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groot1.7_block_stack

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Promote 10000 checkpoint to repo root

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Files changed (14) hide show
  1. config.json +88 -0
  2. embodiment_id.json +57 -0
  3. experiment_cfg/conf.yaml +219 -0
  4. experiment_cfg/config.yaml +217 -0
  5. experiment_cfg/dataset_statistics.json +824 -0
  6. experiment_cfg/final_model_config.json +56 -0
  7. experiment_cfg/final_processor_config.json +0 -0
  8. model-00001-of-00003.safetensors +3 -0
  9. model-00002-of-00003.safetensors +3 -0
  10. model-00003-of-00003.safetensors +3 -0
  11. model.safetensors.index.json +0 -0
  12. processor_config.json +1124 -0
  13. statistics.json +0 -0
  14. wandb_config.json +1 -0
config.json ADDED
@@ -0,0 +1,88 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "action_horizon": 40,
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+ "add_pos_embed": true,
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+ "apply_sincos_state_encoding": false,
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+ "architectures": [
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+ "Gr00tN1d7"
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+ ],
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+ "attn_dropout": 0.2,
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+ "attn_implementation": null,
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+ "backbone_embedding_dim": 2048,
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+ "backbone_trainable_params_fp32": true,
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+ "color_jitter_params": {
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+ "brightness": 0.3,
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+ "contrast": 0.4,
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+ "hue": 0.08,
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+ "saturation": 0.5
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+ },
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+ "crop_fraction": 0.95,
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+ "diffusion_model_cfg": {
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+ "attention_head_dim": 48,
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+ "dropout": 0.2,
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+ "final_dropout": true,
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+ "interleave_self_attention": true,
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+ "norm_type": "ada_norm",
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+ "num_attention_heads": 32,
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+ "num_layers": 32,
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+ "output_dim": 1024,
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+ "positional_embeddings": null
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+ },
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+ "dtype": "float32",
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+ "exclude_state": false,
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+ "formalize_language": true,
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+ "hidden_size": 1024,
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+ "image_crop_size": [
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+ 230,
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+ 230
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+ ],
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+ "image_target_size": [
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+ 256,
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+ 256
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+ ],
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+ "letter_box_transform": false,
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+ "load_bf16": false,
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+ "max_action_dim": 132,
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+ "max_num_embodiments": 32,
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+ "max_seq_len": 1024,
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+ "max_state_dim": 132,
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+ "model_dtype": "bfloat16",
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+ "model_name": "nvidia/Cosmos-Reason2-2B",
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+ "model_type": "Gr00tN1d7",
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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_inference_timesteps": 4,
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+ "num_timestep_buckets": 1000,
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+ "random_history_crop": true,
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+ "random_rotation_angle": 0,
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+ "reproject_vision": false,
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+ "rtc_ramp_rate": 6.0,
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+ "select_layer": 16,
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+ "shortest_image_edge": 256,
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+ "state_dropout_prob": 0.2,
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+ "state_gaussian_noise_std": 0.0,
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+ "transformers_version": "4.57.3",
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+ "tune_diffusion_model": true,
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+ "tune_linear": true,
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+ "tune_llm": false,
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+ "tune_projector": true,
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+ "tune_top_llm_layers": 0,
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+ "tune_visual": false,
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+ "tune_vlln": true,
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+ "use_albumentations": true,
