Pipe1213 commited on
Commit
bd82eca
·
verified ·
1 Parent(s): a650eca

Add files using upload-large-folder tool

Browse files
Files changed (28) hide show
  1. checkpoints/006000/pretrained_model/config.json +73 -0
  2. checkpoints/006000/pretrained_model/model.safetensors +3 -0
  3. checkpoints/006000/pretrained_model/policy_postprocessor.json +32 -0
  4. checkpoints/006000/pretrained_model/policy_postprocessor_step_0_unnormalizer_processor.safetensors +3 -0
  5. checkpoints/006000/pretrained_model/policy_preprocessor.json +64 -0
  6. checkpoints/006000/pretrained_model/policy_preprocessor_step_3_normalizer_processor.safetensors +3 -0
  7. checkpoints/006000/pretrained_model/train_config.json +313 -0
  8. checkpoints/008000/pretrained_model/config.json +73 -0
  9. checkpoints/008000/pretrained_model/model.safetensors +3 -0
  10. checkpoints/008000/pretrained_model/policy_postprocessor.json +32 -0
  11. checkpoints/008000/pretrained_model/policy_postprocessor_step_0_unnormalizer_processor.safetensors +3 -0
  12. checkpoints/008000/pretrained_model/policy_preprocessor.json +64 -0
  13. checkpoints/008000/pretrained_model/policy_preprocessor_step_3_normalizer_processor.safetensors +3 -0
  14. checkpoints/008000/pretrained_model/train_config.json +313 -0
  15. checkpoints/010000/pretrained_model/config.json +73 -0
  16. checkpoints/010000/pretrained_model/model.safetensors +3 -0
  17. checkpoints/010000/pretrained_model/policy_postprocessor.json +32 -0
  18. checkpoints/010000/pretrained_model/policy_postprocessor_step_0_unnormalizer_processor.safetensors +3 -0
  19. checkpoints/010000/pretrained_model/policy_preprocessor.json +64 -0
  20. checkpoints/010000/pretrained_model/policy_preprocessor_step_3_normalizer_processor.safetensors +3 -0
  21. checkpoints/010000/pretrained_model/train_config.json +313 -0
  22. config.json +73 -0
  23. model.safetensors +3 -0
  24. policy_postprocessor.json +32 -0
  25. policy_postprocessor_step_0_unnormalizer_processor.safetensors +3 -0
  26. policy_preprocessor.json +64 -0
  27. policy_preprocessor_step_3_normalizer_processor.safetensors +3 -0
  28. train_config.json +313 -0
checkpoints/006000/pretrained_model/config.json ADDED
@@ -0,0 +1,73 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "type": "act",
3
+ "n_obs_steps": 1,
4
+ "input_features": {
5
+ "observation.images.image": {
6
+ "type": "VISUAL",
7
+ "shape": [
8
+ 3,
9
+ 256,
10
+ 256
11
+ ]
12
+ },
13
+ "observation.images.image2": {
14
+ "type": "VISUAL",
15
+ "shape": [
16
+ 3,
17
+ 256,
18
+ 256
19
+ ]
20
+ },
21
+ "observation.state": {
22
+ "type": "STATE",
23
+ "shape": [
24
+ 8
25
+ ]
26
+ }
27
+ },
28
+ "output_features": {
29
+ "action": {
30
+ "type": "ACTION",
31
+ "shape": [
32
+ 7
33
+ ]
34
+ }
35
+ },
36
+ "device": "cuda",
37
+ "dtype": null,
38
+ "use_amp": false,
39
+ "use_peft": false,
40
+ "push_to_hub": false,
41
+ "repo_id": null,
42
+ "private": null,
43
+ "tags": null,
44
+ "license": null,
45
+ "pretrained_path": null,
46
+ "pretrained_revision": null,
47
+ "chunk_size": 100,
48
+ "n_action_steps": 100,
49
+ "normalization_mapping": {
50
+ "VISUAL": "MEAN_STD",
51
+ "STATE": "MEAN_STD",
52
+ "ACTION": "MEAN_STD"
53
+ },
54
+ "vision_backbone": "resnet18",
55
+ "pretrained_backbone_weights": "ResNet18_Weights.IMAGENET1K_V1",
56
+ "replace_final_stride_with_dilation": false,
57
+ "pre_norm": false,
58
+ "dim_model": 512,
59
+ "n_heads": 8,
60
+ "dim_feedforward": 3200,
61
+ "feedforward_activation": "relu",
62
+ "n_encoder_layers": 4,
63
+ "n_decoder_layers": 1,
64
+ "use_vae": true,
65
+ "latent_dim": 32,
66
+ "n_vae_encoder_layers": 4,
67
+ "temporal_ensemble_coeff": null,
68
+ "dropout": 0.1,
69
+ "kl_weight": 10.0,
70
+ "optimizer_lr": 1e-05,
71
+ "optimizer_weight_decay": 0.0001,
72
+ "optimizer_lr_backbone": 1e-05
73
+ }
checkpoints/006000/pretrained_model/model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:6faa92460e3da206c8f1b986e41e5d762cc0689f79b7935223b4c80cdb88a1fe
3
+ size 206712060
checkpoints/006000/pretrained_model/policy_postprocessor.json ADDED
@@ -0,0 +1,32 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "name": "policy_postprocessor",
3
+ "steps": [
4
+ {
5
+ "registry_name": "unnormalizer_processor",
6
+ "config": {
7
+ "eps": 1e-08,
8
+ "features": {
9
+ "action": {
10
+ "type": "ACTION",
11
+ "shape": [
12
+ 7
13
+ ]
14
+ }
15
+ },
16
+ "norm_map": {
17
+ "VISUAL": "MEAN_STD",
18
+ "STATE": "MEAN_STD",
19
+ "ACTION": "MEAN_STD"
20
+ }
21
+ },
22
+ "state_file": "policy_postprocessor_step_0_unnormalizer_processor.safetensors"
23
+ },
24
+ {
25
+ "registry_name": "device_processor",
26
+ "config": {
27
+ "device": "cpu",
28
+ "float_dtype": null
29
+ }
30
+ }
31
+ ]
32
+ }
checkpoints/006000/pretrained_model/policy_postprocessor_step_0_unnormalizer_processor.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a002c0df7f79c5b169c5a899ad151d4ea1bed246c7d82bd93ed1556558d517a9
3
+ size 7668
checkpoints/006000/pretrained_model/policy_preprocessor.json ADDED
@@ -0,0 +1,64 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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": "device_processor",
16
+ "config": {
17
+ "device": "cuda",
18
+ "float_dtype": null
19
+ }
20
+ },
21
+ {
22
+ "registry_name": "normalizer_processor",
23
+ "config": {
24
+ "eps": 1e-08,
25
+ "features": {
26
+ "observation.images.image": {
27
+ "type": "VISUAL",
28
+ "shape": [
29
+ 3,
30
+ 256,
31
+ 256
32
+ ]
33
+ },
34
+ "observation.images.image2": {
35
+ "type": "VISUAL",
36
+ "shape": [
37
+ 3,
38
+ 256,
39
+ 256
40
+ ]
41
+ },
42
+ "observation.state": {
43
+ "type": "STATE",
44
+ "shape": [
45
+ 8
46
+ ]
47
+ },
48
+ "action": {
