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models: add main MIP and ChiUNet checkpoints

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  1. models/main/ik_delta_joint_mip_chiunet_seed0/config3_bs512/2026-05-14_18-01-36/config.yaml +75 -0
  2. models/main/ik_delta_joint_mip_chiunet_seed0/config3_bs512/2026-05-14_18-01-36/latest_chiunet.pt +3 -0
  3. models/main/ik_delta_joint_mip_chiunet_seed0/config3_bs512/2026-05-14_18-01-36/step=0020000-val_loss=0.641335_chiunet.pt +3 -0
  4. models/main/ik_delta_joint_mip_chiunet_seed0/config3_bs512/2026-05-14_18-01-36/step=0040000-val_loss=0.677007_chiunet.pt +3 -0
  5. models/main/ik_delta_joint_mip_chiunet_seed0/config3_bs512/2026-05-14_18-01-36/step=0060000-val_loss=0.696745_chiunet.pt +3 -0
  6. models/main/ik_delta_joint_mip_chiunet_seed0/config3_bs512/2026-05-14_18-01-36/step=0300000-val_loss=0.641335_chiunet-final.pt +3 -0
  7. models/main/ik_delta_joint_mip_chiunet_seed1/config3_bs512/2026-05-19_00-19-47/config.yaml +75 -0
  8. models/main/ik_delta_joint_mip_chiunet_seed1/config3_bs512/2026-05-19_00-24-14/config.yaml +75 -0
  9. models/main/ik_delta_joint_mip_chiunet_seed1/config3_bs512/2026-05-19_00-24-14/latest_chiunet.pt +3 -0
  10. models/main/ik_delta_joint_mip_chiunet_seed1/config3_bs512/2026-05-19_00-24-14/step=0020000-val_loss=0.653706_chiunet.pt +3 -0
  11. models/main/ik_delta_joint_mip_chiunet_seed1/config3_bs512/2026-05-19_00-24-14/step=0040000-val_loss=0.626035_chiunet.pt +3 -0
  12. models/main/ik_delta_joint_mip_chiunet_seed1/config3_bs512/2026-05-19_00-24-14/step=0060000-val_loss=0.649829_chiunet.pt +3 -0
  13. models/main/ik_delta_joint_mip_chiunet_seed1/config3_bs512/2026-05-19_00-24-14/step=0300000-val_loss=0.626035_chiunet-final.pt +3 -0
  14. models/main/ik_delta_joint_mip_fk_sudeepdit_seed0/config1/2026-05-12_02-12-43/config.yaml +73 -0
  15. models/main/ik_delta_joint_mip_fk_sudeepdit_seed0/config1/2026-05-12_02-12-43/latest_sudeepdit.pt +3 -0
  16. models/main/ik_delta_joint_mip_fk_sudeepdit_seed0/config1/2026-05-12_02-12-43/step=0120000-val_loss=0.338918_sudeepdit.pt +3 -0
  17. models/main/ik_delta_joint_mip_fk_sudeepdit_seed0/config1/2026-05-12_02-12-43/step=0160000-val_loss=0.334259_sudeepdit.pt +3 -0
  18. models/main/ik_delta_joint_mip_fk_sudeepdit_seed0/config1/2026-05-12_02-12-43/step=0240000-val_loss=0.349608_sudeepdit.pt +3 -0
  19. models/main/ik_delta_joint_mip_fk_sudeepdit_seed0/config1/2026-05-12_02-12-43/step=0300000-val_loss=0.334259_sudeepdit-final.pt +3 -0
  20. models/main/ik_delta_joint_mip_fk_sudeepdit_seed0/config1_bs4096/2026-05-12_02-15-14/config.yaml +73 -0
  21. models/main/ik_delta_joint_mip_fk_sudeepdit_seed0/config1_bs4096/2026-05-12_02-15-14/latest_sudeepdit.pt +3 -0
  22. models/main/ik_delta_joint_mip_fk_sudeepdit_seed0/config1_bs4096/2026-05-12_02-15-14/step=0260000-val_loss=0.316329_sudeepdit.pt +3 -0
  23. models/main/ik_delta_joint_mip_fk_sudeepdit_seed0/config1_bs4096/2026-05-12_02-15-14/step=0280000-val_loss=0.315790_sudeepdit.pt +3 -0
  24. models/main/ik_delta_joint_mip_fk_sudeepdit_seed0/config1_bs4096/2026-05-12_02-15-14/step=0300000-val_loss=0.315414_sudeepdit-final.pt +3 -0
  25. models/main/ik_delta_joint_mip_fk_sudeepdit_seed0/config1_bs4096/2026-05-12_02-15-14/step=0300000-val_loss=0.315414_sudeepdit.pt +3 -0
  26. models/main/ik_delta_joint_mip_fk_sudeepdit_seed0/config3_bs512/2026-05-15_13-56-23/config.yaml +73 -0
  27. models/main/ik_delta_joint_mip_fk_sudeepdit_seed0/config3_bs512/2026-05-15_13-56-23/latest_sudeepdit.pt +3 -0
  28. models/main/ik_delta_joint_mip_fk_sudeepdit_seed0/config3_bs512/2026-05-15_13-56-23/step=0120000-val_loss=0.338918_sudeepdit.pt +3 -0
  29. models/main/ik_delta_joint_mip_fk_sudeepdit_seed0/config3_bs512/2026-05-15_13-56-23/step=0160000-val_loss=0.334259_sudeepdit.pt +3 -0
  30. models/main/ik_delta_joint_mip_fk_sudeepdit_seed0/config3_bs512/2026-05-15_13-56-23/step=0240000-val_loss=0.349608_sudeepdit.pt +3 -0
  31. models/main/ik_delta_joint_mip_fk_sudeepdit_seed0/config3_bs512/2026-05-15_13-56-23/step=0300000-val_loss=0.334259_sudeepdit-final.pt +3 -0
  32. models/main/ik_delta_joint_mip_fk_sudeepdit_seed1/config3_bs512/2026-05-17_16-30-22/config.yaml +73 -0
  33. models/main/ik_delta_joint_mip_fk_sudeepdit_seed1/config3_bs512/2026-05-17_16-30-22/latest_sudeepdit.pt +3 -0
  34. models/main/ik_delta_joint_mip_fk_sudeepdit_seed1/config3_bs512/2026-05-17_16-30-22/step=0240000-val_loss=0.408044_sudeepdit.pt +3 -0
  35. models/main/ik_delta_joint_mip_fk_sudeepdit_seed1/config3_bs512/2026-05-17_16-30-22/step=0280000-val_loss=0.404776_sudeepdit.pt +3 -0
  36. models/main/ik_delta_joint_mip_fk_sudeepdit_seed1/config3_bs512/2026-05-17_16-30-22/step=0300000-val_loss=0.404558_sudeepdit-final.pt +3 -0
  37. models/main/ik_delta_joint_mip_fk_sudeepdit_seed1/config3_bs512/2026-05-17_16-30-22/step=0300000-val_loss=0.404558_sudeepdit.pt +3 -0
  38. models/main/ik_delta_joint_mip_fk_sudeepdit_seed2/config3_bs512/2026-05-15_13-59-09/config.yaml +73 -0
  39. models/main/ik_delta_joint_mip_fk_sudeepdit_seed2/config3_bs512/2026-05-15_13-59-09/latest_sudeepdit.pt +3 -0
  40. models/main/ik_delta_joint_mip_fk_sudeepdit_seed2/config3_bs512/2026-05-15_13-59-09/step=0220000-val_loss=0.241673_sudeepdit.pt +3 -0
  41. models/main/ik_delta_joint_mip_fk_sudeepdit_seed2/config3_bs512/2026-05-15_13-59-09/step=0280000-val_loss=0.240553_sudeepdit.pt +3 -0
  42. models/main/ik_delta_joint_mip_fk_sudeepdit_seed2/config3_bs512/2026-05-15_13-59-09/step=0300000-val_loss=0.240397_sudeepdit-final.pt +3 -0
