singleenc_canvas_meta_clean.train.log

One-encoder image fusion: using timm backbone initialized from ImageNet weights.
Data dir: /marimo/milk10k
Output dir: /marimo/single_encoder_split_runs/singleenc_canvas_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=single_encoder_canvas, 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=1.3138 val_loss=1.0629 train_bal_acc=0.2010 train_f1=0.1976 val_acc=0.6298 val_bal_acc=0.2659 val_f1=0.2556 val_dice=0.2556 val_top3=0.8979 selected=raw
Saved best raw: f1_macro=0.2556
Saved best checkpoint: phase=finetune epoch=001 best_f1_macro=0.2556 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/best.pt
Saved last checkpoint: phase=finetune epoch=001 f1_macro=0.2556 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/last.pt

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finetune epoch 002: train_loss=1.0290 val_loss=0.9917 train_bal_acc=0.2694 train_f1=0.2767 val_acc=0.6698 val_bal_acc=0.3027 val_f1=0.3010 val_dice=0.3010 val_top3=0.9151 selected=raw
Saved best raw: f1_macro=0.3010
Saved best checkpoint: phase=finetune epoch=002 best_f1_macro=0.3010 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/best.pt
Saved last checkpoint: phase=finetune epoch=002 f1_macro=0.3010 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/last.pt

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finetune epoch 003: train_loss=0.9339 val_loss=0.9249 train_bal_acc=0.3245 train_f1=0.3399 val_acc=0.6727 val_bal_acc=0.3196 val_f1=0.3170 val_dice=0.3170 val_top3=0.9237 selected=raw
Saved best raw: f1_macro=0.3170
Saved best checkpoint: phase=finetune epoch=003 best_f1_macro=0.3170 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/best.pt
Saved last checkpoint: phase=finetune epoch=003 f1_macro=0.3170 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/last.pt

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finetune epoch 004: train_loss=0.8646 val_loss=0.8935 train_bal_acc=0.3759 train_f1=0.3975 val_acc=0.6994 val_bal_acc=0.3411 val_f1=0.3452 val_dice=0.3452 val_top3=0.9342 selected=raw
Saved best raw: f1_macro=0.3452
Saved best checkpoint: phase=finetune epoch=004 best_f1_macro=0.3452 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/best.pt
Saved last checkpoint: phase=finetune epoch=004 f1_macro=0.3452 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/last.pt

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finetune epoch 005: train_loss=0.8104 val_loss=0.8877 train_bal_acc=0.4282 train_f1=0.4667 val_acc=0.7090 val_bal_acc=0.3621 val_f1=0.3698 val_dice=0.3698 val_top3=0.9303 selected=raw
Saved best raw: f1_macro=0.3698
Saved best checkpoint: phase=finetune epoch=005 best_f1_macro=0.3698 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/best.pt
Saved last checkpoint: phase=finetune epoch=005 f1_macro=0.3698 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/last.pt

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finetune epoch 006: train_loss=0.7607 val_loss=0.8767 train_bal_acc=0.4299 train_f1=0.4695 val_acc=0.7128 val_bal_acc=0.3837 val_f1=0.3964 val_dice=0.3964 val_top3=0.9332 selected=raw
Saved best raw: f1_macro=0.3964
Saved best checkpoint: phase=finetune epoch=006 best_f1_macro=0.3964 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/best.pt
Saved last checkpoint: phase=finetune epoch=006 f1_macro=0.3964 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/last.pt

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finetune epoch 007: train_loss=0.7267 val_loss=0.8668 train_bal_acc=0.4781 train_f1=0.5181 val_acc=0.7109 val_bal_acc=0.4047 val_f1=0.4219 val_dice=0.4219 val_top3=0.9447 selected=raw
Saved best raw: f1_macro=0.4219
Saved best checkpoint: phase=finetune epoch=007 best_f1_macro=0.4219 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/best.pt
Saved last checkpoint: phase=finetune epoch=007 f1_macro=0.4219 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/last.pt

