diff --git a/Tune.py b/Tune.py index a1a52e9..d0de23f 100644 --- a/Tune.py +++ b/Tune.py @@ -232,7 +232,8 @@ def run_unlearning_and_strategy_eval(env_dict, forget_class_idx, strategy, evalu forget_test_loader=forget_test_loader, unlearned_instance=reloaded, base_shadow_instance=shadow_model, - device=device + device=device, + strategy_in_use = strategy_in_use ) @@ -248,7 +249,7 @@ def run_unlearning_and_strategy_eval(env_dict, forget_class_idx, strategy, evalu # entry if __name__ == "__main__": - outer_loop = 10 + outer_loop = 20 inner_loop = CLASS_SIZE @@ -307,10 +308,10 @@ if __name__ == "__main__": ) strategies = [ - retrain, + #retrain, linear_filtration, - weight_filtration, - certified_unlearning, + #weight_filtration, + #certified_unlearning, ] suite_runner = UnlearningAttack(arch=ARCH, class_size=CLASS_SIZE) # Unlearning Iteration diff --git a/eval/UnlearningAttack.py b/eval/UnlearningAttack.py index b889b98..e4ba698 100644 --- a/eval/UnlearningAttack.py +++ b/eval/UnlearningAttack.py @@ -164,7 +164,8 @@ class UnlearningAttack: naive_retrained, test_loader, device, - target_class + target_class, + strategy_in_use, ): filtered_model.eval() @@ -184,6 +185,13 @@ class UnlearningAttack: out_filtered = filtered_model(data) out_naive = naive_retrained(data) + + if(strategy_in_use == "LinearFiltration"): + mask = torch.ones(out_filtered.shape[1], dtype = torch.bool, device = device) + mask[target_class] = False + # out + out_filtered = out_filtered[:,mask] + out_naive = out_naive[:, mask] filtered_logits.append(out_filtered) naive_logits.append(out_naive) @@ -206,7 +214,8 @@ class UnlearningAttack: test_loader, unlearned_instance, base_shadow_instance, - device + device, + strategy_in_use ): @@ -217,7 +226,7 @@ class UnlearningAttack: if not os.path.exists(current_log_file): with open(current_log_file, "w") as f: - f.write("target_class, parameter_mia_accuracy, latent_distance_tell, lookalike_accuracy, A-Dist, JS-Dist\n") + f.write("target_class, parameter_mia_accuracy, lookalike_accuracy, A-Dist, JS-Dist\n") # Parameter-Space MIA parameter_mia_acc = self.run_parameter_space_mia( @@ -248,7 +257,8 @@ class UnlearningAttack: naive_retrained=reference_model_torch, test_loader=test_loader, device=device, - target_class=target_class + target_class=target_class, + strategy_in_use = strategy_in_use ) # Calculate JS-Dist diff --git a/reports/LinearFiltration/RESNET34/forget.csv b/reports/LinearFiltration/RESNET34/forget.csv index df037a5..b800a70 100644 --- a/reports/LinearFiltration/RESNET34/forget.csv +++ b/reports/LinearFiltration/RESNET34/forget.csv @@ -471,113 +471,3 @@ accuracy,macro_precision,macro_recall,macro_f1,weighted_precision,weighted_recal 0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 -0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 -0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 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-0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 -0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 -0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 -0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 -0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 -0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 -0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 -0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 diff --git a/reports/LinearFiltration/RESNET34/forget_train.csv b/reports/LinearFiltration/RESNET34/forget_train.csv index df037a5..b800a70 100644 --- a/reports/LinearFiltration/RESNET34/forget_train.csv +++ b/reports/LinearFiltration/RESNET34/forget_train.csv @@ -471,113 +471,3 @@ accuracy,macro_precision,macro_recall,macro_f1,weighted_precision,weighted_recal 0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 -0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 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0.989583, 0.498140 +5,0.500000,0.185417, 0.989583, 0.473839 +6,0.500000,0.060417, 1.000000, 0.475167 +7,0.500000,0.166667, 0.989583, 0.508776 +8,0.500000,0.089583, 0.989583, 0.477835 +9,0.500000,0.087500, 0.989583, 0.481710 +10,0.500000,0.120833, 1.000000, 0.448044 +11,0.500000,0.127083, 1.000000, 0.488939 +12,0.500000,0.125000, 1.000000, 0.447933 +13,0.500000,0.172917, 1.000000, 0.472905 +14,0.500000,0.029167, 1.000000, 0.461581 +15,0.500000,0.135417, 1.000000, 0.477034 +16,0.500000,0.135417, 1.000000, 0.462073 +17,0.500000,0.079167, 1.000000, 0.460066 +18,0.500000,0.166667, 0.989583, 0.447311 +19,0.500000,0.185417, 0.989583, 0.489354 diff --git a/reports/LinearFiltration/attack_values_int.csv b/reports/LinearFiltration/attack_values_int.csv deleted file mode 100644 index 3f03843..0000000 --- a/reports/LinearFiltration/attack_values_int.csv +++ /dev/null @@ -1,35 +0,0 @@ -target_class,parameter_mia_accuracy,latent_distance_tell,lookalike_accuracy -0,0.500000,3.219560,1.000000 -1,0.500000,3.573733,1.000000 -2,0.500000,3.924550,1.000000 -3,0.500000,3.515182,1.000000 -4,0.500000,3.369485,1.000000 -5,0.500000,4.697085,1.000000 -6,0.500000,4.185269,1.000000 -7,0.500000,3.473583,1.000000 -8,0.500000,4.518519,1.000000 -9,0.500000,4.484542,1.000000 -10,0.500000,3.353875,1.000000 -11,0.500000,3.815037,0.989583 -12,0.500000,3.493994,1.000000 -13,0.500000,4.018041,1.000000 -14,0.500000,4.059689,1.000000 -15,0.500000,4.097189,1.000000 -16,0.500000,3.287521,1.000000 -17,0.500000,3.872488,1.000000 -18,0.500000,3.698952,0.989583 -19,0.500000,3.844830,0.989583 -0,0.500000,3.413494,1.000000 -0,0.500000,3.416399,1.000000 -1,0.500000,3.396268,1.000000 -2,0.500000,3.648122,1.000000 -3,0.500000,3.889339,0.989583 -4,0.500000,3.408539,1.000000 -5,0.500000,4.625342,1.000000 -6,0.500000,3.925502,0.989583 -7,0.500000,3.033561,0.989583 -8,0.500000,3.819170,0.989583 -9,0.500000,4.497495,1.000000 -10,0.500000,3.701839,1.000000 -11,0.500000,4.369391,0.989583 -12,0.500000,3.945474,1.000000 diff --git a/reports/LinearFiltration/attack_values_old.csv b/reports/LinearFiltration/attack_values_old.csv index fb18952..536ce1e 100644 --- a/reports/LinearFiltration/attack_values_old.csv +++ b/reports/LinearFiltration/attack_values_old.csv @@ -1,101 +1,108 @@ -target_class,attack_mia_accuracy,latent_distance_tell -0,0.932292,0.000000 -1,0.994792,0.000000 -2,0.411458,0.000000 -3,0.916667,0.000000 -4,0.885417,0.000000 -5,0.968750,0.000000 -6,0.921875,0.000000 -7,0.760417,0.000000 -8,0.437500,0.000000 -9,0.479167,0.000000 -10,0.364583,0.000000 -11,0.458333,0.000000 -12,0.453125,0.000000 -13,0.463542,0.000000 -14,0.708333,0.000000 -15,0.479167,0.000000 -16,0.989583,0.000000 -17,0.937500,0.000000 -18,0.552083,0.000000 -19,0.401042,0.000000 -0,0.942708,0.000000 -1,1.000000,0.000000 -2,0.421875,0.000000 -3,0.932292,0.000000 -4,0.854167,0.000000 -5,0.963542,0.000000 -6,0.958333,0.000000 -7,0.703125,0.000000 -8,0.401042,0.000000 -9,0.479167,0.000000 -10,0.411458,0.000000 -11,0.437500,0.000000 -12,0.489583,0.000000 -13,0.468750,0.000000 -14,0.729167,0.000000 -15,0.484375,0.000000 -16,1.000000,0.000000 -17,0.927083,0.000000 -18,0.510417,0.000000 -19,0.380208,0.000000 -0,0.973958,0.000000 -1,0.994792,0.000000 -2,0.473958,0.000000 -3,0.927083,0.000000 -4,0.911458,0.000000 -5,0.953125,0.000000 -6,0.963542,0.000000 -7,0.697917,0.000000 -8,0.442708,0.000000 -9,0.484375,0.000000 -10,0.416667,0.000000 -11,0.416667,0.000000 -12,0.473958,0.000000 -13,0.494792,0.000000 -14,0.755208,0.000000 -15,0.484375,0.000000 -16,0.994792,0.000000 -17,0.963542,0.000000 -18,0.510417,0.000000 -19,0.395833,0.000000 -0,0.979167,0.000000 -1,1.000000,0.000000 -2,0.390625,0.000000 -3,0.942708,0.000000 -4,0.869792,0.000000 -5,0.979167,0.000000 -6,0.968750,0.000000 -7,0.692708,0.000000 -8,0.437500,0.000000 -9,0.494792,0.000000 -10,0.416667,0.000000 -11,0.416667,0.000000 -12,0.473958,0.000000 -13,0.473958,0.000000 -14,0.640625,0.000000 -15,0.598958,0.000000 -16,0.989583,0.000000 -17,0.968750,0.000000 -18,0.536458,0.000000 -19,0.427083,0.000000 -0,0.984375,0.000000 -1,1.000000,0.000000 -2,0.416667,0.000000 -3,0.927083,0.000000 -4,0.890625,0.000000 -5,0.947917,0.000000 -6,0.973958,0.000000 -7,0.765625,0.000000 -8,0.416667,0.000000 -9,0.515625,0.000000 -10,0.421875,0.000000 -11,0.427083,0.000000 -12,0.458333,0.000000 -13,0.479167,0.000000 -14,0.671875,0.000000 -15,0.494792,0.000000 -16,0.994792,0.000000 -17,0.953125,0.000000 -18,0.500000,0.000000 -19,0.411458,0.000000 +target_class, parameter_mia_accuracy, lookalike_accuracy, A-Dist, JS-Dist +0,0.500000,1.000000, 0.062500, 0.485899 +1,0.500000,1.000000, 0.083333, 0.484178 +2,0.500000,0.989583, 0.010417, 0.525418 +3,0.500000,0.989583, 0.333333, 0.487282 +4,0.500000,1.000000, 0.020833, 0.505002 +5,0.500000,1.000000, 0.093750, 0.491621 +6,0.500000,1.000000, 0.052083, 0.482068 +7,0.500000,0.979167, 0.010417, 0.519800 +8,0.500000,0.989583, 0.020833, 0.485863 +9,0.500000,0.989583, 0.208333, 0.483455 +10,0.500000,1.000000, 0.145833, 0.454615 +11,0.500000,1.000000, 0.333333, 0.495618 +12,0.500000,1.000000, 0.072917, 0.458427 +13,0.500000,1.000000, 0.135417, 0.477052 +14,0.500000,1.000000, 0.020833, 0.472611 +15,0.500000,1.000000, 0.239583, 0.479607 +16,0.500000,1.000000, 0.135417, 0.468667 +17,0.500000,1.000000, 0.208333, 0.469592 +18,0.500000,1.000000, 0.197917, 0.454318 +19,0.500000,0.989583, 0.041667, 0.499034 +0,0.500000,1.000000, 0.072917, 0.483694 +1,0.500000,1.000000, 0.239583, 0.482249 +2,0.500000,0.989583, 0.062500, 0.528699 +3,0.500000,1.000000, 0.177083, 0.488769 +0,0.500000,1.000000, 0.208333, 0.479962 +1,0.500000,1.000000, 0.177083, 0.480766 +2,0.500000,1.000000, 0.156250, 0.530593 +3,0.500000,1.000000, 0.031250, 0.490093 +4,0.500000,1.000000, 0.062500, 0.514937 +5,0.500000,1.000000, 0.041667, 0.483999 +6,0.500000,1.000000, 0.041667, 0.480639 +7,0.500000,1.000000, 0.114583, 0.516643 +8,0.500000,1.000000, 0.322917, 0.482295 +9,0.500000,1.000000, 0.156250, 0.482486 +10,0.500000,1.000000, 0.208333, 0.454807 +11,0.500000,1.000000, 0.197917, 0.496418 +12,0.500000,1.000000, 0.083333, 0.449275 +13,0.500000,1.000000, 0.177083, 0.478610 +14,0.500000,1.000000, 0.177083, 0.465639 +15,0.500000,1.000000, 0.031250, 0.481693 +16,0.500000,1.000000, 0.062500, 0.471196 +17,0.500000,1.000000, 0.218750, 0.467138 +18,0.500000,1.000000, 0.156250, 0.450509 +19,0.500000,1.000000, 0.177083, 0.494708 +0,0.500000,1.000000, 0.062500, 0.485891 +1,0.500000,1.000000, 0.218750, 0.478561 +2,0.500000,1.000000, 0.135417, 0.532665 +3,0.500000,1.000000, 0.072917, 0.489767 +4,0.500000,1.000000, 0.125000, 0.507482 +5,0.500000,1.000000, 0.031250, 0.494227 +6,0.500000,1.000000, 0.114583, 0.482238 +7,0.500000,1.000000, 0.041667, 0.515044 +8,0.500000,1.000000, 0.250000, 0.487606 +9,0.500000,1.000000, 0.083333, 0.481131 +10,0.500000,1.000000, 0.229167, 0.452552 +11,0.500000,1.000000, 0.291667, 0.507944 +12,0.500000,1.000000, 0.177083, 0.454018 +13,0.500000,1.000000, 0.250000, 0.478261 +14,0.500000,1.000000, 0.145833, 0.474314 +15,0.500000,1.000000, 0.135417, 0.480764 +16,0.500000,1.000000, 0.020833, 0.468673 +17,0.500000,1.000000, 0.281250, 0.465219 +18,0.493750,1.000000, 0.177083, 0.460478 +19,0.500000,1.000000, 0.322917, 0.491559 +0,0.500000,1.000000, 0.072917, 0.481852 +1,0.500000,1.000000, 0.197917, 0.479149 +2,0.500000,1.000000, 0.218750, 0.525174 +3,0.500000,1.000000, 0.156250, 0.486232 +4,0.500000,1.000000, 0.052083, 0.512113 +5,0.500000,1.000000, 0.010417, 0.486220 +6,0.500000,1.000000, 0.208333, 0.487183 +7,0.500000,1.000000, 0.083333, 0.514833 +8,0.500000,1.000000, 0.052083, 0.491940 +9,0.500000,1.000000, 0.052083, 0.489207 +10,0.500000,1.000000, 0.104167, 0.454086 +11,0.500000,1.000000, 0.333333, 0.503387 +12,0.500000,1.000000, 0.208333, 0.455327 +13,0.500000,1.000000, 0.020833, 0.486724 +14,0.500000,1.000000, 0.010417, 0.471118 +15,0.500000,1.000000, 0.010417, 0.477412 +16,0.500000,1.000000, 0.260417, 0.467595 +17,0.500000,1.000000, 0.208333, 0.467013 +18,0.500000,1.000000, 0.270833, 0.453672 +19,0.500000,1.000000, 0.208333, 0.496708 +0,0.500000,1.000000, 0.177083, 0.478702 +1,0.500000,1.000000, 0.145833, 0.479852 +2,0.500000,1.000000, 0.156250, 0.524556 +3,0.500000,1.000000, 0.020833, 0.484795 +4,0.500000,1.000000, 0.000000, 0.510410 +5,0.500000,1.000000, 0.072917, 0.494813 +6,0.500000,1.000000, 0.239583, 0.479916 +7,0.500000,1.000000, 0.062500, 0.516064 +8,0.500000,1.000000, 0.114583, 0.486330 +9,0.500000,1.000000, 0.093750, 0.483989 +10,0.500000,1.000000, 0.260417, 0.458786 +11,0.500000,1.000000, 0.218750, 0.500200 +12,0.500000,1.000000, 0.166667, 0.460794 +13,0.500000,1.000000, 0.135417, 0.487145 +14,0.500000,1.000000, 