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

📌 S Retain class distribution for seed 7:
Class 0: 5284
Class 1: 4210

📌 S Forget class distribution for seed 7:
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: 0.1423, val_loss: 0.3163, val_acc: 89.7084
Epoch [1], last_lr: 0.02000, train_loss: 0.1563, val_loss: 0.1276, val_acc: 94.4853
Epoch [2], last_lr: 0.02000, train_loss: 0.1423, val_loss: 0.1309, val_acc: 94.0513
Epoch [3], last_lr: 0.02000, train_loss: 0.1348, val_loss: 0.2115, val_acc: 92.0139
Epoch [4], last_lr: 0.02000, train_loss: 0.1384, val_loss: 0.3043, val_acc: 87.7119
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: 87.71190643310547
Retain Accuracy: 85.68891906738281
Zero-Retain Forget (ZRF): 0.8754783868789673
Membership Inference Attack (MIA): 0.4222011385199241
Forget vs Retain Membership Inference Attack (MIA): 0.5545023696682464
Forget vs Test Membership Inference Attack (MIA): 0.5402843601895735
Test vs Retain Membership Inference Attack (MIA): 0.5665859564164649
Train vs Test Membership Inference Attack (MIA): 0.5387409200968523
Forget Set Accuracy (Df): 84.203125
Method Execution Time: 1812.87 seconds
