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

📌 S Retain class distribution for seed 4:
Class 0: 5284
Class 1: 4210

📌 S Forget class distribution for seed 4:
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: 0.1316, val_loss: 0.1725, val_acc: 93.7934
Epoch [1], last_lr: 0.02000, train_loss: 0.1383, val_loss: 0.1539, val_acc: 92.9662
Epoch [2], last_lr: 0.02000, train_loss: 0.1441, val_loss: 0.1586, val_acc: 92.8334
Epoch [3], last_lr: 0.02000, train_loss: 0.1406, val_loss: 0.1285, val_acc: 95.1823
Epoch [4], last_lr: 0.02000, train_loss: 0.1346, val_loss: 0.1242, val_acc: 95.2691
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: 95.26909637451172
Retain Accuracy: 94.73777770996094
Zero-Retain Forget (ZRF): 0.7260833978652954
Membership Inference Attack (MIA): 0.33586337760910817
Forget vs Retain Membership Inference Attack (MIA): 0.490521327014218
Forget vs Test Membership Inference Attack (MIA): 0.5118483412322274
Test vs Retain Membership Inference Attack (MIA): 0.5060532687651331
Train vs Test Membership Inference Attack (MIA): 0.5290556900726392
Forget Set Accuracy (Df): 94.64582824707031
Method Execution Time: 1856.27 seconds
