./data/MUCAC/CelebAMask-HQ/CelebA-HQ-img
./data/MUCAC/CelebAMask-HQ/CelebA-HQ-img

📌 S Retain class distribution for seed 9:
Class 0: 5284
Class 1: 4210

📌 S Forget class distribution for seed 9:
Class 0: 527
Class 1: 527

📊 Updated class distribution:
Retain set:
  Class 0: 5284
  Class 1: 4210
Forget set:
  Class 0: 527
  Class 1: 527
./data/MUCAC/CelebAMask-HQ/CelebA-HQ-img
./data/MUCAC/CelebAMask-HQ/CelebA-HQ-img
finetune3
Epoch [0], last_lr: 0.02000, train_loss: 0.1390, val_loss: 0.2172, val_acc: 90.3186
Epoch [1], last_lr: 0.02000, train_loss: 0.1544, val_loss: 0.1534, val_acc: 92.8794
Epoch [2], last_lr: 0.02000, train_loss: 0.1419, val_loss: 0.2192, val_acc: 91.0539
Epoch [3], last_lr: 0.02000, train_loss: 0.1471, val_loss: 0.1359, val_acc: 94.5312
Epoch [4], last_lr: 0.02000, train_loss: 0.1334, val_loss: 0.1953, val_acc: 91.8811
Valid (Test) Dl:  2065
Train Dl:  10548
Retain Train Dl:  9494
Forget Train Dl:  1054
Retain Valid Dl:  9494
Forget Valid Dl:  1054
retain_prob Distribution: 2065 samples
test_prob Distribution: 2065 samples
forget_prob Distribution: 1054 samples
Set1 Distribution: 1054 samples
Set2 Distribution: 1054 samples
Set1 Distribution: 1054 samples
Set2 Distribution: 1054 samples
Set1 Distribution: 2065 samples
Set2 Distribution: 2065 samples
Set1 Distribution: 2065 samples
Set2 Distribution: 2065 samples
Test Accuracy: 91.88113403320312
Retain Accuracy: 91.60903930664062
Zero-Retain Forget (ZRF): 0.7932596802711487
Membership Inference Attack (MIA): 0.2884250474383302
Forget vs Retain Membership Inference Attack (MIA): 0.4928909952606635
Forget vs Test Membership Inference Attack (MIA): 0.533175355450237
Test vs Retain Membership Inference Attack (MIA): 0.5532687651331719
Train vs Test Membership Inference Attack (MIA): 0.5375302663438256
Forget Set Accuracy (Df): 90.61457824707031
Method Execution Time: 1806.29 seconds
