diff --git a/results/seed_11/base/base_class_5.json b/results/seed_11/base/base_class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..9a31efe1d7dd778adc4e47e977d0ea6cd4a21eff --- /dev/null +++ b/results/seed_11/base/base_class_5.json @@ -0,0 +1,57 @@ +{ + "acc": { + "forget": 99.4999998413086, + "retain": 99.7888888780382, + "test": 91.5799998779297 + }, + "loss": { + "forget": 0.020111067797243594, + "retain": 0.011964470176233186, + "test": 0.34505277457237243 + }, + "entropy": { + "forget": 0.04665462256669998, + "retain": 0.03270129903488689, + "test": 0.08945777858495713 + }, + "m_entropy": { + "forget": 0.014112696693837643, + "retain": 0.0073050986114475466, + "test": 0.5472731797218323 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9564444444444444, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9401111111111111, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.959, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9585555555555556, + "forget_non_member": 0.0684 + }, + "entropy": { + "retain_test_member": 0.9353333333333333, + "forget_non_member": 0.099 + }, + "m_entropy": { + "retain_test_member": 0.9605555555555556, + "forget_non_member": 0.0676 + } + }, + "correctness": { + "retain_test_member": 0.9981111111111111, + "forget_non_member": 0.0050000000000000044 + } + }, + "type": "base" +} \ No newline at end of file diff --git a/results/seed_11/base/base_class_5_out.pth b/results/seed_11/base/base_class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..5a27cf10e18c9a470d0b554d806b996ebd85433b --- /dev/null +++ b/results/seed_11/base/base_class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8bc000ffb290363a3154aa8105fc471c77809c51343c23b0877ed0b5b44935e8 +size 6307887 diff --git a/results/seed_11/experiment_config.json b/results/seed_11/experiment_config.json new file mode 100644 index 0000000000000000000000000000000000000000..cc6d16f4031b40afbdebcc98b44cff134fe8cdf0 --- /dev/null +++ b/results/seed_11/experiment_config.json @@ -0,0 +1,161 @@ +{ + "description": "Continuing official seed 11 - AllCNN, CIFAR10, class unlearning", + "device": "cuda", + "model_class": "AllCNN", + "unlearning_type": "class", + "num_runs": 3, + "measure_base_results": false, + "measure_retrain_results": false, + "data": { + "dataset": "CIFAR10", + "num_classes": 10, + "batch_size": 512, + "num_workers": 4, + "item_to_unlearn": 5 + }, + "training": { + "num_epochs": 100, + "learning_rate": 0.001, + "weight_decay": 0.0001, + "batch_print_freq": 12, + "pretrained_seed": 11, + "retrained_from_scratch_seeds": { + "class": 11, + "random": 12, + "random_uniform": 13 + } + }, + "unlearning": { + "methods": [ + "boundary_shrink", + "bad_teacher", + "scrub", + "UNSIR", + "GA", + "NegGrad_plus", + "RL" + ], + "FT": { + "print_freq": 8, + "lr": 0.01, + "opt": "SGD", + "weight_decay": 0.0005, + "num_epochs": 10, + "save_checkpoints_at": [ + 5, + 10 + ] + }, + "GA": { + "print_freq": 1, + "lr": 0.0001, + "opt": "SGD", + "weight_decay": 0.0005, + "num_epochs": 5, + "save_checkpoints_at": [ + 3, + 5 + ] + }, + "NegGrad_plus": { + "print_freq": 8, + "lr": 0.01, + "opt": "SGD", + "weight_decay": 0.0005, + "num_epochs": 10, + "save_checkpoints_at": [ + 5, + 10 + ], + "alpha": 0.99 + }, + "RL": { + "print_freq": 8, + "lr": 0.01, + "opt": "SGD", + "weight_decay": 0.0005, + "num_epochs": 10, + "save_checkpoints_at": [ + 5, + 10 + ] + }, + "fisher": { + "lr": 0.01, + "num_epochs": 1, + "save_checkpoints_at": [ + 1 + ], + "lambda": 5e-07 + }, + "SalUn": {}, + "boundary_shrink": { + "print_freq": 1, + "lr": 1e-05, + "num_epochs": 10, + "save_checkpoints_at": [ + 5, + 10 + ], + "bound": 0.1, + "opt": "SGD" + }, + "boundary_expanding": { + "lr": 1e-05, + "num_epochs": 10, + "save_checkpoints_at": [ + 5, + 10 + ], + "opt": "SGD" + }, + "bad_teacher": { + "print_freq": 3, + "lr": 0.0001, + "num_epochs": 2, + "save_checkpoints_at": [ + 1, + 2 + ], + "opt": "Adam" + }, + "scrub": { + "print_freq": 3, + "opt": "Adam", + "weight_decay": 0.0005, + "lr": 0.0005, + "num_epochs": 10, + "maxsteps": 1, + "save_checkpoints_at": [ + 5, + 10 + ], + "forget_batch_size": 512, + "retain_batch_size": 128, + "T": 2, + "lr_decay_epochs": [ + 5, + 8, + 9 + ], + "lr_decay_rate": 0.1 + }, + "UNSIR": { + "print_freq": 8, + "noise_batch_size": 256, + "num_noise_batches": 20, + "noise_train_epochs": 5, + "opt": "Adam", + "lr": 0, + "lr_impair": 0.01, + "lr_repair": 0.01, + "impair_epochs": 1, + "num_epochs": 10, + "save_checkpoints_at": [ + 1, + 10 + ] + } + }, + "GRAND_SEED": 11 +} \ No newline at end of file diff --git a/results/seed_11/pretraining/CIFAR10_AllCNN_100_epochs/results_1.json b/results/seed_11/pretraining/CIFAR10_AllCNN_100_epochs/results_1.json new file mode 100644 index 0000000000000000000000000000000000000000..bb8e5b4f6b91cc03d5d07cf6c0abac31adc9aa5b --- /dev/null +++ b/results/seed_11/pretraining/CIFAR10_AllCNN_100_epochs/results_1.json @@ -0,0 +1,5 @@ +{ + "num_epochs": 100, + "train_acc": 99.71000002685547, + "test_acc": 91.58000008544921 +} \ No newline at end of file diff --git a/results/seed_11/pretraining/CIFAR10_AllCNN_100_epochs/results_2.json b/results/seed_11/pretraining/CIFAR10_AllCNN_100_epochs/results_2.json new file mode 100644 index 0000000000000000000000000000000000000000..4017a8984c3046a945405a0011d13d7182281f39 --- /dev/null +++ b/results/seed_11/pretraining/CIFAR10_AllCNN_100_epochs/results_2.json @@ -0,0 +1,5 @@ +{ + "num_epochs": 100, + "train_acc": 99.81600002685546, + "test_acc": 91.9099998046875 +} \ No newline at end of file diff --git a/results/seed_11/pretraining/CIFAR10_AllCNN_100_epochs/results_3.json b/results/seed_11/pretraining/CIFAR10_AllCNN_100_epochs/results_3.json new file mode 100644 index 0000000000000000000000000000000000000000..658d020f56a31fbe747de00177c89c194e45e178 --- /dev/null +++ b/results/seed_11/pretraining/CIFAR10_AllCNN_100_epochs/results_3.json @@ -0,0 +1,5 @@ +{ + "num_epochs": 100, + "train_acc": 99.71800002685546, + "test_acc": 91.67999982910156 +} \ No newline at end of file diff --git a/results/seed_11/pretraining/CIFAR10_AllCNN_1_epochs/results_1.json b/results/seed_11/pretraining/CIFAR10_AllCNN_1_epochs/results_1.json new file mode 100644 index 0000000000000000000000000000000000000000..1fa37c1a8710d99fa4878656ea4d178b2f171ddc --- /dev/null +++ b/results/seed_11/pretraining/CIFAR10_AllCNN_1_epochs/results_1.json @@ -0,0 +1,5 @@ +{ + "num_epochs": 1, + "train_acc": 33.24999999267578, + "test_acc": 31.390000036621093 +} \ No newline at end of file diff --git a/results/seed_11/pretraining/CIFAR10_AllCNN_1_epochs/results_2.json b/results/seed_11/pretraining/CIFAR10_AllCNN_1_epochs/results_2.json new file mode 100644 index 0000000000000000000000000000000000000000..ea610dd1a869855f09ecc63126e12731b0b6a63a --- /dev/null +++ b/results/seed_11/pretraining/CIFAR10_AllCNN_1_epochs/results_2.json @@ -0,0 +1,5 @@ +{ + "num_epochs": 1, + "train_acc": 41.65400000488281, + "test_acc": 42.859999963378904 +} \ No newline at end of file diff --git a/results/seed_11/pretraining/CIFAR10_AllCNN_1_epochs/results_3.json b/results/seed_11/pretraining/CIFAR10_AllCNN_1_epochs/results_3.json new file mode 100644 index 0000000000000000000000000000000000000000..26be0a8a53207543dd944a02befc7ffb8178ac0a --- /dev/null +++ b/results/seed_11/pretraining/CIFAR10_AllCNN_1_epochs/results_3.json @@ -0,0 +1,5 @@ +{ + "num_epochs": 1, + "train_acc": 38.052000017089846, + "test_acc": 36.59999984741211 +} \ No newline at end of file diff --git a/results/seed_11/pretraining/CIFAR10_AllCNN_20_epochs/results_1.json b/results/seed_11/pretraining/CIFAR10_AllCNN_20_epochs/results_1.json new file mode 100644 index 0000000000000000000000000000000000000000..d5ea37648553e2b8597e702f978964333745bbbb --- /dev/null +++ b/results/seed_11/pretraining/CIFAR10_AllCNN_20_epochs/results_1.json @@ -0,0 +1,5 @@ +{ + "num_epochs": 20, + "train_acc": 90.51199998535157, + "test_acc": 87.2099998046875 +} \ No newline at end of file diff --git a/results/seed_11/pretraining/CIFAR10_AllCNN_20_epochs/results_2.json b/results/seed_11/pretraining/CIFAR10_AllCNN_20_epochs/results_2.json new file mode 100644 index 0000000000000000000000000000000000000000..63d23bd14453949271ceac6a6899ce94917161c8 --- /dev/null +++ b/results/seed_11/pretraining/CIFAR10_AllCNN_20_epochs/results_2.json @@ -0,0 +1,5 @@ +{ + "num_epochs": 20, + "train_acc": 90.83199998046875, + "test_acc": 87.47000008544921 +} \ No newline at end of file diff --git a/results/seed_11/pretraining/CIFAR10_AllCNN_20_epochs/results_3.json b/results/seed_11/pretraining/CIFAR10_AllCNN_20_epochs/results_3.json new file mode 100644 index 0000000000000000000000000000000000000000..22fd17da578104e4bdf6cf70774b97188bd940e2 --- /dev/null +++ b/results/seed_11/pretraining/CIFAR10_AllCNN_20_epochs/results_3.json @@ -0,0 +1,5 @@ +{ + "num_epochs": 20, + "train_acc": 90.77400000976563, + "test_acc": 87.74999965820312 +} \ No newline at end of file diff --git a/results/seed_11/pretraining/CIFAR10_AllCNN_30_epochs/results_1.json b/results/seed_11/pretraining/CIFAR10_AllCNN_30_epochs/results_1.json new file mode 100644 index 0000000000000000000000000000000000000000..89bcb646ddb2223930845bf118d3d46262577cdc --- /dev/null +++ b/results/seed_11/pretraining/CIFAR10_AllCNN_30_epochs/results_1.json @@ -0,0 +1,5 @@ +{ + "num_epochs": 30, + "train_acc": 94.26399991699219, + "test_acc": 89.35999969482423 +} \ No newline at end of file diff --git a/results/seed_11/pretraining/CIFAR10_AllCNN_30_epochs/results_2.json b/results/seed_11/pretraining/CIFAR10_AllCNN_30_epochs/results_2.json new file mode 100644 index 0000000000000000000000000000000000000000..88e373847aafbd392fdde042be4c58494cdb51fc --- /dev/null +++ b/results/seed_11/pretraining/CIFAR10_AllCNN_30_epochs/results_2.json @@ -0,0 +1,5 @@ +{ + "num_epochs": 30, + "train_acc": 94.43400002197265, + "test_acc": 89.34000013427735 +} \ No newline at end of file diff --git a/results/seed_11/pretraining/CIFAR10_AllCNN_30_epochs/results_3.json b/results/seed_11/pretraining/CIFAR10_AllCNN_30_epochs/results_3.json new file mode 100644 index 0000000000000000000000000000000000000000..6010113892c51fe090a90044fae64760345ae445 --- /dev/null +++ b/results/seed_11/pretraining/CIFAR10_AllCNN_30_epochs/results_3.json @@ -0,0 +1,5 @@ +{ + "num_epochs": 30, + "train_acc": 94.4199999243164, + "test_acc": 89.27999997558594 +} \ No newline at end of file diff --git a/results/seed_11/pretraining/CIFAR10_AllCNN_50_epochs/results_1.json b/results/seed_11/pretraining/CIFAR10_AllCNN_50_epochs/results_1.json new file mode 100644 index 0000000000000000000000000000000000000000..3a57298d21e653a174af9b9da74013f76ec5750e --- /dev/null +++ b/results/seed_11/pretraining/CIFAR10_AllCNN_50_epochs/results_1.json @@ -0,0 +1,5 @@ +{ + "num_epochs": 50, + "train_acc": 97.85599990966797, + "test_acc": 90.87000001220703 +} \ No newline at end of file diff --git a/results/seed_11/pretraining/CIFAR10_AllCNN_50_epochs/results_2.json b/results/seed_11/pretraining/CIFAR10_AllCNN_50_epochs/results_2.json new file mode 100644 index 0000000000000000000000000000000000000000..2ce1ee440468721cfe17b9f3887f3e041a8a6078 --- /dev/null +++ b/results/seed_11/pretraining/CIFAR10_AllCNN_50_epochs/results_2.json @@ -0,0 +1,5 @@ +{ + "num_epochs": 50, + "train_acc": 98.04399993164063, + "test_acc": 90.43999995117187 +} \ No newline at end of file diff --git a/results/seed_11/pretraining/CIFAR10_AllCNN_50_epochs/results_3.json b/results/seed_11/pretraining/CIFAR10_AllCNN_50_epochs/results_3.json new file mode 100644 index 0000000000000000000000000000000000000000..759637144f4e72a8b0cd92061865014bdfb65f63 --- /dev/null +++ b/results/seed_11/pretraining/CIFAR10_AllCNN_50_epochs/results_3.json @@ -0,0 +1,5 @@ +{ + "num_epochs": 50, + "train_acc": 97.90999995361328, + "test_acc": 90.70999973144531 +} \ No newline at end of file diff --git a/results/seed_11/pretraining/CIFAR10_AllCNN_75_epochs/results_1.json b/results/seed_11/pretraining/CIFAR10_AllCNN_75_epochs/results_1.json new file mode 100644 index 0000000000000000000000000000000000000000..fa31c3ed529ab2f3028892b77d542bd9024a98eb --- /dev/null +++ b/results/seed_11/pretraining/CIFAR10_AllCNN_75_epochs/results_1.json @@ -0,0 +1,5 @@ +{ + "num_epochs": 75, + "train_acc": 99.38800000488281, + "test_acc": 91.63000020751953 +} \ No newline at end of file diff --git a/results/seed_11/pretraining/CIFAR10_AllCNN_75_epochs/results_2.json b/results/seed_11/pretraining/CIFAR10_AllCNN_75_epochs/results_2.json new file mode 100644 index 0000000000000000000000000000000000000000..107297900323dc65116cbf7255e2c86028093b53 --- /dev/null +++ b/results/seed_11/pretraining/CIFAR10_AllCNN_75_epochs/results_2.json @@ -0,0 +1,5 @@ +{ + "num_epochs": 75, + "train_acc": 99.37399997558593, + "test_acc": 90.92999989013671 +} \ No newline at end of file diff --git a/results/seed_11/pretraining/CIFAR10_AllCNN_75_epochs/results_3.json b/results/seed_11/pretraining/CIFAR10_AllCNN_75_epochs/results_3.json new file mode 100644 index 0000000000000000000000000000000000000000..b5717c7dc41788bebc40171bb613b5c43c99fa24 --- /dev/null +++ b/results/seed_11/pretraining/CIFAR10_AllCNN_75_epochs/results_3.json @@ -0,0 +1,5 @@ +{ + "num_epochs": 75, + "train_acc": 99.4419999243164, + "test_acc": 90.95000010986328 +} \ No newline at end of file diff --git a/results/seed_11/pretraining/experiment_config.json b/results/seed_11/pretraining/experiment_config.json new file mode 100644 index 0000000000000000000000000000000000000000..a28eb868a0f495448a99714f4fcd157c1e2d6e38 --- /dev/null +++ b/results/seed_11/pretraining/experiment_config.json @@ -0,0 +1,26 @@ +{ + "description": "Pre-training - AllCNN, CIFAR10", + "device": "cuda", + "model_class": "AllCNN", + "data": { + "dataset": "CIFAR10", + "num_classes": 10, + "batch_size": 1024, + "num_workers": 4 + }, + "training": { + "num_epochs": [ + 1, + 20, + 30, + 50, + 75, + 100 + ], + "num_runs": 3, + "learning_rate": 0.001, + "weight_decay": 0.0001, + "batch_print_freq": 12 + }, + "GRAND_SEED": 11 +} \ No newline at end of file diff --git a/results/seed_11/retrain/retrain_run_1_class_5.json b/results/seed_11/retrain/retrain_run_1_class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..cfec2ec72e69b4d2cf7d9d6dfe0b938bf529f5cc --- /dev/null +++ b/results/seed_11/retrain/retrain_run_1_class_5.json @@ -0,0 +1,57 @@ +{ + "acc": { + "forget": 0.0, + "retain": 99.87555554470487, + "test": 83.99999990234375 + }, + "loss": { + "forget": 14.23932138824463, + "retain": 0.008798070570495394, + "test": 2.0128722108840944 + }, + "entropy": { + "forget": 0.2679830205440521, + "retain": 0.026384845404492485, + "test": 0.08754429006576538 + }, + "m_entropy": { + "forget": 19.987650927734375, + "retain": 0.004683984574178855, + "test": 2.9699497940063475 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9588888888888889, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9441111111111111, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9575555555555556, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9723333333333334, + "forget_non_member": 1.0 + }, + "entropy": { + "retain_test_member": 0.9397777777777778, + "forget_non_member": 0.4792 + }, + "m_entropy": { + "retain_test_member": 0.9548888888888889, + "forget_non_member": 1.0 + } + }, + "correctness": { + "retain_test_member": 0.9986666666666667, + "forget_non_member": 1.0 + } + }, + "type": "retrain" +} \ No newline at end of file diff --git a/results/seed_11/retrain/retrain_run_1_class_5_out.pth b/results/seed_11/retrain/retrain_run_1_class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..d360878ca6eb762c385882f2037f035f997c0de1 --- /dev/null +++ b/results/seed_11/retrain/retrain_run_1_class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:59feb1ac9c863fd98714be1dc9df2a89388517942a5fbb9d582a436298a08b12 +size 6308230 diff --git a/results/seed_11/retrain/retrain_run_2_class_5.json b/results/seed_11/retrain/retrain_run_2_class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..a8d47c7dc1eb650b1e1d173f8d1f98e919e8deac --- /dev/null +++ b/results/seed_11/retrain/retrain_run_2_class_5.json @@ -0,0 +1,57 @@ +{ + "acc": { + "forget": 0.0, + "retain": 99.8488888888889, + "test": 83.84000001220703 + }, + "loss": { + "forget": 14.311858096313477, + "retain": 0.00902369850675265, + "test": 2.023863147163391 + }, + "entropy": { + "forget": 0.26423553190231325, + "retain": 0.026055351601706613, + "test": 0.0886962922334671 + }, + "m_entropy": { + "forget": 20.443759060668945, + "retain": 0.005215706108696759, + "test": 3.0018859786987306 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.951, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9327777777777778, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9497777777777778, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9682222222222222, + "forget_non_member": 1.0 + }, + "entropy": { + "retain_test_member": 0.9394444444444444, + "forget_non_member": 0.4712 + }, + "m_entropy": { + "retain_test_member": 0.9698888888888889, + "forget_non_member": 1.0 + } + }, + "correctness": { + "retain_test_member": 0.9985555555555555, + "forget_non_member": 1.0 + } + }, + "type": "retrain" +} \ No newline at end of file diff --git a/results/seed_11/retrain/retrain_run_2_class_5_out.pth b/results/seed_11/retrain/retrain_run_2_class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..e433a944fccbecfbd791ed428bb64d8da9ffca5f --- /dev/null +++ b/results/seed_11/retrain/retrain_run_2_class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5d842c502c3cd22d00f7f44f602612069886ac794204cd1a0b238789ae7e078d +size 6308230 diff --git a/results/seed_11/retrain/retrain_run_3_class_5.json b/results/seed_11/retrain/retrain_run_3_class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..4d00a7858a63d3b674d94dbaedd627f04953f22c --- /dev/null +++ b/results/seed_11/retrain/retrain_run_3_class_5.json @@ -0,0 +1,57 @@ +{ + "acc": { + "forget": 0.0, + "retain": 99.84222222222222, + "test": 83.75999986572266 + }, + "loss": { + "forget": 14.076006855773926, + "retain": 0.009369505888885922, + "test": 2.023907893562317 + }, + "entropy": { + "forget": 0.27446465225219724, + "retain": 0.027508454924490718, + "test": 0.08886150779724121 + }, + "m_entropy": { + "forget": 19.499689852905274, + "retain": 0.00503108626153941, + "test": 2.9642038047790527 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9497777777777778, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9322222222222222, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9511111111111111, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9636666666666667, + "forget_non_member": 1.0 + }, + "entropy": { + "retain_test_member": 0.9315555555555556, + "forget_non_member": 0.492 + }, + "m_entropy": { + "retain_test_member": 0.9582222222222222, + "forget_non_member": 1.0 + } + }, + "correctness": { + "retain_test_member": 0.9986666666666667, + "forget_non_member": 1.0 + } + }, + "type": "retrain" +} \ No newline at end of file diff --git a/results/seed_11/retrain/retrain_run_3_class_5_out.pth b/results/seed_11/retrain/retrain_run_3_class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..1c5df9b85874e4511a6f9900a289658954886f60 --- /dev/null +++ b/results/seed_11/retrain/retrain_run_3_class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8939beb947cf2ccc07e8ce45ab157d0d969633a3a1c7eb48b9c4bc7a549d8963 +size 6308230 diff --git a/results/seed_11/unlearn/run_1/FT/epoch_10/class_5.json b/results/seed_11/unlearn/run_1/FT/epoch_10/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..8fd4f086e83b3b8fa90484cb6054623de8e9b013 --- /dev/null +++ b/results/seed_11/unlearn/run_1/FT/epoch_10/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 83.99999986572266, + "retain": 