  43. models/main/ik_delta_joint_mip_fk_sudeepdit_seed2/config3_bs512/2026-05-15_13-59-09/step=0300000-val_loss=0.240397_sudeepdit.pt +3 -0
  44. models/main/ik_delta_joint_mip_fk_sudeepdit_seed3/config3_bs512/2026-05-25_01-01-24/config.yaml +73 -0
  45. models/main/ik_delta_joint_mip_sudeepdit_seed0/config1/2026-05-11_06-10-14/config.yaml +68 -0
  46. models/main/ik_delta_joint_mip_sudeepdit_seed0/config1/2026-05-11_06-10-14/latest_sudeepdit.pt +3 -0
  47. models/main/ik_delta_joint_mip_sudeepdit_seed0/config1/2026-05-11_06-10-14/step=0180000-val_loss=0.364271_sudeepdit.pt +3 -0
  48. models/main/ik_delta_joint_mip_sudeepdit_seed0/config1/2026-05-11_06-10-14/step=0220000-val_loss=0.363218_sudeepdit.pt +3 -0
  49. models/main/ik_delta_joint_mip_sudeepdit_seed0/config1/2026-05-11_06-10-14/step=0240000-val_loss=0.364991_sudeepdit.pt +3 -0
  50. models/main/ik_delta_joint_mip_sudeepdit_seed0/config3/2026-05-11_06-26-20/config.yaml +68 -0
models/main/ik_delta_joint_mip_chiunet_seed0/config3_bs512/2026-05-14_18-01-36/config.yaml ADDED
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+ log:
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+ log_dir: experiments
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+ wandb_mode: online
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+ project: mip
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+ group: main
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+ exp_name: ik_delta_joint_mip_chiunet_seed0
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+ exp_tag: config3_bs512
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+ eval_freq: 20000
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+ log_freq: 1000
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+ save_freq: 20000
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+ eval_episodes: 50
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+ save_video: false
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+ optimization:
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+ seed: 0
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+ loss_type: mip
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+ loss_scale: 1.0
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+ norm_type: l2
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+ lr: 0.0001
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+ weight_decay: 1.0e-05
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+ num_steps: 1
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+ sample_mode: zero
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+ t_two_step: 0.9
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+ discrete_dt: 0.01
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+ grad_clip_norm: 10.0
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+ ema_rate: 0.995
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+ batch_size: 512
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+ gradient_steps: 300000
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+ warmup_ratio: 0.0
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+ rampup_ratio: 0.0
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+ min_value: 1.0
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+ max_value: 1.0
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+ model_path: null
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+ interp_type: linear
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+ device: cuda
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+ use_compile: false
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+ compile_mode: null
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+ use_cudagraphs: false
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+ auto_resume: true
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+ network:
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+ num_encoder_layers: 2
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+ encoder_dropout: 0.0
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+ encoder_type: mlp
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+ emb_dim: 256
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+ rgb_model_name: resnet18
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+ use_seq: true
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+ keep_horizon_dims: true
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+ network_type: chiunet
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+ num_layers: 6
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+ dropout: 0.0
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+ timestep_emb_dim: 128
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+ model_dim: 128
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+ kernel_size: 5
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+ cond_predict_scale: true
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+ obs_as_global_cond: true
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+ dim_mult:
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+ - 1
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+ - 2
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+ - 2
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+ timestep_emb_type: positional
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+ task:
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+ env_name: ik_delta_joint
