Delete config.yaml
Browse files- config.yaml +0 -280
config.yaml
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| 1 |
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_target_: diffusion_policy.workspace.train_tedi_unet_hybrid_workspace.TrainTEDIUnetHybridWorkspace
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| 2 |
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checkpoint:
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| 3 |
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save_last_ckpt: false
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| 4 |
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save_last_snapshot: false
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| 5 |
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topk:
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| 6 |
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format_str: epoch={epoch:04d}-test_mean_score={test_mean_score:.3f}.ckpt
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| 7 |
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k: 1
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| 8 |
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mode: max
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| 9 |
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monitor_key: test_mean_score
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| 10 |
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dataloader:
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| 11 |
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batch_size: 64
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| 12 |
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num_workers: 16
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| 13 |
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persistent_workers: true
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| 14 |
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pin_memory: true
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| 15 |
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shuffle: true
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| 16 |
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dataset_obs_steps: 2
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| 17 |
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ema:
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_target_: diffusion_policy.model.diffusion.ema_model.EMAModel
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| 19 |
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inv_gamma: 1.0
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| 20 |
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max_value: 0.9999
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| 21 |
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min_value: 0.0
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| 22 |
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power: 0.75
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| 23 |
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update_after_step: 0
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| 24 |
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exp_name: default
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| 25 |
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horizon: 20
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| 26 |
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keypoint_visible_rate: 1.0
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| 27 |
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logging:
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| 28 |
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group: null
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| 29 |
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id: null
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| 30 |
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mode: online
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| 31 |
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name: 2024.11.20-22.13.58_train_tedi_unet_hybrid_lift_image
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| 32 |
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project: diffusion_policy_debug
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| 33 |
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resume: true
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| 34 |
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tags:
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| 35 |
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- train_tedi_unet_hybrid
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| 36 |
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- lift_image
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| 37 |
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- default
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| 38 |
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multi_run:
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| 39 |
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run_dir: data/outputs/2024.11.20/22.13.58_train_tedi_unet_hybrid_lift_image
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| 40 |
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wandb_name_base: 2024.11.20-22.13.58_train_tedi_unet_hybrid_lift_image
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| 41 |
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n_action_steps: 8
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| 42 |
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n_latency_steps: 0
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| 43 |
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n_obs_steps: 2
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| 44 |
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name: train_tedi_unet_hybrid
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| 45 |
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obs_as_global_cond: true
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| 46 |
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optimizer:
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| 47 |
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_target_: torch.optim.AdamW
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| 48 |
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betas:
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| 49 |
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- 0.95
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| 50 |
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- 0.999
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| 51 |
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eps: 1.0e-08
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| 52 |
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lr: 0.0001
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| 53 |
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weight_decay: 1.0e-06
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| 54 |
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past_action_visible: false
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| 55 |
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policy:
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| 56 |
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_target_: diffusion_policy.policy.tedi_unet_hybrid_image_policy.TEDIUnetHybridImagePolicy
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| 57 |
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buffer_init: zero
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| 58 |
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chunk_wise_weight: 0.8
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| 59 |
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cond_predict_scale: true
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| 60 |
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crop_shape:
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| 61 |
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- 76
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| 62 |
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- 76
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| 63 |
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diffusion_step_embed_dim: 128
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| 64 |
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down_dims:
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- 512
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| 66 |
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- 1024
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| 67 |
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- 2048
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| 68 |
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eval_fixed_crop: true
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| 69 |
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horizon: 20
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| 70 |
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kernel_size: 5
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| 71 |
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n_action_steps: 8
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| 72 |
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n_groups: 8
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| 73 |
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n_obs_steps: 2
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| 74 |
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noise_scheduler:
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_target_: diffusion_policy.policy.schedulers.DDPMTEDiScheduler
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| 76 |
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beta_end: 0.02
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| 77 |
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beta_schedule: squaredcos_cap_v2
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| 78 |
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beta_start: 0.0001
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| 79 |
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clip_sample: true
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| 80 |
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num_train_timesteps: 100
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| 81 |
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prediction_type: epsilon
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variance_type: fixed_small
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| 83 |
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num_inference_steps: 100
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| 84 |
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obs_as_global_cond: true
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| 85 |
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obs_encoder_group_norm: true
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| 86 |
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shape_meta:
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action:
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shape:
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| 89 |
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- 10
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| 90 |
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obs:
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agentview_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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| 97 |
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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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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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- 10
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| 119 |
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obs:
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agentview_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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| 126 |
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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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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/lift/ph/image_abs.hdf5
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| 147 |
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horizon: 20
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| 148 |
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n_obs_steps: 2
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| 149 |
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pad_after: 7
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| 150 |
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pad_before: 1
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| 151 |
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rotation_rep: rotation_6d
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seed: 42
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| 153 |
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shape_meta:
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action:
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shape:
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- 10
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obs:
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agentview_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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| 164 |
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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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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/lift/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/lift/ph/image_abs.hdf5
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| 189 |
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fps: 10
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max_steps: 400
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| 191 |
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n_action_steps: 8
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| 192 |
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n_envs: 28
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| 193 |
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n_obs_steps: 2
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n_test: 50
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| 195 |
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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: agentview_image
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shape_meta:
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action:
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shape:
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- 10
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obs:
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agentview_image:
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| 206 |
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shape:
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| 207 |
-
- 3
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| 208 |
-
- 84
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| 209 |
-
- 84
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-
type: rgb
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| 211 |
-
robot0_eef_pos:
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| 212 |
-
shape:
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| 213 |
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- 3
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| 214 |
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robot0_eef_quat:
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-
shape:
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| 216 |
-
- 4
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-
robot0_eye_in_hand_image:
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-
shape:
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| 219 |
-
- 3
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| 220 |
-
- 84
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| 221 |
-
- 84
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| 222 |
-
type: rgb
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| 223 |
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robot0_gripper_qpos:
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shape:
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- 2
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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: lift_image
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shape_meta:
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action:
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-
shape:
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-
- 10
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-
obs:
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-
agentview_image:
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| 236 |
-
shape:
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| 237 |
-
- 3
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| 238 |
-
- 84
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| 239 |
-
- 84
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| 240 |
-
type: rgb
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| 241 |
-
robot0_eef_pos:
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| 242 |
-
shape:
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| 243 |
-
- 3
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| 244 |
-
robot0_eef_quat:
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| 245 |
-
shape:
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| 246 |
-
- 4
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| 247 |
-
robot0_eye_in_hand_image:
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| 248 |
-
shape:
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| 249 |
-
- 3
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| 250 |
-
- 84
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| 251 |
-
- 84
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| 252 |
-
type: rgb
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| 253 |
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robot0_gripper_qpos:
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| 254 |
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shape:
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- 2
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task_name: lift
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task_name: lift_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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| 267 |
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num_epochs: 1501
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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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| 272 |
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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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| 278 |
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persistent_workers: true
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| 279 |
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pin_memory: true
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| 280 |
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shuffle: false
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