99.74222220052083, + "test": 89.89999997558594 + }, + "loss": { + "forget": 0.416522438955307, + "retain": 0.009528099186387327, + "test": 0.5158386843204499 + }, + "entropy": { + "forget": 0.26135270652771, + "retain": 0.02076503987941477, + "test": 0.07669727938175201 + }, + "m_entropy": { + "forget": 0.583849065876007, + "retain": 0.007432287670837508, + "test": 0.8573867802619934 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9536666666666667, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9324444444444444, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9558888888888889, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9637777777777777, + "forget_non_member": 0.4588 + }, + "entropy": { + "retain_test_member": 0.924, + "forget_non_member": 0.5532 + }, + "m_entropy": { + "retain_test_member": 0.9605555555555556, + "forget_non_member": 0.4702 + } + }, + "correctness": { + "retain_test_member": 0.9967777777777778, + "forget_non_member": 0.16000000000000003 + } + }, + "ToW": 0.15002582505087114, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.777201533317566, + "l2_distance": 1.184798002243042, + "JS_divergence": 0.5822625160217285 + }, + "retain": { + "absolute_distance": 1.778395652770996 + }, + "test": { + "absolute_distance": 0.2600889205932617 + }, + "forget_test_avg": { + "KL_divergence": 15.281814575195312 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 0.34770661008259707 + } + } + }, + "type": "unlearn", + "epoch": 10, + "run": 1, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "FT", + "epoch_duration": 6.823389053344727, + "total_unlearning_time_up_to_now": 69191.71833992004 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_1/FT/epoch_10/class_5_out.pth b/results/seed_11/unlearn/run_1/FT/epoch_10/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..c58b2ebd7c921c1a8cd35a3fbdcd75601f60a04b --- /dev/null +++ b/results/seed_11/unlearn/run_1/FT/epoch_10/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a98b1562628f9065174868183c69f3d9696a1d4d35856488e6fa3ac73ea33f9e +size 6307732 diff --git a/results/seed_11/unlearn/run_1/FT/epoch_5/class_5.json b/results/seed_11/unlearn/run_1/FT/epoch_5/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..91f4cc8564de6b57af83d4e6c1c1b85ef980b7a6 --- /dev/null +++ b/results/seed_11/unlearn/run_1/FT/epoch_5/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 85.08000008544921, + "retain": 99.70666665581597, + "test": 90.06999992675782 + }, + "loss": { + "forget": 0.3868917016983032, + "retain": 0.011442050662967895, + "test": 0.48616829562187197 + }, + "entropy": { + "forget": 0.2643476801633835, + "retain": 0.02474208715789848, + "test": 0.0836013855934143 + }, + "m_entropy": { + "forget": 0.5249678530693054, + "retain": 0.009180490356393987, + "test": 0.7840168791770935 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9597777777777777, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9411111111111111, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9544444444444444, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9618888888888889, + "forget_non_member": 0.4404 + }, + "entropy": { + "retain_test_member": 0.9406666666666667, + "forget_non_member": 0.4948 + }, + "m_entropy": { + "retain_test_member": 0.9504444444444444, + "forget_non_member": 0.4832 + } + }, + "correctness": { + "retain_test_member": 0.997, + "forget_non_member": 0.1492 + } + }, + "ToW": 0.13959599211040283, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.8091318607330322, + "l2_distance": 1.2043378353118896, + "JS_divergence": 0.595527708530426 + }, + "retain": { + "absolute_distance": 1.77681565284729 + }, + "test": { + "absolute_distance": 0.26596131920814514 + }, + "forget_test_avg": { + "KL_divergence": 14.543394088745117 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 0.3264210535298194 + } + } + }, + "type": "unlearn", + "epoch": 5, + "run": 1, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "FT", + "epoch_duration": 7.164714097976685, + "total_unlearning_time_up_to_now": 34981.361865997314 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_1/FT/epoch_5/class_5_out.pth b/results/seed_11/unlearn/run_1/FT/epoch_5/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..018fe877a994363e944fbe2692f7919b98936b4c --- /dev/null +++ b/results/seed_11/unlearn/run_1/FT/epoch_5/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:939ac0c94ecbebfd3036bcdab3a8f04e3c1b3cb5e9af71959ad1482c661f2e24 +size 6307732 diff --git a/results/seed_11/unlearn/run_1/GA/epoch_3/class_5.json b/results/seed_11/unlearn/run_1/GA/epoch_3/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..0befb2e719621a435c9dd23dea0045616f1799f6 --- /dev/null +++ b/results/seed_11/unlearn/run_1/GA/epoch_3/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 53.800000054931644, + "retain": 99.39555557861328, + "test": 87.51999990234376 + }, + "loss": { + "forget": 1.6477971389770507, + "retain": 0.02073785801463657, + "test": 0.6861871832847595 + }, + "entropy": { + "forget": 0.3516881118774414, + "retain": 0.03878102280828688, + "test": 0.09197965652942658 + }, + "m_entropy": { + "forget": 2.7806480365753172, + "retain": 0.01879248823887772, + "test": 1.1432724880218506 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9596666666666667, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.934, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9591111111111111, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9627777777777777, + "forget_non_member": 0.6654 + }, + "entropy": { + "retain_test_member": 0.906, + "forget_non_member": 0.6478 + }, + "m_entropy": { + "retain_test_member": 0.9563333333333334, + "forget_non_member": 0.6798 + } + }, + "correctness": { + "retain_test_member": 0.995, + "forget_non_member": 0.46199999999999997 + } + }, + "ToW": 0.4435980591437059, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.3840891122817993, + "l2_distance": 0.9128984212875366, + "JS_divergence": 0.43188148736953735 + }, + "retain": { + "absolute_distance": 1.7766375541687012 + }, + "test": { + "absolute_distance": 0.2339349091053009 + }, + "forget_test_avg": { + "KL_divergence": 12.775815963745117 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 1.125207780093332 + } + } + }, + "type": "unlearn", + "epoch": 3, + "run": 1, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "GA", + "epoch_duration": 1.2311904430389404, + "total_unlearning_time_up_to_now": 3727.0407676696777 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_1/GA/epoch_3/class_5_out.pth b/results/seed_11/unlearn/run_1/GA/epoch_3/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..5d3d3747f040513c88617974d2481259f7c86faf --- /dev/null +++ b/results/seed_11/unlearn/run_1/GA/epoch_3/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:69eb4aab2ca65b5ecbdc135c13868264f58b39e801d40efbd6a3f6fd2b13b5d9 +size 6307732 diff --git a/results/seed_11/unlearn/run_1/GA/epoch_5/class_5.json b/results/seed_11/unlearn/run_1/GA/epoch_5/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..cc04c27d4c90069f0006c78ac54be40800a83019 --- /dev/null +++ b/results/seed_11/unlearn/run_1/GA/epoch_5/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 18.899999969482423, + "retain": 97.28666662462022, + "test": 82.40999993896484 + }, + "loss": { + "forget": 5.7071391944885255, + "retain": 0.08093378716839685, + "test": 1.3055947502136231 + }, + "entropy": { + "forget": 0.2240628220796585, + "retain": 0.06381800048483742, + "test": 0.09215244170427322 + }, + "m_entropy": { + "forget": 10.287661534118651, + "retain": 0.11293002711931864, + "test": 2.4336960205078126 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9534444444444444, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9137777777777778, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9471111111111111, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9428888888888889, + "forget_non_member": 0.8682 + }, + "entropy": { + "retain_test_member": 0.8914444444444445, + "forget_non_member": 0.359 + }, + "m_entropy": { + "retain_test_member": 0.9436666666666667, + "forget_non_member": 0.8676 + } + }, + "correctness": { + "retain_test_member": 0.9704444444444444, + "forget_non_member": 0.8109999999999999 + } + }, + "ToW": 0.7774430460773263, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 0.9359380006790161, + "l2_distance": 0.6194050908088684, + "JS_divergence": 0.27930399775505066 + }, + "retain": { + "absolute_distance": 1.7794281244277954 + }, + "test": { + "absolute_distance": 0.24230976402759552 + }, + "forget_test_avg": { + "KL_divergence": 12.703499794006348 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 4.486459617525569 + } + } + }, + "type": "unlearn", + "epoch": 5, + "run": 1, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "GA", + "epoch_duration": 1.1822631359100342, + "total_unlearning_time_up_to_now": 6233.5779666900635 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_1/GA/epoch_5/class_5_out.pth b/results/seed_11/unlearn/run_1/GA/epoch_5/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..06c05e74061444fbebc9647ad64da0a29731c54e --- /dev/null +++ b/results/seed_11/unlearn/run_1/GA/epoch_5/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6157ac87b5d0c2e1fbce373fb869a9b6adbd84df3b41260b4ad8e2f5c247e206 +size 6307732 diff --git a/results/seed_11/unlearn/run_1/NegGrad_plus/epoch_10/class_5.json b/results/seed_11/unlearn/run_1/NegGrad_plus/epoch_10/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..99481861f3b6a2bc014cf85747dfdebcf10587d8 --- /dev/null +++ b/results/seed_11/unlearn/run_1/NegGrad_plus/epoch_10/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 84.82000017089844, + "retain": 99.73999996744791, + "test": 90.09000002441407 + }, + "loss": { + "forget": 0.3987890145778656, + "retain": 0.010108784235020478, + "test": 0.49998422083854677 + }, + "entropy": { + "forget": 0.2666927354812622, + "retain": 0.021579831271701388, + "test": 0.07991783044338226 + }, + "m_entropy": { + "forget": 0.5346922737121582, + "retain": 0.008275646555589305, + "test": 0.8143510676383973 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9595555555555556, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9433333333333334, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9635555555555556, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9661111111111111, + "forget_non_member": 0.4288 + }, + "entropy": { + "retain_test_member": 0.9398888888888889, + "forget_non_member": 0.4904 + }, + "m_entropy": { + "retain_test_member": 0.9666666666666667, + "forget_non_member": 0.4264 + } + }, + "correctness": { + "retain_test_member": 0.9972222222222222, + "forget_non_member": 0.15180000000000005 + } + }, + "ToW": 0.1423621364439469, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.8108738660812378, + "l2_distance": 1.2060753107070923, + "JS_divergence": 0.596880316734314 + }, + "retain": { + "absolute_distance": 1.7794932126998901 + }, + "test": { + "absolute_distance": 0.257744699716568 + }, + "forget_test_avg": { + "KL_divergence": 15.102020263671875 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 0.3379442405111592 + } + } + }, + "type": "unlearn", + "epoch": 10, + "run": 1, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "NegGrad_plus", + "epoch_duration": 11.896350860595703, + "total_unlearning_time_up_to_now": 115891.65449142456 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_1/NegGrad_plus/epoch_10/class_5_out.pth b/results/seed_11/unlearn/run_1/NegGrad_plus/epoch_10/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..d4266594b452efb058832e83296faa6ddd60a704 --- /dev/null +++ b/results/seed_11/unlearn/run_1/NegGrad_plus/epoch_10/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:122caedc4956c4feb5ed848433d0ff832932e1032c04dfbbb11a2e9235a8a9c2 +size 6307732 diff --git a/results/seed_11/unlearn/run_1/NegGrad_plus/epoch_5/class_5.json b/results/seed_11/unlearn/run_1/NegGrad_plus/epoch_5/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..b2814e650eedd3804391875adc3f0ca98ce45c3c --- /dev/null +++ b/results/seed_11/unlearn/run_1/NegGrad_plus/epoch_5/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 80.32000006103516, + "retain": 99.75555552300347, + "test": 89.75999986572266 + }, + "loss": { + "forget": 0.5409866260528564, + "retain": 0.00986524934089846, + "test": 0.5193254703998565 + }, + "entropy": { + "forget": 0.27768231015205386, + "retain": 0.02291376469267739, + "test": 0.08025854821205139 + }, + "m_entropy": { + "forget": 0.7916943232536315, + "retain": 0.007215136426356104, + "test": 0.8483336857795716 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9493333333333334, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9426666666666667, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9511111111111111, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9443333333333334, + "forget_non_member": 0.5304 + }, + "entropy": { + "retain_test_member": 0.9222222222222223, + "forget_non_member": 0.5568 + }, + "m_entropy": { + "retain_test_member": 0.9398888888888889, + "forget_non_member": 0.5406 + } + }, + "correctness": { + "retain_test_member": 0.9966666666666667, + "forget_non_member": 0.19679999999999997 + } + }, + "ToW": 0.18524176227323036, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.7526142597198486, + "l2_distance": 1.1664642095565796, + "JS_divergence": 0.5741327404975891 + }, + "retain": { + "absolute_distance": 1.7744286060333252 + }, + "test": { + "absolute_distance": 0.25204217433929443 + }, + "forget_test_avg": { + "KL_divergence": 14.661050796508789 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 0.36801811801557344 + } + } + }, + "type": "unlearn", + "epoch": 5, + "run": 1, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "NegGrad_plus", + "epoch_duration": 11.484231233596802, + "total_unlearning_time_up_to_now": 57804.5756816864 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_1/NegGrad_plus/epoch_5/class_5_out.pth b/results/seed_11/unlearn/run_1/NegGrad_plus/epoch_5/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..3a222cb95f3c3f129785211db2ffdb7288c0d4e6 --- /dev/null +++ b/results/seed_11/unlearn/run_1/NegGrad_plus/epoch_5/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d0812da8a0a35117a5eebaa3eedce1026b2b53cf196f80ed6845c4e464a46e4b +size 6307732 diff --git a/results/seed_11/unlearn/run_1/RL/epoch_10/class_5.json b/results/seed_11/unlearn/run_1/RL/epoch_10/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..6c776896df3864d65ee41ab4ecb762fdeb439616 --- /dev/null +++ b/results/seed_11/unlearn/run_1/RL/epoch_10/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 13.499999951171874, + "retain": 99.4577777452257, + "test": 84.3199999633789 + }, + "loss": { + "forget": 2.051794599151611, + "retain": 0.04098494010567665, + "test": 0.5428687150001525 + }, + "entropy": { + "forget": 1.6643828540802001, + "retain": 0.11593190099133385, + "test": 0.2748506830215454 + }, + "m_entropy": { + "forget": 2.0490546840667725, + "retain": 0.021558054173986117, + "test": 0.6831397203445435 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.958, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.913, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9562222222222222, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9684444444444444, + "forget_non_member": 1.0 + }, + "entropy": { + "retain_test_member": 0.9204444444444444, + "forget_non_member": 0.9966 + }, + "m_entropy": { + "retain_test_member": 0.968, + "forget_non_member": 1.0 + } + }, + "correctness": { + "retain_test_member": 0.9913333333333333, + "forget_non_member": 0.865 + } + }, + "ToW": 0.8586297860829317, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.6354408264160156, + "l2_distance": 0.8852248191833496, + "JS_divergence": 0.464998334646225 + }, + "retain": { + "absolute_distance": 1.774694561958313 + }, + "test": { + "absolute_distance": 0.2806728482246399 + }, + "forget_test_avg": { + "KL_divergence": 9.829618453979492 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 1.6760117146254274 + } + } + }, + "type": "unlearn", + "epoch": 10, + "run": 1, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "RL", + "epoch_duration": 7.619377374649048, + "total_unlearning_time_up_to_now": 79463.2933139801 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_1/RL/epoch_10/class_5_out.pth b/results/seed_11/unlearn/run_1/RL/epoch_10/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..af353eccb2cf396ee3c34b1c612570d1c88aa729 --- /dev/null +++ b/results/seed_11/unlearn/run_1/RL/epoch_10/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dbf03dfe0efcd9445f97e0a5efc1b7203d3181329b097d6ff89d30fd8e1187b1 +size 6307732 diff --git a/results/seed_11/unlearn/run_1/RL/epoch_5/class_5.json b/results/seed_11/unlearn/run_1/RL/epoch_5/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..766a61b33f0edab4096d323a63f0834653a3a939 --- /dev/null +++ b/results/seed_11/unlearn/run_1/RL/epoch_5/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 18.919999951171874, + "retain": 99.37333332248264, + "test": 84.79999997558593 + }, + "loss": { + "forget": 2.015453998184204, + "retain": 0.04306364194088512, + "test": 0.5394216200828552 + }, + "entropy": { + "forget": 1.6224847303390504, + "retain": 0.12338186327351464, + "test": 0.2622887660980225 + }, + "m_entropy": { + "forget": 2.0456203914642335, + "retain": 0.022540603599945704, + "test": 0.6817868371963501 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9633333333333334, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9102222222222223, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.957, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9675555555555555, + "forget_non_member": 0.9974 + }, + "entropy": { + "retain_test_member": 0.9075555555555556, + "forget_non_member": 0.9958 + }, + "m_entropy": { + "retain_test_member": 0.9556666666666667, + "forget_non_member": 0.999 + } + }, + "correctness": { + "retain_test_member": 0.994, + "forget_non_member": 0.8108 + } + }, + "ToW": 0.8002741582555216, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.5756686925888062, + "l2_distance": 0.8617836833000183, + "JS_divergence": 0.44133812189102173 + }, + "retain": { + "absolute_distance": 1.772029995918274 + }, + "test": { + "absolute_distance": 0.2620088756084442 + }, + "forget_test_avg": { + "KL_divergence": 9.16308879852295 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 1.6471897961983135 + } + } + }, + "type": "unlearn", + "epoch": 5, + "run": 1, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "RL", + "epoch_duration": 8.489947080612183, + "total_unlearning_time_up_to_now": 40379.770040512085 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_1/RL/epoch_5/class_5_out.pth b/results/seed_11/unlearn/run_1/RL/epoch_5/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..2ccf81809760077a730dfcd9bbdfba58882ab2b2 --- /dev/null +++ b/results/seed_11/unlearn/run_1/RL/epoch_5/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bdeca2ce926084934b42e77d790aebd2cbbaea9377ef166a548c34fa2a579867 +size 6307732 diff --git a/results/seed_11/unlearn/run_1/UNSIR/epoch_1/class_5.json b/results/seed_11/unlearn/run_1/UNSIR/epoch_1/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..3212ab5a92a3fe1370a2765124af3816c50e47b8 --- /dev/null +++ b/results/seed_11/unlearn/run_1/UNSIR/epoch_1/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 0.0, + "retain": 34.455555558607315, + "test": 32.749999975585936 + }, + "loss": { + "forget": 8.610625036621094, + "retain": 1.7080617152320015, + "test": 2.395061950302124 + }, + "entropy": { + "forget": 1.5560706678390503, + "retain": 1.4206293881734213, + "test": 1.3357345918655394 + }, + "m_entropy": { + "forget": 8.984503408813477, + "retain": 