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

📌 S Retain class distribution for seed 4:
Class 0: 5284
Class 1: 4210

📌 S Forget class distribution for seed 4:
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
Epoch [0], last_lr: 0.00010, train_loss: 0.4382, val_loss: 0.2371, val_acc: 91.7075
Epoch [1], last_lr: 0.00010, train_loss: 0.3988, val_loss: 0.2121, val_acc: 94.5747
Epoch [2], last_lr: 0.00010, train_loss: 0.3932, val_loss: 0.2026, val_acc: 94.1406
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: 94.140625
Retain Accuracy: 93.6546859741211
Zero-Retain Forget (ZRF): 0.9358084201812744
Membership Inference Attack (MIA): 0.573055028462998
Forget vs Retain Membership Inference Attack (MIA): 0.5402843601895735
Forget vs Test Membership Inference Attack (MIA): 0.5758293838862559
Test vs Retain Membership Inference Attack (MIA): 0.5472154963680388
Train vs Test Membership Inference Attack (MIA): 0.5302663438256658
Forget Set Accuracy (Df): 93.82292175292969
Method Execution Time: 1384.29 seconds
