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upload checkpoints/manipulation_gr00t17

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checkpoints/manipulation_gr00t17/config.json ADDED
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+ "model_dtype": "bfloat16",
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+ "model_name": "models/nvidia/Cosmos-Reason2-2B",
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+ "model_type": "Gr00tN1d7",
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+ }
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+ }
checkpoints/manipulation_gr00t17/embodiment_id.json ADDED
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+ }
checkpoints/manipulation_gr00t17/experiment_cfg/conf.yaml ADDED
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+ load_config_path: null
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+ model:
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+ model_type: Gr00tN1d7
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+ model_dtype: bfloat16
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+ model_name: models/nvidia/Cosmos-Reason2-2B
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+ backbone_model_type: qwen
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+ tune_top_llm_layers: 0
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+ backbone_embedding_dim: 2048
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+ tune_llm: false
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+ tune_visual: false
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+ select_layer: 12
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+ reproject_vision: false
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+ use_flash_attention: true
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+ backbone_trainable_params_fp32: true
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+ image_crop_size:
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+ - 230
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+ - 230
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+ - 256
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+ - 256
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+ crop_fraction: null
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+ random_rotation_angle: null
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+ color_jitter_params: null
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+ use_albumentations_transforms: true
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+ extra_augmentation_config: null
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+ formalize_language: true
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+ apply_sincos_state_encoding: false
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+ use_percentiles: true
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+ use_relative_action: true
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+ max_state_dim: 132
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+ max_action_dim: 132
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+ action_horizon: 40
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+ hidden_size: 1024
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+ input_embedding_dim: 1536
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+ state_history_length: 1
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+ add_pos_embed: true
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+ attn_dropout: 0.2
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+ use_vlln: true
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+ max_seq_len: 1024
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+ use_alternate_vl_dit: true
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+ attend_text_every_n_blocks: 2
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+ diffusion_model_cfg:
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+ positional_embeddings: null
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+ num_layers: 16
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+ num_attention_heads: 32
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+ attention_head_dim: 48
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+ norm_type: ada_norm
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+ dropout: 0.2
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+ final_dropout: true
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+ output_dim: 1024
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+ interleave_self_attention: true
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+ num_inference_timesteps: 4
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+ noise_beta_alpha: 1.5
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+ noise_beta_beta: 1.0
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+ noise_s: 0.999
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+ num_timestep_buckets: 1000
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+ tune_projector: true
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+ tune_diffusion_model: true
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+ tune_vlln: true
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+ state_dropout_prob: 0.2
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+ exclude_state: false
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+ use_mean_std: false
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+ max_num_embodiments: 32
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+ data:
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+ datasets:
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+ - dataset_paths:
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+ - train_data/manipulation_processed_v21/clean_the_desktop_part_1
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+ embodiment_tag: new_embodiment
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+ mix_ratio: 1.0
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+ dataset_type: physical_embodiment
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+ val_dataset_path: null
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+ - dataset_paths:
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+ - train_data/manipulation_processed_v21/clean_the_desktop_part_2
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+ embodiment_tag: new_embodiment
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+ mix_ratio: 1.0
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+ dataset_type: physical_embodiment
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+ val_dataset_path: null
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+ - dataset_paths:
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+ - train_data/manipulation_processed_v21/hold_pot
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+ embodiment_tag: new_embodiment
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+ mix_ratio: 1.0
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+ dataset_type: physical_embodiment
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+ val_dataset_path: null
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+ - dataset_paths:
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+ - train_data/manipulation_processed_v21/open_door