1.7383295447455511, + "test": 2.4978554195404055 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.855, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.26055555555555554, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.804, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9747777777777777, + "forget_non_member": 1.0 + }, + "entropy": { + "retain_test_member": 0.0, + "forget_non_member": 1.0 + }, + "m_entropy": { + "retain_test_member": 0.9548888888888889, + "forget_non_member": 1.0 + } + }, + "correctness": { + "retain_test_member": 0.34544444444444444, + "forget_non_member": 1.0 + } + }, + "ToW": 0.16857750032104593, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.6183687448501587, + "l2_distance": 0.9112455248832703, + "JS_divergence": 0.44694647192955017 + }, + "retain": { + "absolute_distance": 1.7696977853775024 + }, + "test": { + "absolute_distance": 1.3981963396072388 + }, + "forget_test_avg": { + "KL_divergence": 3.482921600341797 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 6.215563253428135 + } + } + }, + "type": "unlearn", + "epoch": 1, + "run": 1, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "UNSIR", + "epoch_duration": 9.012506246566772, + "total_unlearning_time_up_to_now": 9012.506246566772 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_1/UNSIR/epoch_1/class_5_out.pth b/results/seed_11/unlearn/run_1/UNSIR/epoch_1/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..ac73f4de00431b949cf872bcba596b1ded65e76c --- /dev/null +++ b/results/seed_11/unlearn/run_1/UNSIR/epoch_1/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1975b24a55f02176398bd7d1773be88997457e6e2100a34d5a8f8c8fa8be444d +size 6307732 diff --git a/results/seed_11/unlearn/run_1/UNSIR/epoch_10/class_5.json b/results/seed_11/unlearn/run_1/UNSIR/epoch_10/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..00556cefde8c30058bc07dbf75386e00fab5c850 --- /dev/null +++ b/results/seed_11/unlearn/run_1/UNSIR/epoch_10/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 0.0, + "retain": 78.31777774386936, + "test": 69.96999995727539 + }, + "loss": { + "forget": 11.680195811462402, + "retain": 0.6053761773533292, + "test": 1.9999904289245605 + }, + "entropy": { + "forget": 0.8355451222419739, + "retain": 0.5184625844849481, + "test": 0.42130751867294314 + }, + "m_entropy": { + "forget": 12.977555360412598, + "retain": 0.6987297038608127, + "test": 2.3520350425720213 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9447777777777778, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.8884444444444445, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9332222222222222, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9685555555555555, + "forget_non_member": 1.0 + }, + "entropy": { + "retain_test_member": 1.0, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9545555555555556, + "forget_non_member": 1.0 + } + }, + "correctness": { + "retain_test_member": 0.7872222222222223, + "forget_non_member": 1.0 + } + }, + "ToW": 0.6743677846771132, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.256988286972046, + "l2_distance": 0.7849256992340088, + "JS_divergence": 0.34227055311203003 + }, + "retain": { + "absolute_distance": 1.7756565809249878 + }, + "test": { + "absolute_distance": 0.5294280052185059 + }, + "forget_test_avg": { + "KL_divergence": 6.452178955078125 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 9.681163059688505 + } + } + }, + "type": "unlearn", + "epoch": 10, + "run": 1, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "UNSIR", + "epoch_duration": 7.193657159805298, + "total_unlearning_time_up_to_now": 72455.14154434204 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_1/UNSIR/epoch_10/class_5_out.pth b/results/seed_11/unlearn/run_1/UNSIR/epoch_10/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..67f3bb800e1e3a573a34c8f13e91c9f463c8dc42 --- /dev/null +++ b/results/seed_11/unlearn/run_1/UNSIR/epoch_10/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c240a2fda8362746aa16b1417bf8c1ee8c5608cdb3acf5776f572918e5c5c196 +size 6307732 diff --git a/results/seed_11/unlearn/run_1/bad_teacher/epoch_1/class_5.json b/results/seed_11/unlearn/run_1/bad_teacher/epoch_1/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..63d8b21bd625d7ba7277e30057202e546a5b22b1 --- /dev/null +++ b/results/seed_11/unlearn/run_1/bad_teacher/epoch_1/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 17.13999999847412, + "retain": 98.5488888563368, + "test": 82.21999989013672 + }, + "loss": { + "forget": 2.499377286911011, + "retain": 0.06298156996369361, + "test": 0.7206601748466491 + }, + "entropy": { + "forget": 1.7517035623550414, + "retain": 0.1336742655939526, + "test": 0.2940947245597839 + }, + "m_entropy": { + "forget": 2.6082108180999755, + "retain": 0.04803747588164277, + "test": 0.912322492980957 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9481111111111111, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.8902222222222222, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9487777777777778, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9613333333333334, + "forget_non_member": 0.98 + }, + "entropy": { + "retain_test_member": 0.876, + "forget_non_member": 0.9898 + }, + "m_entropy": { + "retain_test_member": 0.9552222222222222, + "forget_non_member": 0.9824 + } + }, + "correctness": { + "retain_test_member": 0.9864444444444445, + "forget_non_member": 0.8286 + } + }, + "ToW": 0.8030538308663658, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.6082319021224976, + "l2_distance": 0.877220094203949, + "JS_divergence": 0.4582401216030121 + }, + "retain": { + "absolute_distance": 1.7779746055603027 + }, + "test": { + "absolute_distance": 0.2995396852493286 + }, + "forget_test_avg": { + "KL_divergence": 10.943120002746582 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 1.9438010397742738 + } + } + }, + "type": "unlearn", + "epoch": 1, + "run": 1, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "bad_teacher", + "epoch_duration": 8.452227115631104, + "total_unlearning_time_up_to_now": 8452.227115631104 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_1/bad_teacher/epoch_1/class_5_out.pth b/results/seed_11/unlearn/run_1/bad_teacher/epoch_1/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..907f026b45318ce484310659213e5de9848b75af --- /dev/null +++ b/results/seed_11/unlearn/run_1/bad_teacher/epoch_1/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fb29d96a24b9132f7036e76998e5db262ccef40ab29768e1264dbeee9c9cba90 +size 6307732 diff --git a/results/seed_11/unlearn/run_1/bad_teacher/epoch_2/class_5.json b/results/seed_11/unlearn/run_1/bad_teacher/epoch_2/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..87285aec0734ae75ba23c5b5330cf687303f0248 --- /dev/null +++ b/results/seed_11/unlearn/run_1/bad_teacher/epoch_2/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 18.460000033569337, + "retain": 99.21999996744792, + "test": 83.50999991455078 + }, + "loss": { + "forget": 2.2924357612609865, + "retain": 0.051547842733065286, + "test": 0.6122194358825683 + }, + "entropy": { + "forget": 1.9956057626724244, + "retain": 0.13978420498636035, + "test": 0.32579462990760805 + }, + "m_entropy": { + "forget": 2.260740567779541, + "retain": 0.029556986720694435, + "test": 0.7504786499023437 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9465555555555556, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.8858888888888888, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9441111111111111, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9678888888888889, + "forget_non_member": 0.9958 + }, + "entropy": { + "retain_test_member": 0.8811111111111111, + "forget_non_member": 0.998 + }, + "m_entropy": { + "retain_test_member": 0.9671111111111111, + "forget_non_member": 0.9958 + } + }, + "correctness": { + "retain_test_member": 0.991, + "forget_non_member": 0.8154 + } + }, + "ToW": 0.806085332050939, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.6235618591308594, + "l2_distance": 0.8578627705574036, + "JS_divergence": 0.45416316390037537 + }, + "retain": { + "absolute_distance": 1.779723048210144 + }, + "test": { + "absolute_distance": 0.2954903244972229 + }, + "forget_test_avg": { + "KL_divergence": 9.95981216430664 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 1.857724891594986 + } + } + }, + "type": "unlearn", + "epoch": 2, + "run": 1, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "bad_teacher", + "epoch_duration": 8.189221382141113, + "total_unlearning_time_up_to_now": 16641.448497772217 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_1/bad_teacher/epoch_2/class_5_out.pth b/results/seed_11/unlearn/run_1/bad_teacher/epoch_2/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..a63918e21a35c9dbe52615b8b5af7ce835ecd8bb --- /dev/null +++ b/results/seed_11/unlearn/run_1/bad_teacher/epoch_2/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e1c268377edd0c256c920f963f97679cf82648b1e30903e7c84585e2ae17f339 +size 6307732 diff --git a/results/seed_11/unlearn/run_1/boundary_shrink/epoch_10/class_5.json b/results/seed_11/unlearn/run_1/boundary_shrink/epoch_10/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..00465aa63cff7b99fab099e91d96f7a967e9a8fe --- /dev/null +++ b/results/seed_11/unlearn/run_1/boundary_shrink/epoch_10/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 9.580000001525878, + "retain": 83.77111106906467, + "test": 71.72999987792969 + }, + "loss": { + "forget": 6.604948295593262, + "retain": 0.6693093837420145, + "test": 2.0260544731140135 + }, + "entropy": { + "forget": 0.6632753289222717, + "retain": 0.17362554404205746, + "test": 0.1747142083644867 + }, + "m_entropy": { + "forget": 8.564008807373046, + "retain": 1.0405995147599114, + "test": 3.095529432296753 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9024444444444445, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9734444444444444, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.8973333333333333, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9052222222222223, + "forget_non_member": 0.8152 + }, + "entropy": { + "retain_test_member": 0.8543333333333333, + "forget_non_member": 0.5794 + }, + "m_entropy": { + "retain_test_member": 0.8966666666666666, + "forget_non_member": 0.802 + } + }, + "correctness": { + "retain_test_member": 0.8365555555555556, + "forget_non_member": 0.9042 + } + }, + "ToW": 0.6655054035334399, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.8140023946762085, + "l2_distance": 1.1397705078125, + "JS_divergence": 0.5904655456542969 + }, + "retain": { + "absolute_distance": 1.7742869853973389 + }, + "test": { + "absolute_distance": 0.537757158279419 + }, + "forget_test_avg": { + "KL_divergence": 11.435547828674316 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 4.616349971912158 + } + } + }, + "type": "unlearn", + "epoch": 10, + "run": 1, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "boundary_shrink", + "epoch_duration": 1.9086928367614746, + "total_unlearning_time_up_to_now": 20009.855031967163 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_1/boundary_shrink/epoch_10/class_5_out.pth b/results/seed_11/unlearn/run_1/boundary_shrink/epoch_10/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..8d9f855a347ed370f81ef40c15f0f8770a50368f --- /dev/null +++ b/results/seed_11/unlearn/run_1/boundary_shrink/epoch_10/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8e5fa9c3c503c5aecee29a76494031856363e69ed684551c3daea4ab46a1db07 +size 6307732 diff --git a/results/seed_11/unlearn/run_1/boundary_shrink/epoch_5/class_5.json b/results/seed_11/unlearn/run_1/boundary_shrink/epoch_5/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..36fde2e4a036afe919b5399176b1fcca8c2a8941 --- /dev/null +++ b/results/seed_11/unlearn/run_1/boundary_shrink/epoch_5/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 30.279999911499022, + "retain": 97.07777779134115, + "test": 83.87 + }, + "loss": { + "forget": 3.009334100341797, + "retain": 0.0839795537326071, + "test": 0.9195226007461548 + }, + "entropy": { + "forget": 0.6757745182037354, + "retain": 0.08615132186545266, + "test": 0.13357849204540254 + }, + "m_entropy": { + "forget": 4.020641941833496, + "retain": 0.09946724186340967, + "test": 1.3664891351699828 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9437777777777778, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9235555555555556, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9435555555555556, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.953, + "forget_non_member": 0.7726 + }, + "entropy": { + "retain_test_member": 0.8878888888888888, + "forget_non_member": 0.756 + }, + "m_entropy": { + "retain_test_member": 0.9498888888888889, + "forget_non_member": 0.7762 + } + }, + "correctness": { + "retain_test_member": 0.9735555555555555, + "forget_non_member": 0.6972 + } + }, + "ToW": 0.6768128929629349, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.5564075708389282, + "l2_distance": 0.9826008081436157, + "JS_divergence": 0.4796919822692871 + }, + "retain": { + "absolute_distance": 1.7792149782180786 + }, + "test": { + "absolute_distance": 0.28888657689094543 + }, + "forget_test_avg": { + "KL_divergence": 11.81816291809082 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 2.2201051138179757 + } + } + }, + "type": "unlearn", + "epoch": 5, + "run": 1, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "boundary_shrink", + "epoch_duration": 1.9409260749816895, + "total_unlearning_time_up_to_now": 10351.038455963135 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_1/boundary_shrink/epoch_5/class_5_out.pth b/results/seed_11/unlearn/run_1/boundary_shrink/epoch_5/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..769fdce2de678a9510e8c2d44b34d87762b36e59 --- /dev/null +++ b/results/seed_11/unlearn/run_1/boundary_shrink/epoch_5/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2fa044011e6faecf9098d094a2304c9a39abad634b4f3257f9134eb9ef41c8e8 +size 6307732 diff --git a/results/seed_11/unlearn/run_1/scrub/epoch_1/class_5.json b/results/seed_11/unlearn/run_1/scrub/epoch_1/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..7e289b7ac00910c940382ba358d5d05ad69edf21 --- /dev/null +++ b/results/seed_11/unlearn/run_1/scrub/epoch_1/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 0.0, + "retain": 72.23777776963976, + "test": 65.07999993896485 + }, + "loss": { + "forget": 4.866573480224609, + "retain": 0.8031016576343113, + "test": 1.2103384658813476 + }, + "entropy": { + "forget": 1.1002881448745727, + "retain": 0.8710884224467808, + "test": 0.7060369310379029 + }, + "m_entropy": { + "forget": 5.751220468139649, + "retain": 0.7989942605071597, + "test": 1.41161474609375 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9106666666666666, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.6644444444444444, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9147777777777778, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9291111111111111, + "forget_non_member": 0.953 + }, + "entropy": { + "retain_test_member": 1.0, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9276666666666666, + "forget_non_member": 0.921 + } + }, + "correctness": { + "retain_test_member": 0.7215555555555555, + "forget_non_member": 1.0 + } + }, + "ToW": 0.5867128980647706, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.2234532833099365, + "l2_distance": 0.7299797534942627, + "JS_divergence": 0.3234853148460388 + }, + "retain": { + "absolute_distance": 1.7720755338668823 + }, + "test": { + "absolute_distance": 0.7149540781974792 + }, + "forget_test_avg": { + "KL_divergence": 4.73714542388916 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 3.6562350744388334 + } + } + }, + "type": "unlearn", + "epoch": 1, + "run": 1, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "scrub", + "epoch_duration": 11.240870475769043, + "total_unlearning_time_up_to_now": 11240.870475769043 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_1/scrub/epoch_1/class_5_out.pth b/results/seed_11/unlearn/run_1/scrub/epoch_1/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..9c86b4a04b42a36d3a4d0bc950a293154bb6a861 --- /dev/null +++ b/results/seed_11/unlearn/run_1/scrub/epoch_1/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b2ba2148334f49ec0aa6765c3bc4f78701d5d15ed8baf7b7a3f606351f24afaf +size 6307732 diff --git a/results/seed_11/unlearn/run_1/scrub/epoch_10/class_5.json b/results/seed_11/unlearn/run_1/scrub/epoch_10/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..b04d186473d6c8cf66f783e7aee0f9d4e95d5a09 --- /dev/null +++ b/results/seed_11/unlearn/run_1/scrub/epoch_10/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 5.399999993896484, + "retain": 97.75555555284288, + "test": 83.37 + }, + "loss": { + "forget": 3.738384157180786, + "retain": 0.06592450200716654, + "test": 0.731510253238678 + }, + "entropy": { + "forget": 0.45172393679618833, + "retain": 0.08454711381859249, + "test": 0.1180780473947525 + }, + "m_entropy": { + "forget": 6.230332912445069, + "retain": 0.07073419823182954, + "test": 1.207658497619629 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9611111111111111, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.8998888888888888, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9644444444444444, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9608888888888889, + "forget_non_member": 0.9792 + }, + "entropy": { + "retain_test_member": 0.8652222222222222, + "forget_non_member": 0.667 + }, + "m_entropy": { + "retain_test_member": 0.969, + "forget_non_member": 0.968 + } + }, + "correctness": { + "retain_test_member": 0.9781111111111112, + "forget_non_member": 0.946 + } + }, + "ToW": 0.9201113488001085, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 0.9761436581611633, + "l2_distance": 0.6249655485153198, + "JS_divergence": 0.2783353924751282 + }, + "retain": { + "absolute_distance": 1.7788095474243164 + }, + "test": { + "absolute_distance": 0.17973662912845612 + }, + "forget_test_avg": { + "KL_divergence": 12.450634002685547 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 3.022994237684709 + } + } + }, + "type": "unlearn", + "epoch": 10, + "run": 1, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "scrub", + "epoch_duration": 7.746885061264038, + "total_unlearning_time_up_to_now": 80838.2215499878 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_1/scrub/epoch_10/class_5_out.pth b/results/seed_11/unlearn/run_1/scrub/epoch_10/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..e4b84a957b54cf1ca87f8ab6c4be298eaacdf514 --- /dev/null +++ b/results/seed_11/unlearn/run_1/scrub/epoch_10/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4491f4b1811822c3c9748abb110691ed4d19107a1a72362641bf46e571cc575b +size 6307732 diff --git a/results/seed_11/unlearn/run_1/scrub/epoch_2/class_5.json b/results/seed_11/unlearn/run_1/scrub/epoch_2/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..27ee38d98091a84c8fc492f369da42b00a228a51 --- /dev/null +++ b/results/seed_11/unlearn/run_1/scrub/epoch_2/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 0.039999999809265135, + "retain": 72.17999998914931, + "test": 65.39999993896484 + }, + "loss": { + "forget": 4.8059126625061035, + "retain": 0.8176146722051832, + "test": 1.1877438598632812 + }, + "entropy": { + "forget": 1.1177865362167358, + "retain": 0.913238757165273, + "test": 0.7441031307220459 + }, + "m_entropy": { + "forget": 5.6549449714660645, + "retain": 0.8028372641457452, + "test": 1.3519761100769043 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9216666666666666, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.8874444444444445, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.913, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9214444444444444, + "forget_non_member": 