gubam commited on
Commit
217bd87
·
verified ·
1 Parent(s): a1c52f3

Upload folder using huggingface_hub

Browse files
checkpoint-25000/config.json ADDED
@@ -0,0 +1,70 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "action_horizon": 50,
3
+ "add_pos_embed": true,
4
+ "apply_sincos_state_encoding": true,
5
+ "architectures": [
6
+ "Gr00tN1d6"
7
+ ],
8
+ "attn_dropout": 0.2,
9
+ "attn_implementation": null,
10
+ "backbone_embedding_dim": 2048,
11
+ "backbone_model_type": "eagle",
12
+ "backbone_trainable_params_fp32": true,
13
+ "collator_overwrite_image_inputs": false,
14
+ "color_jitter_params": {
15
+ "brightness": 0.1,
16
+ "contrast": 0.1,
17
+ "hue": 0.1,
18
+ "saturation": 0.1
19
+ },
20
+ "crop_fraction": 0.95,
21
+ "diffusion_model_cfg": {
22
+ "attention_head_dim": 48,
23
+ "dropout": 0.2,
24
+ "final_dropout": true,
25
+ "interleave_self_attention": true,
26
+ "norm_type": "ada_norm",
27
+ "num_attention_heads": 32,
28
+ "num_layers": 32,
29
+ "output_dim": 1024,
30
+ "positional_embeddings": null
31
+ },
32
+ "eagle_collator": true,
33
+ "formalize_language": true,
34
+ "gemma_collator": false,
35
+ "hidden_size": 1024,
36
+ "image_crop_size": null,
37
+ "image_target_size": null,
38
+ "input_embedding_dim": 1536,
39
+ "load_bf16": true,
40
+ "max_action_dim": 128,
41
+ "max_num_embodiments": 32,
42
+ "max_seq_len": 1024,
43
+ "max_state_dim": 128,
44
+ "model_dtype": "bfloat16",
45
+ "model_name": "nvidia/Eagle-Block2A-2B-v2",
46
+ "model_type": "Gr00tN1d6",
47
+ "noise_beta_alpha": 1.5,
48
+ "noise_beta_beta": 1.0,
49
+ "noise_s": 0.999,
50
+ "num_inference_timesteps": 4,
51
+ "num_timestep_buckets": 1000,
52
+ "random_rotation_angle": null,
53
+ "reproject_vision": false,
54
+ "select_layer": 16,
55
+ "shortest_image_edge": 256,
56
+ "state_dropout_prob": 0.0,
57
+ "torch_dtype": "bfloat16",
58
+ "transformers_version": "4.51.3",
59
+ "tune_diffusion_model": true,
60
+ "tune_llm": false,
61
+ "tune_projector": true,
62
+ "tune_top_llm_layers": 4,
63
+ "tune_visual": false,
64
+ "tune_vlln": true,
65
+ "use_albumentations_transforms": true,
66
+ "use_alternate_vl_dit": true,
67
+ "use_flash_attention": true,
68
+ "use_relative_action": true,
69
+ "use_vlln": true
70
+ }
checkpoint-25000/embodiment_id.json ADDED
@@ -0,0 +1,11 @@
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "robocasa_panda_omron": 13,
3
+ "gr1": 20,
4
+ "behavior_r1_pro": 24,
5
+ "unitree_g1": 8,
6
+ "oxe_google": 0,
7
+ "oxe_widowx": 1,
8
+ "libero_panda": 2,
9
+ "oxe_droid": 16,
10
+ "new_embodiment": 10
11
+ }
checkpoint-25000/experiment_cfg/conf.yaml ADDED
@@ -0,0 +1,234 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ load_config_path: null
2
+ model:
3
+ model_type: Gr00tN1d6
4
+ model_dtype: bfloat16
5
+ model_name: nvidia/Eagle-Block2A-2B-v2
6
+ backbone_model_type: eagle
7
+ model_revision: null
8
+ tune_top_llm_layers: 4
9
+ backbone_embedding_dim: 2048
10
+ tune_llm: false
11
+ tune_visual: false
12
+ select_layer: 16
13
+ reproject_vision: false
14
+ use_flash_attention: true
15
+ load_bf16: false
16
+ collator_overwrite_image_inputs: false
17
+ eagle_collator: true
18
+ backbone_trainable_params_fp32: true
19
+ image_crop_size: null
20
+ image_target_size: null
21
+ shortest_image_edge: 256
22
+ crop_fraction: 0.95
23
+ random_rotation_angle: null
24
+ color_jitter_params:
25
+ brightness: 0.3
26
+ contrast: 0.4
27
+ saturation: 0.5
28
+ hue: 0.08
29
+ use_albumentations_transforms: true
30
+ extra_augmentation_config: null
31
+ formalize_language: true
32
+ apply_sincos_state_encoding: false
33
+ use_relative_action: true
34
+ max_state_dim: 29
35
+ max_action_dim: 29
36
+ action_horizon: 16
37
+ hidden_size: 1024
38
+ input_embedding_dim: 1536
39
+ add_pos_embed: true
40
+ attn_dropout: 0.2
41
+ use_vlln: true
42
+ max_seq_len: 1024
43
+ use_alternate_vl_dit: true
44
+ attend_text_every_n_blocks: 2
45
+ diffusion_model_cfg:
46
+ positional_embeddings: null
47
+ num_layers: 32
48
+ num_attention_heads: 32
49
+ attention_head_dim: 48
50
+ norm_type: ada_norm
51
+ dropout: 0.2
52
+ final_dropout: true
53
+ output_dim: 1024
54
+ interleave_self_attention: true
55
+ num_inference_timesteps: 4
56
+ noise_beta_alpha: 1.5
57
+ noise_beta_beta: 1.0
58
+ noise_s: 0.999
59
+ num_timestep_buckets: 1000
60
+ tune_projector: true
61
+ tune_diffusion_model: true
62
+ tune_vlln: true
63
+ state_dropout_prob: 0.0
64
+ state_additive_noise_scale: 0.0
65
+ max_num_embodiments: 32
66
+ data:
67
+ datasets:
68
+ - dataset_paths:
69
+ - gubam/upper_body_dataset
70
+ embodiment_tag: new_embodiment
71
+ mix_ratio: 1.0
72
+ dataset_type: physical_embodiment
73
+ val_dataset_path: null
74
+ modality_configs:
75
+ new_embodiment:
76
+ video:
77
+ delta_indices:
78
+ - 0
79
+ modality_keys:
80
+ - front
81
+ - left_wrist
82
+ - right_wrist
83
+ sin_cos_embedding_keys: null
84
+ mean_std_embedding_keys: null
85
+ action_configs: null
86
+ state:
87
+ delta_indices:
88
+ - 0
89
+ modality_keys:
90
+ - arm
91
+ - left_hand
92
+ - right_hand
93
+ sin_cos_embedding_keys:
94
+ - arm
95
+ - left_hand
96
+ - right_hand
97
+ mean_std_embedding_keys: null
98
+ action_configs: null
99
+ action:
100
+ delta_indices:
101
+ - 0
102
+ - 1
103
+ - 2
104
+ - 3
105
+ - 4
106
+ - 5
107
+ - 6
108
+ - 7
109
+ - 8
110
+ - 9
111
+ - 10
112
+ - 11
113
+ - 12
114
+ - 13
115
+ - 14
116
+ - 15
117
+ - 16
118
+ - 17
119
+ - 18
120
+ - 19
121
+ - 20
122
+ - 21
123
+ - 22
124
+ - 23
125
+ - 24
126
+ - 25
127
+ - 26
128
+ - 27
129
+ - 28
130
+ - 29
131
+ modality_keys:
132
+ - arm
133
+ - left_hand
134
+ - right_hand
135
+ sin_cos_embedding_keys: null
136
+ mean_std_embedding_keys: null
137
+ action_configs:
138
+ - rep: ABSOLUTE
139
+ type: NON_EEF
140
+ format: DEFAULT
141
+ state_key: null
142
+ - rep: ABSOLUTE
143
+ type: NON_EEF
144
+ format: DEFAULT
145
+ state_key: null
146
+ - rep: ABSOLUTE
147
+ type: NON_EEF
148
+ format: DEFAULT
149
+ state_key: null
150
+ language:
151
+ delta_indices:
152
+ - 0
153
+ modality_keys:
154
+ - annotation.task_description
155
+ sin_cos_embedding_keys: null
156
+ mean_std_embedding_keys: null
157
+ action_configs: null
158
+ download_cache: false
159
+ shard_size: 1024
160
+ episode_sampling_rate: 0.1
161
+ num_shards_per_epoch: 100000
162
+ override_pretraining_statistics: false
163
+ mode: single_turn
164
+ random_chop: 0.0
165
+ mock_dataset_mode: false
166
+ shuffle: true
167
+ seed: 42
168
+ multiprocessing_context: fork
169
+ allow_padding: false
170
+ subsample_ratio: 1.0
171
+ image_crop_size:
172
+ - 244
173
+ - 244
174
+ image_target_size:
175
+ - 224
176
+ - 224
177
+ video_backend: torchcodec
178
+ training:
179
+ output_dir: /tmp/dual_arm_finetune
180
+ experiment_name: null
181
+ max_steps: 50000
182
+ global_batch_size: 64
183
+ batch_size: null
184
+ gradient_accumulation_steps: 1
185
+ learning_rate: 0.0001
186
+ lr_scheduler_type: cosine
187
+ weight_decay: 1.0e-05
188
+ warmup_ratio: 0.05
189
+ warmup_steps: 0
190
+ max_grad_norm: 1.0
191
+ optim: adamw_torch
192
+ start_from_checkpoint: nvidia/GR00T-N1.6-3B
193
+ tf32: true
194
+ fp16: false
195
+ bf16: true
196
+ eval_bf16: true
197
+ logging_steps: 10
198
+ save_steps: 25000
199
+ save_total_limit: 5
200
+ save_vl_model: false
201
+ upload_checkpoints: false
202
+ upload_every: 1000
203
+ upload_last_n_checkpoints: 5
204
+ max_concurrent_uploads: 2
205
+ eval_strategy: 'no'
206
+ eval_steps: 500
207
+ eval_set_split_ratio: 0.1
208
+ eval_batch_size: 2
209
+ save_best_eval_metric_name: ''
210
+ save_best_eval_metric_greater_is_better: true
211
+ deepspeed_stage: 2
212
+ gradient_checkpointing: false
213
+ transformers_trust_remote_code: true
214
+ transformers_local_files_only: false
215
+ transformers_cache_dir: null
216
+ transformers_access_token: null
217
+ use_ddp: false
218
+ ddp_bucket_cap_mb: 100
219
+ num_gpus: 1
220
+ dataloader_num_workers: 4
221
+ remove_unused_columns: false
222
+ use_wandb: true
223
+ wandb_project: finetune-gr00t-n1d6
224
+ enable_profiling: false
225
+ max_retries: 3
226
+ assert_loss_less_than: null
227
+ add_rl_callback: false
228
+ enable_open_loop_eval: false
229
+ open_loop_eval_traj_ids:
230
+ - 0
231
+ open_loop_eval_steps_per_traj: 100
232
+ open_loop_eval_plot_indices: null
233
+ max_steps: 50000
234
+ save_steps: 25000
checkpoint-25000/experiment_cfg/config.yaml ADDED
@@ -0,0 +1,268 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ !!python/object:gr00t.configs.base_config.Config
2
+ data: !!python/object:gr00t.configs.data.data_config.DataConfig
3
+ allow_padding: false
4
+ datasets:
5
+ - !!python/object:gr00t.configs.data.data_config.SingleDatasetConfig
6
+ dataset_paths:
7
+ - gubam/upper_body_dataset
8
+ dataset_type: physical_embodiment
9
+ embodiment_tag: new_embodiment
10
+ mix_ratio: 1.0
11
+ val_dataset_path: null
12
+ download_cache: false
13
+ episode_sampling_rate: 0.1
14
+ image_crop_size:
15
+ - 244
16
+ - 244
17
+ image_target_size:
18
+ - 224
19
+ - 224
20
+ mock_dataset_mode: false
21
+ modality_configs:
22
+ new_embodiment:
23
+ action: !!python/object:gr00t.data.types.ModalityConfig
24
+ action_configs:
25
+ - !!python/object:gr00t.data.types.ActionConfig
26
+ format: &id001 !!python/object/apply:gr00t.data.types.ActionFormat
27
+ - default
28
+ rep: &id002 !!python/object/apply:gr00t.data.types.ActionRepresentation
29
+ - absolute
30
+ state_key: null
31
+ type: &id003 !!python/object/apply:gr00t.data.types.ActionType
32
+ - non_eef
33
+ - !!python/object:gr00t.data.types.ActionConfig
34
+ format: *id001
35
+ rep: *id002
36
+ state_key: null
37
+ type: *id003
38
+ - !!python/object:gr00t.data.types.ActionConfig
39
+ format: *id001
40
+ rep: *id002
41
+ state_key: null
42
+ type: *id003
43
+ delta_indices:
44
+ - 0
45
+ - 1
46
+ - 2
47
+ - 3
48
+ - 4
49
+ - 5
50
+ - 6
51
+ - 7
52
+ - 8
53
+ - 9
54
+ - 10
55
+ - 11
56
+ - 12
57
+ - 13
58
+ - 14
59
+ - 15
60
+ - 16
61
+ - 17
62
+ - 18
63
+ - 19
64
+ - 20
65
+ - 21
66
+ - 22
67
+ - 23
68
+ - 24
69
+ - 25
70
+ - 26
71
+ - 27
72
+ - 28
73
+ - 29
74
+ mean_std_embedding_keys: null
75
+ modality_keys:
76
+ - arm
77
+ - left_hand
78
+ - right_hand
79
+ sin_cos_embedding_keys: null
80
+ language: !!python/object:gr00t.data.types.ModalityConfig
81
+ action_configs: null
82
+ delta_indices:
83
+ - 0
84
+ mean_std_embedding_keys: null
85
+ modality_keys:
86
+ - annotation.task_description
87
+ sin_cos_embedding_keys: null
88
+ state: !!python/object:gr00t.data.types.ModalityConfig
89
+ action_configs: null
90
+ delta_indices:
91
+ - 0
92
+ mean_std_embedding_keys: null
93
+ modality_keys:
94
+ - arm
95
+ - left_hand
96
+ - right_hand
97
+ sin_cos_embedding_keys:
98
+ - arm
99
+ - left_hand
100
+ - right_hand
101
+ video: !!python/object:gr00t.data.types.ModalityConfig
102
+ action_configs: null
103
+ delta_indices:
104
+ - 0
105
+ mean_std_embedding_keys: null
106
+ modality_keys:
107
+ - front
108
+ - left_wrist
109
+ - right_wrist
110
+ sin_cos_embedding_keys: null
111
+ mode: single_turn
112
+ multiprocessing_context: fork
113
+ num_shards_per_epoch: 100000
114
+ override_pretraining_statistics: false
115
+ random_chop: 0.0
116
+ seed: 42
117
+ shard_size: 1024
118
+ shuffle: true
119
+ subsample_ratio: 1.0
120
+ video_backend: torchcodec
121
+ load_config_path: null
122
+ model: !!python/object:gr00t.configs.model.gr00t_n1d6.Gr00tN1d6Config
123
+ _attn_implementation_autoset: false
124
+ _attn_implementation_internal: null
125
+ _commit_hash: null
126
+ _name_or_path: ''
127
+ add_cross_attention: false
128
+ architectures: null
129
+ backbone_model_type: eagle
130
