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Delete config.yaml

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  1. config.yaml +0 -385
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- _target_: diffusion_policy.workspace.train_tedi_unet_hybrid_workspace.TrainTEDIUnetHybridWorkspace
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- checkpoint:
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- save_last_ckpt: false
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- save_last_snapshot: false
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- topk:
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- format_str: epoch={epoch:04d}-test_mean_score={test_mean_score:.3f}.ckpt
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- k: 1
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- mode: max
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- monitor_key: test_mean_score
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- dataloader:
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- batch_size: 64
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- num_workers: 16
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- persistent_workers: true
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- pin_memory: true
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- shuffle: true
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- dataset_obs_steps: 2
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- ema:
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- _target_: diffusion_policy.model.diffusion.ema_model.EMAModel
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- inv_gamma: 1.0
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- max_value: 0.9999
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- min_value: 0.0
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- power: 0.75
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- update_after_step: 0
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- exp_name: default
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- horizon: 20
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- keypoint_visible_rate: 1.0
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- logging:
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- group: null
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- id: null
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- mode: online
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- name: 2024.11.21-05.16.53_train_tedi_unet_hybrid_transport_image
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- project: diffusion_policy_debug
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- resume: true
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- tags:
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- - train_tedi_unet_hybrid
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- - transport_image
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- - default
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- multi_run:
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- run_dir: data/outputs/2024.11.21/05.16.53_train_tedi_unet_hybrid_transport_image
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- wandb_name_base: 2024.11.21-05.16.53_train_tedi_unet_hybrid_transport_image
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- n_action_steps: 8
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- n_latency_steps: 0
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- n_obs_steps: 2
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- name: train_tedi_unet_hybrid
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- obs_as_global_cond: true
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- optimizer:
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- _target_: torch.optim.AdamW
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- betas:
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- - 0.95
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- - 0.999
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- eps: 1.0e-08
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- lr: 0.0001
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- weight_decay: 1.0e-06
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- past_action_visible: false
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- policy:
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- _target_: diffusion_policy.policy.tedi_unet_hybrid_image_policy.TEDIUnetHybridImagePolicy
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- buffer_init: zero
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- chunk_wise_weight: 0.8
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- cond_predict_scale: true
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- crop_shape:
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- - 76
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- - 76
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- diffusion_step_embed_dim: 128
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- down_dims:
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- - 512
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- - 1024
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- - 2048
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- eval_fixed_crop: true
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- horizon: 20
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- kernel_size: 5
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- n_action_steps: 8
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- n_groups: 8
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- n_obs_steps: 2
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- noise_scheduler:
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- _target_: diffusion_policy.policy.schedulers.DDPMTEDiScheduler
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- beta_end: 0.02
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- beta_schedule: squaredcos_cap_v2
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- beta_start: 0.0001
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- clip_sample: true
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- num_train_timesteps: 100
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- prediction_type: epsilon
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- variance_type: fixed_small
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- num_inference_steps: 100
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- obs_as_global_cond: true
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- obs_encoder_group_norm: true
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- shape_meta:
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- action:
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- shape:
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- - 20
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- obs:
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- robot0_eef_pos:
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- shape:
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- - 3
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- robot0_eef_quat:
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- shape:
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- - 4
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- robot0_eye_in_hand_image:
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- shape:
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- - 3
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- - 84
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- - 84
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- type: rgb
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- robot0_gripper_qpos:
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- shape:
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- - 2
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- robot1_eef_pos:
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- shape:
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- - 3
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- robot1_eef_quat:
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- shape:
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- - 4
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- robot1_eye_in_hand_image:
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- shape:
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- - 3
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- - 84
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- - 84
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- type: rgb
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- robot1_gripper_qpos:
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- shape:
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- - 2
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- shouldercamera0_image:
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- shape:
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- - 3
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- - 84
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- - 84
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- type: rgb
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- shouldercamera1_image:
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- shape:
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- - 3
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- - 84
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- - 84
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- type: rgb
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- temporally_constant_weight: 0.2
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- temporally_increasing_weight: 0.0
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- temporally_random_weights: 0.0
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- shape_meta:
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- action:
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- shape:
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- - 20
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- obs:
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- robot0_eef_pos:
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- shape:
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- - 3
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- robot0_eef_quat:
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- shape:
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- - 4
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- robot0_eye_in_hand_image:
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- shape:
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- - 3
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- - 84
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- - 84
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- type: rgb
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- robot0_gripper_qpos:
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- shape:
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- - 2
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- robot1_eef_pos:
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- shape:
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- - 3
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- robot1_eef_quat:
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- shape:
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- - 4
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- robot1_eye_in_hand_image:
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- shape:
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- - 3
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- - 84
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- - 84
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- type: rgb
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- robot1_gripper_qpos:
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- shape:
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- - 2
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- shouldercamera0_image:
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- shape:
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- - 3
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- - 84
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- - 84
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- type: rgb
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- shouldercamera1_image:
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- shape:
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- - 3
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- - 84
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- - 84
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- type: rgb
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- task:
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- abs_action: true
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- dataset:
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- _target_: diffusion_policy.dataset.robomimic_replay_image_dataset.RobomimicReplayImageDataset
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- abs_action: true
