626464844,
733
+ -7.648353576660156
734
+ ],
735
+ [
736
+ -20.08791160583496,
737
+ -33.18681335449219,
738
+ -24.087913513183594,
739
+ -35.912086486816406,
740
+ -8.087913513183594
741
+ ],
742
+ [
743
+ -21.582416534423828,
744
+ -35.38461685180664,
745
+ -25.670330047607422,
746
+ -38.28571319580078,
747
+ -8.527473449707031
748
+ ],
749
+ [
750
+ -23.030332565307617,
751
+ -37.67033004760742,
752
+ -27.164836883544922,
753
+ -40.74725341796875,
754
+ -9.054939270019531
755
+ ],
756
+ [
757
+ -24.483516693115234,
758
+ -39.9560432434082,
759
+ -28.659339904785156,
760
+ -43.120880126953125,
761
+ -9.406593322753906
762
+ ],
763
+ [
764
+ -25.89011001586914,
765
+ -42.06593322753906,
766
+ -30.153846740722656,
767
+ -45.406593322753906,
768
+ -9.846153259277344
769
+ ],
770
+ [
771
+ -27.384614944458008,
772
+ -44.263736724853516,
773
+ -31.601760864257812,
774
+ -47.78022003173828,
775
+ -10.285713195800781
776
+ ],
777
+ [
778
+ -28.703296661376953,
779
+ -46.414947509765625,
780
+ -33.14285659790039,
781
+ -50.153846740722656,
782
+ -10.549453735351562
783
+ ]
784
+ ],
785
+ "q99": [
786
+ [
787
+ 6.461538314819336,
788
+ 7.692310333251953,
789
+ 7.5604400634765625,
790
+ 13.230770111083984,
791
+ 2.989013671875
792
+ ],
793
+ [
794
+ 8.219779968261719,
795
+ 10.065937042236328,
796
+ 10.10988998413086,
797
+ 16.83516502380371,
798
+ 3.7802200317382812
799
+ ],
800
+ [
801
+ 9.978022575378418,
802
+ 12.439559936523438,
803
+ 12.659339904785156,
804
+ 20.439559936523438,
805
+ 4.483516693115234
806
+ ],
807
+ [
808
+ 11.824174880981445,
809
+ 14.813186645507812,
810
+ 15.120880126953125,
811
+ 23.909339904785156,
812
+ 5.1868133544921875
813
+ ],
814
+ [
815
+ 13.582416534423828,
816
+ 17.098899841308594,
817
+ 17.623626708984375,
818
+ 27.296703338623047,
819
+ 5.802192687988281
820
+ ],
821
+ [
822
+ 15.252747535705566,
823
+ 19.38461685180664,
824
+ 19.956043243408203,
825
+ 30.63736343383789,
826
+ 6.417579650878906
827
+ ],
828
+ [
829
+ 17.010988235473633,
830
+ 21.67032814025879,
831
+ 22.41758155822754,
832
+ 34.06593322753906,
833
+ 7.032966613769531
834
+ ],
835
+ [
836
+ 18.681318283081055,
837
+ 23.868131637573242,
838
+ 24.703296661376953,
839
+ 37.31867980957031,
840
+ 7.5604400634765625
841
+ ],
842
+ [
843
+ 20.351646423339844,
844
+ 26.065933227539062,
845
+ 27.076923370361328,
846
+ 40.483516693115234,
847
+ 8.175819396972656
848
+ ],
849
+ [
850
+ 21.934066772460938,
851
+ 28.21703338623047,
852
+ 29.27472496032715,
853
+ 43.601646423339844,
854
+ 8.615386962890625
855
+ ],
856
+ [
857
+ 23.604394912719727,
858
+ 30.373626708984375,
859
+ 31.560440063476562,
860
+ 46.63736343383789,
861
+ 9.142858505249023
862
+ ],
863
+ [
864
+ 25.186813354492188,
865
+ 32.395606994628906,
866
+ 33.75823974609375,
867
+ 49.53845977783203,
868
+ 9.670326232910156
869
+ ],
870
+ [
871
+ 26.769229888916016,
872
+ 34.5054931640625,
873
+ 35.99725341796875,
874
+ 52.56868362426758,
875
+ 10.197799682617188
876
+ ],
877
+ [
878
+ 28.263736724853516,
879
+ 36.52747344970703,
880
+ 38.06593322753906,
881
+ 55.340660095214844,
882
+ 10.549453735351562
883
+ ],
884
+ [
885
+ 29.846153259277344,
886
+ 38.637359619140625,
887
+ 40.129119873046875,
888
+ 58.10714340209961,
889
+ 11.164833068847656
890
+ ],
891
+ [
892
+ 31.293956756591797,
893
+ 40.52472686767578,
894
+ 42.19780349731445,
895
+ 60.79120635986328,
896
+ 11.516487121582031
897
+ ]
898
+ ],
899
+ "count": [
900
+ 51554,
901
+ 51554,
902
+ 51554,
903
+ 51554,
904
+ 51554,
905
+ 51554,
906
+ 51554,
907
+ 51554,
908
+ 51554,
909
+ 51554,
910
+ 51554,
911
+ 51554,
912
+ 51554,
913
+ 51554,
914
+ 51554,
915
+ 51554
916
+ ]
917
+ }
918
+ }
919
+ },
920
+ "modality_config": {
921
+ "state": {
922
+ "modality_keys": [
923
+ "single_arm",
924
+ "gripper"
925
+ ]
926
+ },
927
+ "action": {
928
+ "modality_keys": [
929
+ "single_arm",
930
+ "gripper"
931
+ ],
932
+ "action_configs": [
933
+ {
934
+ "rep": "RELATIVE",
935
+ "type": "NON_EEF",
936
+ "format": "DEFAULT",
937
+ "state_key": null
938
+ },
939
+ {
940
+ "rep": "ABSOLUTE",
941
+ "type": "NON_EEF",
942
+ "format": "DEFAULT",
943
+ "state_key": null
944
+ }
945
+ ],
946
+ "delta_indices": [
947
+ 0,
948