+ backbone_trainable_params_fp32: true
131
+ bad_words_ids: null
132
+ begin_suppress_tokens: null
133
+ bos_token_id: null
134
+ chunk_size_feed_forward: 0
135
+ color_jitter_params:
136
+ brightness: 0.3
137
+ contrast: 0.4
138
+ hue: 0.08
139
+ saturation: 0.5
140
+ cross_attention_hidden_size: null
141
+ decoder_start_token_id: null
142
+ diffusion_model_cfg:
143
+ attention_head_dim: 48
144
+ dropout: 0.2
145
+ final_dropout: true
146
+ interleave_self_attention: true
147
+ norm_type: ada_norm
148
+ num_attention_heads: 32
149
+ num_layers: 32
150
+ output_dim: 1024
151
+ positional_embeddings: null
152
+ diversity_penalty: 0.0
153
+ do_sample: false
154
+ eagle_collator: true
155
+ early_stopping: false
156
+ encoder_no_repeat_ngram_size: 0
157
+ eos_token_id: null
158
+ exponential_decay_length_penalty: null
159
+ extra_augmentation_config: null
160
+ finetuning_task: null
161
+ forced_bos_token_id: null
162
+ forced_eos_token_id: null
163
+ id2label:
164
+ 0: LABEL_0
165
+ 1: LABEL_1
166
+ is_decoder: false
167
+ is_encoder_decoder: false
168
+ label2id:
169
+ LABEL_0: 0
170
+ LABEL_1: 1
171
+ length_penalty: 1.0
172
+ load_bf16: false
173
+ max_length: 20
174
+ min_length: 0
175
+ model_name: nvidia/Eagle-Block2A-2B-v2
176
+ no_repeat_ngram_size: 0
177
+ num_beam_groups: 1
178
+ num_beams: 1
179
+ num_return_sequences: 1
180
+ output_attentions: false
181
+ output_hidden_states: false
182
+ output_scores: false
183
+ pad_token_id: null
184
+ prefix: null
185
+ problem_type: null
186
+ pruned_heads: {}
187
+ random_rotation_angle: null
188
+ remove_invalid_values: false
189
+ repetition_penalty: 1.0
190
+ reproject_vision: false
191
+ return_dict: true
192
+ return_dict_in_generate: false
193
+ sep_token_id: null
194
+ state_dropout_prob: 0.0
195
+ suppress_tokens: null
196
+ task_specific_params: null
197
+ temperature: 1.0
198
+ tf_legacy_loss: false
199
+ tie_encoder_decoder: false
200
+ tie_word_embeddings: true
201
+ tokenizer_class: null
202
+ top_k: 50
203
+ top_p: 1.0
204
+ torch_dtype: null
205
+ torchscript: false
206
+ transformers_version: null
207
+ tune_diffusion_model: true
208
+ tune_llm: false
209
+ tune_projector: true
210
+ tune_visual: false
211
+ typical_p: 1.0
212
+ use_bfloat16: false
213
+ use_relative_action: true
214
+ training: !!python/object:gr00t.configs.training.training_config.TrainingConfig
215
+ add_rl_callback: false
216
+ assert_loss_less_than: null
217
+ batch_size: null
218
+ bf16: true
219
+ dataloader_num_workers: 4
220
+ ddp_bucket_cap_mb: 100
221
+ deepspeed_stage: 2
222
+ enable_open_loop_eval: false
223
+ enable_profiling: false
224
+ eval_batch_size: 2
225
+ eval_bf16: true
226
+ eval_set_split_ratio: 0.1
227
+ eval_steps: 500
228
+ eval_strategy: 'no'
229
+ experiment_name: null
230
+ fp16: false
231
+ global_batch_size: 64
232
+ gradient_accumulation_steps: 1
233
+ gradient_checkpointing: false
234
+ learning_rate: 0.0001
235
+ logging_steps: 10
236
+ lr_scheduler_type: cosine
237
+ max_concurrent_uploads: 2
238
+ max_grad_norm: 1.0
239
+ max_retries: 3
240
+ max_steps: 50000
241
+ num_gpus: 1
242
+ open_loop_eval_plot_indices: null
243
+ open_loop_eval_steps_per_traj: 100
244
+ open_loop_eval_traj_ids:
245
+ - 0
246
+ optim: adamw_torch
247
+ output_dir: /tmp/dual_arm_finetune
248
+ remove_unused_columns: false
249
+ save_best_eval_metric_greater_is_better: true
250
+ save_best_eval_metric_name: ''
251
+ save_steps: 25000
252
+ save_total_limit: 5
253
+ save_vl_model: false
254
+ start_from_checkpoint: nvidia/GR00T-N1.6-3B
255
+ tf32: true
256
+ transformers_access_token: null
257
+ transformers_cache_dir: null
258
+ transformers_local_files_only: false
259
+ transformers_trust_remote_code: true
260
+ upload_checkpoints: false
261
+ upload_every: 1000
262
+ upload_last_n_checkpoints: 5
263
+ use_ddp: false
264
+ use_wandb: true
265
+ wandb_project: finetune-gr00t-n1d6
266
+ warmup_ratio: 0.05
267
+ warmup_steps: 0
268
+ weight_decay: 1.0e-05
checkpoint-25000/experiment_cfg/dataset_statistics.json ADDED
@@ -0,0 +1,813 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "new_embodiment": {
3
+ "state": {
4
+ "arm": {
5
+ "min": [
6
+ -0.0006981316837482154,
7
+ -0.0024434609804302454,
8
+ -0.6288421154022217,
9
+ -0.44854962825775146,
10
+ -0.8210029006004333,
11
+ -0.4991641640663147,
12
+ -0.09669124335050583,
13
+ -0.6223844289779663,
14
+ -0.9733701348304749,
15
+ -0.5129522681236267,
16
+ -0.47246062755584717,
17
+ -0.47822022438049316,
18
+ -0.8032005429267883,
19
+ -0.7274532318115234,
20
+ -1.6929693222045898,
21
+ -1.0246827602386475,
22
+ -0.9484119415283203,
23
+ -1.373574137687683,
24
+ -0.4761258065700531,
25
+ -0.47368237376213074
26
+ ],
27
+ "max": [
28
+ 0.0008726646192371845,
29
+ 0.0006981316837482154,
30
+ 0.7929030656814575,
31
+ 0.3269001543521881,
32
+ 0.9124581217765808,
33
+ 0.8902924656867981,
34
+ 1.63694429397583,
35
+ 0.9662142992019653,
36
+ 0.45553094148635864,
37
+ 1.445656180381775,
38
+ 0.47455501556396484,
39
+ 0.4740314185619354,
40
+ 0.829380452632904,
41
+ 0.8866272568702698,
42
+ 0.016406094655394554,
43
+ 0.6817256212234497,
44
+ 1.0342820882797241,
45
+ 1.0231120586395264,
46
+ 0.47333329916000366,
47
+ 0.47682395577430725
48
+ ],
49
+ "mean": [
50
+ -8.076138594063484e-07,
51
+ 3.0537906135411266e-06,
52
+ 0.004025201443343724,
53
+ -0.106839506396076,
54
+ 0.012814986898180149,
55
+ 0.15896875719206852,
56
+ 0.8534196868931058,
57
+ 0.06762093321189754,
58
+ -0.3314590204826914,
59
+ 0.2632455375793913,
60
+ 0.020509420259097345,
61
+ -0.14299405403307847,
62
+ -0.0037216641098350048,
63
+ -0.1443416739101096,
64
+ -0.9090582326583341,
65
+ -0.09771556978633221,
66
+ 0.36533875231778595,
67
+ -0.23848672985559247,
68
+ -0.16839635328002986,
69
+ 0.15968955264953888
70
+ ],
71
+ "std": [
72
+ 6.68305329907084e-05,
73
+ 4.278830258104584e-05,
74
+ 0.27632803159057195,
75
+ 0.1031391849687569,
76
+ 0.21593103530511093,
77
+ 0.1426352780284767,
78
+ 0.17564987399430124,
79
+ 0.15910994986378815,
80
+ 0.18504214171125488,
81
+ 0.30606451766910636,
82
+ 0.1554592124135248,
83
+ 0.1859134005343795,
84
+ 0.23041502031790836,
85
+ 0.17109378851688062,
86
+ 0.20105957075942452,
87
+ 0.18465144901511993,
88
+ 0.20598322974819286,
89
+ 0.37752503742465104,
90
+ 0.16176032456796732,
91
+ 0.209982125025823
92
+ ],
93
+ "q01": [
94
+ -0.0001761727144185956,
95
+ -6.812984705377427e-05,
96
+ -0.34380334710819843,
97
+ -0.29353822405261265,
98
+ -0.49171140765602955,
99
+ -0.11508113798319357,
100
+ 0.5739165571398043,
101
+ -0.22209883528953628,
102
+ -0.6382970698194925,
103
+ -0.05048877088467583,
104
+ -0.23948595344457352,
105
+ -0.41341574397836467,
106
+ -0.33359782573626867,
107
+ -0.44144052869891365,
108
+ -1.2649022016051807,
109
+ -0.5335335171843635,
110
+ -0.06932329291282342,
111
+ -0.8823546013980487,
112
+ -0.42073663519315196,
113
+ -0.2189616747621502
114
+ ],
115
+ "q99": [
116
+ 0.00017598653218951375,
117
+ 0.00015066502308079557,
118
+ 0.3422460626808077,
119
+ 0.056641715341579135,
120
+ 0.3719052899183461,
121
+ 0.4368372476473694,
122
+ 1.153966983550112,
123
+ 0.40466381992586953,
124
+ 0.01223556216846413,
125
+ 0.7870821352051268,
126
+ 0.2707992157297519,
127
+ 0.16422090043397727,
128
+ 0.5579769587902337,
129
+ 0.24133049901128434,
130
+ -0.5478116844161816,
131
+ 0.21787840519530197,
132
+ 0.7216934483725967,
133
+ 0.15448134992693266,
134
+ 0.14274281318251142,
135
+ 0.4380456959063586
136
+ ]
137
+ },
138
+ "left_hand": {
139
+ "min": [
140
+ -0.860447347164154,
141
+ 0.7120943069458008,
142
+ -0.891863226890564,
143
+ -1.027998924255371,
144
+ -0.1727875918149948,
145
+ 0.012217304669320583,
146
+ -0.15533430874347687,
147
+ 0.024434609338641167,
148
+ -0.15882496535778046,
149
+ -0.04014257341623306,
150
+ -0.16406095027923584,
151
+ 0.01745329238474369,
152
+ -0.4084070324897766,
153
+ 0.0,
154
+ -0.1500983089208603,
155
+ 0.010471975430846214,
156
+ -0.06457718461751938,
157
+ -0.595157265663147,
158
+ 0.008726646192371845,
159
+ 0.13788101077079773
160
+ ],
161
+ "max": [
162
+ 0.04014257341623306,
163
+ 1.83085036277771,
164
+ -0.3543018400669098,
165
+ 0.12566371262073517,
166
+ 0.5567600131034851,
167
+ 1.5062191486358643,
168
+ 1.4521139860153198,
169
+ 1.5446163415908813,
170
+ 0.4921828508377075,
171
+ 1.2967796325683594,
172
+ 1.4974925518035889,
173
+ 1.586504340171814,
174
+ 0.22689279913902283,
175
+ 1.3561208248138428,
176
+ 1.4451326131820679,
177
+ 1.576032280921936,
178
+ 0.04363323003053665,
179
+ -0.04014257341623306,
180
+ 1.577777624130249,
181
+ 1.530653715133667
182
+ ],
183
+ "mean": [
184
+ -0.12916538234236632,
185
+ 1.376141627845568,
186
+ -0.5974346987153767,
187
+ -0.04435670103580047,
188
+ 0.3636791117819629,
189
+ 0.5902737730081836,
190
+ 0.033071112851852894,
191
+ 0.533722619804661,
192
+ 0.23935603508223233,
193
+ 0.26795747388310004,
194
+ 0.05880051231688046,
195
+ 0.4106006244211684,
196
+ -0.07247953411303715,
197
+ 0.32536608217859136,
198
+ 0.021850320537598826,
199
+ 0.48054924670620924,
200
+ 0.004586551841409656,
201
+ -0.2872830319123344,
202
+ 0.5324850869755637,
203
+ 0.22302741732397693
204
+ ],
205
+ "std": [
206
+ 0.1820096848837831,
207
+ 0.18821082103179884,
208
+ 0.0383618674714932,
209
+ 0.08580352115504818,
210
+ 0.10266044655069544,
211
+ 0.27960173403679445,
212
+ 0.1448563942110651,
213
+ 0.25444040043363414,
214
+ 0.10732763838871918,
215
+ 0.18261099083302232,
216
+ 0.17370513521519468,
217
+ 0.2977325844852106,
218
+ 0.0849824454436069,
219
+ 0.22911564056001565,
220
+ 0.08484813391378729,
221
+ 0.34918716865543786,
222
+ 0.015126139619470597,
223
+ 0.07222469670516816,
224
+ 0.31120811629260187,
225
+ 0.04733751780159246
226
+ ],
227
+ "q01": [
228
+ -0.6203178651596793,
229
+ 1.1651488640586132,
230
+ -0.663073371187542,
231
+ -0.29948327686771475,
232
+ 0.24480558767964009,
233
+ 0.27953559750985485,
234
+ -0.019133575525358288,
235
+ 0.29321194070801376,
236
+ 0.08405627958517456,
237
+ 0.08698530973701081,
238
+ 0.008375168461385862,
239
+ 0.14015780065990607,
240
+ -0.20499186387054075,
241
+ 0.10807116195011923,
242
+ -0.03593066740546433,
243
+ 0.17861930482664712,
244
+ -0.0004471278064463094,
245
+ -0.3945708347189374,
246
+ 0.24163943781341096,
247
+ 0.2088678994773458
248
+ ],
249
+ "q99": [
250
+ -0.028091832495861904,
251
+ 1.6592481415891205,
252
+ -0.5521809752762913,
253
+ -0.004371203922586993,
254
+ 0.42714076269815554,
255
+ 1.1774596617898176,
256
+ 0.3954404905500605,
257
+ 1.1347713118060374,
258
+ 0.35540928239208186,
259
+ 0.7117942088312333,
260
+ 0.559904130222523,
261
+ 1.1689669955521202,
262
+ 0.03642433268748423,
263
+ 0.8575968036182136,
264
+ 0.2410983404943445,
265
+ 1.3105606222443886,
266
+ 0.014554555685431566,
267
+ -0.20818513323287732,
268
+ 1.1365133019580054,
269
+ 0.30657573611436517
270
+ ]
271
+ },
272
+ "right_hand": {
273
+ "min": [
274
+ -0.07853981852531433,
275
+ -1.8116517066955566,
276
+ 0.23038345575332642,
277
+ -0.08552113175392151,
278
+ -0.5183627605438232,
279
+ 0.04886921867728233,
280
+ -0.09599310904741287,
281
+ 0.024434609338641167,
282
+ -0.5899212956428528,
283
+ 0.03490658476948738,
284
+ -0.1186823919415474,
285
+ 0.024434609338641167,
286
+ -0.3176499307155609,
287
+ 0.02967059798538685,
288
+ -0.13439035415649414,
289
+ 0.02617993950843811,
290
+ -0.05061454698443413,
291
+ -0.09773843735456467,
292
+ -0.024434609338641167,
293
+ 0.10471975803375244
294
+ ],
295
+ "max": [
296
+ 0.942477822303772,
297
+ -0.5672320127487183,
298
+ 0.8726646304130554,
299
+ 1.146681308746338,
300
+ 0.0,
301
+ 1.4014993906021118,
302