49
+ "type": "ACTION",
50
+ "shape": [
51
+ 7
52
+ ]
53
+ }
54
+ },
55
+ "norm_map": {
56
+ "VISUAL": "MEAN_STD",
57
+ "STATE": "MEAN_STD",
58
+ "ACTION": "MEAN_STD"
59
+ }
60
+ },
61
+ "state_file": "policy_preprocessor_step_3_normalizer_processor.safetensors"
62
+ }
63
+ ]
64
+ }
checkpoints/006000/pretrained_model/policy_preprocessor_step_3_normalizer_processor.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f98234b21ce8ffacf1b86657f3cf8e24ac6c31ebcd6a3b83cecd484439674306
3
+ size 7676
checkpoints/006000/pretrained_model/train_config.json ADDED
@@ -0,0 +1,313 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "dataset": {
3
+ "repo_id": "lerobot/libero",
4
+ "repo_type": "dataset",
5
+ "root": null,
6
+ "episodes": [
7
+ 855,
8
+ 873,
9
+ 881,
10
+ 907,
11
+ 914,
12
+ 917,
13
+ 927,
14
+ 938,
15
+ 961,
16
+ 1012,
17
+ 1026,
18
+ 1059,
19
+ 1076,
20
+ 1118,
21
+ 1124,
22
+ 1183,
23
+ 1185,
24
+ 1186,
25
+ 1212,
26
+ 1220
27
+ ],
28
+ "exclude_episodes": null,
29
+ "image_transforms": {
30
+ "enable": false,
31
+ "backend": "dataloader",
32
+ "gpu_compile": true,
33
+ "gpu_chunk_size": 32,
34
+ "max_num_transforms": 3,
35
+ "random_order": false,
36
+ "tfs": {
37
+ "brightness": {
38
+ "weight": 1.0,
39
+ "type": "ColorJitter",
40
+ "kwargs": {
41
+ "brightness": [
42
+ 0.8,
43
+ 1.2
44
+ ]
45
+ }
46
+ },
47
+ "contrast": {
48
+ "weight": 1.0,
49
+ "type": "ColorJitter",
50
+ "kwargs": {
51
+ "contrast": [
52
+ 0.8,
53
+ 1.2
54
+ ]
55
+ }
56
+ },
57
+ "saturation": {
58
+ "weight": 1.0,
59
+ "type": "ColorJitter",
60
+ "kwargs": {
61
+ "saturation": [
62
+ 0.5,
63
+ 1.5
64
+ ]
65
+ }
66
+ },
67
+ "hue": {
68
+ "weight": 1.0,
69
+ "type": "ColorJitter",
70
+ "kwargs": {
71
+ "hue": [
72
+ -0.05,
73
+ 0.05
74
+ ]
75
+ }
76
+ },
77
+ "sharpness": {
78
+ "weight": 1.0,
79
+ "type": "SharpnessJitter",
80
+ "kwargs": {
81
+ "sharpness": [
82
+ 0.5,
83
+ 1.5
84
+ ]
85
+ }
86
+ },
87
+ "affine": {
88
+ "weight": 1.0,
89
+ "type": "RandomAffine",
90
+ "kwargs": {
91
+ "degrees": [
92
+ -5.0,
93
+ 5.0
94
+ ],
95
+ "translate": [
96
+ 0.05,
97
+ 0.05
98
+ ]
99
+ }
100
+ }
101
+ }
102
+ },
103
+ "revision": "a1aaacb7f6cd6ee5fb43120f673cebb0cfea7dd4",
104
+ "use_imagenet_stats": true,
105
+ "video_backend": "torchcodec",
106
+ "return_uint8": false,
107
+ "depth_output_unit": "mm",
108
+ "streaming": false,
109
+ "streaming_episode_pool_size": 32,
110
+ "streaming_sampling_strategy": "remaining",
111
+ "streaming_prefetch_episodes": 8,
112
+ "streaming_byte_budget_gb": 8.0,
113
+ "streaming_decode_threads": 2,
114
+ "streaming_decoded_queue_size": 8,
115
+ "streaming_native_http_connections": null,
116
+ "streaming_native_http_subranges": 1,
117
+ "video_decoder_cache_size": null,
118
+ "eval_split": 0.0
119
+ },
120
+ "env": null,
121
+ "policy": {
122
+ "type": "act",
123
+ "n_obs_steps": 1,
124
+ "input_features": {
125
+ "observation.images.image": {
126
+ "type": "VISUAL",
127
+ "shape": [
128
+ 3,
129
+ 256,
130
+ 256
131
+ ]
132
+ },
133
+ "observation.images.image2": {
134
+ "type": "VISUAL",
135
+ "shape": [
136
+ 3,
137
+ 256,
138
+ 256
139
+ ]
140
+ },
141
+ "observation.state": {
142
+ "type": "STATE",
143
+ "shape": [
144
+ 8
145
+ ]
146
+ }
147
+ },
148
+ "output_features": {
149
+ "action": {
150
+ "type": "ACTION",
151
+ "shape": [
152
+ 7
153
+ ]
154
+ }
155
+ },
156
+ "device": "cuda",
157
+ "dtype": null,
158
+ "use_amp": false,
159
+ "use_peft": false,
160
+ "push_to_hub": false,
161
+ "repo_id": null,
162
+ "private": null,
163
+ "tags": null,
164
+ "license": null,
165
+ "pretrained_path": null,
166
+ "pretrained_revision": null,
167
+ "chunk_size": 100,
168
+ "n_action_steps": 100,
169
+ "normalization_mapping": {
170
+ "VISUAL": "MEAN_STD",
171
+ "STATE": "MEAN_STD",
172
+ "ACTION": "MEAN_STD"
173
+ },
174
+ "vision_backbone": "resnet18",
175
+ "pretrained_backbone_weights": "ResNet18_Weights.IMAGENET1K_V1",
176
+ "replace_final_stride_with_dilation": false,
177
+ "pre_norm": false,
178
+ "dim_model": 512,
179
+ "n_heads": 8,
180
+ "dim_feedforward": 3200,
181
+ "feedforward_activation": "relu",
182
+ "n_encoder_layers": 4,
183
+ "n_decoder_layers": 1,
184
+ "use_vae": true,
185
+ "latent_dim": 32,
186
+ "n_vae_encoder_layers": 4,
187
+ "temporal_ensemble_coeff": null,
188
+ "dropout": 0.1,
189
+ "kl_weight": 10.0,
190
+ "optimizer_lr": 1e-05,
191
+ "optimizer_weight_decay": 0.0001,
192
+ "optimizer_lr_backbone": 1e-05
193
+ },
194
+ "reward_model": null,
195
+ "output_dir": "outputs/train/act_obj_t2_n20",
196
+ "job_name": "act_obj_t2_n20",
197
+ "resume": false,
198
+ "seed": 1000,
199
+ "cudnn_deterministic": false,
200
+ "num_workers": 4,
201
+ "batch_size": 8,
202
+ "prefetch_factor": 4,
203
+ "persistent_workers": true,
204
+ "dataloader_multiprocessing_context": "spawn",
205
+ "steps": 10000,
206
+ "env_eval_freq": 20000,
207
+ "log_freq": 200,
208
+ "eval_steps": 0,
209
+ "max_eval_samples": 0,
210
+ "tolerance_s": 0.0001,
211
+ "save_checkpoint": true,
212
+ "save_freq": 2000,
213
+ "checkpoint_format": "safetensors",
214
+ "use_policy_training_preset": true,
215
+ "optimizer": {
216
+ "type": "adamw",
217
+ "lr": 1e-05,
218
+ "weight_decay": 0.0001,
219
+ "grad_clip_norm": 10.0,
220
+ "betas": [
221
+ 0.9,
222
+ 0.999
223
+ ],
224
+ "eps": 1e-08
225
+ },
226
+ "scheduler": null,
227
+ "parallelism": {
228
+ "dp_replicate": 1,
229
+ "dp_shard": 1,
230
+ "context_parallel": {
231
+ "ring_degree": 1,
232
+ "ulysses_degree": 1
233
+ },
234
+ "cfg_parallel": 1
235
+ },
236
+ "accelerator": {
237
+ "mixed_precision": "no",
238
+ "gradient_accumulation": {
239
+ "steps": 1
240
+ },
241
+ "grad_scaler": {
242
+ "init_scale": 65536.0,