+ 1,
949
+ 2,
950
+ 3,
951
+ 4,
952
+ 5,
953
+ 6,
954
+ 7,
955
+ 8,
956
+ 9,
957
+ 10,
958
+ 11,
959
+ 12,
960
+ 13,
961
+ 14,
962
+ 15
963
+ ]
964
+ },
965
+ "video": {
966
+ "modality_keys": [
967
+ "wrist",
968
+ "front"
969
+ ],
970
+ "delta_indices": [
971
+ 0
972
+ ]
973
+ }
974
+ },
975
+ "use_percentiles": true,
976
+ "use_relative_action": true,
977
+ "action_decode_transform": null
978
+ }
979
+ },
980
+ {
981
+ "registry_name": "device_processor",
982
+ "config": {
983
+ "device": "cpu",
984
+ "float_dtype": null
985
+ }
986
+ }
987
+ ]
988
+ }
policy_preprocessor.json ADDED
@@ -0,0 +1,1084 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "name": "policy_preprocessor",
3
+ "steps": [
4
+ {
5
+ "registry_name": "rename_observations_processor",
6
+ "config": {
7
+ "rename_map": {}
8
+ }
9
+ },
10
+ {
11
+ "registry_name": "to_batch_processor",
12
+ "config": {}
13
+ },
14
+ {
15
+ "registry_name": "groot_n1_7_pack_inputs_v1",
16
+ "config": {
17
+ "state_horizon": 1,
18
+ "action_horizon": 16,
19
+ "valid_action_horizon": 16,
20
+ "video_horizon": null,
21
+ "max_state_dim": 132,
22
+ "max_action_dim": 132,
23
+ "language_key": "task",
24
+ "formalize_language": true,
25
+ "embodiment_tag": "new_embodiment",
26
+ "embodiment_mapping": {
27
+ "robocasa_panda_omron": 13,
28
+ "oxe_droid": 17,
29
+ "oxe_fractal": 18,
30
+ "oxe_language_table": 19,
31
+ "oxe_bridge": 20,
32
+ "unknown": 22,
33
+ "gr1_unified": 20,
34
+ "agibot": 26,
35
+ "sim_behavior_r1_pro": 23,
36
+ "xdof": 24,
37
+ "xdof_oss_data": 25,
38
+ "unitree_g1_full_body_with_waist_height_nav_cmd": 25,
39
+ "real_r1_pro_sharpa": 27,
40
+ "real_r1_pro_sharpa_add_view": 27,
41
+ "real_r1_pro_sharpa_relative_arm_joint": 26,
42
+ "real_r1_pro_sharpa_delta_eef": 26,
43
+ "real_r1_pro_sharpa_absolute_eef": 26,
44
+ "real_r1_pro_sharpa_meanstd": 26,
45
+ "real_r1_pro_sharpa_relative_eef": 26,
46
+ "real_r1_pro_sharpa_relative_eef_add_view": 26,
47
+ "real_r1_pro_sharpa_relative_eef_relative_hand": 26,
48
+ "real_r1_pro_sharpa_relative_eef_human": 26,
49
+ "real_r1_pro_sharpa_relative_eef_human_add_view": 26,
50
+ "real_r1_pro_sharpa_relative_eef_human_relative_hand": 26,
51
+ "real_r1_pro_sharpa_relative_eef_egodex": 26,
52
+ "real_r1_pro_sharpa_relative_eef_egodex_relative_hand": 26,
53
+ "real_r1_pro_sharpa_relative_eef_egodex_wrist_only": 26,
54
+ "real_r1_pro_sharpa_relative_eef_maxinsights": 26,
55
+ "real_r1_pro_sharpa_relative_eef_maxinsights_relative_hand": 26,
56
+ "real_r1_pro_sharpa_relative_eef_mecka": 26,
57
+ "real_r1_pro_sharpa_relative_eef_mecka_relative_hand": 26,
58
+ "real_g1_relative_eef_absolute_joints": 25,
59
+ "real_g1_relative_eef_absolute_joints_wrist_cam": 25,
60
+ "real_g1_relative_eef_relative_joints": 25,
61
+ "real_r1_pro_sharpa_relative_eef_relative_hand_relative_joint": 26,
62
+ "real_r1_pro_sharpa_relative_joint": 29,
63
+ "oxe_droid_relative_eef_relative_joint": 24,
64
+ "oxe_droid_relative_eef_relative_joint_swapped": 24,
65
+ "oxe_droid_relative_eef_relative_joint_upweight_z": 24,
66
+ "oxe_droid_relative_eef_relative_joint_upweight_z_swapped": 24,
67
+ "oxe_droid_relative_eef_relative_joint_3view": 24,
68
+ "oxe_droid_relative_eef_relative_joint_3view_swapped": 24,
69
+ "oxe_droid_relative_eef": 24,
70
+ "oxe_droid_joint_position_relative": 24,
71
+ "xdof_relative_eef_relative_joint": 27,
72
+ "xdof_relative_eef_relative_joint_subtask": 27,
73
+ "xdof_relative_eef": 27,
74
+ "xdof_relative_joint": 28,
75
+ "simpler_env_google": 0,
76
+ "simpler_env_widowx": 1,
77
+ "libero_sim": 2,
78
+ "droid_sim": 3
79
+ },
80
+ "normalize_min_max": true,
81
+ "clip_outliers": true,
82
+ "use_percentiles": true,
83
+ "video_modality_keys": [
84
+ "wrist",
85
+ "front"
86
+ ],
87
+ "raw_stats": {
88
+ "state": {
89
+ "single_arm": {
90
+ "min": [
91
+ -63.25274658203125,
92
+ -102.4175796508789,
93
+ -66.02198028564453,
94
+ -100.04395294189453,
95
+ -115.82417297363281
96
+ ],
97
+ "max": [
98
+ 71.25274658203125,
99
+ 77.0988998413086,
100
+ 96.87911987304688,
101
+ 84.74725341796875,
102
+ -49.18681335449219
103
+ ],
104
+ "mean": [
105
+ -5.895233631134033,
106
+ -11.684861183166504,
107
+ 43.93213653564453,
108
