HyeonseokE commited on
Commit
6c2d696
·
verified ·
1 Parent(s): 22cd519

Upload folder using huggingface_hub

Browse files
config.json ADDED
@@ -0,0 +1,117 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "type": "smolvla",
3
+ "n_obs_steps": 1,
4
+ "input_features": {
5
+ "observation.state": {
6
+ "type": "STATE",
7
+ "shape": [
8
+ 6
9
+ ]
10
+ },
11
+ "observation.images.camera1": {
12
+ "type": "VISUAL",
13
+ "shape": [
14
+ 3,
15
+ 256,
16
+ 256
17
+ ]
18
+ },
19
+ "observation.images.camera2": {
20
+ "type": "VISUAL",
21
+ "shape": [
22
+ 3,
23
+ 256,
24
+ 256
25
+ ]
26
+ },
27
+ "observation.images.camera3": {
28
+ "type": "VISUAL",
29
+ "shape": [
30
+ 3,
31
+ 256,
32
+ 256
33
+ ]
34
+ },
35
+ "observation.images.top": {
36
+ "type": "VISUAL",
37
+ "shape": [
38
+ 3,
39
+ 480,
40
+ 640
41
+ ]
42
+ },
43
+ "observation.images.left_wrist": {
44
+ "type": "VISUAL",
45
+ "shape": [
46
+ 3,
47
+ 480,
48
+ 640
49
+ ]
50
+ }
51
+ },
52
+ "output_features": {
53
+ "action": {
54
+ "type": "ACTION",
55
+ "shape": [
56
+ 6
57
+ ]
58
+ }
59
+ },
60
+ "device": "cuda",
61
+ "use_amp": false,
62
+ "use_peft": false,
63
+ "push_to_hub": false,
64
+ "repo_id": null,
65
+ "private": null,
66
+ "tags": null,
67
+ "license": null,
68
+ "pretrained_path": "CoRL2026-CSI/smolVLA-IsaacLab-Multi-Task-8epoch-mod",
69
+ "chunk_size": 50,
70
+ "n_action_steps": 50,
71
+ "normalization_mapping": {
72
+ "VISUAL": "IDENTITY",
73
+ "STATE": "MEAN_STD",
74
+ "ACTION": "MEAN_STD"
75
+ },
76
+ "max_state_dim": 32,
77
+ "max_action_dim": 32,
78
+ "resize_imgs_with_padding": [
79
+ 512,
80
+ 512
81
+ ],
82
+ "empty_cameras": 0,
83
+ "adapt_to_pi_aloha": false,
84
+ "use_delta_joint_actions_aloha": false,
85
+ "tokenizer_max_length": 48,
86
+ "num_steps": 50,
87
+ "use_cache": true,
88
+ "freeze_vision_encoder": true,
89
+ "train_expert_only": true,
90
+ "train_state_proj": true,
91
+ "optimizer_lr": 0.0001,
92
+ "optimizer_betas": [
93
+ 0.9,
94
+ 0.95
95
+ ],
96
+ "optimizer_eps": 1e-08,
97
+ "optimizer_weight_decay": 1e-10,
98
+ "optimizer_grad_clip_norm": 10.0,
99
+ "scheduler_warmup_steps": 1000,
100
+ "scheduler_decay_steps": 30000,
101
+ "scheduler_decay_lr": 2.5e-06,
102
+ "vlm_model_name": "HuggingFaceTB/SmolVLM2-500M-Video-Instruct",
103
+ "load_vlm_weights": true,
104
+ "add_image_special_tokens": false,
105
+ "attention_mode": "cross_attn",
106
+ "prefix_length": 0,
107
+ "pad_language_to": "max_length",
108
+ "num_expert_layers": 0,
109
+ "num_vlm_layers": 16,
110
+ "self_attn_every_n_layers": 2,
111
+ "expert_width_multiplier": 0.75,
112
+ "min_period": 0.004,
113
+ "max_period": 4.0,
114
+ "rtc_config": null,
115
+ "compile_model": false,
116
+ "compile_mode": "max-autotune"
117
+ }
model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b4fdb1d8df3745364b39e3a0e4e6d04e936fc9e5a2e224db0565fca0277820ae
3
+ size 906712520
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
+ 6
13
+ ]
14
+ }
15
+ },
16
+ "norm_map": {
17
+ "VISUAL": "IDENTITY",
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:e8fb28e5c8bc2e27ec53f215a01596544b58ec8dfb0db38489fd4b3c21a3a5d8
3
+ size 14620
policy_preprocessor.json ADDED
@@ -0,0 +1,106 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "name": "policy_preprocessor",
3
+ "steps": [
4
+ {
5
+ "registry_name": "rename_observations_processor",
6
+ "config": {
7
+ "rename_map": {
8
