singleenc_canvas_meta_sampler05.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_sampler05
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=True, balance_mode=none

Phase: freeze, epochs=8, encoders_trainable=False

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freeze epoch 001: train_loss=1.6632 val_loss=1.2132 train_bal_acc=0.2614 train_f1=0.2580 val_acc=0.5878 val_bal_acc=0.3527 val_f1=0.3179 val_dice=0.3179 val_top3=0.8855 selected=raw
Saved best raw: f1_macro=0.3179
Saved best checkpoint: phase=freeze epoch=001 best_f1_macro=0.3179 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/best.pt
Saved last checkpoint: phase=freeze epoch=001 f1_macro=0.3179 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/last.pt

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freeze epoch 002: train_loss=1.3201 val_loss=1.1220 train_bal_acc=0.4185 train_f1=0.4381 val_acc=0.6050 val_bal_acc=0.3715 val_f1=0.3456 val_dice=0.3456 val_top3=0.8931 selected=raw
Saved best raw: f1_macro=0.3456
Saved best checkpoint: phase=freeze epoch=002 best_f1_macro=0.3456 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/best.pt
Saved last checkpoint: phase=freeze epoch=002 f1_macro=0.3456 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/last.pt

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freeze epoch 003: train_loss=1.1869 val_loss=1.0709 train_bal_acc=0.5075 train_f1=0.5304 val_acc=0.6250 val_bal_acc=0.3659 val_f1=0.3517 val_dice=0.3517 val_top3=0.8989 selected=raw
Saved best raw: f1_macro=0.3517
Saved best checkpoint: phase=freeze epoch=003 best_f1_macro=0.3517 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/best.pt
Saved last checkpoint: phase=freeze epoch=003 f1_macro=0.3517 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/last.pt

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freeze epoch 004: train_loss=1.1146 val_loss=1.0590 train_bal_acc=0.5732 train_f1=0.5970 val_acc=0.6193 val_bal_acc=0.4087 val_f1=0.3660 val_dice=0.3660 val_top3=0.9132 selected=raw
Saved best raw: f1_macro=0.3660
Saved best checkpoint: phase=freeze epoch=004 best_f1_macro=0.3660 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/best.pt
Saved last checkpoint: phase=freeze epoch=004 f1_macro=0.3660 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/last.pt

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freeze epoch 005: train_loss=1.0296 val_loss=1.0323 train_bal_acc=0.6306 train_f1=0.6482 val_acc=0.6431 val_bal_acc=0.4116 val_f1=0.3962 val_dice=0.3962 val_top3=0.9084 selected=raw
Saved best raw: f1_macro=0.3962
Saved best checkpoint: phase=freeze epoch=005 best_f1_macro=0.3962 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/best.pt
Saved last checkpoint: phase=freeze epoch=005 f1_macro=0.3962 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/last.pt

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freeze epoch 006: train_loss=0.9810 val_loss=1.0482 train_bal_acc=0.6467 train_f1=0.6622 val_acc=0.6422 val_bal_acc=0.4352 val_f1=0.4059 val_dice=0.4059 val_top3=0.9113 selected=raw
Saved best raw: f1_macro=0.4059
Saved best checkpoint: phase=freeze epoch=006 best_f1_macro=0.4059 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/best.pt
Saved last checkpoint: phase=freeze epoch=006 f1_macro=0.4059 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/last.pt

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freeze epoch 007: train_loss=0.9167 val_loss=1.0675 train_bal_acc=0.6851 train_f1=0.6992 val_acc=0.6212 val_bal_acc=0.4779 val_f1=0.4104 val_dice=0.4104 val_top3=0.9227 selected=raw
Saved best raw: f1_macro=0.4104
Saved best checkpoint: phase=freeze epoch=007 best_f1_macro=0.4104 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/best.pt
Saved last checkpoint: phase=freeze epoch=007 f1_macro=0.4104 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/last.pt

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freeze epoch 008: train_loss=0.8955 val_loss=1.0652 train_bal_acc=0.7046 train_f1=0.7107 val_acc=0.6155 val_bal_acc=0.4182 val_f1=0.3962 val_dice=0.3962 val_top3=0.9122 selected=raw
Saved last checkpoint: phase=freeze epoch=008 f1_macro=0.3962 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/last.pt

Phase: finetune, epochs=40, encoders_trainable=True

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finetune epoch 009: train_loss=0.8522 val_loss=1.0141 train_bal_acc=0.7196 train_f1=0.7219 val_acc=0.6527 val_bal_acc=0.4166 val_f1=0.4172 val_dice=0.4172 val_top3=0.9198 selected=raw
Saved best raw: f1_macro=0.4172
Saved best checkpoint: phase=finetune epoch=009 best_f1_macro=0.4172 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/best.pt
Saved last checkpoint: phase=finetune epoch=009 f1_macro=0.4172 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/last.pt