+ -2.9278483390808105,
109
+ -84.40383911132812
110
+ ],
111
+ "std": [
112
+ 25.1289119720459,
113
+ 37.54911422729492,
114
+ 30.41010856628418,
115
+ 45.583106994628906,
116
+ 8.07081413269043
117
+ ],
118
+ "count": [
119
+ 52304
120
+ ],
121
+ "q01": [
122
+ -42.820438385009766,
123
+ -99.6275863647461,
124
+ -24.157855987548828,
125
+ -86.61698913574219,
126
+ -96.2379150390625
127
+ ],
128
+ "q10": [
129
+ -37.35314178466797,
130
+ -60.627349853515625,
131
+ 1.8217066526412964,
132
+ -73.250732421875,
133
+ -93.12344360351562
134
+ ],
135
+ "q50": [
136
+ -6.417273044586182,
137
+ -8.08084774017334,
138
+ 48.88793182373047,
139
+ 12.88592529296875,
140
+ -84.7616958618164
141
+ ],
142
+ "q90": [
143
+ 28.723997116088867,
144
+ 32.15158462524414,
145
+ 76.10317993164062,
146
+ 44.915592193603516,
147
+ -75.10478210449219
148
+ ],
149
+ "q99": [
150
+ 37.953834533691406,
151
+ 52.94851303100586,
152
+ 90.09220886230469,
153
+ 63.880027770996094,
154
+ -69.3387451171875
155
+ ]
156
+ },
157
+ "gripper": {
158
+ "min": [
159
+ 2.6850032806396484
160
+ ],
161
+ "max": [
162
+ 48.19908142089844
163
+ ],
164
+ "mean": [
165
+ 23.17803955078125
166
+ ],
167
+ "std": [
168
+ 10.33686351776123
169
+ ],
170
+ "count": [
171
+ 52304
172
+ ],
173
+ "q01": [
174
+ 11.036966323852539
175
+ ],
176
+ "q10": [
177
+ 12.134784698486328
178
+ ],
179
+ "q50": [
180
+ 23.93593978881836
181
+ ],
182
+ "q90": [
183
+ 36.779266357421875
184
+ ],
185
+ "q99": [
186
+ 39.439151763916016
187
+ ]
188
+ }
189
+ },
190
+ "action": {
191
+ "single_arm": {
192
+ "min": [
193
+ -63.47252655029297,
194
+ -105.0988998413086,
195
+ -69.53845977783203,
196
+ -100.52747344970703,
197
+ -116.17582702636719
198
+ ],
199
+ "max": [
200
+ 71.38461303710938,
201
+ 77.05494689941406,
202
+ 97.31867980957031,
203
+ 84.0,
204
+ -48.74725341796875
205
+ ],
206
+ "mean": [
207
+ -5.831366062164307,
208
+ -12.880621910095215,
209
+ 42.33171844482422,
210
+ -3.434662103652954,
211
+ -84.39186096191406
212
+ ],
213
+ "std": [
214
+ 25.08074188232422,
215
+ 37.23467254638672,
216
+ 30.623920440673828,
217
+ 45.615840911865234,
218
+ 8.080364227294922
219
+ ],
220
+ "count": [
221
+ 52304
222
+ ],
223
+ "q01": [
224
+ -42.8783073425293,
225
+ -100.6488265991211,
226
+ -26.00429916381836,
227
+ -87.42145538330078,
228
+ -96.47991180419922
229
+ ],
230
+ "q10": [
231
+ -37.14521789550781,
232
+ -61.32703399658203,
233
+ -0.09512121975421906,
234
+ -73.90604400634766,
235
+ -93.13179016113281
236
+ ],
237
+ "q50": [
238
+ -6.301194667816162,
239
+ -9.567073822021484,
240
+ 47.21167755126953,
241
+ 12.432136535644531,
242
+ -84.71963500976562
243
+ ],
244
+ "q90": [
245
+ 28.661067962646484,
246
+ 30.60915184020996,
247
+ 74.74908447265625,
248
+ 44.542240142822266,
249
+ -75.1277084350586
250
+ ],
251
+ "q99": [
252
+ 38.02041244506836,
253
+ 52.54386901855469,
254
+ 89.40943145751953,
255
+ 63.39891815185547,
256
+ -69.14493560791016
257
+ ]
258
+ },
259
+ "gripper": {
260
+ "min": [
261
+ 0.30983734130859375
262
+ ],
263
+ "max": [
264
+ 48.56700134277344
265
+ ],
266
+ "mean": [
267
+ 19.44764518737793
268
+ ],
269
+ "std": [
270
+ 14.310379028320312
271
+ ],
272
+ "count": [
273
+ 52304
274
+ ],
275
+ "q01": [
276
+ 2.2427945137023926
277
+ ],
278
+ "q10": [
279
+ 2.6635289192199707
280
+ ],
281
+ "q50": [
282
+ 23.823928833007812
283
+ ],
284
+ "q90": [
285
+ 36.900386810302734
286
+ ],
287
+ "q99": [
288
+ 39.6510009765625
289
+ ]
290
+ }
291
+ },
292
+ "relative_action": {
293
+ "single_arm": {
294
+ "min": [
295
+ [
296
+ -11.20879077911377,
297
+ -16.21977996826172,
298
+ -13.890109062194824,
299
+ -18.85714340209961,
300
+ -7.8241729736328125
301
+ ],
302
+ [
303
+ -14.021978378295898,
304
+ -19.824176788330078,
305
+ -16.5274715423584,
306
+ -22.54945182800293,
307
+ -10.02197265625
308
+ ],
309
+ [
310
+ -16.83516502380371,
311
+ -23.164836883544922,
312
+ -19.076923370361328,
313
+ -26.681320190429688,
314
+ -11.956039428710938
315
+ ],
316
+ [
317
+ -19.648351669311523,
318
+ -26.417583465576172,
319
+ -21.450550079345703,
320
+ -30.725276947021484,
321
+ -13.802192687988281
322
+ ],
323
+ [
324
+ -22.461538314819336,
325
+ -29.670330047607422,
326
