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

📌 S Retain class distribution for seed 3:
Class 0: 5284
Class 1: 4210

📌 S Forget class distribution for seed 3:
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: 0.4441, val_loss: 0.2375, val_acc: 93.5304
Epoch [1], last_lr: 0.00010, train_loss: 0.4109, val_loss: 0.2059, val_acc: 94.7917
Epoch [2], last_lr: 0.00010, train_loss: 0.3985, val_loss: 0.2412, val_acc: 92.1415
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: 92.14154815673828
Retain Accuracy: 90.88572692871094
Zero-Retain Forget (ZRF): 0.951215386390686
Membership Inference Attack (MIA): 0.43453510436432635
Forget vs Retain Membership Inference Attack (MIA): 0.5165876777251185
Forget vs Test Membership Inference Attack (MIA): 0.509478672985782
Test vs Retain Membership Inference Attack (MIA): 0.5290556900726392
Train vs Test Membership Inference Attack (MIA): 0.5
Forget Set Accuracy (Df): 89.91667175292969
Method Execution Time: 1359.24 seconds