243
+ "growth_factor": 2.0,
244
+ "backoff_factor": 0.5,
245
+ "growth_interval": 2000
246
+ },
247
+ "fsdp": {
248
+ "reshard_after_forward": true,
249
+ "wrap_modules": null,
250
+ "min_num_params": null,
251
+ "cpu_offload": false,
252
+ "ignored_modules": null
253
+ },
254
+ "ddp": {
255
+ "find_unused_parameters": true,
256
+ "gradient_as_bucket_view": false,
257
+ "static_graph": false
258
+ },
259
+ "compile": {
260
+ "enabled": false,
261
+ "backend": "inductor",
262
+ "mode": null,
263
+ "regional": true
264
+ },
265
+ "activation_checkpointing": {
266
+ "mode": "none"
267
+ }
268
+ },
269
+ "eval": {
270
+ "n_episodes": 50,
271
+ "batch_size": 8,
272
+ "use_async_envs": true,
273
+ "recording": false,
274
+ "recording_repo_id": null,
275
+ "recording_private": false
276
+ },
277
+ "ema": {
278
+ "enable": false,
279
+ "decay": null,
280
+ "update_after_step": 0,
281
+ "inv_gamma": 1.0,
282
+ "power": 0.75,
283
+ "min_decay": 0.0,
284
+ "max_decay": 0.9999,
285
+ "use_for_eval": true
286
+ },
287
+ "wandb": {
288
+ "enable": true,
289
+ "disable_artifact": false,
290
+ "project": "lerobot",
291
+ "entity": null,
292
+ "notes": null,
293
+ "run_id": "8b5z9akh",
294
+ "resume": null,
295
+ "mode": null,
296
+ "console": "wrap",
297
+ "console_multipart": false,
298
+ "console_chunk_max_seconds": 0,
299
+ "add_tags": true
300
+ },
301
+ "peft": null,
302
+ "job": {
303
+ "target": null,
304
+ "image": "huggingface/lerobot-gpu:latest",
305
+ "timeout": "2d",
306
+ "detach": false,
307
+ "tags": []
308
+ },
309
+ "save_checkpoint_to_hub": false,
310
+ "sample_weighting": null,
311
+ "rename_map": {},
312
+ "checkpoint_path": null
313
+ }
checkpoints/008000/pretrained_model/config.json ADDED
@@ -0,0 +1,73 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "type": "act",
3
+ "n_obs_steps": 1,
4
+ "input_features": {
5
+ "observation.images.image": {
6
+ "type": "VISUAL",
7
+ "shape": [
8
+ 3,
9
+ 256,
10
+ 256
11
+ ]
12
+ },
13
+ "observation.images.image2": {
14
+ "type": "VISUAL",
15
+ "shape": [
16
+ 3,
17
+ 256,
18
+ 256
19
+ ]
20
+ },
21
+ "observation.state": {
22
+ "type": "STATE",
23
+ "shape": [
24
+ 8
25
+ ]
26
+ }
27
+ },
28
+ "output_features": {
29
+ "action": {
30
+ "type": "ACTION",
31
+ "shape": [
32
+ 7
33
+ ]
34
+ }
35
+ },
36
+ "device": "cuda",
37
+ "dtype": null,
38
+ "use_amp": false,
39
+ "use_peft": false,
40
+ "push_to_hub": false,
41
+ "repo_id": null,
42
+ "private": null,
43
+ "tags": null,
44
+ "license": null,
45
+ "pretrained_path": null,
46
+ "pretrained_revision": null,
47
+ "chunk_size": 100,
48
+ "n_action_steps": 100,
49
+ "normalization_mapping": {
50
+ "VISUAL": "MEAN_STD",
51
+ "STATE": "MEAN_STD",
52
+ "ACTION": "MEAN_STD"
53
+ },
54
+ "vision_backbone": "resnet18",
55
+ "pretrained_backbone_weights": "ResNet18_Weights.IMAGENET1K_V1",
56
+ "replace_final_stride_with_dilation": false,
57
+ "pre_norm": false,
58
+ "dim_model": 512,
59
+ "n_heads": 8,
60
+ "dim_feedforward": 3200,
61
+ "feedforward_activation": "relu",
62
+ "n_encoder_layers": 4,
63
+ "n_decoder_layers": 1,
64
+ "use_vae": true,
65
+ "latent_dim": 32,
66
+ "n_vae_encoder_layers": 4,
67
+ "temporal_ensemble_coeff": null,
68
+ "dropout": 0.1,
69
+ "kl_weight": 10.0,
70
+ "optimizer_lr": 1e-05,
71
+ "optimizer_weight_decay": 0.0001,
72
+ "optimizer_lr_backbone": 1e-05
73
+ }
checkpoints/008000/pretrained_model/model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a3b70b96ead951ede267e110faf55544a6d59596719bc2e7262157e88353d446
3
+ size 206712060
checkpoints/008000/pretrained_model/policy_postprocessor.json ADDED
@@ -0,0 +1,32 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "name": "policy_postprocessor",
3
+ "steps": [
4
+ {
5
+ "registry_name": "unnormalizer_processor",
6
+ "config": {
7
+ "eps": 1e-08,
8
+ "features": {
9
+ "action": {
10
+ "type": "ACTION",
11
+ "shape": [
12
+ 7
13
+ ]
14
+ }
15
+ },
16
+ "norm_map": {
17
+ "VISUAL": "MEAN_STD",
18
+ "STATE": "MEAN_STD",
19
+ "ACTION": "MEAN_STD"
20
+ }
21
+ },
22
+ "state_file": "policy_postprocessor_step_0_unnormalizer_processor.safetensors"
23
+ },
24
+ {
25
+ "registry_name": "device_processor",
26
+ "config": {
27
+ "device": "cpu",
28
+ "float_dtype": null
29
+ }
30
+ }
31
+ ]
32
+ }
checkpoints/008000/pretrained_model/policy_postprocessor_step_0_unnormalizer_processor.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a002c0df7f79c5b169c5a899ad151d4ea1bed246c7d82bd93ed1556558d517a9
3
+ size 7668
checkpoints/008000/pretrained_model/policy_preprocessor.json ADDED
@@ -0,0 +1,64 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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": "device_processor",
16
+ "config": {
17
+ "device": "cuda",
18
+ "float_dtype": null
19
+ }
20
+ },
21
+ {
22
+ "registry_name": "normalizer_processor",
23
+ "config": {
24
+ "eps": 1e-08,
25
+ "features": {
26
+ "observation.images.image": {
27
+ "type": "VISUAL",
28
+ "shape": [
29
+ 3,
30
+ 256,
31
+ 256
32
+ ]
33
+ },
34
+ "observation.images.image2": {
35
+ "type": "VISUAL",
36
+ "shape": [
37
+ 3,
38
+ 256,
39
+ 256
40
+ ]
41
+ },
42
+ "observation.state": {
43
+ "type": "STATE",
44
+ "shape": [
45
+ 8
46
+ ]
47
+ },
48
+ "action": {
49
+ "type": "ACTION",
50
+ "shape": [
51
+ 7
52
+ ]
53
+ }
54
+ },
55
+ "norm_map": {
56
+ "VISUAL": "MEAN_STD",
57
+ "STATE": "MEAN_STD",
58
+ "ACTION": "MEAN_STD"
59
+ }
60
+ },
61
+ "state_file": "policy_preprocessor_step_3_normalizer_processor.safetensors"
62
+ }
63
+ ]
64
+ }
checkpoints/008000/pretrained_model/policy_preprocessor_step_3_normalizer_processor.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f98234b21ce8ffacf1b86657f3cf8e24ac6c31ebcd6a3b83cecd484439674306
