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

📌 S Retain class distribution for seed 7:
Class 0: 5284
Class 1: 4210

📌 S Forget class distribution for seed 7:
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: 0.4427, val_loss: 0.2248, val_acc: 94.6181
Epoch [1], last_lr: 0.00010, train_loss: 0.4065, val_loss: 0.2182, val_acc: 94.0972
Epoch [2], last_lr: 0.00010, train_loss: 0.3992, val_loss: 0.2198, val_acc: 94.3117
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: 94.31168365478516
Retain Accuracy: 93.668701171875
Zero-Retain Forget (ZRF): 0.9557174444198608
Membership Inference Attack (MIA): 0.49240986717267554
Forget vs Retain Membership Inference Attack (MIA): 0.5165876777251185
Forget vs Test Membership Inference Attack (MIA): 0.5355450236966824
Test vs Retain Membership Inference Attack (MIA): 0.5290556900726392
Train vs Test Membership Inference Attack (MIA): 0.5266343825665859
Forget Set Accuracy (Df): 92.57292175292969
Method Execution Time: 1363.37 seconds