+ -23.560440063476562,
327
+ -34.06593704223633,
328
+ -15.648345947265625
329
+ ],
330
+ [
331
+ -25.186813354492188,
332
+ -32.74725341796875,
333
+ -25.58241844177246,
334
+ -37.406593322753906,
335
+ -17.23076629638672
336
+ ],
337
+ [
338
+ -27.824174880981445,
339
+ -35.82417297363281,
340
+ -27.428571701049805,
341
+ -40.57142639160156,
342
+ -18.813186645507812
343
+ ],
344
+ [
345
+ -30.461538314819336,
346
+ -38.63736343383789,
347
+ -29.186813354492188,
348
+ -43.64834976196289,
349
+ -20.04395294189453
350
+ ],
351
+ [
352
+ -32.835166931152344,
353
+ -41.4505500793457,
354
+ -31.64834976196289,
355
+ -46.725276947021484,
356
+ -21.186813354492188
357
+ ],
358
+ [
359
+ -35.29670333862305,
360
+ -44.263736724853516,
361
+ -34.021976470947266,
362
+ -49.89011001586914,
363
+ -21.802200317382812
364
+ ],
365
+ [
366
+ -37.67033004760742,
367
+ -46.637359619140625,
368
+ -36.39560317993164,
369
+ -52.96703338623047,
370
+ -22.329673767089844
371
+ ],
372
+ [
373
+ -39.9560432434082,
374
+ -48.92307662963867,
375
+ -38.68131637573242,
376
+ -56.21977996826172,
377
+ -22.417587280273438
378
+ ],
379
+ [
380
+ -42.153846740722656,
381
+ -51.03296661376953,
382
+ -40.87911605834961,
383
+ -59.38461685180664,
384
+ -22.417587280273438
385
+ ],
386
+ [
387
+ -44.263736724853516,
388
+ -53.67033004760742,
389
+ -42.98900604248047,
390
+ -62.5494499206543,
391
+ -22.417587280273438
392
+ ],
393
+ [
394
+ -46.28571319580078,
395
+ -56.483516693115234,
396
+ -45.010986328125,
397
+ -65.18681335449219,
398
+ -22.417587280273438
399
+ ],
400
+ [
401
+ -48.30769348144531,
402
+ -59.47252655029297,
403
+ -46.857139587402344,
404
+ -68.0,
405
+ -23.03296661376953
406
+ ]
407
+ ],
408
+ "max": [
409
+ [
410
+ 13.230769157409668,
411
+ 17.626373291015625,
412
+ 14.329669952392578,
413
+ 19.648351669311523,
414
+ 7.8241729736328125
415
+ ],
416
+ [
417
+ 14.813187599182129,
418
+ 20.175827026367188,
419
+ 18.373626708984375,
420
+ 24.395605087280273,
421
+ 9.670333862304688
422
+ ],
423
+ [
424
+ 17.71428680419922,
425
+ 22.549453735351562,
426
+ 22.153846740722656,
427
+ 29.14285659790039,
428
+ 11.340660095214844
429
+ ],
430
+ [
431
+ 20.35165023803711,
432
+ 24.74725341796875,
433
+ 25.934066772460938,
434
+ 33.626373291015625,
435
+ 12.923080444335938
436
+ ],
437
+ [
438
+ 22.901100158691406,
439
+ 26.945053100585938,
440
+ 29.9780216217041,
441
+ 38.28571319580078,
442
+ 14.329669952392578
443
+ ],
444
+ [
445
+ 25.098901748657227,
446
+ 29.23076629638672,
447
+ 33.846153259277344,
448
+ 42.76923370361328,
449
+ 15.912090301513672
450
+ ],
451
+ [
452
+ 27.296703338623047,
453
+ 32.21977996826172,
454
+ 37.71428680419922,
455
+ 47.16483688354492,
456
+ 17.494503021240234
457
+ ],
458
+ [
459
+ 29.934066772460938,
460
+ 35.120880126953125,
461
+ 41.67033004760742,
462
+ 51.29670715332031,
463
+ 18.54944610595703
464
+ ],
465
+ [
466
+ 32.57143020629883,
467
+ 38.021976470947266,
468
+ 45.4505500793457,
469
+ 55.25274658203125,
470
+ 19.5164794921875
471
+ ],
472
+ [
473
+ 35.20879364013672,
474
+ 40.92307662963867,
475
+ 49.406593322753906,
476
+ 59.56044006347656,
477
+ 20.395606994628906
478
+ ],
479
+ [
480
+ 37.67033004760742,
481
+ 43.64834976196289,
482
+ 53.27472686767578,
483
+ 63.78022003173828,
484
+ 21.71428680419922
485
+ ],
486
+ [
487
+ 39.9560432434082,
488
+ 46.19779968261719,
489
+ 56.96703338623047,
490
+ 68.0,
491
+ 23.03296661376953
492
+ ],
493
+ [
494
+ 42.41758346557617,
495
+ 48.659339904785156,
496
+ 60.659339904785156,
497
+ 72.04395294189453,
498
+ 24.26373291015625
499
+ ],
500
+ [
501
+ 44.96703338623047,
502
+ 51.12087631225586,
503
+ 64.26374053955078,
504
+ 75.9120864868164,
505
+ 25.406593322753906
506
+ ],
507
+ [
508
+ 47.340660095214844,
509
+ 53.494503021240234,
510
+ 67.86813354492188,
511
+ 79.78022003173828,
512
+ 26.549449920654297
513
+ ],
514
+ [
515
+ 49.626373291015625,
516
+ 55.78022003173828,
517
+ 71.20878601074219,
518
+ 83.47252655029297,
519
+ 27.60439682006836
520
+ ]
521
+ ],
522
+ "mean": [
523
+ [
524
+ 0.04304400086402893,
525
+ -1.156813621520996,
526
+ -1.6100600957870483,
527
+ -0.5612748861312866,
528
+ 0.006965871900320053
529
+ ],
530
+ [
531
+ 0.03908562660217285,
