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  1. config.full.yaml +157 -0
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+ run_id: 0623_hdf5_aloha_clean_eef_action_clean_random_latent_qwenpiv4_la_unit
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+ run_root_dir: ./results/Checkpoints2
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+ seed: 42
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+ wandb_project: starVLA_Robotwin
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+ is_debug: false
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+ version_id: '0.21'
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+ framework:
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+ name: QwenPI_v4_LA
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+ qwenvl:
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+ base_vlm: playground/Pretrained_models/RynnBrain-2B
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+ attn_implementation: flash_attention_2
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+ vl_hidden_dim: 2048
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+ num_vl_layers: 28
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+ action_model:
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+ action_dim: 16
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+ state_dim: 16
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+ action_horizon: 32
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+ add_pos_embed: true
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+ max_seq_len: 1024
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+ num_target_vision_tokens: 0
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+ repeated_diffusion_steps: 8
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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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+ num_inference_timesteps: 20
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+ diffusion_model_cfg:
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+ input_embedding_dim: 1024
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+ attention_head_dim: 32
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+ num_attention_heads: 32
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+ norm_type: norm
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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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+ positional_embeddings: null
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+ cross_attention_dim: 2048
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+ num_layers: 28
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+ output_dim: 16
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+ future_action_window_size: 31
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+ past_action_window_size: 0
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+ latent_action:
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+ enabled: true
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+ backend: unit
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+ loss_type: ce
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+ train_latent: true
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+ train_action: true
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+ latent_loss_weight: 0.1
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+ action_loss_weight: 1.0
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+ detach_vl_embs_for_action_head: false
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+ action_train_robot_types:
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+ - aloha-agilex
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+ num_bridge_tokens: 8
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+ num_codebooks: 2
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+ codebook_size: 128
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+ label_smoothing: 0.0
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+ ce_loss_weights:
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+ - 1.0
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+ - 0.5
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+ strict_num_bridge_tokens: true
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+ groot_tokenizer_path: /inspire/qb-ilm/project/qproject-fundationmodel/public/zzt/starVLA/third_party/UniT/outputs/robotwin_hdf5_endpose_tokenizer
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+ dinov2_path_override: /inspire/qb-ilm/project/qproject-fundationmodel/public/zzt/models/dinov2-large
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+ image_size:
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+ - 224
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+ - 224
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+ qwenpi_v4_la:
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+ token_format: <latent_action_{i}>
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+ head_dropout: 0.0
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+ univla:
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+ ckpt_path: null
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+ model_dim: 768
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+ latent_dim: 128
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+ patch_size: 14
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+ enc_blocks: 12
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+ dec_blocks: 12
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+ num_heads: 12
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+ dropout: 0.0
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+ image_size:
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+ - 224
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+ - 224
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+ strict_load: true
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+ softvq:
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+ config_path: starVLA/model/modules/latent_action/softvq_joint/0614_joint_aloha_xrecon_scratch.yaml
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+ ckpt_path: /inspire/qb-ilm/project/qproject-fundationmodel/public/jjc/exp/softla/0614_joint_aloha_xrecon_scratch/checkpoints/partial_step_100000.pt
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+ image_size:
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+ - 224
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+ - 224
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+ strict_load: true
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+ kl_eps: 1.0e-08
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+ villax:
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+ ckpt_path: null
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+ image_size:
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+ - 224
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+ - 224
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+ num_learned_tokens: 4
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+ datasets:
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+ vla_data:
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+ dataset_py: hdf5_la_dataset
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+ latent_action:
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+ enabled: true
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+ stride: 16
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+ horizon: 32
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+ video_key: cam_high
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+ include_terminal_frame: true
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+ image_size:
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+ - 224
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+ - 224
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+ include_state: true
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+ data_root_dir: /inspire/qb-ilm/project/qproject-fundationmodel/public/zzt/data/RoboTwin2.0/dataset
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+ data_mix: hdf5_aloha_clean_eef
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+ latent_data_mix: hdf5_aloha_clean_random_eef
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+ hdf5_action_type: eef
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+ action_type: abs_eef
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+ action_mode: abs
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+ per_device_batch_size: 8
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+ latent_per_device_batch_size: 8
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+ balance_dataset_weights: true
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+ balance_trajectory_weights: true
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+ load_all_data_for_training: true
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+ obs_image_size:
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+ - 256
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+ - 256
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+ trainer:
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+ use_dual_vla_dataloaders: true
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+ dataloader_active_ranges:
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+ latent:
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+ - - 0
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+ - null
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+ action:
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+ - - 0
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+ - null
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+ max_train_steps: 100000
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+ num_warmup_steps: 5000
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+ save_interval: 10000
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+ eval_interval: 1000
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+ eval_num_samples: 512
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+ eval_batch_size: 8
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+ logging_frequency: 50
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+ learning_rate:
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+ base: 5.0e-05
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+ lr_scheduler_type: cosine_with_min_lr
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+ scheduler_specific_kwargs:
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+ min_lr: 5.0e-06
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+ freeze_modules: null
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+ loss_scale:
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+ vla: 1.0
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+ max_grad_norm: 1.0
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+ gradient_clipping: 1.0
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+ gradient_accumulation_steps: 1
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+ optimizer:
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+ name: AdamW
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+ betas:
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+ - 0.9
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+ - 0.95
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+ eps: 1.0e-08
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+ weight_decay: 1.0e-08
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+ config_yaml: ./examples/Robotwin/new_train/starvla_qwenpiv4_hdf5_aloha_clean_random_la_unit.yaml
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+ output_dir: ./results/Checkpoints2/0623_hdf5_aloha_clean_eef_action_clean_random_latent_qwenpiv4_la_unit