{ "args": { "data_dir": "/marimo/milk10k", "dermoscopic_mask_dir": null, "min_dermoscopic_mask_ratio": 0.01, "clinical_checkpoint": null, "dermoscopic_checkpoint": null, "resume_checkpoint": null, "output_dir": "/marimo/single_encoder_split_runs/singleenc_pool_meta_sampler05", "freeze_epochs": 8, "finetune_epochs": 40, "batch_size": 8, "image_size": 260, "backbone": "efficientnet_b2", "num_workers": 4, "head_lr": 0.0001, "encoder_lr": 1e-05, "metadata_lr": null, "metadata_fusion": "concat", "image_fusion": "shared_encoder_pool", "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": "simple", "dropout": 0.3, "logit_fusion_mode": "single", "fusion_logit_weight": 0.6, "clinical_logit_weight": 0.2, "dermoscopic_logit_weight": 0.2, "class_weight": false, "weighted_sampler": true, "sampler_power": 0.5, "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": true, "backbone_backend": "auto", "imagenet_pretrained": true, "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 }, "environment": { "timestamp_utc": "2026-06-23T01:00:23.156648+00:00", "cwd": "/marimo", "command": [ "/marimo/code/train_milk10k_effb2_dual_metadata.py", "--data-dir", "/marimo/milk10k", "--backbone", "efficientnet_b2", "--backbone-backend", "auto", "--metadata-fusion", "concat", "--classifier-style", "simple", "--logit-fusion-mode", "single", "--loss", "ce", "--freeze-epochs", "8", "--finetune-epochs", "40", "--batch-size", "8", "--image-size", "260", "--selection-metric", "f1_macro", "--patience", "6", "--num-workers", "4", "--seed", "42", "--amp", "--output-dir", "/marimo/single_encoder_split_runs/singleenc_pool_meta_sampler05", "--image-fusion", "shared_encoder_pool", "--weighted-sampler", "--sampler-power", "0.5" ], "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": "2.12.0+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" ] }, "model_type": "DualEffB2MetadataClassifier", "train_size": 4192, "val_size": 1048, "fold": null, "metadata_fusion": "concat", "image_fusion": "shared_encoder_pool", "clinical_backbone": "timm efficientnet_b2", "dermoscopic_backbone": "timm efficientnet_b2", "paths": { "output_dir": "/marimo/single_encoder_split_runs/singleenc_pool_meta_sampler05", "data_dir": "/marimo/milk10k", "dermoscopic_mask_dir": "None", "clinical_checkpoint": "None", "dermoscopic_checkpoint": "None", "resume_checkpoint": "None", "augmented_data_dir": "None" } }