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

📌 S Retain class distribution for seed 2:
Class 0: 5284
Class 1: 4210

📌 S Forget class distribution for seed 2:
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: 0.1339, val_loss: 0.1201, val_acc: 95.4861
Epoch [1], last_lr: 0.02000, train_loss: 0.1451, val_loss: 0.1809, val_acc: 92.2284
Epoch [2], last_lr: 0.02000, train_loss: 0.1477, val_loss: 0.3349, val_acc: 86.1034
Epoch [3], last_lr: 0.02000, train_loss: 0.1658, val_loss: 0.1569, val_acc: 92.8360
Epoch [4], last_lr: 0.02000, train_loss: 0.1455, val_loss: 0.1320, val_acc: 94.1381
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: 94.13807678222656
Retain Accuracy: 95.1583023071289
Zero-Retain Forget (ZRF): 0.7786722183227539
Membership Inference Attack (MIA): 0.31688804554079697
Forget vs Retain Membership Inference Attack (MIA): 0.4976303317535545
Forget vs Test Membership Inference Attack (MIA): 0.556872037914692
Test vs Retain Membership Inference Attack (MIA): 0.5084745762711864
Train vs Test Membership Inference Attack (MIA): 0.5205811138014528
Forget Set Accuracy (Df): 94.56770324707031
Method Execution Time: 1810.63 seconds
