hello
hello

📌S Retain class distribution for seed 5:
Class 0: 4500
Class 1: 4500
Class 2: 4500
Class 3: 4500
Class 4: 4500
Class 5: 4500
Class 6: 4500
Class 7: 4500
Class 8: 4500
Class 9: 4500

📌 Forget class distribution for seed 5:
Class 0: 500
Class 1: 500
Class 2: 500
Class 3: 500
Class 4: 500
Class 5: 500
Class 6: 500
Class 7: 500
Class 8: 500
Class 9: 500
hello
hello
Valid (Test) Dl:  10000
Train Dl:  50000
Retain Train Dl:  45000
Forget Train Dl:  5000
Retain Valid Dl:  45000
Forget Valid Dl:  5000
retain_prob Distribution: 10000 samples
test_prob Distribution: 10000 samples
forget_prob Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Test Accuracy: 91.552734375
Retain Accuracy: 93.9743423461914
Zero-Retain Forget (ZRF): 0.819642186164856
Membership Inference Attack (MIA): 0.709
Forget vs Retain Membership Inference Attack (MIA): 0.4985
Forget vs Test Membership Inference Attack (MIA): 0.54
Test vs Retain Membership Inference Attack (MIA): 0.5105
Train vs Test Membership Inference Attack (MIA): 0.526
Forget Set Accuracy (Df): 94.25206756591797
Method Execution Time: 950.70 seconds
