Robotics
Transformers
Safetensors
LeRobot
English
Gr00tN1d6
vision-language-action
manipulation
gr00t
nvidia
physical-ai
humanoid
reachy2
Instructions to use ganatrask/NOVA with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use ganatrask/NOVA with Transformers:
# Load model directly from transformers import Gr00tN1d6 model = Gr00tN1d6.from_pretrained("ganatrask/NOVA", dtype="auto") - LeRobot
How to use ganatrask/NOVA with LeRobot:
- Notebooks
- Google Colab
- Kaggle
Add files using upload-large-folder tool
Browse files- checkpoint-12000/embodiment_id.json +12 -0
- checkpoint-12000/experiment_cfg/config.yaml +237 -0
- checkpoint-12000/experiment_cfg/final_processor_config.json +0 -0
- checkpoint-12000/model-00001-of-00002.safetensors +3 -0
- checkpoint-12000/model-00002-of-00002.safetensors +3 -0
- checkpoint-12000/model.safetensors.index.json +0 -0
- checkpoint-12000/optimizer.pt +3 -0
- checkpoint-12000/scheduler.pt +3 -0
- checkpoint-12000/training_args.bin +3 -0
- checkpoint-3000/model-00001-of-00002.safetensors +3 -0
- checkpoint-3000/model-00002-of-00002.safetensors +3 -0
- checkpoint-3000/optimizer.pt +3 -0
- checkpoint-3000/rng_state.pth +3 -0
- checkpoint-3000/scheduler.pt +3 -0
- checkpoint-3000/training_args.bin +3 -0
- checkpoint-6000/model-00001-of-00002.safetensors +3 -0
- checkpoint-6000/model-00002-of-00002.safetensors +3 -0
- checkpoint-6000/optimizer.pt +3 -0
- checkpoint-6000/rng_state.pth +3 -0
- checkpoint-6000/scheduler.pt +3 -0
- checkpoint-6000/training_args.bin +3 -0
- checkpoint-9000/config.json +70 -0
- checkpoint-9000/experiment_cfg/config.yaml +237 -0
- checkpoint-9000/experiment_cfg/final_processor_config.json +0 -0
- checkpoint-9000/model-00001-of-00002.safetensors +3 -0
- checkpoint-9000/model-00002-of-00002.safetensors +3 -0
- checkpoint-9000/optimizer.pt +3 -0
- checkpoint-9000/rng_state.pth +3 -0
- checkpoint-9000/scheduler.pt +3 -0
- checkpoint-9000/trainer_state.json +0 -0
- checkpoint-9000/training_args.bin +3 -0
checkpoint-12000/embodiment_id.json
ADDED
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{
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"robocasa_panda_omron": 13,
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"gr1": 20,
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"behavior_r1_pro": 24,
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"unitree_g1": 8,
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"oxe_google": 0,
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"oxe_widowx": 1,
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"libero_panda": 2,
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"oxe_droid": 16,
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"new_embodiment": 10,
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"reachy2": 11
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}
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checkpoint-12000/experiment_cfg/config.yaml
ADDED
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| 1 |
+
!!python/object:gr00t.configs.base_config.Config
|
| 2 |
+
data: !!python/object:gr00t.configs.data.data_config.DataConfig
|
| 3 |
+
allow_padding: false
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| 4 |
+
datasets:
|
| 5 |
+
- !!python/object:gr00t.configs.data.data_config.SingleDatasetConfig
|
| 6 |
+
dataset_paths:
|
| 7 |
+
- ./datasets/reachy2_100
|
| 8 |
+
dataset_type: physical_embodiment
|
| 9 |
+
embodiment_tag: reachy2
|
| 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:
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| 18 |
+
- 224
|
| 19 |
+
- 224
|
| 20 |
+
mock_dataset_mode: false
|
| 21 |
+
modality_configs:
|
| 22 |
+
reachy2:
|
| 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: !!python/object/apply:gr00t.data.types.ActionRepresentation
|
| 29 |
+
- relative
|
| 30 |
+
state_key: arm_joints
|
| 31 |
+
type: &id002 !!python/object/apply:gr00t.data.types.ActionType
|
| 32 |
+
- non_eef
|
| 33 |
+
- !!python/object:gr00t.data.types.ActionConfig
|
| 34 |
+
format: *id001
|
| 35 |
+
rep: !!python/object/apply:gr00t.data.types.ActionRepresentation
|
| 36 |
+
- absolute
|
| 37 |
+
state_key: null
|
| 38 |
+
type: *id002
|
| 39 |
+
delta_indices:
|
| 40 |
+
- 0
|
| 41 |
+
- 1
|
| 42 |
+
- 2
|
| 43 |
+
- 3
|
| 44 |
+
- 4
|
| 45 |
+
- 5
|
| 46 |
+
- 6
|
| 47 |
+
- 7
|
| 48 |
+
- 8
|
| 49 |
+
- 9
|
| 50 |
+
- 10
|
| 51 |
+
- 11
|
| 52 |
+
- 12
|
| 53 |
+
- 13
|
| 54 |
+
- 14
|
| 55 |
+
- 15
|
| 56 |
+
mean_std_embedding_keys: null
|
| 57 |
+
modality_keys:
|
| 58 |
+
- arm_joints
|
| 59 |
+
- gripper
|
| 60 |
+
sin_cos_embedding_keys: null
|
| 61 |
+
language: !!python/object:gr00t.data.types.ModalityConfig
|
| 62 |
+
action_configs: null
|
| 63 |
+
delta_indices:
|
| 64 |
+
- 0
|
| 65 |
+
mean_std_embedding_keys: null
|
| 66 |
+
modality_keys:
|
| 67 |
+
- annotation.human.task_description
|
| 68 |
+
sin_cos_embedding_keys: null
|
| 69 |
+
state: !!python/object:gr00t.data.types.ModalityConfig
|
| 70 |
+
action_configs: null
|
| 71 |
+
delta_indices:
|
| 72 |
+
- 0
|
| 73 |
+
mean_std_embedding_keys: null
|
| 74 |
+
modality_keys:
|
| 75 |
+
- arm_joints
|
| 76 |
+
sin_cos_embedding_keys: null
|
| 77 |
+
video: !!python/object:gr00t.data.types.ModalityConfig
|
| 78 |
+
action_configs: null
|
| 79 |
+
delta_indices:
|
| 80 |
+
- 0
|
| 81 |
+
mean_std_embedding_keys: null
|
| 82 |
+
modality_keys:
|
| 83 |
+
- front_cam
|
| 84 |
+
sin_cos_embedding_keys: null
|
| 85 |
+
mode: single_turn
|
| 86 |
+
multiprocessing_context: fork
|
| 87 |
+
num_shards_per_epoch: 10000
|
| 88 |
+
override_pretraining_statistics: false
|
| 89 |
+
random_chop: 0.0
|
| 90 |
+
seed: 42
|
| 91 |
+
shard_size: 1024
|
| 92 |
+
shuffle: true
|
| 93 |
+
subsample_ratio: 1.0
|
| 94 |
+
video_backend: decord
|
| 95 |
+
load_config_path: null
|
| 96 |
+
model: !!python/object:gr00t.configs.model.gr00t_n1d6.Gr00tN1d6Config
|
| 97 |
+
_attn_implementation_autoset: false
|
| 98 |
+
_attn_implementation_internal: null
|
| 99 |
+
_commit_hash: null
|
| 100 |
+
_name_or_path: ''
|
| 101 |
+
add_cross_attention: false
|