3
+ size 7676
checkpoints/008000/pretrained_model/train_config.json ADDED
@@ -0,0 +1,313 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "dataset": {
3
+ "repo_id": "lerobot/libero",
4
+ "repo_type": "dataset",
5
+ "root": null,
6
+ "episodes": [
7
+ 855,
8
+ 873,
9
+ 881,
10
+ 907,
11
+ 914,
12
+ 917,
13
+ 927,
14
+ 938,
15
+ 961,
16
+ 1012,
17
+ 1026,
18
+ 1059,
19
+ 1076,
20
+ 1118,
21
+ 1124,
22
+ 1183,
23
+ 1185,
24
+ 1186,
25
+ 1212,
26
+ 1220
27
+ ],
28
+ "exclude_episodes": null,
29
+ "image_transforms": {
30
+ "enable": false,
31
+ "backend": "dataloader",
32
+ "gpu_compile": true,
33
+ "gpu_chunk_size": 32,
34
+ "max_num_transforms": 3,
35
+ "random_order": false,
36
+ "tfs": {
37
+ "brightness": {
38
+ "weight": 1.0,
39
+ "type": "ColorJitter",
40
+ "kwargs": {
41
+ "brightness": [
42
+ 0.8,
43
+ 1.2
44
+ ]
45
+ }
46
+ },
47
+ "contrast": {
48
+ "weight": 1.0,
49
+ "type": "ColorJitter",
50
+ "kwargs": {
51
+ "contrast": [
52
+ 0.8,
53
+ 1.2
54
+ ]
55
+ }
56
+ },
57
+ "saturation": {
58
+ "weight": 1.0,
59
+ "type": "ColorJitter",
60
+ "kwargs": {
61
+ "saturation": [
62
+ 0.5,
63
+ 1.5
64
+ ]
65
+ }
66
+ },
67
+ "hue": {
68
+ "weight": 1.0,
69
+ "type": "ColorJitter",
70
+ "kwargs": {
71
+ "hue": [
72
+ -0.05,
73
+ 0.05
74
+ ]
75
+ }
76
+ },
77
+ "sharpness": {
78
+ "weight": 1.0,
79
+ "type": "SharpnessJitter",
80
+ "kwargs": {
81
+ "sharpness": [
82
+ 0.5,
83
+ 1.5
84
+ ]
85
+ }
86
+ },
87
+ "affine": {
88
+ "weight": 1.0,
89
+ "type": "RandomAffine",
90
+ "kwargs": {
91
+ "degrees": [
92
+ -5.0,
93
+ 5.0
94
+ ],
95
+ "translate": [
96
+ 0.05,
97
+ 0.05
98
+ ]
99
+ }
100
+ }
101
+ }
102
+ },
103
+ "revision": "a1aaacb7f6cd6ee5fb43120f673cebb0cfea7dd4",
104
+ "use_imagenet_stats": true,
105
+ "video_backend": "torchcodec",
106
+ "return_uint8": false,
107
+ "depth_output_unit": "mm",
108
+ "streaming": false,
109
+ "streaming_episode_pool_size": 32,
110
+ "streaming_sampling_strategy": "remaining",
111
+ "streaming_prefetch_episodes": 8,
112
+ "streaming_byte_budget_gb": 8.0,
113
+ "streaming_decode_threads": 2,
114
+ "streaming_decoded_queue_size": 8,
115
+ "streaming_native_http_connections": null,
116
+ "streaming_native_http_subranges": 1,
117
+ "video_decoder_cache_size": null,
118
+ "eval_split": 0.0
119
+ },
120
+ "env": null,
121
+ "policy": {
122
+ "type": "act",
123
+ "n_obs_steps": 1,
124
+ "input_features": {
125
+ "observation.images.image": {
126
+ "type": "VISUAL",
127
+ "shape": [
128
+ 3,
129
+ 256,
130
+ 256
131
+ ]
132
+ },
133
+ "observation.images.image2": {
134
+ "type": "VISUAL",
135
+ "shape": [
136
+ 3,
137
+ 256,
138
+ 256
139
+ ]
140
+ },
141
+ "observation.state": {
142
+ "type": "STATE",
143
+ "shape": [
144
+ 8
145
+ ]
146
+ }
147
+ },
148
+ "output_features": {
149
+ "action": {
150
+ "type": "ACTION",
151
+ "shape": [
152
+ 7
153
+ ]
154
+ }
155
+ },
156
+ "device": "cuda",
157
+ "dtype": null,
158
+ "use_amp": false,
159
+ "use_peft": false,
160
+ "push_to_hub": false,
161
+ "repo_id": null,
162
+ "private": null,
163
+ "tags": null,
164
+ "license": null,
165
+ "pretrained_path": null,
166
+ "pretrained_revision": null,
167
+ "chunk_size": 100,
168
+ "n_action_steps": 100,
169
+ "normalization_mapping": {
170
+ "VISUAL": "MEAN_STD",
171
+ "STATE": "MEAN_STD",
172
+ "ACTION": "MEAN_STD"
173
+ },
174
+ "vision_backbone": "resnet18",
175
+ "pretrained_backbone_weights": "ResNet18_Weights.IMAGENET1K_V1",
176
+ "replace_final_stride_with_dilation": false,
177
+ "pre_norm": false,
178
+ "dim_model": 512,
179
+ "n_heads": 8,
180
+ "dim_feedforward": 3200,
181
+ "feedforward_activation": "relu",
182
+ "n_encoder_layers": 4,
183
+ "n_decoder_layers": 1,
184
+ "use_vae": true,
185
+ "latent_dim": 32,
186
+ "n_vae_encoder_layers": 4,
187
+ "temporal_ensemble_coeff": null,
188
+ "dropout": 0.1,
189
+ "kl_weight": 10.0,
190
+ "optimizer_lr": 1e-05,
191
+ "optimizer_weight_decay": 0.0001,
192
+ "optimizer_lr_backbone": 1e-05
193
+ },
194
+ "reward_model": null,
195
+ "output_dir": "outputs/train/act_obj_t2_n20",
196
+ "job_name": "act_obj_t2_n20",
197
+ "resume": false,
198
+ "seed": 1000,
199
+ "cudnn_deterministic": false,
200
+ "num_workers": 4,
201
+ "batch_size": 8,
202
+ "prefetch_factor": 4,
203
+ "persistent_workers": true,
204
+ "dataloader_multiprocessing_context": "spawn",
205
+ "steps": 10000,
206
+ "env_eval_freq": 20000,
207
+ "log_freq": 200,
208
+ "eval_steps": 0,
209
+ "max_eval_samples": 0,
210
+ "tolerance_s": 0.0001,
211
+ "save_checkpoint": true,
212
+ "save_freq": 2000,
213
+ "checkpoint_format": "safetensors",
214
+ "use_policy_training_preset": true,
215
+ "optimizer": {
216
+ "type": "adamw",
217
+ "lr": 1e-05,
218
+ "weight_decay": 0.0001,
219
+ "grad_clip_norm": 10.0,
220
+ "betas": [
221
+ 0.9,
222
+ 0.999
223
+ ],
224
+ "eps": 1e-08
225
+ },
226
+ "scheduler": null,
227
+ "parallelism": {
228
+ "dp_replicate": 1,
229
+ "dp_shard": 1,
230
+ "context_parallel": {
231
+ "ring_degree": 1,
232
+ "ulysses_degree": 1
233
+ },
234
+ "cfg_parallel": 1
235
+ },
236
+ "accelerator": {
237
+ "mixed_precision": "no",
238
+ "gradient_accumulation": {
239
+ "steps": 1
240
+ },
241
+ "grad_scaler": {
242
+ "init_scale": 65536.0,
243
+ "growth_factor": 2.0,
244
+ "backoff_factor": 0.5,
245
+ "growth_interval": 2000
246
+ },
247
+ "fsdp": {
248
+ "reshard_after_forward": true,
249
+ "wrap_modules": null,
250
+ "min_num_params": null,
251
+ "cpu_offload": false,
252
+ "ignored_modules": null
253
+ },
254
+ "ddp": {
255
+ "find_unused_parameters": true,
256
+ "gradient_as_bucket_view": false,
257
+ "static_graph": false
258
+ },
259
+ "compile": {
260
+ "enabled": false,
261
+ "backend": "inductor",