0.917 + }, + "entropy": { + "retain_test_member": 1.0, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9007777777777778, + "forget_non_member": 0.9392 + } + }, + "correctness": { + "retain_test_member": 0.7272222222222222, + "forget_non_member": 0.9996 + } + }, + "ToW": 0.5883227547724701, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.2269190549850464, + "l2_distance": 0.7314801812171936, + "JS_divergence": 0.322997510433197 + }, + "retain": { + "absolute_distance": 1.7796038389205933 + }, + "test": { + "absolute_distance": 0.7274796366691589 + }, + "forget_test_avg": { + "KL_divergence": 4.538458824157715 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 3.618168832169033 + } + } + }, + "type": "unlearn", + "epoch": 2, + "run": 1, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "scrub", + "epoch_duration": 9.233586549758911, + "total_unlearning_time_up_to_now": 20474.457025527954 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_1/scrub/epoch_2/class_5_out.pth b/results/seed_11/unlearn/run_1/scrub/epoch_2/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..806dd29e10a99ea41107da678c7e2ae2a0e02547 --- /dev/null +++ b/results/seed_11/unlearn/run_1/scrub/epoch_2/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e738d2bcc0360fb8cc1c2b93c446f30ed93319f8648d1bb1186c64011378bf70 +size 6307732 diff --git a/results/seed_11/unlearn/run_1/scrub/epoch_3/class_5.json b/results/seed_11/unlearn/run_1/scrub/epoch_3/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..3fea91bd491d42a91205c09acf6a9364a6dee86c --- /dev/null +++ b/results/seed_11/unlearn/run_1/scrub/epoch_3/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 0.0, + "retain": 74.53999999050565, + "test": 67.4499999572754 + }, + "loss": { + "forget": 5.398348448181152, + "retain": 0.735275403881073, + "test": 1.1860494577407836 + }, + "entropy": { + "forget": 0.9980051264762878, + "retain": 0.8159263502226936, + "test": 0.6514120258331298 + }, + "m_entropy": { + "forget": 6.486003751373291, + "retain": 0.7317899046685961, + "test": 1.3899095518112183 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9321111111111111, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.8878888888888888, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9427777777777778, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9333333333333333, + "forget_non_member": 0.9558 + }, + "entropy": { + "retain_test_member": 0.9998888888888889, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9517777777777777, + "forget_non_member": 0.8938 + } + }, + "correctness": { + "retain_test_member": 0.7501111111111111, + "forget_non_member": 1.0 + } + }, + "ToW": 0.6230747893103517, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.1591824293136597, + "l2_distance": 0.6991864442825317, + "JS_divergence": 0.30529072880744934 + }, + "retain": { + "absolute_distance": 1.7721056938171387 + }, + "test": { + "absolute_distance": 0.6548584699630737 + }, + "forget_test_avg": { + "KL_divergence": 4.8138532638549805 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 4.212299059307645 + } + } + }, + "type": "unlearn", + "epoch": 3, + "run": 1, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "scrub", + "epoch_duration": 7.928843259811401, + "total_unlearning_time_up_to_now": 28403.300285339355 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_1/scrub/epoch_3/class_5_out.pth b/results/seed_11/unlearn/run_1/scrub/epoch_3/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..3b79dd1cb5e9ed4a6dae5d892166fc774afa0ab0 --- /dev/null +++ b/results/seed_11/unlearn/run_1/scrub/epoch_3/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:72e7e0fba53824155fe2b6d829dc32e76c5559807aaabd57cabae5b8002d907c +size 6307732 diff --git a/results/seed_11/unlearn/run_1/scrub/epoch_5/class_5.json b/results/seed_11/unlearn/run_1/scrub/epoch_5/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..d30b6087095b440cb71aa4279987e1736da9eb39 --- /dev/null +++ b/results/seed_11/unlearn/run_1/scrub/epoch_5/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 0.9199999994277954, + "retain": 94.95111110297309, + "test": 81.25999987792969 + }, + "loss": { + "forget": 5.01018381729126, + "retain": 0.14732440644370184, + "test": 0.9735867891311646 + }, + "entropy": { + "forget": 0.30636256308555604, + "retain": 0.11999633096721438, + "test": 0.11526487412452698 + }, + "m_entropy": { + "forget": 8.667435546875, + "retain": 0.18846435066594017, + "test": 1.6542506803512573 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9464444444444444, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9543333333333334, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9463333333333334, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.965, + "forget_non_member": 0.9798 + }, + "entropy": { + "retain_test_member": 0.845, + "forget_non_member": 0.4002 + }, + "m_entropy": { + "retain_test_member": 0.9634444444444444, + "forget_non_member": 0.9802 + } + }, + "correctness": { + "retain_test_member": 0.9482222222222222, + "forget_non_member": 0.9908 + } + }, + "ToW": 0.9161975684841159, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 0.8439162373542786, + "l2_distance": 0.5513346791267395, + "JS_divergence": 0.2395382523536682 + }, + "retain": { + "absolute_distance": 1.7784332036972046 + }, + "test": { + "absolute_distance": 0.20803315937519073 + }, + "forget_test_avg": { + "KL_divergence": 11.87640380859375 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 4.050442695125353 + } + } + }, + "type": "unlearn", + "epoch": 5, + "run": 1, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "scrub", + "epoch_duration": 7.790377140045166, + "total_unlearning_time_up_to_now": 41698.68063926697 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_1/scrub/epoch_5/class_5_out.pth b/results/seed_11/unlearn/run_1/scrub/epoch_5/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..ef4b4f9ac9b865d9974a90e6a78cd195994642fe --- /dev/null +++ b/results/seed_11/unlearn/run_1/scrub/epoch_5/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:75930c665323f55ae95000eb9ccdf84264d2218dcaee591c59df14e884c774cb +size 6307732 diff --git a/results/seed_11/unlearn/run_2/FT/epoch_10/class_5.json b/results/seed_11/unlearn/run_2/FT/epoch_10/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..f9b64bf5cc9eb8b7c2e53b26d9d9db743fb6f111 --- /dev/null +++ b/results/seed_11/unlearn/run_2/FT/epoch_10/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 81.72000004882813, + "retain": 99.79777775607639, + "test": 89.80999997558594 + }, + "loss": { + "forget": 0.4888003479003906, + "retain": 0.009124344582193428, + "test": 0.5182771958827972 + }, + "entropy": { + "forget": 0.2893422929286957, + "retain": 0.02196563879715072, + "test": 0.08072606089115143 + }, + "m_entropy": { + "forget": 0.6907100679397583, + "retain": 0.006454339894652367, + "test": 0.855673736000061 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9568888888888889, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9344444444444444, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9465555555555556, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9336666666666666, + "forget_non_member": 0.5664 + }, + "entropy": { + "retain_test_member": 0.9306666666666666, + "forget_non_member": 0.5604 + }, + "m_entropy": { + "retain_test_member": 0.9465555555555556, + "forget_non_member": 0.5362 + } + }, + "correctness": { + "retain_test_member": 0.9977777777777778, + "forget_non_member": 0.18279999999999996 + } + }, + "ToW": 0.1716642701478972, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.7485522031784058, + "l2_distance": 1.162410020828247, + "JS_divergence": 0.5698754787445068 + }, + "retain": { + "absolute_distance": 1.77584707736969 + }, + "test": { + "absolute_distance": 0.2562958598136902 + }, + "forget_test_avg": { + "KL_divergence": 14.750779151916504 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 0.37262328830029207 + } + } + }, + "type": "unlearn", + "epoch": 10, + "run": 2, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "FT", + "epoch_duration": 7.215453147888184, + "total_unlearning_time_up_to_now": 69961.53521537781 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_2/FT/epoch_10/class_5_out.pth b/results/seed_11/unlearn/run_2/FT/epoch_10/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..902d9c26bb1b415684dcc3ebc4442ea636a980b3 --- /dev/null +++ b/results/seed_11/unlearn/run_2/FT/epoch_10/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e1375f61967ec68a6723001cbcd0442afe6b20eb827911849b1d64f20f6fd672 +size 6307732 diff --git a/results/seed_11/unlearn/run_2/FT/epoch_5/class_5.json b/results/seed_11/unlearn/run_2/FT/epoch_5/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..06e63f15cb218a350895f072c2619cdf0e43b72b --- /dev/null +++ b/results/seed_11/unlearn/run_2/FT/epoch_5/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 84.78000008544922, + "retain": 99.71777775607639, + "test": 90.19999997558594 + }, + "loss": { + "forget": 0.4098879613876343, + "retain": 0.010810632783008946, + "test": 0.4944628682613373 + }, + "entropy": { + "forget": 0.25108429846763614, + "retain": 0.023940175543228786, + "test": 0.08110743753910064 + }, + "m_entropy": { + "forget": 0.5759688900470734, + "retain": 0.008381389489604367, + "test": 0.7963169874191284 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9536666666666667, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9408888888888889, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9518888888888889, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9506666666666667, + "forget_non_member": 0.4566 + }, + "entropy": { + "retain_test_member": 0.943, + "forget_non_member": 0.4636 + }, + "m_entropy": { + "retain_test_member": 0.959, + "forget_non_member": 0.4334 + } + }, + "correctness": { + "retain_test_member": 0.9973333333333333, + "forget_non_member": 0.1522 + } + }, + "ToW": 0.1422211122054036, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.7909929752349854, + "l2_distance": 1.1947392225265503, + "JS_divergence": 0.5895227193832397 + }, + "retain": { + "absolute_distance": 1.7744479179382324 + }, + "test": { + "absolute_distance": 0.2632000148296356 + }, + "forget_test_avg": { + "KL_divergence": 14.690767288208008 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 0.3221294431645888 + } + } + }, + "type": "unlearn", + "epoch": 5, + "run": 2, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "FT", + "epoch_duration": 6.8696863651275635, + "total_unlearning_time_up_to_now": 34680.4416179657 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_2/FT/epoch_5/class_5_out.pth b/results/seed_11/unlearn/run_2/FT/epoch_5/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..6a6c287730cdef10e009395687d3f430c87aabdf --- /dev/null +++ b/results/seed_11/unlearn/run_2/FT/epoch_5/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:144b68b965add29fb5eb8567f6f7bb3cd97fbc45eb5496e93ae4de325df21e8c +size 6307732 diff --git a/results/seed_11/unlearn/run_2/GA/epoch_3/class_5.json b/results/seed_11/unlearn/run_2/GA/epoch_3/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..c8dfb777dba1ec305604531c0c8a5897d0a18a6a --- /dev/null +++ b/results/seed_11/unlearn/run_2/GA/epoch_3/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 79.55999990234375, + "retain": 99.69555555555556, + "test": 89.55999991455079 + }, + "loss": { + "forget": 0.5401753033638, + "retain": 0.012896478942533334, + "test": 0.48871121244430543 + }, + "entropy": { + "forget": 0.29734478650093077, + "retain": 0.03132935692105028, + "test": 0.09089383772611619 + }, + "m_entropy": { + "forget": 0.790860546875, + "retain": 0.009086681110122138, + "test": 0.7823754209518433 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9582222222222222, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9417777777777778, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9568888888888889, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9575555555555556, + "forget_non_member": 0.4972 + }, + "entropy": { + "retain_test_member": 0.9273333333333333, + "forget_non_member": 0.5456 + }, + "m_entropy": { + "retain_test_member": 0.9576666666666667, + "forget_non_member": 0.5012 + } + }, + "correctness": { + "retain_test_member": 0.9983333333333333, + "forget_non_member": 0.20440000000000003 + } + }, + "ToW": 0.19268789726864496, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.7005542516708374, + "l2_distance": 1.1325256824493408, + "JS_divergence": 0.5505067110061646 + }, + "retain": { + "absolute_distance": 1.7764378786087036 + }, + "test": { + "absolute_distance": 0.25103893876075745 + }, + "forget_test_avg": { + "KL_divergence": 12.952982902526855 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 0.3653129932294643 + } + } + }, + "type": "unlearn", + "epoch": 3, + "run": 2, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "GA", + "epoch_duration": 1.3047747611999512, + "total_unlearning_time_up_to_now": 3795.6318855285645 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_2/GA/epoch_3/class_5_out.pth b/results/seed_11/unlearn/run_2/GA/epoch_3/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..5a5932f296e4f8791d31c760cfd7912021699915 --- /dev/null +++ b/results/seed_11/unlearn/run_2/GA/epoch_3/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d8b6081f2d3526f1de3bde5216f22b1c459e9ee47e219cd928e01495db5555dc +size 6307732 diff --git a/results/seed_11/unlearn/run_2/GA/epoch_5/class_5.json b/results/seed_11/unlearn/run_2/GA/epoch_5/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..b0b6b8c1f7d93cc2ed01b27ef7b56727ee62424c --- /dev/null +++ b/results/seed_11/unlearn/run_2/GA/epoch_5/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 7.8599999847412105, + "retain": 94.0155555609809, + "test": 78.82999992675781 + }, + "loss": { + "forget": 9.456899691772461, + "retain": 0.19651447791258495, + "test": 1.9354212659835814 + }, + "entropy": { + "forget": 0.12871886084079742, + "retain": 0.08518292190631231, + "test": 0.09379688038825988 + }, + "m_entropy": { + "forget": 18.44763547668457, + "retain": 0.3174655186229282, + "test": 4.058133000183106 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9464444444444444, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9373333333333334, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9307777777777778, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9228888888888889, + "forget_non_member": 0.9382 + }, + "entropy": { + "retain_test_member": 0.9131111111111111, + "forget_non_member": 0.1382 + }, + "m_entropy": { + "retain_test_member": 0.9282222222222222, + "forget_non_member": 0.9338 + } + }, + "correctness": { + "retain_test_member": 0.9388888888888889, + "forget_non_member": 0.9214 + } + }, + "ToW": 0.822561072358203, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 0.7615413665771484, + "l2_distance": 0.5082497000694275, + "JS_divergence": 0.2232866734266281 + }, + "retain": { + "absolute_distance": 1.780820608139038 + }, + "test": { + "absolute_distance": 0.2870517671108246 + }, + "forget_test_avg": { + "KL_divergence": 12.808462142944336 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 7.6001972340221355 + } + } + }, + "type": "unlearn", + "epoch": 5, + "run": 2, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "GA", + "epoch_duration": 1.2608699798583984, + "total_unlearning_time_up_to_now": 6378.184795379639 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_2/GA/epoch_5/class_5_out.pth b/results/seed_11/unlearn/run_2/GA/epoch_5/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..b862dd995a04dda139c740aaf2e19f29166f5ac9 --- /dev/null +++ b/results/seed_11/unlearn/run_2/GA/epoch_5/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:87626337cc054427c5df3b2c553f652b59f2f4a2cbc934b60643a8e8b7088b23 +size 6307732 diff --git a/results/seed_11/unlearn/run_2/NegGrad_plus/epoch_10/class_5.json b/results/seed_11/unlearn/run_2/NegGrad_plus/epoch_10/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..c1d592cd5757546f802381ac3c2b147d50077de1 --- /dev/null +++ b/results/seed_11/unlearn/run_2/NegGrad_plus/epoch_10/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 84.46000001220703, + "retain": 99.76444441189236, + "test": 90.03999991455078 + }, + "loss": { + "forget": 0.409059829044342, + "retain": 0.009200774984392856, + "test": 0.5074174984931946 + }, + "entropy": { + "forget": 0.25780338168144223, + "retain": 0.021215835872954794, + "test": 0.07779682157039643 + }, + "m_entropy": { + "forget": 0.5630825929641724, + "retain": 0.006794924396938747, + "test": 0.8235938556671143 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9637777777777777, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9412222222222222, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9635555555555556, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9606666666666667, + "forget_non_member": 0.4568 + }, + "entropy": { + "retain_test_member": 0.9438888888888889, + "forget_non_member": 0.4976 + }, + "m_entropy": { + "retain_test_member": 0.962, + "forget_non_member": 0.452 + } + }, + "correctness": { + "retain_test_member": 0.9966666666666667, + "forget_non_member": 0.15539999999999998 + } + }, + "ToW": 0.1458516022347944, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.7947180271148682, + "l2_distance": 1.1976823806762695, + "JS_divergence": 0.5906815528869629 + }, + "retain": { + "absolute_distance": 1.776794672012329 + }, + "test": { + "absolute_distance": 0.25414055585861206 + }, + "forget_test_avg": { + "KL_divergence": 15.188615798950195 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 0.33777128006632784 + } + } + }, + "type": "unlearn", + "epoch": 10, + "run": 2, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "NegGrad_plus", + "epoch_duration": 11.637405633926392, + "total_unlearning_time_up_to_now": 117156.95881843567 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_2/NegGrad_plus/epoch_10/class_5_out.pth b/results/seed_11/unlearn/run_2/NegGrad_plus/epoch_10/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..575c38445dfa6feab363f879e670c3a7ca867a5f --- /dev/null +++ b/results/seed_11/unlearn/run_2/NegGrad_plus/epoch_10/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:21b8b8c53a4366acf231787a92020450bf4780c16b42f9a720fc5d7d16f22b4e +size 6307732 diff --git a/results/seed_11/unlearn/run_2/NegGrad_plus/epoch_5/class_5.json b/results/seed_11/unlearn/run_2/NegGrad_plus/epoch_5/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..cc0d8150b26702015e9f9145c3545adc12d67df7 --- /dev/null +++ b/results/seed_11/unlearn/run_2/NegGrad_plus/epoch_5/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 81.99999969482423, + "retain": 99.7088888563368, + "test": 89.87000002441407 + }, + "loss": { + "forget": 0.4736278980255127, + "retain": 0.010917204131848282, + "test": 0.5089308238506317 + }, + "entropy": { + "forget": 0.2682185477733612, + "retain": 0.024114298616846403, + "test": 0.08133070755004883 + }, + "m_entropy": { + "forget": 0.6871864184379578, + "retain": 0.008376463155448436, + "test": 0.8300254754066467 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.959, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9366666666666666, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9616666666666667, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9653333333333334, + "forget_non_member": 0.458 + }, + "entropy": { + "retain_test_member": 0.9208888888888889, + "forget_non_member": 0.5472 + }, + "m_entropy": { + "retain_test_member": 0.9584444444444444, + "forget_non_member": 0.4772 + } + }, + "correctness": { + "retain_test_member": 0.997, + "forget_non_member": 0.18000000000000005 + } + }, + "ToW": 