Upload config.full.yaml with huggingface_hub
Browse files- config.full.yaml +157 -0
config.full.yaml
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| 1 |
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run_id: 0623_hdf5_aloha_clean_eef_action_clean_random_latent_qwenpiv4_la_unit
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| 2 |
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run_root_dir: ./results/Checkpoints2
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| 3 |
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seed: 42
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| 4 |
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wandb_project: starVLA_Robotwin
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| 5 |
+
is_debug: false
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| 6 |
+
version_id: '0.21'
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| 7 |
+
framework:
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| 8 |
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name: QwenPI_v4_LA
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| 9 |
+
qwenvl:
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| 10 |
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base_vlm: playground/Pretrained_models/RynnBrain-2B
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| 11 |
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attn_implementation: flash_attention_2
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| 12 |
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vl_hidden_dim: 2048
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| 13 |
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num_vl_layers: 28
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| 14 |
+
action_model:
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| 15 |
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action_dim: 16
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| 16 |
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state_dim: 16
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| 17 |
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action_horizon: 32
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| 18 |
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add_pos_embed: true
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| 19 |
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max_seq_len: 1024
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| 20 |
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num_target_vision_tokens: 0
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| 21 |
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repeated_diffusion_steps: 8
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| 22 |
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noise_beta_alpha: 1.5
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| 23 |
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noise_beta_beta: 1.0
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| 24 |
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noise_s: 0.999
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| 25 |
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num_timestep_buckets: 1000
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| 26 |
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num_inference_timesteps: 20
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| 27 |
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diffusion_model_cfg:
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| 28 |
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input_embedding_dim: 1024
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| 29 |
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attention_head_dim: 32
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| 30 |
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num_attention_heads: 32
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| 31 |
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norm_type: norm
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| 32 |
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dropout: 0.2
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final_dropout: true
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| 34 |
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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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| 37 |
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num_layers: 28
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| 38 |
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output_dim: 16
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| 39 |
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future_action_window_size: 31
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| 40 |
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past_action_window_size: 0
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| 41 |
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latent_action:
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| 42 |
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enabled: true
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| 43 |
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backend: unit
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| 44 |
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loss_type: ce
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| 45 |
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train_latent: true
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| 46 |
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train_action: true
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| 47 |
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latent_loss_weight: 0.1
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| 48 |
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action_loss_weight: 1.0
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| 49 |
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detach_vl_embs_for_action_head: false
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| 50 |
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action_train_robot_types:
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| 51 |
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- aloha-agilex
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| 52 |
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num_bridge_tokens: 8
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| 53 |
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num_codebooks: 2
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| 54 |
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codebook_size: 128
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| 55 |
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label_smoothing: 0.0
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| 56 |
+
ce_loss_weights:
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| 57 |
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- 1.0
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| 58 |
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- 0.5
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| 59 |
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strict_num_bridge_tokens: true
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| 60 |
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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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| 61 |
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dinov2_path_override: /inspire/qb-ilm/project/qproject-fundationmodel/public/zzt/models/dinov2-large
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| 62 |
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image_size:
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| 63 |
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- 224
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| 64 |
+
- 224
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| 65 |
+
qwenpi_v4_la:
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| 66 |
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token_format: <latent_action_{i}>
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| 67 |
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head_dropout: 0.0
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| 68 |
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univla:
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| 69 |
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ckpt_path: null
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| 70 |
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model_dim: 768
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| 71 |
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latent_dim: 128
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| 72 |
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patch_size: 14
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| 73 |
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enc_blocks: 12
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| 74 |
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dec_blocks: 12
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| 75 |
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num_heads: 12
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| 76 |
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dropout: 0.0
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| 77 |
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image_size:
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| 78 |
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- 224
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| 79 |
+
- 224
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| 80 |
+
strict_load: true
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| 81 |
+
softvq:
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| 82 |
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config_path: starVLA/model/modules/latent_action/softvq_joint/0614_joint_aloha_xrecon_scratch.yaml
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| 83 |
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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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| 84 |
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image_size:
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| 85 |
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- 224
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| 86 |
+
- 224
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| 87 |
+
strict_load: true
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| 88 |
+
kl_eps: 1.0e-08
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| 89 |
+
villax:
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| 90 |
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ckpt_path: null
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| 91 |
+
image_size:
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| 92 |
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- 224
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| 93 |
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- 224
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| 94 |
+
num_learned_tokens: 4
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| 95 |
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datasets:
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| 96 |
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vla_data:
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| 97 |
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dataset_py: hdf5_la_dataset
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| 98 |
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latent_action:
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| 99 |
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enabled: true
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| 100 |
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stride: 16
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| 101 |
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horizon: 32
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| 102 |
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video_key: cam_high
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| 103 |
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include_terminal_frame: true
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| 104 |
+
image_size:
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| 105 |
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- 224
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| 106 |
+
- 224
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| 107 |
+
include_state: true
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| 108 |
+
data_root_dir: /inspire/qb-ilm/project/qproject-fundationmodel/public/zzt/data/RoboTwin2.0/dataset
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| 109 |
+
data_mix: hdf5_aloha_clean_eef
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| 110 |
+
latent_data_mix: hdf5_aloha_clean_random_eef
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| 111 |
+
hdf5_action_type: eef
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| 112 |
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action_type: abs_eef
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| 113 |
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action_mode: abs
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| 114 |
+
per_device_batch_size: 8
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| 115 |
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latent_per_device_batch_size: 8
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| 116 |
+
balance_dataset_weights: true
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| 117 |
+
balance_trajectory_weights: true
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| 118 |
+
load_all_data_for_training: true
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| 119 |
+
obs_image_size:
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| 120 |
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- 256
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| 121 |
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- 256
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| 122 |
+
trainer:
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| 123 |
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use_dual_vla_dataloaders: true
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| 124 |
+
dataloader_active_ranges:
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| 125 |
+
latent:
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| 126 |
+
- - 0
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| 127 |
+
- null
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| 128 |
+
action:
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| 129 |
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- - 0
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| 130 |
+
- null
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| 131 |
+
max_train_steps: 100000
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| 132 |
+
num_warmup_steps: 5000
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| 133 |
+
save_interval: 10000
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| 134 |
+
eval_interval: 1000
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| 135 |
+
eval_num_samples: 512
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| 136 |
+
eval_batch_size: 8
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| 137 |
+
logging_frequency: 50
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| 138 |
+
learning_rate:
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| 139 |
+
base: 5.0e-05
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| 140 |
+
lr_scheduler_type: cosine_with_min_lr
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| 141 |
+
scheduler_specific_kwargs:
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| 142 |
+
min_lr: 5.0e-06
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| 143 |
+
freeze_modules: null
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| 144 |
+
loss_scale:
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| 145 |
+
vla: 1.0
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| 146 |
+
max_grad_norm: 1.0
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| 147 |
+
gradient_clipping: 1.0
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| 148 |
+
gradient_accumulation_steps: 1
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| 149 |
+
optimizer:
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| 150 |
+
name: AdamW
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| 151 |
+
betas:
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| 152 |
+
- 0.9
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| 153 |
+
- 0.95
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| 154 |
+
eps: 1.0e-08
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| 155 |
+
weight_decay: 1.0e-08
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| 156 |
+
config_yaml: ./examples/Robotwin/new_train/starvla_qwenpiv4_hdf5_aloha_clean_random_la_unit.yaml
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| 157 |
+
output_dir: ./results/Checkpoints2/0623_hdf5_aloha_clean_eef_action_clean_random_latent_qwenpiv4_la_unit
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