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+ embodiment_tag: new_embodiment
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+ mix_ratio: 1.0
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+ dataset_type: physical_embodiment
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+ val_dataset_path: null
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+ - dataset_paths:
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+ - train_data/manipulation_processed_v21/place_block_into_box
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+ embodiment_tag: new_embodiment
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+ mix_ratio: 1.0
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+ dataset_type: physical_embodiment
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+ val_dataset_path: null
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+ - dataset_paths:
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+ - train_data/manipulation_processed_v21/pour_workpiece
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+ embodiment_tag: new_embodiment
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+ mix_ratio: 1.0
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+ dataset_type: physical_embodiment
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+ val_dataset_path: null
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+ - dataset_paths:
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+ - train_data/manipulation_processed_v21/scoop_popcorn
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+ embodiment_tag: new_embodiment
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+ mix_ratio: 1.0
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+ dataset_type: physical_embodiment
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+ val_dataset_path: null
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+ - dataset_paths:
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+ - train_data/manipulation_processed_v21/scoop_popcorn_part_2
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+ embodiment_tag: new_embodiment
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+ mix_ratio: 1.0
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+ dataset_type: physical_embodiment
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+ val_dataset_path: null
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+ - dataset_paths:
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+ - train_data/manipulation_processed_v21/sorting_packages_part_1
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+ embodiment_tag: new_embodiment
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+ mix_ratio: 1.0
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+ dataset_type: physical_embodiment
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+ val_dataset_path: null
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+ - dataset_paths:
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+ - train_data/manipulation_processed_v21/sorting_packages_part_2
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+ embodiment_tag: new_embodiment
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+ mix_ratio: 1.0
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+ dataset_type: physical_embodiment
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+ val_dataset_path: null
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+ - dataset_paths:
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+ - train_data/manipulation_processed_v21/sorting_packages_part_3
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+ embodiment_tag: new_embodiment
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+ mix_ratio: 1.0
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+ dataset_type: physical_embodiment
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+ val_dataset_path: null
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+ - dataset_paths:
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+ - train_data/manipulation_processed_v21/stock_and_straighten_shelf
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+ embodiment_tag: new_embodiment
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+ mix_ratio: 1.0
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+ dataset_type: physical_embodiment
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+ val_dataset_path: null
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+ - dataset_paths:
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+ - train_data/manipulation_processed_v21/stock_and_straighten_shelf_part_2
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+ embodiment_tag: new_embodiment
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+ mix_ratio: 1.0
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+ dataset_type: physical_embodiment
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+ val_dataset_path: null
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+ - dataset_paths:
148
+ - train_data/manipulation_processed_v21/take_wrong_item_shelf
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+ embodiment_tag: new_embodiment
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+ mix_ratio: 1.0
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+ dataset_type: physical_embodiment
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+ val_dataset_path: null
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+ modality_configs:
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+ new_embodiment:
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+ video:
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+ delta_indices:
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+ - 0
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+ modality_keys:
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+ - top_head
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+ - hand_left
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+ - hand_right
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+ sin_cos_embedding_keys: null
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+ mean_std_embedding_keys: null
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+ action_configs: null
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+ state:
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+ delta_indices:
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+ - 0
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+ modality_keys:
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+ - left_arm_joint_position
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+ - right_arm_joint_position
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+ - left_effector_position
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+ - right_effector_position
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+ - waist_position
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+ sin_cos_embedding_keys: null
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+ mean_std_embedding_keys: null
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+ action_configs: null
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+ action:
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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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+ modality_keys:
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+ - left_arm_joint_position
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+ - right_arm_joint_position
198
+ - left_effector_position
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+ - right_effector_position
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+ - waist_position
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+ sin_cos_embedding_keys: null
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+ mean_std_embedding_keys: null
203
+ action_configs:
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+ - rep: RELATIVE
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+ type: NON_EEF
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+ format: DEFAULT
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+ state_key: null
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+ - rep: RELATIVE
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+ type: NON_EEF
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+ format: DEFAULT
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+ state_key: null
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+ - rep: RELATIVE
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+ type: NON_EEF
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+ format: DEFAULT
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+ state_key: null
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+ - rep: RELATIVE
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+ type: NON_EEF
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+ format: DEFAULT
219
+ state_key: null
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+ - rep: RELATIVE
221
+ type: NON_EEF
222
+ format: DEFAULT
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+ state_key: null
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+ language:
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+ delta_indices:
226
+ - 0
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+ modality_keys:
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+ - annotation.language.action_text
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+ sin_cos_embedding_keys: null
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+ mean_std_embedding_keys: null
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+ action_configs: null
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+ download_cache: false
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+ shard_size: 1024
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+ episode_sampling_rate: 0.1
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+ num_shards_per_epoch: 100000
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+ override_pretraining_statistics: true
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+ mode: single_turn
238
+ random_chop: 0.0
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+ mock_dataset_mode: false
240
+ shuffle: true
241
+ seed: 42
242
+ multiprocessing_context: fork
243
+ allow_padding: false
244
+ subsample_ratio: 1.0
245
+ image_crop_size:
246
+ - 244
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+ - 244
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+ image_target_size:
249
+ - 224
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+ - 224
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+ video_backend: torchcodec
252
+ training:
253
+ output_dir: checkpoints/gr00t17/manipulation_v21_new_rel_gripper
254
+ experiment_name: null
255
+ max_steps: 100000
256
+ global_batch_size: 256
257
+ batch_size: null
258
+ gradient_accumulation_steps: 1
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+ learning_rate: 0.0001
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+ lr_scheduler_type: cosine
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+ weight_decay: 1.0e-05
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+ warmup_ratio: 0.05
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+ warmup_steps: 0
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+ max_grad_norm: 1.0
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+ optim: adamw_torch
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+ start_from_checkpoint: models/nvidia/GR00T-N1.7-3B
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+ skip_weight_loading: false
268
+ tf32: true
269
+ fp16: false
270
+ bf16: true
271
+ eval_bf16: true
272
+ logging_steps: 10
273
+ save_steps: 10000
274
+ save_total_limit: 5
275
+ save_vl_model: false
276
+ save_only_model: false
277
+ upload_checkpoints: false
278
+ upload_every: 1000
279
+ upload_last_n_checkpoints: 5
280
+ max_concurrent_uploads: 2
281
+ eval_strategy: 'no'
282
+ eval_steps: 500
283
+ eval_set_split_ratio: 0.1
284
+ eval_batch_size: 2
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+ save_best_eval_metric_name: ''
286
+ save_best_eval_metric_greater_is_better: true
287
+ deepspeed_stage: 2
288
+ gradient_checkpointing: false
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+ transformers_trust_remote_code: true
290
+ transformers_local_files_only: false
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+ transformers_cache_dir: null
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+ transformers_access_token: null
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+ use_ddp: false
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+ ddp_bucket_cap_mb: 100
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+ num_gpus: 8
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+ dataloader_num_workers: 4
297
+ remove_unused_columns: false
298
+ use_wandb: false
299
+ wandb_project: finetune-gr00t-n1d7
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+ enable_profiling: false
301
+ max_retries: 3
302
+ assert_loss_less_than: null
303
+ add_rl_callback: false
304
+ enable_open_loop_eval: false
305
+ open_loop_eval_traj_ids:
306
+ - 0
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+ open_loop_eval_steps_per_traj: 100
308
+ open_loop_eval_plot_indices: null
309
+ max_steps: 100000
310
+ save_steps: 10000
checkpoints/manipulation_gr00t17/experiment_cfg/config.yaml ADDED
@@ -0,0 +1,351 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
+ - train_data/manipulation_processed_v21/clean_the_desktop_part_1
8
+ dataset_type: physical_embodiment
9
+ embodiment_tag: new_embodiment
10
+ mix_ratio: 1.0
11
+ val_dataset_path: null
12
+ - !!python/object:gr00t.configs.data.data_config.SingleDatasetConfig
13
+ dataset_paths:
14
+ - train_data/manipulation_processed_v21/clean_the_desktop_part_2
15
+ dataset_type: physical_embodiment
16
+ embodiment_tag: new_embodiment
17
+ mix_ratio: 1.0
18
+ val_dataset_path: null
19
+ - !!python/object:gr00t.configs.data.data_config.SingleDatasetConfig
20
+ dataset_paths:
21
+ - train_data/manipulation_processed_v21/hold_pot
22
+ dataset_type: physical_embodiment
23
+ embodiment_tag: new_embodiment
24
+ mix_ratio: 1.0
25
+ val_dataset_path: null
26
+ - !!python/object:gr00t.configs.data.data_config.SingleDatasetConfig
27
+ dataset_paths:
28
+ - train_data/manipulation_processed_v21/open_door
29
+ dataset_type: physical_embodiment
30
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