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+ "use_alternate_vl_dit": true,
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+ "use_flash_attention": true,
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+ "use_future_tokens": false,
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+ "use_mean_std": false,
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+ "use_percentiles": true,
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+ "use_vl_self_attention": true,
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+ "use_vlln": true,
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+ "vl_self_attention_cfg": {
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+ "attention_head_dim": 64,
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+ "dropout": 0.2,
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+ "final_dropout": true,
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+ "num_attention_heads": 32,
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+ "num_layers": 4,
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+ "positional_embeddings": null
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+ }
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+ }
embodiment_id.json ADDED
@@ -0,0 +1,57 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "robocasa_panda_omron": 13,
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+ "oxe_droid": 17,
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+ "oxe_fractal": 18,
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+ "oxe_language_table": 19,
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+ "oxe_bridge": 20,
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+ "unknown": 22,
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+ "gr1_unified": 20,
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+ "agibot": 26,
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+ "sim_behavior_r1_pro": 23,
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+ "xdof": 24,
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+ "xdof_oss_data": 25,
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+ "unitree_g1_full_body_with_waist_height_nav_cmd": 25,
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+ "real_r1_pro_sharpa": 27,
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+ "real_r1_pro_sharpa_add_view": 27,
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+ "real_r1_pro_sharpa_relative_arm_joint": 26,
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+ "real_r1_pro_sharpa_delta_eef": 26,
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+ "real_r1_pro_sharpa_absolute_eef": 26,
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+ "real_r1_pro_sharpa_meanstd": 26,
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+ "real_r1_pro_sharpa_relative_eef": 26,
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+ "real_r1_pro_sharpa_relative_eef_add_view": 26,
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+ "real_r1_pro_sharpa_relative_eef_relative_hand": 26,
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+ "real_r1_pro_sharpa_relative_eef_human": 26,
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+ "real_r1_pro_sharpa_relative_eef_human_add_view": 26,
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+ "real_r1_pro_sharpa_relative_eef_human_relative_hand": 26,
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+ "real_r1_pro_sharpa_relative_eef_egodex": 26,
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+ "real_r1_pro_sharpa_relative_eef_egodex_relative_hand": 26,
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+ "real_r1_pro_sharpa_relative_eef_egodex_wrist_only": 26,
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+ "real_r1_pro_sharpa_relative_eef_maxinsights": 26,
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+ "real_r1_pro_sharpa_relative_eef_maxinsights_relative_hand": 26,
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+ "real_r1_pro_sharpa_relative_eef_mecka": 26,
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+ "real_r1_pro_sharpa_relative_eef_mecka_relative_hand": 26,
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+ "real_g1_relative_eef_absolute_joints": 25,
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+ "real_g1_relative_eef_absolute_joints_wrist_cam": 25,
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+ "real_g1_relative_eef_relative_joints": 25,
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+ "real_r1_pro_sharpa_relative_eef_relative_hand_relative_joint": 26,
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+ "real_r1_pro_sharpa_relative_joint": 29,
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+ "oxe_droid_relative_eef_relative_joint": 24,
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+ "oxe_droid_relative_eef_relative_joint_swapped": 24,
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+ "oxe_droid_relative_eef_relative_joint_upweight_z": 24,
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+ "oxe_droid_relative_eef_relative_joint_upweight_z_swapped": 24,
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+ "oxe_droid_relative_eef_relative_joint_3view": 24,
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+ "oxe_droid_relative_eef_relative_joint_3view_swapped": 24,
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+ "oxe_droid_relative_eef": 24,
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+ "oxe_droid_joint_position_relative": 24,
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+ "xdof_relative_eef_relative_joint": 27,
47
+ "xdof_relative_eef_relative_joint_subtask": 27,
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+ "xdof_relative_eef": 27,
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+ "xdof_relative_joint": 28,
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+ "simpler_env_google": 0,
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+ "simpler_env_widowx": 1,
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+ "libero_sim": 2,
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+ "droid_sim": 3,