532
+ -1.1347311735153198,
533
+ -1.6240253448486328,
534
+ -0.591576337814331,
535
+ 0.010731177404522896
536
+ ],
537
+ [
538
+ 0.03551182150840759,
539
+ -1.113791823387146,
540
+ -1.6379412412643433,
541
+ -0.6204655170440674,
542
+ 0.014496315270662308
543
+ ],
544
+ [
545
+ 0.032305918633937836,
546
+ -1.093986988067627,
547
+ -1.651748538017273,
548
+ -0.6479528546333313,
549
+ 0.018247876316308975
550
+ ],
551
+ [
552
+ 0.029442699626088142,
553
+ -1.075344443321228,
554
+ -1.665391206741333,
555
+ -0.6741183400154114,
556
+ 0.022002652287483215
557
+ ],
558
+ [
559
+ 0.026872878894209862,
560
+ -1.057805061340332,
561
+ -1.6788036823272705,
562
+ -0.6990931034088135,
563
+ 0.02575283870100975
564
+ ],
565
+ [
566
+ 0.02456745132803917,
567
+ -1.0413379669189453,
568
+ -1.6919307708740234,
569
+ -0.7229894399642944,
570
+ 0.029488839209079742
571
+ ],
572
+ [
573
+ 0.022485315799713135,
574
+ -1.0259056091308594,
575
+ -1.7047513723373413,
576
+ -0.7459028363227844,
577
+ 0.03319775313138962
578
+ ],
579
+ [
580
+ 0.02059069089591503,
581
+ -1.011527419090271,
582
+ -1.7172256708145142,
583
+ -0.7678969502449036,
584
+ 0.036917008459568024
585
+ ],
586
+ [
587
+ 0.01887710951268673,
588
+ -0.9981403946876526,
589
+ -1.729322910308838,
590
+ -0.7891133427619934,
591
+ 0.04067019745707512
592
+ ],
593
+ [
594
+ 0.01727227494120598,
595
+ -0.9856648445129395,
596
+ -1.7410577535629272,
597
+ -0.8096070885658264,
598
+ 0.0444507896900177
599
+ ],
600
+ [
601
+ 0.015718773007392883,
602
+ -0.9740810990333557,
603
+ -1.7524237632751465,
604
+ -0.8293875455856323,
605
+ 0.04824324697256088
606
+ ],
607
+ [
608
+ 0.014173895120620728,
609
+ -0.9633725881576538,
610
+ -1.7634224891662598,
611
+ -0.8485362529754639,
612
+ 0.05204889923334122
613
+ ],
614
+ [
615
+ 0.012593161314725876,
616
+ -0.953528881072998,
617
+ -1.7739689350128174,
618
+ -0.8671596050262451,
619
+ 0.055877238512039185
620
+ ],
621
+ [
622
+ 0.010961096733808517,
623
+ -0.9445750117301941,
624
+ -1.7839902639389038,
625
+ -0.8852725028991699,
626
+ 0.05970354378223419
627
+ ],
628
+ [
629
+ 0.009240621700882912,
630
+ -0.9364813566207886,
631
+ -1.793438196182251,
632
+ -0.9028772711753845,
633
+ 0.06352654099464417
634
+ ]
635
+ ],
636
+ "std": [
637
+ [
638
+ 2.3091087341308594,
639
+ 4.698386192321777,
640
+ 3.232903242111206,
641
+ 4.7376275062561035,
642
+ 0.9193820953369141
643
+ ],
644
+ [
645
+ 2.9327876567840576,
646
+ 5.909334659576416,
647
+ 3.9934921264648438,
648
+ 6.031469821929932,
649
+ 1.127113699913025
650
+ ],
651
+ [
652
+ 3.5546770095825195,
653
+ 7.1176276206970215,
654
+ 4.754608154296875,
655
+ 7.313661575317383,
656
+ 1.3273978233337402
657
+ ],
658
+ [
659
+ 4.173503875732422,
660
+ 8.320259094238281,
661
+ 5.511582851409912,
662
+ 8.58141803741455,
663
+ 1.5196889638900757
664
+ ],
665
+ [
666
+ 4.788321495056152,
667
+ 9.51535701751709,
668
+ 6.261913299560547,
669
+ 9.834207534790039,
670
+ 1.704657793045044
671
+ ],
672
+ [
673
+ 5.398521423339844,
674
+ 10.701560974121094,
675
+ 7.003796100616455,
676
+ 11.071449279785156,
677
+ 1.88296377658844
678
+ ],
679
+ [
680
+ 6.003752708435059,
681
+ 11.878534317016602,
682
+ 7.736820220947266,
683
+ 12.29379940032959,
684
+ 2.055637836456299
685
+ ],
686
+ [
687
+ 6.603494644165039,
688
+ 13.045662879943848,
689
+ 8.460404396057129,
690
+ 13.5008544921875,
691
+ 2.22285795211792
692
+ ],
693
+ [
694
+ 7.197650909423828,
695
+ 14.20199966430664,
696
+ 9.174241065979004,
697
+ 14.692975997924805,
698
+ 2.385396957397461
699
+ ],
700
+ [
701
+ 7.785793781280518,
702
+ 15.347318649291992,
703
+ 9.877974510192871,
704
+ 15.870518684387207,
705
+ 2.5435783863067627
706
+ ],
707
+ [
708
+ 8.367795944213867,
709
+ 16.481124877929688,
710
+ 10.57161808013916,
711
+ 17.033777236938477,
712
+ 2.6973063945770264
713
+ ],
714
+ [
715
+ 8.943330764770508,
716
+ 17.603185653686523,
717
+ 11.25537109375,
718
+ 18.18315887451172,
719
+ 2.8469064235687256
720
+ ],
721
+ [
722
+ 9.512187004089355,
723
+ 18.713008880615234,
724
+ 11.928852081298828,
725
+ 19.31808853149414,
726
+ 2.9922587871551514
727
+ ],
728
+ [
729
+ 10.073987007141113,
730
+ 19.810001373291016,
731