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- dataset_path: data/robomimic/datasets/transport/ph/image_abs.hdf5
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- horizon: 20
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- n_obs_steps: 2
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- pad_after: 7
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- pad_before: 1
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- rotation_rep: rotation_6d
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- seed: 42
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- shape_meta:
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- action:
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- shape:
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- - 20
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- obs:
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- robot0_eef_pos:
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- shape:
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- - 3
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- robot0_eef_quat:
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- shape:
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- - 4
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- robot0_eye_in_hand_image:
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- shape:
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- - 3
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- - 84
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- - 84
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- type: rgb
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- robot0_gripper_qpos:
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- shape:
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- - 2
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- robot1_eef_pos:
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- shape:
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- - 3
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- robot1_eef_quat:
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- shape:
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- - 4
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- robot1_eye_in_hand_image:
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- shape:
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- - 3
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- - 84
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- - 84
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- type: rgb
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- robot1_gripper_qpos:
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- shape:
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- - 2
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- shouldercamera0_image:
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- shape:
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- - 3
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- - 84
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- - 84
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- type: rgb
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- shouldercamera1_image:
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- shape:
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- - 3
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- - 84
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- - 84
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- type: rgb
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- use_cache: true
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- use_legacy_normalizer: false
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- val_ratio: 0.02
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- dataset_path: data/robomimic/datasets/transport/ph/image_abs.hdf5
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- dataset_type: ph
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- env_runner:
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- _target_: diffusion_policy.env_runner.robomimic_image_runner.RobomimicImageRunner
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- abs_action: true
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- crf: 22
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- dataset_path: data/robomimic/datasets/transport/ph/image_abs.hdf5
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- fps: 10
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- max_steps: 700
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- n_action_steps: 8
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- n_envs: 28
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- n_obs_steps: 2
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- n_test: 50
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- n_test_vis: 4
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- n_train: 6
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- n_train_vis: 2
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- past_action: false
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- render_obs_key: shouldercamera0_image
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- shape_meta:
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- action:
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- shape:
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- - 20
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- obs:
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- robot0_eef_pos:
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- shape:
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- - 3
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- robot0_eef_quat:
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- shape:
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- - 4
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- robot0_eye_in_hand_image:
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- shape:
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- - 3
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- - 84
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- - 84
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- type: rgb
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- robot0_gripper_qpos:
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- shape:
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- - 2
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- robot1_eef_pos:
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- shape:
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- - 3
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- robot1_eef_quat:
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- shape:
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- - 4
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- robot1_eye_in_hand_image:
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- shape:
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- - 3
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- - 84
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- - 84
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- type: rgb
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- robot1_gripper_qpos:
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- shape:
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- - 2
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- shouldercamera0_image:
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- shape:
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- - 3
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- - 84
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- - 84
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- type: rgb
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- shouldercamera1_image:
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- shape:
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- - 3
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- - 84
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- - 84
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- type: rgb
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- test_start_seed: 100000
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- tqdm_interval_sec: 1.0
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- train_start_idx: 0
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- name: transport_image
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- shape_meta:
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- action:
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- shape:
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- - 20
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- obs:
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- robot0_eef_pos:
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- shape:
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- - 3
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- robot0_eef_quat:
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- shape:
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- - 4
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- robot0_eye_in_hand_image:
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- shape:
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- - 3
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- - 84
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- - 84
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- type: rgb
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- robot0_gripper_qpos:
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- shape:
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- - 2
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- robot1_eef_pos:
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- shape:
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- - 3
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- robot1_eef_quat:
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- shape:
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- - 4
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- robot1_eye_in_hand_image:
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- shape:
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- - 3
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- - 84
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- - 84
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- type: rgb
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- robot1_gripper_qpos:
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- shape:
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- - 2
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- shouldercamera0_image:
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- shape:
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- - 3
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- - 84
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- - 84
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- type: rgb
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- shouldercamera1_image:
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- shape:
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- - 3
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- - 84
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- - 84
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- type: rgb
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- task_name: transport
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- task_name: transport_image
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- training:
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- checkpoint_every: 50
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- debug: false
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- device: cuda:0
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- gradient_accumulate_every: 1
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- lr_scheduler: cosine
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- lr_warmup_steps: 500
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- max_train_steps: null
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- max_val_steps: null
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- num_epochs: 501
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- resume: true
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- rollout_every: 50
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- sample_every: 5
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- seed: 42
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- tqdm_interval_sec: 1.0
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- use_ema: true
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- val_every: 1
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- val_dataloader:
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- batch_size: 64
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- num_workers: 16
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- persistent_workers: true
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- pin_memory: true
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- shuffle: false