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

📌 S Retain class distribution for seed 10:
Class 0: 5284
Class 1: 4210

📌 S Forget class distribution for seed 10:
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: 0.4393, val_loss: 0.2525, val_acc: 90.2318
Epoch [1], last_lr: 0.00010, train_loss: 0.4052, val_loss: 0.2147, val_acc: 93.2700
Epoch [2], last_lr: 0.00010, train_loss: 0.4001, val_loss: 0.2798, val_acc: 89.5808
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: 89.58078002929688
Retain Accuracy: 88.1859359741211
Zero-Retain Forget (ZRF): 0.9510347843170166
Membership Inference Attack (MIA): 0.4506641366223909
Forget vs Retain Membership Inference Attack (MIA): 0.4786729857819905
Forget vs Test Membership Inference Attack (MIA): 0.5071090047393365
Test vs Retain Membership Inference Attack (MIA): 0.5387409200968523
Train vs Test Membership Inference Attack (MIA): 0.49031476997578693
Forget Set Accuracy (Df): 86.203125
Method Execution Time: 1373.09 seconds