+ 12.592358589172363,
732
+ 20.439224243164062,
733
+ 3.1336734294891357
734
+ ],
735
+ [
736
+ 10.62889289855957,
737
+ 20.894094467163086,
738
+ 13.245635986328125,
739
+ 21.5467472076416,
740
+ 3.2712595462799072
741
+ ],
742
+ [
743
+ 11.176606178283691,
744
+ 21.964595794677734,
745
+ 13.888907432556152,
746
+ 22.6408748626709,
747
+ 3.4050114154815674
748
+ ]
749
+ ],
750
+ "q01": [
751
+ [
752
+ -5.670330047607422,
753
+ -11.384614944458008,
754
+ -8.791206359863281,
755
+ -11.472528457641602,
756
+ -2.901092529296875
757
+ ],
758
+ [
759
+ -7.3406596183776855,
760
+ -13.846153259277344,
761
+ -10.549449920654297,
762
+ -14.461538314819336,
763
+ -3.6043949127197266
764
+ ],
765
+ [
766
+ -9.01098918914795,
767
+ -16.30769157409668,
768
+ -12.307693481445312,
769
+ -17.362638473510742,
770
+ -4.3076934814453125
771
+ ],
772
+ [
773
+ -10.681318283081055,
774
+ -18.76923179626465,
775
+ -14.15384292602539,
776
+ -20.175825119018555,
777
+ -4.9230804443359375
778
+ ],
779
+ [
780
+ -12.263736724853516,
781
+ -21.230770111083984,
782
+ -15.824176788330078,
783
+ -23.030330657958984,
784
+ -5.538459777832031
785
+ ],
786
+ [
787
+ -13.84615421295166,
788
+ -23.692306518554688,
789
+ -17.582416534423828,
790
+ -25.667694091796875,
791
+ -6.0659332275390625
792
+ ],
793
+ [
794
+ -15.428571701049805,
795
+ -26.065935134887695,
796
+ -19.294069290161133,
797
+ -28.263736724853516,
798
+ -6.681312561035156
799
+ ],
800
+ [
801
+ -17.010990142822266,
802
+ -28.43956184387207,
803
+ -20.923076629638672,
804
+ -30.901098251342773,
805
+ -7.120880126953125
806
+ ],
807
+ [
808
+ -18.505495071411133,
809
+ -30.813186645507812,
810
+ -22.546815872192383,
811
+ -33.45054626464844,
812
+ -7.648353576660156
813
+ ],
814
+ [
815
+ -20.08791160583496,
816
+ -33.18681335449219,
817
+ -24.087913513183594,
818
+ -35.912086486816406,
819
+ -8.087913513183594
820
+ ],
821
+ [
822
+ -21.582416534423828,
823
+ -35.38461685180664,
824
+ -25.670330047607422,
825
+ -38.28571319580078,
826
+ -8.527473449707031
827
+ ],
828
+ [
829
+ -23.030332565307617,
830
+ -37.67033004760742,
831
+ -27.164836883544922,
832
+ -40.74725341796875,
833
+ -9.054939270019531
834
+ ],
835
+ [
836
+ -24.483516693115234,
837
+ -39.9560432434082,
838
+ -28.659339904785156,
839
+ -43.120880126953125,
840
+ -9.406593322753906
841
+ ],
842
+ [
843
+ -25.89011001586914,
844
+ -42.06593322753906,
845
+ -30.153846740722656,
846
+ -45.406593322753906,
847
+ -9.846153259277344
848
+ ],
849
+ [
850
+ -27.384614944458008,
851
+ -44.263736724853516,
852
+ -31.601760864257812,
853
+ -47.78022003173828,
854
+ -10.285713195800781
855
+ ],
856
+ [
857
+ -28.703296661376953,
858
+ -46.414947509765625,
859
+ -33.14285659790039,
860
+ -50.153846740722656,
861
+ -10.549453735351562
862
+ ]
863
+ ],
864
+ "q99": [
865
+ [
866
+ 6.461538314819336,
867
+ 7.692310333251953,
868
+ 7.5604400634765625,
869
+ 13.230770111083984,
870
+ 2.989013671875
871
+ ],
872
+ [
873
+ 8.219779968261719,
874
+ 10.065937042236328,
875
+ 10.10988998413086,
876
+ 16.83516502380371,
877
+ 3.7802200317382812
878
+ ],
879
+ [
880
+ 9.978022575378418,
881
+ 12.439559936523438,
882
+ 12.659339904785156,
883
+ 20.439559936523438,
884
+ 4.483516693115234
885
+ ],
886
+ [
887
+ 11.824174880981445,
888
+ 14.813186645507812,
889
+ 15.120880126953125,
890
+ 23.909339904785156,
891
+ 5.1868133544921875
892
+ ],
893
+ [
894
+ 13.582416534423828,
895
+ 17.098899841308594,
896
+ 17.623626708984375,
897
+ 27.296703338623047,
898
+ 5.802192687988281
899
+ ],
900
+ [
901
+ 15.252747535705566,
902
+ 19.38461685180664,
903
+ 19.956043243408203,
904
+ 30.63736343383789,
905
+ 6.417579650878906
906
+ ],
907
+ [
908
+ 17.010988235473633,
909
+ 21.67032814025879,
910
+ 22.41758155822754,
911
+ 34.06593322753906,
912
+ 7.032966613769531
913
+ ],
914
+ [
915
+ 18.681318283081055,
916
+ 23.868131637573242,
917
+ 24.703296661376953,
918
+ 37.31867980957031,
919
+ 7.5604400634765625
920
+ ],
921
+ [
922
+ 20.351646423339844,
923
+ 26.065933227539062,
924
+ 27.076923370361328,
925
+ 40.483516693115234,
926
+ 8.175819396972656
927
+ ],
928
+ [
929
+ 21.934066772460938,
930
+ 28.21703338623047,
931
+ 29.27472496032715,
932
+ 43.601646423339844,