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+ "new_embodiment": 10,
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+ "robocasa_gr1_tabletop": 10,
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+ "unitree_g1_sonic": 11
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+ }
experiment_cfg/conf.yaml ADDED
@@ -0,0 +1,219 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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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: nvidia/Cosmos-Reason2-2B
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+ backbone_model_type: qwen
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+ model_revision: null
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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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+ load_bf16: false
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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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+ image_target_size:
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+ - 256
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+ - 256
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+ shortest_image_edge: null
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+ crop_fraction: null
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+ random_rotation_angle: null
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+ color_jitter_params:
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+ brightness: 0.3
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+ contrast: 0.4
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+ saturation: 0.5
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+ hue: 0.08
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+ use_albumentations_transforms: true
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+ letter_box_transform: false
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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
48
+ 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
53
+ num_attention_heads: 32
54
+ attention_head_dim: 48
55
+ norm_type: ada_norm
56
+ dropout: 0.2
57
+ 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
69
+ exclude_state: false
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+ use_mean_std: false
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+ max_num_embodiments: 32
72
+ data:
73
+ datasets:
74
+ - dataset_paths:
75
+ - /scratch/u6kr/pravsels.u6kr/groot/datasets/block_stack
76
+ embodiment_tag: new_embodiment
77
+ mix_ratio: 1.0
78
+ dataset_type: physical_embodiment
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+ val_dataset_path: null
80
+ modality_configs:
81
+ 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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+ - front
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+ - wrist
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+ - top
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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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+ - single_arm
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+ - gripper
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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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+ - 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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+ - single_arm
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+ - gripper
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+ sin_cos_embedding_keys: null
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+ mean_std_embedding_keys: null
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+ 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: ABSOLUTE
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+ type: NON_EEF
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+ format: DEFAULT
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+ state_key: null
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+ language:
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+ delta_indices:
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+ - 0
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+ modality_keys:
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+ - annotation.human.task_description
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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
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+ random_chop: 0.0
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+ mock_dataset_mode: false
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+ shuffle: true
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+ seed: 42
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+ multiprocessing_context: fork
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+ allow_padding: false
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+ subsample_ratio: 1.0
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+ image_crop_size:
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+ - 244
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+ - 244
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+ image_target_size:
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+ - 224
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+ - 224
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+ training:
161
+ output_dir: /scratch/u6kr/pravsels.u6kr/groot/checkpoints/groot_block_stack
162
+ experiment_name: groot_block_stack
163
+ max_steps: 30000
164
+ global_batch_size: 64
165
+ per_gpu_batch_size: null
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+ 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: nvidia/GR00T-N1.7-3B
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+ skip_weight_loading: false
176
+ tf32: true
177
+ fp16: false
178
+ bf16: true
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+ eval_bf16: true
180
+ logging_steps: 10
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+ save_steps: 2000
182