262
+ "mode": null,
263
+ "regional": true
264
+ },
265
+ "activation_checkpointing": {
266
+ "mode": "none"
267
+ }
268
+ },
269
+ "eval": {
270
+ "n_episodes": 50,
271
+ "batch_size": 8,
272
+ "use_async_envs": true,
273
+ "recording": false,
274
+ "recording_repo_id": null,
275
+ "recording_private": false
276
+ },
277
+ "ema": {
278
+ "enable": false,
279
+ "decay": null,
280
+ "update_after_step": 0,
281
+ "inv_gamma": 1.0,
282
+ "power": 0.75,
283
+ "min_decay": 0.0,
284
+ "max_decay": 0.9999,
285
+ "use_for_eval": true
286
+ },
287
+ "wandb": {
288
+ "enable": true,
289
+ "disable_artifact": false,
290
+ "project": "lerobot",
291
+ "entity": null,
292
+ "notes": null,
293
+ "run_id": "8b5z9akh",
294
+ "resume": null,
295
+ "mode": null,
296
+ "console": "wrap",
297
+ "console_multipart": false,
298
+ "console_chunk_max_seconds": 0,
299
+ "add_tags": true
300
+ },
301
+ "peft": null,
302
+ "job": {
303
+ "target": null,
304
+ "image": "huggingface/lerobot-gpu:latest",
305
+ "timeout": "2d",
306
+ "detach": false,
307
+ "tags": []
308
+ },
309
+ "save_checkpoint_to_hub": false,
310
+ "sample_weighting": null,
311
+ "rename_map": {},
312
+ "checkpoint_path": null
313
+ }
checkpoints/010000/pretrained_model/config.json ADDED
@@ -0,0 +1,73 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "type": "act",
3
+ "n_obs_steps": 1,
4
+ "input_features": {
5
+ "observation.images.image": {
6
+ "type": "VISUAL",
7
+ "shape": [
8
+ 3,
9
+ 256,
10
+ 256
11
+ ]
12
+ },
13
+ "observation.images.image2": {
14
+ "type": "VISUAL",
15
+ "shape": [
16
+ 3,
17
+ 256,
18
+ 256
19
+ ]
20
+ },
21
+ "observation.state": {
22
+ "type": "STATE",
23
+ "shape": [
24
+ 8
25
+ ]
26
+ }
27
+ },
28
+ "output_features": {
29
+ "action": {
30
+ "type": "ACTION",
31
+ "shape": [
32
+ 7
33
+ ]
34
+ }
35
+ },
36
+ "device": "cuda",
37
+ "dtype": null,
38
+ "use_amp": false,
39
+ "use_peft": false,
40
+ "push_to_hub": false,
41
+ "repo_id": null,
42
+ "private": null,
43
+ "tags": null,
44
+ "license": null,
45
+ "pretrained_path": null,
46
+ "pretrained_revision": null,
47
+ "chunk_size": 100,
48
+ "n_action_steps": 100,
49
+ "normalization_mapping": {
50
+ "VISUAL": "MEAN_STD",
51
+ "STATE": "MEAN_STD",
52
+ "ACTION": "MEAN_STD"
53
+ },
54
+ "vision_backbone": "resnet18",
55
+ "pretrained_backbone_weights": "ResNet18_Weights.IMAGENET1K_V1",
56
+ "replace_final_stride_with_dilation": false,
57
+ "pre_norm": false,
58
+ "dim_model": 512,
59
+ "n_heads": 8,
60
+ "dim_feedforward": 3200,
61
+ "feedforward_activation": "relu",
62
+ "n_encoder_layers": 4,
63
+ "n_decoder_layers": 1,
64
+ "use_vae": true,
65
+ "latent_dim": 32,
66
+ "n_vae_encoder_layers": 4,
67
+ "temporal_ensemble_coeff": null,
68
+ "dropout": 0.1,
69
+ "kl_weight": 10.0,
70
+ "optimizer_lr": 1e-05,
71
+ "optimizer_weight_decay": 0.0001,
72
+ "optimizer_lr_backbone": 1e-05
73
+ }
checkpoints/010000/pretrained_model/model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:286c0e9bafadebfb2a2ea80001056ae48578fe676d51ba05a8fb90f582c2ecbb
3
+ size 206712060
checkpoints/010000/pretrained_model/policy_postprocessor.json ADDED
@@ -0,0 +1,32 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "name": "policy_postprocessor",
3
+ "steps": [
4
+ {
5
+ "registry_name": "unnormalizer_processor",
6
+ "config": {
7
+ "eps": 1e-08,
8
+ "features": {
9
+ "action": {
10
+ "type": "ACTION",
11
+ "shape": [
12
+ 7
13
+ ]
14
+ }
15
+ },
16
+ "norm_map": {
17
+ "VISUAL": "MEAN_STD",
18
+ "STATE": "MEAN_STD",
19
+ "ACTION": "MEAN_STD"
20
+ }
21
+ },
22
+ "state_file": "policy_postprocessor_step_0_unnormalizer_processor.safetensors"
23
+ },
24
+ {
25
+ "registry_name": "device_processor",
26
+ "config": {
27
+ "device": "cpu",
28
+ "float_dtype": null
29
+ }
30
+ }
31
+ ]
32
+ }
checkpoints/010000/pretrained_model/policy_postprocessor_step_0_unnormalizer_processor.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a002c0df7f79c5b169c5a899ad151d4ea1bed246c7d82bd93ed1556558d517a9
3
+ size 7668
checkpoints/010000/pretrained_model/policy_preprocessor.json ADDED
@@ -0,0 +1,64 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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": "device_processor",
16
+ "config": {
17
+ "device": "cuda",
18
+ "float_dtype": null
19
+ }
20
+ },
21
+ {
22
+ "registry_name": "normalizer_processor",
23
+ "config": {
24
+ "eps": 1e-08,
25
+ "features": {
26
+ "observation.images.image": {
27
+ "type": "VISUAL",
28
+ "shape": [
29
+ 3,
30
+ 256,
31
+ 256
32
+ ]
33
+ },
34
+ "observation.images.image2": {
35
+ "type": "VISUAL",
36
+ "shape": [
37
+ 3,
38
+ 256,
39
+ 256
40
+ ]
41
+ },
42
+ "observation.state": {
43
+ "type": "STATE",
44
+ "shape": [
45
+ 8
46
+ ]
47
+ },
48
+ "action": {
49
+ "type": "ACTION",
50
+ "shape": [
51
+ 7
52
+ ]
53
+ }
54
+ },
55
+ "norm_map": {
56
+ "VISUAL": "MEAN_STD",
57
+ "STATE": "MEAN_STD",
58
+ "ACTION": "MEAN_STD"
59
+ }
60
+ },
61
+ "state_file": "policy_preprocessor_step_3_normalizer_processor.safetensors"
62
+ }
63
+ ]
64
+ }
checkpoints/010000/pretrained_model/policy_preprocessor_step_3_normalizer_processor.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f98234b21ce8ffacf1b86657f3cf8e24ac6c31ebcd6a3b83cecd484439674306
3
+ size 7676
checkpoints/010000/pretrained_model/train_config.json ADDED
@@ -0,0 +1,313 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "dataset": {
3
+ "repo_id": "lerobot/libero",
4
+ "repo_type": "dataset",
5
+ "root": null,
6
+ "episodes": [
7
+ 855,
8
+ 873,
9
+ 881,
10
+ 907,
11
+ 914,
12
+ 917,
13
+ 927,
14
+ 938,
15
+ 961,
16
+ 1012,
17
+ 1026,
18
+ 1059,
19
+ 1076,
20
+ 1118,
21
+ 1124,
22
+ 1183,
23
+ 1185,
24
+ 1186,
25
+ 1212,
26
+ 1220
