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

📌 S Retain class distribution for seed 5:
Class 0: 5284
Class 1: 4210

📌 S Forget class distribution for seed 5:
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: 0.4399, val_loss: 0.2126, val_acc: 94.8785
Epoch [1], last_lr: 0.00010, train_loss: 0.4045, val_loss: 0.2186, val_acc: 93.7500
Epoch [2], last_lr: 0.00010, train_loss: 0.3955, val_loss: 0.2352, 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: 92.9827651977539
Zero-Retain Forget (ZRF): 0.9466761946678162
Membership Inference Attack (MIA): 0.4971537001897533
Forget vs Retain Membership Inference Attack (MIA): 0.490521327014218
Forget vs Test Membership Inference Attack (MIA): 0.5071090047393365
Test vs Retain Membership Inference Attack (MIA): 0.4830508474576271
Train vs Test Membership Inference Attack (MIA): 0.5024213075060533
Forget Set Accuracy (Df): 91.71354675292969
Method Execution Time: 1371.34 seconds
