singleenc_pool_nometa_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_nometa_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=True, 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: freeze, epochs=8, encoders_trainable=False

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freeze epoch 001: train_loss=1.3414 val_loss=1.2514 train_bal_acc=0.1760 train_f1=0.1710 val_acc=0.5792 val_bal_acc=0.2108 val_f1=0.2012 val_dice=0.2012 val_top3=0.8445 selected=raw
Saved best raw: f1_macro=0.2012
Saved best checkpoint: phase=freeze epoch=001 best_f1_macro=0.2012 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/best.pt
Saved last checkpoint: phase=freeze epoch=001 f1_macro=0.2012 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/last.pt

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freeze epoch 002: train_loss=1.1398 val_loss=1.1443 train_bal_acc=0.2427 train_f1=0.2524 val_acc=0.6193 val_bal_acc=0.2520 val_f1=0.2376 val_dice=0.2376 val_top3=0.8874 selected=raw
Saved best raw: f1_macro=0.2376
Saved best checkpoint: phase=freeze epoch=002 best_f1_macro=0.2376 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/best.pt
Saved last checkpoint: phase=freeze epoch=002 f1_macro=0.2376 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/last.pt

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freeze epoch 003: train_loss=1.0949 val_loss=1.0791 train_bal_acc=0.2721 train_f1=0.2866 val_acc=0.6326 val_bal_acc=0.2615 val_f1=0.2673 val_dice=0.2673 val_top3=0.8950 selected=raw
Saved best raw: f1_macro=0.2673
Saved best checkpoint: phase=freeze epoch=003 best_f1_macro=0.2673 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/best.pt
Saved last checkpoint: phase=freeze epoch=003 f1_macro=0.2673 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/last.pt

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freeze epoch 004: train_loss=1.0560 val_loss=1.0803 train_bal_acc=0.2925 train_f1=0.3087 val_acc=0.6355 val_bal_acc=0.2526 val_f1=0.2642 val_dice=0.2642 val_top3=0.8874 selected=raw
Saved last checkpoint: phase=freeze epoch=004 f1_macro=0.2642 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/last.pt

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freeze epoch 005: train_loss=1.0175 val_loss=1.0744 train_bal_acc=0.3106 train_f1=0.3293 val_acc=0.6498 val_bal_acc=0.2974 val_f1=0.3086 val_dice=0.3086 val_top3=0.8874 selected=raw
Saved best raw: f1_macro=0.3086
Saved best checkpoint: phase=freeze epoch=005 best_f1_macro=0.3086 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/best.pt
Saved last checkpoint: phase=freeze epoch=005 f1_macro=0.3086 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/last.pt

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freeze epoch 006: train_loss=0.9900 val_loss=1.0626 train_bal_acc=0.3128 train_f1=0.3329 val_acc=0.6489 val_bal_acc=0.2878 val_f1=0.3017 val_dice=0.3017 val_top3=0.9046 selected=raw
Saved last checkpoint: phase=freeze epoch=006 f1_macro=0.3017 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/last.pt

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freeze epoch 007: train_loss=0.9757 val_loss=1.0466 train_bal_acc=0.3222 train_f1=0.3469 val_acc=0.6555 val_bal_acc=0.2864 val_f1=0.3009 val_dice=0.3009 val_top3=0.8998 selected=raw
Saved last checkpoint: phase=freeze epoch=007 f1_macro=0.3009 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/last.pt

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freeze epoch 008: train_loss=0.9342 val_loss=1.1053 train_bal_acc=0.3575 train_f1=0.3949 val_acc=0.6307 val_bal_acc=0.2867 val_f1=0.2955 val_dice=0.2955 val_top3=0.8950 selected=raw
Saved last checkpoint: phase=freeze epoch=008 f1_macro=0.2955 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/last.pt

Phase: finetune, epochs=40, encoders_trainable=True

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finetune epoch 009: train_loss=0.9295 val_loss=1.0525 train_bal_acc=0.3648 train_f1=0.3976 val_acc=0.6479 val_bal_acc=0.3168 val_f1=0.3296 val_dice=0.3296 val_top3=0.9017 selected=raw
Saved best raw: f1_macro=0.3296
Saved best checkpoint: phase=finetune epoch=009 best_f1_macro=0.3296 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/best.pt
Saved last checkpoint: phase=finetune epoch=009 f1_macro=0.3296 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/last.pt

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finetune epoch 010: train_loss=0.8661 val_loss=0.9974 train_bal_acc=0.3915 train_f1=0.4248 val_acc=0.6746 val_bal_acc=0.3514 val_f1=0.3588 val_dice=0.3588 val_top3=0.9084 selected=raw
Saved best raw: f1_macro=0.3588
Saved best checkpoint: phase=finetune epoch=010 best_f1_macro=0.3588 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/best.pt
Saved last checkpoint: phase=finetune epoch=010 f1_macro=0.3588 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/last.pt

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finetune epoch 011: train_loss=0.8070 val_loss=1.0406 train_bal_acc=0.4307 train_f1=0.4694 val_acc=0.6708 val_bal_acc=0.3096 val_f1=0.3472 val_dice=0.3472 val_top3=0.9122 selected=raw
Saved last checkpoint: phase=finetune epoch=011 f1_macro=0.3472 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/last.pt