933
+ 8.615386962890625
934
+ ],
935
+ [
936
+ 23.604394912719727,
937
+ 30.373626708984375,
938
+ 31.560440063476562,
939
+ 46.63736343383789,
940
+ 9.142858505249023
941
+ ],
942
+ [
943
+ 25.186813354492188,
944
+ 32.395606994628906,
945
+ 33.75823974609375,
946
+ 49.53845977783203,
947
+ 9.670326232910156
948
+ ],
949
+ [
950
+ 26.769229888916016,
951
+ 34.5054931640625,
952
+ 35.99725341796875,
953
+ 52.56868362426758,
954
+ 10.197799682617188
955
+ ],
956
+ [
957
+ 28.263736724853516,
958
+ 36.52747344970703,
959
+ 38.06593322753906,
960
+ 55.340660095214844,
961
+ 10.549453735351562
962
+ ],
963
+ [
964
+ 29.846153259277344,
965
+ 38.637359619140625,
966
+ 40.129119873046875,
967
+ 58.10714340209961,
968
+ 11.164833068847656
969
+ ],
970
+ [
971
+ 31.293956756591797,
972
+ 40.52472686767578,
973
+ 42.19780349731445,
974
+ 60.79120635986328,
975
+ 11.516487121582031
976
+ ]
977
+ ],
978
+ "count": [
979
+ 51554,
980
+ 51554,
981
+ 51554,
982
+ 51554,
983
+ 51554,
984
+ 51554,
985
+ 51554,
986
+ 51554,
987
+ 51554,
988
+ 51554,
989
+ 51554,
990
+ 51554,
991
+ 51554,
992
+ 51554,
993
+ 51554,
994
+ 51554
995
+ ]
996
+ }
997
+ }
998
+ },
999
+ "modality_config": {
1000
+ "state": {
1001
+ "modality_keys": [
1002
+ "single_arm",
1003
+ "gripper"
1004
+ ]
1005
+ },
1006
+ "action": {
1007
+ "modality_keys": [
1008
+ "single_arm",
1009
+ "gripper"
1010
+ ],
1011
+ "action_configs": [
1012
+ {
1013
+ "rep": "RELATIVE",
1014
+ "type": "NON_EEF",
1015
+ "format": "DEFAULT",
1016
+ "state_key": null
1017
+ },
1018
+ {
1019
+ "rep": "ABSOLUTE",
1020
+ "type": "NON_EEF",
1021
+ "format": "DEFAULT",
1022
+ "state_key": null
1023
+ }
1024
+ ],
1025
+ "delta_indices": [
1026
+ 0,
1027
+ 1,
1028
+ 2,
1029
+ 3,
1030
+ 4,
1031
+ 5,
1032
+ 6,
1033
+ 7,
1034
+ 8,
1035
+ 9,
1036
+ 10,
1037
+ 11,
1038
+ 12,
1039
+ 13,
1040
+ 14,
1041
+ 15
1042
+ ]
1043
+ },
1044
+ "video": {
1045
+ "modality_keys": [
1046
+ "wrist",
1047
+ "front"
1048
+ ],
1049
+ "delta_indices": [
1050
+ 0
1051
+ ]
1052
+ }
1053
+ }
1054
+ },
1055
+ "state_file": "policy_preprocessor_step_2_groot_n1_7_pack_inputs_v1.safetensors"
1056
+ },
1057
+ {
1058
+ "registry_name": "groot_n1_7_vlm_encode_v1",
1059
+ "config": {
1060
+ "model_name": "nvidia/Cosmos-Reason2-2B",
1061
+ "image_crop_size": [
1062
+ 230,
1063
+ 230
1064
+ ],
1065
+ "image_target_size": [
1066
+ 256,
1067
+ 256
1068
+ ],
1069
+ "shortest_image_edge": 256,
1070
+ "crop_fraction": 0.95,
1071
+ "use_albumentations": true,
1072
+ "letter_box_transform": false,
1073
+ "device": "cuda"
1074
+ }
1075
+ },
1076
+ {
1077
+ "registry_name": "device_processor",
1078
+ "config": {
1079
+ "device": "cuda",
1080
+ "float_dtype": null
1081
+ }
1082
+ }
1083
+ ]
1084
+ }
policy_preprocessor_step_2_groot_n1_7_pack_inputs_v1.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:78a971c4a1895d6655ab888286a8ec9dee96983e8b47f652c2961f27a132a5da
3
+ size 1992
train_config.json ADDED
@@ -0,0 +1,245 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "dataset": {
3
+ "repo_id": "sreetz-nv/so101-clean-up-vials-into-rack-50_20260628_131121",
4
+ "root": null,
5
+ "episodes": null,
6
+ "image_transforms": {
7
+ "enable": true,
8
+ "max_num_transforms": 3,
9
+ "random_order": false,
10
+ "tfs": {
11
+ "brightness": {
12
+ "weight": 1.0,
13
+ "type": "ColorJitter",
14
+ "kwargs": {
15
+ "brightness": [
16
+ 0.8,
17
+ 1.2
18
+ ]
19
+ }
20
+ },
21
+ "contrast": {
22
+ "weight": 1.0,
23
+ "type": "ColorJitter",
24
+ "kwargs": {
25
+ "contrast": [
26
+ 0.8,
27
+ 1.2
28
+ ]
29
+ }
30
+ },
31
+ "saturation": {
32
+ "weight": 1.0,
33
+ "type": "ColorJitter",
34
+ "kwargs": {
35
+ "saturation": [
36
+ 0.5,
37
+ 1.5
38
+ ]
39
+ }
40
+ },
41
+ "hue": {
42
+ "weight": 1.0,
43
+ "type": "ColorJitter",
44
+ "kwargs": {
45
+ "hue": [
46
+ -0.05,
47
+ 0.05
48
+ ]
49
+ }
50
+ },
51
+ "sharpness": {
52
+ "weight": 1.0,
53
+ "type": "SharpnessJitter",
54
+ "kwargs": {
55
+ "sharpness": [
56
+ 0.5,
57
+ 1.5
58
+ ]
59
+ }
60
+ },
61
+ "affine": {
62
+ "weight": 1.0,
63
+ "type": "RandomAffine",
64
+ "kwargs": {
65
+ "degrees": [
66
+ -5.0,
67
+ 5.0
68
+ ],
69
+ "translate": [
70
+ 0.05,
71
+ 0.05
72
+ ]
73
+ }
74
+ }
75
+ }
76
+ },