| 102 |
+
architectures: null
|
| 103 |
+
backbone_model_type: eagle
|
| 104 |
+
backbone_trainable_params_fp32: true
|
| 105 |
+
bad_words_ids: null
|
| 106 |
+
begin_suppress_tokens: null
|
| 107 |
+
bos_token_id: null
|
| 108 |
+
chunk_size_feed_forward: 0
|
| 109 |
+
color_jitter_params: null
|
| 110 |
+
cross_attention_hidden_size: null
|
| 111 |
+
decoder_start_token_id: null
|
| 112 |
+
diffusion_model_cfg:
|
| 113 |
+
attention_head_dim: 48
|
| 114 |
+
dropout: 0.2
|
| 115 |
+
final_dropout: true
|
| 116 |
+
interleave_self_attention: true
|
| 117 |
+
norm_type: ada_norm
|
| 118 |
+
num_attention_heads: 32
|
| 119 |
+
num_layers: 32
|
| 120 |
+
output_dim: 1024
|
| 121 |
+
positional_embeddings: null
|
| 122 |
+
diversity_penalty: 0.0
|
| 123 |
+
do_sample: false
|
| 124 |
+
eagle_collator: true
|
| 125 |
+
early_stopping: false
|
| 126 |
+
encoder_no_repeat_ngram_size: 0
|
| 127 |
+
eos_token_id: null
|
| 128 |
+
exponential_decay_length_penalty: null
|
| 129 |
+
finetuning_task: null
|
| 130 |
+
forced_bos_token_id: null
|
| 131 |
+
forced_eos_token_id: null
|
| 132 |
+
id2label:
|
| 133 |
+
0: LABEL_0
|
| 134 |
+
1: LABEL_1
|
| 135 |
+
is_decoder: false
|
| 136 |
+
is_encoder_decoder: false
|
| 137 |
+
label2id:
|
| 138 |
+
LABEL_0: 0
|
| 139 |
+
LABEL_1: 1
|
| 140 |
+
length_penalty: 1.0
|
| 141 |
+
load_bf16: false
|
| 142 |
+
max_length: 20
|
| 143 |
+
min_length: 0
|
| 144 |
+
model_name: nvidia/Eagle-Block2A-2B-v2
|
| 145 |
+
no_repeat_ngram_size: 0
|
| 146 |
+
num_beam_groups: 1
|
| 147 |
+
num_beams: 1
|
| 148 |
+
num_return_sequences: 1
|
| 149 |
+
output_attentions: false
|
| 150 |
+
output_hidden_states: false
|
| 151 |
+
output_scores: false
|
| 152 |
+
pad_token_id: null
|
| 153 |
+
prefix: null
|
| 154 |
+
problem_type: null
|
| 155 |
+
pruned_heads: {}
|
| 156 |
+
random_rotation_angle: null
|
| 157 |
+
remove_invalid_values: false
|
| 158 |
+
repetition_penalty: 1.0
|
| 159 |
+
reproject_vision: false
|
| 160 |
+
return_dict: true
|
| 161 |
+
return_dict_in_generate: false
|
| 162 |
+
sep_token_id: null
|
| 163 |
+
state_dropout_prob: 0.0
|
| 164 |
+
suppress_tokens: null
|
| 165 |
+
task_specific_params: null
|
| 166 |
+
temperature: 1.0
|
| 167 |
+
tf_legacy_loss: false
|
| 168 |
+
tie_encoder_decoder: false
|
| 169 |
+
tie_word_embeddings: true
|
| 170 |
+
tokenizer_class: null
|
| 171 |
+
top_k: 50
|
| 172 |
+
top_p: 1.0
|
| 173 |
+
torch_dtype: null
|
| 174 |
+
torchscript: false
|
| 175 |
+
transformers_version: null
|
| 176 |
+
tune_diffusion_model: true
|
| 177 |
+
tune_llm: false
|
| 178 |
+
tune_projector: true
|
| 179 |
+
tune_visual: false
|
| 180 |
+
typical_p: 1.0
|
| 181 |
+
use_bfloat16: false
|
| 182 |
+
use_relative_action: true
|
| 183 |
+
training: !!python/object:gr00t.configs.training.training_config.TrainingConfig
|
| 184 |
+
add_rl_callback: false
|
| 185 |
+
assert_loss_less_than: null
|
| 186 |
+
batch_size: null
|
| 187 |
+
bf16: true
|
| 188 |
+
dataloader_num_workers: 8
|
| 189 |
+
ddp_bucket_cap_mb: 100
|
| 190 |
+
deepspeed_stage: 2
|
| 191 |
+
enable_open_loop_eval: false
|
| 192 |
+
enable_profiling: false
|
| 193 |
+
eval_batch_size: 2
|
| 194 |
+
eval_bf16: true
|
| 195 |
+
eval_set_split_ratio: 0.1
|
| 196 |
+
eval_steps: 500
|
| 197 |
+
eval_strategy: 'no'
|
| 198 |
+
experiment_name: null
|
| 199 |
+
fp16: false
|
| 200 |
+
global_batch_size: 64
|
| 201 |
+
gradient_accumulation_steps: 1
|
| 202 |
+
gradient_checkpointing: false
|
| 203 |
+
learning_rate: 0.0001
|
| 204 |
+
logging_steps: 10
|
| 205 |
+
lr_scheduler_type: cosine
|
| 206 |
+
max_concurrent_uploads: 2
|
| 207 |
+
max_grad_norm: 1.0
|
| 208 |
+
max_retries: 3
|
| 209 |
+
max_steps: 30000
|
| 210 |
+
num_gpus: 1
|
| 211 |
+
open_loop_eval_plot_indices: null
|
| 212 |
+
open_loop_eval_steps_per_traj: 100
|
| 213 |
+
open_loop_eval_traj_ids:
|
| 214 |
+
- 0
|
| 215 |
+
optim: adamw_torch
|
| 216 |
+
output_dir: /tmp/groot_output/reachy2
|
| 217 |
+
remove_unused_columns: false
|
| 218 |
+
save_best_eval_metric_greater_is_better: true
|
| 219 |
+
save_best_eval_metric_name: ''
|
| 220 |
+
save_steps: 3000
|
| 221 |
+
save_total_limit: 5
|
| 222 |
+
save_vl_model: false
|
| 223 |
+
start_from_checkpoint: nvidia/GR00T-N1.6-3B
|
| 224 |
+
tf32: true
|
| 225 |
+
transformers_access_token: null
|
| 226 |
+
transformers_cache_dir: null
|
| 227 |
+
transformers_local_files_only: false
|
| 228 |
+
transformers_trust_remote_code: true
|
| 229 |
+
upload_checkpoints: false
|
| 230 |
+
upload_every: 1000
|
| 231 |
+
upload_last_n_checkpoints: 5
|
| 232 |
+
use_ddp: false
|
| 233 |
+
use_wandb: false
|
| 234 |
+
wandb_project: finetune-gr00t-n1d6
|
| 235 |
+
warmup_ratio: 0.05
|
| 236 |
+
warmup_steps: 0
|
| 237 |
+
weight_decay: 1.0e-05
|
checkpoint-12000/experiment_cfg/final_processor_config.json
ADDED
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checkpoint-12000/model-00001-of-00002.safetensors
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checkpoint-12000/optimizer.pt
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checkpoint-3000/optimizer.pt
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checkpoint-3000/rng_state.pth
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checkpoint-3000/scheduler.pt
ADDED
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checkpoint-3000/training_args.bin
ADDED
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checkpoint-6000/model-00001-of-00002.safetensors
ADDED
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checkpoint-6000/model-00002-of-00002.safetensors
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size 4823190320
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checkpoint-6000/optimizer.pt
ADDED
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|
checkpoint-6000/rng_state.pth
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
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version https://git-lfs.github.com/spec/v1
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|
checkpoint-6000/scheduler.pt
ADDED
|
@@ -0,0 +1,3 @@
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|