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finetune epoch 012: train_loss=0.7592 val_loss=1.0644 train_bal_acc=0.4882 train_f1=0.5416 val_acc=0.6632 val_bal_acc=0.3271 val_f1=0.3506 val_dice=0.3506 val_top3=0.9084 selected=raw
Saved last checkpoint: phase=finetune epoch=012 f1_macro=0.3506 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/last.pt

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finetune epoch 013: train_loss=0.7147 val_loss=1.0975 train_bal_acc=0.4819 train_f1=0.5251 val_acc=0.6689 val_bal_acc=0.3215 val_f1=0.3413 val_dice=0.3413 val_top3=0.9084 selected=raw
Saved last checkpoint: phase=finetune epoch=013 f1_macro=0.3413 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/last.pt

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finetune epoch 014: train_loss=0.6527 val_loss=1.0237 train_bal_acc=0.5313 train_f1=0.5716 val_acc=0.6823 val_bal_acc=0.3659 val_f1=0.3824 val_dice=0.3824 val_top3=0.9132 selected=raw
Saved best raw: f1_macro=0.3824
Saved best checkpoint: phase=finetune epoch=014 best_f1_macro=0.3824 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/best.pt
Saved last checkpoint: phase=finetune epoch=014 f1_macro=0.3824 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/last.pt

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finetune epoch 015: train_loss=0.6283 val_loss=0.9950 train_bal_acc=0.5510 train_f1=0.6002 val_acc=0.6889 val_bal_acc=0.3392 val_f1=0.3645 val_dice=0.3645 val_top3=0.9275 selected=raw
Saved last checkpoint: phase=finetune epoch=015 f1_macro=0.3645 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/last.pt

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finetune epoch 016: train_loss=0.6275 val_loss=1.0078 train_bal_acc=0.5431 train_f1=0.5883 val_acc=0.6870 val_bal_acc=0.3715 val_f1=0.3912 val_dice=0.3912 val_top3=0.9122 selected=raw
Saved best raw: f1_macro=0.3912
Saved best checkpoint: phase=finetune epoch=016 best_f1_macro=0.3912 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/best.pt
Saved last checkpoint: phase=finetune epoch=016 f1_macro=0.3912 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/last.pt

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finetune epoch 017: train_loss=0.6069 val_loss=1.0574 train_bal_acc=0.5436 train_f1=0.5905 val_acc=0.6737 val_bal_acc=0.3795 val_f1=0.3959 val_dice=0.3959 val_top3=0.9113 selected=raw
Saved best raw: f1_macro=0.3959
Saved best checkpoint: phase=finetune epoch=017 best_f1_macro=0.3959 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/best.pt
Saved last checkpoint: phase=finetune epoch=017 f1_macro=0.3959 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/last.pt

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finetune epoch 018: train_loss=0.6117 val_loss=1.0931 train_bal_acc=0.5593 train_f1=0.6100 val_acc=0.6765 val_bal_acc=0.3680 val_f1=0.3790 val_dice=0.3790 val_top3=0.8922 selected=raw
Saved last checkpoint: phase=finetune epoch=018 f1_macro=0.3790 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/last.pt

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finetune epoch 019: train_loss=0.5713 val_loss=1.0611 train_bal_acc=0.5843 train_f1=0.6289 val_acc=0.6870 val_bal_acc=0.3658 val_f1=0.3738 val_dice=0.3738 val_top3=0.9055 selected=raw
Saved last checkpoint: phase=finetune epoch=019 f1_macro=0.3738 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/last.pt

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finetune epoch 020: train_loss=0.5849 val_loss=1.0369 train_bal_acc=0.5977 train_f1=0.6354 val_acc=0.6889 val_bal_acc=0.3573 val_f1=0.3788 val_dice=0.3788 val_top3=0.9198 selected=raw
Saved last checkpoint: phase=finetune epoch=020 f1_macro=0.3788 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/last.pt

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finetune epoch 021: train_loss=0.5746 val_loss=1.0619 train_bal_acc=0.6074 train_f1=0.6476 val_acc=0.6880 val_bal_acc=0.3618 val_f1=0.3762 val_dice=0.3762 val_top3=0.9170 selected=raw
Saved last checkpoint: phase=finetune epoch=021 f1_macro=0.3762 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/last.pt

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finetune epoch 022: train_loss=0.5663 val_loss=1.0613 train_bal_acc=0.5878 train_f1=0.6390 val_acc=0.6794 val_bal_acc=0.3653 val_f1=0.3755 val_dice=0.3755 val_top3=0.9055 selected=raw
Saved last checkpoint: phase=finetune epoch=022 f1_macro=0.3755 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/last.pt

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finetune epoch 023: train_loss=0.5712 val_loss=1.0439 train_bal_acc=0.5824 train_f1=0.6259 val_acc=0.6803 val_bal_acc=0.3585 val_f1=0.3755 val_dice=0.3755 val_top3=0.9170 selected=raw
Saved last checkpoint: phase=finetune epoch=023 f1_macro=0.3755 path=/marimo/single_encoder_split_runs/singleenc_pool_nometa_clean/last.pt
Early stopping finetune at epoch 23
Selected deployment variant=raw from best_raw.pt, temperature=1.0000
Done: best_val_f1_macro=0.3959, val_acc=0.6737, balanced_acc=0.3795, f1_macro=0.3959, top3=0.9113, auc_macro=0.8654417583052901