27
+ ],
28
+ "exclude_episodes": null,
29
+ "image_transforms": {
30
+ "enable": false,
31
+ "backend": "dataloader",
32
+ "gpu_compile": true,
33
+ "gpu_chunk_size": 32,
34
+ "max_num_transforms": 3,
35
+ "random_order": false,
36
+ "tfs": {
37
+ "brightness": {
38
+ "weight": 1.0,
39
+ "type": "ColorJitter",
40
+ "kwargs": {
41
+ "brightness": [
42
+ 0.8,
43
+ 1.2
44
+ ]
45
+ }
46
+ },
47
+ "contrast": {
48
+ "weight": 1.0,
49
+ "type": "ColorJitter",
50
+ "kwargs": {
51
+ "contrast": [
52
+ 0.8,
53
+ 1.2
54
+ ]
55
+ }
56
+ },
57
+ "saturation": {
58
+ "weight": 1.0,
59
+ "type": "ColorJitter",
60
+ "kwargs": {
61
+ "saturation": [
62
+ 0.5,
63
+ 1.5
64
+ ]
65
+ }
66
+ },
67
+ "hue": {
68
+ "weight": 1.0,
69
+ "type": "ColorJitter",
70
+ "kwargs": {
71
+ "hue": [
72
+ -0.05,
73
+ 0.05
74
+ ]
75
+ }
76
+ },
77
+ "sharpness": {
78
+ "weight": 1.0,
79
+ "type": "SharpnessJitter",
80
+ "kwargs": {
81
+ "sharpness": [
82
+ 0.5,
83
+ 1.5
84
+ ]
85
+ }
86
+ },
87
+ "affine": {
88
+ "weight": 1.0,
89
+ "type": "RandomAffine",
90
+ "kwargs": {
91
+ "degrees": [
92
+ -5.0,
93
+ 5.0
94
+ ],
95
+ "translate": [
96
+ 0.05,
97
+ 0.05
98
+ ]
99
+ }
100
+ }
101
+ }
102
+ },
103
+ "revision": "a1aaacb7f6cd6ee5fb43120f673cebb0cfea7dd4",
104
+ "use_imagenet_stats": true,
105
+ "video_backend": "torchcodec",
106
+ "return_uint8": false,
107
+ "depth_output_unit": "mm",
108
+ "streaming": false,
109
+ "streaming_episode_pool_size": 32,
110
+ "streaming_sampling_strategy": "remaining",
111
+ "streaming_prefetch_episodes": 8,
112
+ "streaming_byte_budget_gb": 8.0,
113
+ "streaming_decode_threads": 2,
114
+ "streaming_decoded_queue_size": 8,
115
+ "streaming_native_http_connections": null,
116
+ "streaming_native_http_subranges": 1,
117
+ "video_decoder_cache_size": null,
118
+ "eval_split": 0.0
119
+ },
120
+ "env": null,
121
+ "policy": {
122
+ "type": "act",
123
+ "n_obs_steps": 1,
124
+ "input_features": {
125
+ "observation.images.image": {
126
+ "type": "VISUAL",
127
+ "shape": [
128
+ 3,
129
+ 256,
130
+ 256
131
+ ]
132
+ },
133
+ "observation.images.image2": {
134
+ "type": "VISUAL",
135
+ "shape": [
136
+ 3,
137
+ 256,
138
+ 256
139
+ ]
140
+ },
141
+ "observation.state": {
142
+ "type": "STATE",
143
+ "shape": [
144
+ 8
145
+ ]
146
+ }
147
+ },
148
+ "output_features": {
149
+ "action": {
150
+ "type": "ACTION",
151
+ "shape": [
152
+ 7
153
+ ]
154
+ }
155
+ },
156
+ "device": "cuda",
157
+ "dtype": null,
158
+ "use_amp": false,
159
+ "use_peft": false,
160
+ "push_to_hub": false,
161
+ "repo_id": null,
162
+ "private": null,
163
+ "tags": null,
164
+ "license": null,
165
+ "pretrained_path": null,
166
+ "pretrained_revision": null,
167
+ "chunk_size": 100,
168
+ "n_action_steps": 100,
169
+ "normalization_mapping": {
170
+ "VISUAL": "MEAN_STD",
171
+ "STATE": "MEAN_STD",
172
+ "ACTION": "MEAN_STD"
173
+ },
174
+ "vision_backbone": "resnet18",
175
+ "pretrained_backbone_weights": "ResNet18_Weights.IMAGENET1K_V1",
176
+ "replace_final_stride_with_dilation": false,
177
+ "pre_norm": false,
178
+ "dim_model": 512,
179
+ "n_heads": 8,
180
+ "dim_feedforward": 3200,
181
+ "feedforward_activation": "relu",
182
+ "n_encoder_layers": 4,
183
+ "n_decoder_layers": 1,
184
+ "use_vae": true,
185
+ "latent_dim": 32,
186
+ "n_vae_encoder_layers": 4,
187
+ "temporal_ensemble_coeff": null,
188
+ "dropout": 0.1,
189
+ "kl_weight": 10.0,
190
+ "optimizer_lr": 1e-05,
191
+ "optimizer_weight_decay": 0.0001,
192
+ "optimizer_lr_backbone": 1e-05
193
+ },
194
+ "reward_model": null,
195
+ "output_dir": "outputs/train/act_obj_t2_n20",
196
+ "job_name": "act_obj_t2_n20",
197
+ "resume": false,
198
+ "seed": 1000,
199
+ "cudnn_deterministic": false,
200
+ "num_workers": 4,
201
+ "batch_size": 8,
202
+ "prefetch_factor": 4,
203
+ "persistent_workers": true,
204
+ "dataloader_multiprocessing_context": "spawn",
205
+ "steps": 10000,
206
+ "env_eval_freq": 20000,
207
+ "log_freq": 200,
208
+ "eval_steps": 0,
209
+ "max_eval_samples": 0,
210
+ "tolerance_s": 0.0001,
211
+ "save_checkpoint": true,
212
+ "save_freq": 2000,
213
+ "checkpoint_format": "safetensors",
214
+ "use_policy_training_preset": true,
215
+ "optimizer": {
216
+ "type": "adamw",
217
+ "lr": 1e-05,
218
+ "weight_decay": 0.0001,
219
+ "grad_clip_norm": 10.0,
220
+ "betas": [
221
+ 0.9,
222
+ 0.999
223
+ ],
224
+ "eps": 1e-08
225
+ },
226
+ "scheduler": null,
227
+ "parallelism": {
228
+ "dp_replicate": 1,
229
+ "dp_shard": 1,
230
+ "context_parallel": {
231
+ "ring_degree": 1,
232
+ "ulysses_degree": 1
233
+ },
234
+ "cfg_parallel": 1
235
+ },
236
+ "accelerator": {
237
+ "mixed_precision": "no",
238
+ "gradient_accumulation": {
239
+ "steps": 1
240
+ },
241
+ "grad_scaler": {
242
+ "init_scale": 65536.0,
243
+ "growth_factor": 2.0,
244
+ "backoff_factor": 0.5,
245
+ "growth_interval": 2000
246
+ },
247
+ "fsdp": {
248
+ "reshard_after_forward": true,
249
+ "wrap_modules": null,
250
+ "min_num_params": null,
251
+ "cpu_offload": false,
252
+ "ignored_modules": null
253
+ },
254
+ "ddp": {
255
+ "find_unused_parameters": true,
256
+ "gradient_as_bucket_view": false,
257
+ "static_graph": false
258
+ },
259
+ "compile": {
260
+ "enabled": false,
261
+ "backend": "inductor",
262
+ "mode": null,
263
+ "regional": true
264
+ },
265
+ "activation_checkpointing": {
266
+ "mode": "none"
267
+ }
268
+ },
269
+ "eval": {
270
+ "n_episodes": 50,
271
+ "batch_size": 8,
272
+ "use_async_envs": true,
273
+ "recording": false,
274
+ "recording_repo_id": null,
275
+ "recording_private": false
276
+ },
277
+ "ema": {
278
+ "enable": false,
279
+ "decay": null,
280
+ "update_after_step": 0,
281
+ "inv_gamma": 1.0,
282
+ "power": 0.75,
283