|
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|
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|
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|
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|
| 1 |
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checkpoint-6000/training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
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|
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|
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|
| 1 |
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|
| 3 |
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size 5713
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checkpoint-9000/config.json
ADDED
|
@@ -0,0 +1,70 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 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-9000/experiment_cfg/config.yaml
ADDED
|
@@ -0,0 +1,237 @@
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
| 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 |
+
- ./datasets/reachy2_100
|
| 8 |
+
dataset_type: physical_embodiment
|
| 9 |
+
embodiment_tag: reachy2
|
| 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 |
+
reachy2:
|
| 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: !!python/object/apply:gr00t.data.types.ActionRepresentation
|
| 29 |
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- relative
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state_key: arm_joints
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type: &id002 !!python/object/apply:gr00t.data.types.ActionType
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| 32 |
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- non_eef
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- !!python/object:gr00t.data.types.ActionConfig
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format: *id001
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rep: !!python/object/apply:gr00t.data.types.ActionRepresentation
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- absolute
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state_key: null
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type: *id002
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delta_indices:
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- 0
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- 1
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- 2
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- 3
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- 4
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- 5
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- 6
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- 7
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- 8
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- 9
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- 10
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- 11
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- 12
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- 13
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- 14
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- 15
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mean_std_embedding_keys: null
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modality_keys:
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- arm_joints
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| 59 |
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- gripper
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sin_cos_embedding_keys: null
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| 61 |
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language: !!python/object:gr00t.data.types.ModalityConfig
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action_configs: null
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delta_indices:
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- 0
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| 65 |
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mean_std_embedding_keys: null
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modality_keys:
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| 67 |
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- annotation.human.task_description
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| 68 |
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sin_cos_embedding_keys: null
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| 69 |
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state: !!python/object:gr00t.data.types.ModalityConfig
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| 70 |
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action_configs: null
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delta_indices:
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| 72 |
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- 0
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| 73 |
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mean_std_embedding_keys: null
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modality_keys:
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| 75 |
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- arm_joints
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| 76 |
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sin_cos_embedding_keys: null
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video: !!python/object:gr00t.data.types.ModalityConfig
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action_configs: null
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delta_indices:
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- 0
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| 81 |
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mean_std_embedding_keys: null
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| 82 |
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modality_keys:
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- front_cam
