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

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

📌 S Forget class distribution for seed 1:
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: 0.1400, val_loss: 0.1432, val_acc: 94.6181
Epoch [1], last_lr: 0.02000, train_loss: 0.1530, val_loss: 0.1769, val_acc: 92.9688
Epoch [2], last_lr: 0.02000, train_loss: 0.1512, val_loss: 0.1307, val_acc: 94.9219
Epoch [3], last_lr: 0.02000, train_loss: 0.1491, val_loss: 0.1834, val_acc: 92.4454
Epoch [4], last_lr: 0.02000, train_loss: 0.1442, val_loss: 0.2524, val_acc: 90.4897
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: 90.48968505859375
Retain Accuracy: 90.00916290283203
Zero-Retain Forget (ZRF): 0.7128890156745911
Membership Inference Attack (MIA): 0.2922201138519924
Forget vs Retain Membership Inference Attack (MIA): 0.504739336492891
Forget vs Test Membership Inference Attack (MIA): 0.5355450236966824
Test vs Retain Membership Inference Attack (MIA): 0.5145278450363197
Train vs Test Membership Inference Attack (MIA): 0.5157384987893463
Forget Set Accuracy (Df): 90.19270324707031
Method Execution Time: 1829.63 seconds
