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

📌 S Retain class distribution for seed 3:
Class 0: 5284
Class 1: 4210

📌 S Forget class distribution for seed 3:
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: 0.1419, val_loss: 0.2071, val_acc: 92.2718
Epoch [1], last_lr: 0.02000, train_loss: 0.1486, val_loss: 0.4589, val_acc: 86.2796
Epoch [2], last_lr: 0.02000, train_loss: 0.1481, val_loss: 0.2061, val_acc: 91.7075
Epoch [3], last_lr: 0.02000, train_loss: 0.1372, val_loss: 0.1326, val_acc: 94.0513
Epoch [4], last_lr: 0.02000, train_loss: 0.1425, val_loss: 0.1291, val_acc: 94.4853
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: 94.48529815673828
Retain Accuracy: 95.04522705078125
Zero-Retain Forget (ZRF): 0.7498708963394165
Membership Inference Attack (MIA): 0.2713472485768501
Forget vs Retain Membership Inference Attack (MIA): 0.504739336492891
Forget vs Test Membership Inference Attack (MIA): 0.518957345971564
Test vs Retain Membership Inference Attack (MIA): 0.5096852300242131
Train vs Test Membership Inference Attack (MIA): 0.5193704600484261
Forget Set Accuracy (Df): 93.23957824707031
Method Execution Time: 1825.75 seconds