+ "min_decay": 0.0,
284
+ "max_decay": 0.9999,
285
+ "use_for_eval": true
286
+ },
287
+ "wandb": {
288
+ "enable": true,
289
+ "disable_artifact": false,
290
+ "project": "lerobot",
291
+ "entity": null,
292
+ "notes": null,
293
+ "run_id": "8b5z9akh",
294
+ "resume": null,
295
+ "mode": null,
296
+ "console": "wrap",
297
+ "console_multipart": false,
298
+ "console_chunk_max_seconds": 0,
299
+ "add_tags": true
300
+ },
301
+ "peft": null,
302
+ "job": {
303
+ "target": null,
304
+ "image": "huggingface/lerobot-gpu:latest",
305
+ "timeout": "2d",
306
+ "detach": false,
307
+ "tags": []
308
+ },
309
+ "save_checkpoint_to_hub": false,
310
+ "sample_weighting": null,
311
+ "rename_map": {},
312
+ "checkpoint_path": null
313
+ }
config.json ADDED
@@ -0,0 +1,73 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "type": "act",
3
+ "n_obs_steps": 1,
4
+ "input_features": {
5
+ "observation.images.image": {
6
+ "type": "VISUAL",
7
+ "shape": [
8
+ 3,
9
+ 256,
10
+ 256
11
+ ]
12
+ },
13
+ "observation.images.image2": {
14
+ "type": "VISUAL",
15
+ "shape": [
16
+ 3,
17
+ 256,
18
+ 256
19
+ ]
20
+ },
21
+ "observation.state": {
22
+ "type": "STATE",
23
+ "shape": [
24
+ 8
25
+ ]
26
+ }
27
+ },
28
+ "output_features": {
29
+ "action": {
30
+ "type": "ACTION",
31
+ "shape": [
32
+ 7
33
+ ]
34
+ }
35
+ },
36
+ "device": "cuda",
37
+ "dtype": null,
38
+ "use_amp": false,
39
+ "use_peft": false,
40
+ "push_to_hub": false,
41
+ "repo_id": null,
42
+ "private": null,
43
+ "tags": null,
44
+ "license": null,
45
+ "pretrained_path": null,
46
+ "pretrained_revision": null,
47
+ "chunk_size": 100,
48
+ "n_action_steps": 100,
49
+ "normalization_mapping": {
50
+ "VISUAL": "MEAN_STD",
51
+ "STATE": "MEAN_STD",
52
+ "ACTION": "MEAN_STD"
53
+ },
54
+ "vision_backbone": "resnet18",
55
+ "pretrained_backbone_weights": "ResNet18_Weights.IMAGENET1K_V1",
56
+ "replace_final_stride_with_dilation": false,
57
+ "pre_norm": false,
58
+ "dim_model": 512,
59
+ "n_heads": 8,
60
+ "dim_feedforward": 3200,
61
+ "feedforward_activation": "relu",
62
+ "n_encoder_layers": 4,
63
+ "n_decoder_layers": 1,
64
+ "use_vae": true,
65
+ "latent_dim": 32,
66
+ "n_vae_encoder_layers": 4,
67
+ "temporal_ensemble_coeff": null,
68
+ "dropout": 0.1,
69
+ "kl_weight": 10.0,
70
+ "optimizer_lr": 1e-05,
71
+ "optimizer_weight_decay": 0.0001,
72
+ "optimizer_lr_backbone": 1e-05
73
+ }
model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:286c0e9bafadebfb2a2ea80001056ae48578fe676d51ba05a8fb90f582c2ecbb
3
+ size 206712060
policy_postprocessor.json ADDED
@@ -0,0 +1,32 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "name": "policy_postprocessor",
3
+ "steps": [
4
+ {
5
+ "registry_name": "unnormalizer_processor",
6
+ "config": {
7
+ "eps": 1e-08,
8
+ "features": {
9
+ "action": {
10
+ "type": "ACTION",
11
+ "shape": [
12
+ 7
13
+ ]
14
+ }
15
+ },
16
+ "norm_map": {
17
+ "VISUAL": "MEAN_STD",
18
+ "STATE": "MEAN_STD",
19
+ "ACTION": "MEAN_STD"
20
+ }
21
+ },
22
+ "state_file": "policy_postprocessor_step_0_unnormalizer_processor.safetensors"
23
+ },
24
+ {
25
+ "registry_name": "device_processor",
26
+ "config": {
27
+ "device": "cpu",
28
+ "float_dtype": null
29
+ }
30
+ }
31
+ ]
32
+ }
policy_postprocessor_step_0_unnormalizer_processor.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a002c0df7f79c5b169c5a899ad151d4ea1bed246c7d82bd93ed1556558d517a9
3
+ size 7668
policy_preprocessor.json ADDED
@@ -0,0 +1,64 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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": "device_processor",
16
+ "config": {
17
+ "device": "cuda",
18
+ "float_dtype": null
19
+ }
20
+ },
21
+ {
22
+ "registry_name": "normalizer_processor",
23
+ "config": {
24
+ "eps": 1e-08,
25
+ "features": {
26
+ "observation.images.image": {
27
+ "type": "VISUAL",
28
+ "shape": [
29
+ 3,
30
+ 256,
31
+ 256
32
+ ]
33
+ },
34
+ "observation.images.image2": {
35
+ "type": "VISUAL",
36
+ "shape": [
37
+ 3,
38
+ 256,
39
+ 256
40
+ ]
41
+ },
42
+ "observation.state": {
43
+ "type": "STATE",
44
+ "shape": [
45
+ 8
46
+ ]
47
+ },
48
+ "action": {
49
+ "type": "ACTION",
50
+ "shape": [
51
+ 7
52
+ ]
53
+ }
54
+ },
55
+ "norm_map": {
56
+ "VISUAL": "MEAN_STD",
57
+ "STATE": "MEAN_STD",
58
+ "ACTION": "MEAN_STD"
59
+ }
60
+ },
61
+ "state_file": "policy_preprocessor_step_3_normalizer_processor.safetensors"
62
+ }
63
+ ]
64
+ }
policy_preprocessor_step_3_normalizer_processor.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f98234b21ce8ffacf1b86657f3cf8e24ac6c31ebcd6a3b83cecd484439674306
3
+ size 7676
train_config.json ADDED
@@ -0,0 +1,313 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "dataset": {
3
+ "repo_id": "lerobot/libero",
4
+ "repo_type": "dataset",
5
+ "root": null,
6
+ "episodes": [
7
+ 855,
8
+ 873,
9
+ 881,
10
+ 907,
11
+ 914,
12
+ 917,
13
+ 927,
14
+ 938,
15
+ 961,
16
+ 1012,
17
+ 1026,
18
+ 1059,
19
+ 1076,
20
+ 1118,
21
+ 1124,
22
+ 1183,
23
+ 1185,
24
+ 1186,
25
+ 1212,
26
+ 1220
27
+ ],
28
+ "exclude_episodes": null,
29
+ "image_transforms": {
30
+ "enable": false,
31
+ "backend": "dataloader",
32
+ "gpu_compile": true,
33
+ "gpu_chunk_size": 32,
34
+ "max_num_transforms": 3,
35
+ "random_order": false,
36
+ "tfs": {
37
+ "brightness": {
38
+ "weight": 1.0,
39
+ "type": "ColorJitter",
40
+ "kwargs": {
41
+ "brightness": [
42
+ 0.8,
43
+ 1.2
44
+ ]
45
+ }
46
+ },
47
+ "contrast": {
48
+ "weight": 1.0,
49
+ "type": "ColorJitter",
50
+ "kwargs": {
51
+ "contrast": [
52
+ 0.8,
53
+ 1.2
54
+ ]
55
+ }
56
+ },
57
+ "saturation": {
58
+ "weight": 1.0,
59
+ "type": "ColorJitter",
60
+ "kwargs": {
61
+ "saturation": [
62
+ 0.5,
63
+ 1.5
64
+ ]
65
+ }
66
+ },
67
+ "hue": {
68
+ "weight": 1.0,
69