+ 1.1013027429580688,
303
+ 1.5585789680480957,
304
+ -0.06632251292467117,
305
+ 1.242674469947815,
306
+ 1.5603243112564087,
307
+ 1.5446163415908813,
308
+ 0.21991148591041565,
309
+ 1.3159782886505127,
310
+ 1.4241886138916016,
311
+ 1.6144295930862427,
312
+ 0.03141592815518379,
313
+ 0.5759586691856384,
314
+ 1.6109389066696167,
315
+ 1.5446163415908813
316
+ ],
317
+ "mean": [
318
+ 0.08732205124532119,
319
+ -1.3515142157311884,
320
+ 0.5860485981188814,
321
+ 0.04222940470260995,
322
+ -0.39225604013486204,
323
+ 0.6816943204695467,
324
+ -0.0023892602428072745,
325
+ 0.603416635597419,
326
+ -0.3610242297308094,
327
+ 0.432317803054292,
328
+ 0.04194121809078737,
329
+ 0.4891484012380831,
330
+ -0.127616240047779,
331
+ 0.45217231200710073,
332
+ 0.013140720890466806,
333
+ 0.4938726423320787,
334
+ -0.014045313832414617,
335
+ 0.15257342129823098,
336
+ 0.6583795979024015,
337
+ 0.2257495313911657
338
+ ],
339
+ "std": [
340
+ 0.1341312685567186,
341
+ 0.1682050627347457,
342
+ 0.04645222806632484,
343
+ 0.08697156707075793,
344
+ 0.031928398427410444,
345
+ 0.20537231601266742,
346
+ 0.05530703896109472,
347
+ 0.25054327807997007,
348
+ 0.0720470225370238,
349
+ 0.1736117631333828,
350
+ 0.1204903079020455,
351
+ 0.24655711144811424,
352
+ 0.09497679476716676,
353
+ 0.20499188829579684,
354
+ 0.06714406151269925,
355
+ 0.29066084684137816,
356
+ 0.009477716402105218,
357
+ 0.08723463811303951,
358
+ 0.33394118029044084,
359
+ 0.05208327357938751
360
+ ],
361
+ "q01": [
362
+ 0.024307096659506287,
363
+ -1.6502210851484855,
364
+ 0.45876371711080155,
365
+ -0.0035277651640500955,
366
+ -0.4210949303662783,
367
+ 0.37951074431192705,
368
+ -0.035692522713118,
369
+ 0.3506586314254852,
370
+ -0.4516104227248592,
371
+ 0.1631463266031545,
372
+ 0.005253287352257153,
373
+ 0.20386044314240565,
374
+ -0.24894458779100756,
375
+ 0.15880754921289522,
376
+ -0.04149282519228719,
377
+ 0.20258045443353387,
378
+ -0.03787891490303466,
379
+ 0.06077176788457635,
380
+ 0.3162963808837116,
381
+ 0.20361250086550506
382
+ ],
383
+ "q99": [
384
+ 0.4870936258809745,
385
+ -1.1706684983420805,
386
+ 0.6307717980752034,
387
+ 0.2800037986993521,
388
+ -0.3476623605953785,
389
+ 1.1034270282608116,
390
+ 0.11763696399923158,
391
+ 1.2489453907495742,
392
+ -0.2544253695010915,
393
+ 0.7977079944176352,
394
+ 0.3566995199885687,
395
+ 1.1253466726580794,
396
+ 0.005086851467515925,
397
+ 0.8733681377683882,
398
+ 0.15090692671068542,
399
+ 1.2984744094470615,
400
+ -0.009331353694428703,
401
+ 0.2587334180468299,
402
+ 1.3355227665003735,
403
+ 0.3072850506793767
404
+ ]
405
+ }
406
+ },
407
+ "action": {
408
+ "arm": {
409
+ "min": [
410
+ -0.0006981316837482154,
411
+ -0.0024434609804302454,
412
+ -0.7850000262260437,
413
+ -0.6247848272323608,
414
+ -0.842519998550415,
415
+ -0.4991641640663147,
416
+ -0.0979316234588623,
417
+ -0.6220138072967529,
418
+ -0.973471462726593,
419
+ -0.5152764916419983,
420
+ -0.49396848678588867,
421
+ -0.4999072253704071,
422
+ -0.8028976917266846,
423
+ -0.7391713857650757,
424
+ -1.715409755706787,
425
+ -1.0240248441696167,
426
+ -0.9464260339736938,
427
+ -1.3702261447906494,
428
+ -0.4958377480506897,
429
+ -0.4955917298793793
430
+ ],
431
+ "max": [
432
+ 0.0008726646192371845,
433
+ 0.0,
434
+ 0.7850000262260437,
435
+ 0.29835808277130127,
436
+ 0.9119161367416382,
437
+ 0.890291154384613,
438
+ 1.644073724746704,
439
+ 0.9660546183586121,
440
+ 0.45562389492988586,
441
+ 1.4430302381515503,
442
+ 0.4950156807899475,
443
+ 0.4944920837879181,
444
+ 0.8447622060775757,
445
+ 0.8822340369224548,
446
+ 0.015839435160160065,
447
+ 0.6863510012626648,
448
+ 1.0327516794204712,
449
+ 1.0249639749526978,
450
+ 0.49615368247032166,
451
+ 0.4964403212070465
452
+ ],
453
+ "mean": [
454
+ -7.565100935672921e-07,
455
+ -2.734424040564876e-06,
456
+ 0.0015625113303062233,
457
+ -0.10770792895105542,
458
+ 0.012797537757365607,
459
+ 0.15919185826406693,
460
+ 0.853652544767167,
461
+ 0.06761602762960633,
462
+ -0.3316022136769494,
463
+ 0.26350797662337844,
464
+ 0.02061022363664793,
465
+ -0.14381767943396778,
466
+ -0.0035584753122770074,
467
+ -0.14450589130256247,
468
+ -0.9093130011371935,
469
+ -0.0978520963516777,
470
+ 0.36546998229542166,
471
+ -0.23875873233105468,
472
+ -0.16929286973811716,
473
+ 0.1614393169093547
474
+ ],
475
+ "std": [
476
+ 6.6392213185449e-05,
477
+ 2.7477303136889642e-05,
478
+ 0.3236236855006889,
479
+ 0.10498868324818088,
480
+ 0.21592920231663346,
481
+ 0.14242412024634826,
482
+ 0.17537817653960341,
483
+ 0.1589983448423053,
484
+ 0.1847030522707091,
485
+ 0.3060052894278398,
486
+ 0.15545421217912833,
487
+ 0.18732387928520802,
488
+ 0.23097992612678261,
489
+ 0.17079917723668858,
490
+ 0.20074672089177023,
491
+ 0.18450774051586757,
492
+ 0.20560809014181267,
493
+ 0.3775058422894344,
494
+ 0.16285387660315898,
495
+ 0.21299280533759732
496
+ ],
497
+ "q01": [
498
+ -0.0001749494229231163,
499
+ -7.102986238156782e-05,
500
+ -0.4576713352188768,
501
+ -0.30153348134798175,
502
+ -0.4925865405961751,
503
+ -0.11370973105044871,
504
+ 0.575421578469159,
505
+ -0.2209467398567723,
506
+ -0.6372816928992551,
507
+ -0.050352534999616734,
508
+ -0.23822213308286633,
509
+ -0.4218674707222603,
510
+ -0.33289762926446964,
511
+ -0.4403506284535931,
512
+ -1.2638898242176249,
513
+ -0.5333060165767463,
514
+ -0.06842082932288861,
515
+ -0.8808569036987537,
516
+ -0.43036151802551864,
517
+ -0.22260962031806678
518
+ ],
519
+ "q99": [
520
+ 0.00017484051565752354,
521
+ -3.4853625995277704e-10,
522
+ 0.4395555218474595,
523
+ 0.05241236958600787,
524
+ 0.3711243260578636,
525
+ 0.43583597900427307,
526
+ 1.1524254208812423,
527
+ 0.4036845933510512,
528
+ 0.010783664846300164,
529
+ 0.7864205056015764,
530
+ 0.27070234831315787,
531
+ 0.1641843369874286,
532
+ 0.5632010381667683,
533
+ 0.23991706572733013,
534
+ -0.548851543258573,
535
+ 0.21723416177116134,
536
+ 0.7202919613199235,
537
+ 0.15411611751854068,
538
+ 0.142010680673695,
539
+ 0.45282141791847796
540
+ ]
541
+ },
542
+ "left_hand": {
543
+ "min": [
544
+ -0.880666971206665,
545
+ 0.6509807705879211,
546
+ -0.9295765161514282,
547
+ -1.0574641227722168,
548
+ -0.6108652353286743,
549
+ 0.0,
550
+ 0.0,
551
+ 0.0,
552
+ -0.17246204614639282,
553
+ 0.0,
554
+ 0.0,
555
+ 0.0,
556
+ -0.41887903213500977,
557
+ 0.0,
558
+ 0.0,
559
+ 0.0,
560
+ -0.0,
561
+ -0.6108652353286743,
562
+ 0.0,
563
+ 0.18421649932861328
564
+ ],
565
+ "max": [
566
+ 0.0,
567
+ 1.8240469694137573,
568
+ -0.4169214367866516,
569
+ 0.0,
570
+ 0.41887903213500977,
571
+ 1.5967257022857666,
572
+ 1.5707963705062866,
573
+ 1.5707963705062866,
574
+ 0.6108652353286743,
575
+ 1.3334362506866455,
576
+ 1.5707963705062866,
577
+ 1.5707963705062866,
578
+ 0.2761457860469818,
579
+ 1.474050521850586,
580
+ 1.5047622919082642,
581
+ 1.5707963705062866,
582
+ -0.0,
583
+ -0.013026786036789417,
584
+ 1.5707963705062866,
585
+ 1.5707963705062866
586
+ ],
587
+ "mean": [
588
+ -0.11197184536473949,
589
+ 1.3519521447728844,
590
+ -0.6145068955473336,
591
+ -0.04490551318122404,
592
+ 0.3812392963674508,
593
+ 0.5928953152018989,
594
+ 0.028781154436057742,
595
+ 0.533942906643585,
596
+ 0.2586826909204934,
597
+ 0.24856345721893203,
598
+ 0.04199277436774596,
599
+ 0.40243144011328036,
600
+ -0.05372014356756498,
601
+ 0.32290915338039355,
602
+ 0.028910841144483782,
603
+ 0.4829249856261449,
604
+ 0.0,
605
+ -0.2736987368992572,
606
+ 0.5229504504255549,
607
+ 0.2163480956489075
608
+ ],
609
+ "std": [
610
+ 0.18078946912307625,
611
+ 0.19270362935123467,
612
+ 0.059722650226918514,
613
+ 0.13456131846867891,
614
+ 0.12495907901258241,
615
+ 0.30308983822349966,
616
+ 0.15583292538180302,
617
+ 0.2616750261097083,
618
+ 0.1082498098717154,
619
+ 0.21063265328615333,
620
+ 0.20388137333506792,
621
+ 0.3069878052972663,
622
+ 0.08657551602472234,
623
+ 0.28322161741911617,
624
+ 0.11428067004348502,
625
+ 0.3659270477492105,
626
+ 0.0,
627
+ 0.08003530419489042,
628
+ 0.3308618144426684,
629
+ 0.047378584156049966
630
+ ],
631
+ "q01": [
632
+ -0.5874023409507655,
633
+ 1.1259081133842275,
634
+ -0.7722857806858863,
635
+ -0.46699307730378525,
636
+ 0.2166453155186744,
637
+ 0.2500263838689038,
638
+ -6.69347151562168e-11,
639
+ 0.2810358129914362,
640
+ 0.08265342079552167,
641
+ 0.03212275062917445,
642
+ -7.422571247960103e-11,
643
+ 0.11523256281603016,
644
+ -0.20857053595062272,
645
+ 0.06834987345413719,
646
+ 0.0032137934620088096,
647
+ 0.16083063598248018,
648
+ 3.9995784462121275e-16,
649
+ -0.41066407554491824,
650
+ 0.21280464706121974,
651
+ 0.20159717992290016
652
+ ],
653
+ "q99": [
654
+ -0.004032147496030359,
655
+ 1.6196350682050786,
656
+ -0.5529140781257509,
657
+ -0.00022676876993767606,
658
+ 0.4188780675074272,
659
+ 1.2361410219097821,
660
+ 0.4266783342163138,
661
+ 1.1679802915746502,
662
+ 0.3961736551386673,
663
+ 0.7744282902748555,
664
+ 0.6498963336012552,
665
+ 1.195352623563556,
666
+ 0.06817064976497338,
667
+ 1.0339126384354067,
668
+ 0.3498183122489737,
669
+ 1.3578909040686071,
670
+ 3.959582661750007e-14,
671
+ -0.18808869776308895,
672
+ 1.2038159253048966,
673
+ 0.30760064823760574
674
+ ]
675
+ },
676
+ "right_hand": {
677
+ "min": [
678
+ 0.0,
679
+ -1.7954039573669434,
680
+ 0.4210455119609833,
681
+ 0.0,
682
+ -0.41887903213500977,
683
+ 0.0,
684
+ 0.0,
685
+ 0.0,
686
+ -0.6108652353286743,
687
+ 0.0,
688
+ 0.0,
689
+ 0.0,
690
+ -0.4958767592906952,
691
+ 0.0,
692
+ 0.0,
693
+ 0.0,
694
+ 0.0,
695
+ -0.12086009234189987,
696
+ 0.0,
697
+ 0.19107787311077118
698
+ ],
699
+ "max": [
700
+ 0.8792693018913269,
701
+ -0.5100259184837341,
702
+ 1.5707963705062866,
703
+ 1.4147123098373413,
704
+ 0.28721120953559875,
705
+ 1.5164011716842651,
706
+ 1.1974519491195679,
707
+ 1.5707963705062866,
708
+ -0.04774348810315132,
709
+ 1.4103626012802124,
710
+ 1.5707963705062866,
711
+ 1.5707963705062866,
712
+ 0.24290113151073456,
713
+ 1.5230220556259155,
714
+ 1.5707963705062866,
715
+ 1.5707963705062866,
716
+ 0.0,
717
+ 0.5971487760543823,
718
+ 1.5707963705062866,
719
+ 1.5707963705062866
720
+ ],
721
+ "mean": [
722
+ 0.06154122902723653,
723
+ -1.3294183619600155,
724
+ 0.6250821797211654,
725
+ 0.05554929311166913,
726
+ -0.41492612799882095,
727
+ 0.6856338848469389,
728
+ 0.006940385029546583,
729
+ 0.6091391652412862,
730
+ -0.37595000803726775,
731
+ 0.422836852505782,
732
+ 0.025116036945811486,
733
+ 0.4918787185539051,
734
+ -0.14475854791832374,
735
+ 0.46284594344482655,
736
+ 0.027444823626726584,
737
+ 0.5093871628244654,
738
+ 0.0,
739
+ 0.1401173905144233,
740
+ 0.6521685371675148,
741
+ 0.2238743152068344
742
+ ],
743
+ "std": [
744
+ 0.13674527190111965,
745
+ 0.17102490658313696,
746
+ 0.05741908683253429,
747
+ 0.14382058266604184,
748
+ 0.02688551022749764,
749
+ 0.2281908323797236,
750
+ 0.05783917003853192,
751
+ 0.26035589698369127,
752
+ 0.07511741685767037,
753
+ 0.18406048799000968,
754
+ 0.14373912752045906,
755
+ 0.2479658881484305,
756
+ 0.09645055710684194,
757
+ 0.26237633130190713,
758
+ 0.10678798651992859,
759
+ 0.3103495174470505,
760
+ 0.0,
761
+ 0.08664956776847747,
762
+ 0.3581149787301811,
763
+ 0.05026933816117329
764
+ ],
765
+ "q01": [
766
+ 0.0009769272041044426,
767
+ -1.6190670990502298,
768
+ 0.5518429740664715,
769
+ 0.0013591393093312651,
770
+ -0.41887903213500977,
771
+ 0.3491621230894666,
772
+ -4.421230354850494e-11,
773
+ 0.3471016557019131,
774
+ -0.48352879670754245,
775
+ 0.11780533016338945,
776
+ -7.137328803777223e-11,
777
+ 0.19241114988176986,
778
+ -0.29701005092982646,
779
+ 0.1185908435022493,
