singleenc_pool_meta_clean.train.log

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One-encoder image fusion: using timm backbone initialized from ImageNet weights.
Data dir: /marimo/milk10k
Output dir: /marimo/single_encoder_split_runs/singleenc_pool_meta_clean
Device: cuda
Classes: ['AKIEC', 'BCC', 'BEN_OTH', 'BKL', 'DF', 'INF', 'MAL_OTH', 'MEL', 'NV', 'SCCKA', 'VASC']
Paired lesions: train=4192, val=1048, total=5240
Metadata input dim: 27
MONET columns: 7
Metadata mode: disable_metadata=False, freeze_metadata_head=False, metadata_lr=None, metadata_fusion=concat, image_fusion=shared_encoder_pool, gate_hidden_dim=64
Loss: ce, class_weight=False, weighted_sampler=False, balance_mode=none

Phase: finetune, epochs=40, encoders_trainable=True

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finetune epoch 001: train_loss=1.2938 val_loss=1.1581 train_bal_acc=0.1883 train_f1=0.1862 val_acc=0.6107 val_bal_acc=0.2398 val_f1=0.2265 val_dice=0.2265 val_top3=0.8760 selected=raw
Saved best raw: f1_macro=0.2265
Saved best checkpoint: phase=finetune epoch=001 best_f1_macro=0.2265 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/best.pt
Saved last checkpoint: phase=finetune epoch=001 f1_macro=0.2265 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt

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finetune epoch 002: train_loss=1.0579 val_loss=1.0226 train_bal_acc=0.2644 train_f1=0.2707 val_acc=0.6679 val_bal_acc=0.3067 val_f1=0.3067 val_dice=0.3067 val_top3=0.9151 selected=raw
Saved best raw: f1_macro=0.3067
Saved best checkpoint: phase=finetune epoch=002 best_f1_macro=0.3067 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/best.pt
Saved last checkpoint: phase=finetune epoch=002 f1_macro=0.3067 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt

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finetune epoch 003: train_loss=0.9782 val_loss=0.9660 train_bal_acc=0.3129 train_f1=0.3289 val_acc=0.6794 val_bal_acc=0.3143 val_f1=0.3167 val_dice=0.3167 val_top3=0.9237 selected=raw
Saved best raw: f1_macro=0.3167
Saved best checkpoint: phase=finetune epoch=003 best_f1_macro=0.3167 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/best.pt
Saved last checkpoint: phase=finetune epoch=003 f1_macro=0.3167 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt

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finetune epoch 004: train_loss=0.9128 val_loss=0.9627 train_bal_acc=0.3654 train_f1=0.3949 val_acc=0.6947 val_bal_acc=0.3075 val_f1=0.3245 val_dice=0.3245 val_top3=0.9294 selected=raw
Saved best raw: f1_macro=0.3245
Saved best checkpoint: phase=finetune epoch=004 best_f1_macro=0.3245 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/best.pt
Saved last checkpoint: phase=finetune epoch=004 f1_macro=0.3245 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt

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finetune epoch 005: train_loss=0.8408 val_loss=0.9028 train_bal_acc=0.3966 train_f1=0.4360 val_acc=0.7023 val_bal_acc=0.3511 val_f1=0.3720 val_dice=0.3720 val_top3=0.9380 selected=raw
Saved best raw: f1_macro=0.3720
Saved best checkpoint: phase=finetune epoch=005 best_f1_macro=0.3720 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/best.pt
Saved last checkpoint: phase=finetune epoch=005 f1_macro=0.3720 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt

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finetune epoch 006: train_loss=0.8083 val_loss=0.9069 train_bal_acc=0.4230 train_f1=0.4591 val_acc=0.7004 val_bal_acc=0.3860 val_f1=0.4138 val_dice=0.4138 val_top3=0.9323 selected=raw
Saved best raw: f1_macro=0.4138
Saved best checkpoint: phase=finetune epoch=006 best_f1_macro=0.4138 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/best.pt
Saved last checkpoint: phase=finetune epoch=006 f1_macro=0.4138 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt

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finetune epoch 007: train_loss=0.7716 val_loss=0.8792 train_bal_acc=0.4408 train_f1=0.4845 val_acc=0.7109 val_bal_acc=0.4243 val_f1=0.4532 val_dice=0.4532 val_top3=0.9427 selected=raw
Saved best raw: f1_macro=0.4532
Saved best checkpoint: phase=finetune epoch=007 best_f1_macro=0.4532 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/best.pt
Saved last checkpoint: phase=finetune epoch=007 f1_macro=0.4532 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt

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finetune epoch 008: train_loss=0.6988 val_loss=0.9128 train_bal_acc=0.4858 train_f1=0.5288 val_acc=0.7023 val_bal_acc=0.3759 val_f1=0.4082 val_dice=0.4082 val_top3=0.9399 selected=raw
Saved last checkpoint: phase=finetune epoch=008 f1_macro=0.4082 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt

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finetune epoch 009: train_loss=0.6588 val_loss=0.9191 train_bal_acc=0.5109 train_f1=0.5558 val_acc=0.6956 val_bal_acc=0.3766 val_f1=0.4021 val_dice=0.4021 val_top3=0.9370 selected=raw
Saved last checkpoint: phase=finetune epoch=009 f1_macro=0.4021 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt

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finetune epoch 010: train_loss=0.6356 val_loss=0.9149 train_bal_acc=0.5289 train_f1=0.5681 val_acc=0.7156 val_bal_acc=0.4116 val_f1=0.4444 val_dice=0.4444 val_top3=0.9361 selected=raw
Saved last checkpoint: phase=finetune epoch=010 f1_macro=0.4444 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt

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finetune epoch 011: train_loss=0.5408 val_loss=0.8971 train_bal_acc=0.5800 train_f1=0.6208 val_acc=0.7137 val_bal_acc=0.4134 val_f1=0.4468 val_dice=0.4468 val_top3=0.9361 selected=raw
Saved last checkpoint: phase=finetune epoch=011 f1_macro=0.4468 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt

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finetune epoch 012: train_loss=0.5389 val_loss=0.9364 train_bal_acc=0.6268 train_f1=0.6676 val_acc=0.7204 val_bal_acc=0.4015 val_f1=0.4327 val_dice=0.4327 val_top3=0.9418 selected=raw
Saved last checkpoint: phase=finetune epoch=012 f1_macro=0.4327 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt

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finetune epoch 013: train_loss=0.5256 val_loss=0.9294 train_bal_acc=0.6049 train_f1=0.6548 val_acc=0.7242 val_bal_acc=0.4170 val_f1=0.4480 val_dice=0.4480 val_top3=0.9361 selected=raw
Saved last checkpoint: phase=finetune epoch=013 f1_macro=0.4480 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt
Early stopping finetune at epoch 13
Selected deployment variant=raw from best_raw.pt, temperature=1.0000
Done: best_val_f1_macro=0.4532, val_acc=0.7109, balanced_acc=0.4243, f1_macro=0.4532, top3=0.9427, auc_macro=0.9174702018794881