77
+ "revision": "main",
78
+ "use_imagenet_stats": true,
79
+ "video_backend": "torchcodec",
80
+ "return_uint8": false,
81
+ "depth_output_unit": "mm",
82
+ "streaming": false,
83
+ "eval_split": 0.0
84
+ },
85
+ "env": null,
86
+ "policy": {
87
+ "type": "groot",
88
+ "n_obs_steps": 1,
89
+ "input_features": {
90
+ "observation.state": {
91
+ "type": "STATE",
92
+ "shape": [
93
+ 6
94
+ ]
95
+ },
96
+ "observation.images.wrist": {
97
+ "type": "VISUAL",
98
+ "shape": [
99
+ 3,
100
+ 480,
101
+ 640
102
+ ]
103
+ },
104
+ "observation.images.front": {
105
+ "type": "VISUAL",
106
+ "shape": [
107
+ 3,
108
+ 480,
109
+ 640
110
+ ]
111
+ }
112
+ },
113
+ "output_features": {
114
+ "action": {
115
+ "type": "ACTION",
116
+ "shape": [
117
+ 6
118
+ ]
119
+ }
120
+ },
121
+ "device": "cuda",
122
+ "use_amp": false,
123
+ "use_peft": false,
124
+ "push_to_hub": false,
125
+ "repo_id": null,
126
+ "private": null,
127
+ "tags": null,
128
+ "license": null,
129
+ "pretrained_path": null,
130
+ "pretrained_revision": null,
131
+ "chunk_size": 16,
132
+ "n_action_steps": 16,
133
+ "max_state_dim": 132,
134
+ "max_action_dim": 132,
135
+ "normalization_mapping": {
136
+ "VISUAL": "IDENTITY",
137
+ "STATE": "IDENTITY",
138
+ "ACTION": "IDENTITY"
139
+ },
140
+ "base_model_path": "nvidia/GR00T-N1.7-3B",
141
+ "action_decode_transform": null,
142
+ "embodiment_tag": "new_embodiment",
143
+ "tune_llm": false,
144
+ "tune_visual": false,
145
+ "tune_projector": true,
146
+ "tune_diffusion_model": true,
147
+ "tune_vlln": true,
148
+ "tune_top_llm_layers": 0,
149
+ "num_inference_timesteps": null,
150
+ "rtc_ramp_rate": null,
151
+ "use_flash_attention": false,
152
+ "use_relative_actions": true,
153
+ "relative_exclude_joints": [
154
+ "gripper"
155
+ ],
156
+ "optimizer_lr": 0.0001,
157
+ "optimizer_betas": [
158
+ 0.9,
159
+ 0.999
160
+ ],
161
+ "optimizer_eps": 1e-08,
162
+ "optimizer_weight_decay": 1e-05,
163
+ "warmup_ratio": 0.05,
164
+ "use_bf16": true,
165
+ "image_size": [
166
+ 256,
167
+ 256
168
+ ],
169
+ "tokenizer_assets_repo": null,
170
+ "lora_rank": 0,
171
+ "lora_alpha": 16,
172
+ "lora_dropout": 0.1,
173
+ "lora_full_model": false,
174
+ "video_backend": "decord",
175
+ "balance_dataset_weights": true,
176
+ "balance_trajectory_weights": true,
177
+ "dataset_paths": null,
178
+ "output_dir": "./tmp/gr00t",
179
+ "save_steps": 5000,
180
+ "max_steps": 20000,
181
+ "batch_size": 128,
182
+ "dataloader_num_workers": 8,
183
+ "report_to": "wandb",
184
+ "resume": false
185
+ },
186
+ "reward_model": null,
187
+ "output_dir": "outputs/train/groot-n17-so101-cleanup-vials-relact-bs128-lr1e4-preset-albu-20k-save5k-20260630-1845",
188
+ "job_name": "groot-n17-so101-cleanup-vials-relact-bs128-lr1e4-preset-albu-20k-save5k-20260630-1845",
189
+ "resume": false,
190
+ "seed": 42,
191
+ "cudnn_deterministic": false,
192
+ "num_workers": 4,
193
+ "batch_size": 128,
194
+ "prefetch_factor": 4,
195
+ "persistent_workers": true,
196
+ "steps": 20000,
197
+ "env_eval_freq": 20000,
198
+ "log_freq": 100,
199
+ "eval_steps": 0,
200
+ "max_eval_samples": 0,
201
+ "tolerance_s": 0.0001,
202
+ "save_checkpoint": true,
203
+ "save_freq": 5000,
204
+ "use_policy_training_preset": true,
205
+ "optimizer": {
206
+ "type": "adamw",
207
+ "lr": 0.0001,
208
+ "weight_decay": 1e-05,
209
+ "grad_clip_norm": 10.0,
210
+ "betas": [
211
+ 0.9,
212
+ 0.999
213
+ ],
214
+ "eps": 1e-08
215
+ },
216
+ "scheduler": {
217
+ "type": "cosine_decay_with_warmup",
218
+ "num_warmup_steps": 500,
219
+ "num_decay_steps": 10000,
220
+ "peak_lr": 0.0001,
221
+ "decay_lr": 1e-05
222
+ },
223
+ "eval": {
224
+ "n_episodes": 50,
225
+ "batch_size": 33,
226
+ "use_async_envs": true,
227
+ "recording": false,
228
+ "recording_repo_id": null,
229
+ "recording_private": false
230
+ },
231
+ "wandb": {
232
+ "enable": true,
233
+ "disable_artifact": true,
234
+ "project": "lerobot-gr00t-17n-train",
235
+ "entity": "nvidia",
236
+ "notes": null,
237
+ "run_id": "cleanupvials-bs128-lr1e4-albu-20k-1845",
238
+ "mode": null,
239
+ "add_tags": true
240
+ },
241
+ "peft": null,
242
+ "sample_weighting": null,
243
+ "rename_map": {},
244
+ "checkpoint_path": null
245
+ }