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finetune epoch 008: train_loss=0.6745 val_loss=0.8703 train_bal_acc=0.5123 train_f1=0.5532 val_acc=0.7099 val_bal_acc=0.4281 val_f1=0.4332 val_dice=0.4332 val_top3=0.9418 selected=raw
Saved best raw: f1_macro=0.4332
Saved best checkpoint: phase=finetune epoch=008 best_f1_macro=0.4332 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/best.pt
Saved last checkpoint: phase=finetune epoch=008 f1_macro=0.4332 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/last.pt

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finetune epoch 009: train_loss=0.6513 val_loss=0.8774 train_bal_acc=0.5239 train_f1=0.5617 val_acc=0.7080 val_bal_acc=0.4437 val_f1=0.4500 val_dice=0.4500 val_top3=0.9332 selected=raw
Saved best raw: f1_macro=0.4500
Saved best checkpoint: phase=finetune epoch=009 best_f1_macro=0.4500 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/best.pt
Saved last checkpoint: phase=finetune epoch=009 f1_macro=0.4500 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/last.pt

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finetune epoch 010: train_loss=0.6007 val_loss=0.9000 train_bal_acc=0.5648 train_f1=0.6006 val_acc=0.7128 val_bal_acc=0.4267 val_f1=0.4403 val_dice=0.4403 val_top3=0.9408 selected=raw
Saved last checkpoint: phase=finetune epoch=010 f1_macro=0.4403 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/last.pt

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finetune epoch 011: train_loss=0.5764 val_loss=0.8841 train_bal_acc=0.5875 train_f1=0.6287 val_acc=0.7261 val_bal_acc=0.4501 val_f1=0.4628 val_dice=0.4628 val_top3=0.9294 selected=raw
Saved best raw: f1_macro=0.4628
Saved best checkpoint: phase=finetune epoch=011 best_f1_macro=0.4628 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/best.pt
Saved last checkpoint: phase=finetune epoch=011 f1_macro=0.4628 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/last.pt

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finetune epoch 012: train_loss=0.5471 val_loss=0.9009 train_bal_acc=0.6148 train_f1=0.6424 val_acc=0.7204 val_bal_acc=0.4389 val_f1=0.4539 val_dice=0.4539 val_top3=0.9447 selected=raw
Saved last checkpoint: phase=finetune epoch=012 f1_macro=0.4539 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/last.pt

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finetune epoch 013: train_loss=0.5172 val_loss=0.8928 train_bal_acc=0.6231 train_f1=0.6623 val_acc=0.7309 val_bal_acc=0.4329 val_f1=0.4547 val_dice=0.4547 val_top3=0.9427 selected=raw
Saved last checkpoint: phase=finetune epoch=013 f1_macro=0.4547 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/last.pt

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finetune epoch 014: train_loss=0.4981 val_loss=0.9116 train_bal_acc=0.6340 train_f1=0.6668 val_acc=0.7204 val_bal_acc=0.4195 val_f1=0.4370 val_dice=0.4370 val_top3=0.9427 selected=raw
Saved last checkpoint: phase=finetune epoch=014 f1_macro=0.4370 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/last.pt

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finetune epoch 015: train_loss=0.4223 val_loss=0.9281 train_bal_acc=0.6951 train_f1=0.7178 val_acc=0.7319 val_bal_acc=0.4408 val_f1=0.4641 val_dice=0.4641 val_top3=0.9418 selected=raw
Saved best raw: f1_macro=0.4641
Saved best checkpoint: phase=finetune epoch=015 best_f1_macro=0.4641 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/best.pt
Saved last checkpoint: phase=finetune epoch=015 f1_macro=0.4641 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/last.pt

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finetune epoch 016: train_loss=0.4211 val_loss=0.9425 train_bal_acc=0.6862 train_f1=0.7180 val_acc=0.7233 val_bal_acc=0.4299 val_f1=0.4520 val_dice=0.4520 val_top3=0.9361 selected=raw
Saved last checkpoint: phase=finetune epoch=016 f1_macro=0.4520 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/last.pt

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finetune epoch 017: train_loss=0.4117 val_loss=0.9487 train_bal_acc=0.6966 train_f1=0.7351 val_acc=0.7252 val_bal_acc=0.4418 val_f1=0.4553 val_dice=0.4553 val_top3=0.9399 selected=raw
Saved last checkpoint: phase=finetune epoch=017 f1_macro=0.4553 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/last.pt

