|
| 1 | +{ |
| 2 | + "dataset_mixture": { |
| 3 | + "datasets": [ |
| 4 | + { |
| 5 | + "repo_id": "lerobot/droid_100" |
| 6 | + } |
| 7 | + ], |
| 8 | + "weights": [ |
| 9 | + 1.0 |
| 10 | + ], |
| 11 | + "action_freq": 30.0, |
| 12 | + "image_resample_strategy": "nearest", |
| 13 | + "vector_resample_strategy": "nearest" |
| 14 | + }, |
| 15 | + "policy": { |
| 16 | + "type": "pi05", |
| 17 | + "pretrained_path": "TensorAuto/tPi0.5-libero", |
| 18 | + "n_obs_steps": 1, |
| 19 | + "input_features": { |
| 20 | + "camera0": { |
| 21 | + "shape": [ |
| 22 | + 3, |
| 23 | + 224, |
| 24 | + 224 |
| 25 | + ], |
| 26 | + "type": "VISUAL" |
| 27 | + }, |
| 28 | + "camera1": { |
| 29 | + "shape": [ |
| 30 | + 3, |
| 31 | + 224, |
| 32 | + 224 |
| 33 | + ], |
| 34 | + "type": "VISUAL" |
| 35 | + }, |
| 36 | + "state": { |
| 37 | + "shape": [ |
| 38 | + 32 |
| 39 | + ], |
| 40 | + "type": "STATE" |
| 41 | + } |
| 42 | + }, |
| 43 | + "output_features": { |
| 44 | + "actions": { |
| 45 | + "shape": [ |
| 46 | + 32 |
| 47 | + ], |
| 48 | + "type": "ACTION" |
| 49 | + } |
| 50 | + }, |
| 51 | + "normalization_mapping": { |
| 52 | + "VISUAL": "IDENTITY", |
| 53 | + "STATE": "MIN_MAX", |
| 54 | + "ACTION": "MEAN_STD" |
| 55 | + }, |
| 56 | + "chunk_size": 10, |
| 57 | + "n_action_steps": 10, |
| 58 | + "max_state_dim": 32, |
| 59 | + "max_action_dim": 32, |
| 60 | + "proj_width": 1024, |
| 61 | + "num_steps": 10, |
| 62 | + "init_strategy": "no_init", |
| 63 | + "attention_implementation": "eager", |
| 64 | + "freeze_vision_encoder": false, |
| 65 | + "train_expert_only": false, |
| 66 | + "tokenizer_max_length": 256, |
| 67 | + "discrete_action_max_length": 60, |
| 68 | + "optimizer_lr": 2.5e-05, |
| 69 | + "optimizer_betas": [ |
| 70 | + 0.9, |
| 71 | + 0.95 |
| 72 | + ], |
| 73 | + "optimizer_eps": 1e-08, |
| 74 | + "optimizer_weight_decay": 1e-10, |
| 75 | + "scheduler_warmup_steps": 1000, |
| 76 | + "scheduler_decay_steps": 30000, |
| 77 | + "scheduler_decay_lr": 2.5e-06 |
| 78 | + }, |
| 79 | + "output_dir": "outputs/pi05_libero_eval", |
| 80 | + "resume": false, |
| 81 | + "seed": 1000, |
| 82 | + "resolution": [ |
| 83 | + 224, |
| 84 | + 224 |
| 85 | + ], |
| 86 | + "num_cams": 2, |
| 87 | + "max_state_dim": 32, |
| 88 | + "max_action_dim": 32, |
| 89 | + "action_chunk": 10, |
| 90 | + "loss_weighting": { |
| 91 | + "MSE": 1.0, |
| 92 | + "CE": 1.0 |
| 93 | + }, |
| 94 | + "num_workers": 4, |
| 95 | + "batch_size": 2, |
| 96 | + "gradient_accumulation_steps": 1, |
| 97 | + "dataloader_batch_size": 2, |
| 98 | + "prefetch_factor": 8, |
| 99 | + "steps": 100, |
| 100 | + "log_freq": 1, |
| 101 | + "save_checkpoint": true, |
| 102 | + "save_freq": 100, |
| 103 | + "use_policy_training_preset": true, |
| 104 | + "trace_nans": false, |
| 105 | + "optimizer": { |
| 106 | + "type": "adamw", |
| 107 | + "lr": 2.5e-05, |
| 108 | + "weight_decay": 1e-10, |
| 109 | + "grad_clip_norm": 10.0, |
| 110 | + "betas": [ |
| 111 | + 0.9, |
| 112 | + 0.95 |
| 113 | + ], |
| 114 | + "eps": 1e-08 |
| 115 | + }, |
| 116 | + "env": { |
| 117 | + "type": "libero", |
| 118 | + "task": "libero_10", |
| 119 | + "fps": 30, |
| 120 | + "max_parallel_tasks": 1, |
| 121 | + "task_ids": [ |
| 122 | + 8 |
| 123 | + ], |
| 124 | + "episode_length": 520, |
| 125 | + "obs_type": "pixels_agent_pos", |
| 126 | + "render_mode": "rgb_array", |
| 127 | + "camera_name": "agentview_image,robot0_eye_in_hand_image", |
| 128 | + "init_states": true, |
| 129 | + "camera_name_mapping": null |
| 130 | + }, |
| 131 | + "eval": { |
| 132 | + "n_episodes": 2, |
| 133 | + "batch_size": 2, |
| 134 | + "use_async_envs": true, |
| 135 | + "max_episodes_rendered": 2, |
| 136 | + "recording_root": "/tmp/libero-rollout", |
| 137 | + "grid_size": null |
| 138 | + }, |
| 139 | + "scheduler": { |
| 140 | + "type": "cosine_decay_with_warmup", |
| 141 | + "num_warmup_steps": 1000, |
| 142 | + "num_decay_steps": 30000, |
| 143 | + "peak_lr": 2.5e-05, |
| 144 | + "decay_lr": 2.5e-06 |
| 145 | + }, |
| 146 | + "wandb": { |
| 147 | + "enable": true, |
| 148 | + "entity": "wyautox-autox", |
| 149 | + "project": "pi05", |
| 150 | + "run_id": null, |
| 151 | + "name": null, |
| 152 | + "notes": "Evaluating pi0.5 on libero", |
| 153 | + "tags": [], |
| 154 | + "group": null, |
| 155 | + "job_type": null, |
| 156 | + "mode": null, |
| 157 | + "allow_resume": true, |
| 158 | + "disable_artifact": false |
| 159 | + } |
| 160 | +} |
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