780
+ 0.0034413322477957684,
781
+ 0.19206370624490998,
782
+ 3.9995784462121275e-16,
783
+ 0.03772304600026963,
784
+ 0.2884605865309452,
785
+ 0.21015920588283557
786
+ ],
787
+ "q99": [
788
+ 0.47407716229998736,
789
+ -1.1360530624353573,
790
+ 0.7761147162999562,
791
+ 0.5139581911771537,
792
+ -0.36667831242864685,
793
+ 1.2000692036298772,
794
+ 0.14459797121303056,
795
+ 1.2871256631356942,
796
+ -0.25034097642726927,
797
+ 0.8421005002108355,
798
+ 0.4358143292303531,
799
+ 1.1489288891981229,
800
+ 0.006749831496495902,
801
+ 1.1029886603257073,
802
+ 0.340557722147255,
803
+ 1.399224397253747,
804
+ 3.959582661750007e-14,
805
+ 0.2650572054718265,
806
+ 1.4308893815770474,
807
+ 0.31706126604163526
808
+ ]
809
+ }
810
+ },
811
+ "relative_action": {}
812
+ }
813
+ }
checkpoint-25000/experiment_cfg/final_model_config.json ADDED
@@ -0,0 +1,54 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "model_type": "Gr00tN1d6",
3
+ "model_dtype": "bfloat16",
4
+ "model_name": "nvidia/Eagle-Block2A-2B-v2",
5
+ "backbone_model_type": "eagle",
6
+ "model_revision": null,
7
+ "tune_top_llm_layers": 4,
8
+ "backbone_embedding_dim": 2048,
9
+ "tune_llm": false,
10
+ "tune_visual": false,
11
+ "select_layer": 16,
12
+ "reproject_vision": false,
13
+ "use_flash_attention": true,
14
+ "load_bf16": true,
15
+ "collator_overwrite_image_inputs": false,
16
+ "eagle_collator": true,
17
+ "backbone_trainable_params_fp32": true,
18
+ "extra_augmentation_config": null,
19
+ "apply_sincos_state_encoding": true,
20
+ "use_relative_action": true,
21
+ "max_state_dim": 128,
22
+ "max_action_dim": 128,
23
+ "action_horizon": 50,
24
+ "hidden_size": 1024,
25
+ "input_embedding_dim": 1536,
26
+ "add_pos_embed": true,
27
+ "attn_dropout": 0.2,
28
+ "use_vlln": true,
29
+ "max_seq_len": 1024,
30
+ "use_alternate_vl_dit": true,
31
+ "attend_text_every_n_blocks": 2,
32
+ "diffusion_model_cfg": {
33
+ "attention_head_dim": 48,
34
+ "dropout": 0.2,
35
+ "final_dropout": true,
36
+ "interleave_self_attention": true,
37
+ "norm_type": "ada_norm",
38
+ "num_attention_heads": 32,
39
+ "num_layers": 32,
40
+ "output_dim": 1024,
41
+ "positional_embeddings": null
42
+ },
43
+ "num_inference_timesteps": 4,
44
+ "noise_beta_alpha": 1.5,
45
+ "noise_beta_beta": 1.0,
46
+ "noise_s": 0.999,
47
+ "num_timestep_buckets": 1000,
48
+ "tune_projector": true,
49
+ "tune_diffusion_model": true,
50
+ "tune_vlln": true,
51
+ "state_dropout_prob": 0.0,
52
+ "state_additive_noise_scale": 0.0,
53
+ "max_num_embodiments": 32
54
+ }
checkpoint-25000/experiment_cfg/final_processor_config.json ADDED
The diff for this file is too large to render. See raw diff
 
checkpoint-25000/model-00001-of-00002.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0ec81200d3254ebc88c95e59f11c6e19aea1ed7d05d1bed9c5fd0c30c4a4b051
3
+ size 4990120184
checkpoint-25000/model-00002-of-00002.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0abec41214a57f6d4541f14a26da82413d52751f8839db303bb1cc883f32ac59
3
+ size 4823190320
checkpoint-25000/model.safetensors.index.json ADDED
The diff for this file is too large to render. See raw diff
 
checkpoint-25000/optimizer.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:42ccb90fb9e56f5c705ce277a5211c335b1fdb27444ca8d34516f7258de6cea1
3
+ size 12960193762
checkpoint-25000/processor_config.json ADDED
@@ -0,0 +1,482 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "processor_class": "Gr00tN1d6Processor",
3
+ "processor_kwargs": {
4
+ "modality_configs": {
5
+ "behavior_r1_pro": {
6
+ "video": {
7
+ "delta_indices": [
8
+ 0
9
+ ],
10
+ "modality_keys": [
11
+ "observation.images.rgb.head_256_256",
12
+ "observation.images.rgb.left_wrist_256_256",
13
+ "observation.images.rgb.right_wrist_256_256"
14
+ ],
15
+ "sin_cos_embedding_keys": null,
16
+ "mean_std_embedding_keys": null,
17
+ "action_configs": null
18
+ },
19
+ "state": {
20
+ "delta_indices": [
21
+ 0
22
+ ],
23
+ "modality_keys": [
24
+ "robot_pos",
25
+ "robot_ori_cos",
26
+ "robot_ori_sin",
27
+ "robot_2d_ori",
28
+ "robot_2d_ori_cos",
29
+ "robot_2d_ori_sin",
30
+ "robot_lin_vel",
31
+ "robot_ang_vel",
32
+ "arm_left_qpos",
33
+ "arm_left_qpos_sin",
34
+ "arm_left_qpos_cos",
35
+ "eef_left_pos",
36
+ "eef_left_quat",
37
+ "gripper_left_qpos",
38
+ "arm_right_qpos",
39
+ "arm_right_qpos_sin",
40
+ "arm_right_qpos_cos",
41
+ "eef_right_pos",
42
+ "eef_right_quat",
43
+ "gripper_right_qpos",
44
+ "trunk_qpos"
45
+ ],
46
+ "sin_cos_embedding_keys": null,
47
+ "mean_std_embedding_keys": null,
48
+ "action_configs": null
49
+ },
50
+ "action": {
51
+ "delta_indices": [
52
+ 0,
53
+ 1,
54
+ 2,
55
+ 3,
56
+ 4,
57
+ 5,
58
+ 6,
59
+ 7,
60
+ 8,
61
+ 9,
62
+ 10,
63
+ 11,
64
+ 12,
65
+ 13,
66
+ 14,
67
+ 15,
68
+ 16,
69
+ 17,
70
+ 18,
71
+ 19,
72
+ 20,
73
+ 21,
74
+ 22,
75
+ 23,
76
+ 24,
77
+ 25,
78
+ 26,
79
+ 27,
80
+ 28,
81
+ 29,
82
+ 30,
83
+ 31
84
+ ],
85
+ "modality_keys": [
86
+ "base",
87
+ "torso",
88
+ "left_arm",
89
+ "left_gripper",
90
+ "right_arm",
91
+ "right_gripper"
92
+ ],
93
+ "sin_cos_embedding_keys": null,
94
+ "mean_std_embedding_keys": null,
95
+ "action_configs": [
96
+ {
97
+ "rep": "ABSOLUTE",
98
+ "type": "NON_EEF",
99
+ "format": "DEFAULT",
100
+ "state_key": null
101
+ },
102
+ {
103
+ "rep": "RELATIVE",
104
+ "type": "NON_EEF",
105
+ "format": "DEFAULT",
106
+ "state_key": "trunk_qpos"
107
+ },
108
+ {
109
+ "rep": "RELATIVE",
110
+ "type": "NON_EEF",
111
+ "format": "DEFAULT",
112
+ "state_key": "arm_left_qpos"
113
+ },
114
+ {
115
+ "rep": "ABSOLUTE",
116
+ "type": "NON_EEF",
117
+ "format": "DEFAULT",
118
+ "state_key": null
119
+ },
120
+ {
121
+ "rep": "RELATIVE",
122
+ "type": "NON_EEF",
123
+ "format": "DEFAULT",
124
+ "state_key": "arm_right_qpos"
125
+ },
126
+ {
127
+ "rep": "ABSOLUTE",
128
+ "type": "NON_EEF",
129
+ "format": "DEFAULT",
130
+ "state_key": null
131
+ }
132
+ ]
133
+ },
134
+ "language": {
135
+ "delta_indices": [
136
+ 0
137
+ ],
138
+ "modality_keys": [
139
+ "annotation.human.coarse_action"
140
+ ],
141
+ "sin_cos_embedding_keys": null,
142
+ "mean_std_embedding_keys": null,
143
+ "action_configs": null
144
+ }
145
+ },
146
+ "gr1": {
147
+ "video": {
148
+ "delta_indices": [
149
+ 0
150
+ ],
151
+ "modality_keys": [
152
+ "ego_view_bg_crop_pad_res256_freq20"
153
+ ],
154
+ "sin_cos_embedding_keys": null,
155
+ "mean_std_embedding_keys": null,
156
+ "action_configs": null
157
+ },
158
+ "state": {
159
+ "delta_indices": [
160
+ 0
161
+ ],
162
+ "modality_keys": [
163
+ "left_arm",
164
+ "right_arm",
165
+ "left_hand",
166
+ "right_hand",
167
+ "waist"
168
+ ],
169
+ "sin_cos_embedding_keys": [
170
+ "left_arm",
171
+ "right_arm",
172
+ "left_hand",
173
+ "right_hand",
174
+ "waist"
175
+ ],
176
+ "mean_std_embedding_keys": null,
177
+ "action_configs": null
178
+ },
179
+ "action": {
180
+ "delta_indices": [
181
+ 0,
182
+ 1,
183
+ 2,
184
+ 3,
185
+ 4,
186
+ 5,
187
+ 6,
188
+ 7,
189
+ 8,
190
+ 9,
191
+ 10,
192
+ 11,
193
+ 12,
194
+ 13,
195
+ 14,
196
+ 15
197
+ ],
198
+ "modality_keys": [
199
+ "left_arm",
200
+ "right_arm",
201
+ "left_hand",
202
+ "right_hand",
203
+ "waist"
204
+ ],
205
+ "sin_cos_embedding_keys": null,
206
+ "mean_std_embedding_keys": null,
207
+ "action_configs": [
208
+ {
209
+ "rep": "RELATIVE",
210
+ "type": "NON_EEF",
211
+ "format": "DEFAULT",
212
+ "state_key": null
213
+ },
214
+ {
215
+ "rep": "RELATIVE",
216
+ "type": "NON_EEF",
217
+ "format": "DEFAULT",
218
+ "state_key": null
219
+ },
220
+ {
221
+ "rep": "RELATIVE",
222
+ "type": "NON_EEF",
223
+ "format": "DEFAULT",
224
+ "state_key": null
225
+ },
226
+ {
227
+ "rep": "RELATIVE",
228
+ "type": "NON_EEF",
229
+ "format": "DEFAULT",
230
+ "state_key": null
231
+ },
232
+ {
233
+ "rep": "ABSOLUTE",
234
+ "type": "NON_EEF",
235
+ "format": "DEFAULT",
236
+ "state_key": null
237
+ }
238
+ ]
239
+ },
240
+ "language": {
241
+ "delta_indices": [
242
+ 0
243
+ ],
244
+ "modality_keys": [
245
+ "task"
246
+ ],
247
+ "sin_cos_embedding_keys": null,
248
+ "mean_std_embedding_keys": null,
249
+ "action_configs": null
250
+ }
251
+ },
252
+ "robocasa_panda_omron": {
253
+ "video": {
254
+ "delta_indices": [
255
+ 0
256
+ ],
257
+ "modality_keys": [
258
+ "res256_image_side_0",
259
+ "res256_image_side_1",
260
+ "res256_image_wrist_0"
261
+ ],
262
+ "sin_cos_embedding_keys": null,
263
+ "mean_std_embedding_keys": null,
264
+ "action_configs": null
265
+ },
266
+ "state": {
267
+ "delta_indices": [
268
+ 0
269
+ ],
270
+ "modality_keys": [
271
+ "end_effector_position_relative",
272
+ "end_effector_rotation_relative",
273
+ "gripper_qpos",
274
+ "base_position",
275
+ "base_rotation"
276
+ ],
277
+ "sin_cos_embedding_keys": null,
278
+ "mean_std_embedding_keys": null,
279
+ "action_configs": null
280
+ },
281
+ "action": {
282
+ "delta_indices": [
283
+ 0,
284
+ 1,
285
+ 2,
286
+ 3,
287
+ 4,
288
+ 5,
289
+ 6,
290
+ 7,
291
+ 8,
292
+ 9,
293
+ 10,
294
+ 11,
295
+ 12,
296
+ 13,
297
+ 14,
298
+ 15
299
+ ],
300
+ "modality_keys": [
301
+ "end_effector_position",
302
+ "end_effector_rotation",
303
+ "gripper_close",
304
+ "base_motion",
305
+ "control_mode"
306
+ ],
307
+ "sin_cos_embedding_keys": null,
308
+ "mean_std_embedding_keys": null,
309
+ "action_configs": [
310
+ {
311
+ "rep": "ABSOLUTE",
312
+ "type": "NON_EEF",
313
+ "format": "DEFAULT",
314
+ "state_key": null
315
+ },
316
+ {
317
+ "rep": "ABSOLUTE",
318
+ "type": "NON_EEF",
319
+ "format": "DEFAULT",
320
+ "state_key": null
321
+ },
322
+ {
323
+ "rep": "ABSOLUTE",
324
+ "type": "NON_EEF",
325
+ "format": "DEFAULT",
326
+ "state_key": null
327
+ },
328
+ {
329
+ "rep": "ABSOLUTE",
330
+ "type": "NON_EEF",
331
+ "format": "DEFAULT",
332
+ "state_key": null
333
+ },
334
+ {
335
+ "rep": "ABSOLUTE",
336
+ "type": "NON_EEF",
337
+ "format": "DEFAULT",
338
+ "state_key": null
339
+ }
340
+ ]
341
+ },
342
+ "language": {
343
+ "delta_indices": [
344
+ 0
345
+ ],
346
+ "modality_keys": [
347
+ "annotation.human.action.task_description"
348
+ ],
349
+ "sin_cos_embedding_keys": null,
350
+ "mean_std_embedding_keys": null,
351
+ "action_configs": null
352
+ }
353
+ },
354
+ "new_embodiment": {
355
+ "video": {
356
+ "delta_indices": [
357
+ 0
358
+ ],
359
+ "modality_keys": [
360
+ "front",
361
+ "left_wrist",
362
+ "right_wrist"
363
+ ],
364
+ "sin_cos_embedding_keys": null,
365
+ "mean_std_embedding_keys": null,
366
+ "action_configs": null
367
+ },
368
+ "state": {
369
+ "delta_indices": [
370
+ 0
371
+ ],
372
+ "modality_keys": [
373
+ "arm",
374
+ "left_hand",
375
+ "right_hand"
376
+ ],
377
+ "sin_cos_embedding_keys": [
378
+ "arm",
379
+ "left_hand",
380
+ "right_hand"
381
+ ],
382
+ "mean_std_embedding_keys": null,
383
+ "action_configs": null
384
+ },
385
+ "action": {
386
+ "delta_indices": [
387
+ 0,
388
+ 1,
389
+ 2,
390
+ 3,
391
+ 4,
392
+ 5,
393
+ 6,
394
+ 7,
395
+ 8,
396
+ 9,
397
+ 10,
398
+ 11,
399
+ 12,
400
+ 13,
401
+ 14,
402
+ 15,
403
+ 16,
404
+ 17,
405
+ 18,
406
+ 19,
407
+ 20,
408
+ 21,
409
+ 22,
410
+ 23,
411
+ 24,
412
+ 25,
413
+ 26,
414
+ 27,
415
+ 28,
416
+ 29
417
+ ],
418
+ "modality_keys": [
419
+ "arm",
420
+ "left_hand",
421
+ "right_hand"
422
+ ],
423
+ "sin_cos_embedding_keys": null,
424
+ "mean_std_embedding_keys": null,
425
+ "action_configs": [
426
+ {
427
+ "rep": "ABSOLUTE",
428
+ "type": "NON_EEF",
429
+ "format": "DEFAULT",
430
+ "state_key": null
431
+ },
432
+ {
433
+ "rep": "ABSOLUTE",
434
+ "type": "NON_EEF",
435
+ "format": "DEFAULT",
436
+ "state_key": null
437
+ },
438
+ {
439
+ "rep": "ABSOLUTE",
440
+ "type": "NON_EEF",
441
+ "format": "DEFAULT",
442
+ "state_key": null
443
+ }
444
+ ]
445
+ },
