| { |
| "dataset": { |
| "repo_id": "hbseong/record-pick-and-place-so101", |
| "root": null, |
| "episodes": [ |
| 18, |
| 19, |
| 20, |
| 21, |
| 22, |
| 23, |
| 24, |
| 25, |
| 26, |
| 27, |
| 28, |
| 29, |
| 30, |
| 31, |
| 32, |
| 33, |
| 34, |
| 35, |
| 36, |
| 37, |
| 38, |
| 39, |
| 40, |
| 41, |
| 42, |
| 43, |
| 44, |
| 45, |
| 46, |
| 47, |
| 48, |
| 49, |
| 50, |
| 51, |
| 52, |
| 53, |
| 54, |
| 56, |
| 57, |
| 58, |
| 59, |
| 60, |
| 61, |
| 62, |
| 63, |
| 64, |
| 65, |
| 66, |
| 67, |
| 68, |
| 69, |
| 70, |
| 71, |
| 72, |
| 73, |
| 74, |
| 75, |
| 76, |
| 77, |
| 78, |
| 79, |
| 80, |
| 81, |
| 82, |
| 83, |
| 84, |
| 85, |
| 86, |
| 87, |
| 88, |
| 89, |
| 90, |
| 91, |
| 92, |
| 94, |
| 95, |
| 96, |
| 97, |
| 98, |
| 99, |
| 100, |
| 101, |
| 102, |
| 103, |
| 104, |
| 105, |
| 106, |
| 107, |
| 108, |
| 109, |
| 110, |
| 111, |
| 112, |
| 113, |
| 114, |
| 115, |
| 116, |
| 117, |
| 118, |
| 119, |
| 120, |
| 121, |
| 122, |
| 123, |
| 124, |
| 125, |
| 126, |
| 127, |
| 128, |
| 129, |
| 130, |
| 131, |
| 132, |
| 134, |
| 135, |
| 136, |
| 137, |
| 138, |
| 139, |
| 140, |
| 141, |
| 142, |
| 144, |
| 145, |
| 146, |
| 147, |
| 148, |
| 149, |
| 150, |
| 151, |
| 152, |
| 153, |
| 154, |
| 155, |
| 156, |
| 157, |
| 158, |
| 159, |
| 160, |
| 162, |
| 163, |
| 164, |
| 165, |
| 166, |
| 167, |
| 168, |
| 169, |
| 170, |
| 171, |
| 172, |
| 173 |
| ], |
| "image_transforms": { |
| "enable": false, |
| "max_num_transforms": 3, |
| "random_order": false, |
| "tfs": { |
| "brightness": { |
| "weight": 1.0, |
| "type": "ColorJitter", |
| "kwargs": { |
| "brightness": [ |
| 0.8, |
| 1.2 |
| ] |
| } |
| }, |
| "contrast": { |
| "weight": 1.0, |
| "type": "ColorJitter", |
| "kwargs": { |
| "contrast": [ |
| 0.8, |
| 1.2 |
| ] |
| } |
| }, |
| "saturation": { |
| "weight": 1.0, |
| "type": "ColorJitter", |
| "kwargs": { |
| "saturation": [ |
| 0.5, |
| 1.5 |
| ] |
| } |
| }, |
| "hue": { |
| "weight": 1.0, |
| "type": "ColorJitter", |
| "kwargs": { |
| "hue": [ |
| -0.05, |
| 0.05 |
| ] |
| } |
| }, |
| "sharpness": { |
| "weight": 1.0, |
| "type": "SharpnessJitter", |
| "kwargs": { |
| "sharpness": [ |
| 0.5, |
| 1.5 |
| ] |
| } |
| }, |
| "affine": { |
| "weight": 1.0, |
| "type": "RandomAffine", |
| "kwargs": { |
| "degrees": [ |
| -5.0, |
| 5.0 |
| ], |
| "translate": [ |
| 0.05, |
| 0.05 |
| ] |
| } |
| } |
| } |
| }, |
| "revision": null, |
| "use_imagenet_stats": true, |
| "video_backend": "torchcodec", |
| "streaming": false |
| }, |
| "env": null, |
| "policy": { |
| "type": "act", |
| "n_obs_steps": 1, |
| "input_features": { |
| "observation.state": { |
| "type": "STATE", |
| "shape": [ |
| 6 |
| ] |
| }, |
| "observation.images.top": { |
| "type": "VISUAL", |
| "shape": [ |
| 3, |
| 480, |
| 640 |
| ] |
| }, |
| "observation.images.right": { |
| "type": "VISUAL", |
| "shape": [ |
| 3, |
| 480, |
| 640 |
| ] |
| } |
| }, |
| "output_features": { |
| "action": { |
| "type": "ACTION", |
| "shape": [ |
| 6 |
| ] |
| } |
| }, |
| "device": "cuda", |
| "use_amp": false, |
| "push_to_hub": true, |
| "repo_id": "hbseong/my_policy", |
| "private": null, |
| "tags": null, |
| "license": null, |
| "pretrained_path": null, |
| "chunk_size": 100, |
| "n_action_steps": 100, |
| "normalization_mapping": { |
| "VISUAL": "MEAN_STD", |
| "STATE": "MEAN_STD", |
| "ACTION": "MEAN_STD" |
| }, |
| "vision_backbone": "resnet18", |
| "pretrained_backbone_weights": "ResNet18_Weights.IMAGENET1K_V1", |
| "replace_final_stride_with_dilation": false, |
| "pre_norm": false, |
| "dim_model": 512, |
| "n_heads": 8, |
| "dim_feedforward": 3200, |
| "feedforward_activation": "relu", |
| "n_encoder_layers": 4, |
| "n_decoder_layers": 1, |
| "use_vae": true, |
| "latent_dim": 32, |
| "n_vae_encoder_layers": 4, |
| "temporal_ensemble_coeff": null, |
| "dropout": 0.1, |
| "kl_weight": 10.0, |
| "optimizer_lr": 1e-05, |
| "optimizer_weight_decay": 0.0001, |
| "optimizer_lr_backbone": 1e-05 |
| }, |
| "output_dir": "outputs/train/act_so101_filtered", |
| "job_name": "act_so101_filtered", |
| "resume": false, |
| "seed": 1000, |
| "num_workers": 4, |
| "batch_size": 8, |
| "steps": 100000, |
| "eval_freq": 20000, |
| "log_freq": 200, |
| "save_checkpoint": true, |
| "save_freq": 20000, |
| "use_policy_training_preset": true, |
| "optimizer": { |
| "type": "adamw", |
| "lr": 1e-05, |
| "weight_decay": 0.0001, |
| "grad_clip_norm": 10.0, |
| "betas": [ |
| 0.9, |
| 0.999 |
| ], |
| "eps": 1e-08 |
| }, |
| "scheduler": null, |
| "eval": { |
| "n_episodes": 50, |
| "batch_size": 50, |
| "use_async_envs": false |
| }, |
| "wandb": { |
| "enable": true, |
| "disable_artifact": false, |
| "project": "lerobot", |
| "entity": null, |
| "notes": null, |
| "run_id": "521dtoaz", |
| "mode": null |
| }, |
| "checkpoint_path": null, |
| "rename_map": {} |
| } |
