diff --git "a/singleenc_pool_meta_clean.train.log" "b/singleenc_pool_meta_clean.train.log"
new file mode 100644--- /dev/null
+++ "b/singleenc_pool_meta_clean.train.log"
@@ -0,0 +1,104 @@
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+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: freeze, epochs=8, encoders_trainable=False
+
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freeze epoch 001: train_loss=1.3014 val_loss=1.1856 train_bal_acc=0.1854 train_f1=0.1815 val_acc=0.5992 val_bal_acc=0.2386 val_f1=0.2250 val_dice=0.2250 val_top3=0.8712 selected=raw
+Saved best raw: f1_macro=0.2250
+Saved best checkpoint: phase=freeze epoch=001 best_f1_macro=0.2250 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/best.pt
+Saved last checkpoint: phase=freeze epoch=001 f1_macro=0.2250 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt
+
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freeze epoch 002: train_loss=1.0859 val_loss=1.0815 train_bal_acc=0.2532 train_f1=0.2570 val_acc=0.6460 val_bal_acc=0.2829 val_f1=0.2773 val_dice=0.2773 val_top3=0.9046 selected=raw
+Saved best raw: f1_macro=0.2773
+Saved best checkpoint: phase=freeze epoch=002 best_f1_macro=0.2773 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/best.pt
+Saved last checkpoint: phase=freeze epoch=002 f1_macro=0.2773 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt
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freeze epoch 003: train_loss=1.0214 val_loss=1.0095 train_bal_acc=0.2880 train_f1=0.3041 val_acc=0.6746 val_bal_acc=0.2835 val_f1=0.2901 val_dice=0.2901 val_top3=0.9132 selected=raw
+Saved best raw: f1_macro=0.2901
+Saved best checkpoint: phase=freeze epoch=003 best_f1_macro=0.2901 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/best.pt
+Saved last checkpoint: phase=freeze epoch=003 f1_macro=0.2901 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt
+
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freeze epoch 004: train_loss=0.9704 val_loss=1.0273 train_bal_acc=0.3178 train_f1=0.3399 val_acc=0.6765 val_bal_acc=0.2768 val_f1=0.2895 val_dice=0.2895 val_top3=0.9132 selected=raw
+Saved last checkpoint: phase=freeze epoch=004 f1_macro=0.2895 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt
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freeze epoch 005: train_loss=0.9105 val_loss=0.9722 train_bal_acc=0.3402 train_f1=0.3645 val_acc=0.6870 val_bal_acc=0.3130 val_f1=0.3250 val_dice=0.3250 val_top3=0.9198 selected=raw
+Saved best raw: f1_macro=0.3250
+Saved best checkpoint: phase=freeze epoch=005 best_f1_macro=0.3250 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/best.pt
+Saved last checkpoint: phase=freeze epoch=005 f1_macro=0.3250 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt
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freeze epoch 006: train_loss=0.8945 val_loss=0.9697 train_bal_acc=0.3538 train_f1=0.3833 val_acc=0.6746 val_bal_acc=0.3081 val_f1=0.3173 val_dice=0.3173 val_top3=0.9208 selected=raw
+Saved last checkpoint: phase=freeze epoch=006 f1_macro=0.3173 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt
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freeze epoch 007: train_loss=0.8761 val_loss=0.9428 train_bal_acc=0.3759 train_f1=0.4165 val_acc=0.6832 val_bal_acc=0.3345 val_f1=0.3519 val_dice=0.3519 val_top3=0.9237 selected=raw
+Saved best raw: f1_macro=0.3519
+Saved best checkpoint: phase=freeze epoch=007 best_f1_macro=0.3519 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/best.pt
+Saved last checkpoint: phase=freeze epoch=007 f1_macro=0.3519 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt
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freeze epoch 008: train_loss=0.8270 val_loss=0.9849 train_bal_acc=0.4031 train_f1=0.4482 val_acc=0.6737 val_bal_acc=0.3419 val_f1=0.3618 val_dice=0.3618 val_top3=0.9256 selected=raw
+Saved best raw: f1_macro=0.3618
+Saved best checkpoint: phase=freeze epoch=008 best_f1_macro=0.3618 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/best.pt
+Saved last checkpoint: phase=freeze epoch=008 f1_macro=0.3618 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt
+
+Phase: finetune, epochs=40, encoders_trainable=True
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finetune epoch 009: train_loss=0.8008 val_loss=0.9530 train_bal_acc=0.4386 train_f1=0.4827 val_acc=0.6813 val_bal_acc=0.3678 val_f1=0.3889 val_dice=0.3889 val_top3=0.9303 selected=raw