0.16915161261170197, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.7581578493118286, + "l2_distance": 1.1719846725463867, + "JS_divergence": 0.5755677223205566 + }, + "retain": { + "absolute_distance": 1.7720766067504883 + }, + "test": { + "absolute_distance": 0.25318944454193115 + }, + "forget_test_avg": { + "KL_divergence": 14.642921447753906 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 0.35125015665565607 + } + } + }, + "type": "unlearn", + "epoch": 5, + "run": 2, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "NegGrad_plus", + "epoch_duration": 11.71934199333191, + "total_unlearning_time_up_to_now": 58521.679401397705 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_2/NegGrad_plus/epoch_5/class_5_out.pth b/results/seed_11/unlearn/run_2/NegGrad_plus/epoch_5/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..262bc6310e9257df42be452ead916d13e293c921 --- /dev/null +++ b/results/seed_11/unlearn/run_2/NegGrad_plus/epoch_5/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d45e0fc04742d04edee94ec026bc9beaff73ad1769e7ed8c009c8374aeaea5e3 +size 6307732 diff --git a/results/seed_11/unlearn/run_2/RL/epoch_10/class_5.json b/results/seed_11/unlearn/run_2/RL/epoch_10/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..3d624dc7d03a2c74c6da85f150bcb7ced49ac27b --- /dev/null +++ b/results/seed_11/unlearn/run_2/RL/epoch_10/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 10.080000010681152, + "retain": 99.49555554470486, + "test": 84.07999985351563 + }, + "loss": { + "forget": 2.1285181468963623, + "retain": 0.0346114725695716, + "test": 0.5604639570236206 + }, + "entropy": { + "forget": 1.6212428297042847, + "retain": 0.09771631080971824, + "test": 0.255871492767334 + }, + "m_entropy": { + "forget": 2.163041028213501, + "retain": 0.018587117317484483, + "test": 0.7178777435302734 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9607777777777777, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.912, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9578888888888889, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9827777777777778, + "forget_non_member": 0.9992 + }, + "entropy": { + "retain_test_member": 0.9151111111111111, + "forget_non_member": 0.9984 + }, + "m_entropy": { + "retain_test_member": 0.9828888888888889, + "forget_non_member": 0.999 + } + }, + "correctness": { + "retain_test_member": 0.9958888888888889, + "forget_non_member": 0.8992 + } + }, + "ToW": 0.8950664138990733, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.642810583114624, + "l2_distance": 0.8924195170402527, + "JS_divergence": 0.47168517112731934 + }, + "retain": { + "absolute_distance": 1.7774298191070557 + }, + "test": { + "absolute_distance": 0.27272382378578186 + }, + "forget_test_avg": { + "KL_divergence": 10.29613208770752 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 1.7521597210553437 + } + } + }, + "type": "unlearn", + "epoch": 10, + "run": 2, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "RL", + "epoch_duration": 7.911190032958984, + "total_unlearning_time_up_to_now": 80038.23328018188 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_2/RL/epoch_10/class_5_out.pth b/results/seed_11/unlearn/run_2/RL/epoch_10/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..84e612342b704f7c2e5fa19de21a8be8262065cc --- /dev/null +++ b/results/seed_11/unlearn/run_2/RL/epoch_10/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:77c748b92fb81604b8ef91e36640fe70e74d3192c467f148c39c4b7b5cf46679 +size 6307732 diff --git a/results/seed_11/unlearn/run_2/RL/epoch_5/class_5.json b/results/seed_11/unlearn/run_2/RL/epoch_5/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..dfc56e6134951b2393fc338cd735bf342cf54ef9 --- /dev/null +++ b/results/seed_11/unlearn/run_2/RL/epoch_5/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 9.639999972534179, + "retain": 99.47333333333333, + "test": 84.42999991455078 + }, + "loss": { + "forget": 2.283999384307861, + "retain": 0.04045700642797682, + "test": 0.5675713981628417 + }, + "entropy": { + "forget": 1.6617262022018433, + "retain": 0.1189687088727951, + "test": 0.26663623394966124 + }, + "m_entropy": { + "forget": 2.340557035446167, + "retain": 0.020145058136516146, + "test": 0.7145531608581543 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9593333333333334, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.8973333333333333, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.961, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9682222222222222, + "forget_non_member": 0.9994 + }, + "entropy": { + "retain_test_member": 0.9203333333333333, + "forget_non_member": 0.9968 + }, + "m_entropy": { + "retain_test_member": 0.9746666666666667, + "forget_non_member": 0.999 + } + }, + "correctness": { + "retain_test_member": 0.9942222222222222, + "forget_non_member": 0.9036 + } + }, + "ToW": 0.8960956685241434, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.598597526550293, + "l2_distance": 0.8702654242515564, + "JS_divergence": 0.45064568519592285 + }, + "retain": { + "absolute_distance": 1.776158332824707 + }, + "test": { + "absolute_distance": 0.2657597064971924 + }, + "forget_test_avg": { + "KL_divergence": 9.275962829589844 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 1.8712195954004178 + } + } + }, + "type": "unlearn", + "epoch": 5, + "run": 2, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "RL", + "epoch_duration": 8.018588304519653, + "total_unlearning_time_up_to_now": 39752.381563186646 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_2/RL/epoch_5/class_5_out.pth b/results/seed_11/unlearn/run_2/RL/epoch_5/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..a7de290415c2e8cff1805b2718c95b7be09d6339 --- /dev/null +++ b/results/seed_11/unlearn/run_2/RL/epoch_5/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:36359e535c4f245bc52864ec6d96ee8e66746cda6bd0fa7defacd35c14ed4d1e +size 6307732 diff --git a/results/seed_11/unlearn/run_2/UNSIR/epoch_1/class_5.json b/results/seed_11/unlearn/run_2/UNSIR/epoch_1/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..bc6e406b75923a5be4bc95202bfaca54f67763a6 --- /dev/null +++ b/results/seed_11/unlearn/run_2/UNSIR/epoch_1/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 0.0, + "retain": 38.59333334282769, + "test": 35.15999996337891 + }, + "loss": { + "forget": 8.87142268371582, + "retain": 1.5938153683980305, + "test": 2.354405581665039 + }, + "entropy": { + "forget": 1.6911487491607666, + "retain": 1.5608668805016412, + "test": 1.4829457384109497 + }, + "m_entropy": { + "forget": 9.141502644348144, + "retain": 1.5215895411173503, + "test": 2.359340065002441 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.7008888888888889, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.814, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.8135555555555556, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9716666666666667, + "forget_non_member": 1.0 + }, + "entropy": { + "retain_test_member": 0.9997777777777778, + "forget_non_member": 0.0002 + }, + "m_entropy": { + "retain_test_member": 0.9324444444444444, + "forget_non_member": 1.0 + } + }, + "correctness": { + "retain_test_member": 0.39122222222222225, + "forget_non_member": 1.0 + } + }, + "ToW": 0.19808015145151092, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.4510619640350342, + "l2_distance": 0.7986047267913818, + "JS_divergence": 0.3719850480556488 + }, + "retain": { + "absolute_distance": 1.7717987298965454 + }, + "test": { + "absolute_distance": 1.3884549140930176 + }, + "forget_test_avg": { + "KL_divergence": 3.0602259635925293 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 6.517125885094983 + } + } + }, + "type": "unlearn", + "epoch": 1, + "run": 2, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "UNSIR", + "epoch_duration": 9.33986783027649, + "total_unlearning_time_up_to_now": 9339.86783027649 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_2/UNSIR/epoch_1/class_5_out.pth b/results/seed_11/unlearn/run_2/UNSIR/epoch_1/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..b184054174902eadbf4d80ba05db0ae3313dc7fc --- /dev/null +++ b/results/seed_11/unlearn/run_2/UNSIR/epoch_1/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7de982351ca37a939e01cc83310d243e427bf3c199ee1fc98706679d43763614 +size 6307732 diff --git a/results/seed_11/unlearn/run_2/UNSIR/epoch_10/class_5.json b/results/seed_11/unlearn/run_2/UNSIR/epoch_10/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..cf834a0975d2b04023da2da68f8c8ed9478dcaa1 --- /dev/null +++ b/results/seed_11/unlearn/run_2/UNSIR/epoch_10/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 0.0, + "retain": 85.14444441189237, + "test": 75.96999992675781 + }, + "loss": { + "forget": 10.893406149291993, + "retain": 0.4390337429682414, + "test": 1.7637804983139038 + }, + "entropy": { + "forget": 0.8495991752624512, + "retain": 0.48600424400435555, + "test": 0.3936454115867615 + }, + "m_entropy": { + "forget": 12.214610928344726, + "retain": 0.45160682101249694, + "test": 2.0142256267547607 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9527777777777777, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.8887777777777778, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9518888888888889, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9695555555555555, + "forget_non_member": 1.0 + }, + "entropy": { + "retain_test_member": 1.0, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9611111111111111, + "forget_non_member": 1.0 + } + }, + "correctness": { + "retain_test_member": 0.8644444444444445, + "forget_non_member": 1.0 + } + }, + "ToW": 0.7842179711196995, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.1571648120880127, + "l2_distance": 0.718544065952301, + "JS_divergence": 0.30610209703445435 + }, + "retain": { + "absolute_distance": 1.772559404373169 + }, + "test": { + "absolute_distance": 0.40239807963371277 + }, + "forget_test_avg": { + "KL_divergence": 6.809360027313232 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 9.129955437487745 + } + } + }, + "type": "unlearn", + "epoch": 10, + "run": 2, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "UNSIR", + "epoch_duration": 7.238831043243408, + "total_unlearning_time_up_to_now": 74539.1457080841 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_2/UNSIR/epoch_10/class_5_out.pth b/results/seed_11/unlearn/run_2/UNSIR/epoch_10/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..d56935f4087d772ff7cf6df2cab7f5d1e0446008 --- /dev/null +++ b/results/seed_11/unlearn/run_2/UNSIR/epoch_10/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3b4ca88140c8c108f43822ecaf09429024e2fda27da51da0aec3ff35aa0e7bda +size 6307732 diff --git a/results/seed_11/unlearn/run_2/bad_teacher/epoch_1/class_5.json b/results/seed_11/unlearn/run_2/bad_teacher/epoch_1/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..a9b5517dbf708ead4e2c079e67cd8812409a499e --- /dev/null +++ b/results/seed_11/unlearn/run_2/bad_teacher/epoch_1/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 13.60000000152588, + "retain": 98.34888887939454, + "test": 81.96000001220703 + }, + "loss": { + "forget": 2.655306316757202, + "retain": 0.06947700548436907, + "test": 0.7349620590209961 + }, + "entropy": { + "forget": 1.7653419769287109, + "retain": 0.14484839348395664, + "test": 0.3009436508178711 + }, + "m_entropy": { + "forget": 2.7912337642669676, + "retain": 0.05334084499014748, + "test": 0.936520245552063 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9433333333333334, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.8773333333333333, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.946, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9614444444444444, + "forget_non_member": 0.9816 + }, + "entropy": { + "retain_test_member": 0.8924444444444445, + "forget_non_member": 0.9798 + }, + "m_entropy": { + "retain_test_member": 0.9582222222222222, + "forget_non_member": 0.9816 + } + }, + "correctness": { + "retain_test_member": 0.9823333333333333, + "forget_non_member": 0.864 + } + }, + "ToW": 0.8334530850914877, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.5920021533966064, + "l2_distance": 0.8659800887107849, + "JS_divergence": 0.45013636350631714 + }, + "retain": { + "absolute_distance": 1.777559757232666 + }, + "test": { + "absolute_distance": 0.30683448910713196 + }, + "forget_test_avg": { + "KL_divergence": 10.60612964630127 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 2.070037203101746 + } + } + }, + "type": "unlearn", + "epoch": 1, + "run": 2, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "bad_teacher", + "epoch_duration": 8.248221397399902, + "total_unlearning_time_up_to_now": 8248.221397399902 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_2/bad_teacher/epoch_1/class_5_out.pth b/results/seed_11/unlearn/run_2/bad_teacher/epoch_1/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..355b07b77aeda64569e707d4f9596d7cc2dcdde3 --- /dev/null +++ b/results/seed_11/unlearn/run_2/bad_teacher/epoch_1/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2241b8085ceed5216b7dcfad44ba1ef38fdc85a380b4b930020adcef062e1352 +size 6307732 diff --git a/results/seed_11/unlearn/run_2/bad_teacher/epoch_2/class_5.json b/results/seed_11/unlearn/run_2/bad_teacher/epoch_2/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..a53fcadc8a7af30aa7f5de087f0d4fe832d988a8 --- /dev/null +++ b/results/seed_11/unlearn/run_2/bad_teacher/epoch_2/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 19.57999998474121, + "retain": 99.157777734375, + "test": 83.49999996337891 + }, + "loss": { + "forget": 2.250070365524292, + "retain": 0.05101002090242174, + "test": 0.6002342776298523 + }, + "entropy": { + "forget": 1.9802061767578125, + "retain": 0.13658949812253315, + "test": 0.32480978207588196 + }, + "m_entropy": { + "forget": 2.2151389205932617, + "retain": 0.029786731699440214, + "test": 0.7307351729393006 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9435555555555556, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9073333333333333, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9484444444444444, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9642222222222222, + "forget_non_member": 0.992 + }, + "entropy": { + "retain_test_member": 0.8961111111111111, + "forget_non_member": 0.9972 + }, + "m_entropy": { + "retain_test_member": 0.9683333333333334, + "forget_non_member": 0.9908 + } + }, + "correctness": { + "retain_test_member": 0.9912222222222222, + "forget_non_member": 0.8042 + } + }, + "ToW": 0.7944354933331373, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.6060690879821777, + "l2_distance": 0.8487978577613831, + "JS_divergence": 0.44718632102012634 + }, + "retain": { + "absolute_distance": 1.77899968624115 + }, + "test": { + "absolute_distance": 0.2899969816207886 + }, + "forget_test_avg": { + "KL_divergence": 10.023180961608887 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 1.826974244676903 + } + } + }, + "type": "unlearn", + "epoch": 2, + "run": 2, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "bad_teacher", + "epoch_duration": 8.196240901947021, + "total_unlearning_time_up_to_now": 16444.462299346924 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_2/bad_teacher/epoch_2/class_5_out.pth b/results/seed_11/unlearn/run_2/bad_teacher/epoch_2/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..8e8cfa19f7984cf8f3232ab5118abb74c1991ce4 --- /dev/null +++ b/results/seed_11/unlearn/run_2/bad_teacher/epoch_2/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e9acd2cf4ee0c1501a9a6ed25d3ea10644971bfe9daf10bc4687551b3c9f7d1d +size 6307732 diff --git a/results/seed_11/unlearn/run_2/boundary_shrink/epoch_10/class_5.json b/results/seed_11/unlearn/run_2/boundary_shrink/epoch_10/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..1b496f6537d95a9ffebbf45dc10c53abe4b91a48 --- /dev/null +++ b/results/seed_11/unlearn/run_2/boundary_shrink/epoch_10/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 9.160000019836426, + "retain": 83.86222222629124, + "test": 71.77999987792968 + }, + "loss": { + "forget": 6.612729992675781, + "retain": 0.671107302792867, + "test": 2.0179978694915772 + }, + "entropy": { + "forget": 0.6649176379203796, + "retain": 0.17155558586120606, + "test": 0.175127605509758 + }, + "m_entropy": { + "forget": 8.596086624145508, + "retain": 1.046750174246894, + "test": 3.074742053222656 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9156666666666666, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.868, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9221111111111111, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9052222222222223, + "forget_non_member": 0.8288 + }, + "entropy": { + "retain_test_member": 0.8356666666666667, + "forget_non_member": 0.611 + }, + "m_entropy": { + "retain_test_member": 0.9057777777777778, + "forget_non_member": 0.7956 + } + }, + "correctness": { + "retain_test_member": 0.8421111111111111, + "forget_non_member": 0.9084 + } + }, + "ToW": 0.6697042374504644, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.804187297821045, + "l2_distance": 1.132882833480835, + "JS_divergence": 0.586808443069458 + }, + "retain": { + "absolute_distance": 1.7739628553390503 + }, + "test": { + "absolute_distance": 0.5360291600227356 + }, + "forget_test_avg": { + "KL_divergence": 11.44263744354248 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 4.626782597853037 + } + } + }, + "type": "unlearn", + "epoch": 10, + "run": 2, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "boundary_shrink", + "epoch_duration": 1.9036352634429932, + "total_unlearning_time_up_to_now": 19426.016330718994 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_2/boundary_shrink/epoch_10/class_5_out.pth b/results/seed_11/unlearn/run_2/boundary_shrink/epoch_10/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..770a5ad3ff642ddbbfd85d66ab874096f6345b6f --- /dev/null +++ b/results/seed_11/unlearn/run_2/boundary_shrink/epoch_10/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:09c7ac243ee5495fec632f0e750a0cfd2db2715b7237a94913b8ee1d005ddeac +size 6307732 diff --git a/results/seed_11/unlearn/run_2/boundary_shrink/epoch_5/class_5.json b/results/seed_11/unlearn/run_2/boundary_shrink/epoch_5/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..83f9c27d89471035d49424cef442f5656199f774 --- /dev/null +++ b/results/seed_11/unlearn/run_2/boundary_shrink/epoch_5/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 30.039999987792967, + "retain": 97.08888889160156, + "test": 83.79000004882812 + }, + "loss": { + "forget": 3.0270365447998047, + "retain": 0.08416828530232112, + "test": 0.91718616771698 + }, + "entropy": { + "forget": 0.6814816255569458, + "retain": 0.08536500411430994, + "test": 0.133366352891922 + }, + "m_entropy": { + "forget": 4.0412919780731205, + "retain": 0.10076022531588873, + "test": 1.3640614395141601 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9377777777777778, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9281111111111111, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9455555555555556, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9426666666666667, + "forget_non_member": 0.8018 + }, + "entropy": { + "retain_test_member": 0.8834444444444445, + "forget_non_member": 0.7706 + }, + "m_entropy": { + "retain_test_member": 0.9444444444444444, + "forget_non_member": 0.794 + } + }, + "correctness": { + "retain_test_member": 0.9735555555555555, + "forget_non_member": 0.6996 + } + }, + "ToW": 0.6786762618013562, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.5744825601577759, + "l2_distance": 0.9932067394256592, + "JS_divergence": 0.4859536290168762 + }, + "retain": { + "absolute_distance": 1.7761015892028809 + }, + "test": { + "absolute_distance": 