446
+ "language": {
447
+ "delta_indices": [
448
+ 0
449
+ ],
450
+ "modality_keys": [
451
+ "annotation.task_description"
452
+ ],
453
+ "sin_cos_embedding_keys": null,
454
+ "mean_std_embedding_keys": null,
455
+ "action_configs": null
456
+ }
457
+ }
458
+ },
459
+ "image_crop_size": null,
460
+ "image_target_size": null,
461
+ "use_albumentations": true,
462
+ "random_rotation_angle": null,
463
+ "color_jitter_params": {
464
+ "brightness": 0.3,
465
+ "contrast": 0.4,
466
+ "saturation": 0.5,
467
+ "hue": 0.08
468
+ },
469
+ "shortest_image_edge": 256,
470
+ "crop_fraction": 0.95,
471
+ "model_name": "nvidia/Eagle-Block2A-2B-v2",
472
+ "model_type": "eagle",
473
+ "formalize_language": true,
474
+ "max_state_dim": 128,
475
+ "max_action_dim": 128,
476
+ "max_action_horizon": 50,
477
+ "use_percentiles": false,
478
+ "clip_outliers": true,
479
+ "apply_sincos_state_encoding": true,
480
+ "use_relative_action": true
481
+ }
482
+ }
checkpoint-25000/rng_state.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:4f3382948b12d9872782a99c90040245832772d775c4710d481910b48b4a7ecb
3
+ size 14645
checkpoint-25000/scheduler.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:9f675ed237e65de27ab43c95dbf5b8adbc50df3fb5101341c5e4c48249e0a9af
3
+ size 1465
checkpoint-25000/statistics.json ADDED
The diff for this file is too large to render. See raw diff
 
checkpoint-25000/trainer_state.json ADDED
The diff for this file is too large to render. See raw diff
 
checkpoint-25000/training_args.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:eaf5a805ee93e1a7a31c36e844e8c8d1a26ed080f42b6a25c957500318121651
3
+ size 5713
checkpoint-25000/wandb_config.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"project": "finetune-gr00t-n1d6", "run_id": "dual_arm_finetune"}
experiment_cfg/conf.yaml ADDED
@@ -0,0 +1,234 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ load_config_path: null
2
+ model:
3
+ model_type: Gr00tN1d6
4
+ model_dtype: bfloat16
5
+ model_name: nvidia/Eagle-Block2A-2B-v2
6
+ backbone_model_type: eagle
7
+ model_revision: null
8
+ tune_top_llm_layers: 4
9
+ backbone_embedding_dim: 2048
10
+ tune_llm: false
11
+ tune_visual: false
12
+ select_layer: 16
13
+ reproject_vision: false
14
+ use_flash_attention: true
15
+ load_bf16: false
16
+ collator_overwrite_image_inputs: false
17
+ eagle_collator: true
18
+ backbone_trainable_params_fp32: true
19
+ image_crop_size: null
20
+ image_target_size: null
21
+ shortest_image_edge: 256
22
+ crop_fraction: 0.95
23
+ random_rotation_angle: null
24
+ color_jitter_params:
25
+ brightness: 0.3
26
+ contrast: 0.4
27
+ saturation: 0.5
28
+ hue: 0.08
29
+ use_albumentations_transforms: true
30
+ extra_augmentation_config: null
31
+ formalize_language: true
32
+ apply_sincos_state_encoding: false
33
+ use_relative_action: true
34
+ max_state_dim: 29
35
+ max_action_dim: 29
36
+ action_horizon: 16
37
+ hidden_size: 1024
38
+ input_embedding_dim: 1536
39
+ add_pos_embed: true
40
+ attn_dropout: 0.2
41
+ use_vlln: true
42
+ max_seq_len: 1024
43
+ use_alternate_vl_dit: true
44
+ attend_text_every_n_blocks: 2
45
+ diffusion_model_cfg:
46
+ positional_embeddings: null
47
+ num_layers: 32
48
+ num_attention_heads: 32
49
+ attention_head_dim: 48
50
+ norm_type: ada_norm
51
+ dropout: 0.2
52
+ final_dropout: true
53
+ output_dim: 1024
54
+ interleave_self_attention: true
55
+ num_inference_timesteps: 4
56
+ noise_beta_alpha: 1.5
57
+ noise_beta_beta: 1.0
58
+ noise_s: 0.999
59
+ num_timestep_buckets: 1000
60
+ tune_projector: true
61
+ tune_diffusion_model: true
62
+ tune_vlln: true
63
+ state_dropout_prob: 0.0
64
+ state_additive_noise_scale: 0.0
65
+ max_num_embodiments: 32
66
+ data:
67
+ datasets:
68
+ - dataset_paths:
69
+ - gubam/upper_body_dataset
70
+ embodiment_tag: new_embodiment
71
+ mix_ratio: 1.0
72
+ dataset_type: physical_embodiment
73
+ val_dataset_path: null
74
+ modality_configs:
75
+ new_embodiment:
76
+ video:
77
+ delta_indices:
78
+ - 0
79
+ modality_keys:
80
+ - front
81
+ - left_wrist
82
+ - right_wrist
83
+ sin_cos_embedding_keys: null
84
+ mean_std_embedding_keys: null
85
+ action_configs: null
86
+ state:
87
+ delta_indices:
88
+ - 0
89
+ modality_keys:
90
+ - arm
91
+ - left_hand
92
+ - right_hand
93
+ sin_cos_embedding_keys:
94
+ - arm
95
+ - left_hand
96
+ - right_hand
97
+ mean_std_embedding_keys: null
98
+ action_configs: null
99
+ action:
100
+ delta_indices:
101
+ - 0
102
+ - 1
103
+ - 2
104
+ - 3
105
+ - 4
106
+ - 5
107
+ - 6
108
+ - 7
109
+ - 8
110
+ - 9
111
+ - 10
112
+ - 11
113
+ - 12
114
+ - 13
115
+ - 14
116
+ - 15
117
+ - 16
118
+ - 17
119
+ - 18
120
+ - 19
121
+ - 20
122
+ - 21
123
+ - 22
124
+ - 23
125
+ - 24
126
+ - 25
127
+ - 26
128
+ - 27
129
+ - 28
130
+ - 29
131
+ modality_keys:
132
+ - arm
133
+ - left_hand
134
+ - right_hand
135
+ sin_cos_embedding_keys: null
136
+ mean_std_embedding_keys: null
137
+ action_configs:
138
+ - rep: ABSOLUTE
139
+ type: NON_EEF
140
+ format: DEFAULT
141
+ state_key: null
142
+ - rep: ABSOLUTE
143
+ type: NON_EEF
144
+ format: DEFAULT
145
+ state_key: null
146
+ - rep: ABSOLUTE
147
+ type: NON_EEF
148
+ format: DEFAULT
149
+ state_key: null
150
+ language:
151
+ delta_indices:
152
+ - 0
153
+ modality_keys:
154
+ - annotation.task_description
155
+ sin_cos_embedding_keys: null
156
+ mean_std_embedding_keys: null
157
+ action_configs: null
158
+ download_cache: false
159
+ shard_size: 1024
160
+ episode_sampling_rate: 0.1
161
+ num_shards_per_epoch: 100000
162
+ override_pretraining_statistics: false
163
+ mode: single_turn
164
+ random_chop: 0.0
165
+ mock_dataset_mode: false
166
+ shuffle: true
167
+ seed: 42
168
+ multiprocessing_context: fork
169
+ allow_padding: false
170
+ subsample_ratio: 1.0
171
+ image_crop_size:
172
+ - 244
173
+ - 244
174
+ image_target_size:
175
+ - 224
176
+ - 224
177
+ video_backend: torchcodec
178
+ training:
179
+ output_dir: /tmp/dual_arm_finetune
180
+ experiment_name: null
181
+ max_steps: 50000
182
+ global_batch_size: 64
183
+ batch_size: null
184
+ gradient_accumulation_steps: 1
185
+ learning_rate: 0.0001
186
+ lr_scheduler_type: cosine
187
+ weight_decay: 1.0e-05
188
+ warmup_ratio: 0.05
189
+ warmup_steps: 0
190
+ max_grad_norm: 1.0
191
+ optim: adamw_torch
192
+ start_from_checkpoint: nvidia/GR00T-N1.6-3B
193
+ tf32: true
194
+ fp16: false
195
+ bf16: true
196
+ eval_bf16: true
197
+ logging_steps: 10
198
+ save_steps: 25000
199
+ save_total_limit: 5
200
+ save_vl_model: false
201
+ upload_checkpoints: false
202
+ upload_every: 1000
203
+ upload_last_n_checkpoints: 5
204
+ max_concurrent_uploads: 2
205
+ eval_strategy: 'no'
206
+ eval_steps: 500
207
+ eval_set_split_ratio: 0.1
208
+ eval_batch_size: 2
209
+ save_best_eval_metric_name: ''
210
+ save_best_eval_metric_greater_is_better: true
211
+ deepspeed_stage: 2
212
+ gradient_checkpointing: false
213
+ transformers_trust_remote_code: true
214
+ transformers_local_files_only: false
215
+ transformers_cache_dir: null
216
+ transformers_access_token: null
217
+ use_ddp: false
218
+ ddp_bucket_cap_mb: 100
219
+ num_gpus: 1
220
+ dataloader_num_workers: 4
221
+ remove_unused_columns: false
222
+ use_wandb: true
223
+ wandb_project: finetune-gr00t-n1d6
224
+ enable_profiling: false
225
+ max_retries: 3
226
+ assert_loss_less_than: null
227
+ add_rl_callback: false
228
+ enable_open_loop_eval: false
229
+ open_loop_eval_traj_ids:
230
+ - 0
231
+ open_loop_eval_steps_per_traj: 100
232
+ open_loop_eval_plot_indices: null
233
+ max_steps: 50000
234
+ save_steps: 25000
experiment_cfg/config.yaml ADDED
@@ -0,0 +1,268 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ !!python/object:gr00t.configs.base_config.Config
2
+ data: !!python/object:gr00t.configs.data.data_config.DataConfig
3
+ allow_padding: false
4
+ datasets:
5
+ - !!python/object:gr00t.configs.data.data_config.SingleDatasetConfig
6
+ dataset_paths:
7
+ - gubam/upper_body_dataset
8
+ dataset_type: physical_embodiment
9
+ embodiment_tag: new_embodiment
10
+ mix_ratio: 1.0
11
+ val_dataset_path: null
12
+ download_cache: false
13
+ episode_sampling_rate: 0.1
14
+ image_crop_size:
15
+ - 244
16
+ - 244
17
+ image_target_size:
18
+ - 224
19
+ - 224
20
+ mock_dataset_mode: false
21
+ modality_configs:
22
+ new_embodiment:
23
+ action: !!python/object:gr00t.data.types.ModalityConfig
24
+ action_configs:
25
+ - !!python/object:gr00t.data.types.ActionConfig
26
+ format: &id001 !!python/object/apply:gr00t.data.types.ActionFormat
27
+ - default
28
+ rep: &id002 !!python/object/apply:gr00t.data.types.ActionRepresentation
29
+ - absolute
30
+ state_key: null
31
+ type: &id003 !!python/object/apply:gr00t.data.types.ActionType
32
+ - non_eef
33
+ - !!python/object:gr00t.data.types.ActionConfig
34
+ format: *id001
35
+ rep: *id002
36
+ state_key: null
37
+ type: *id003
38
+ - !!python/object:gr00t.data.types.ActionConfig
39
+ format: *id001
40
+ rep: *id002
41
+ state_key: null
42
+ type: *id003
43
+ delta_indices:
44
+ - 0
45
+ - 1
46
+ - 2
47
+ - 3
48
+ - 4
49
+ - 5
50
+ - 6
51
+ - 7
52
+ - 8
53
+ - 9
54
+ - 10
55
+ - 11
56
+ - 12
57
+ - 13
58
+ - 14
59
+ - 15
60
+ - 16
61
+ - 17
62
+ - 18
63
+ - 19
64
+ - 20
65
+ - 21
66
+ - 22
67
+ - 23
68
+ - 24
69
+ - 25
70
+ - 26
71
+ - 27
72
+ - 28
73
+ - 29
74
+ mean_std_embedding_keys: null
75
+ modality_keys:
76
+ - arm
77
+ - left_hand
78
+ - right_hand
79
+ sin_cos_embedding_keys: null
80
+ language: !!python/object:gr00t.data.types.ModalityConfig
81
+ action_configs: null
82
+ delta_indices:
83
+ - 0
84
+ mean_std_embedding_keys: null
85
+ modality_keys:
86
+ - annotation.task_description
87
+ sin_cos_embedding_keys: null
88
+ state: !!python/object:gr00t.data.types.ModalityConfig
89
+ action_configs: null
90
+ delta_indices:
91
+ - 0
92
+ mean_std_embedding_keys: null
93
+ modality_keys:
94
+ - arm
95
+ - left_hand
96
+ - right_hand
97
+ sin_cos_embedding_keys:
98
+ - arm
99
+ - left_hand
100
+ - right_hand
101
+ video: !!python/object:gr00t.data.types.ModalityConfig
102
+ action_configs: null
103
+ delta_indices:
104
+ - 0
105
+ mean_std_embedding_keys: null
106
+ modality_keys:
107
+ - front
108
+ - left_wrist
109
+ - right_wrist
110
+ sin_cos_embedding_keys: null
111
+ mode: single_turn
112
+ multiprocessing_context: fork
113
+ num_shards_per_epoch: 100000
114
+ override_pretraining_statistics: false
115
+ random_chop: 0.0
116
+ seed: 42
117
+ shard_size: 1024
118
+ shuffle: true
119
+ subsample_ratio: 1.0
120
+ video_backend: torchcodec
121
+ load_config_path: null
122
+ model: !!python/object:gr00t.configs.model.gr00t_n1d6.Gr00tN1d6Config
123
+ _attn_implementation_autoset: false
124
+ _attn_implementation_internal: null
125
+ _commit_hash: null
126
+ _name_or_path: ''
127
+ add_cross_attention: false
128
+ architectures: null
129
+ backbone_model_type: eagle
130
+ backbone_trainable_params_fp32: true
131
+ bad_words_ids: null
132
+ begin_suppress_tokens: null
133
+ bos_token_id: null
134
+ chunk_size_feed_forward: 0
135
+ color_jitter_params:
136
+ brightness: 0.3
137
+ contrast: 0.4
138
+ hue: 0.08
139
+ saturation: 0.5
140
+ cross_attention_hidden_size: null
141
+ decoder_start_token_id: null
142
+ diffusion_model_cfg:
143
+ attention_head_dim: 48
144
+ dropout: 0.2
145
+ final_dropout: true
146
+ interleave_self_attention: true
147
+ norm_type: ada_norm
148
+ num_attention_heads: 32
149
+ num_layers: 32
150
+ output_dim: 1024
151
+ positional_embeddings: null
152
+ diversity_penalty: 0.0
153
+ do_sample: false
154
+ eagle_collator: true
155
+ early_stopping: false
156
+ encoder_no_repeat_ngram_size: 0
157
+ eos_token_id: null
158
+ exponential_decay_length_penalty: null
