Upload all puregen poison files

This project was built using the following open-source repositories:

- [BullseyePoison](https://github.com/ucsb-seclab/BullseyePoison): Bullseye Polytope poisons, transfer models, and transfer dataset.
- [EPIC](https://github.com/YuYang0901/EPIC): Epic defense code was added to `train_classifier.py` and `utils_baslines.py`.
- [Friendly Noise](https://github.com/tianyu139/friendly-noise): Friendly noise defense code was added to `train_classifier.py` and `utils_baslines.py`.
- [Poisoning Benchmarks](https://github.com/aks2203/poisoning-benchmark/tree/master): BP Benchmarks and dataloaders users for white-box R18 attack
- [HyperLight Benchmark](https://github.com/tysam-code/hlb-CIFAR10): Super Fast convergence on CIFAR-10 models

Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/0/eval-retrained-for-60epochs.json

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+{"args": "Namespace(device='cuda', dset_path='datasets', end2end=False, eval_poisons_root='attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800', gpu='0', lr_decay_epoch=[30, 45], model_resume_path='model-chks', num_per_class=50, poison_label=8, retrain_bsize=64, retrain_epochs=60, retrain_lr=0.1, retrain_momentum=0.9, retrain_opt='adam', retrain_wd=0, subset_group=0, target_camera=True, target_index_end=1, target_index_start=0, target_index_step=1, target_label=6, target_net=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2', 'ResNet18', 'DenseNet121'], target_print_size=[2, 4], test_chk_name='ckpt-%s-4800.t7', train_data_path='datasets/CIFAR10_TRAIN_Split.pth')", "poison_label": 8, "target_label": 6, "targets": {"0": {}, "0": {"800": {"time": 34807.0, "coeffs_time": 32732, "poisons_time": 34401, "target_loss": 0.00753561407327652, "total_loss": 0.0015000674175098538, "coeff_list": [[0.0, 0.05358549579977989, 0.016475945711135864, 0.15204012393951416, 0.3365473747253418, 0.09008008241653442, 0.0762660801410675, 0.21331115067005157, 0.06169374659657478, 0.0], [0.00569046288728714, 0.0, 0.08865415304899216, 0.10390187054872513, 0.0692601203918457, 0.02695927396416664, 0.15212665498256683, 0.06389710307121277, 0.035333242267370224, 0.4541771411895752], [0.0, 0.3345183730125427, 0.0, 0.0, 0.22973741590976715, 0.18311215937137604, 0.0, 0.1421130746603012, 0.09006287157535553, 0.020456161350011826], [0.0, 0.5860992670059204, 0.03347107395529747, 0.0, 0.09191456437110901, 0.2408551573753357, 0.0, 0.04654255509376526, 0.0011174012906849384, 0.0], [0.1623256951570511, 0.025082966312766075, 0.05591787025332451, 0.0034145107492804527, 0.14867645502090454, 0.2711854577064514, 0.15847168862819672, 0.16089600324630737, 0.0, 0.014029319398105145], [0.09421662986278534, 0.2220449447631836, 0.09253823757171631, 0.06622064858675003, 0.15403391420841217, 0.07810183614492416, 0.16872943937778473, 0.0, 0.03137165680527687, 0.09274269640445709], [0.0, 0.0, 0.013402337208390236, 0.0833236500620842, 0.0, 0.031606391072273254, 0.022075554355978966, 0.04714192450046539, 0.4769913852214813, 0.3254587650299072], [0.2535436153411865, 0.1406250298023224, 0.10827211290597916, 0.043497104197740555, 0.08554363995790482, 0.0, 0.0, 0.3129192590713501, 0.020243579521775246, 0.03535562753677368], [0.0, 0.2361626923084259, 0.01637490652501583, 0.036323804408311844, 0.13442513346672058, 0.3808143734931946, 0.03955281525850296, 0.04953325167298317, 0.1068129763007164, 0.0], [0.0, 0.46387016773223877, 0.0, 0.0, 0.07209265977144241, 0.0, 0.06197957694530487, 0.018270591273903847, 0.15871469676494598, 0.22507236897945404], [0.2442561537027359, 0.1138392761349678, 0.0, 0.0, 0.20566485822200775, 0.06061071902513504, 0.22843287885189056, 0.1330411732196808, 0.0, 0.014154931530356407], [0.0, 0.025950033217668533, 0.31032586097717285, 0.1896941065788269, 0.0, 0.15257751941680908, 0.050204504281282425, 0.0884605199098587, 0.14440421760082245, 0.03838331624865532], [0.04164057597517967, 0.0, 0.10976141691207886, 0.09173598885536194, 0.23229996860027313, 0.0, 0.18849828839302063, 0.3360637128353119, 0.0, 0.0], [0.05096479877829552, 0.40994396805763245, 0.06442335993051529, 0.060869067907333374, 0.08797334134578705, 0.0249162670224905, 0.1404503583908081, 0.09278929233551025, 0.0, 0.067669577896595], [0.054041892290115356, 0.23603752255439758, 0.11112134903669357, 0.06259199976921082, 0.33726102113723755, 0.14027532935142517, 0.0, 0.0, 0.05279960110783577, 0.0058713313192129135], [0.0, 0.5291094779968262, 0.0, 0.0, 0.03850942850112915, 0.0, 0.04717522859573364, 0.0, 0.09443226456642151, 0.2907736003398895], [0.1552346795797348, 0.06235451623797417, 0.26300689578056335, 0.07176172733306885, 0.15254278481006622, 0.0, 0.08520988374948502, 0.030679019168019295, 0.07107732445001602, 0.1081332117319107], [0.18031467497348785, 0.17430686950683594, 0.26927298307418823, 0.1362609714269638, 0.0, 0.019673585891723633, 0.1419525146484375, 0.03990395739674568, 0.03831446170806885, 0.0]], "coeff_list_in_victim": [[0.0, 0.34698599576950073, 0.08185496181249619, 0.0, 0.39080214500427246, 0.0, 0.0, 0.15319852530956268, 0.011913236230611801, 0.015245090238749981]], "victims": {"DPN92": {"clean acc": 91.47000160217286, "prediction": 6, "poisons predictions": [8, 8, 8, 6, 8, 8, 8, 8, 8, 8], "scores": [5.379655537569015e-16, 2.3096063916395258e-17, 2.8351463557444663e-33, 2.0828263558314575e-09, 9.458885987859118e-25, 2.6379952750257302e-17, 0.837688684463501, 2.0512206920786672e-41, 0.1623116135597229, 0.0], "malicious score": 0.1623116135597229, "camera": {"2": {"prediction": 3, "scores": [8.407790785948902e-45, 1.7850614248811259e-37, 5.998121821448876e-08, 0.9935095310211182, 0.003954459447413683, 0.002535047475248575, 8.652642158324397e-09, 0.0, 3.693941532656756e-30, 3.037360104832345e-22], "malicious score": 3.693941532656756e-30}, "4": {"prediction": 5, "scores": [5.74532370373175e-44, 5.739364822142055e-38, 2.518403485751719e-09, 0.051839131861925125, 2.6629634248820366e-06, 0.9481543898582458, 4.310092208470451e-06, 0.0, 3.258648639462514e-30, 3.812163102243248e-28], "malicious score": 3.258648639462514e-30}}}, "SENet18": {"clean acc": 91.42000122070313, "prediction": 8, "poisons predictions": [8, 8, 8, 8, 6, 8, 6, 8, 8, 8], "scores": [3.7131346608543225e-11, 9.078739341921476e-17, 9.722841723859368e-17, 1.9550329852791037e-06, 2.9143689062038902e-06, 1.3197358136873838e-11, 0.000687375373672694, 5.732621048832578e-17, 0.9993078112602234, 2.630943202961691e-15], "malicious score": 0.9993078112602234, "camera": {"2": {"prediction": 3, "scores": [1.714568856392483e-15, 7.593225565520802e-29, 3.0311010320617504e-13, 0.9997805953025818, 5.866690599987123e-08, 0.00016176662757061422, 1.0101506436877017e-11, 5.0057581977695895e-21, 5.746647002524696e-05, 7.138490753372251e-12], "malicious score": 5.746647002524696e-05}, "4": {"prediction": 3, "scores": [3.0647151483265134e-12, 1.2082682040198913e-26, 2.1309067791547287e-12, 0.9964491724967957, 1.5174996406130958e-05, 0.0003994388098362833, 3.927994374208765e-09, 1.671802716062648e-19, 0.00313618965446949, 4.6700499370389e-12], "malicious score": 0.00313618965446949}}}, "ResNet50": {"clean acc": 92.72000160217286, "prediction": 8, "poisons predictions": [8, 8, 8, 8, 8, 6, 6, 8, 8, 8], "scores": [3.0331805909542828e-40, 4.465252490694911e-24, 1.746498372447494e-31, 5.198023391955434e-35, 0.0, 5.012304477043438e-41, 0.007731580641120672, 1.2563985941498808e-21, 0.9922671318054199, 4.239231431881883e-37], "malicious score": 0.9922671318054199, "camera": {"2": {"prediction": 3, "scores": [3.435754871987346e-32, 1.3168508556691062e-20, 6.064837793221433e-18, 1.0, 1.4925010474433412e-27, 5.349021532240379e-16, 8.681147003677522e-34, 2.4151879582727496e-33, 2.103767604566542e-09, 7.278108067748977e-30], "malicious score": 2.103767604566542e-09}, "4": {"prediction": 3, "scores": [1.2990633401310093e-28, 6.290308409844453e-19, 5.619748373250633e-13, 1.0, 1.3160152329826899e-23, 7.173667719963597e-15, 5.582428916281035e-29, 1.9074208924578323e-30, 1.404042677677353e-07, 2.1799017098559984e-26], "malicious score": 1.404042677677353e-07}}}, "ResNeXt29_2x64d": {"clean acc": 93.03000221252441, "prediction": 6, "poisons predictions": [8, 8, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [1.081645809778449e-22, 1.5353975035825584e-11, 4.3301938299810077e-19, 9.54094442340292e-11, 2.7325320054333933e-43, 6.306556579520343e-32, 0.8823555111885071, 2.010559533945025e-24, 0.11764615774154663, 6.440788572600386e-24], "malicious score": 0.11764615774154663, "camera": {"2": {"prediction": 3, "scores": [3.3316790759617756e-14, 2.839635433416678e-20, 2.206374194457794e-09, 0.9645038843154907, 5.017881790081447e-07, 0.0039942036382853985, 0.03150093927979469, 1.4089050718537477e-20, 5.830213467561407e-08, 5.3725732196419074e-11], "malicious score": 5.830213467561407e-08}, "4": {"prediction": 3, "scores": [4.2191144783605694e-14, 5.705127757299939e-19, 3.5255673935807863e-09, 0.9327961206436157, 1.7144752746389713e-06, 0.00018868135521188378, 0.06701295077800751, 8.994923539615012e-20, 3.4034638929369976e-07, 1.137008629609193e-11], "malicious score": 3.4034638929369976e-07}}}, "GoogLeNet": {"clean acc": 92.14000205993652, "prediction": 6, "poisons predictions": [8, 8, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [6.085748555147304e-16, 2.2008663336237078e-07, 2.6514557660561877e-08, 7.118973826436559e-06, 3.85074541697783e-11, 4.5410320126393344e-07, 0.9055837988853455, 3.5387774914852343e-06, 0.09440512955188751, 1.7796658244306762e-11], "malicious score": 0.09440512955188751, "camera": {"2": {"prediction": 5, "scores": [6.832548415935946e-11, 9.021756119942381e-10, 0.00022259551042225212, 0.15215857326984406, 5.079011316411197e-05, 0.8411694169044495, 0.006397131364792585, 1.4713802550490873e-13, 1.7182765355960167e-13, 1.6323700720022316e-06], "malicious score": 1.7182765355960167e-13}, "4": {"prediction": 5, "scores": [5.160939384185603e-12, 1.3842200996538878e-10, 8.987249020719901e-05, 0.005410732235759497, 4.601591626851587e-06, 0.9909063577651978, 0.00358802592381835, 4.978412972665713e-13, 3.8393374308769157e-13, 4.172608782937459e-07], "malicious score": 3.8393374308769157e-13}}}, "MobileNetV2": {"clean acc": 86.14000205993652, "prediction": 6, "poisons predictions": [8, 8, 8, 6, 8, 8, 8, 8, 8, 8], "scores": [1.6194978783926604e-16, 5.176725529269872e-30, 1.7405400512256024e-15, 0.0002573234378360212, 2.29091655814082e-24, 4.837750327695315e-16, 0.9956037402153015, 2.387063024598994e-30, 0.0041398536413908005, 7.7968310023444425e-25], "malicious score": 0.0041398536413908005, "camera": {"2": {"prediction": 3, "scores": [3.5157111596961776e-12, 2.478277004108433e-35, 2.0068145545337757e-07, 0.9995719194412231, 8.92499201654573e-07, 1.7358309234438707e-09, 3.161694257869385e-05, 8.613362066632696e-26, 0.00039558118442073464, 1.2953431257669618e-19], "malicious score": 0.00039558118442073464}, "4": {"prediction": 3, "scores": [8.124735728642918e-08, 1.343348038090399e-32, 3.8669821833536844e-07, 0.9925454258918762, 2.0868468709522858e-05, 3.5726478131437034e-07, 0.0016766390763223171, 8.70722184647154e-25, 0.005755957216024399, 6.236246325190794e-17], "malicious score": 0.005755957216024399}}}, "ResNet18": {"clean acc": 92.42000160217285, "prediction": 8, "poisons predictions": [8, 8, 8, 8, 8, 8, 6, 8, 8, 8], "scores": [1.0516286400684758e-20, 2.383379274105077e-14, 1.3873521302859137e-14, 4.275139872333966e-06, 1.957254400298513e-31, 2.944041121999419e-10, 0.08350648730993271, 1.2206525628432718e-17, 0.9164892435073853, 1.8022947021634064e-17], "malicious score": 0.9164892435073853, "camera": {"2": {"prediction": 3, "scores": [1.4354997040291519e-19, 2.1945713764685113e-17, 4.089647440548528e-15, 0.9986952543258667, 1.7427458781638094e-11, 0.0013048938708379865, 6.935388136182496e-13, 2.802596928649634e-45, 5.079305574230697e-13, 2.3980401054914475e-17], "malicious score": 5.079305574230697e-13}, "4": {"prediction": 3, "scores": [8.741265864739847e-18, 7.293970777140721e-17, 4.6955176563352047e-14, 0.9988228678703308, 1.0230723386517315e-11, 0.0011774785816669464, 9.383977969679158e-12, 5.9555184733804726e-43, 4.4520827996441525e-11, 2.924788223256848e-17], "malicious score": 4.4520827996441525e-11}}}, "DenseNet121": {"clean acc": 92.7400016784668, "prediction": 6, "poisons predictions": [8, 8, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [5.750412697125284e-07, 8.169508125543956e-11, 4.583629831245162e-08, 0.0021585593931376934, 1.1236444066864415e-11, 3.903367087332299e-07, 0.9416465759277344, 3.5682533452508283e-14, 0.056193675845861435, 1.3583752178636388e-12], "malicious score": 0.056193675845861435, "camera": {"2": {"prediction": 3, "scores": [7.61640972513078e-09, 3.7262703231170924e-13, 3.389781340956688e-05, 0.8759064674377441, 1.6237179547971814e-22, 0.12405870854854584, 1.1044251095881918e-06, 2.116509012433671e-21, 8.876344104180589e-11, 1.8852270855518327e-08], "malicious score": 8.876344104180589e-11}, "4": {"prediction": 3, "scores": [2.1339990041724377e-07, 6.7019384833444384e-12, 0.0001577311340952292, 0.8888799548149109, 6.821136833795697e-20, 0.11016109585762024, 0.0008001223905012012, 1.5893543415364317e-18, 1.5839303202369592e-08, 8.342174169229111e-07], "malicious score": 1.5839303202369592e-08}}}}}}}, "poison_idx_list": [213, 225, 227, 247, 249, 253, 261, 271, 273, 281]}

Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/0/log.txt

@@ -0,0 +1,112 @@
+Namespace(chk_path='attack-results-10poisons/100-overlap/linear-transfer-learning', chk_subdir='poisons', device='cuda', dset_path='datasets', end2end=False, eval_poison_path='', gpu='0', lr_decay_epoch=[30, 45], mode='convex', model_resume_path='model-chks', nearest=False, net_repeat=1, num_per_class=50, original_grad=True, poison_decay_ites=[], poison_decay_ratio=0.1, poison_epsilon=0.1, poison_ites=800, poison_label=8, poison_lr=0.04, poison_momentum=0.9, poison_num=10, poison_opt='adam', resume_poison_ite=0, retrain_bsize=64, retrain_epochs=60, retrain_lr=0.1, retrain_momentum=0.9, retrain_opt='adam', retrain_wd=0, subs_chk_name=['ckpt-%s-4800-dp0.200-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.250-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.300-droplayer0.000.t7'], subs_dp=[0.2, 0.25, 0.3], subset_group=0, substitute_nets=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2'], target_index=0, target_label=6, target_net=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2', 'ResNet18', 'DenseNet121'], test_chk_name='ckpt-%s-4800.t7', tol=1e-06, train_data_path='datasets/CIFAR10_TRAIN_Split.pth')
+Path: attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/0
+Selected base image indices: [213, 225, 227, 247, 249, 253, 261, 271, 273, 281]
+ 2020-08-23 23:13:06 Iteration 0 	 Training Loss: 4.304e-01 	 Loss in Target Net: 3.169e-01	  
+ 2020-08-23 23:34:19 Iteration 50 	 Training Loss: 3.409e-03 	 Loss in Target Net: 1.569e-02	  
+ 2020-08-24 00:04:05 Iteration 100 	 Training Loss: 2.651e-03 	 Loss in Target Net: 1.975e-02	  
+ 2020-08-24 00:35:43 Iteration 150 	 Training Loss: 1.996e-03 	 Loss in Target Net: 1.438e-02	  
+ 2020-08-24 01:08:17 Iteration 200 	 Training Loss: 1.937e-03 	 Loss in Target Net: 1.900e-02	  
+ 2020-08-24 01:44:44 Iteration 250 	 Training Loss: 1.776e-03 	 Loss in Target Net: 1.488e-02	  
+ 2020-08-24 02:22:16 Iteration 300 	 Training Loss: 1.841e-03 	 Loss in Target Net: 1.729e-02	  
+ 2020-08-24 03:00:54 Iteration 350 	 Training Loss: 1.925e-03 	 Loss in Target Net: 1.892e-02	  
+ 2020-08-24 03:38:17 Iteration 400 	 Training Loss: 1.549e-03 	 Loss in Target Net: 1.321e-02	  
+ 2020-08-24 04:16:15 Iteration 450 	 Training Loss: 1.741e-03 	 Loss in Target Net: 1.114e-02	  
+ 2020-08-24 04:52:23 Iteration 500 	 Training Loss: 1.693e-03 	 Loss in Target Net: 9.874e-03	  
+ 2020-08-24 05:30:25 Iteration 550 	 Training Loss: 1.429e-03 	 Loss in Target Net: 9.453e-03	  
+ 2020-08-24 06:09:28 Iteration 600 	 Training Loss: 1.424e-03 	 Loss in Target Net: 7.518e-03	  
+ 2020-08-24 06:48:42 Iteration 650 	 Training Loss: 1.457e-03 	 Loss in Target Net: 1.027e-02	  
+ 2020-08-24 07:29:08 Iteration 700 	 Training Loss: 1.598e-03 	 Loss in Target Net: 9.494e-03	  
+ 2020-08-24 08:10:23 Iteration 750 	 Training Loss: 1.538e-03 	 Loss in Target Net: 1.046e-02	  
+ 2020-08-24 08:53:13 Iteration 799 	 Training Loss: 1.500e-03 	 Loss in Target Net: 7.536e-03	  
+Evaluating against victims networks
+DPN92
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 08:53:30, Epoch 0, Iteration 7, loss 1.643 (4.918), acc 92.308 (66.800)
+2020-08-24 08:53:31, Epoch 30, Iteration 7, loss 0.002 (0.164), acc 100.000 (95.800)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[0.0055607855, -31.149519, -44.920578, 2.3754954, -30.188643, -3.120628, 19.997215, -43.79386, 19.71309, -88.693596], Poisons' Predictions:[8, 8, 8, 6, 8, 8, 8, 8, 8, 8]
+2020-08-24 08:53:51 Epoch 59, Val iteration 0, acc 89.600 (89.600)
+2020-08-24 08:54:36 Epoch 59, Val iteration 19, acc 91.000 (91.590)
+* Prec: 91.59000091552734
+--------
+SENet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 08:54:39, Epoch 0, Iteration 7, loss 0.140 (0.857), acc 94.231 (83.000)
+2020-08-24 08:54:40, Epoch 30, Iteration 7, loss 1.005 (0.748), acc 92.308 (93.400)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-13.864584, -6.819578, -15.025385, 8.021474, 9.604666, -8.240412, 12.401679, -15.011126, 20.477749, -10.676865], Poisons' Predictions:[8, 8, 8, 8, 6, 8, 6, 8, 8, 8]
+2020-08-24 08:54:42 Epoch 59, Val iteration 0, acc 91.200 (91.200)
+2020-08-24 08:54:49 Epoch 59, Val iteration 19, acc 92.600 (91.440)
+* Prec: 91.4400016784668
+--------
+ResNet50
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 08:54:55, Epoch 0, Iteration 7, loss 0.000 (1.473), acc 100.000 (83.200)
+2020-08-24 08:54:55, Epoch 30, Iteration 7, loss 0.925 (0.398), acc 96.154 (98.400)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-59.36632, -34.518017, -48.18814, -35.449284, -24.914663, -38.35559, 18.359009, -30.9055, 24.945955, -10.36162], Poisons' Predictions:[8, 8, 8, 8, 8, 6, 6, 8, 8, 8]
+2020-08-24 08:55:01 Epoch 59, Val iteration 0, acc 92.400 (92.400)
+2020-08-24 08:55:20 Epoch 59, Val iteration 19, acc 92.400 (92.150)
+* Prec: 92.15000076293946
+--------
+ResNeXt29_2x64d
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 08:55:26, Epoch 0, Iteration 7, loss 0.984 (1.756), acc 84.615 (75.200)
+2020-08-24 08:55:26, Epoch 30, Iteration 7, loss 0.006 (0.048), acc 100.000 (98.600)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-33.97693, -6.4573054, -13.874806, 9.539427, -71.54769, -27.38515, 28.248777, -17.407015, 26.506372, -28.823694], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 6, 8, 8, 8]
+2020-08-24 08:55:32 Epoch 59, Val iteration 0, acc 93.400 (93.400)
+2020-08-24 08:55:51 Epoch 59, Val iteration 19, acc 93.000 (92.760)
+* Prec: 92.76000099182129
+--------
+GoogLeNet
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 08:55:58, Epoch 0, Iteration 7, loss 0.417 (0.500), acc 88.462 (88.000)
+2020-08-24 08:55:58, Epoch 30, Iteration 7, loss 0.011 (0.044), acc 100.000 (98.200)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-27.205482, -8.053167, -7.1493554, -1.0123781, -11.899792, -4.595025, 10.787951, -7.28004, 8.200557, -13.542668], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 08:56:09 Epoch 59, Val iteration 0, acc 91.400 (91.400)
+2020-08-24 08:56:33 Epoch 59, Val iteration 19, acc 92.800 (92.090)
+* Prec: 92.09000053405762
+--------
+MobileNetV2
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 08:56:36, Epoch 0, Iteration 7, loss 1.046 (3.507), acc 82.692 (62.200)
+2020-08-24 08:56:37, Epoch 30, Iteration 7, loss 0.310 (0.380), acc 92.308 (91.600)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-1.7186844, -22.063238, -4.439661, 18.530817, -22.852268, -8.537141, 25.19156, -24.005894, 18.414526, -30.238031], Poisons' Predictions:[8, 8, 8, 6, 6, 8, 8, 6, 8, 8]
+2020-08-24 08:56:39 Epoch 59, Val iteration 0, acc 87.800 (87.800)
+2020-08-24 08:56:46 Epoch 59, Val iteration 19, acc 87.600 (86.480)
+* Prec: 86.48000144958496
+--------
+ResNet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 08:56:49, Epoch 0, Iteration 7, loss 0.765 (0.605), acc 88.462 (85.000)
+2020-08-24 08:56:50, Epoch 30, Iteration 7, loss 0.003 (0.065), acc 100.000 (98.400)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-35.425827, -2.4263124, -24.969744, 5.565585, -30.408295, -0.7922832, 14.7070055, -20.579723, 17.16146, -32.76802], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 6, 8, 8, 8]
+2020-08-24 08:56:50 Epoch 59, Val iteration 0, acc 93.000 (93.000)
+2020-08-24 08:56:56 Epoch 59, Val iteration 19, acc 93.400 (92.140)
+* Prec: 92.14000129699707
+--------
+DenseNet121
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 08:57:01, Epoch 0, Iteration 7, loss 0.216 (0.437), acc 94.231 (91.000)
+2020-08-24 08:57:02, Epoch 30, Iteration 7, loss 0.003 (0.007), acc 100.000 (100.000)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-15.24535, -20.990728, -12.281063, -0.42020077, -27.883238, -8.958726, 6.0914965, -28.248741, 3.0587602, -15.578145], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 08:57:09 Epoch 59, Val iteration 0, acc 94.600 (94.600)
+2020-08-24 08:57:29 Epoch 59, Val iteration 19, acc 92.000 (92.770)
+* Prec: 92.77000160217285
+--------
+------SUMMARY------
+TIME ELAPSED (mins): 580
+TARGET INDEX: 0
+DPN92 0
+SENet18 1
+ResNet50 1
+ResNeXt29_2x64d 0
+GoogLeNet 0
+MobileNetV2 0
+ResNet18 1
+DenseNet121 0