0.2885096073150635 + }, + "forget_test_avg": { + "KL_divergence": 11.802051544189453 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 2.226127738964894 + } + } + }, + "type": "unlearn", + "epoch": 5, + "run": 2, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "boundary_shrink", + "epoch_duration": 1.9549074172973633, + "total_unlearning_time_up_to_now": 9714.452981948853 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_2/boundary_shrink/epoch_5/class_5_out.pth b/results/seed_11/unlearn/run_2/boundary_shrink/epoch_5/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..d043c5c412ddbd6fb99da61cfaebbc8375de59f2 --- /dev/null +++ b/results/seed_11/unlearn/run_2/boundary_shrink/epoch_5/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:01487a2e2fe7019d99a45a9c2b1b969982c940954f1015d7642f2a877863f79a +size 6307732 diff --git a/results/seed_11/unlearn/run_2/scrub/epoch_1/class_5.json b/results/seed_11/unlearn/run_2/scrub/epoch_1/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..4acb755e8f30dc38804fa5dcb18ac0db37dc7ae9 --- /dev/null +++ b/results/seed_11/unlearn/run_2/scrub/epoch_1/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 0.0, + "retain": 72.00222221544054, + "test": 66.54999995727539 + }, + "loss": { + "forget": 4.6285865661621095, + "retain": 0.805880924267239, + "test": 1.1101675592422486 + }, + "entropy": { + "forget": 1.0696221839904785, + "retain": 0.8819635135756598, + "test": 0.726214096069336 + }, + "m_entropy": { + "forget": 5.596434274291992, + "retain": 0.7985642443339029, + "test": 1.2716469018936156 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.916, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.7764444444444445, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9248888888888889, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9275555555555556, + "forget_non_member": 0.9266 + }, + "entropy": { + "retain_test_member": 1.0, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9272222222222222, + "forget_non_member": 0.9058 + } + }, + "correctness": { + "retain_test_member": 0.7276666666666667, + "forget_non_member": 1.0 + } + }, + "ToW": 0.5954056337631266, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.1456658840179443, + "l2_distance": 0.6816383004188538, + "JS_divergence": 0.298764169216156 + }, + "retain": { + "absolute_distance": 1.7773499488830566 + }, + "test": { + "absolute_distance": 0.694709837436676 + }, + "forget_test_avg": { + "KL_divergence": 4.659975528717041 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 3.518419098083137 + } + } + }, + "type": "unlearn", + "epoch": 1, + "run": 2, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "scrub", + "epoch_duration": 9.23496413230896, + "total_unlearning_time_up_to_now": 9234.96413230896 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_2/scrub/epoch_1/class_5_out.pth b/results/seed_11/unlearn/run_2/scrub/epoch_1/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..9cf349fb0eb9e73f125bbf03618adbb3112bba42 --- /dev/null +++ b/results/seed_11/unlearn/run_2/scrub/epoch_1/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ae973a45e7529a28326a3f1a92dbd83e258bf7cbbad7d22982bf5e0111a86255 +size 6307732 diff --git a/results/seed_11/unlearn/run_2/scrub/epoch_10/class_5.json b/results/seed_11/unlearn/run_2/scrub/epoch_10/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..e022d2d32de007c084f96c274b400e5ae20d9369 --- /dev/null +++ b/results/seed_11/unlearn/run_2/scrub/epoch_10/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 5.539999977111816, + "retain": 97.72888888888889, + "test": 83.53 + }, + "loss": { + "forget": 3.6922776332855225, + "retain": 0.06623699983490838, + "test": 0.7020613315582276 + }, + "entropy": { + "forget": 0.45333939638137816, + "retain": 0.08662544245322545, + "test": 0.12141942312717438 + }, + "m_entropy": { + "forget": 6.146399849700928, + "retain": 0.07006324535641405, + "test": 1.1552347812652588 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9515555555555556, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9144444444444444, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9493333333333334, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9575555555555556, + "forget_non_member": 0.9836 + }, + "entropy": { + "retain_test_member": 0.8944444444444445, + "forget_non_member": 0.5754 + }, + "m_entropy": { + "retain_test_member": 0.9524444444444444, + "forget_non_member": 0.9882 + } + }, + "correctness": { + "retain_test_member": 0.9772222222222222, + "forget_non_member": 0.9446 + } + }, + "ToW": 0.9199782717369219, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 0.984391987323761, + "l2_distance": 0.6318137645721436, + "JS_divergence": 0.2797313928604126 + }, + "retain": { + "absolute_distance": 1.7781457901000977 + }, + "test": { + "absolute_distance": 0.1839001625776291 + }, + "forget_test_avg": { + "KL_divergence": 12.36732292175293 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 3.008924658755609 + } + } + }, + "type": "unlearn", + "epoch": 10, + "run": 2, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "scrub", + "epoch_duration": 7.884010076522827, + "total_unlearning_time_up_to_now": 80125.07724761963 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_2/scrub/epoch_10/class_5_out.pth b/results/seed_11/unlearn/run_2/scrub/epoch_10/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..cd88b153bb110eac96ce284623f2f004ea2d0ee6 --- /dev/null +++ b/results/seed_11/unlearn/run_2/scrub/epoch_10/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0e2de88c82ca22859dc736fa68f0e9337c12dcc3a556ea3699c7c1313047d0b4 +size 6307732 diff --git a/results/seed_11/unlearn/run_2/scrub/epoch_2/class_5.json b/results/seed_11/unlearn/run_2/scrub/epoch_2/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..271f285a03aa9451bebdb735204e12e7b84d1d36 --- /dev/null +++ b/results/seed_11/unlearn/run_2/scrub/epoch_2/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 0.1, + "retain": 72.76666666666667, + "test": 66.3499999633789 + }, + "loss": { + "forget": 4.75308983001709, + "retain": 0.8027816165394254, + "test": 1.1136521604537963 + }, + "entropy": { + "forget": 1.1463632040023803, + "retain": 0.9115046382904053, + "test": 0.7648285555839539 + }, + "m_entropy": { + "forget": 5.539001786804199, + "retain": 0.7779930406676399, + "test": 1.2455714595794678 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9334444444444444, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.7657777777777778, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9166666666666666, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9242222222222222, + "forget_non_member": 0.8926 + }, + "entropy": { + "retain_test_member": 1.0, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9026666666666666, + "forget_non_member": 0.922 + } + }, + "correctness": { + "retain_test_member": 0.7291111111111112, + "forget_non_member": 0.999 + } + }, + "ToW": 0.5996580422337133, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.2494158744812012, + "l2_distance": 0.7420890927314758, + "JS_divergence": 0.3300155997276306 + }, + "retain": { + "absolute_distance": 1.775931477546692 + }, + "test": { + "absolute_distance": 0.7250756621360779 + }, + "forget_test_avg": { + "KL_divergence": 4.555727958679199 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 3.639437728894583 + } + } + }, + "type": "unlearn", + "epoch": 2, + "run": 2, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "scrub", + "epoch_duration": 9.274687051773071, + "total_unlearning_time_up_to_now": 18509.65118408203 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_2/scrub/epoch_2/class_5_out.pth b/results/seed_11/unlearn/run_2/scrub/epoch_2/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..dadc1a88bba6f903d0474ecf8b6844bacce5c23a --- /dev/null +++ b/results/seed_11/unlearn/run_2/scrub/epoch_2/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0ff33d1de840c350fea6e6e2c173e681043511766dbc9ac9e026fa83971b673d +size 6307732 diff --git a/results/seed_11/unlearn/run_2/scrub/epoch_3/class_5.json b/results/seed_11/unlearn/run_2/scrub/epoch_3/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..384fc5bba35e91b51dbb76f6069b8a1197fff837 --- /dev/null +++ b/results/seed_11/unlearn/run_2/scrub/epoch_3/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 0.1, + "retain": 75.31555555555556, + "test": 68.03000002441406 + }, + "loss": { + "forget": 4.856773889923096, + "retain": 0.7259135336558024, + "test": 1.0968026182174682 + }, + "entropy": { + "forget": 1.078082748413086, + "retain": 0.8436634840753343, + "test": 0.6916212641716003 + }, + "m_entropy": { + "forget": 5.778323361206055, + "retain": 0.7037485079871284, + "test": 1.2555349781036378 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9405555555555556, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.8854444444444445, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9235555555555556, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9265555555555556, + "forget_non_member": 0.9308 + }, + "entropy": { + "retain_test_member": 1.0, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9086666666666666, + "forget_non_member": 0.9454 + } + }, + "correctness": { + "retain_test_member": 0.7488888888888889, + "forget_non_member": 0.999 + } + }, + "ToW": 0.6332883986910648, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.193161964416504, + "l2_distance": 0.7104871869087219, + "JS_divergence": 0.31520169973373413 + }, + "retain": { + "absolute_distance": 1.77786123752594 + }, + "test": { + "absolute_distance": 0.6642651557922363 + }, + "forget_test_avg": { + "KL_divergence": 4.749736785888672 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 3.7599712648923687 + } + } + }, + "type": "unlearn", + "epoch": 3, + "run": 2, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "scrub", + "epoch_duration": 7.9038918018341064, + "total_unlearning_time_up_to_now": 26413.542985916138 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_2/scrub/epoch_3/class_5_out.pth b/results/seed_11/unlearn/run_2/scrub/epoch_3/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..3e05d3283f7bd12ffbb3815ab6c61c27b6256dc7 --- /dev/null +++ b/results/seed_11/unlearn/run_2/scrub/epoch_3/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a40f6c39328525a72b135fcf839543a4e08a96d0c4600061a1138a4e1a2702be +size 6307732 diff --git a/results/seed_11/unlearn/run_2/scrub/epoch_5/class_5.json b/results/seed_11/unlearn/run_2/scrub/epoch_5/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..e49ee6ec85407ac71dba7e4f8f3ac47047f5980a --- /dev/null +++ b/results/seed_11/unlearn/run_2/scrub/epoch_5/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 2.1599999990463257, + "retain": 95.35333333062066, + "test": 82.17999998779297 + }, + "loss": { + "forget": 4.200953326416015, + "retain": 0.13137374078697628, + "test": 0.8242410817146302 + }, + "entropy": { + "forget": 0.4819347783088684, + "retain": 0.118565033879545, + "test": 0.1319806045293808 + }, + "m_entropy": { + "forget": 6.657566201782227, + "retain": 0.16427497963110607, + "test": 1.3293521318435668 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9457777777777778, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.8498888888888889, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.938, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9553333333333334, + "forget_non_member": 0.9822 + }, + "entropy": { + "retain_test_member": 0.8311111111111111, + "forget_non_member": 0.6502 + }, + "m_entropy": { + "retain_test_member": 0.9615555555555556, + "forget_non_member": 0.974 + } + }, + "correctness": { + "retain_test_member": 0.9551111111111111, + "forget_non_member": 0.9784 + } + }, + "ToW": 0.9171529653475631, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.0164464712142944, + "l2_distance": 0.6519563794136047, + "JS_divergence": 0.28801774978637695 + }, + "retain": { + "absolute_distance": 1.7777185440063477 + }, + "test": { + "absolute_distance": 0.20513224601745605 + }, + "forget_test_avg": { + "KL_divergence": 11.708078384399414 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 3.395086887044939 + } + } + }, + "type": "unlearn", + "epoch": 5, + "run": 2, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "scrub", + "epoch_duration": 7.956454277038574, + "total_unlearning_time_up_to_now": 40545.56894302368 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_2/scrub/epoch_5/class_5_out.pth b/results/seed_11/unlearn/run_2/scrub/epoch_5/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..f0ddff4da324ff0a4756a3f98a132cf7640ceb77 --- /dev/null +++ b/results/seed_11/unlearn/run_2/scrub/epoch_5/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a7d4e358fcb75255c937fc3adf54382833244a712b49781f1cb3160cb10c8706 +size 6307732 diff --git a/results/seed_11/unlearn/run_3/FT/epoch_10/class_5.json b/results/seed_11/unlearn/run_3/FT/epoch_10/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..630aa5508cde1233e7a316bfa4d9239d16a2e8ab --- /dev/null +++ b/results/seed_11/unlearn/run_3/FT/epoch_10/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 81.67999982910156, + "retain": 99.74222217881945, + "test": 89.76000002441407 + }, + "loss": { + "forget": 0.4903078465461731, + "retain": 0.01013615128894647, + "test": 0.5238834822654724 + }, + "entropy": { + "forget": 0.2765930091381073, + "retain": 0.02207609673142433, + "test": 0.07910239225625992 + }, + "m_entropy": { + "forget": 0.688224790763855, + "retain": 0.007920231483711137, + "test": 0.8551627233505249 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9425555555555556, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9288888888888889, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9382222222222222, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9444444444444444, + "forget_non_member": 0.5158 + }, + "entropy": { + "retain_test_member": 0.9254444444444444, + "forget_non_member": 0.5444 + }, + "m_entropy": { + "retain_test_member": 0.9534444444444444, + "forget_non_member": 0.4984 + } + }, + "correctness": { + "retain_test_member": 0.9963333333333333, + "forget_non_member": 0.18320000000000003 + } + }, + "ToW": 0.17203579323966395, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.7596240043640137, + "l2_distance": 1.1705154180526733, + "JS_divergence": 0.575951337814331 + }, + "retain": { + "absolute_distance": 1.7779109477996826 + }, + "test": { + "absolute_distance": 0.2580566704273224 + }, + "forget_test_avg": { + "KL_divergence": 15.14126968383789 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 0.3771464330687042 + } + } + }, + "type": "unlearn", + "epoch": 10, + "run": 3, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "FT", + "epoch_duration": 7.023449897766113, + "total_unlearning_time_up_to_now": 70649.14679527283 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_3/FT/epoch_10/class_5_out.pth b/results/seed_11/unlearn/run_3/FT/epoch_10/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..bad6b69ac5fccb25c2aedaab278fbff2795b6166 --- /dev/null +++ b/results/seed_11/unlearn/run_3/FT/epoch_10/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f380b6a3bd44de0bff313c255647838f8a239622e1d7ea0297be8ffe4ae9d03c +size 6307732 diff --git a/results/seed_11/unlearn/run_3/FT/epoch_5/class_5.json b/results/seed_11/unlearn/run_3/FT/epoch_5/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..21a52a12b7ded93bc54093106c56a4bf6373e860 --- /dev/null +++ b/results/seed_11/unlearn/run_3/FT/epoch_5/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 79.53999998779297, + "retain": 99.74666664496527, + "test": 89.78999997558594 + }, + "loss": { + "forget": 0.5499007305145264, + "retain": 0.010428570100996229, + "test": 0.5317991791725158 + }, + "entropy": { + "forget": 0.30179587597846985, + "retain": 0.023151777663826943, + "test": 0.08134860682487488 + }, + "m_entropy": { + "forget": 0.7797932807922363, + "retain": 0.008145990663435724, + "test": 0.8690785647392273 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9572222222222222, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9236666666666666, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9575555555555556, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9624444444444444, + "forget_non_member": 0.4994 + }, + "entropy": { + "retain_test_member": 0.9213333333333333, + "forget_non_member": 0.5778 + }, + "m_entropy": { + "retain_test_member": 0.9583333333333334, + "forget_non_member": 0.511 + } + }, + "correctness": { + "retain_test_member": 0.9965555555555555, + "forget_non_member": 0.2046 + } + }, + "ToW": 0.1920789022336441, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.750409722328186, + "l2_distance": 1.161681056022644, + "JS_divergence": 0.5695832967758179 + }, + "retain": { + "absolute_distance": 1.775803804397583 + }, + "test": { + "absolute_distance": 0.25561702251434326 + }, + "forget_test_avg": { + "KL_divergence": 14.575199127197266 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 0.40526752222846113 + } + } + }, + "type": "unlearn", + "epoch": 5, + "run": 3, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "FT", + "epoch_duration": 7.184854984283447, + "total_unlearning_time_up_to_now": 35116.605281829834 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_3/FT/epoch_5/class_5_out.pth b/results/seed_11/unlearn/run_3/FT/epoch_5/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..90f17524c15aeda840d832318878804db5f03c3a --- /dev/null +++ b/results/seed_11/unlearn/run_3/FT/epoch_5/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1b4685be197d63282e012b6fdab96cec58a909a6da7e84bfc5db7dfc0492f2b7 +size 6307732 diff --git a/results/seed_11/unlearn/run_3/GA/epoch_3/class_5.json b/results/seed_11/unlearn/run_3/GA/epoch_3/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..8a36a4d1e3b24fc097e9c741567528ee2bbe0b37 --- /dev/null +++ b/results/seed_11/unlearn/run_3/GA/epoch_3/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 58.36000009765625, + "retain": 99.46444443359375, + "test": 87.88999990234375 + }, + "loss": { + "forget": 1.4049122579574584, + "retain": 0.018183169863455827, + "test": 0.6405324195861817 + }, + "entropy": { + "forget": 0.34483275928497314, + "retain": 0.03599429286585914, + "test": 0.09157649880647659 + }, + "m_entropy": { + "forget": 2.3406650672912597, + "retain": 0.015607012057304382, + "test": 1.0600868602752687 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9603333333333334, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9322222222222222, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9525555555555556, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9554444444444444, + "forget_non_member": 0.6442 + }, + "entropy": { + "retain_test_member": 0.9083333333333333, + "forget_non_member": 0.6318 + }, + "m_entropy": { + "retain_test_member": 0.9545555555555556, + "forget_non_member": 0.6488 + } + }, + "correctness": { + "retain_test_member": 0.9957777777777778, + "forget_non_member": 0.4164 + } + }, + "ToW": 0.39855676401195106, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.4476450681686401, + "l2_distance": 0.9565706849098206, + "JS_divergence": 0.45543211698532104 + }, + "retain": { + "absolute_distance": 1.7674434185028076 + }, + "test": { + "absolute_distance": 0.23606547713279724 + }, + "forget_test_avg": { + "KL_divergence": 12.781121253967285 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 0.9320507545916519 + } + } + }, + "type": "unlearn", + "epoch": 3, + "run": 3, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "GA", + "epoch_duration": 1.2607717514038086, + "total_unlearning_time_up_to_now": 3765.7856941223145 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_3/GA/epoch_3/class_5_out.pth