159
+ extra_augmentation_config: null
160
+ finetuning_task: null
161
+ forced_bos_token_id: null
162
+ forced_eos_token_id: null
163
+ id2label:
164
+ 0: LABEL_0
165
+ 1: LABEL_1
166
+ is_decoder: false
167
+ is_encoder_decoder: false
168
+ label2id:
169
+ LABEL_0: 0
170
+ LABEL_1: 1
171
+ length_penalty: 1.0
172
+ load_bf16: false
173
+ max_length: 20
174
+ min_length: 0
175
+ model_name: nvidia/Eagle-Block2A-2B-v2
176
+ no_repeat_ngram_size: 0
177
+ num_beam_groups: 1
178
+ num_beams: 1
179
+ num_return_sequences: 1
180
+ output_attentions: false
181
+ output_hidden_states: false
182
+ output_scores: false
183
+ pad_token_id: null
184
+ prefix: null
185
+ problem_type: null
186
+ pruned_heads: {}
187
+ random_rotation_angle: null
188
+ remove_invalid_values: false
189
+ repetition_penalty: 1.0
190
+ reproject_vision: false
191
+ return_dict: true
192
+ return_dict_in_generate: false
193
+ sep_token_id: null
194
+ state_dropout_prob: 0.0
195
+ suppress_tokens: null
196
+ task_specific_params: null
197
+ temperature: 1.0
198
+ tf_legacy_loss: false
199
+ tie_encoder_decoder: false
200
+ tie_word_embeddings: true
201
+ tokenizer_class: null
202
+ top_k: 50
203
+ top_p: 1.0
204
+ torch_dtype: null
205
+ torchscript: false
206
+ transformers_version: null
207
+ tune_diffusion_model: true
208
+ tune_llm: false
209
+ tune_projector: true
210
+ tune_visual: false
211
+ typical_p: 1.0
212
+ use_bfloat16: false
213
+ use_relative_action: true
214
+ training: !!python/object:gr00t.configs.training.training_config.TrainingConfig
215
+ add_rl_callback: false
216
+ assert_loss_less_than: null
217
+ batch_size: null
218
+ bf16: true
219
+ dataloader_num_workers: 4
220
+ ddp_bucket_cap_mb: 100
221
+ deepspeed_stage: 2
222
+ enable_open_loop_eval: false
223
+ enable_profiling: false
224
+ eval_batch_size: 2
225
+ eval_bf16: true
226
+ eval_set_split_ratio: 0.1
227
+ eval_steps: 500
228
+ eval_strategy: 'no'
229
+ experiment_name: null
230
+ fp16: false
231
+ global_batch_size: 64
232
+ gradient_accumulation_steps: 1
233
+ gradient_checkpointing: false
234
+ learning_rate: 0.0001
235
+ logging_steps: 10
236
+ lr_scheduler_type: cosine
237
+ max_concurrent_uploads: 2
238
+ max_grad_norm: 1.0
239
+ max_retries: 3
240
+ max_steps: 50000
241
+ num_gpus: 1
242
+ open_loop_eval_plot_indices: null
243
+ open_loop_eval_steps_per_traj: 100
244
+ open_loop_eval_traj_ids:
245
+ - 0
246
+ optim: adamw_torch
247
+ output_dir: /tmp/dual_arm_finetune
248
+ remove_unused_columns: false
249
+ save_best_eval_metric_greater_is_better: true
250
+ save_best_eval_metric_name: ''
251
+ save_steps: 25000
252
+ save_total_limit: 5
253
+ save_vl_model: false
254
+ start_from_checkpoint: nvidia/GR00T-N1.6-3B
255
+ tf32: true
256
+ transformers_access_token: null
257
+ transformers_cache_dir: null
258
+ transformers_local_files_only: false
259
+ transformers_trust_remote_code: true
260
+ upload_checkpoints: false
261
+ upload_every: 1000
262
+ upload_last_n_checkpoints: 5
263
+ use_ddp: false
264
+ use_wandb: true
265
+ wandb_project: finetune-gr00t-n1d6
266
+ warmup_ratio: 0.05
267
+ warmup_steps: 0
268
+ weight_decay: 1.0e-05
experiment_cfg/dataset_statistics.json ADDED
@@ -0,0 +1,813 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "new_embodiment": {
3
+ "state": {
4
+ "arm": {
5
+ "min": [
6
+ -0.0006981316837482154,
7
+ -0.0024434609804302454,
8
+ -0.6288421154022217,
9
+ -0.44854962825775146,
10
+ -0.8210029006004333,
11
+ -0.4991641640663147,
12
+ -0.09669124335050583,
13
+ -0.6223844289779663,
14
+ -0.9733701348304749,
15
+ -0.5129522681236267,
16
+ -0.47246062755584717,
17
+ -0.47822022438049316,
18
+ -0.8032005429267883,
19
+ -0.7274532318115234,
20
+ -1.6929693222045898,
21
+ -1.0246827602386475,
22
+ -0.9484119415283203,
23
+ -1.373574137687683,
24
+ -0.4761258065700531,
25
+ -0.47368237376213074
26
+ ],
27
+ "max": [
28
+ 0.0008726646192371845,
29
+ 0.0006981316837482154,
30
+ 0.7929030656814575,
31
+ 0.3269001543521881,
32
+ 0.9124581217765808,
33
+ 0.8902924656867981,
34
+ 1.63694429397583,
35
+ 0.9662142992019653,
36
+ 0.45553094148635864,
37
+ 1.445656180381775,
38
+ 0.47455501556396484,
39
+ 0.4740314185619354,
40
+ 0.829380452632904,
41
+ 0.8866272568702698,
42
+ 0.016406094655394554,
43
+ 0.6817256212234497,
44
+ 1.0342820882797241,
45
+ 1.0231120586395264,
46
+ 0.47333329916000366,
47
+ 0.47682395577430725
48
+ ],
49
+ "mean": [
50
+ -8.076138594063484e-07,
51
+ 3.0537906135411266e-06,
52
+ 0.004025201443343724,
53
+ -0.106839506396076,
54
+ 0.012814986898180149,
55
+ 0.15896875719206852,
56
+ 0.8534196868931058,
57
+ 0.06762093321189754,
58
+ -0.3314590204826914,
59
+ 0.2632455375793913,
60
+ 0.020509420259097345,
61
+ -0.14299405403307847,
62
+ -0.0037216641098350048,
63
+ -0.1443416739101096,
64
+ -0.9090582326583341,
65
+ -0.09771556978633221,
66
+ 0.36533875231778595,
67
+ -0.23848672985559247,
68
+ -0.16839635328002986,
69
+ 0.15968955264953888
70
+ ],
71
+ "std": [
72
+ 6.68305329907084e-05,
73
+ 4.278830258104584e-05,
74
+ 0.27632803159057195,
75
+ 0.1031391849687569,
76
+ 0.21593103530511093,
77
+ 0.1426352780284767,
78
+ 0.17564987399430124,
79
+ 0.15910994986378815,
80
+ 0.18504214171125488,
81
+ 0.30606451766910636,
82
+ 0.1554592124135248,
83
+ 0.1859134005343795,
84
+ 0.23041502031790836,
85
+ 0.17109378851688062,
86
+ 0.20105957075942452,
87
+ 0.18465144901511993,
88
+ 0.20598322974819286,
89
+ 0.37752503742465104,
90
+ 0.16176032456796732,
91
+ 0.209982125025823
92
+ ],
93
+ "q01": [
94
+ -0.0001761727144185956,
95
+ -6.812984705377427e-05,
96
+ -0.34380334710819843,
97
+ -0.29353822405261265,
98
+ -0.49171140765602955,
99
+ -0.11508113798319357,
100
+ 0.5739165571398043,
101
+ -0.22209883528953628,
102
+ -0.6382970698194925,
103
+ -0.05048877088467583,
104
+ -0.23948595344457352,
105
+ -0.41341574397836467,
106
+ -0.33359782573626867,
107
+ -0.44144052869891365,
108
+ -1.2649022016051807,
109
+ -0.5335335171843635,
110
+ -0.06932329291282342,
111
+ -0.8823546013980487,
112
+ -0.42073663519315196,
113
+ -0.2189616747621502
114
+ ],
115
+ "q99": [
116
+ 0.00017598653218951375,
117
+ 0.00015066502308079557,
118
+ 0.3422460626808077,
119
+ 0.056641715341579135,
120
+ 0.3719052899183461,
121
+ 0.4368372476473694,
122
+ 1.153966983550112,
123
+ 0.40466381992586953,
124
+ 0.01223556216846413,
125
+ 0.7870821352051268,
126
+ 0.2707992157297519,
127
+ 0.16422090043397727,
128
+ 0.5579769587902337,
129
+ 0.24133049901128434,
130
+ -0.5478116844161816,
131
+ 0.21787840519530197,
132
+ 0.7216934483725967,
133
+ 0.15448134992693266,
134
+ 0.14274281318251142,
135
+ 0.4380456959063586
136
+ ]
137
+ },
138
+ "left_hand": {
139
+ "min": [
140
+ -0.860447347164154,
141
+ 0.7120943069458008,
142
+ -0.891863226890564,
143
+ -1.027998924255371,
144
+ -0.1727875918149948,
145
+ 0.012217304669320583,
146
+ -0.15533430874347687,
147
+ 0.024434609338641167,
148
+ -0.15882496535778046,
149
+ -0.04014257341623306,
150
+ -0.16406095027923584,
151
+ 0.01745329238474369,
152
+ -0.4084070324897766,
153
+ 0.0,
154
+ -0.1500983089208603,
155
+ 0.010471975430846214,
156
+ -0.06457718461751938,
157
+ -0.595157265663147,
158
+ 0.008726646192371845,
159
+ 0.13788101077079773
160
+ ],
161
+ "max": [
162
+ 0.04014257341623306,
163
+ 1.83085036277771,
164
+ -0.3543018400669098,
165
+ 0.12566371262073517,
166
+ 0.5567600131034851,
167
+ 1.5062191486358643,
168
+ 1.4521139860153198,
169
+ 1.5446163415908813,
170
+ 0.4921828508377075,
171
+ 1.2967796325683594,
172
+ 1.4974925518035889,
173
+ 1.586504340171814,
174
+ 0.22689279913902283,
175
+ 1.3561208248138428,
176
+ 1.4451326131820679,
177
+ 1.576032280921936,
178
+ 0.04363323003053665,
179
+ -0.04014257341623306,
180
+ 1.577777624130249,
181
+ 1.530653715133667
182
+ ],
183
+ "mean": [
184
+ -0.12916538234236632,
185
+ 1.376141627845568,
186
+ -0.5974346987153767,
187
+ -0.04435670103580047,
188
+ 0.3636791117819629,
189
+ 0.5902737730081836,
190
+ 0.033071112851852894,
191
+ 0.533722619804661,
192
+ 0.23935603508223233,
193
+ 0.26795747388310004,
194
+ 0.05880051231688046,
195
+ 0.4106006244211684,
196
+ -0.07247953411303715,
197
+ 0.32536608217859136,
198
+ 0.021850320537598826,
199
+ 0.48054924670620924,
200
+ 0.004586551841409656,
201
+ -0.2872830319123344,
202
+ 0.5324850869755637,
203
+ 0.22302741732397693
204
+ ],
205
+ "std": [
206
+ 0.1820096848837831,
207
+ 0.18821082103179884,
208
+ 0.0383618674714932,
209
+ 0.08580352115504818,
210
+ 0.10266044655069544,
211
+ 0.27960173403679445,
212
+ 0.1448563942110651,
213
+ 0.25444040043363414,
214
+ 0.10732763838871918,
215
+ 0.18261099083302232,
216
+ 0.17370513521519468,
217
+ 0.2977325844852106,
218
+ 0.0849824454436069,
219
+ 0.22911564056001565,
220
+ 0.08484813391378729,
221
+ 0.34918716865543786,
222
+ 0.015126139619470597,
223
+ 0.07222469670516816,
224
+ 0.31120811629260187,
225
+ 0.04733751780159246
226
+ ],
227
+ "q01": [
228
+ -0.6203178651596793,
229
+ 1.1651488640586132,
230
+ -0.663073371187542,
231
+ -0.29948327686771475,
232
+ 0.24480558767964009,
233
+ 0.27953559750985485,
234
+ -0.019133575525358288,
235
+ 0.29321194070801376,
236
+ 0.08405627958517456,
237
+ 0.08698530973701081,
238
+ 0.008375168461385862,
239
+ 0.14015780065990607,
240
+ -0.20499186387054075,
241
+ 0.10807116195011923,
242
+ -0.03593066740546433,
243
+ 0.17861930482664712,
244
+ -0.0004471278064463094,
245
+ -0.3945708347189374,
246
+ 0.24163943781341096,
247
+ 0.2088678994773458
248
+ ],
249
+ "q99": [
250
+ -0.028091832495861904,
251
+ 1.6592481415891205,
252
+ -0.5521809752762913,
253
+ -0.004371203922586993,
254
+ 0.42714076269815554,
255
+ 1.1774596617898176,
256
+ 0.3954404905500605,
257
+ 1.1347713118060374,
258
+ 0.35540928239208186,
259
+ 0.7117942088312333,
260
+ 0.559904130222523,
261
+ 1.1689669955521202,
262
+ 0.03642433268748423,
263
+ 0.8575968036182136,
264
+ 0.2410983404943445,
265
+ 1.3105606222443886,
266
+ 0.014554555685431566,
267
+ -0.20818513323287732,
268
+ 1.1365133019580054,
269
+ 0.30657573611436517
270
+ ]
271
+ },
272
+ "right_hand": {
273
+ "min": [
274
+ -0.07853981852531433,
275
+ -1.8116517066955566,
276
+ 0.23038345575332642,
277
+ -0.08552113175392151,
278
+ -0.5183627605438232,
279
+ 0.04886921867728233,
280
+ -0.09599310904741287,
281
+ 0.024434609338641167,
282
+ -0.5899212956428528,
283
+ 0.03490658476948738,
284
+ -0.1186823919415474,
285
+ 0.024434609338641167,
286
+ -0.3176499307155609,
287
+ 0.02967059798538685,
288
+ -0.13439035415649414,
289
+ 0.02617993950843811,
290
+ -0.05061454698443413,
291
+ -0.09773843735456467,
292
+ -0.024434609338641167,
293
+ 0.10471975803375244
294
+ ],
295
+ "max": [
296
+ 0.942477822303772,
297
+ -0.5672320127487183,
298
+ 0.8726646304130554,
299
+ 1.146681308746338,
300
+ 0.0,
301
+ 1.4014993906021118,
302
+ 1.1013027429580688,
303
+ 1.5585789680480957,
304
+ -0.06632251292467117,
305
+ 1.242674469947815,
306
+ 1.5603243112564087,
307
+ 1.5446163415908813,
308
+ 0.21991148591041565,
309
+ 1.3159782886505127,
310
+ 1.4241886138916016,
311
+ 1.6144295930862427,
312
+ 0.03141592815518379,
313
+ 0.5759586691856384,
314
+ 1.6109389066696167,
315
+ 1.5446163415908813
316
+ ],
317
+ "mean": [
318
+ 0.08732205124532119,
319
+ -1.3515142157311884,
320
+ 0.5860485981188814,
321
+ 0.04222940470260995,
322
+ -0.39225604013486204,
323
+ 0.6816943204695467,
324
+ -0.0023892602428072745,
325
+ 0.603416635597419,
326
+ -0.3610242297308094,
327
+ 0.432317803054292,
328
+ 0.04194121809078737,
329
+ 0.4891484012380831,
330
+ -0.127616240047779,
331
+ 0.45217231200710073,
332
+ 0.013140720890466806,
333
+ 0.4938726423320787,