0.041667, 0.470029 +15,0.500000,1.000000, 0.020833, 0.479780 +16,0.500000,1.000000, 0.208333, 0.468624 +17,0.500000,1.000000, 0.291667, 0.465381 +18,0.493750,1.000000, 0.145833, 0.449917 +19,0.500000,1.000000, 0.250000, 0.493480 +0,0.500000,1.000000, 0.145833, 0.477865 +1,0.500000,1.000000, 0.072917, 0.476946 +2,0.500000,1.000000, 0.187500, 0.530780 diff --git a/reports/Retrain/RESNET34/forget.csv b/reports/Retrain/RESNET34/forget.csv index 245005a..3fa6a5a 100644 --- a/reports/Retrain/RESNET34/forget.csv +++ b/reports/Retrain/RESNET34/forget.csv @@ -212,3 +212,5 @@ accuracy,macro_precision,macro_recall,macro_f1,weighted_precision,weighted_recal 0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 +0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 +0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 diff --git a/reports/Retrain/RESNET34/forget_train.csv b/reports/Retrain/RESNET34/forget_train.csv index 245005a..3fa6a5a 100644 --- a/reports/Retrain/RESNET34/forget_train.csv +++ b/reports/Retrain/RESNET34/forget_train.csv @@ -212,3 +212,5 @@ accuracy,macro_precision,macro_recall,macro_f1,weighted_precision,weighted_recal 0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 +0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 +0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 diff --git a/reports/Retrain/RESNET34/retain.csv b/reports/Retrain/RESNET34/retain.csv index 7176953..de0e22f 100644 --- a/reports/Retrain/RESNET34/retain.csv +++ b/reports/Retrain/RESNET34/retain.csv @@ -212,3 +212,5 @@ accuracy,macro_precision,macro_recall,macro_f1,weighted_precision,weighted_recal 0.9559,0.9571,0.9559,0.9560,0.9571,0.9559,0.9560 0.9507,0.9518,0.9507,0.9507,0.9518,0.9507,0.9507 0.9612,0.9622,0.9612,0.9612,0.9622,0.9612,0.9612 +0.9559,0.9571,0.9559,0.9560,0.9571,0.9559,0.9560 +0.9559,0.9571,0.9559,0.9560,0.9571,0.9559,0.9560 diff --git a/reports/Retrain/attack_values.csv b/reports/Retrain/attack_values.csv index 4a8cde1..68d9f6c 100644 --- a/reports/Retrain/attack_values.csv +++ b/reports/Retrain/attack_values.csv @@ -109,3 +109,5 @@ target_class, parameter_mia_accuracy, lookalike_accuracy, A-Dist, JS-Dist 0,0.500000,0.000000, 0.031250, 0.000000 1,0.500000,0.000000, 0.072917, 0.000000 2,0.500000,0.000000, 0.104167, 0.000000 +0,0.500000,0.000000, 0.041667, 0.000000 +0,0.500000,0.000000, 0.052083, 0.000000 diff --git a/reports/WeightFiltration/attack_values_int.csv b/reports/WeightFiltration/attack_values_int.csv deleted file mode 100644 index 0d2b8d7..0000000 --- a/reports/WeightFiltration/attack_values_int.csv +++ /dev/null @@ -1,35 +0,0 @@ -target_class,parameter_mia_accuracy,latent_distance_tell,lookalike_accuracy -0,0.500000,1.180800,0.958333 -1,0.500000,1.279257,0.968750 -2,0.500000,1.717911,0.937500 -3,0.500000,1.354225,0.989583 -4,0.500000,1.308562,0.968750 -5,0.500000,2.087495,0.947917 -6,0.500000,1.793863,0.927083 -7,0.500000,1.213634,0.937500 -8,0.500000,1.705230,0.979167 -9,0.500000,1.713113,0.979167 -10,0.500000,1.358761,0.968750 -11,0.500000,1.485312,1.000000 -12,0.500000,1.393625,0.947917 -13,0.500000,1.677361,0.947917 -14,0.500000,1.734759,0.906250 -15,0.500000,1.715959,0.968750 -16,0.500000,1.180073,0.947917 -17,0.500000,1.597037,0.947917 -18,0.500000,1.491600,0.947917 -19,0.500000,1.622301,0.968750 -0,0.500000,1.562955,0.968750 -0,0.500000,1.526132,0.979167 -1,0.500000,1.323757,0.968750 -2,0.500000,1.493928,0.958333 -3,0.500000,1.643880,0.989583 -4,0.500000,1.479018,0.989583 -5,0.500000,2.176565,0.958333 -6,0.500000,1.620670,0.958333 -7,0.500000,0.977823,0.937500 -8,0.500000,1.455012,0.968750 -9,0.500000,2.145126,0.989583 -10,0.500000,1.905214,0.895833 -11,0.500000,2.171935,0.958333 -12,0.500000,1.761187,0.937500 diff --git a/unlearning/LinearFiltration.py b/unlearning/LinearFiltration.py index c566817..0a762ca 100644 --- a/unlearning/LinearFiltration.py +++ b/unlearning/LinearFiltration.py @@ -117,10 +117,6 @@ class LinearFiltration(Strategy): def normalise(self, model, retain_loader, forget_loader, device, forget_index): clf = self._get_classifier(model) W = clf.weight.data.clone() - #num_classes = W.shape[0] - - # we combine the data so we can calculate the mean of prdictions - #full_loader = _combine_set(retain_loader, forget_loader) # 8 # Computing A is the most resource intensive part of this algorithm # and to optimise the process, we computr it only once and re-use it @@ -135,30 +131,42 @@ class LinearFiltration(Strategy): # 9 Z = self._compute_z(tensor=self.A, forget_index=forget_index) - B_Z_rows = [] + # we transpose A for column based math + A_t = self.A.t() + # pi(a) drops the forget index logit dim( K x K-1) a_pi = self.pi_mask(index=forget_index, tensor=self.A) - - for i in range(self.num_classes): - if i == forget_index: - B_Z_rows.append(Z) - else: - # Retained classes maintain their original ideal feature directions - B_Z_rows.append(a_pi[i]) - # 10 - # Stack back along dim=0 to match (num_classes, h_dim) - # to get mean - B_Z = torch.stack(B_Z_rows, dim=0) + # construct B_z + B_r = a_pi.clone() + B_r[forget_index] = Z + B_z = B_r.t() - A_inv = torch.linalg.pinv(a_pi) + + # A inverse + A_inv = torch.linalg.pinv(A_t, rcond=1e-2) # 11 - W_Z = B_Z @ A_inv @ W + W_temp = B_z @ A_inv @ W + # with one class removed, we have a head W_temp for 19 classes. + # but we have loaders for 20 classes for evaluation. so , + # map K-1 W back to K x K. + W_z = torch.zeros_like(W) + mask = torch.ones(self.num_classes,dtype=torch.bool, device = device) + mask[forget_index] = False + W_z[mask] = W_temp + # 12 clf = self._get_classifier(model) + # load the weights with torch.no_grad(): - clf.weight.copy_(W_Z) + clf.weight.copy_(W_z) + # neutralise forget bias if exists + if clf.bias is not None: + n_bias = clf.bias.data.clone() + n_bias[forget_index] = -1e9 + clf.bias.copy_(n_bias) + return model diff --git a/unlearning/Strategy.py b/unlearning/Strategy.py index df17cd1..6a82ab3 100644 --- a/unlearning/Strategy.py +++ b/unlearning/Strategy.py @@ -40,12 +40,11 @@ class Strategy: execution_time = end_time - start_time # Log to the strategy's specific file - ''' + Util.log_metric( log_file=log_file, execution_time=execution_time ) - ''' print(f"[{self.strategy_name}] Completed in {execution_time:.6f} seconds. Saved to {log_file}")