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consistency_200/latest.ckpt ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:b7826b7b46c07ea32ceb5279eff6a1ab16b64e5388d5bdb0f8786e77f4d031ed
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+ size 883448117
consistency_200/policy_config.yaml ADDED
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+ _target_: workspaces.train_consistency_workspace.TrainConsistencyWorkspace
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+ name: train_consistency_pusht_xarm_200
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+ task_name: pusht_xarm_200
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+ exp_name: consistency_1step_top
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+ shape_meta:
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+ obs:
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+ camera_0:
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+ shape:
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+ - 3
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+ - 224
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+ - 224
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+ type: rgb
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+ action:
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+ shape:
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+ - 9
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+ horizon: 16
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+ n_obs_steps: 2
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+ n_action_steps: 8
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+ n_latency_steps: 0
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+ dataset_obs_steps: 2
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+ past_action_visible: false
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+ obs_as_global_cond: true
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+ policy:
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+ _target_: policies.consistency_policy.ConsistencyImagePolicy
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+ shape_meta: ${shape_meta}
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+ horizon: ${horizon}
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+ n_action_steps: ${n_action_steps}
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+ n_obs_steps: ${n_obs_steps}
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+ num_train_timesteps: 100
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+ num_inference_steps: 1
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+ sigma_min: 0.002
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+ sigma_max: 80.0
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+ rho: 7.0
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+ ctm_weight: 1.0
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+ dsm_weight: 1.0
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+ delta: -1.0
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+ teacher_path: outputs/2026.05.12/20.49.09_train_edm_pusht_xarm_200/checkpoints/latest.ckpt
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+ initial_ema_decay: 0.999
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+ crop_shape:
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+ - 216
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+ - 216
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+ obs_encoder_group_norm: true
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+ eval_fixed_crop: true
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+ diffusion_step_embed_dim: 128
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+ down_dims:
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+ - 256
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+ - 512
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+ - 1024
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+ kernel_size: 5
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+ n_groups: 8
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+ cond_predict_scale: true
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+ task:
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+ dataset:
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+ _target_: dataset.pusht_xarm_dataset.PushTXArmDataset
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+ zarr_path: data/pusht_xarm_200/replay.zarr
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+ horizon: ${horizon}
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+ pad_before: 1
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+ pad_after: 7
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+ n_obs_steps: ${n_obs_steps}
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+ seed: 42
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+ val_ratio: 0.1
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+ cameras:
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+ - camera_0
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+ action_mode: onehot
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+ env_runner: null
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+ ema:
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+ _target_: diffusion_policy.model.diffusion.ema_model.EMAModel
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+ update_after_step: 0
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+ inv_gamma: 1.0
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+ power: 0.75
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+ min_value: 0.0
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+ max_value: 0.9999
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+ optimizer:
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+ _target_: torch.optim.AdamW
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+ lr: 0.0001
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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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+ weight_decay: 1.0e-06
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+ training:
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+ device: cuda:0
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+ seed: 42
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+ debug: false
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+ resume: false
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+ lr_scheduler: cosine
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+ lr_warmup_steps: 500
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+ num_epochs: 200
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+ gradient_accumulate_every: 1
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+ use_ema: false
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+ rollout_every: 50
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+ checkpoint_every: 10
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+ val_every: 1
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+ sample_every: 5
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+ max_train_steps: null
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+ max_val_steps: null
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+ tqdm_interval_sec: 1.0
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+ dataloader:
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+ batch_size: 32
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+ num_workers: 4
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+ shuffle: true
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+ pin_memory: true
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+ persistent_workers: false
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+ val_dataloader:
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+ batch_size: 32
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+ num_workers: 2
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+ shuffle: false
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+ pin_memory: true
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+ persistent_workers: false
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+ checkpoint:
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+ topk:
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+ monitor_key: val_loss
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+ mode: min
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+ k: 3
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+ format_str: val_loss={val_loss:.4f}.ckpt
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+ save_last_ckpt: true
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+ save_last_snapshot: false
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+ logging:
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+ project: pusht_xarm_200_consistency
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+ resume: true
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+ mode: offline
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+ name: ${now:%Y.%m.%d-%H.%M.%S}_${name}
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+ tags:
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+ - consistency
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+ - pusht_xarm_200
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+ - onehot
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+ - top
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+ id: null
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+ group: null
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+ multi_run:
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+ run_dir: data/outputs/${now:%Y.%m.%d}/${now:%H.%M.%S}_${name}
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+ wandb_name_base: ${now:%Y.%m.%d-%H.%M.%S}_${name}