b/results/seed_11/unlearn/run_3/GA/epoch_3/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..389e0d6d978d4af81c6bf416fa7c6fa22fbf7436 --- /dev/null +++ b/results/seed_11/unlearn/run_3/GA/epoch_3/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4a55596c999bc270a42438716e2d66056897a8e9cf2afa52e3906bfe18e23a28 +size 6307732 diff --git a/results/seed_11/unlearn/run_3/GA/epoch_5/class_5.json b/results/seed_11/unlearn/run_3/GA/epoch_5/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..8bb0607a5b89fe28fa7621f8bfdd0cbad0137705 --- /dev/null +++ b/results/seed_11/unlearn/run_3/GA/epoch_5/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 9.639999964904785, + "retain": 94.72222221544054, + "test": 79.55999992675781 + }, + "loss": { + "forget": 8.688523750305176, + "retain": 0.16550604827668933, + "test": 1.7993444986343383 + }, + "entropy": { + "forget": 0.14117611291408538, + "retain": 0.08134424557685851, + "test": 0.09285311505794525 + }, + "m_entropy": { + "forget": 16.75142307434082, + "retain": 0.2614159634775586, + "test": 3.6790339004516603 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9358888888888889, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9344444444444444, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.939, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9433333333333334, + "forget_non_member": 0.9086 + }, + "entropy": { + "retain_test_member": 0.894, + "forget_non_member": 0.1798 + }, + "m_entropy": { + "retain_test_member": 0.9465555555555556, + "forget_non_member": 0.9032 + } + }, + "correctness": { + "retain_test_member": 0.9457777777777778, + "forget_non_member": 0.9036 + } + }, + "ToW": 0.8189821496504592, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 0.786473274230957, + "l2_distance": 0.5242869853973389, + "JS_divergence": 0.23143073916435242 + }, + "retain": { + "absolute_distance": 1.7778931856155396 + }, + "test": { + "absolute_distance": 0.2755773365497589 + }, + "forget_test_avg": { + "KL_divergence": 12.740429878234863 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 6.967820161893728 + } + } + }, + "type": "unlearn", + "epoch": 5, + "run": 3, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "GA", + "epoch_duration": 1.230360984802246, + "total_unlearning_time_up_to_now": 6272.1686363220215 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_3/GA/epoch_5/class_5_out.pth b/results/seed_11/unlearn/run_3/GA/epoch_5/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..d88f64346a1802da49b5438340716940d5dded3f --- /dev/null +++ b/results/seed_11/unlearn/run_3/GA/epoch_5/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6cb1c18ff23aaefcc1085e8dee4e6c2286f01a8b9cf6b6bc5e061c0b1acedb1b +size 6307732 diff --git a/results/seed_11/unlearn/run_3/NegGrad_plus/epoch_10/class_5.json b/results/seed_11/unlearn/run_3/NegGrad_plus/epoch_10/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..42fc8405f40fb0bb34603f31c7df8c565101b92d --- /dev/null +++ b/results/seed_11/unlearn/run_3/NegGrad_plus/epoch_10/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 83.07999965820312, + "retain": 99.75111107855903, + "test": 90.00000002441406 + }, + "loss": { + "forget": 0.4416870337486267, + "retain": 0.00909753625161118, + "test": 0.5087764209747314 + }, + "entropy": { + "forget": 0.275719527053833, + "retain": 0.02074935372405582, + "test": 0.07724200276136399 + }, + "m_entropy": { + "forget": 0.6073570420265197, + "retain": 0.006869186027844747, + "test": 0.8323988011360168 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9561111111111111, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9406666666666667, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9593333333333334, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9677777777777777, + "forget_non_member": 0.4634 + }, + "entropy": { + "retain_test_member": 0.9344444444444444, + "forget_non_member": 0.539 + }, + "m_entropy": { + "retain_test_member": 0.9668888888888889, + "forget_non_member": 0.4666 + } + }, + "correctness": { + "retain_test_member": 0.998, + "forget_non_member": 0.16920000000000002 + } + }, + "ToW": 0.15885007656809086, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.7915908098220825, + "l2_distance": 1.1920099258422852, + "JS_divergence": 0.5882581472396851 + }, + "retain": { + "absolute_distance": 1.7732760906219482 + }, + "test": { + "absolute_distance": 0.25195565819740295 + }, + "forget_test_avg": { + "KL_divergence": 15.02991008758545 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 0.35765668333837786 + } + } + }, + "type": "unlearn", + "epoch": 10, + "run": 3, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "NegGrad_plus", + "epoch_duration": 11.823495864868164, + "total_unlearning_time_up_to_now": 118016.63064956665 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_3/NegGrad_plus/epoch_10/class_5_out.pth b/results/seed_11/unlearn/run_3/NegGrad_plus/epoch_10/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..26b0c02ff914961429b8bdd7b6bdb555f8c7ab3d --- /dev/null +++ b/results/seed_11/unlearn/run_3/NegGrad_plus/epoch_10/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e74146c4ac8c085752b9c4d6176b239e732dd49f095bbc4da1b4f5022905c589 +size 6307732 diff --git a/results/seed_11/unlearn/run_3/NegGrad_plus/epoch_5/class_5.json b/results/seed_11/unlearn/run_3/NegGrad_plus/epoch_5/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..8fed3dbc2f5e89cd798a8539f57ee6746b6c37ce --- /dev/null +++ b/results/seed_11/unlearn/run_3/NegGrad_plus/epoch_5/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 87.35999971923827, + "retain": 99.6288888671875, + "test": 90.33000002441406 + }, + "loss": { + "forget": 0.3325665253162384, + "retain": 0.012209486433532504, + "test": 0.4786236478805542 + }, + "entropy": { + "forget": 0.2463252028942108, + "retain": 0.02492498624093003, + "test": 0.08148991748094558 + }, + "m_entropy": { + "forget": 0.44012986903190615, + "retain": 0.009917693676551183, + "test": 0.7662965348243713 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.945, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9331111111111111, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9454444444444444, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9452222222222222, + "forget_non_member": 0.452 + }, + "entropy": { + "retain_test_member": 0.9305555555555556, + "forget_non_member": 0.4748 + }, + "m_entropy": { + "retain_test_member": 0.9464444444444444, + "forget_non_member": 0.4482 + } + }, + "correctness": { + "retain_test_member": 0.9977777777777778, + "forget_non_member": 0.12639999999999996 + } + }, + "ToW": 0.11810683188597788, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.851548433303833, + "l2_distance": 1.234651803970337, + "JS_divergence": 0.6139509081840515 + }, + "retain": { + "absolute_distance": 1.7783997058868408 + }, + "test": { + "absolute_distance": 0.26630374789237976 + }, + "forget_test_avg": { + "KL_divergence": 14.792800903320312 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 0.30751787664360763 + } + } + }, + "type": "unlearn", + "epoch": 5, + "run": 3, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "NegGrad_plus", + "epoch_duration": 11.799532890319824, + "total_unlearning_time_up_to_now": 58871.43921852112 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_3/NegGrad_plus/epoch_5/class_5_out.pth b/results/seed_11/unlearn/run_3/NegGrad_plus/epoch_5/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..5e5cd2c45d97bb42158d677ad930f1f9e5aaf264 --- /dev/null +++ b/results/seed_11/unlearn/run_3/NegGrad_plus/epoch_5/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0e0312798f5eb72448eed86c345367d35cc8d25595e539e166d60bd9938ce77e +size 6307732 diff --git a/results/seed_11/unlearn/run_3/RL/epoch_10/class_5.json b/results/seed_11/unlearn/run_3/RL/epoch_10/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..2c3e5f34ee9ae3b3dd84fcf0eb68457295629bca --- /dev/null +++ b/results/seed_11/unlearn/run_3/RL/epoch_10/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 12.460000030517579, + "retain": 99.3711111111111, + "test": 84.43999990234374 + }, + "loss": { + "forget": 2.056760325241089, + "retain": 0.036376678333679836, + "test": 0.5438335556030274 + }, + "entropy": { + "forget": 1.6440356760025023, + "retain": 0.09756087469922171, + "test": 0.25514655318260193 + }, + "m_entropy": { + "forget": 2.0680620319366456, + "retain": 0.0215612921849721, + "test": 0.7043868866920471 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9582222222222222, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9051111111111111, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9558888888888889, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9563333333333334, + "forget_non_member": 1.0 + }, + "entropy": { + "retain_test_member": 0.9301111111111111, + "forget_non_member": 0.9976 + }, + "m_entropy": { + "retain_test_member": 0.953, + "forget_non_member": 1.0 + } + }, + "correctness": { + "retain_test_member": 0.9936666666666667, + "forget_non_member": 0.8754 + } + }, + "ToW": 0.8671517631149352, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.6210899353027344, + "l2_distance": 0.8801029324531555, + "JS_divergence": 0.4606327712535858 + }, + "retain": { + "absolute_distance": 1.7821018695831299 + }, + "test": { + "absolute_distance": 0.2708553671836853 + }, + "forget_test_avg": { + "KL_divergence": 10.401418685913086 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 1.7009943033697787 + } + } + }, + "type": "unlearn", + "epoch": 10, + "run": 3, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "RL", + "epoch_duration": 8.105075359344482, + "total_unlearning_time_up_to_now": 80862.30564117432 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_3/RL/epoch_10/class_5_out.pth b/results/seed_11/unlearn/run_3/RL/epoch_10/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..c4fed9e61b371f07b0cf12091422575337a91be5 --- /dev/null +++ b/results/seed_11/unlearn/run_3/RL/epoch_10/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:abc5b181399f39e37ee92a775814ae7a55be99f9b1a2f2686ebb6090b71575c6 +size 6307732 diff --git a/results/seed_11/unlearn/run_3/RL/epoch_5/class_5.json b/results/seed_11/unlearn/run_3/RL/epoch_5/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..7b7ef0fc852d806d884a8d97fce51f89daccd47d --- /dev/null +++ b/results/seed_11/unlearn/run_3/RL/epoch_5/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 14.020000019836425, + "retain": 99.41111108940972, + "test": 84.3699999633789 + }, + "loss": { + "forget": 2.1837714862823487, + "retain": 0.039201204507218465, + "test": 0.5591819033622741 + }, + "entropy": { + "forget": 1.625993586921692, + "retain": 0.11244571540223228, + "test": 0.2587787916660309 + }, + "m_entropy": { + "forget": 2.2387770862579344, + "retain": 0.020537411497533322, + "test": 0.7132869588851929 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9603333333333334, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9132222222222223, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9591111111111111, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.961, + "forget_non_member": 0.9986 + }, + "entropy": { + "retain_test_member": 0.9183333333333333, + "forget_non_member": 0.9966 + }, + "m_entropy": { + "retain_test_member": 0.9645555555555556, + "forget_non_member": 0.9984 + } + }, + "correctness": { + "retain_test_member": 0.9941111111111111, + "forget_non_member": 0.8598 + } + }, + "ToW": 0.8526402210399954, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.544180154800415, + "l2_distance": 0.8422383666038513, + "JS_divergence": 0.42837321758270264 + }, + "retain": { + "absolute_distance": 1.7754427194595337 + }, + "test": { + "absolute_distance": 0.25776463747024536 + }, + "forget_test_avg": { + "KL_divergence": 9.548956871032715 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 1.7804731503729394 + } + } + }, + "type": "unlearn", + "epoch": 5, + "run": 3, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "RL", + "epoch_duration": 7.951308965682983, + "total_unlearning_time_up_to_now": 40816.500425338745 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_3/RL/epoch_5/class_5_out.pth b/results/seed_11/unlearn/run_3/RL/epoch_5/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..f958122a30a4f062b246967d468bace9c8fc6ecc --- /dev/null +++ b/results/seed_11/unlearn/run_3/RL/epoch_5/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:76408de1357b8639f0b73d24beac57eb9ec47cdbd646081f10e39cce72b3ebc8 +size 6307732 diff --git a/results/seed_11/unlearn/run_3/UNSIR/epoch_1/class_5.json b/results/seed_11/unlearn/run_3/UNSIR/epoch_1/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..e74dc2389ed9667043b5c9e889f9fbc371bd07f8 --- /dev/null +++ b/results/seed_11/unlearn/run_3/UNSIR/epoch_1/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 0.0, + "retain": 34.597777774386934, + "test": 34.860000018310544 + }, + "loss": { + "forget": 10.749779855346679, + "retain": 1.7971888269000582, + "test": 2.603425497817993 + }, + "entropy": { + "forget": 1.526355828666687, + "retain": 1.331912490993076, + "test": 1.3182489519119263 + }, + "m_entropy": { + "forget": 11.184373323059082, + "retain": 1.8862091250313653, + "test": 2.702762133407593 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.8915555555555555, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.35388888888888886, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.8507777777777777, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9998888888888889, + "forget_non_member": 1.0 + }, + "entropy": { + "retain_test_member": 0.257, + "forget_non_member": 0.9164 + }, + "m_entropy": { + "retain_test_member": 0.997, + "forget_non_member": 1.0 + } + }, + "correctness": { + "retain_test_member": 0.3451111111111111, + "forget_non_member": 1.0 + } + }, + "ToW": 0.17659722266282551, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.5991661548614502, + "l2_distance": 0.908804178237915, + "JS_divergence": 0.4438503384590149 + }, + "retain": { + "absolute_distance": 1.7704013586044312 + }, + "test": { + "absolute_distance": 1.359083652496338 + }, + "forget_test_avg": { + "KL_divergence": 3.431387186050415 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 8.147059602586273 + } + } + }, + "type": "unlearn", + "epoch": 1, + "run": 3, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "UNSIR", + "epoch_duration": 9.464043378829956, + "total_unlearning_time_up_to_now": 9464.043378829956 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_3/UNSIR/epoch_1/class_5_out.pth b/results/seed_11/unlearn/run_3/UNSIR/epoch_1/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..ef974e110f1b1bfc4859d159ae9f527870f0d37a --- /dev/null +++ b/results/seed_11/unlearn/run_3/UNSIR/epoch_1/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:54adceb1f8b089ff125b72c48837f332598328402319c386a8749e4911aa2e34 +size 6307732 diff --git a/results/seed_11/unlearn/run_3/UNSIR/epoch_10/class_5.json b/results/seed_11/unlearn/run_3/UNSIR/epoch_10/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..84dce39cf3423ce88eaa6193a4b7288b3c9e37f0 --- /dev/null +++ b/results/seed_11/unlearn/run_3/UNSIR/epoch_10/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 0.0, + "retain": 82.61555553656684, + "test": 73.22000004882813 + }, + "loss": { + "forget": 13.483782289123535, + "retain": 0.4953947216828664, + "test": 2.1583050811767577 + }, + "entropy": { + "forget": 0.6633184021949768, + "retain": 0.4527334167321523, + "test": 0.36123997173309325 + }, + "m_entropy": { + "forget": 15.334487315368653, + "retain": 0.552556570953793, + "test": 2.5393637825012205 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9288888888888889, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.6654444444444444, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9238888888888889, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.973, + "forget_non_member": 1.0 + }, + "entropy": { + "retain_test_member": 0.9998888888888889, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9626666666666667, + "forget_non_member": 1.0 + } + }, + "correctness": { + "retain_test_member": 0.8276666666666667, + "forget_non_member": 1.0 + } + }, + "ToW": 0.7382062811394043, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.0657556056976318, + "l2_distance": 0.6739317178726196, + "JS_divergence": 0.286888062953949 + }, + "retain": { + "absolute_distance": 1.7737746238708496 + }, + "test": { + "absolute_distance": 0.4285357892513275 + }, + "forget_test_avg": { + "KL_divergence": 6.933704376220703 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 11.340495242695287 + } + } + }, + "type": "unlearn", + "epoch": 10, + "run": 3, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "UNSIR", + "epoch_duration": 7.084195852279663, + "total_unlearning_time_up_to_now": 73849.294424057 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_3/UNSIR/epoch_10/class_5_out.pth b/results/seed_11/unlearn/run_3/UNSIR/epoch_10/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..1883d8767ecda2327f10e9150bf112e4239680ba --- /dev/null +++ b/results/seed_11/unlearn/run_3/UNSIR/epoch_10/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c51ae7caa4011efcaee79f96a4c722ee0891419964f59b77b9bab26a90b346eb +size 6307732 diff --git a/results/seed_11/unlearn/run_3/bad_teacher/epoch_1/class_5.json b/results/seed_11/unlearn/run_3/bad_teacher/epoch_1/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..0f4ba71ff62aa2b5fe87a06fefa4648fa1afed68 --- /dev/null +++ b/results/seed_11/unlearn/run_3/bad_teacher/epoch_1/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 15.839999998474122, + "retain": 98.40222223442926, + "test": 81.97999990234375 + }, + "loss": { + "forget": 2.584122774887085, + "retain": 0.0666616889278094, + "test": 0.7576977897644043 + }, + "entropy": { + "forget": 1.725912347984314, + "retain": 0.13985595967239803, + "test": 0.29342079434394835 + }, + "m_entropy": { + "forget": 2.72344984664917, + "retain": 0.05141857840849293, + "test": 0.9546957491874695 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.951, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.8946666666666667, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9504444444444444, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9666666666666667, + "forget_non_member": 0.9714 + }, + "entropy": { + "retain_test_member": 0.9001111111111111, + "forget_non_member": 0.979 + }, + "m_entropy": { + "retain_test_member": 0.9672222222222222, + "forget_non_member": 0.9664 + } + }, + "correctness": { + "retain_test_member": 0.9852222222222222, + "forget_non_member": 0.8416 + } + }, + "ToW": 0.8124505782528643, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.5724331140518188, + "l2_distance": 0.8581773638725281, + "JS_divergence": 0.4436799883842468 + }, + "retain": { + "absolute_distance": 1.7740613222122192 + }, + "test": { + "absolute_distance": 0.3009837567806244 + }, + "forget_test_avg": { + "KL_divergence": 10.658087730407715 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 1.9953138214820616 + } + } + }, + "type": "unlearn", + "epoch": 1, + "run": 3, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "bad_teacher", + "epoch_duration": 8.139622211456299, + "total_unlearning_time_up_to_now": 8139.622211456299 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_3/bad_teacher/epoch_1/class_5_out.pth b/results/seed_11/unlearn/run_3/bad_teacher/epoch_1/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..3c3c53ad0b3496d20ef56f97a81894739c83816e --- /dev/null +++ b/results/seed_11/unlearn/run_3/bad_teacher/epoch_1/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4a68835397fe0e5b5f212097c08631b6bafdaa9c0b0106460d6ab69273fc7059 +size 6307732 diff --git