+ "observation.images.left_wrist": "observation.images.camera1",
9
+ "observation.images.top": "observation.images.camera2"
10
+ }
11
+ }
12
+ },
13
+ {
14
+ "registry_name": "to_batch_processor",
15
+ "config": {}
16
+ },
17
+ {
18
+ "registry_name": "smolvla_new_line_processor",
19
+ "config": {}
20
+ },
21
+ {
22
+ "registry_name": "tokenizer_processor",
23
+ "config": {
24
+ "max_length": 48,
25
+ "task_key": "task",
26
+ "padding_side": "right",
27
+ "padding": "max_length",
28
+ "truncation": true,
29
+ "tokenizer_name": "HuggingFaceTB/SmolVLM2-500M-Video-Instruct"
30
+ }
31
+ },
32
+ {
33
+ "registry_name": "device_processor",
34
+ "config": {
35
+ "device": "cuda",
36
+ "float_dtype": null
37
+ }
38
+ },
39
+ {
40
+ "registry_name": "normalizer_processor",
41
+ "config": {
42
+ "eps": 1e-08,
43
+ "features": {
44
+ "observation.state": {
45
+ "type": "STATE",
46
+ "shape": [
47
+ 6
48
+ ]
49
+ },
50
+ "observation.images.camera1": {
51
+ "type": "VISUAL",
52
+ "shape": [
53
+ 3,
54
+ 256,
55
+ 256
56
+ ]
57
+ },
58
+ "observation.images.camera2": {
59
+ "type": "VISUAL",
60
+ "shape": [
61
+ 3,
62
+ 256,
63
+ 256
64
+ ]
65
+ },
66
+ "observation.images.camera3": {
67
+ "type": "VISUAL",
68
+ "shape": [
69
+ 3,
70
+ 256,
71
+ 256
72
+ ]
73
+ },
74
+ "observation.images.top": {
75
+ "type": "VISUAL",
76
+ "shape": [
77
+ 3,
78
+ 480,
79
+ 640
80
+ ]
81
+ },
82
+ "observation.images.left_wrist": {
83
+ "type": "VISUAL",
84
+ "shape": [
85
+ 3,
86
+ 480,
87
+ 640
88
+ ]
89
+ },
90
+ "action": {
91
+ "type": "ACTION",
92
+ "shape": [
93
+ 6
94
+ ]
95
+ }
96
+ },
97
+ "norm_map": {
98
+ "VISUAL": "IDENTITY",
99
+ "STATE": "MEAN_STD",
100
+ "ACTION": "MEAN_STD"
101
+ }
102
+ },
103
+ "state_file": "policy_preprocessor_step_5_normalizer_processor.safetensors"
104
+ }
105
+ ]
106
+ }
policy_preprocessor_step_5_normalizer_processor.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e8fb28e5c8bc2e27ec53f215a01596544b58ec8dfb0db38489fd4b3c21a3a5d8
3
+ size 14620
train_config.json ADDED
@@ -0,0 +1,263 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "dataset": {
3
+ "repo_id": "CoRL2026-CSI/SO101_ours_pnp_100epi",
4
+ "root": null,
5
+ "episodes": null,
6
+ "image_transforms": {
7
+ "enable": true,
8
+ "max_num_transforms": 3,
9
+ "random_order": true,
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": null,
78
+ "use_imagenet_stats": true,
79
+ "video_backend": "torchcodec",
80
+ "streaming": false
81
+ },
82
+ "env": null,
83
+ "policy": {
84
+ "type": "smolvla",
85
+ "n_obs_steps": 1,
86
+ "input_features": {
87
+ "observation.state": {
88
+ "type": "STATE",
89
+ "shape": [
90
+ 6
91
+ ]
92
+ },
93
+ "observation.images.camera1": {
94
+ "type": "VISUAL",
95
+ "shape": [
96
+ 3,
97
+ 256,
98
+ 256
99
+ ]
100
+ },
101
+ "observation.images.camera2": {
102
+ "type": "VISUAL",
103
+ "shape": [
104
+ 3,
105
+ 256,
106
+ 256
107
+ ]
108
+ },
109
+ "observation.images.camera3": {
110
+ "type": "VISUAL",
111
+ "shape": [
112
+ 3,
113
+ 256,
114
+ 256
115
+ ]
116
+ },
117
+ "observation.images.top": {
118
+ "type": "VISUAL",
119
+ "shape": [
120
+ 3,
121
+ 480,
122
+ 640
123
+ ]
124
+ },
125
+ "observation.images.left_wrist": {
126
+ "type": "VISUAL",
127
+ "shape": [
128
+ 3,
129
+ 480,
130
+ 640
131
+ ]
132
+ }
133
+ },
134
+ "output_features": {
135
+ "action": {
136
+ "type": "ACTION",
137
+ "shape": [
138
+ 6
139
+ ]
140
+ }
141
+ },
142
+ "device": "cuda",
143
