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

📌 S Retain class distribution for seed 8:
Class 0: 5284
Class 1: 4210

📌 S Forget class distribution for seed 8:
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: 0.4439, val_loss: 0.2400, val_acc: 92.8794
Epoch [1], last_lr: 0.00010, train_loss: 0.4098, val_loss: 0.2508, val_acc: 91.7509
Epoch [2], last_lr: 0.00010, train_loss: 0.4028, val_loss: 0.2233, val_acc: 93.8802
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: 93.88021087646484
Retain Accuracy: 93.45562744140625
Zero-Retain Forget (ZRF): 0.9471707940101624
Membership Inference Attack (MIA): 0.530360531309298
Forget vs Retain Membership Inference Attack (MIA): 0.504739336492891
Forget vs Test Membership Inference Attack (MIA): 0.533175355450237
Test vs Retain Membership Inference Attack (MIA): 0.49515738498789347
Train vs Test Membership Inference Attack (MIA): 0.5351089588377724
Forget Set Accuracy (Df): 91.59375
Method Execution Time: 1364.29 seconds
