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

📌 S Retain class distribution for seed 2:
Class 0: 5284
Class 1: 4210

📌 S Forget class distribution for seed 2:
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: 0.4424, val_loss: 0.2304, val_acc: 94.0513
Epoch [1], last_lr: 0.00010, train_loss: 0.4089, val_loss: 0.2008, val_acc: 95.0955
Epoch [2], last_lr: 0.00010, train_loss: 0.3954, val_loss: 0.2867, val_acc: 91.1407
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: 91.1407241821289
Retain Accuracy: 90.42314910888672
Zero-Retain Forget (ZRF): 0.9485939741134644
Membership Inference Attack (MIA): 0.5123339658444023
Forget vs Retain Membership Inference Attack (MIA): 0.46445497630331756
Forget vs Test Membership Inference Attack (MIA): 0.4881516587677725
Test vs Retain Membership Inference Attack (MIA): 0.549636803874092
Train vs Test Membership Inference Attack (MIA): 0.5387409200968523
Forget Set Accuracy (Df): 88.27082824707031
Method Execution Time: 1372.18 seconds
