| { |
| "additional_network_params": [], |
| "batch_size": 32, |
| "best_local_acc": -1, |
| "classes_indices_to_use": null, |
| "cont_run_number": 0, |
| "cycle_opt_prms": { |
| "initial_learning_rate": 1e-06, |
| "maximal_learning_rate": 0.0005, |
| "step_size": 10000 |
| }, |
| "datasets2use": { |
| "test": [ |
| "datasets_processed/modelnet40_normal_resampled_dirs/*test*/" |
| ], |
| "train": [ |
| "datasets_processed/modelnet40_normal_resampled_dirs/*train*/" |
| ] |
| }, |
| "ds_path": "datasets_processed/modelnet40_normal_resampled", |
| "ds_path_dirs": "datasets_processed/modelnet40_normal_resampled_dirs", |
| "full_accuracy_test": { |
| "dataset_expansion": "datasets_processed/modelnet40_normal_resampled_dirs/*test*/", |
| "labels": [ |
| "airplane", |
| "bathtub", |
| "bed", |
| "bench", |
| "bookshelf", |
| "bottle", |
| "bowl", |
| "car", |
| "chair", |
| "cone", |
| "cup", |
| "curtain", |
| "desk", |
| "door", |
| "dresser", |
| "flower_pot", |
| "glass_box", |
| "guitar", |
| "keyboard", |
| "lamp", |
| "laptop", |
| "mantel", |
| "monitor", |
| "night_stand", |
| "person", |
| "piano", |
| "plant", |
| "radio", |
| "range_hood", |
| "sink", |
| "sofa", |
| "stairs", |
| "stool", |
| "table", |
| "tent", |
| "toilet", |
| "tv_stand", |
| "vase", |
| "wardrobe", |
| "xbox" |
| ], |
| "n_models": Infinity, |
| "n_walks_per_model": 48 |
| }, |
| "gradient_clip_th": 1, |
| "initializers": "orthogonal", |
| "iter": 0, |
| "iters_to_train": 140000.0, |
| "last_layer_activation": "softmax", |
| "layer_sizes": null, |
| "learning_rate_dynamics": "cycle", |
| "log_freq": 100, |
| "logdir": "runs/0017-25.05.2022..22.40__modelnet40_normal_resampled", |
| "min_seq_len": 400, |
| "model_fn": "runs/0017-25.05.2022..22.40__modelnet40_normal_resampled/learned_model.keras", |
| "n_classes": 40, |
| "n_models_per_test_epoch": 300, |
| "n_walks_per_model": 1, |
| "net": "RnnWalkNet", |
| "net_gru_dropout": 0, |
| "net_input": [ |
| "xyz", |
| "vertex_normals" |
| ], |
| "net_input_dim": 6, |
| "net_start_from_prev_net": null, |
| "network_task": "classification", |
| "normalize_model": true, |
| "num_members": 1, |
| "number_of_features": 6, |
| "one_label_per_model": true, |
| "optimizer_type": "cycle", |
| "run_root_path": "runs", |
| "seq_len": 800, |
| "test_data_augmentation": {}, |
| "test_dataset_size_limit": Infinity, |
| "train_data_augmentation": { |
| "jitter": 0.1 |
| }, |
| "train_dataset_size_limit": Infinity, |
| "train_loss": [ |
| "cros_entr" |
| ], |
| "use_norm_layer": "InstanceNorm", |
| "use_vertex_normals": true, |
| "walk_alg": "local_jumps" |
| } |