+Saved best raw: f1_macro=0.3889
+Saved best checkpoint: phase=finetune epoch=009 best_f1_macro=0.3889 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/best.pt
+Saved last checkpoint: phase=finetune epoch=009 f1_macro=0.3889 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt
+
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finetune epoch 010: train_loss=0.7826 val_loss=0.9258 train_bal_acc=0.4531 train_f1=0.4900 val_acc=0.6966 val_bal_acc=0.3792 val_f1=0.4082 val_dice=0.4082 val_top3=0.9323 selected=raw
+Saved best raw: f1_macro=0.4082
+Saved best checkpoint: phase=finetune epoch=010 best_f1_macro=0.4082 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/best.pt
+Saved last checkpoint: phase=finetune epoch=010 f1_macro=0.4082 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt
+
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finetune epoch 011: train_loss=0.7231 val_loss=0.9677 train_bal_acc=0.4825 train_f1=0.5227 val_acc=0.6947 val_bal_acc=0.3813 val_f1=0.4106 val_dice=0.4106 val_top3=0.9208 selected=raw
+Saved best raw: f1_macro=0.4106
+Saved best checkpoint: phase=finetune epoch=011 best_f1_macro=0.4106 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/best.pt
+Saved last checkpoint: phase=finetune epoch=011 f1_macro=0.4106 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt
+
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finetune epoch 012: train_loss=0.6877 val_loss=0.9825 train_bal_acc=0.5373 train_f1=0.5845 val_acc=0.6880 val_bal_acc=0.3781 val_f1=0.3975 val_dice=0.3975 val_top3=0.9246 selected=raw
+Saved last checkpoint: phase=finetune epoch=012 f1_macro=0.3975 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt
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finetune epoch 013: train_loss=0.6406 val_loss=0.9709 train_bal_acc=0.5417 train_f1=0.5887 val_acc=0.7052 val_bal_acc=0.3778 val_f1=0.3995 val_dice=0.3995 val_top3=0.9218 selected=raw
+Saved last checkpoint: phase=finetune epoch=013 f1_macro=0.3995 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt
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finetune epoch 014: train_loss=0.6266 val_loss=0.9641 train_bal_acc=0.5540 train_f1=0.5941 val_acc=0.7013 val_bal_acc=0.3624 val_f1=0.3899 val_dice=0.3899 val_top3=0.9332 selected=raw
+Saved last checkpoint: phase=finetune epoch=014 f1_macro=0.3899 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt
+
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finetune epoch 015: train_loss=0.5436 val_loss=0.9523 train_bal_acc=0.6116 train_f1=0.6559 val_acc=0.6994 val_bal_acc=0.3836 val_f1=0.4052 val_dice=0.4052 val_top3=0.9303 selected=raw
+Saved last checkpoint: phase=finetune epoch=015 f1_macro=0.4052 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt
+
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finetune epoch 016: train_loss=0.5410 val_loss=0.9374 train_bal_acc=0.6077 train_f1=0.6468 val_acc=0.7004 val_bal_acc=0.3870 val_f1=0.4026 val_dice=0.4026 val_top3=0.9294 selected=raw
+Saved last checkpoint: phase=finetune epoch=016 f1_macro=0.4026 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt
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finetune epoch 017: train_loss=0.5168 val_loss=0.9803 train_bal_acc=0.6193 train_f1=0.6656 val_acc=0.7090 val_bal_acc=0.3947 val_f1=0.4149 val_dice=0.4149 val_top3=0.9265 selected=raw
+Saved best raw: f1_macro=0.4149
+Saved best checkpoint: phase=finetune epoch=017 best_f1_macro=0.4149 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/best.pt
+Saved last checkpoint: phase=finetune epoch=017 f1_macro=0.4149 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt
+
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finetune epoch 018: train_loss=0.5152 val_loss=1.0020 train_bal_acc=0.6259 train_f1=0.6697 val_acc=0.7042 val_bal_acc=0.4060 val_f1=0.4167 val_dice=0.4167 val_top3=0.9399 selected=raw
+Saved best raw: f1_macro=0.4167
+Saved best checkpoint: phase=finetune epoch=018 best_f1_macro=0.4167 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/best.pt
+Saved last checkpoint: phase=finetune epoch=018 f1_macro=0.4167 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt
+
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finetune epoch 019: train_loss=0.4976 val_loss=1.0023 train_bal_acc=0.6282 train_f1=0.6706 val_acc=0.7099 val_bal_acc=0.4105 val_f1=0.4195 val_dice=0.4195 val_top3=0.9323 selected=raw
