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

📌 S Retain class distribution for seed 6:
Class 0: 5284
Class 1: 4210

📌 S Forget class distribution for seed 6:
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: 0.1439, val_loss: 0.1297, val_acc: 94.0947
Epoch [1], last_lr: 0.02000, train_loss: 0.1469, val_loss: 0.1631, val_acc: 93.3568
Epoch [2], last_lr: 0.02000, train_loss: 0.1508, val_loss: 0.1303, val_acc: 94.2249
Epoch [3], last_lr: 0.02000, train_loss: 0.1412, val_loss: 0.1228, val_acc: 95.4427
Epoch [4], last_lr: 0.02000, train_loss: 0.1386, val_loss: 0.2423, val_acc: 90.0557
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: 90.05565643310547
Retain Accuracy: 88.73448944091797
Zero-Retain Forget (ZRF): 0.8160126805305481
Membership Inference Attack (MIA): 0.30075901328273247
Forget vs Retain Membership Inference Attack (MIA): 0.5284360189573459
Forget vs Test Membership Inference Attack (MIA): 0.5071090047393365
Test vs Retain Membership Inference Attack (MIA): 0.5569007263922519
Train vs Test Membership Inference Attack (MIA): 0.5254237288135594
Forget Set Accuracy (Df): 90.54167175292969
Method Execution Time: 1809.27 seconds