+ "type": "ColorJitter",
70
+ "kwargs": {
71
+ "hue": [
72
+ -0.05,
73
+ 0.05
74
+ ]
75
+ }
76
+ },
77
+ "sharpness": {
78
+ "weight": 1.0,
79
+ "type": "SharpnessJitter",
80
+ "kwargs": {
81
+ "sharpness": [
82
+ 0.5,
83
+ 1.5
84
+ ]
85
+ }
86
+ },
87
+ "affine": {
88
+ "weight": 1.0,
89
+ "type": "RandomAffine",
90
+ "kwargs": {
91
+ "degrees": [
92
+ -5.0,
93
+ 5.0
94
+ ],
95
+ "translate": [
96
+ 0.05,
97
+ 0.05
98
+ ]
99
+ }
100
+ }
101
+ }
102
+ },
103
+ "revision": "a1aaacb7f6cd6ee5fb43120f673cebb0cfea7dd4",
104
+ "use_imagenet_stats": true,
105
+ "video_backend": "torchcodec",
106
+ "return_uint8": false,
107
+ "depth_output_unit": "mm",
108
+ "streaming": false,
109
+ "streaming_episode_pool_size": 32,
110
+ "streaming_sampling_strategy": "remaining",
111
+ "streaming_prefetch_episodes": 8,
112
+ "streaming_byte_budget_gb": 8.0,
113
+ "streaming_decode_threads": 2,
114
+ "streaming_decoded_queue_size": 8,
115
+ "streaming_native_http_connections": null,
116
+ "streaming_native_http_subranges": 1,
117
+ "video_decoder_cache_size": null,
118
+ "eval_split": 0.0
119
+ },
120
+ "env": null,
121
+ "policy": {
122
+ "type": "act",
123
+ "n_obs_steps": 1,
124
+ "input_features": {
125
+ "observation.images.image": {
126
+ "type": "VISUAL",
127
+ "shape": [
128
+ 3,
129
+ 256,
130
+ 256
131
+ ]
132
+ },
133
+ "observation.images.image2": {
134
+ "type": "VISUAL",
135
+ "shape": [
136
+ 3,
137
+ 256,
138
+ 256
139
+ ]
140
+ },
141
+ "observation.state": {
142
+ "type": "STATE",
143
+ "shape": [
144
+ 8
145
+ ]
146
+ }
147
+ },
148
+ "output_features": {
149
+ "action": {
150
+ "type": "ACTION",
151
+ "shape": [
152
+ 7
153
+ ]
154
+ }
155
+ },
156
+ "device": "cuda",
157
+ "dtype": null,
158
+ "use_amp": false,
159
+ "use_peft": false,
160
+ "push_to_hub": false,
161
+ "repo_id": null,
162
+ "private": null,
163
+ "tags": null,
164
+ "license": null,
165
+ "pretrained_path": null,
166
+ "pretrained_revision": null,
167
+ "chunk_size": 100,
168
+ "n_action_steps": 100,
169
+ "normalization_mapping": {
170
+ "VISUAL": "MEAN_STD",
171
+ "STATE": "MEAN_STD",
172
+ "ACTION": "MEAN_STD"
173
+ },
174
+ "vision_backbone": "resnet18",
175
+ "pretrained_backbone_weights": "ResNet18_Weights.IMAGENET1K_V1",
176
+ "replace_final_stride_with_dilation": false,
177
+ "pre_norm": false,
178
+ "dim_model": 512,
179
+ "n_heads": 8,
180
+ "dim_feedforward": 3200,
181
+ "feedforward_activation": "relu",
182
+ "n_encoder_layers": 4,
183
+ "n_decoder_layers": 1,
184
+ "use_vae": true,
185
+ "latent_dim": 32,
186
+ "n_vae_encoder_layers": 4,
187
+ "temporal_ensemble_coeff": null,
188
+ "dropout": 0.1,
189
+ "kl_weight": 10.0,
190
+ "optimizer_lr": 1e-05,
191
+ "optimizer_weight_decay": 0.0001,
192
+ "optimizer_lr_backbone": 1e-05
193
+ },
194
+ "reward_model": null,
195
+ "output_dir": "outputs/train/act_obj_t2_n20",
196
+ "job_name": "act_obj_t2_n20",
197
+ "resume": false,
198
+ "seed": 1000,
199
+ "cudnn_deterministic": false,
200
+ "num_workers": 4,
201
+ "batch_size": 8,
202
+ "prefetch_factor": 4,
203
+ "persistent_workers": true,
204
+ "dataloader_multiprocessing_context": "spawn",
205
+ "steps": 10000,
206
+ "env_eval_freq": 20000,
207
+ "log_freq": 200,
208
+ "eval_steps": 0,
209
+ "max_eval_samples": 0,
210
+ "tolerance_s": 0.0001,
211
+ "save_checkpoint": true,
212
+ "save_freq": 2000,
213
+ "checkpoint_format": "safetensors",
214
+ "use_policy_training_preset": true,
215
+ "optimizer": {
216
+ "type": "adamw",
217
+ "lr": 1e-05,
218
+ "weight_decay": 0.0001,
219
+ "grad_clip_norm": 10.0,
220
+ "betas": [
221
+ 0.9,
222
+ 0.999
223
+ ],
224
+ "eps": 1e-08
225
+ },
226
+ "scheduler": null,
227
+ "parallelism": {
228
+ "dp_replicate": 1,
229
+ "dp_shard": 1,
230
+ "context_parallel": {
231
+ "ring_degree": 1,
232
+ "ulysses_degree": 1
233
+ },
234
+ "cfg_parallel": 1
235
+ },
236
+ "accelerator": {
237
+ "mixed_precision": "no",
238
+ "gradient_accumulation": {
239
+ "steps": 1
240
+ },
241
+ "grad_scaler": {
242
+ "init_scale": 65536.0,
243
+ "growth_factor": 2.0,
244
+ "backoff_factor": 0.5,
245
+ "growth_interval": 2000
246
+ },
247
+ "fsdp": {
248
+ "reshard_after_forward": true,
249
+ "wrap_modules": null,
250
+ "min_num_params": null,
251
+ "cpu_offload": false,
252
+ "ignored_modules": null
253
+ },
254
+ "ddp": {
255
+ "find_unused_parameters": true,
256
+ "gradient_as_bucket_view": false,
257
+ "static_graph": false
258
+ },
259
+ "compile": {
260
+ "enabled": false,
261
+ "backend": "inductor",
262
+ "mode": null,
263
+ "regional": true
264
+ },
265
+ "activation_checkpointing": {
266
+ "mode": "none"
267
+ }
268
+ },
269
+ "eval": {
270
+ "n_episodes": 50,
271
+ "batch_size": 8,
272
+ "use_async_envs": true,
273
+ "recording": false,
274
+ "recording_repo_id": null,
275
+ "recording_private": false
276
+ },
277
+ "ema": {
278
+ "enable": false,
279
+ "decay": null,
280
+ "update_after_step": 0,
281
+ "inv_gamma": 1.0,
282
+ "power": 0.75,
283
+ "min_decay": 0.0,
284
+ "max_decay": 0.9999,
285
+ "use_for_eval": true
286
+ },
287
+ "wandb": {
288
+ "enable": true,
289
+ "disable_artifact": false,
290
+ "project": "lerobot",
291
+ "entity": null,
292
+ "notes": null,
293
+ "run_id": "8b5z9akh",
294
+ "resume": null,
295
+ "mode": null,
296
+ "console": "wrap",
297
+ "console_multipart": false,
298
+ "console_chunk_max_seconds": 0,
299
+ "add_tags": true
300
+ },
301
+ "peft": null,
302
+ "job": {
303
+ "target": null,
304
+ "image": "huggingface/lerobot-gpu:latest",
305
+ "timeout": "2d",
306
+ "detach": false,
307
+ "tags": []
308
+ },
309
+ "save_checkpoint_to_hub": false,
310
+ "sample_weighting": null,
311
+ "rename_map": {},
312
+ "checkpoint_path": null
313
+ }