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| 84 |
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sin_cos_embedding_keys: null
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| 85 |
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mode: single_turn
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| 86 |
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multiprocessing_context: fork
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| 87 |
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num_shards_per_epoch: 10000
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| 88 |
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override_pretraining_statistics: false
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| 89 |
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random_chop: 0.0
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seed: 42
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shard_size: 1024
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shuffle: true
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subsample_ratio: 1.0
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video_backend: decord
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load_config_path: null
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model: !!python/object:gr00t.configs.model.gr00t_n1d6.Gr00tN1d6Config
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_attn_implementation_autoset: false
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_attn_implementation_internal: null
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_commit_hash: null
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_name_or_path: ''
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add_cross_attention: false
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architectures: null
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backbone_model_type: eagle
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backbone_trainable_params_fp32: true
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| 105 |
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bad_words_ids: null
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| 106 |
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begin_suppress_tokens: null
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| 107 |
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bos_token_id: null
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| 108 |
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chunk_size_feed_forward: 0
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| 109 |
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color_jitter_params: null
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| 110 |
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cross_attention_hidden_size: null
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| 111 |
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decoder_start_token_id: null
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| 112 |
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diffusion_model_cfg:
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| 113 |
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attention_head_dim: 48
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| 114 |
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dropout: 0.2
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| 115 |
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final_dropout: true
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| 116 |
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interleave_self_attention: true
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| 117 |
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norm_type: ada_norm
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| 118 |
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num_attention_heads: 32
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| 119 |
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num_layers: 32
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| 120 |
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output_dim: 1024
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| 121 |
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positional_embeddings: null
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| 122 |
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diversity_penalty: 0.0
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| 123 |
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do_sample: false
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| 124 |
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eagle_collator: true
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| 125 |
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early_stopping: false
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| 126 |
+
encoder_no_repeat_ngram_size: 0
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| 127 |
+
eos_token_id: null
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| 128 |
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exponential_decay_length_penalty: null
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| 129 |
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finetuning_task: null
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| 130 |
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forced_bos_token_id: null
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| 131 |
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forced_eos_token_id: null
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| 132 |
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id2label:
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| 133 |
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0: LABEL_0
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| 134 |
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1: LABEL_1
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| 135 |
