| { |
| "args": { |
| "data_dir": "/marimo/milk10k", |
| "dermoscopic_mask_dir": null, |
| "min_dermoscopic_mask_ratio": 0.01, |
| "clinical_checkpoint": "/marimo/ufes_backbone/best_tf_efficientnetv2_b2.pth", |
| "dermoscopic_checkpoint": "/marimo/ham10k_backbone/convnext_base/convnext_base_best.pt", |
| "resume_checkpoint": null, |
| "output_dir": "milk10k_effv2b2_convnext_lowrank_fixedlogit_f06_c015_d035_cecw_img384_splitmeta_c32_m64", |
| "freeze_epochs": 7, |
| "finetune_epochs": 15, |
| "train_all": true, |
| "batch_size": 8, |
| "image_size": 384, |
| "backbone": "tf_efficientnetv2_b2", |
| "clinical_backbone": "tf_efficientnetv2_b2", |
| "dermoscopic_backbone": "convnext_base", |
| "num_workers": 4, |
| "head_lr": 0.0001, |
| "encoder_lr": 1e-05, |
| "metadata_lr": null, |
| "metadata_fusion": "concat", |
| "metadata_encoder": "split", |
| "clinical_metadata_dim": 128, |
| "monet_metadata_dim": 256, |
| "metadata_branch_mode": "full", |
| "metadata_residual_weighting": false, |
| "disable_monet_metadata": false, |
| "image_fusion": "low_rank_bilinear", |
| "metadata_gate_hidden_dim": 64, |
| "disable_metadata": false, |
| "freeze_metadata_head": false, |
| "weight_decay": 0.0001, |
| "val_size": 0.2, |
| "synthetic_train_only": false, |
| "augmented_data_dir": null, |
| "augmented_max_per_class": 0, |
| "augmented_classes": [], |
| "zero_augmented_metadata": false, |
| "seed": 42, |
| "branch_dim": 512, |
| "metadata_dim": 64, |
| "classifier_hidden_dim": 512, |
| "classifier_style": "legacy", |
| "dropout": 0.3, |
| "branch_dropout_prob": 0.0, |
| "logit_fusion_mode": "fixed", |
| "fusion_logit_weight": 0.5, |
| "clinical_logit_weight": 0.15, |
| "dermoscopic_logit_weight": 0.35, |
| "aux_fusion_ce_weight": 0.0, |
| "aux_clinical_ce_weight": 0.0, |
| "aux_dermoscopic_ce_weight": 0.0, |
| "consistency_weight": 0.0, |
| "consistency_temperature": 2.0, |
| "consistency_teacher": "final", |
| "consistency_correct_only": false, |
| "class_weight": true, |
| "class_weight_scale": [], |
| "inf_aux": false, |
| "inf_aux_weight": 0.0, |
| "inf_aux_confusers": [ |
| "BCC", |
| "DF", |
| "AKIEC" |
| ], |
| "inf_aux_pos_weight": 2.0, |
| "inf_group_logit_weight": 0.0, |
| "inf_group_logit_confusers": [ |
| "BCC", |
| "DF", |
| "AKIEC" |
| ], |
| "inf_pairwise_margin_weight": 0.0, |
| "inf_pairwise_margin": 0.2, |
| "inf_pairwise_margin_confusers": [ |
| "BCC", |
| "DF", |
| "AKIEC" |
| ], |
| "weighted_sampler": false, |
| "sampler_power": 1.0, |
| "balance_mode": "none", |
| "balance_head_ratio": 2.0, |
| "balance_tail_floor": 100, |
| "balance_min_source_count": 20, |
| "loss": "ce", |
| "focal_gamma": 2.0, |
| "dice_weight": 0.3, |
| "f1_weight": 0.3, |
| "f1_ignore_classes": [], |
| "f1_class_weight": [], |
| "ldam_beta": 0.9999, |
| "ldam_max_margin": 0.5, |
| "ldam_drw_start_epoch": 0, |
| "ldam_alpha_max": 10.0, |
| "tail_num_classes": 4, |
| "k_folds": 1, |
| "amp": false, |
| "backbone_backend": "auto", |
| "imagenet_pretrained": false, |
| "selection_metric": "f1_macro", |
| "calibrate_bias": false, |
| "calibration_metric": "dice_macro", |
| "calibration_max_bias": 1.5, |
| "calibration_step": 0.25, |
| "calibration_passes": 3, |
| "patience": 6, |
| "tau": 0.0, |
| "lws_epochs": 0, |
| "lws_lr": 0.01, |
| "lws_sampler_power": 0.5, |
| "lws_min_scale": 0.75, |
| "lws_max_scale": 1.5, |
| "ema": false, |
| "ema_decay": 0.999, |
| "fit_temperature": false, |
