afem/outlook/logs/correction_4581.out

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Teacher-Mark Binary Classifier Training
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Data dir: outlook/data_correction
Device: cuda
Epochs: 100
Batch size: 1
LR: 0.001
Latent dim: 64
MP steps: 3
Checkpoint: outlook/ckpt/correction.pt
Log: /public/home/dxw/Codes/afem/outlook/ckpt/correction_train_log.json
Loading dataset...
Found 1998 files across 100 samples
Train samples: 80 Val samples: 20
Train: 1598 graphs, 2203757 nodes, 65355 positive (3.0%)
Val: 400 graphs, 513740 nodes, 15208 positive (3.0%)
Loaded in 5.7s
Training...
Epoch 0 | train=0.9876 val=0.9234 | auc=0.8342 topk=0.216 phys=0.120 lr=1.00e-03
Epoch 10 | train=0.7189 val=0.7505 | auc=0.8856 topk=0.307 phys=0.120 lr=1.00e-03
Epoch 20 | train=0.6477 val=0.7192 | auc=0.8954 topk=0.312 phys=0.120 lr=1.00e-03
Epoch 30 | train=0.6108 val=0.7108 | auc=0.9025 topk=0.342 phys=0.120 lr=1.00e-03
Epoch 40 | train=0.5436 val=0.7289 | auc=0.9107 topk=0.357 phys=0.120 lr=5.00e-04