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finetune epoch 010: train_loss=0.7583 val_loss=0.9955 train_bal_acc=0.7690 train_f1=0.7706 val_acc=0.6689 val_bal_acc=0.4434 val_f1=0.4329 val_dice=0.4329 val_top3=0.9275 selected=raw
Saved best raw: f1_macro=0.4329
Saved best checkpoint: phase=finetune epoch=010 best_f1_macro=0.4329 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/best.pt
Saved last checkpoint: phase=finetune epoch=010 f1_macro=0.4329 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/last.pt

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finetune epoch 011: train_loss=0.7361 val_loss=1.0016 train_bal_acc=0.7716 train_f1=0.7772 val_acc=0.6546 val_bal_acc=0.4530 val_f1=0.4500 val_dice=0.4500 val_top3=0.9323 selected=raw
Saved best raw: f1_macro=0.4500
Saved best checkpoint: phase=finetune epoch=011 best_f1_macro=0.4500 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/best.pt
Saved last checkpoint: phase=finetune epoch=011 f1_macro=0.4500 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/last.pt

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finetune epoch 012: train_loss=0.6619 val_loss=0.9991 train_bal_acc=0.8027 train_f1=0.8037 val_acc=0.6574 val_bal_acc=0.4585 val_f1=0.4438 val_dice=0.4438 val_top3=0.9294 selected=raw
Saved last checkpoint: phase=finetune epoch=012 f1_macro=0.4438 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/last.pt

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finetune epoch 013: train_loss=0.6190 val_loss=1.0062 train_bal_acc=0.8132 train_f1=0.8165 val_acc=0.6851 val_bal_acc=0.4390 val_f1=0.4301 val_dice=0.4301 val_top3=0.9237 selected=raw
Saved last checkpoint: phase=finetune epoch=013 f1_macro=0.4301 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/last.pt

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finetune epoch 014: train_loss=0.5863 val_loss=1.0423 train_bal_acc=0.8301 train_f1=0.8351 val_acc=0.6641 val_bal_acc=0.4256 val_f1=0.4311 val_dice=0.4311 val_top3=0.9313 selected=raw
Saved last checkpoint: phase=finetune epoch=014 f1_macro=0.4311 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/last.pt

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finetune epoch 015: train_loss=0.5654 val_loss=0.9976 train_bal_acc=0.8371 train_f1=0.8369 val_acc=0.6775 val_bal_acc=0.4665 val_f1=0.4701 val_dice=0.4701 val_top3=0.9313 selected=raw
Saved best raw: f1_macro=0.4701
Saved best checkpoint: phase=finetune epoch=015 best_f1_macro=0.4701 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/best.pt
Saved last checkpoint: phase=finetune epoch=015 f1_macro=0.4701 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/last.pt

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finetune epoch 016: train_loss=0.5295 val_loss=0.9955 train_bal_acc=0.8395 train_f1=0.8428 val_acc=0.6803 val_bal_acc=0.4649 val_f1=0.4521 val_dice=0.4521 val_top3=0.9342 selected=raw
Saved last checkpoint: phase=finetune epoch=016 f1_macro=0.4521 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/last.pt

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finetune epoch 017: train_loss=0.5214 val_loss=1.0090 train_bal_acc=0.8486 train_f1=0.8481 val_acc=0.6689 val_bal_acc=0.4272 val_f1=0.4378 val_dice=0.4378 val_top3=0.9380 selected=raw
Saved last checkpoint: phase=finetune epoch=017 f1_macro=0.4378 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/last.pt

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finetune epoch 018: train_loss=0.4942 val_loss=0.9954 train_bal_acc=0.8583 train_f1=0.8629 val_acc=0.6813 val_bal_acc=0.4419 val_f1=0.4487 val_dice=0.4487 val_top3=0.9332 selected=raw
Saved last checkpoint: phase=finetune epoch=018 f1_macro=0.4487 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/last.pt

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finetune epoch 019: train_loss=0.5136 val_loss=1.0064 train_bal_acc=0.8607 train_f1=0.8595 val_acc=0.6584 val_bal_acc=0.4474 val_f1=0.4448 val_dice=0.4448 val_top3=0.9313 selected=raw
Saved last checkpoint: phase=finetune epoch=019 f1_macro=0.4448 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/last.pt

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finetune epoch 020: train_loss=0.4752 val_loss=1.0080 train_bal_acc=0.8638 train_f1=0.8669 val_acc=0.6756 val_bal_acc=0.4785 val_f1=0.4678 val_dice=0.4678 val_top3=0.9351 selected=raw
Saved last checkpoint: phase=finetune epoch=020 f1_macro=0.4678 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/last.pt

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finetune epoch 021: train_loss=0.4798 val_loss=0.9987 train_bal_acc=0.8639 train_f1=0.8639 val_acc=0.6641 val_bal_acc=0.4568 val_f1=0.4564 val_dice=0.4564 val_top3=0.9399 selected=raw
Saved last checkpoint: phase=finetune epoch=021 f1_macro=0.4564 path=/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05/last.pt
Early stopping finetune at epoch 21
Selected deployment variant=raw from best_raw.pt, temperature=1.0000
Done: best_val_f1_macro=0.4701, val_acc=0.6775, balanced_acc=0.4665, f1_macro=0.4701, top3=0.9313, auc_macro=0.9046510879118158