| "clinical_backbone_explicit": true, |
| "dermoscopic_backbone_explicit": true |
| }, |
| "environment": { |
| "timestamp_utc": "2026-07-11T14:50:00.254178+00:00", |
| "cwd": "/marimo", |
| "command": [ |
| "/marimo/code/train_milk10k_effb2_dual_metadata.py", |
| "--data-dir", |
| "/marimo/milk10k", |
| "--train-all", |
| "--backbone", |
| "tf_efficientnetv2_b2", |
| "--clinical-backbone", |
| "tf_efficientnetv2_b2", |
| "--dermoscopic-backbone", |
| "convnext_base", |
| "--clinical-checkpoint", |
| "/marimo/ufes_backbone/best_tf_efficientnetv2_b2.pth", |
| "--dermoscopic-checkpoint", |
| "/marimo/ham10k_backbone/convnext_base/convnext_base_best.pt", |
| "--output-dir", |
| "milk10k_effv2b2_convnext_lowrank_fixedlogit_f06_c015_d035_cecw_img384_splitmeta_c32_m64", |
| "--freeze-epochs", |
| "7", |
| "--finetune-epochs", |
| "15", |
| "--batch-size", |
| "8", |
| "--image-size", |
| "384", |
| "--image-fusion", |
| "low_rank_bilinear", |
| "--metadata-fusion", |
| "concat", |
| "--metadata-encoder", |
| "split", |
| "--clinical-metadata-dim", |
| "128", |
| "--monet-metadata-dim", |
| "256", |
| "--metadata-branch-mode", |
| "full", |
| "--logit-fusion-mode", |
| "fixed", |
| "--fusion-logit-weight", |
| "0.5", |
| "--clinical-logit-weight", |
| "0.15", |
| "--dermoscopic-logit-weight", |
| "0.35", |
| "--loss", |
| "ce", |
| "--class-weight", |
| "--num-workers", |
| "4" |
| ], |
| "python": "3.13.11 (main, Feb 3 2026, 03:08:54) [GCC 14.2.0]", |
| "platform": "Linux-4.4.0-x86_64-with-glibc2.41", |
| "executable": "/tmp/uv-venv/bin/python", |
| "torch": { |
| "version": "2.11.0+cu130", |
| "cuda_available": true, |
| "cuda_device_count": 1, |
| "cuda_device_name": "NVIDIA RTX PRO 6000 Blackwell Server Edition" |
| }, |
| "git": { |
| "available": false |
| } |
| }, |
| "class_names": [ |
| "AKIEC", |
| "BCC", |
| "BEN_OTH", |
| "BKL", |
| "DF", |
| "INF", |
| "MAL_OTH", |
| "MEL", |
| "NV", |
| "SCCKA", |
| "VASC" |
| ], |
| "label_to_idx": { |
| "AKIEC": 0, |
| "BCC": 1, |
| "BEN_OTH": 2, |
| "BKL": 3, |
| "DF": 4, |
| "INF": 5, |
| "MAL_OTH": 6, |
| "MEL": 7, |
| "NV": 8, |
| "SCCKA": 9, |
| "VASC": 10 |
| }, |
| "metadata_spec": { |
| "sex_values": [ |
| "female", |
| "male", |
| "unknown" |
| ], |
| "site_values": [ |
| "foot", |
| "genital", |
| "hand", |
| "head_neck_face", |
| "lower_extremity", |
| "trunk", |
| "unknown", |
| "upper_extremity" |
| ], |
| "monet_columns": [ |
| "MONET_erythema", |
| "MONET_gel_water_drop_fluid_dermoscopy_liquid", |
| "MONET_hair", |
| "MONET_pigmented", |
| "MONET_skin_markings_pen_ink_purple_pen", |
| "MONET_ulceration_crust", |
| "MONET_vasculature_vessels" |
| ], |
| "monet_disabled": false |
| }, |
| "model_type": "DualEffB2MetadataClassifier", |
| "train_size": 5240, |
| "val_size": 0, |
| "fold": null, |
| "metadata_fusion": "concat", |
| "image_fusion": "low_rank_bilinear", |
| "clinical_backbone": "timm tf_efficientnetv2_b2", |
| "dermoscopic_backbone": "timm convnext_base", |
| "paths": { |
| "output_dir": "milk10k_effv2b2_convnext_lowrank_fixedlogit_f06_c015_d035_cecw_img384_splitmeta_c32_m64", |
| "data_dir": "/marimo/milk10k", |
| "dermoscopic_mask_dir": "None", |
| "clinical_checkpoint": "/marimo/ufes_backbone/best_tf_efficientnetv2_b2.pth", |
| "dermoscopic_checkpoint": "/marimo/ham10k_backbone/convnext_base/convnext_base_best.pt", |
| "resume_checkpoint": "None", |
| "augmented_data_dir": "None" |
| } |
| } |