334
+ -0.014045313832414617,
335
+ 0.15257342129823098,
336
+ 0.6583795979024015,
337
+ 0.2257495313911657
338
+ ],
339
+ "std": [
340
+ 0.1341312685567186,
341
+ 0.1682050627347457,
342
+ 0.04645222806632484,
343
+ 0.08697156707075793,
344
+ 0.031928398427410444,
345
+ 0.20537231601266742,
346
+ 0.05530703896109472,
347
+ 0.25054327807997007,
348
+ 0.0720470225370238,
349
+ 0.1736117631333828,
350
+ 0.1204903079020455,
351
+ 0.24655711144811424,
352
+ 0.09497679476716676,
353
+ 0.20499188829579684,
354
+ 0.06714406151269925,
355
+ 0.29066084684137816,
356
+ 0.009477716402105218,
357
+ 0.08723463811303951,
358
+ 0.33394118029044084,
359
+ 0.05208327357938751
360
+ ],
361
+ "q01": [
362
+ 0.024307096659506287,
363
+ -1.6502210851484855,
364
+ 0.45876371711080155,
365
+ -0.0035277651640500955,
366
+ -0.4210949303662783,
367
+ 0.37951074431192705,
368
+ -0.035692522713118,
369
+ 0.3506586314254852,
370
+ -0.4516104227248592,
371
+ 0.1631463266031545,
372
+ 0.005253287352257153,
373
+ 0.20386044314240565,
374
+ -0.24894458779100756,
375
+ 0.15880754921289522,
376
+ -0.04149282519228719,
377
+ 0.20258045443353387,
378
+ -0.03787891490303466,
379
+ 0.06077176788457635,
380
+ 0.3162963808837116,
381
+ 0.20361250086550506
382
+ ],
383
+ "q99": [
384
+ 0.4870936258809745,
385
+ -1.1706684983420805,
386
+ 0.6307717980752034,
387
+ 0.2800037986993521,
388
+ -0.3476623605953785,
389
+ 1.1034270282608116,
390
+ 0.11763696399923158,
391
+ 1.2489453907495742,
392
+ -0.2544253695010915,
393
+ 0.7977079944176352,
394
+ 0.3566995199885687,
395
+ 1.1253466726580794,
396
+ 0.005086851467515925,
397
+ 0.8733681377683882,
398
+ 0.15090692671068542,
399
+ 1.2984744094470615,
400
+ -0.009331353694428703,
401
+ 0.2587334180468299,
402
+ 1.3355227665003735,
403
+ 0.3072850506793767
404
+ ]
405
+ }
406
+ },
407
+ "action": {
408
+ "arm": {
409
+ "min": [
410
+ -0.0006981316837482154,
411
+ -0.0024434609804302454,
412
+ -0.7850000262260437,
413
+ -0.6247848272323608,
414
+ -0.842519998550415,
415
+ -0.4991641640663147,
416
+ -0.0979316234588623,
417
+ -0.6220138072967529,
418
+ -0.973471462726593,
419
+ -0.5152764916419983,
420
+ -0.49396848678588867,
421
+ -0.4999072253704071,
422
+ -0.8028976917266846,
423
+ -0.7391713857650757,
424
+ -1.715409755706787,
425
+ -1.0240248441696167,
426
+ -0.9464260339736938,
427
+ -1.3702261447906494,
428
+ -0.4958377480506897,
429
+ -0.4955917298793793
430
+ ],
431
+ "max": [
432
+ 0.0008726646192371845,
433
+ 0.0,
434
+ 0.7850000262260437,
435
+ 0.29835808277130127,
436
+ 0.9119161367416382,
437
+ 0.890291154384613,
438
+ 1.644073724746704,
439
+ 0.9660546183586121,
440
+ 0.45562389492988586,
441
+ 1.4430302381515503,
442
+ 0.4950156807899475,
443
+ 0.4944920837879181,
444
+ 0.8447622060775757,
445
+ 0.8822340369224548,
446
+ 0.015839435160160065,
447
+ 0.6863510012626648,
448
+ 1.0327516794204712,
449
+ 1.0249639749526978,
450
+ 0.49615368247032166,
451
+ 0.4964403212070465
452
+ ],
453
+ "mean": [
454
+ -7.565100935672921e-07,
455
+ -2.734424040564876e-06,
456
+ 0.0015625113303062233,
457
+ -0.10770792895105542,
458
+ 0.012797537757365607,
459
+ 0.15919185826406693,
460
+ 0.853652544767167,
461
+ 0.06761602762960633,
462
+ -0.3316022136769494,
463
+ 0.26350797662337844,
464
+ 0.02061022363664793,
465
+ -0.14381767943396778,
466
+ -0.0035584753122770074,
467
+ -0.14450589130256247,
468
+ -0.9093130011371935,
469
+ -0.0978520963516777,
470
+ 0.36546998229542166,
471
+ -0.23875873233105468,
472
+ -0.16929286973811716,
473
+ 0.1614393169093547
474
+ ],
475
+ "std": [
476
+ 6.6392213185449e-05,
477
+ 2.7477303136889642e-05,
478
+ 0.3236236855006889,
479
+ 0.10498868324818088,
480
+ 0.21592920231663346,
481
+ 0.14242412024634826,
482
+ 0.17537817653960341,
483
+ 0.1589983448423053,
484
+ 0.1847030522707091,
485
+ 0.3060052894278398,
486
+ 0.15545421217912833,
487
+ 0.18732387928520802,
488
+ 0.23097992612678261,
489
+ 0.17079917723668858,
490
+ 0.20074672089177023,
491
+ 0.18450774051586757,
492
+ 0.20560809014181267,
493
+ 0.3775058422894344,
494
+ 0.16285387660315898,
495
+ 0.21299280533759732
496
+ ],
497
+ "q01": [
498
+ -0.0001749494229231163,
499
+ -7.102986238156782e-05,
500
+ -0.4576713352188768,
501
+ -0.30153348134798175,
502
+ -0.4925865405961751,
503
+ -0.11370973105044871,
504
+ 0.575421578469159,
505
+ -0.2209467398567723,
506
+ -0.6372816928992551,
507
+ -0.050352534999616734,
508
+ -0.23822213308286633,
509
+ -0.4218674707222603,
510
+ -0.33289762926446964,
511
+ -0.4403506284535931,
512
+ -1.2638898242176249,
513
+ -0.5333060165767463,
514
+ -0.06842082932288861,
515
+ -0.8808569036987537,
516
+ -0.43036151802551864,
517
+ -0.22260962031806678
518
+ ],
519
+ "q99": [
520
+ 0.00017484051565752354,
521
+ -3.4853625995277704e-10,
522
+ 0.4395555218474595,
523
+ 0.05241236958600787,
524
+ 0.3711243260578636,
525
+ 0.43583597900427307,
526
+ 1.1524254208812423,
527
+ 0.4036845933510512,
528
+ 0.010783664846300164,
529
+ 0.7864205056015764,
530
+ 0.27070234831315787,
531
+ 0.1641843369874286,
532
+ 0.5632010381667683,
533
+ 0.23991706572733013,
534
+ -0.548851543258573,
535
+ 0.21723416177116134,
536
+ 0.7202919613199235,
537
+ 0.15411611751854068,
538
+ 0.142010680673695,
539
+ 0.45282141791847796
540
+ ]
541
+ },
542
+ "left_hand": {
543
+ "min": [
544
+ -0.880666971206665,
545
+ 0.6509807705879211,
546
+ -0.9295765161514282,
547
+ -1.0574641227722168,
548
+ -0.6108652353286743,
549
+ 0.0,
550
+ 0.0,
551
+ 0.0,
552
+ -0.17246204614639282,
553
+ 0.0,
554
+ 0.0,
555
+ 0.0,
556
+ -0.41887903213500977,
557
+ 0.0,
558
+ 0.0,
559
+ 0.0,
560
+ -0.0,
561
+ -0.6108652353286743,
562
+ 0.0,
563
+ 0.18421649932861328
564
+ ],
565
+ "max": [
566
+ 0.0,
567
+ 1.8240469694137573,
568
+ -0.4169214367866516,
569
+ 0.0,
570
+ 0.41887903213500977,
571
+ 1.5967257022857666,
572
+ 1.5707963705062866,
573
+ 1.5707963705062866,
574
+ 0.6108652353286743,
575
+ 1.3334362506866455,
576
+ 1.5707963705062866,
577
+ 1.5707963705062866,
578
+ 0.2761457860469818,
579
+ 1.474050521850586,
580
+ 1.5047622919082642,
581
+ 1.5707963705062866,
582
+ -0.0,
583
+ -0.013026786036789417,
584
+ 1.5707963705062866,
585
+ 1.5707963705062866
586
+ ],
587
+ "mean": [
588
+ -0.11197184536473949,
589
+ 1.3519521447728844,
590
+ -0.6145068955473336,
591
+ -0.04490551318122404,
592
+ 0.3812392963674508,
593
+ 0.5928953152018989,
594
+ 0.028781154436057742,
595
+ 0.533942906643585,
596
+ 0.2586826909204934,
597
+ 0.24856345721893203,
598
+ 0.04199277436774596,
599
+ 0.40243144011328036,
600
+ -0.05372014356756498,
601
+ 0.32290915338039355,
602
+ 0.028910841144483782,
603
+ 0.4829249856261449,
604
+ 0.0,
605
+ -0.2736987368992572,
606
+ 0.5229504504255549,
607
+ 0.2163480956489075
608
+ ],
609
+ "std": [
610
+ 0.18078946912307625,
611
+ 0.19270362935123467,
612
+ 0.059722650226918514,
613
+ 0.13456131846867891,
614
+ 0.12495907901258241,
615
+ 0.30308983822349966,
616
+ 0.15583292538180302,
617
+ 0.2616750261097083,
618
+ 0.1082498098717154,
619
+ 0.21063265328615333,
620
+ 0.20388137333506792,
621
+ 0.3069878052972663,
622
+ 0.08657551602472234,
623
+ 0.28322161741911617,
624
+ 0.11428067004348502,
625
+ 0.3659270477492105,
626
+ 0.0,
627
+ 0.08003530419489042,
628
+ 0.3308618144426684,
629
+ 0.047378584156049966
630
+ ],
631
+ "q01": [
632
+ -0.5874023409507655,
633
+ 1.1259081133842275,
634
+ -0.7722857806858863,
635
+ -0.46699307730378525,
636
+ 0.2166453155186744,
637
+ 0.2500263838689038,
638
+ -6.69347151562168e-11,
639
+ 0.2810358129914362,
640
+ 0.08265342079552167,
641
+ 0.03212275062917445,
642
+ -7.422571247960103e-11,
643
+ 0.11523256281603016,
644
+ -0.20857053595062272,
645
+ 0.06834987345413719,
646
+ 0.0032137934620088096,
647
+ 0.16083063598248018,
648
+ 3.9995784462121275e-16,
649
+ -0.41066407554491824,
650
+ 0.21280464706121974,
651
+ 0.20159717992290016
652
+ ],
653
+ "q99": [
654
+ -0.004032147496030359,
655
+ 1.6196350682050786,
656
+ -0.5529140781257509,
657
+ -0.00022676876993767606,
658
+ 0.4188780675074272,
659
+ 1.2361410219097821,
660
+ 0.4266783342163138,
661
+ 1.1679802915746502,
662
+ 0.3961736551386673,
663
+ 0.7744282902748555,
664
+ 0.6498963336012552,
665
+ 1.195352623563556,
666
+ 0.06817064976497338,
667
+ 1.0339126384354067,
668
+ 0.3498183122489737,
669
+ 1.3578909040686071,
670
+ 3.959582661750007e-14,
671
+ -0.18808869776308895,
672
+ 1.2038159253048966,
673
+ 0.30760064823760574
674
+ ]
675
+ },
676
+ "right_hand": {
677
+ "min": [
678
+ 0.0,
679
+ -1.7954039573669434,
680
+ 0.4210455119609833,
681
+ 0.0,
682
+ -0.41887903213500977,
683
+ 0.0,
684
+ 0.0,
685
+ 0.0,
686
+ -0.6108652353286743,
687
+ 0.0,
688
+ 0.0,
689
+ 0.0,
690
+ -0.4958767592906952,
691
+ 0.0,
692
+ 0.0,
693
+ 0.0,
694
+ 0.0,
695
+ -0.12086009234189987,
696
+ 0.0,
697
+ 0.19107787311077118
698
+ ],
699
+ "max": [
700
+ 0.8792693018913269,
701
+ -0.5100259184837341,
702
+ 1.5707963705062866,
703
+ 1.4147123098373413,
704
+ 0.28721120953559875,
705
+ 1.5164011716842651,
706
+ 1.1974519491195679,
707
+ 1.5707963705062866,
708
+ -0.04774348810315132,
709
+ 1.4103626012802124,
710
+ 1.5707963705062866,
711
+ 1.5707963705062866,
712
+ 0.24290113151073456,
713
+ 1.5230220556259155,
714
+ 1.5707963705062866,
715
+ 1.5707963705062866,
716
+ 0.0,
717
+ 0.5971487760543823,
718
+ 1.5707963705062866,
719
+ 1.5707963705062866
720
+ ],
721
+ "mean": [
722
+ 0.06154122902723653,
723
+ -1.3294183619600155,
724
+ 0.6250821797211654,
725
+ 0.05554929311166913,
726
+ -0.41492612799882095,
727
+ 0.6856338848469389,
728
+ 0.006940385029546583,
729
+ 0.6091391652412862,
730
+ -0.37595000803726775,
731
+ 0.422836852505782,
732
+ 0.025116036945811486,
733
+ 0.4918787185539051,
734
+ -0.14475854791832374,
735
+ 0.46284594344482655,
736
+ 0.027444823626726584,
737
+ 0.5093871628244654,
738
+ 0.0,
739
+ 0.1401173905144233,
740
+ 0.6521685371675148,
741
+ 0.2238743152068344
742
+ ],
743
+ "std": [
744
+ 0.13674527190111965,
745
+ 0.17102490658313696,
746
+ 0.05741908683253429,
747
+ 0.14382058266604184,
748
+ 0.02688551022749764,
749
+ 0.2281908323797236,
750
+ 0.05783917003853192,
751
+ 0.26035589698369127,
752
+ 0.07511741685767037,
753
+ 0.18406048799000968,
754
+ 0.14373912752045906,
755
+ 0.2479658881484305,
756
+ 0.09645055710684194,
757
+ 0.26237633130190713,
758
+ 0.10678798651992859,
759
+ 0.3103495174470505,
760
+ 0.0,
761
+ 0.08664956776847747,
762
+ 0.3581149787301811,
763
+ 0.05026933816117329
764
+ ],
765
+ "q01": [
766
+ 0.0009769272041044426,
767
+ -1.6190670990502298,
768
+ 0.5518429740664715,
769
+ 0.0013591393093312651,
770
+ -0.41887903213500977,
771
+ 0.3491621230894666,
772
+ -4.421230354850494e-11,
773
+ 0.3471016557019131,
774
+ -0.48352879670754245,
775
+ 0.11780533016338945,
776
+ -7.137328803777223e-11,
777
+ 0.19241114988176986,
778
+ -0.29701005092982646,
779
+ 0.1185908435022493,
780
+ 0.0034413322477957684,
781
+ 0.19206370624490998,
782
+ 3.9995784462121275e-16,
783
+ 0.03772304600026963,
784
+ 0.2884605865309452,
785
+ 0.21015920588283557
786
+ ],
787
+ "q99": [
788
+ 0.47407716229998736,
789
+ -1.1360530624353573,
790
+ 0.7761147162999562,
791
+ 0.5139581911771537,
792
+ -0.36667831242864685,
793
+ 1.2000692036298772,
794
+ 0.14459797121303056,
795
+ 1.2871256631356942,
796
+ -0.25034097642726927,
797
+ 0.8421005002108355,
798
+ 0.4358143292303531,
799
+ 1.1489288891981229,
800
+ 0.006749831496495902,
801
+ 1.1029886603257073,
802
+ 0.340557722147255,
803
+ 1.399224397253747,
804
+ 3.959582661750007e-14,
805
+ 0.2650572054718265,
806
+ 1.4308893815770474,
807
+ 0.31706126604163526
808
+ ]
809
+ }
810
+ },
811
+ "relative_action": {}
812
+ }
813
+ }