a/results/seed_11/unlearn/run_3/bad_teacher/epoch_2/class_5.json b/results/seed_11/unlearn/run_3/bad_teacher/epoch_2/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..be9a15db63886673e4d9319392c4a2a0700728db --- /dev/null +++ b/results/seed_11/unlearn/run_3/bad_teacher/epoch_2/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 23.539999963378907, + "retain": 99.13333331163194, + "test": 83.56999991455078 + }, + "loss": { + "forget": 2.2011521018981934, + "retain": 0.05244427714480294, + "test": 0.612259219455719 + }, + "entropy": { + "forget": 1.970901806640625, + "retain": 0.13667417072455088, + "test": 0.3232623989582062 + }, + "m_entropy": { + "forget": 2.158595542907715, + "retain": 0.03204435988366604, + "test": 0.7484324280738831 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9538888888888889, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.898, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9565555555555556, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9622222222222222, + "forget_non_member": 0.9932 + }, + "entropy": { + "retain_test_member": 0.8951111111111111, + "forget_non_member": 0.9972 + }, + "m_entropy": { + "retain_test_member": 0.9526666666666667, + "forget_non_member": 0.9954 + } + }, + "correctness": { + "retain_test_member": 0.9913333333333333, + "forget_non_member": 0.7646 + } + }, + "ToW": 0.7556615918946309, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.638884425163269, + "l2_distance": 0.868177056312561, + "JS_divergence": 0.4619341492652893 + }, + "retain": { + "absolute_distance": 1.7825320959091187 + }, + "test": { + "absolute_distance": 0.2946552634239197 + }, + "forget_test_avg": { + "KL_divergence": 10.205998420715332 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 1.7716033961348914 + } + } + }, + "type": "unlearn", + "epoch": 2, + "run": 3, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "bad_teacher", + "epoch_duration": 8.092555522918701, + "total_unlearning_time_up_to_now": 16232.177734375 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_3/bad_teacher/epoch_2/class_5_out.pth b/results/seed_11/unlearn/run_3/bad_teacher/epoch_2/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..d2501337ee42b5a3bc5d2b69cbe36cc43d4fd4e0 --- /dev/null +++ b/results/seed_11/unlearn/run_3/bad_teacher/epoch_2/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8a730eea3d726a32db7a14f46939e2d7a93cb5bbc8ad62036ae255d355d5fc82 +size 6307732 diff --git a/results/seed_11/unlearn/run_3/boundary_shrink/epoch_10/class_5.json b/results/seed_11/unlearn/run_3/boundary_shrink/epoch_10/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..90faa22492a62b71c00b7eadf571202370125da9 --- /dev/null +++ b/results/seed_11/unlearn/run_3/boundary_shrink/epoch_10/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 9.819999954223633, + "retain": 83.80666665988498, + "test": 71.71999987792968 + }, + "loss": { + "forget": 6.568018799591065, + "retain": 0.6742075856738621, + "test": 2.025059401702881 + }, + "entropy": { + "forget": 0.666797758769989, + "retain": 0.17264649148782094, + "test": 0.17526281836032867 + }, + "m_entropy": { + "forget": 8.500357054138183, + "retain": 1.0500969641579523, + "test": 3.0960859508514402 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9145555555555556, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9592222222222222, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9154444444444444, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9162222222222223, + "forget_non_member": 0.8024 + }, + "entropy": { + "retain_test_member": 0.8352222222222222, + "forget_non_member": 0.5916 + }, + "m_entropy": { + "retain_test_member": 0.8698888888888889, + "forget_non_member": 0.8672 + } + }, + "correctness": { + "retain_test_member": 0.8375555555555556, + "forget_non_member": 0.9018 + } + }, + "ToW": 0.6639445748564261, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.807242751121521, + "l2_distance": 1.1348228454589844, + "JS_divergence": 0.5875262022018433 + }, + "retain": { + "absolute_distance": 1.773783564567566 + }, + "test": { + "absolute_distance": 0.5370661020278931 + }, + "forget_test_avg": { + "KL_divergence": 11.44467544555664 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 4.578554337938915 + } + } + }, + "type": "unlearn", + "epoch": 10, + "run": 3, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "boundary_shrink", + "epoch_duration": 1.9222707748413086, + "total_unlearning_time_up_to_now": 19400.039196014404 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_3/boundary_shrink/epoch_10/class_5_out.pth b/results/seed_11/unlearn/run_3/boundary_shrink/epoch_10/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..558fd129e091ed775498121e0173ae3339450558 --- /dev/null +++ b/results/seed_11/unlearn/run_3/boundary_shrink/epoch_10/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0e38225352b2707036fab7cb30254c2060468356b969ff8abf091627fa1cd705 +size 6307732 diff --git a/results/seed_11/unlearn/run_3/boundary_shrink/epoch_5/class_5.json b/results/seed_11/unlearn/run_3/boundary_shrink/epoch_5/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..cdd15fa46b75f92b96d529df22db426465549afe --- /dev/null +++ b/results/seed_11/unlearn/run_3/boundary_shrink/epoch_5/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 31.199999951171876, + "retain": 97.19333332519531, + "test": 83.87 + }, + "loss": { + "forget": 2.9600800251007082, + "retain": 0.08211700236797333, + "test": 0.9148705013275147 + }, + "entropy": { + "forget": 0.6777091611862183, + "retain": 0.08451093103620741, + "test": 0.1331617559671402 + }, + "m_entropy": { + "forget": 3.949262515640259, + "retain": 0.09824532350036833, + "test": 1.3610026607513428 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9447777777777778, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9243333333333333, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9464444444444444, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9443333333333334, + "forget_non_member": 0.785 + }, + "entropy": { + "retain_test_member": 0.8818888888888889, + "forget_non_member": 0.7704 + }, + "m_entropy": { + "retain_test_member": 0.9416666666666667, + "forget_non_member": 0.7872 + } + }, + "correctness": { + "retain_test_member": 0.9716666666666667, + "forget_non_member": 0.688 + } + }, + "ToW": 0.6686759020537262, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.569291114807129, + "l2_distance": 0.9897248148918152, + "JS_divergence": 0.4858405590057373 + }, + "retain": { + "absolute_distance": 1.7764378786087036 + }, + "test": { + "absolute_distance": 0.2884931266307831 + }, + "forget_test_avg": { + "KL_divergence": 11.823986053466797 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 2.177451378575391 + } + } + }, + "type": "unlearn", + "epoch": 5, + "run": 3, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "boundary_shrink", + "epoch_duration": 1.929687738418579, + "total_unlearning_time_up_to_now": 9786.39268875122 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_3/boundary_shrink/epoch_5/class_5_out.pth b/results/seed_11/unlearn/run_3/boundary_shrink/epoch_5/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..a27ec21253cf53f3475db9d7796c890540b5e9bf --- /dev/null +++ b/results/seed_11/unlearn/run_3/boundary_shrink/epoch_5/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:13be617f9fd113e2d5791d9eb1087eba5c6adf06231a51cfc2bd7371d61fd3af +size 6307732 diff --git a/results/seed_11/unlearn/run_3/scrub/epoch_1/class_5.json b/results/seed_11/unlearn/run_3/scrub/epoch_1/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..dde04445a633453d90bb894b53869ac0fac57921 --- /dev/null +++ b/results/seed_11/unlearn/run_3/scrub/epoch_1/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 0.0, + "retain": 71.25333333197699, + "test": 66.54999995117187 + }, + "loss": { + "forget": 4.8356169532775874, + "retain": 0.8426976963996887, + "test": 1.1200797525405883 + }, + "entropy": { + "forget": 1.1369246170043945, + "retain": 0.8766453533490499, + "test": 0.7484463382720947 + }, + "m_entropy": { + "forget": 5.711098634338379, + "retain": 0.852593095779419, + "test": 1.2693940172195435 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9328888888888889, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.6654444444444444, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9274444444444444, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.912, + "forget_non_member": 0.9502 + }, + "entropy": { + "retain_test_member": 0.9998888888888889, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.902, + "forget_non_member": 0.94 + } + }, + "correctness": { + "retain_test_member": 0.7097777777777777, + "forget_non_member": 1.0 + } + }, + "ToW": 0.5892235559824557, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.2065787315368652, + "l2_distance": 0.7115842700004578, + "JS_divergence": 0.31815317273139954 + }, + "retain": { + "absolute_distance": 1.7745100259780884 + }, + "test": { + "absolute_distance": 0.6976209878921509 + }, + "forget_test_avg": { + "KL_divergence": 4.64654541015625 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 3.7155371777465414 + } + } + }, + "type": "unlearn", + "epoch": 1, + "run": 3, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "scrub", + "epoch_duration": 9.304269552230835, + "total_unlearning_time_up_to_now": 9304.269552230835 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_3/scrub/epoch_1/class_5_out.pth b/results/seed_11/unlearn/run_3/scrub/epoch_1/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..36daec540b9ad47e6509fbabc636c56fe4c8a52e --- /dev/null +++ b/results/seed_11/unlearn/run_3/scrub/epoch_1/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d6854391de101eeac6d35d7067607c955c557da402b38f68cacd3092d1a57e9c +size 6307732 diff --git a/results/seed_11/unlearn/run_3/scrub/epoch_10/class_5.json b/results/seed_11/unlearn/run_3/scrub/epoch_10/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..62f23d76c4bae538a3f81ba0cabc3547a8ed5805 --- /dev/null +++ b/results/seed_11/unlearn/run_3/scrub/epoch_10/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 5.760000005340576, + "retain": 97.74666665988498, + "test": 83.40000001220703 + }, + "loss": { + "forget": 3.691844384765625, + "retain": 0.0664268419318729, + "test": 0.7211832821846008 + }, + "entropy": { + "forget": 0.4469150861740112, + "retain": 0.08508966164588928, + "test": 0.11856444673538208 + }, + "m_entropy": { + "forget": 6.178394561004638, + "retain": 0.07115434747835, + "test": 1.1949688165664674 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9538888888888889, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.9097777777777778, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9562222222222222, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9601111111111111, + "forget_non_member": 0.981 + }, + "entropy": { + "retain_test_member": 0.8995555555555556, + "forget_non_member": 0.5566 + }, + "m_entropy": { + "retain_test_member": 0.9628888888888889, + "forget_non_member": 0.9774 + } + }, + "correctness": { + "retain_test_member": 0.9768888888888889, + "forget_non_member": 0.9424 + } + }, + "ToW": 0.9168033280039156, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 0.974707305431366, + "l2_distance": 0.6252726316452026, + "JS_divergence": 0.2775505781173706 + }, + "retain": { + "absolute_distance": 1.7773892879486084 + }, + "test": { + "absolute_distance": 0.17923687398433685 + }, + "forget_test_avg": { + "KL_divergence": 12.444581031799316 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 2.991667101398344 + } + } + }, + "type": "unlearn", + "epoch": 10, + "run": 3, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "scrub", + "epoch_duration": 7.650265216827393, + "total_unlearning_time_up_to_now": 79955.02090454102 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_3/scrub/epoch_10/class_5_out.pth b/results/seed_11/unlearn/run_3/scrub/epoch_10/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..2c8e7b8905b45f9a6a81fdb50d47cab5ca14e556 --- /dev/null +++ b/results/seed_11/unlearn/run_3/scrub/epoch_10/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:16e5407a39b5c6b37507813c1532dba056365bb7617066e0e8c4d2d6667bafe1 +size 6307732 diff --git a/results/seed_11/unlearn/run_3/scrub/epoch_2/class_5.json b/results/seed_11/unlearn/run_3/scrub/epoch_2/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..8c3cb9346988cfe76d090a903cf9cde5bd8f3927 --- /dev/null +++ b/results/seed_11/unlearn/run_3/scrub/epoch_2/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 0.02, + "retain": 72.51555554877388, + "test": 65.55999995117187 + }, + "loss": { + "forget": 4.418501976776123, + "retain": 0.8172612688170539, + "test": 1.1054229232788086 + }, + "entropy": { + "forget": 1.2175291879653931, + "retain": 0.939514411968655, + "test": 0.7828279011726379 + }, + "m_entropy": { + "forget": 5.112073045349121, + "retain": 0.7876703672726949, + "test": 1.2314834558486938 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9428888888888889, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.6654444444444444, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9465555555555556, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9094444444444445, + "forget_non_member": 0.8914 + }, + "entropy": { + "retain_test_member": 0.9998888888888889, + "forget_non_member": 0.0002 + }, + "m_entropy": { + "retain_test_member": 0.9016666666666666, + "forget_non_member": 0.8928 + } + }, + "correctness": { + "retain_test_member": 0.7275555555555555, + "forget_non_member": 0.9998 + } + }, + "ToW": 0.5923333500197968, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.2633929252624512, + "l2_distance": 0.7417188286781311, + "JS_divergence": 0.3327808976173401 + }, + "retain": { + "absolute_distance": 1.778092384338379 + }, + "test": { + "absolute_distance": 0.7411192059516907 + }, + "forget_test_avg": { + "KL_divergence": 4.473491668701172 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 3.313078989881128 + } + } + }, + "type": "unlearn", + "epoch": 2, + "run": 3, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "scrub", + "epoch_duration": 9.376578569412231, + "total_unlearning_time_up_to_now": 18680.848121643066 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_3/scrub/epoch_2/class_5_out.pth b/results/seed_11/unlearn/run_3/scrub/epoch_2/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..47adb8a2ee0fd2bf7629480b88b6a74affef853d --- /dev/null +++ b/results/seed_11/unlearn/run_3/scrub/epoch_2/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:057f86ff4136ef60ec3d48bc8a1b87a31d57527290ba124b7cb69d24014a1c67 +size 6307732 diff --git a/results/seed_11/unlearn/run_3/scrub/epoch_3/class_5.json b/results/seed_11/unlearn/run_3/scrub/epoch_3/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..4e39681e2a7e53b81fd31af9aecef6ab1c2495c2 --- /dev/null +++ b/results/seed_11/unlearn/run_3/scrub/epoch_3/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 0.1, + "retain": 74.83777776828342, + "test": 67.26999986572265 + }, + "loss": { + "forget": 4.8252047920227055, + "retain": 0.7419814353095161, + "test": 1.1117113967895509 + }, + "entropy": { + "forget": 1.1257520690917968, + "retain": 0.8613097539477879, + "test": 0.7004036811828613 + }, + "m_entropy": { + "forget": 5.661471479034424, + "retain": 0.7193702311621772, + "test": 1.2715666288375855 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.9347777777777778, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.8871111111111111, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9291111111111111, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9222222222222223, + "forget_non_member": 0.9508 + }, + "entropy": { + "retain_test_member": 0.9998888888888889, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9238888888888889, + "forget_non_member": 0.9172 + } + }, + "correctness": { + "retain_test_member": 0.7453333333333333, + "forget_non_member": 0.999 + } + }, + "ToW": 0.6235862137570376, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 1.2281385660171509, + "l2_distance": 0.7290369868278503, + "JS_divergence": 0.32402417063713074 + }, + "retain": { + "absolute_distance": 1.771322250366211 + }, + "test": { + "absolute_distance": 0.6766601800918579 + }, + "forget_test_avg": { + "KL_divergence": 4.6982574462890625 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 3.7134934201810745 + } + } + }, + "type": "unlearn", + "epoch": 3, + "run": 3, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "scrub", + "epoch_duration": 7.880230188369751, + "total_unlearning_time_up_to_now": 26561.078310012817 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_3/scrub/epoch_3/class_5_out.pth b/results/seed_11/unlearn/run_3/scrub/epoch_3/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..387aa63f592442e1fe63c35f17f50242f0a5d7f7 --- /dev/null +++ b/results/seed_11/unlearn/run_3/scrub/epoch_3/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:812b12f43c9c635e9c4bb63343cb9efccf8fca19ec475b2fe922f8f3d9b1ff6b +size 6307732 diff --git a/results/seed_11/unlearn/run_3/scrub/epoch_5/class_5.json b/results/seed_11/unlearn/run_3/scrub/epoch_5/class_5.json new file mode 100644 index 0000000000000000000000000000000000000000..64d7773211bd6a2f05c573094008e6d37ad8f4e0 --- /dev/null +++ b/results/seed_11/unlearn/run_3/scrub/epoch_5/class_5.json @@ -0,0 +1,88 @@ +{ + "acc": { + "forget": 1.5399999990463258, + "retain": 95.613333331977, + "test": 82.10999997558594 + }, + "loss": { + "forget": 4.334351304626465, + "retain": 0.12594104618761273, + "test": 0.809205489063263 + }, + "entropy": { + "forget": 0.3681346580982208, + "retain": 0.11839994390275743, + "test": 0.1277720766544342 + }, + "m_entropy": { + "forget": 7.4493982872009274, + "retain": 0.15271359418763056, + "test": 1.3404765010833741 + }, + "threshold_MIA": { + "class": { + "confidence": { + "retain_test_member": 0.956, + "forget_non_member": 0.0 + }, + "entropy": { + "retain_test_member": 0.7928888888888889, + "forget_non_member": 0.0 + }, + "m_entropy": { + "retain_test_member": 0.9566666666666667, + "forget_non_member": 0.0 + } + }, + "no_class": { + "confidence": { + "retain_test_member": 0.9556666666666667, + "forget_non_member": 0.9876 + }, + "entropy": { + "retain_test_member": 0.8311111111111111, + "forget_non_member": 0.5256 + }, + "m_entropy": { + "retain_test_member": 0.9585555555555556, + "forget_non_member": 0.984 + } + }, + "correctness": { + "retain_test_member": 0.9587777777777777, + "forget_non_member": 0.9846 + } + }, + "ToW": 0.9248183751670782, + "outputs": { + "retrained_vs_unlearned": { + "forget": { + "absolute_distance": 0.8845375776290894, + "l2_distance": 0.5717313885688782, + "JS_divergence": 0.2518189549446106 + }, + "retain": { + "absolute_distance": 1.7795592546463013 + }, + "test": { + "absolute_distance": 0.1976575255393982 + }, + "forget_test_avg": { + "KL_divergence": 11.871342658996582 + } + }, + "unlearned": { + "forget_vs_test": { + "wasserstein_distance": 3.535690824323232 + } + } + }, + "type": "unlearn", + "epoch": 5, + "run": 3, + "forget_set_type": "class", + "unlearning_item": 5, + "method": "scrub", + "epoch_duration": 8.02932357788086, + "total_unlearning_time_up_to_now": 41176.323652267456 +} \ No newline at end of file diff --git a/results/seed_11/unlearn/run_3/scrub/epoch_5/class_5_out.pth b/results/seed_11/unlearn/run_3/scrub/epoch_5/class_5_out.pth new file mode 100644 index 0000000000000000000000000000000000000000..c6ea2754aaa08a2551d246c0b05859e371d21671 --- /dev/null +++ b/results/seed_11/unlearn/run_3/scrub/epoch_5/class_5_out.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:85ca866f8f648d60e42b8fbc36e362cd2a98395468cef2d65e41002f5d7f827b +size 6307732