+ "use_amp": false,
144
+ "use_peft": false,
145
+ "push_to_hub": false,
146
+ "repo_id": null,
147
+ "private": null,
148
+ "tags": null,
149
+ "license": null,
150
+ "pretrained_path": "CoRL2026-CSI/smolVLA-IsaacLab-Multi-Task-8epoch-mod",
151
+ "chunk_size": 50,
152
+ "n_action_steps": 50,
153
+ "normalization_mapping": {
154
+ "VISUAL": "IDENTITY",
155
+ "STATE": "MEAN_STD",
156
+ "ACTION": "MEAN_STD"
157
+ },
158
+ "max_state_dim": 32,
159
+ "max_action_dim": 32,
160
+ "resize_imgs_with_padding": [
161
+ 512,
162
+ 512
163
+ ],
164
+ "empty_cameras": 0,
165
+ "adapt_to_pi_aloha": false,
166
+ "use_delta_joint_actions_aloha": false,
167
+ "tokenizer_max_length": 48,
168
+ "num_steps": 50,
169
+ "use_cache": true,
170
+ "freeze_vision_encoder": true,
171
+ "train_expert_only": true,
172
+ "train_state_proj": true,
173
+ "optimizer_lr": 0.0001,
174
+ "optimizer_betas": [
175
+ 0.9,
176
+ 0.95
177
+ ],
178
+ "optimizer_eps": 1e-08,
179
+ "optimizer_weight_decay": 1e-10,
180
+ "optimizer_grad_clip_norm": 10.0,
181
+ "scheduler_warmup_steps": 1000,
182
+ "scheduler_decay_steps": 30000,
183
+ "scheduler_decay_lr": 2.5e-06,
184
+ "vlm_model_name": "HuggingFaceTB/SmolVLM2-500M-Video-Instruct",
185
+ "load_vlm_weights": true,
186
+ "add_image_special_tokens": false,
187
+ "attention_mode": "cross_attn",
188
+ "prefix_length": 0,
189
+ "pad_language_to": "max_length",
190
+ "num_expert_layers": 0,
191
+ "num_vlm_layers": 16,
192
+ "self_attn_every_n_layers": 2,
193
+ "expert_width_multiplier": 0.75,
194
+ "min_period": 0.004,
195
+ "max_period": 4.0,
196
+ "rtc_config": null,
197
+ "compile_model": false,
198
+ "compile_mode": "max-autotune"
199
+ },
200
+ "output_dir": "/workspace/train_with_lerobot/outputs/train/SO101_ours_pnp_100epi",
201
+ "job_name": "SO101_ours_pnp_100epi",
202
+ "resume": false,
203
+ "seed": 1000,
204
+ "cudnn_deterministic": false,
205
+ "num_workers": 6,
206
+ "persistent_workers": true,
207
+ "batch_size": 128,
208
+ "gradient_accumulation_steps": 1,
209
+ "steps": 6600,
210
+ "eval_freq": 0,
211
+ "log_freq": 100,
212
+ "tolerance_s": 0.0001,
213
+ "save_checkpoint": true,
214
+ "save_freq": 18500,
215
+ "checkpoint_push_to_hub": false,
216
+ "checkpoint_hub_repo_id": null,
217
+ "checkpoint_hub_private": true,
218
+ "use_policy_training_preset": true,
219
+ "optimizer": {
220
+ "type": "adamw",
221
+ "lr": 0.0001,
222
+ "weight_decay": 1e-10,
223
+ "grad_clip_norm": 10.0,
224
+ "betas": [
225
+ 0.9,
226
+ 0.95
227
+ ],
228
+ "eps": 1e-08
229
+ },
230
+ "scheduler": {
231
+ "type": "cosine_decay_with_warmup",
232
+ "num_warmup_steps": 1000,
233
+ "num_decay_steps": 30000,
234
+ "peak_lr": 0.0001,
235
+ "decay_lr": 2.5e-06
236
+ },
237
+ "eval": {
238
+ "n_episodes": 50,
239
+ "batch_size": 44,
240
+ "use_async_envs": true
241
+ },
242
+ "wandb": {
243
+ "enable": true,
244
+ "disable_artifact": false,
245
+ "project": "lerobot-smolvla",
246
+ "entity": null,
247
+ "notes": null,
248
+ "run_id": "bh4nidll",
249
+ "mode": null,
250
+ "add_tags": true
251
+ },
252
+ "peft": null,
253
+ "use_rabc": false,
254
+ "rabc_progress_path": null,
255
+ "rabc_kappa": 0.01,
256
+ "rabc_epsilon": 1e-06,
257
+ "rabc_head_mode": "sparse",
258
+ "rename_map": {
259
+ "observation.images.left_wrist": "observation.images.camera1",
260
+ "observation.images.top": "observation.images.camera2"
261
+ },
262
+ "checkpoint_path": null
263
+ }