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

📌 S Retain class distribution for seed 10:
Class 0: 5284
Class 1: 4210

📌 S Forget class distribution for seed 10:
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: 0.1470, val_loss: 0.2689, val_acc: 89.1008
Epoch [1], last_lr: 0.02000, train_loss: 0.1736, val_loss: 0.1285, val_acc: 95.3559
Epoch [2], last_lr: 0.02000, train_loss: 0.1511, val_loss: 0.1540, val_acc: 93.1832
Epoch [3], last_lr: 0.02000, train_loss: 0.1442, val_loss: 0.1278, val_acc: 94.8785
Epoch [4], last_lr: 0.02000, train_loss: 0.1392, val_loss: 0.1349, val_acc: 94.8351
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: 94.83506774902344
Retain Accuracy: 94.3191146850586
Zero-Retain Forget (ZRF): 0.7638385891914368
Membership Inference Attack (MIA): 0.301707779886148
Forget vs Retain Membership Inference Attack (MIA): 0.490521327014218
Forget vs Test Membership Inference Attack (MIA): 0.5402843601895735
Test vs Retain Membership Inference Attack (MIA): 0.5169491525423728
Train vs Test Membership Inference Attack (MIA): 0.5326876513317191
Forget Set Accuracy (Df): 94.29167175292969
Method Execution Time: 1805.61 seconds
