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

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

📌 S Forget class distribution for seed 1:
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: 0.4363, val_loss: 0.2371, val_acc: 92.9228
Epoch [1], last_lr: 0.00010, train_loss: 0.4097, val_loss: 0.1993, val_acc: 94.0513
Epoch [2], last_lr: 0.00010, train_loss: 0.3977, val_loss: 0.2311, val_acc: 95.0521
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: 95.05208587646484
Retain Accuracy: 94.1238021850586
Zero-Retain Forget (ZRF): 0.9405307769775391
Membership Inference Attack (MIA): 0.4971537001897533
Forget vs Retain Membership Inference Attack (MIA): 0.46919431279620855
Forget vs Test Membership Inference Attack (MIA): 0.5450236966824644
Test vs Retain Membership Inference Attack (MIA): 0.49515738498789347
Train vs Test Membership Inference Attack (MIA): 0.5048426150121066
Forget Set Accuracy (Df): 94.25520324707031
Method Execution Time: 1369.80 seconds
