./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
finetune3
Epoch [0], last_lr: 0.02000, train_loss: 0.1402, val_loss: 0.1919, val_acc: 92.2284
Epoch [1], last_lr: 0.02000, train_loss: 0.1421, val_loss: 0.1572, val_acc: 94.5312
Epoch [2], last_lr: 0.02000, train_loss: 0.1485, val_loss: 0.1490, val_acc: 93.0530
Epoch [3], last_lr: 0.02000, train_loss: 0.1467, val_loss: 0.1500, val_acc: 93.7475
Epoch [4], last_lr: 0.02000, train_loss: 0.1384, val_loss: 0.1470, val_acc: 93.7909
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: 93.79085540771484
Retain Accuracy: 94.03128814697266
Zero-Retain Forget (ZRF): 0.7323199510574341
Membership Inference Attack (MIA): 0.29601518026565465
Forget vs Retain Membership Inference Attack (MIA): 0.5023696682464455
Forget vs Test Membership Inference Attack (MIA): 0.5165876777251185
Test vs Retain Membership Inference Attack (MIA): 0.5
Train vs Test Membership Inference Attack (MIA): 0.5314769975786925
Forget Set Accuracy (Df): 92.96354675292969
Method Execution Time: 1814.00 seconds