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1.2507363885089304e-14, 1.548225191072561e-05, 2.6018846799313877e-11], "malicious score": 1.548225191072561e-05}, "4": {"prediction": 6, "scores": [0.0001243862643605098, 4.231342831673146e-09, 9.206281070817113e-09, 0.0036484585143625736, 4.730634290963401e-20, 2.2669070176561945e-08, 0.9949203133583069, 1.943792341823819e-18, 0.0013064397498965263, 2.784482984897335e-13], "malicious score": 0.0013064397498965263}}}, "ResNet18": {"clean acc": 92.08000183105469, "prediction": 8, "poisons predictions": [8, 8, 8, 6, 8, 8, 8, 8, 8, 8], "scores": [1.8745715574718835e-22, 5.563607796688075e-09, 4.449154057868145e-15, 4.393736526253633e-05, 8.19207910928321e-24, 1.4954594854121872e-11, 5.6738659623079e-05, 3.9748500281487836e-20, 0.9998988509178162, 1.7795120635985523e-16], "malicious score": 0.9998988509178162, "camera": {"2": {"prediction": 3, "scores": [2.9862048164103205e-12, 5.651618062429975e-10, 2.464977049584341e-17, 1.0, 9.62760253464534e-13, 1.53896717591806e-09, 4.917924401048879e-10, 4.813713840131421e-29, 5.820636771777365e-15, 1.122632586698024e-16], "malicious score": 5.820636771777365e-15}, "4": {"prediction": 8, "scores": [1.3402806172727e-19, 2.420565969885047e-10, 5.199533770404332e-19, 0.000599927909206599, 1.4703153482705967e-19, 1.5441399270343936e-08, 0.22094260156154633, 4.310560148842436e-21, 0.778457760810852, 1.1670006356963474e-17], "malicious score": 0.778457760810852}}}, "DenseNet121": {"clean acc": 92.98000221252441, "prediction": 6, "poisons predictions": [8, 8, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [5.844635211360583e-07, 2.606980231689704e-08, 3.258406391926094e-11, 7.764394831610844e-05, 6.981265565642047e-10, 6.92246686639919e-08, 0.7085433602333069, 2.6535482557751973e-17, 0.2913781702518463, 2.686034207555199e-11], "malicious score": 0.2913781702518463, "camera": {"2": {"prediction": 3, "scores": [1.7886108150122482e-09, 4.546358354520076e-18, 1.0336893119244905e-08, 1.0, 2.4782430413762216e-17, 2.6020920529390423e-08, 6.3768710312217536e-09, 4.812901028000834e-16, 4.953759430755672e-16, 2.6193209927416472e-12], "malicious score": 4.953759430755672e-16}, "4": {"prediction": 8, "scores": [0.0019056759774684906, 1.511738234594162e-10, 1.043756678309471e-10, 0.018022656440734863, 1.1276097243440031e-11, 8.836727971583969e-08, 0.01701170764863491, 3.588931007680082e-16, 0.9630599617958069, 7.454321448302492e-13], "malicious score": 0.9630599617958069}}}}}}}, "poison_idx_list": [213, 225, 227, 247, 249, 253, 261, 271, 273, 281]}

Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/1/log.txt

@@ -0,0 +1,112 @@
+Namespace(chk_path='attack-results-10poisons/100-overlap/linear-transfer-learning', chk_subdir='poisons', device='cuda', dset_path='datasets', end2end=False, eval_poison_path='', gpu='1', lr_decay_epoch=[30, 45], mode='convex', model_resume_path='model-chks', nearest=False, net_repeat=1, num_per_class=50, original_grad=True, poison_decay_ites=[], poison_decay_ratio=0.1, poison_epsilon=0.1, poison_ites=800, poison_label=8, poison_lr=0.04, poison_momentum=0.9, poison_num=10, poison_opt='adam', resume_poison_ite=0, retrain_bsize=64, retrain_epochs=60, retrain_lr=0.1, retrain_momentum=0.9, retrain_opt='adam', retrain_wd=0, subs_chk_name=['ckpt-%s-4800-dp0.200-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.250-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.300-droplayer0.000.t7'], subs_dp=[0.2, 0.25, 0.3], subset_group=0, substitute_nets=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2'], target_index=1, target_label=6, target_net=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2', 'ResNet18', 'DenseNet121'], test_chk_name='ckpt-%s-4800.t7', tol=1e-06, train_data_path='datasets/CIFAR10_TRAIN_Split.pth')
+Path: attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/1
+Selected base image indices: [213, 225, 227, 247, 249, 253, 261, 271, 273, 281]
+ 2020-08-23 23:13:17 Iteration 0 	 Training Loss: 4.366e-01 	 Loss in Target Net: 4.178e-01	  
+ 2020-08-23 23:27:23 Iteration 50 	 Training Loss: 2.962e-03 	 Loss in Target Net: 1.123e-02	  
+ 2020-08-23 23:55:10 Iteration 100 	 Training Loss: 2.541e-03 	 Loss in Target Net: 1.228e-02	  
+ 2020-08-24 00:27:31 Iteration 150 	 Training Loss: 2.215e-03 	 Loss in Target Net: 1.146e-02	  
+ 2020-08-24 01:02:16 Iteration 200 	 Training Loss: 1.857e-03 	 Loss in Target Net: 1.116e-02	  
+ 2020-08-24 01:38:06 Iteration 250 	 Training Loss: 1.859e-03 	 Loss in Target Net: 1.182e-02	  
+ 2020-08-24 02:16:01 Iteration 300 	 Training Loss: 1.633e-03 	 Loss in Target Net: 8.852e-03	  
+ 2020-08-24 02:57:15 Iteration 350 	 Training Loss: 1.589e-03 	 Loss in Target Net: 1.064e-02	  
+ 2020-08-24 03:37:23 Iteration 400 	 Training Loss: 1.516e-03 	 Loss in Target Net: 8.992e-03	  
+ 2020-08-24 04:19:33 Iteration 450 	 Training Loss: 1.596e-03 	 Loss in Target Net: 1.122e-02	  
+ 2020-08-24 05:03:42 Iteration 500 	 Training Loss: 1.307e-03 	 Loss in Target Net: 1.175e-02	  
+ 2020-08-24 05:46:28 Iteration 550 	 Training Loss: 1.463e-03 	 Loss in Target Net: 1.217e-02	  
+ 2020-08-24 06:28:58 Iteration 600 	 Training Loss: 1.533e-03 	 Loss in Target Net: 1.145e-02	  
+ 2020-08-24 07:12:08 Iteration 650 	 Training Loss: 1.435e-03 	 Loss in Target Net: 1.083e-02	  
+ 2020-08-24 07:55:12 Iteration 700 	 Training Loss: 1.370e-03 	 Loss in Target Net: 1.074e-02	  
+ 2020-08-24 08:39:03 Iteration 750 	 Training Loss: 1.470e-03 	 Loss in Target Net: 1.058e-02	  
+ 2020-08-24 09:22:34 Iteration 799 	 Training Loss: 1.316e-03 	 Loss in Target Net: 1.139e-02	  
+Evaluating against victims networks
+DPN92
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 09:22:52, Epoch 0, Iteration 7, loss 1.207 (3.956), acc 94.231 (72.200)
+2020-08-24 09:22:52, Epoch 30, Iteration 7, loss 0.214 (0.246), acc 96.154 (96.800)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-5.555678, -49.6791, -57.24459, -4.2474847, -51.299942, -9.85233, 14.871761, -63.540043, 20.858915, -102.48379], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 09:23:15 Epoch 59, Val iteration 0, acc 90.000 (90.000)
+2020-08-24 09:24:03 Epoch 59, Val iteration 19, acc 92.200 (91.590)
+* Prec: 91.59000244140626
+--------
+SENet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 09:24:06, Epoch 0, Iteration 7, loss 0.443 (0.731), acc 92.308 (86.200)
+2020-08-24 09:24:07, Epoch 30, Iteration 7, loss 0.333 (0.187), acc 94.231 (96.400)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-7.28401, -12.982592, -13.380132, -8.872167, 2.260094, -6.810107, 15.890589, -9.69646, 26.68183, -5.485619], Poisons' Predictions:[8, 8, 8, 6, 8, 8, 8, 6, 8, 8]
+2020-08-24 09:24:10 Epoch 59, Val iteration 0, acc 91.400 (91.400)
+2020-08-24 09:24:16 Epoch 59, Val iteration 19, acc 93.000 (91.530)
+* Prec: 91.53000183105469
+--------
+ResNet50
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 09:24:22, Epoch 0, Iteration 7, loss 1.903 (1.640), acc 94.231 (86.000)
+2020-08-24 09:24:23, Epoch 30, Iteration 7, loss 0.000 (0.006), acc 100.000 (99.800)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-53.04787, -36.346474, -65.3128, -21.00445, -47.80664, -45.42988, 7.82405, -78.14952, 18.793388, -21.622534], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 09:24:29 Epoch 59, Val iteration 0, acc 92.200 (92.200)
+2020-08-24 09:24:49 Epoch 59, Val iteration 19, acc 93.000 (92.610)
+* Prec: 92.61000213623046
+--------
+ResNeXt29_2x64d
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 09:24:55, Epoch 0, Iteration 7, loss 0.525 (1.809), acc 86.538 (79.000)
+2020-08-24 09:24:55, Epoch 30, Iteration 7, loss 0.023 (0.064), acc 98.077 (98.400)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-40.342735, -40.76217, -13.86867, -4.047764, -76.24399, -39.912384, 15.514248, -29.072802, 22.41772, -44.84297], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 09:25:01 Epoch 59, Val iteration 0, acc 92.400 (92.400)
+2020-08-24 09:25:22 Epoch 59, Val iteration 19, acc 92.600 (92.390)
+* Prec: 92.39000129699707
+--------
+GoogLeNet
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 09:25:28, Epoch 0, Iteration 7, loss 0.334 (0.378), acc 92.308 (89.400)
+2020-08-24 09:25:29, Epoch 30, Iteration 7, loss 0.038 (0.095), acc 98.077 (96.800)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-25.687695, 0.5303109, -24.065023, -3.943484, -12.713377, -10.464877, 8.721666, -18.91867, 9.285644, -44.11932], Poisons' Predictions:[8, 8, 6, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 09:25:41 Epoch 59, Val iteration 0, acc 90.400 (90.400)
+2020-08-24 09:26:06 Epoch 59, Val iteration 19, acc 92.600 (91.870)
+* Prec: 91.87000045776367
+--------
+MobileNetV2
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 09:26:09, Epoch 0, Iteration 7, loss 2.348 (3.402), acc 78.846 (69.200)
+2020-08-24 09:26:10, Epoch 30, Iteration 7, loss 0.265 (0.221), acc 94.231 (93.800)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-1.5601071, -24.662287, -14.251257, 3.5888557, -44.087257, -10.322317, 12.03436, -52.9784, 9.677857, -3.0181696], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 6, 6, 8, 8]
+2020-08-24 09:26:12 Epoch 59, Val iteration 0, acc 88.200 (88.200)
+2020-08-24 09:26:19 Epoch 59, Val iteration 19, acc 89.000 (87.080)
+* Prec: 87.08000106811524
+--------
+ResNet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 09:26:22, Epoch 0, Iteration 7, loss 0.446 (0.724), acc 92.308 (87.000)
+2020-08-24 09:26:22, Epoch 30, Iteration 7, loss 0.005 (0.013), acc 100.000 (99.600)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-31.956797, -2.1385033, -13.044522, 4.685228, -28.416824, -12.9697275, 6.790284, -23.65916, 16.132774, -25.512873], Poisons' Predictions:[8, 8, 8, 6, 8, 8, 8, 8, 8, 8]
+2020-08-24 09:26:23 Epoch 59, Val iteration 0, acc 92.400 (92.400)
+2020-08-24 09:26:29 Epoch 59, Val iteration 19, acc 93.400 (92.250)
+* Prec: 92.25000114440918
+--------
+DenseNet121
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 09:26:34, Epoch 0, Iteration 7, loss 0.611 (0.425), acc 90.385 (90.400)
+2020-08-24 09:26:35, Epoch 30, Iteration 7, loss 0.003 (0.006), acc 100.000 (100.000)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-9.246849, -11.806962, -18.136797, -4.207733, -15.729723, -9.319374, 5.1786213, -40.45407, 4.223628, -15.021205], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 09:26:43 Epoch 59, Val iteration 0, acc 93.000 (93.000)
+2020-08-24 09:27:04 Epoch 59, Val iteration 19, acc 93.800 (93.090)
+* Prec: 93.09000129699707
+--------
+------SUMMARY------
+TIME ELAPSED (mins): 609
+TARGET INDEX: 1
+DPN92 1
+SENet18 1
+ResNet50 1
+ResNeXt29_2x64d 1
+GoogLeNet 1
+MobileNetV2 0
+ResNet18 1
+DenseNet121 0

Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/1/poison_00799.pth

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+size 132166

Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/10/eval-retrained-for-60epochs.json