+ save_total_limit: 5
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+ save_vl_model: false
184
+ save_only_model: false
185
+ resume_from_checkpoint: false
186
+ upload_checkpoints: false
187
+ upload_every: 1000
188
+ upload_last_n_checkpoints: 5
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+ max_concurrent_uploads: 2
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+ eval_strategy: 'no'
191
+ eval_steps: 500
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+ eval_set_split_ratio: 0.1
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+ eval_batch_size: 2
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+ save_best_eval_metric_name: ''
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+ save_best_eval_metric_greater_is_better: true
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+ deepspeed_stage: 2
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+ gradient_checkpointing: false
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+ transformers_trust_remote_code: true
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+ 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: 1
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+ dataloader_num_workers: 8
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+ remove_unused_columns: false
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+ use_wandb: true
208
+ wandb_project: groot_block_stack
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+ enable_profiling: false
210
+ max_retries: 3
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+ assert_loss_less_than: null
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+ add_rl_callback: false
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+ enable_open_loop_eval: false
214
+ open_loop_eval_traj_ids:
215
+ - 0
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+ open_loop_eval_steps_per_traj: 100
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+ open_loop_eval_plot_indices: null
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+ max_steps: 30000
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+ save_steps: 2000
experiment_cfg/config.yaml ADDED
@@ -0,0 +1,217 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ load_config_path: null
2
+ model:
3
+ model_type: Gr00tN1d7
4
+ model_dtype: bfloat16
5
+ model_name: nvidia/Cosmos-Reason2-2B
6
+ backbone_model_type: qwen
7
+ model_revision: null
8
+ tune_top_llm_layers: 0
9
+ backbone_embedding_dim: 2048
10
+ tune_llm: false
11
+ tune_visual: false
12
+ select_layer: 12
13
+ reproject_vision: false
14
+ use_flash_attention: true
15
+ load_bf16: false
16
+ backbone_trainable_params_fp32: true
17
+ image_crop_size:
18
+ - 230
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+ - 230
20
+ image_target_size:
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+ - 256
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+ - 256
23
+ shortest_image_edge: null
24
+ crop_fraction: null
25
+ random_rotation_angle: null
26
+ color_jitter_params:
27
+ brightness: 0.3
28
+ contrast: 0.4
29
+ saturation: 0.5
30
+ hue: 0.08
31
+ use_albumentations_transforms: true
32
+ letter_box_transform: false
33
+ extra_augmentation_config: null
34
+ formalize_language: true
35
+ apply_sincos_state_encoding: false
36
+ use_percentiles: true
37
+ use_relative_action: true
38
+ max_state_dim: 132
39
+ max_action_dim: 132
40
+ action_horizon: 40
41
+ hidden_size: 1024
42
+ input_embedding_dim: 1536
43
+ state_history_length: 1
44
+ add_pos_embed: true
45
+ attn_dropout: 0.2
46
+ use_vlln: true
47
+ max_seq_len: 1024
48
+ use_alternate_vl_dit: true
49
+ attend_text_every_n_blocks: 2
50
+ diffusion_model_cfg:
51
+ positional_embeddings: null
52
+ num_layers: 16
53
+ num_attention_heads: 32
54
+ attention_head_dim: 48
55
+ norm_type: ada_norm
56
+ dropout: 0.2
57
+ final_dropout: true
58
+ output_dim: 1024
59
+ interleave_self_attention: true
60
+ num_inference_timesteps: 4
61
+ noise_beta_alpha: 1.5
62
+ noise_beta_beta: 1.0
63
+ noise_s: 0.999
64
+ num_timestep_buckets: 1000
65
+ tune_projector: true
66
+ tune_diffusion_model: true
67
+ tune_vlln: true
68
+ state_dropout_prob: 0.2
69
+ exclude_state: false
70
+ use_mean_std: false
71
+ max_num_embodiments: 32
72
+ data:
73
+ datasets:
74
+ - dataset_paths:
75
+ - /scratch/u6kr/pravsels.u6kr/groot/datasets/block_stack
76
+ embodiment_tag: new_embodiment
77
+ mix_ratio: 1.0
78
+ dataset_type: physical_embodiment
79
+ val_dataset_path: null
80
+ modality_configs:
81
+ new_embodiment:
82
+ video:
83
+ delta_indices:
84
+ - 0
85
+ modality_keys:
86
+ - front
87
+ - wrist
88
+ - top
89
+ sin_cos_embedding_keys: null
90
+ mean_std_embedding_keys: null
91
+ action_configs: null
92
+ state:
93
+ delta_indices:
94
+ - 0
95
+ modality_keys:
96
+ - single_arm
97
+ - gripper
98
+ sin_cos_embedding_keys: null
99
+ mean_std_embedding_keys: null
100
+ action_configs: null
101
+ action:
102
+ delta_indices:
103
+ - 0
104
+ - 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:
120
+ - single_arm
121
+ - gripper
122
+ sin_cos_embedding_keys: null
123
+ mean_std_embedding_keys: null
124
+ action_configs:
125
+ - rep: relative
126
+ type: non_eef
127
+ format: default
128
+ state_key: null
129
+ - rep: absolute
130
+ type: non_eef
131
+ format: default
132
+ state_key: null
133
+ language:
134
+ delta_indices:
135
+ - 0
136
+ modality_keys:
137
+ - annotation.human.task_description
138
+ sin_cos_embedding_keys: null
139
+ mean_std_embedding_keys: null
140
+ action_configs: null
141
+ download_cache: false
142
+ shard_size: 1024
143
+ episode_sampling_rate: 0.1
144
+ num_shards_per_epoch: 100000
145
+ override_pretraining_statistics: true
146
+ mode: single_turn
147
+ random_chop: 0.0
148
+ mock_dataset_mode: false
149
+ shuffle: true
150
+ seed: 42
151
+ multiprocessing_context: fork
152
+ allow_padding: false
153
+ subsample_ratio: 1.0
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statistics.json ADDED
The diff for this file is too large to render. See raw diff
 
wandb_config.json ADDED
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1
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