experiment_cfg/final_model_config.json ADDED
@@ -0,0 +1,54 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "model_type": "Gr00tN1d6",
3
+ "model_dtype": "bfloat16",
4
+ "model_name": "nvidia/Eagle-Block2A-2B-v2",
5
+ "backbone_model_type": "eagle",
6
+ "model_revision": null,
7
+ "tune_top_llm_layers": 4,
8
+ "backbone_embedding_dim": 2048,
9
+ "tune_llm": false,
10
+ "tune_visual": false,
11
+ "select_layer": 16,
12
+ "reproject_vision": false,
13
+ "use_flash_attention": true,
14
+ "load_bf16": true,
15
+ "collator_overwrite_image_inputs": false,
16
+ "eagle_collator": true,
17
+ "backbone_trainable_params_fp32": true,
18
+ "extra_augmentation_config": null,
19
+ "apply_sincos_state_encoding": true,
20
+ "use_relative_action": true,
21
+ "max_state_dim": 128,
22
+ "max_action_dim": 128,
23
+ "action_horizon": 50,
24
+ "hidden_size": 1024,
25
+ "input_embedding_dim": 1536,
26
+ "add_pos_embed": true,
27
+ "attn_dropout": 0.2,
28
+ "use_vlln": true,
29
+ "max_seq_len": 1024,
30
+ "use_alternate_vl_dit": true,
31
+ "attend_text_every_n_blocks": 2,
32
+ "diffusion_model_cfg": {
33
+ "attention_head_dim": 48,
34
+ "dropout": 0.2,
35
+ "final_dropout": true,
36
+ "interleave_self_attention": true,
37
+ "norm_type": "ada_norm",
38
+ "num_attention_heads": 32,
39
+ "num_layers": 32,
40
+ "output_dim": 1024,
41
+ "positional_embeddings": null
42
+ },
43
+ "num_inference_timesteps": 4,
44
+ "noise_beta_alpha": 1.5,
45
+ "noise_beta_beta": 1.0,
46
+ "noise_s": 0.999,
47
+ "num_timestep_buckets": 1000,
48
+ "tune_projector": true,
49
+ "tune_diffusion_model": true,
50
+ "tune_vlln": true,
51
+ "state_dropout_prob": 0.0,
52
+ "state_additive_noise_scale": 0.0,
53
+ "max_num_embodiments": 32
54
+ }
experiment_cfg/final_processor_config.json ADDED
The diff for this file is too large to render. See raw diff
 
processor/embodiment_id.json ADDED
@@ -0,0 +1,11 @@
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "robocasa_panda_omron": 13,
3
+ "gr1": 20,
4
+ "behavior_r1_pro": 24,
5
+ "unitree_g1": 8,
6
+ "oxe_google": 0,
7
+ "oxe_widowx": 1,
8
+ "libero_panda": 2,
9
+ "oxe_droid": 16,
10
+ "new_embodiment": 10
11
+ }
processor/processor_config.json ADDED
@@ -0,0 +1,482 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "processor_class": "Gr00tN1d6Processor",
3
+ "processor_kwargs": {
4
+ "modality_configs": {
5
+ "behavior_r1_pro": {
6
+ "video": {
7
+ "delta_indices": [
8
+ 0
9
+ ],
10
+ "modality_keys": [
11
+ "observation.images.rgb.head_256_256",
12
+ "observation.images.rgb.left_wrist_256_256",
13
+ "observation.images.rgb.right_wrist_256_256"
14
+ ],
15
+ "sin_cos_embedding_keys": null,
16
+ "mean_std_embedding_keys": null,
17
+ "action_configs": null
18
+ },
19
+ "state": {
20
+ "delta_indices": [
21
+ 0
22
+ ],
23
+ "modality_keys": [
24
+ "robot_pos",
25
+ "robot_ori_cos",
26
+ "robot_ori_sin",
27
+ "robot_2d_ori",
28
+ "robot_2d_ori_cos",
29
+ "robot_2d_ori_sin",
30
+ "robot_lin_vel",
31
+ "robot_ang_vel",
32
+ "arm_left_qpos",
33
+ "arm_left_qpos_sin",
34
+ "arm_left_qpos_cos",
35
+ "eef_left_pos",
36
+ "eef_left_quat",
37
+ "gripper_left_qpos",
38
+ "arm_right_qpos",
39
+ "arm_right_qpos_sin",
40
+ "arm_right_qpos_cos",
41
+ "eef_right_pos",
42
+ "eef_right_quat",
43
+ "gripper_right_qpos",
44
+ "trunk_qpos"
45
+ ],
46
+ "sin_cos_embedding_keys": null,
47
+ "mean_std_embedding_keys": null,
48
+ "action_configs": null
49
+ },
50
+ "action": {
51
+ "delta_indices": [
52
+ 0,
53
+ 1,
54
+ 2,
55
+ 3,
56
+ 4,
57
+ 5,
58
+ 6,
59
+ 7,
60
+ 8,
61
+ 9,
62
+ 10,
63
+ 11,
64
+ 12,
65
+ 13,
66
+ 14,
67
+ 15,
68
+ 16,
69
+ 17,
70
+ 18,
71
+ 19,
72
+ 20,
73
+ 21,
74
+ 22,
75
+ 23,
76
+ 24,
77
+ 25,
78
+ 26,
79
+ 27,
80
+ 28,
81
+ 29,
82
+ 30,
83
+ 31
84
+ ],
85
+ "modality_keys": [
86
+ "base",
87
+ "torso",
88
+ "left_arm",
89
+ "left_gripper",
90
+ "right_arm",
91
+ "right_gripper"
92
+ ],
93
+ "sin_cos_embedding_keys": null,
94
+ "mean_std_embedding_keys": null,
95
+ "action_configs": [
96
+ {
97
+ "rep": "ABSOLUTE",
98
+ "type": "NON_EEF",
99
+ "format": "DEFAULT",
100
+ "state_key": null
101
+ },
102
+ {
103
+ "rep": "RELATIVE",
104
+ "type": "NON_EEF",
105
+ "format": "DEFAULT",
106
+ "state_key": "trunk_qpos"
107
+ },
108
+ {
109
+ "rep": "RELATIVE",
110
+ "type": "NON_EEF",
111
+ "format": "DEFAULT",
112
+ "state_key": "arm_left_qpos"
113
+ },
114
+ {
115
+ "rep": "ABSOLUTE",
116
+ "type": "NON_EEF",
117
+ "format": "DEFAULT",
118
+ "state_key": null
119
+ },
120
+ {
121
+ "rep": "RELATIVE",
122
+ "type": "NON_EEF",
123
+ "format": "DEFAULT",
124
+ "state_key": "arm_right_qpos"
125
+ },
126
+ {
127
+ "rep": "ABSOLUTE",
128
+ "type": "NON_EEF",
129
+ "format": "DEFAULT",
130
+ "state_key": null
131
+ }
132
+ ]
133
+ },
134
+ "language": {
135
+ "delta_indices": [
136
+ 0
137
+ ],
138
+ "modality_keys": [
139
+ "annotation.human.coarse_action"
140
+ ],
141
+ "sin_cos_embedding_keys": null,
142
+ "mean_std_embedding_keys": null,
143
+ "action_configs": null
144
+ }
145
+ },
146
+ "gr1": {
147
+ "video": {
148
+ "delta_indices": [
149
+ 0
150
+ ],
151
+ "modality_keys": [
152
+ "ego_view_bg_crop_pad_res256_freq20"
153
+ ],
154
+ "sin_cos_embedding_keys": null,
155
+ "mean_std_embedding_keys": null,
156
+ "action_configs": null
157
+ },
158
+ "state": {
159
+ "delta_indices": [
160
+ 0
161
+ ],
162
+ "modality_keys": [
163
+ "left_arm",
164
+ "right_arm",
165
+ "left_hand",
166
+ "right_hand",
167
+ "waist"
168
+ ],
169
+ "sin_cos_embedding_keys": [
170
+ "left_arm",
171
+ "right_arm",
172
+ "left_hand",
173
+ "right_hand",
174
+ "waist"
175
+ ],
176
+ "mean_std_embedding_keys": null,
177
+ "action_configs": null
178
+ },
179
+ "action": {
180
+ "delta_indices": [
181
+ 0,
182
+ 1,
183
+ 2,
184
+ 3,
185
+ 4,
186
+ 5,
187
+ 6,
188
+ 7,
189
+ 8,
190
+ 9,
191
+ 10,
192
+ 11,
193
+ 12,
194
+ 13,
195
+ 14,
196
+ 15
197
+ ],
198
+ "modality_keys": [
199
+ "left_arm",
200
+ "right_arm",
201
+ "left_hand",
202
+ "right_hand",
203
+ "waist"
204
+ ],
205
+ "sin_cos_embedding_keys": null,
206
+ "mean_std_embedding_keys": null,
207
+ "action_configs": [
208
+ {
209
+ "rep": "RELATIVE",
210
+ "type": "NON_EEF",
211
+ "format": "DEFAULT",
212
+ "state_key": null
213
+ },
214
+ {
215
+ "rep": "RELATIVE",
216
+ "type": "NON_EEF",
217
+ "format": "DEFAULT",
218
+ "state_key": null
219
+ },
220
+ {
221
+ "rep": "RELATIVE",
222
+ "type": "NON_EEF",
223
+ "format": "DEFAULT",
224
+ "state_key": null
225
+ },
226
+ {
227
+ "rep": "RELATIVE",
228
+ "type": "NON_EEF",
229
+ "format": "DEFAULT",
230
+ "state_key": null
231
+ },
232
+ {
233
+ "rep": "ABSOLUTE",
234
+ "type": "NON_EEF",
235
+ "format": "DEFAULT",
236
+ "state_key": null
237
+ }
238
+ ]
239
+ },
240
+ "language": {
241
+ "delta_indices": [
242
+ 0
243
+ ],
244
+ "modality_keys": [
245
+ "task"
246
+ ],
247
+ "sin_cos_embedding_keys": null,
248
+ "mean_std_embedding_keys": null,
249
+ "action_configs": null
250
+ }
251
+ },
252
+ "robocasa_panda_omron": {
253
+ "video": {
254
+ "delta_indices": [
255
+ 0
256
+ ],
257
+ "modality_keys": [
258
+ "res256_image_side_0",
259
+ "res256_image_side_1",
260
+ "res256_image_wrist_0"
261
+ ],
262
+ "sin_cos_embedding_keys": null,
263
+ "mean_std_embedding_keys": null,
264
+ "action_configs": null
265
+ },
266
+ "state": {
267
+ "delta_indices": [
268
+ 0
269
+ ],
270
+ "modality_keys": [
271
+ "end_effector_position_relative",
272
+ "end_effector_rotation_relative",
273
+ "gripper_qpos",
274
+ "base_position",
275
+ "base_rotation"
276
+ ],
277
+ "sin_cos_embedding_keys": null,
278
+ "mean_std_embedding_keys": null,
279
+ "action_configs": null
280
+ },
281
+ "action": {
282
+ "delta_indices": [
283
+ 0,
284
+ 1,
285
+ 2,
286
+ 3,
287
+ 4,
288
+ 5,
289
+ 6,
290
+ 7,
291
+ 8,
292
+ 9,
293
+ 10,
294
+ 11,
295
+ 12,
296
+ 13,
297
+ 14,
298
+ 15
299
+ ],
300
+ "modality_keys": [
301
+ "end_effector_position",
302
+ "end_effector_rotation",
303
+ "gripper_close",
304
+ "base_motion",
305
+ "control_mode"
306
+ ],
307
+ "sin_cos_embedding_keys": null,
308
+ "mean_std_embedding_keys": null,
309
+ "action_configs": [
310
+ {
311
+ "rep": "ABSOLUTE",
312
+ "type": "NON_EEF",
313
+ "format": "DEFAULT",
314
+ "state_key": null
315
+ },
316
+ {
317
+ "rep": "ABSOLUTE",
318
+ "type": "NON_EEF",
319
+ "format": "DEFAULT",
320
+ "state_key": null
321
+ },
322
+ {
323
+ "rep": "ABSOLUTE",
324
+ "type": "NON_EEF",
325
+ "format": "DEFAULT",
326
+ "state_key": null
327
+ },
328
+ {
329
+ "rep": "ABSOLUTE",
330
+ "type": "NON_EEF",
331
+ "format": "DEFAULT",
332
+ "state_key": null
333
+ },
334
+ {
335
+ "rep": "ABSOLUTE",
336
+ "type": "NON_EEF",
337
+ "format": "DEFAULT",
338
+ "state_key": null
339
+ }
340
+ ]
341
+ },
342
+ "language": {
343
+ "delta_indices": [
344
+ 0
345
+ ],
346
+ "modality_keys": [
347
+ "annotation.human.action.task_description"
348
+ ],
349
+ "sin_cos_embedding_keys": null,
350
+ "mean_std_embedding_keys": null,
351
+ "action_configs": null
352
+ }
353
+ },
354
+ "new_embodiment": {
355
+ "video": {
356
+ "delta_indices": [
357
+ 0
358
+ ],
359
+ "modality_keys": [
360
+ "front",
361
+ "left_wrist",
362
+ "right_wrist"
363
+ ],
364
+ "sin_cos_embedding_keys": null,
365
+ "mean_std_embedding_keys": null,
366
+ "action_configs": null
367
+ },
368
+ "state": {
369
+ "delta_indices": [
370
+ 0
371
+ ],
372
+ "modality_keys": [
373
+ "arm",
374
+ "left_hand",
375
+ "right_hand"
376
+ ],
377
+ "sin_cos_embedding_keys": [
378
+ "arm",
379
+ "left_hand",
380
+ "right_hand"
381
+ ],
382
+ "mean_std_embedding_keys": null,
383
+ "action_configs": null
384
+ },
385
+ "action": {
386
+ "delta_indices": [
387
+ 0,
388
+ 1,
389
+ 2,
390
+ 3,
391
+ 4,
392
+ 5,
393
+ 6,
394
+ 7,
395
+ 8,
396
+ 9,
397
+ 10,
398
+ 11,
399
+ 12,
400
+ 13,
401
+ 14,
402
+ 15,
403
+ 16,
404
+ 17,
405
+ 18,
406
+ 19,
407
+ 20,
408
+ 21,
409
+ 22,
410
+ 23,
411
+ 24,
412
+ 25,
413
+ 26,
414
+ 27,
415
+ 28,
416
+ 29
417
+ ],
418
+ "modality_keys": [
419
+ "arm",
420
+ "left_hand",
421
+ "right_hand"
422
+ ],
423
+ "sin_cos_embedding_keys": null,
424
+ "mean_std_embedding_keys": null,
425
+ "action_configs": [
426
+ {
427
+ "rep": "ABSOLUTE",
428
+ "type": "NON_EEF",
429
+ "format": "DEFAULT",
430
+ "state_key": null
431
+ },
432
+ {
433
+ "rep": "ABSOLUTE",
434
+ "type": "NON_EEF",
435
+ "format": "DEFAULT",
436
+ "state_key": null
437
+ },
438
+ {
439
+ "rep": "ABSOLUTE",
440
+ "type": "NON_EEF",
441
+ "format": "DEFAULT",
442
+ "state_key": null
443
+ }
444
+ ]
445
+ },
446
+ "language": {
447
+ "delta_indices": [
448
+ 0
449
+ ],
450
+ "modality_keys": [
451
+ "annotation.task_description"
452
+ ],
453
+ "sin_cos_embedding_keys": null,
454
+ "mean_std_embedding_keys": null,
455
+ "action_configs": null
456
+ }
457
+ }
458
+ },
459
+ "image_crop_size": null,
460
+ "image_target_size": null,
461
+ "use_albumentations": true,
462
+ "random_rotation_angle": null,
463
+ "color_jitter_params": {
464
+ "brightness": 0.3,
465
+ "contrast": 0.4,
466
+ "saturation": 0.5,
467
+ "hue": 0.08
468
+ },
469
+ "shortest_image_edge": 256,
470
+ "crop_fraction": 0.95,
471
+ "model_name": "nvidia/Eagle-Block2A-2B-v2",
472
+ "model_type": "eagle",
473
+ "formalize_language": true,
474
+ "max_state_dim": 128,
475
+ "max_action_dim": 128,
476
+ "max_action_horizon": 50,
477
+ "use_percentiles": false,
478
+ "clip_outliers": true,
479
+ "apply_sincos_state_encoding": true,
480
+ "use_relative_action": true
481
+ }
482
+ }
processor/statistics.json ADDED
The diff for this file is too large to render. See raw diff
 
wandb_config.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"project": "finetune-gr00t-n1d6", "run_id": "dual_arm_finetune"}