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

📌 S Retain class distribution for seed 5:
Class 0: 5284
Class 1: 4210

📌 S Forget class distribution for seed 5:
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: 0.1334, val_loss: 0.3018, val_acc: 89.3204
Epoch [1], last_lr: 0.02000, train_loss: 0.1425, val_loss: 0.1532, val_acc: 93.5738
Epoch [2], last_lr: 0.02000, train_loss: 0.1449, val_loss: 0.1337, val_acc: 94.6615
Epoch [3], last_lr: 0.02000, train_loss: 0.1468, val_loss: 0.1513, val_acc: 93.3568
Epoch [4], last_lr: 0.02000, train_loss: 0.1405, val_loss: 0.2340, val_acc: 89.5374
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: 89.53738403320312
Retain Accuracy: 88.71673583984375
Zero-Retain Forget (ZRF): 0.7059093713760376
Membership Inference Attack (MIA): 0.38045540796963945
Forget vs Retain Membership Inference Attack (MIA): 0.490521327014218
Forget vs Test Membership Inference Attack (MIA): 0.5308056872037915
Test vs Retain Membership Inference Attack (MIA): 0.5108958837772397
Train vs Test Membership Inference Attack (MIA): 0.5605326876513317
Forget Set Accuracy (Df): 85.84375
Method Execution Time: 1811.80 seconds
