CoolFace
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jedai2003/diffusion_policy

sourceHugging Faceapache-2.0updated 5mo agoView on Hugging Face
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train_config.json209 linesDownload Raw Back to root
1{2    "dataset": {3        "repo_id": "jedai2003/record-pickup_bottle",4        "root": null,5        "episodes": null,6        "image_transforms": {7            "enable": false,8            "max_num_transforms": 3,9            "random_order": false,10            "tfs": {11                "brightness": {12                    "weight": 1.0,13                    "type": "ColorJitter",14                    "kwargs": {15                        "brightness": [16                            0.8,17                            1.218                        ]19                    }20                },21                "contrast": {22                    "weight": 1.0,23                    "type": "ColorJitter",24                    "kwargs": {25                        "contrast": [26                            0.8,27                            1.228                        ]29                    }30                },31                "saturation": {32                    "weight": 1.0,33                    "type": "ColorJitter",34                    "kwargs": {35                        "saturation": [36                            0.5,37                            1.538                        ]39                    }40                },41                "hue": {42                    "weight": 1.0,43                    "type": "ColorJitter",44                    "kwargs": {45                        "hue": [46                            -0.05,47                            0.0548                        ]49                    }50                },51                "sharpness": {52                    "weight": 1.0,53                    "type": "SharpnessJitter",54                    "kwargs": {55                        "sharpness": [56                            0.5,57                            1.558                        ]59                    }60                },61                "affine": {62                    "weight": 1.0,63                    "type": "RandomAffine",64                    "kwargs": {65                        "degrees": [66                            -5.0,67                            5.068                        ],69                        "translate": [70                            0.05,71                            0.0572                        ]73                    }74                }75            }76        },77        "revision": null,78        "use_imagenet_stats": true,79        "video_backend": "torchcodec",80        "streaming": false81    },82    "env": null,83    "policy": {84        "type": "diffusion",85        "n_obs_steps": 2,86        "input_features": {87            "observation.state": {88                "type": "STATE",89                "shape": [90                    691                ]92            },93            "observation.images.front": {94                "type": "VISUAL",95                "shape": [96                    3,97                    480,98                    64099                ]100            }101        },102        "output_features": {103            "action": {104                "type": "ACTION",105                "shape": [106                    6107                ]108            }109        },110        "device": "cuda",111        "use_amp": false,112        "push_to_hub": true,113        "repo_id": "jedai2003/diffusion_policy",114        "private": null,115        "tags": null,116        "license": null,117        "pretrained_path": null,118        "horizon": 64,119        "n_action_steps": 8,120        "normalization_mapping": {121            "VISUAL": "MEAN_STD",122            "STATE": "MIN_MAX",123            "ACTION": "MIN_MAX"124        },125        "drop_n_last_frames": 7,126        "vision_backbone": "resnet18",127        "crop_shape": [128            84,129            84130        ],131        "crop_is_random": true,132        "pretrained_backbone_weights": null,133        "use_group_norm": true,134        "spatial_softmax_num_keypoints": 32,135        "use_separate_rgb_encoder_per_camera": false,136        "down_dims": [137            512,138            1024,139            2048140        ],141        "kernel_size": 5,142        "n_groups": 8,143        "diffusion_step_embed_dim": 128,144        "use_film_scale_modulation": true,145        "noise_scheduler_type": "DDPM",146        "num_train_timesteps": 100,147        "beta_schedule": "squaredcos_cap_v2",148        "beta_start": 0.0001,149        "beta_end": 0.02,150        "prediction_type": "epsilon",151        "clip_sample": true,152        "clip_sample_range": 1.0,153        "num_inference_steps": null,154        "do_mask_loss_for_padding": false,155        "optimizer_lr": 0.0001,156        "optimizer_betas": [157            0.95,158            0.999159        ],160        "optimizer_eps": 1e-08,161        "optimizer_weight_decay": 1e-06,162        "scheduler_name": "cosine",163        "scheduler_warmup_steps": 500164    },165    "output_dir": "outputs/train/diffusion",166    "job_name": "diffusion",167    "resume": false,168    "seed": 1000,169    "num_workers": 4,170    "batch_size": 8,171    "steps": 20000,172    "eval_freq": 20000,173    "log_freq": 200,174    "save_checkpoint": true,175    "save_freq": 20000,176    "use_policy_training_preset": true,177    "optimizer": {178        "type": "adam",179        "lr": 0.0001,180        "weight_decay": 1e-06,181        "grad_clip_norm": 10.0,182        "betas": [183            0.95,184            0.999185        ],186        "eps": 1e-08187    },188    "scheduler": {189        "type": "diffuser",190        "num_warmup_steps": 500,191        "name": "cosine"192    },193    "eval": {194        "n_episodes": 50,195        "batch_size": 50,196        "use_async_envs": false197    },198    "wandb": {199        "enable": false,200        "disable_artifact": false,201        "project": "lerobot",202        "entity": null,203        "notes": null,204        "run_id": null,205        "mode": null206    },207    "checkpoint_path": null,208    "rename_map": {}209}