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is_decoder: false
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| 136 |
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is_encoder_decoder: false
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| 137 |
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label2id:
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| 138 |
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LABEL_0: 0
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| 139 |
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LABEL_1: 1
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| 140 |
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length_penalty: 1.0
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| 141 |
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load_bf16: false
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| 142 |
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max_length: 20
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| 143 |
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min_length: 0
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| 144 |
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model_name: nvidia/Eagle-Block2A-2B-v2
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| 145 |
+
no_repeat_ngram_size: 0
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| 146 |
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num_beam_groups: 1
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| 147 |
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num_beams: 1
|
| 148 |
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num_return_sequences: 1
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| 149 |
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output_attentions: false
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| 150 |
+
output_hidden_states: false
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| 151 |
+
output_scores: false
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| 152 |
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pad_token_id: null
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| 153 |
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prefix: null
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| 154 |
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problem_type: null
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| 155 |
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pruned_heads: {}
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| 156 |
+
random_rotation_angle: null
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| 157 |
+
remove_invalid_values: false
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| 158 |
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repetition_penalty: 1.0
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| 159 |
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reproject_vision: false
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| 160 |
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return_dict: true
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| 161 |
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return_dict_in_generate: false
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| 162 |
+
sep_token_id: null
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| 163 |
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state_dropout_prob: 0.0
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| 164 |
+
suppress_tokens: null
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| 165 |
+
task_specific_params: null
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| 166 |
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temperature: 1.0
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| 167 |
+
tf_legacy_loss: false
|
| 168 |
+
tie_encoder_decoder: false
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| 169 |
+
tie_word_embeddings: true
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| 170 |
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tokenizer_class: null
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| 171 |
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top_k: 50
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| 172 |
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top_p: 1.0
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| 173 |
+
torch_dtype: null
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| 174 |
+
torchscript: false
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| 175 |
+
transformers_version: null
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| 176 |
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tune_diffusion_model: true
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| 177 |
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tune_llm: false
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| 178 |
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tune_projector: true
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| 179 |
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tune_visual: false
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| 180 |
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typical_p: 1.0
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| 181 |
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use_bfloat16: false
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| 182 |
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use_relative_action: true
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| 183 |
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training: !!python/object:gr00t.configs.training.training_config.TrainingConfig
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| 184 |
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add_rl_callback: false
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| 185 |
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assert_loss_less_than: null
|
| 186 |