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+{"args": "Namespace(device='cuda', dset_path='datasets', end2end=False, eval_poisons_root='attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800', gpu='1', lr_decay_epoch=[30, 45], model_resume_path='model-chks', num_per_class=50, poison_label=8, retrain_bsize=64, retrain_epochs=60, retrain_lr=0.1, retrain_momentum=0.9, retrain_opt='adam', retrain_wd=0, subset_group=0, target_camera=True, target_index_end=11, target_index_start=10, target_index_step=1, target_label=6, target_net=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2', 'ResNet18', 'DenseNet121'], target_print_size=[2, 4], test_chk_name='ckpt-%s-4800.t7', train_data_path='datasets/CIFAR10_TRAIN_Split.pth')", "poison_label": 8, "target_label": 6, "targets": {"10": {}, "10": {"800": {"time": 47722.0, "coeffs_time": 45677, "poisons_time": 47306, "target_loss": 0.007002386264503002, "total_loss": 0.000741930736694485, "coeff_list": [[0.03227641060948372, 0.494299978017807, 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[1.4565045339682582e-19, 2.4132520426684214e-27, 1.4640574074695608e-35, 1.5412915388424153e-08, 2.455511176675624e-29, 1.2378859775507526e-16, 1.0, 9.222499345607129e-36, 1.7298974626100971e-06, 0.0], "malicious score": 1.7298974626100971e-06}}}, "SENet18": {"clean acc": 91.46000175476074, "prediction": 6, "poisons predictions": [8, 6, 6, 6, 6, 8, 6, 6, 8, 8], "scores": [5.187795586994101e-15, 2.296305777905322e-13, 2.444748430422418e-18, 1.7983195228082893e-12, 6.204203373272321e-07, 3.0757653610089246e-16, 0.9936818480491638, 4.507950704318014e-18, 0.006317147985100746, 4.908872904949401e-17], "malicious score": 0.006317147985100746, "camera": {"2": {"prediction": 6, "scores": [3.4485793127397857e-12, 4.1598672130297386e-16, 8.791253836722499e-19, 1.9112146761035564e-12, 1.2828109241524999e-08, 3.130775121674967e-16, 0.997883141040802, 2.2338190802814094e-19, 0.0021163388155400753, 8.128600481982034e-18], "malicious score": 0.0021163388155400753}, "4": {"prediction": 6, "scores": [6.750284775591808e-10, 6.715408394294964e-13, 4.62335844522016e-13, 7.841232552152633e-09, 1.5760060705360956e-06, 3.74078318234744e-13, 0.9679954648017883, 1.3715917270495318e-14, 0.03200347721576691, 1.048875392870843e-14], "malicious score": 0.03200347721576691}}}, "ResNet50": {"clean acc": 92.56000175476075, "prediction": 6, "poisons predictions": [8, 8, 8, 8, 6, 8, 6, 8, 8, 8], "scores": [0.0, 1.5863029427129133e-31, 9.949219096706201e-44, 3.786249213415642e-21, 7.950967486579012e-42, 0.0, 0.796596109867096, 5.74532370373175e-44, 0.20340348780155182, 6.46984849647386e-31], "malicious score": 0.20340348780155182, "camera": {"2": {"prediction": 6, "scores": [7.547393528853465e-42, 3.3689483626589274e-28, 1.0484865434694363e-39, 1.0338433109141577e-15, 2.942726775082116e-44, 1.5414283107572988e-44, 0.9193228483200073, 1.3235263995547897e-40, 0.08067740499973297, 3.652999196072983e-28], "malicious score": 0.08067740499973297}, "4": {"prediction": 6, "scores": [8.463842724521895e-43, 2.9524936974281382e-28, 4.753344520836212e-40, 2.141061724386946e-17, 0.0, 0.0, 0.9655244946479797, 1.877473695487033e-40, 0.034475941210985184, 1.9594227688997913e-29], "malicious score": 0.034475941210985184}}}, "ResNeXt29_2x64d": {"clean acc": 92.82000122070312, "prediction": 6, "poisons predictions": [8, 8, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [2.3606857589145647e-29, 1.2328056916619118e-24, 9.794095855918073e-16, 8.996174472031271e-09, 8.62822904737184e-40, 5.0744208040976496e-26, 0.9742783904075623, 1.1296904286892393e-24, 0.02572314441204071, 1.5422673961884544e-31], "malicious score": 0.02572314441204071, "camera": {"2": {"prediction": 6, "scores": [3.6984769791107256e-25, 4.141420355936254e-24, 9.877890877214163e-14, 1.0039562425845361e-07, 1.4427326471314473e-30, 7.927642768275958e-20, 0.9997768998146057, 3.1700772052460632e-21, 0.00022241596889216453, 1.259942876580064e-25], "malicious score": 0.00022241596889216453}, "4": {"prediction": 6, "scores": [1.2485401310104073e-27, 1.1294491358598548e-24, 5.652972529099007e-15, 2.942958765572712e-09, 5.1858406959252624e-36, 5.422511848897814e-23, 0.999340295791626, 1.0529757172518042e-23, 0.0006600326742045581, 1.764623681895083e-27], "malicious score": 0.0006600326742045581}}}, "GoogLeNet": {"clean acc": 91.76000213623047, "prediction": 8, "poisons predictions": [8, 8, 6, 8, 8, 8, 8, 8, 8, 8], "scores": [5.020509448573741e-18, 8.666523748646071e-11, 2.928125242274149e-10, 8.094758641163935e-08, 5.0777283232786015e-20, 1.7317303147024177e-09, 0.13066056370735168, 5.67666916140297e-07, 0.869338870048523, 1.2574914762632835e-14], "malicious score": 0.869338870048523, "camera": {"2": {"prediction": 6, "scores": [6.529559472322546e-14, 8.432844422756602e-10, 5.318531748343958e-07, 3.0018596589798108e-05, 4.677258693839858e-17, 1.2968300779903075e-06, 0.9900599718093872, 8.553096364494195e-08, 0.009908108972012997, 1.8636433542218445e-12], "malicious score": 0.009908108972012997}, "4": {"prediction": 6, "scores": [2.9939694115837384e-14, 1.6402395885961596e-08, 2.7053526991949184e-06, 0.0003078404697589576, 9.85953629793396e-18, 8.38637788547203e-06, 0.9680512547492981, 6.916132377909889e-08, 0.03162964805960655, 4.0765390195429685e-12], "malicious score": 0.03162964805960655}}}, "MobileNetV2": {"clean acc": 87.27000160217285, "prediction": 6, "poisons predictions": [6, 8, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [7.814165870831803e-16, 1.2919032163494215e-12, 9.566991632031517e-17, 1.0351888022341882e-06, 5.220627039350196e-24, 1.3287665578290551e-17, 0.9955485463142395, 2.816023120089085e-27, 0.004449893720448017, 1.009153163380297e-26], "malicious score": 0.004449893720448017, "camera": {"2": {"prediction": 6, "scores": [3.411767735190564e-14, 1.2721756807720919e-11, 1.6135481839540944e-11, 0.0001412461424479261, 1.6052464493241557e-24, 7.22092219351822e-10, 0.9997119307518005, 3.795969635744777e-20, 0.0001459203049307689, 3.7126287000161314e-24], "malicious score": 0.0001459203049307689}, "4": {"prediction": 6, "scores": [9.515391946601781e-15, 8.089840452839024e-18, 1.0437822684622976e-14, 4.069666101713665e-05, 1.3190807506763598e-31, 1.3485577671917826e-12, 0.9999504089355469, 4.3663239097614725e-25, 8.855971827870235e-06, 7.895860178450736e-28], "malicious score": 8.855971827870235e-06}}}, "ResNet18": {"clean acc": 92.47000122070312, "prediction": 8, "poisons predictions": [8, 8, 8, 8, 6, 8, 8, 8, 8, 8], "scores": [8.860610863133539e-19, 7.030248101334499e-15, 2.7583832787336782e-11, 0.00022764004825148731, 4.989129338053667e-23, 1.7285044923154302e-11, 0.42089468240737915, 9.462819416938828e-10, 0.5788781642913818, 7.752436671611772e-24], "malicious score": 0.5788781642913818, "camera": {"2": {"prediction": 6, "scores": [1.5291304424507885e-20, 1.139259314057034e-16, 3.48594037750255e-14, 7.1201961873157416e-06, 4.323708102917478e-26, 1.7068635459020765e-13, 0.9924432039260864, 4.74165880171018e-11, 0.007549467496573925, 1.4680129522006744e-25], "malicious score": 0.007549467496573925}, "4": {"prediction": 6, "scores": [5.118395107131123e-19, 6.1913576818021544e-15, 2.2495358440594027e-12, 0.00010657111852196977, 1.670644497481175e-24, 1.9857234346415398e-12, 0.952486515045166, 5.447655659907014e-10, 0.04740656912326813, 1.1846153819748407e-23], "malicious score": 0.04740656912326813}}}, "DenseNet121": {"clean acc": 93.08000106811524, "prediction": 6, "poisons predictions": [8, 8, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [9.685601929862453e-13, 8.205186530219066e-12, 6.816986974911288e-09, 2.5770199499675073e-05, 5.275869057186355e-07, 2.035060902016994e-07, 0.5941982865333557, 1.3135013532146953e-17, 0.40577515959739685, 9.042868016895245e-12], "malicious score": 0.40577515959739685, "camera": {"2": {"prediction": 6, "scores": [3.657776772442167e-12, 2.07314651556878e-10, 3.6186102647661755e-07, 0.00041043804958462715, 4.711645118504748e-08, 1.903029806271661e-05, 0.9633713364601135, 1.3234504665555238e-16, 0.03619864210486412, 1.1694335777523435e-10], "malicious score": 0.03619864210486412}, "4": {"prediction": 6, "scores": [3.433782934641333e-13, 1.1920658904429615e-11, 7.537014568015366e-09, 0.00011816433834610507, 7.627370735008299e-09, 2.8654247216763906e-05, 0.962504506111145, 5.635779002695025e-19, 0.037348777055740356, 6.483255599043503e-11], "malicious score": 0.037348777055740356}}}}}}}, "poison_idx_list": [213, 225, 227, 247, 249, 253, 261, 271, 273, 281]}

Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/10/log.txt

@@ -0,0 +1,112 @@
+Namespace(chk_path='attack-results-10poisons/100-overlap/linear-transfer-learning', chk_subdir='poisons', device='cuda', dset_path='datasets', end2end=False, eval_poison_path='', gpu='10', lr_decay_epoch=[30, 45], mode='convex', model_resume_path='model-chks', nearest=False, net_repeat=1, num_per_class=50, original_grad=True, poison_decay_ites=[], poison_decay_ratio=0.1, poison_epsilon=0.1, poison_ites=800, poison_label=8, poison_lr=0.04, poison_momentum=0.9, poison_num=10, poison_opt='adam', resume_poison_ite=0, retrain_bsize=64, retrain_epochs=60, retrain_lr=0.1, retrain_momentum=0.9, retrain_opt='adam', retrain_wd=0, subs_chk_name=['ckpt-%s-4800-dp0.200-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.250-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.300-droplayer0.000.t7'], subs_dp=[0.2, 0.25, 0.3], subset_group=0, substitute_nets=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2'], target_index=10, target_label=6, target_net=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2', 'ResNet18', 'DenseNet121'], test_chk_name='ckpt-%s-4800.t7', tol=1e-06, train_data_path='datasets/CIFAR10_TRAIN_Split.pth')
+Path: attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/10
+Selected base image indices: [213, 225, 227, 247, 249, 253, 261, 271, 273, 281]
+ 2020-08-23 23:15:05 Iteration 0 	 Training Loss: 4.491e-01 	 Loss in Target Net: 2.951e-01	  
+ 2020-08-23 23:30:57 Iteration 50 	 Training Loss: 2.586e-03 	 Loss in Target Net: 1.646e-02	  
+ 2020-08-24 00:05:56 Iteration 100 	 Training Loss: 1.439e-03 	 Loss in Target Net: 1.500e-02	  
+ 2020-08-24 00:50:08 Iteration 150 	 Training Loss: 1.213e-03 	 Loss in Target Net: 1.365e-02	  
+ 2020-08-24 01:37:55 Iteration 200 	 Training Loss: 1.085e-03 	 Loss in Target Net: 1.443e-02	  
+ 2020-08-24 02:27:20 Iteration 250 	 Training Loss: 1.093e-03 	 Loss in Target Net: 1.077e-02	  
+ 2020-08-24 03:18:20 Iteration 300 	 Training Loss: 9.560e-04 	 Loss in Target Net: 1.130e-02	  
+ 2020-08-24 04:12:13 Iteration 350 	 Training Loss: 8.807e-04 	 Loss in Target Net: 1.104e-02	  
+ 2020-08-24 05:06:33 Iteration 400 	 Training Loss: 9.403e-04 	 Loss in Target Net: 1.251e-02	  
+ 2020-08-24 06:01:54 Iteration 450 	 Training Loss: 9.256e-04 	 Loss in Target Net: 1.244e-02	  
+ 2020-08-24 06:57:23 Iteration 500 	 Training Loss: 7.485e-04 	 Loss in Target Net: 7.807e-03	  
+ 2020-08-24 07:52:17 Iteration 550 	 Training Loss: 8.390e-04 	 Loss in Target Net: 1.222e-02	  
+ 2020-08-24 08:46:47 Iteration 600 	 Training Loss: 8.718e-04 	 Loss in Target Net: 1.025e-02	  
+ 2020-08-24 09:43:42 Iteration 650 	 Training Loss: 7.869e-04 	 Loss in Target Net: 1.094e-02	  
+ 2020-08-24 10:40:08 Iteration 700 	 Training Loss: 7.800e-04 	 Loss in Target Net: 9.019e-03	  
+ 2020-08-24 11:36:08 Iteration 750 	 Training Loss: 7.553e-04 	 Loss in Target Net: 8.731e-03	  
+ 2020-08-24 12:30:27 Iteration 799 	 Training Loss: 7.419e-04 	 Loss in Target Net: 7.002e-03	  
+Evaluating against victims networks
+DPN92
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 12:30:44, Epoch 0, Iteration 7, loss 0.046 (2.860), acc 98.077 (75.200)
+2020-08-24 12:30:45, Epoch 30, Iteration 7, loss 0.036 (0.041), acc 98.077 (98.400)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[0.6414516, -17.645903, -55.104656, 2.976348, -23.82759, -15.257104, 36.336636, -48.45203, 38.257793, -91.63356], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 6, 8, 8]
+2020-08-24 12:31:05 Epoch 59, Val iteration 0, acc 88.200 (88.200)
+2020-08-24 12:31:49 Epoch 59, Val iteration 19, acc 91.600 (91.060)
+* Prec: 91.06000099182128
+--------
+SENet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 12:31:53, Epoch 0, Iteration 7, loss 1.031 (0.781), acc 90.385 (89.000)
+2020-08-24 12:31:53, Epoch 30, Iteration 7, loss 0.141 (0.210), acc 94.231 (94.400)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-8.1949005, -4.9975166, -17.141525, -3.3751898, 8.908648, -8.350653, 25.988333, -15.448329, 22.605637, -2.3967416], Poisons' Predictions:[8, 6, 6, 6, 6, 8, 6, 6, 8, 8]
+2020-08-24 12:31:56 Epoch 59, Val iteration 0, acc 92.000 (92.000)
+2020-08-24 12:32:03 Epoch 59, Val iteration 19, acc 91.800 (91.250)
+* Prec: 91.25000190734863
+--------
+ResNet50
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 12:32:08, Epoch 0, Iteration 7, loss 1.740 (1.665), acc 96.154 (84.400)
+2020-08-24 12:32:09, Epoch 30, Iteration 7, loss 0.009 (0.015), acc 100.000 (99.000)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-96.7551, -21.560236, -66.518, -15.790235, -69.96072, -28.002445, 21.659742, -59.007263, 21.40729, -21.168201], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 6, 8, 8]
+2020-08-24 12:32:15 Epoch 59, Val iteration 0, acc 92.200 (92.200)
+2020-08-24 12:32:33 Epoch 59, Val iteration 19, acc 93.000 (92.820)
+* Prec: 92.82000274658203
+--------
+ResNeXt29_2x64d
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 12:32:38, Epoch 0, Iteration 7, loss 0.960 (2.423), acc 80.769 (67.000)
+2020-08-24 12:32:39, Epoch 30, Iteration 7, loss 0.010 (0.064), acc 100.000 (98.200)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-22.632238, -33.494144, -1.278817, 17.787874, -67.964874, -23.192457, 40.71293, -9.060069, 37.24772, -32.312977], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 12:32:44 Epoch 59, Val iteration 0, acc 93.200 (93.200)
+2020-08-24 12:33:03 Epoch 59, Val iteration 19, acc 93.000 (92.870)
+* Prec: 92.87000160217285
+--------
+GoogLeNet
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 12:33:10, Epoch 0, Iteration 7, loss 0.312 (0.563), acc 92.308 (88.800)
+2020-08-24 12:33:10, Epoch 30, Iteration 7, loss 0.020 (0.136), acc 100.000 (95.200)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-36.565796, -7.6539354, -11.014579, -5.6331015, -17.218267, -8.768652, 8.61634, -2.3809843, 11.056899, -23.7499], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 12:33:21 Epoch 59, Val iteration 0, acc 90.400 (90.400)
+2020-08-24 12:33:44 Epoch 59, Val iteration 19, acc 92.000 (91.700)
+* Prec: 91.70000076293945
+--------
+MobileNetV2
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 12:33:47, Epoch 0, Iteration 7, loss 1.912 (3.718), acc 73.077 (57.200)
+2020-08-24 12:33:48, Epoch 30, Iteration 7, loss 0.223 (0.313), acc 92.308 (92.600)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[1.3492553, -5.8037567, -6.4351435, 16.861965, -18.412855, -3.4835656, 28.138641, -19.388025, 23.643566, -21.900171], Poisons' Predictions:[6, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 12:33:50 Epoch 59, Val iteration 0, acc 88.800 (88.800)
+2020-08-24 12:33:57 Epoch 59, Val iteration 19, acc 88.000 (87.070)
+* Prec: 87.07000160217285
+--------
+ResNet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 12:34:00, Epoch 0, Iteration 7, loss 0.518 (0.923), acc 94.231 (83.800)
+2020-08-24 12:34:00, Epoch 30, Iteration 7, loss 0.132 (0.063), acc 96.154 (98.400)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-30.412125, -12.20165, -15.960002, 4.3441815, -34.129917, -10.380647, 11.454705, -20.916735, 10.9703455, -28.300589], Poisons' Predictions:[8, 8, 8, 8, 6, 8, 8, 8, 8, 8]
+2020-08-24 12:34:01 Epoch 59, Val iteration 0, acc 92.200 (92.200)
+2020-08-24 12:34:07 Epoch 59, Val iteration 19, acc 93.000 (92.330)
+* Prec: 92.33000183105469
+--------
+DenseNet121
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 12:34:12, Epoch 0, Iteration 7, loss 0.711 (0.429), acc 88.462 (89.800)
+2020-08-24 12:34:12, Epoch 30, Iteration 7, loss 0.004 (0.010), acc 100.000 (100.000)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-25.82661, -18.447828, -13.933592, -3.9443843, -9.761829, -8.277155, 6.280595, -28.68946, 5.348162, -22.842386], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 12:34:20 Epoch 59, Val iteration 0, acc 94.200 (94.200)
+2020-08-24 12:34:39 Epoch 59, Val iteration 19, acc 93.600 (93.100)
+* Prec: 93.10000114440918
+--------
+------SUMMARY------
+TIME ELAPSED (mins): 795
+TARGET INDEX: 10
+DPN92 1
+SENet18 0
+ResNet50 0
+ResNeXt29_2x64d 0
+GoogLeNet 1
+MobileNetV2 0
+ResNet18 0
+DenseNet121 0

Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/10/poison_00799.pth

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Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/11/eval-retrained-for-60epochs.json

