{ "args": { "batch_subjects": 5, "data_dir": "/equilibrium/lpampaloni/WBES-FaceEmbedding/datasets/REMESH/npz_data_topo_500_withops", "device": "cuda", "dist_npz": "/equilibrium/lpampaloni/WBES-FaceEmbedding/face_embedding/gt_encdec/autoencoder/latent_analysis/gt_distance_matrix/normalized_matrix_distances.npz", "dropout": 0.1, "eig_k": 300, "epochs": 120, "eps": 1e-08, "eval_every": 2, "eval_mode": "average", "grad_clip": 1.0, "init_checkpoint": "", "k_spec": 0, "lambda_id": 0.25, "lambda_mesh": 1.0, "lambda_rank": 0.5, "lambda_smooth": 0.01, "lambda_subject": 1.0, "lambda_teacher": 0.0, "latent_dim": 256, "log_spec": false, "lr": 0.0001, "max_meshes_per_subject_eval": 6, "max_meshes_per_subject_train": 6, "max_subjects_eval_train": 16, "model": "xyz_dn", "n_blocks": 4, "n_hks": 0, "n_sigma_eval": 6, "n_wks": 0, "noise_mode_weights": "translation=4,rotation=2,jitter=1", "noise_modes": "translation,rotation,jitter", "outlier_frac": 0.02, "outlier_scale": 6.0, "p_noise": 0.6, "pool_mode": "meanmax", "preload_eval_samples_train": true, "preload_eval_workers_train": 2, "rank_hard_frac": 0.7, "rank_margin": 0.05, "rank_pairs": 1024, "rank_tau": 0.02, "rigid_rot_deg": 12.0, "rigid_rot_deg_min": 0.5, "rigid_trans_scale": 0.03, "rigid_trans_scale_min": 0.001, "runs_root": "/equilibrium/lpampaloni/WBES-FaceEmbedding/face_embedding/gt_encdec/remeshing/intrinsic/newdata/dn_mixed_topology_v1", "save_every": 5, "seed": 1234, "sigma_max": 0.02, "sigma_max_eval": 0.1, "sigma_min": 0.0005, "sigma_min_eval": 0.001, "teacher_checkpoint": "", "train_latent_noise": true, "train_level": "mixed", "train_pair_mode": "cross_topology", "use_id_loss": true, "use_smooth_loss": false, "use_spectrum": true, "use_xyz": true, "weight_decay": 1e-06, "width": 128, "xyz_feature_dropout": 0.0 }, "fingerprint": { "batch_subjects": 5, "dropout": 0.1, "eig_k": 300, "epochs": 120, "eval_mode": "average", "init_checkpoint": "", "k_spec": 0, "lambda_id": 0.25, "lambda_mesh": 1.0, "lambda_rank": 0.5, "lambda_smooth": 0.01, "lambda_subject": 1.0, "lambda_teacher": 0.0, "latent_dim": 256, "log_spec": false, "lr": 0.0001, "max_meshes_per_subject_eval": 6, "max_meshes_per_subject_train": 6, "max_subjects_eval_train": 16, "model": "xyz_dn", "n_blocks": 4, "n_hks": 0, "n_sigma_eval": 6, "n_wks": 0, "noise_mode_probs": { "jitter": 0.14285714285714285, "rotation": 0.2857142857142857, "translation": 0.5714285714285714 }, "noise_modes": [ "translation", "rotation", "jitter" ], "outlier_frac": 0.02, "outlier_scale": 6.0, "p_noise": 0.6, "pool_mode": "meanmax", "preload_eval_samples_train": true, "preload_eval_workers_train": 2, "rank_hard_frac": 0.7, "rank_margin": 0.05, "rank_pairs": 1024, "rank_tau": 0.02, "rigid_rot_deg": 12.0, "rigid_rot_deg_min": 0.5, "rigid_trans_scale": 0.03, "rigid_trans_scale_min": 0.001, "seed": 1234, "sigma_max": 0.02, "sigma_max_eval": 0.1, "sigma_min": 0.0005, "sigma_min_eval": 0.001, "teacher_checkpoint": "", "train_latent_noise": true, "train_level": "mixed", "train_pair_mode": "cross_topology", "use_id_loss": true, "use_smooth_loss": false, "use_spectrum": true, "use_xyz": true, "weight_decay": 1e-06, "width": 128, "xyz_feature_dropout": 0.0 }, "noise_modes": [ "translation", "rotation", "jitter" ] }