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batch_size: null
|
| 187 |
+
bf16: true
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| 188 |
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dataloader_num_workers: 8
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| 189 |
+
ddp_bucket_cap_mb: 100
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| 190 |
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deepspeed_stage: 2
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| 191 |
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enable_open_loop_eval: false
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| 192 |
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enable_profiling: false
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| 193 |
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eval_batch_size: 2
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| 194 |
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eval_bf16: true
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| 195 |
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eval_set_split_ratio: 0.1
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| 196 |
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eval_steps: 500
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| 197 |
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eval_strategy: 'no'
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| 198 |
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experiment_name: null
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| 199 |
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fp16: false
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| 200 |
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global_batch_size: 64
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| 201 |
+
gradient_accumulation_steps: 1
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| 202 |
+
gradient_checkpointing: false
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| 203 |
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learning_rate: 0.0001
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| 204 |
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logging_steps: 10
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| 205 |
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lr_scheduler_type: cosine
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| 206 |
+
max_concurrent_uploads: 2
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| 207 |
+
max_grad_norm: 1.0
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| 208 |
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max_retries: 3
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| 209 |
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max_steps: 30000
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| 210 |
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num_gpus: 1
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| 211 |
+
open_loop_eval_plot_indices: null
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| 212 |
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open_loop_eval_steps_per_traj: 100
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| 213 |
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open_loop_eval_traj_ids:
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| 214 |
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- 0
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| 215 |
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optim: adamw_torch
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| 216 |
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output_dir: /tmp/groot_output/reachy2
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| 217 |
+
remove_unused_columns: false
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| 218 |
+
save_best_eval_metric_greater_is_better: true
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| 219 |
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save_best_eval_metric_name: ''
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| 220 |
+
save_steps: 3000
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| 221 |
+
save_total_limit: 5
|
| 222 |
+
save_vl_model: false
|
| 223 |
+
start_from_checkpoint: nvidia/GR00T-N1.6-3B
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| 224 |
+
tf32: true
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| 225 |
+
transformers_access_token: null
|
| 226 |
+
transformers_cache_dir: null
|
| 227 |
+
transformers_local_files_only: false
|
| 228 |
+
transformers_trust_remote_code: true
|
| 229 |
+
upload_checkpoints: false
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| 230 |
+
upload_every: 1000
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| 231 |
+
upload_last_n_checkpoints: 5
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| 232 |
+
use_ddp: false
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| 233 |
+
use_wandb: false
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| 234 |
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wandb_project: finetune-gr00t-n1d6
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| 235 |
+
warmup_ratio: 0.05
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| 236 |
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warmup_steps: 0
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| 237 |
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weight_decay: 1.0e-05
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checkpoint-9000/experiment_cfg/final_processor_config.json
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checkpoint-9000/model-00001-of-00002.safetensors
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checkpoint-9000/optimizer.pt
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checkpoint-9000/rng_state.pth
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checkpoint-9000/trainer_state.json
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checkpoint-9000/training_args.bin
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