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+ obs_type: state
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+ env_type: ik
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+ action_type: delta
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+ abs_action: false
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+ dataset_path: /home/geo/Documents/Data/airbot/2026_0322_airbot_ALL_SplitNoRGB/data
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+ obs_dim: 20
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+ act_dim: 6
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+ obs_steps: 2
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+ act_steps: 1
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+ horizon: 4
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+ max_episode_steps: 300
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+ num_envs: 1
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+ val_dataset_percentage: 0.1
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+ mode: train
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+ log:
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+ log_dir: /home/geo/Documents/Github/NatureIK/experiments
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+ wandb_mode: online
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+ eval_freq: 20000
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+ save_freq: 20000
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+ emb_dim: 256
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+ rgb_model_name: resnet18
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+ use_seq: true
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+ keep_horizon_dims: true
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+ network_type: chiunet
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+ num_layers: 6
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+ dropout: 0.0
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+ timestep_emb_dim: 128
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+ model_dim: 128
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+ kernel_size: 5
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+ dim_mult:
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+ timestep_emb_type: positional
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+ task:
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+ env_name: ik_delta_joint
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+ obs_type: state
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+ env_type: ik
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+ action_type: delta
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+ abs_action: false
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+ dataset_path: /home/geo/Documents/Data/airbot/2026_0322_airbot_ALL_SplitNoRGB/data
67
+ obs_dim: 20
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+ act_dim: 6
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+ obs_steps: 2
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+ act_steps: 1
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+ horizon: 1
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+ max_episode_steps: 300
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+ num_envs: 1
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+ val_dataset_percentage: 0.1
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+ mode: train
models/main/ik_delta_joint_mip_chiunet_seed1/config3_bs512/2026-05-19_00-24-14/config.yaml ADDED
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+ log:
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+ log_dir: experiments
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+ wandb_mode: online
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+ project: mip
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+ group: main
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+ exp_name: ik_delta_joint_mip_chiunet_seed1
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+ exp_tag: config3_bs512
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+ eval_freq: 20000
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+ save_freq: 20000
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+ rgb_model_name: resnet18
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+ keep_horizon_dims: true
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+ network_type: chiunet
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+ obs_type: state
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+ env_type: ik
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+ abs_action: false
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+ dataset_path: /home/geo/Documents/Data/airbot/2026_0322_airbot_ALL_SplitNoRGB/data
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+ obs_dim: 20
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+ act_dim: 6
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+ obs_steps: 2
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+ act_steps: 1
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+ horizon: 4
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+ max_episode_steps: 300
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+ num_envs: 1
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+ val_dataset_percentage: 0.1
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+ mode: train
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