+Saved best raw: f1_macro=0.4195
+Saved best checkpoint: phase=finetune epoch=019 best_f1_macro=0.4195 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/best.pt
+Saved last checkpoint: phase=finetune epoch=019 f1_macro=0.4195 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt
+
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finetune epoch 020: train_loss=0.4861 val_loss=0.9718 train_bal_acc=0.6497 train_f1=0.6889 val_acc=0.7099 val_bal_acc=0.3934 val_f1=0.4177 val_dice=0.4177 val_top3=0.9399 selected=raw
+Saved last checkpoint: phase=finetune epoch=020 f1_macro=0.4177 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt
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finetune epoch 021: train_loss=0.4818 val_loss=1.0013 train_bal_acc=0.6767 train_f1=0.7167 val_acc=0.7137 val_bal_acc=0.3866 val_f1=0.4070 val_dice=0.4070 val_top3=0.9351 selected=raw
+Saved last checkpoint: phase=finetune epoch=021 f1_macro=0.4070 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt
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finetune epoch 022: train_loss=0.4710 val_loss=1.0262 train_bal_acc=0.6673 train_f1=0.7020 val_acc=0.7071 val_bal_acc=0.4058 val_f1=0.4310 val_dice=0.4310 val_top3=0.9323 selected=raw
+Saved best raw: f1_macro=0.4310
+Saved best checkpoint: phase=finetune epoch=022 best_f1_macro=0.4310 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/best.pt
+Saved last checkpoint: phase=finetune epoch=022 f1_macro=0.4310 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt
+
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finetune epoch 023: train_loss=0.4685 val_loss=0.9980 train_bal_acc=0.6476 train_f1=0.6936 val_acc=0.7128 val_bal_acc=0.4150 val_f1=0.4353 val_dice=0.4353 val_top3=0.9361 selected=raw
+Saved best raw: f1_macro=0.4353
+Saved best checkpoint: phase=finetune epoch=023 best_f1_macro=0.4353 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/best.pt
+Saved last checkpoint: phase=finetune epoch=023 f1_macro=0.4353 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt
+
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finetune epoch 024: train_loss=0.4670 val_loss=1.0724 train_bal_acc=0.6667 train_f1=0.7029 val_acc=0.7156 val_bal_acc=0.3918 val_f1=0.4111 val_dice=0.4111 val_top3=0.9323 selected=raw
+Saved last checkpoint: phase=finetune epoch=024 f1_macro=0.4111 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt
+
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finetune epoch 025: train_loss=0.4313 val_loss=1.0128 train_bal_acc=0.6703 train_f1=0.7080 val_acc=0.7042 val_bal_acc=0.3958 val_f1=0.4199 val_dice=0.4199 val_top3=0.9332 selected=raw
+Saved last checkpoint: phase=finetune epoch=025 f1_macro=0.4199 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt
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finetune epoch 026: train_loss=0.4348 val_loss=1.0458 train_bal_acc=0.7059 train_f1=0.7540 val_acc=0.7166 val_bal_acc=0.3880 val_f1=0.4177 val_dice=0.4177 val_top3=0.9313 selected=raw
+Saved last checkpoint: phase=finetune epoch=026 f1_macro=0.4177 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt
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finetune epoch 027: train_loss=0.4315 val_loss=1.0546 train_bal_acc=0.6863 train_f1=0.7395 val_acc=0.7166 val_bal_acc=0.3829 val_f1=0.4048 val_dice=0.4048 val_top3=0.9313 selected=raw
+Saved last checkpoint: phase=finetune epoch=027 f1_macro=0.4048 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt
+
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finetune epoch 028: train_loss=0.4139 val_loss=1.0339 train_bal_acc=0.7069 train_f1=0.7271 val_acc=0.7109 val_bal_acc=0.3990 val_f1=0.4208 val_dice=0.4208 val_top3=0.9351 selected=raw
+Saved last checkpoint: phase=finetune epoch=028 f1_macro=0.4208 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt
+
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finetune epoch 029: train_loss=0.4210 val_loss=1.0147 train_bal_acc=0.6989 train_f1=0.7300 val_acc=0.7080 val_bal_acc=0.4075 val_f1=0.4275 val_dice=0.4275 val_top3=0.9313 selected=raw
+Saved last checkpoint: phase=finetune epoch=029 f1_macro=0.4275 path=/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/last.pt
+Early stopping finetune at epoch 29
+Selected deployment variant=raw from best_raw.pt, temperature=1.0000
+Done: best_val_f1_macro=0.4353, val_acc=0.7128, balanced_acc=0.4150, f1_macro=0.4353, top3=0.9361, auc_macro=0.9120777303344489