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finetune epoch 018: train_loss=0.3942 val_loss=0.9564 train_bal_acc=0.7050 train_f1=0.7258 val_acc=0.7300 val_bal_acc=0.4334 val_f1=0.4545 val_dice=0.4545 val_top3=0.9408 selected=raw
Saved last checkpoint: phase=finetune epoch=018 f1_macro=0.4545 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/last.pt

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finetune epoch 019: train_loss=0.3846 val_loss=0.9623 train_bal_acc=0.6962 train_f1=0.7261 val_acc=0.7223 val_bal_acc=0.4393 val_f1=0.4484 val_dice=0.4484 val_top3=0.9323 selected=raw
Saved last checkpoint: phase=finetune epoch=019 f1_macro=0.4484 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/last.pt

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finetune epoch 020: train_loss=0.3971 val_loss=0.9594 train_bal_acc=0.7159 train_f1=0.7417 val_acc=0.7242 val_bal_acc=0.4278 val_f1=0.4521 val_dice=0.4521 val_top3=0.9437 selected=raw
Saved last checkpoint: phase=finetune epoch=020 f1_macro=0.4521 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/last.pt

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finetune epoch 021: train_loss=0.3818 val_loss=0.9517 train_bal_acc=0.7180 train_f1=0.7478 val_acc=0.7328 val_bal_acc=0.4447 val_f1=0.4763 val_dice=0.4763 val_top3=0.9399 selected=raw
Saved best raw: f1_macro=0.4763
Saved best checkpoint: phase=finetune epoch=021 best_f1_macro=0.4763 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/best.pt
Saved last checkpoint: phase=finetune epoch=021 f1_macro=0.4763 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/last.pt

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finetune epoch 022: train_loss=0.3854 val_loss=0.9757 train_bal_acc=0.6900 train_f1=0.7178 val_acc=0.7204 val_bal_acc=0.4410 val_f1=0.4523 val_dice=0.4523 val_top3=0.9361 selected=raw
Saved last checkpoint: phase=finetune epoch=022 f1_macro=0.4523 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/last.pt

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finetune epoch 023: train_loss=0.3888 val_loss=0.9629 train_bal_acc=0.7174 train_f1=0.7505 val_acc=0.7252 val_bal_acc=0.4360 val_f1=0.4572 val_dice=0.4572 val_top3=0.9380 selected=raw
Saved last checkpoint: phase=finetune epoch=023 f1_macro=0.4572 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/last.pt

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finetune epoch 024: train_loss=0.3732 val_loss=0.9735 train_bal_acc=0.7124 train_f1=0.7461 val_acc=0.7252 val_bal_acc=0.4289 val_f1=0.4446 val_dice=0.4446 val_top3=0.9380 selected=raw
Saved last checkpoint: phase=finetune epoch=024 f1_macro=0.4446 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/last.pt

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finetune epoch 025: train_loss=0.3718 val_loss=0.9753 train_bal_acc=0.7257 train_f1=0.7501 val_acc=0.7214 val_bal_acc=0.4410 val_f1=0.4507 val_dice=0.4507 val_top3=0.9437 selected=raw
Saved last checkpoint: phase=finetune epoch=025 f1_macro=0.4507 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/last.pt

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finetune epoch 026: train_loss=0.3603 val_loss=0.9690 train_bal_acc=0.7071 train_f1=0.7431 val_acc=0.7252 val_bal_acc=0.4445 val_f1=0.4661 val_dice=0.4661 val_top3=0.9380 selected=raw
Saved last checkpoint: phase=finetune epoch=026 f1_macro=0.4661 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/last.pt

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finetune epoch 027: train_loss=0.3747 val_loss=0.9744 train_bal_acc=0.7203 train_f1=0.7490 val_acc=0.7261 val_bal_acc=0.4349 val_f1=0.4643 val_dice=0.4643 val_top3=0.9418 selected=raw
Saved last checkpoint: phase=finetune epoch=027 f1_macro=0.4643 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_clean/last.pt
Early stopping finetune at epoch 27
Selected deployment variant=raw from best_raw.pt, temperature=1.0000
Done: best_val_f1_macro=0.4763, val_acc=0.7328, balanced_acc=0.4447, f1_macro=0.4763, top3=0.9399, auc_macro=0.90824548970492