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

📌 S Retain class distribution for seed 9:
Class 0: 5284
Class 1: 4210

📌 S Forget class distribution for seed 9:
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: 0.2553, val_acc: 91.4471
Epoch [1], last_lr: 0.00010, train_loss: 0.4079, val_loss: 0.2370, val_acc: 94.0972
Epoch [2], last_lr: 0.00010, train_loss: 0.3976, val_loss: 0.2028, val_acc: 94.3985
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: 94.39849090576172
Retain Accuracy: 94.26397705078125
Zero-Retain Forget (ZRF): 0.9454959034919739
Membership Inference Attack (MIA): 0.5104364326375711
Forget vs Retain Membership Inference Attack (MIA): 0.4881516587677725
Forget vs Test Membership Inference Attack (MIA): 0.5592417061611374
Test vs Retain Membership Inference Attack (MIA): 0.5326876513317191
Train vs Test Membership Inference Attack (MIA): 0.5326876513317191
Forget Set Accuracy (Df): 91.828125
Method Execution Time: 1362.84 seconds
