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

📌 S Retain class distribution for seed 6:
Class 0: 5284
Class 1: 4210

📌 S Forget class distribution for seed 6:
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: 0.4400, val_loss: 0.2356, val_acc: 94.3142
Epoch [1], last_lr: 0.00010, train_loss: 0.4137, val_loss: 0.2139, val_acc: 93.5738
Epoch [2], last_lr: 0.00010, train_loss: 0.3967, val_loss: 0.2798, val_acc: 87.4540
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: 87.45404815673828
Retain Accuracy: 87.42150115966797
Zero-Retain Forget (ZRF): 0.9370795488357544
Membership Inference Attack (MIA): 0.4819734345351044
Forget vs Retain Membership Inference Attack (MIA): 0.5450236966824644
Forget vs Test Membership Inference Attack (MIA): 0.5829383886255924
Test vs Retain Membership Inference Attack (MIA): 0.5036319612590799
Train vs Test Membership Inference Attack (MIA): 0.5242130750605327
Forget Set Accuracy (Df): 85.296875
Method Execution Time: 1365.89 seconds