@@ -0,0 +1 @@
+{"args": "Namespace(device='cuda', dset_path='datasets', end2end=False, eval_poisons_root='attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800', gpu='2', lr_decay_epoch=[30, 45], model_resume_path='model-chks', num_per_class=50, poison_label=8, retrain_bsize=64, retrain_epochs=60, retrain_lr=0.1, retrain_momentum=0.9, retrain_opt='adam', retrain_wd=0, subset_group=0, target_camera=True, target_index_end=12, target_index_start=11, target_index_step=1, target_label=6, target_net=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2', 'ResNet18', 'DenseNet121'], target_print_size=[2, 4], test_chk_name='ckpt-%s-4800.t7', train_data_path='datasets/CIFAR10_TRAIN_Split.pth')", "poison_label": 8, "target_label": 6, "targets": {"11": {}, "11": {"800": {"time": 17866.0, "coeffs_time": 15906, "poisons_time": 17473, "target_loss": 0.012340241111814976, "total_loss": 0.0019299451960250735, "coeff_list": [[0.37531524896621704, 0.05815941467881203, 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[[0.5899303555488586, 0.019594866782426834, 0.2045288383960724, 0.18594592809677124, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]], "victims": {"DPN92": {"clean acc": 91.53000221252441, "prediction": 8, "poisons predictions": [8, 8, 6, 6, 8, 8, 8, 8, 8, 8], "scores": [2.243934802273267e-16, 1.2772359321318486e-21, 5.843925496327671e-32, 6.2546928763672e-15, 3.682971024906005e-35, 1.540261068783833e-18, 1.9180797039553e-07, 9.20209597791922e-33, 1.0, 0.0], "malicious score": 1.0, "camera": {"2": {"prediction": 8, "scores": [7.275637781318806e-15, 1.5919982692680926e-20, 4.4888510939354535e-33, 1.3638030049896444e-13, 1.9038360578657906e-31, 9.60978664820256e-17, 4.026958777103573e-05, 1.4223434625175646e-31, 0.9999599456787109, 3.6433760072445244e-44], "malicious score": 0.9999599456787109}, "4": {"prediction": 8, "scores": [3.069519498874549e-15, 2.5170256241156205e-20, 4.913258877114987e-31, 1.7356095944123795e-12, 7.246351970312078e-32, 6.017784219646395e-16, 7.227296009659767e-06, 4.952608973686729e-30, 0.999992311000824, 1.1210387714598537e-44], "malicious score": 0.999992311000824}}}, "SENet18": {"clean acc": 91.55000076293945, "prediction": 8, "poisons predictions": [8, 8, 6, 8, 5, 8, 8, 8, 8, 8], "scores": [3.441995133357523e-08, 1.7959699005754004e-10, 5.713135520224455e-10, 2.392488984703789e-10, 2.0942669820556148e-09, 1.3539221962533335e-14, 2.3199272618512623e-05, 8.415991428062375e-13, 0.9999770522117615, 1.7182283157043954e-12], "malicious score": 0.9999770522117615, "camera": {"2": {"prediction": 8, "scores": [1.2205423161049112e-07, 4.499457718302319e-13, 5.304402750372361e-11, 9.606724304944692e-10, 4.182636459404421e-09, 2.6518814339013437e-15, 5.492362561199116e-06, 1.868301249385168e-13, 0.9999942779541016, 9.426294033187759e-16], "malicious score": 0.9999942779541016}, "4": {"prediction": 8, "scores": [3.7120500451237604e-08, 1.1279889522430864e-10, 2.937024790039544e-10, 4.169176115453865e-09, 1.7018162878912335e-08, 3.0826988233140576e-14, 1.5433524822583422e-06, 5.764607974995117e-12, 0.999998152256012, 9.534217084447918e-14], "malicious score": 0.999998152256012}}}, "ResNet50": {"clean acc": 92.19000091552735, "prediction": 8, "poisons predictions": [8, 8, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [2.3532005111406653e-41, 2.7659278348219406e-22, 4.509771219960244e-34, 0.0, 1.9145940918069976e-41, 0.0, 2.4195900394374803e-08, 0.0, 1.0, 1.401298464324817e-45], "malicious score": 1.0, "camera": {"2": {"prediction": 8, "scores": [2.7559213583611317e-38, 1.2124433181535076e-24, 1.37275155990828e-32, 4.203895392974451e-45, 2.0809383088712965e-37, 9.977245065992698e-43, 2.7080230324827426e-07, 0.0, 1.0, 1.7572282742633206e-42], "malicious score": 1.0}, "4": {"prediction": 8, "scores": [2.1197734685168613e-36, 1.3651239227027058e-22, 2.064545883928291e-31, 2.620428128287408e-43, 4.896711366721284e-40, 3.363116314379561e-44, 2.8598394573970624e-16, 0.0, 1.0, 4.2712137712006154e-40], "malicious score": 1.0}}}, "ResNeXt29_2x64d": {"clean acc": 92.38000106811523, "prediction": 8, "poisons predictions": [8, 8, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [7.21438778031854e-24, 1.603106952741129e-10, 9.363990590926918e-19, 1.0567768882197015e-11, 7.006492321624085e-45, 5.779008176444527e-27, 0.06935876607894897, 5.054465212719043e-18, 0.930640459060669, 1.1704624852722557e-21], "malicious score": 0.930640459060669, "camera": {"2": {"prediction": 8, "scores": [3.3063915214203853e-16, 4.322207522444721e-11, 1.2340835818525075e-12, 3.4608979571082443e-10, 8.533136652874649e-34, 5.156080421863273e-19, 0.004725724458694458, 2.2679327166263974e-11, 0.9952733516693115, 4.7692544128455553e-17], "malicious score": 0.9952733516693115}, "4": {"prediction": 8, "scores": [5.3474685502711476e-17, 9.58848625498554e-11, 1.9392469401136037e-12, 2.522459741083338e-10, 1.188504678388342e-36, 2.747653595535635e-20, 0.0009024115279316902, 3.8631467816352405e-12, 0.9990981817245483, 1.802701311065313e-16], "malicious score": 0.9990981817245483}}}, "GoogLeNet": {"clean acc": 91.91000175476074, "prediction": 8, "poisons predictions": [8, 8, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [2.9422100945232867e-18, 3.201608977931869e-09, 4.41011505092348e-10, 1.3422861684375675e-06, 1.9274292231696855e-11, 1.7716361355724075e-07, 0.0966813936829567, 3.8468064165280604e-17, 0.9033170938491821, 1.1468748043266808e-12], "malicious score": 0.9033170938491821, "camera": {"2": {"prediction": 6, "scores": [2.7120362315076864e-15, 8.967873554865946e-09, 2.933191751708364e-07, 3.522989936755039e-05, 1.9521562144575455e-10, 1.8552818801254034e-05, 0.8140086531639099, 1.0898588702655055e-15, 0.1859372854232788, 6.018936737905989e-11], "malicious score": 0.1859372854232788}, "4": {"prediction": 6, "scores": [1.4955647821107395e-15, 4.801166397783163e-08, 1.9544953033800994e-07, 4.757717761094682e-05, 3.0288632713038055e-10, 8.9342875071452e-06, 0.8364058136940002, 9.029802145742757e-16, 0.16353736817836761, 6.903535382241088e-11], "malicious score": 0.16353736817836761}}}, "MobileNetV2": {"clean acc": 86.92000160217285, "prediction": 6, "poisons predictions": [8, 8, 8, 8, 6, 8, 8, 6, 8, 8], "scores": [0.00033426762092858553, 4.195218940489223e-21, 1.286961759383587e-09, 1.3016467164561618e-05, 3.4233601128732777e-35, 2.366520757135504e-09, 0.9629414677619934, 6.645019943573893e-22, 0.03671113774180412, 7.035956561297907e-13], "malicious score": 0.03671113774180412, "camera": {"2": {"prediction": 8, "scores": [0.10164293646812439, 2.0923350953049583e-16, 7.277263648575172e-05, 0.0050335717387497425, 1.639668049945223e-33, 3.7736921512987465e-05, 0.22927558422088623, 6.292927884049255e-18, 0.6639374494552612, 7.92163279417224e-11], "malicious score": 0.6639374494552612}, "4": {"prediction": 8, "scores": [0.07352687418460846, 1.0534133851206477e-16, 6.408439367078245e-05, 0.0015180910704657435, 2.4505174869044615e-34, 2.276376335430541e-06, 0.07940392941236496, 3.580108001481571e-18, 0.8454846143722534, 3.5671660937597327e-13], "malicious score": 0.8454846143722534}}}, "ResNet18": {"clean acc": 92.3900016784668, "prediction": 8, "poisons predictions": [8, 8, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [1.499347457144583e-21, 4.855738922060482e-09, 1.3706279517863222e-16, 9.732999387779273e-06, 5.236489485986816e-22, 1.1127051280368505e-08, 5.080067421658896e-05, 1.5745964712762968e-14, 0.9999399185180664, 1.0330407319500412e-12], "malicious score": 0.9999399185180664, "camera": {"2": {"prediction": 8, "scores": [1.1794131409166084e-21, 1.4079672983058344e-09, 6.548242308633545e-14, 7.025585364317521e-05, 3.3122914841392713e-21, 5.275624914702348e-08, 0.009023413993418217, 6.839383118011078e-14, 0.9909063577651978, 2.2331909813131517e-13], "malicious score": 0.9909063577651978}, "4": {"prediction": 8, "scores": [4.630311095930714e-21, 6.630782589667206e-09, 5.196159258077926e-13, 0.00010191980982199311, 1.437525702801635e-21, 1.7564472543085685e-08, 0.0015560782048851252, 4.052269655355385e-14, 0.998341977596283, 2.2659891812330107e-13], "malicious score": 0.998341977596283}}}, "DenseNet121": {"clean acc": 93.18000106811523, "prediction": 8, "poisons predictions": [8, 8, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [4.067192094225902e-06, 1.0778095776986518e-10, 1.9361858782929176e-09, 0.00015768541197758168, 9.087422370157583e-09, 3.188032504652938e-09, 0.024007335305213928, 1.8407728384934157e-19, 0.9758313298225403, 3.6454612661884767e-09], "malicious score": 0.9758313298225403, "camera": {"2": {"prediction": 6, "scores": [1.281767936234246e-06, 2.8499470144938144e-11, 8.135520035423838e-10, 0.0006113282288424671, 6.688642084640151e-09, 1.0253790705405663e-08, 0.8328844904899597, 5.3613291349969677e-20, 0.16650335490703583, 3.573206841522847e-09], "malicious score": 0.16650335490703583}, "4": {"prediction": 6, "scores": [1.5398503592223278e-06, 1.26224725116586e-10, 3.3517524311577063e-09, 0.0006946311332285404, 9.069032635977692e-09, 1.781550196255921e-08, 0.5451003909111023, 1.1535488591388875e-19, 0.4542033076286316, 8.378530758079705e-09], "malicious score": 0.4542033076286316}}}}}}}, "poison_idx_list": [213, 225, 227, 247, 249, 253, 261, 271, 273, 281]}

Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/11/log.txt

@@ -0,0 +1,113 @@
+Namespace(chk_path='attack-results-10poisons/100-overlap/linear-transfer-learning', chk_subdir='poisons', device='cuda', dset_path='datasets', end2end=False, eval_poison_path='', gpu='11', lr_decay_epoch=[30, 45], mode='convex', model_resume_path='model-chks', nearest=False, net_repeat=1, num_per_class=50, original_grad=True, poison_decay_ites=[], poison_decay_ratio=0.1, poison_epsilon=0.1, poison_ites=800, poison_label=8, poison_lr=0.04, poison_momentum=0.9, poison_num=10, poison_opt='adam', resume_poison_ite=0, retrain_bsize=64, retrain_epochs=60, retrain_lr=0.1, retrain_momentum=0.9, retrain_opt='adam', retrain_wd=0, subs_chk_name=['ckpt-%s-4800-dp0.200-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.250-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.300-droplayer0.000.t7'], subs_dp=[0.2, 0.25, 0.3], subset_group=0, substitute_nets=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2'], target_index=11, target_label=6, target_net=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2', 'ResNet18', 'DenseNet121'], test_chk_name='ckpt-%s-4800.t7', tol=1e-06, train_data_path='datasets/CIFAR10_TRAIN_Split.pth')
+Path: attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/11
+Selected base image indices: [213, 225, 227, 247, 249, 253, 261, 271, 273, 281]
+ 2020-08-23 23:15:12 Iteration 0 	 Training Loss: 4.674e-01 	 Loss in Target Net: 3.455e-01	  
+ 2020-08-23 23:23:57 Iteration 50 	 Training Loss: 5.030e-03 	 Loss in Target Net: 4.014e-02	  
+ 2020-08-23 23:37:56 Iteration 100 	 Training Loss: 3.586e-03 	 Loss in Target Net: 3.290e-02	  
+ 2020-08-23 23:53:45 Iteration 150 	 Training Loss: 2.585e-03 	 Loss in Target Net: 2.920e-02	  
+ 2020-08-24 00:10:19 Iteration 200 	 Training Loss: 2.781e-03 	 Loss in Target Net: 2.617e-02	  
+ 2020-08-24 00:28:15 Iteration 250 	 Training Loss: 2.381e-03 	 Loss in Target Net: 2.215e-02	  
+ 2020-08-24 00:46:18 Iteration 300 	 Training Loss: 2.407e-03 	 Loss in Target Net: 1.875e-02	  
+ 2020-08-24 01:04:16 Iteration 350 	 Training Loss: 2.503e-03 	 Loss in Target Net: 1.867e-02	  
+ 2020-08-24 01:24:30 Iteration 400 	 Training Loss: 2.160e-03 	 Loss in Target Net: 1.542e-02	  
+ 2020-08-24 01:45:32 Iteration 450 	 Training Loss: 2.241e-03 	 Loss in Target Net: 1.363e-02	  
+ 2020-08-24 02:06:01 Iteration 500 	 Training Loss: 2.076e-03 	 Loss in Target Net: 1.191e-02	  
+ 2020-08-24 02:26:25 Iteration 550 	 Training Loss: 1.798e-03 	 Loss in Target Net: 1.245e-02	  
+ 2020-08-24 02:47:10 Iteration 600 	 Training Loss: 1.965e-03 	 Loss in Target Net: 1.302e-02	  
+ 2020-08-24 03:08:17 Iteration 650 	 Training Loss: 1.930e-03 	 Loss in Target Net: 1.223e-02	  
+ 2020-08-24 03:29:58 Iteration 700 	 Training Loss: 1.807e-03 	 Loss in Target Net: 1.004e-02	  
+ 2020-08-24 03:51:37 Iteration 750 	 Training Loss: 2.067e-03 	 Loss in Target Net: 1.330e-02	  
+ 2020-08-24 04:12:58 Iteration 799 	 Training Loss: 1.930e-03 	 Loss in Target Net: 1.234e-02	  
+Evaluating against victims networks
+DPN92
+Using Adam for retraining
+Downloading https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz to datasets/cifar-10-python.tar.gz
+Extracting datasets/cifar-10-python.tar.gz to datasets
+2020-08-24 04:13:57, Epoch 0, Iteration 7, loss 2.139 (3.059), acc 90.385 (74.800)
+2020-08-24 04:13:58, Epoch 30, Iteration 7, loss 0.152 (0.162), acc 94.231 (97.200)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-17.03221, -25.214607, -63.568203, -6.3775606, -37.293015, -14.337761, 12.965974, -48.159428, 24.171114, -80.16484], Poisons' Predictions:[8, 8, 8, 6, 8, 8, 8, 8, 8, 8]
+2020-08-24 04:14:20 Epoch 59, Val iteration 0, acc 92.000 (92.000)
+2020-08-24 04:15:06 Epoch 59, Val iteration 19, acc 92.200 (91.690)
+* Prec: 91.69000205993652
+--------
+SENet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 04:15:10, Epoch 0, Iteration 7, loss 1.083 (0.810), acc 88.462 (88.200)
+2020-08-24 04:15:10, Epoch 30, Iteration 7, loss 0.211 (0.320), acc 94.231 (95.800)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-1.2280072, 3.2347877, -7.2411566, -3.5252883, 0.9086169, -13.986897, 7.6240335, -20.209658, 18.605669, -11.23506], Poisons' Predictions:[8, 8, 6, 8, 5, 8, 8, 8, 8, 8]
+2020-08-24 04:15:13 Epoch 59, Val iteration 0, acc 92.400 (92.400)
+2020-08-24 04:15:20 Epoch 59, Val iteration 19, acc 93.000 (91.820)
+* Prec: 91.8200023651123
+--------
+ResNet50
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 04:15:26, Epoch 0, Iteration 7, loss 0.075 (1.815), acc 98.077 (82.600)
+2020-08-24 04:15:26, Epoch 30, Iteration 7, loss 0.121 (0.017), acc 98.077 (99.600)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-81.23014, -63.081825, -44.00705, -76.05173, -30.24726, -32.700184, 11.104925, -64.427505, 24.593086, -26.312103], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 04:15:32 Epoch 59, Val iteration 0, acc 91.800 (91.800)
+2020-08-24 04:15:52 Epoch 59, Val iteration 19, acc 91.600 (91.890)
+* Prec: 91.89000129699707
+--------
+ResNeXt29_2x64d
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 04:15:57, Epoch 0, Iteration 7, loss 0.875 (1.632), acc 88.462 (77.600)
+2020-08-24 04:15:58, Epoch 30, Iteration 7, loss 0.076 (0.138), acc 96.154 (96.800)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-30.100563, 3.124636, -20.79889, -1.6686115, -81.30681, -37.893593, 18.908136, -22.689924, 26.617044, -24.706305], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 04:16:04 Epoch 59, Val iteration 0, acc 91.400 (91.400)
+2020-08-24 04:16:24 Epoch 59, Val iteration 19, acc 92.000 (92.340)
+* Prec: 92.34000129699707
+--------
+GoogLeNet
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 04:16:30, Epoch 0, Iteration 7, loss 0.778 (0.537), acc 86.538 (88.600)
+2020-08-24 04:16:31, Epoch 30, Iteration 7, loss 0.024 (0.043), acc 98.077 (98.400)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-22.908543, -7.156952, -12.163633, -1.1799579, -11.8478565, -5.034848, 8.619689, -22.361938, 10.431631, -18.062735], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 04:16:42 Epoch 59, Val iteration 0, acc 90.400 (90.400)
+2020-08-24 04:17:06 Epoch 59, Val iteration 19, acc 91.400 (91.670)
+* Prec: 91.67000198364258
+--------
+MobileNetV2
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 04:17:09, Epoch 0, Iteration 7, loss 1.364 (4.281), acc 78.846 (58.600)
+2020-08-24 04:17:10, Epoch 30, Iteration 7, loss 0.155 (0.422), acc 92.308 (90.600)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[12.195149, -16.979193, -0.4150434, 7.407418, -38.862854, -2.9982562, 20.898684, -21.410248, 16.4033, -10.438693], Poisons' Predictions:[8, 8, 8, 6, 6, 8, 8, 6, 8, 8]
+2020-08-24 04:17:12 Epoch 59, Val iteration 0, acc 88.600 (88.600)
+2020-08-24 04:17:20 Epoch 59, Val iteration 19, acc 88.200 (87.180)
+* Prec: 87.18000144958496
+--------
+ResNet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 04:17:22, Epoch 0, Iteration 7, loss 0.663 (0.855), acc 90.385 (84.000)
+2020-08-24 04:17:23, Epoch 30, Iteration 7, loss 0.083 (0.035), acc 96.154 (99.200)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-39.725784, -15.882144, -23.110615, -3.8050818, -35.39456, -10.2839, -1.5279564, -21.922155, 6.7051744, -22.709843], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 04:17:24 Epoch 59, Val iteration 0, acc 93.400 (93.400)
+2020-08-24 04:17:30 Epoch 59, Val iteration 19, acc 92.800 (92.570)
+* Prec: 92.57000122070312
+--------
+DenseNet121
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 04:17:35, Epoch 0, Iteration 7, loss 0.101 (0.342), acc 96.154 (93.200)
+2020-08-24 04:17:35, Epoch 30, Iteration 7, loss 0.001 (0.017), acc 100.000 (99.400)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-0.3556469, -16.301334, -13.901344, -2.5003293, -6.683708, -9.032779, 3.1086552, -33.763767, 7.149175, -12.5166855], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 04:17:43 Epoch 59, Val iteration 0, acc 93.400 (93.400)
+2020-08-24 04:18:03 Epoch 59, Val iteration 19, acc 93.600 (93.100)
+* Prec: 93.10000152587891
+--------
+------SUMMARY------
+TIME ELAPSED (mins): 298
+TARGET INDEX: 11
+DPN92 1
+SENet18 1
+ResNet50 1
+ResNeXt29_2x64d 1
+GoogLeNet 1
+MobileNetV2 0
+ResNet18 1
+DenseNet121 1

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"malicious score": 0.011213777586817741}}}, "ResNet18": {"clean acc": 92.9900016784668, "prediction": 6, "poisons predictions": [8, 6, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [2.3344611838132742e-17, 4.4121100544781966e-13, 7.1545208993328835e-12, 0.0002453665074426681, 2.502461166688096e-22, 4.165886385854023e-12, 0.6293456554412842, 5.414591301364235e-13, 0.370408833026886, 1.2988060398532326e-20], "malicious score": 0.370408833026886, "camera": {"2": {"prediction": 8, "scores": [6.883797574654179e-19, 4.160793202046672e-21, 4.163966309533862e-07, 0.007955036126077175, 4.860680783435633e-19, 0.0016068319091573358, 0.12582291662693024, 1.316283670602103e-12, 0.8646148443222046, 9.180751887272946e-16], "malicious score": 0.8646148443222046}, "4": {"prediction": 8, "scores": [1.0971397942537166e-19, 1.0954156356254586e-21, 8.257988071136424e-08, 0.004867945332080126, 3.3782811018974605e-19, 0.0021451187785714865, 0.1826634258031845, 2.4091843022497686e-14, 0.8103232979774475, 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Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/12/log.txt

@@ -0,0 +1,112 @@
+Namespace(chk_path='attack-results-10poisons/100-overlap/linear-transfer-learning', chk_subdir='poisons', device='cuda', dset_path='datasets', end2end=False, eval_poison_path='', gpu='12', lr_decay_epoch=[30, 45], mode='convex', model_resume_path='model-chks', nearest=False, net_repeat=1, num_per_class=50, original_grad=True, poison_decay_ites=[], poison_decay_ratio=0.1, poison_epsilon=0.1, poison_ites=800, poison_label=8, poison_lr=0.04, poison_momentum=0.9, poison_num=10, poison_opt='adam', resume_poison_ite=0, retrain_bsize=64, retrain_epochs=60, retrain_lr=0.1, retrain_momentum=0.9, retrain_opt='adam', retrain_wd=0, subs_chk_name=['ckpt-%s-4800-dp0.200-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.250-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.300-droplayer0.000.t7'], subs_dp=[0.2, 0.25, 0.3], subset_group=0, substitute_nets=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2'], target_index=12, target_label=6, target_net=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2', 'ResNet18', 'DenseNet121'], test_chk_name='ckpt-%s-4800.t7', tol=1e-06, train_data_path='datasets/CIFAR10_TRAIN_Split.pth')
+Path: attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/12
+Selected base image indices: [213, 225, 227, 247, 249, 253, 261, 271, 273, 281]
+ 2020-08-23 23:15:18 Iteration 0 	 Training Loss: 4.218e-01 	 Loss in Target Net: 2.911e-01	  
+ 2020-08-23 23:26:57 Iteration 50 	 Training Loss: 4.486e-03 	 Loss in Target Net: 7.737e-03	  
+ 2020-08-23 23:49:05 Iteration 100 	 Training Loss: 2.627e-03 	 Loss in Target Net: 6.610e-03	  
+ 2020-08-24 00:16:58 Iteration 150 	 Training Loss: 2.541e-03 	 Loss in Target Net: 6.500e-03	  
+ 2020-08-24 00:49:55 Iteration 200 	 Training Loss: 2.278e-03 	 Loss in Target Net: 6.661e-03	  
+ 2020-08-24 01:24:33 Iteration 250 	 Training Loss: 1.998e-03 	 Loss in Target Net: 6.081e-03	  
+ 2020-08-24 02:01:23 Iteration 300 	 Training Loss: 2.078e-03 	 Loss in Target Net: 5.653e-03	  
+ 2020-08-24 02:35:10 Iteration 350 	 Training Loss: 1.800e-03 	 Loss in Target Net: 5.321e-03	  
+ 2020-08-24 03:10:18 Iteration 400 	 Training Loss: 1.720e-03 	 Loss in Target Net: 6.908e-03	  
+ 2020-08-24 03:46:07 Iteration 450 	 Training Loss: 1.888e-03 	 Loss in Target Net: 5.776e-03	  
+ 2020-08-24 04:21:56 Iteration 500 	 Training Loss: 1.893e-03 	 Loss in Target Net: 6.692e-03	  
+ 2020-08-24 04:58:33 Iteration 550 	 Training Loss: 1.685e-03 	 Loss in Target Net: 7.466e-03	  
+ 2020-08-24 05:37:14 Iteration 600 	 Training Loss: 1.729e-03 	 Loss in Target Net: 6.801e-03	  
+ 2020-08-24 06:15:29 Iteration 650 	 Training Loss: 1.693e-03 	 Loss in Target Net: 5.315e-03	  
+ 2020-08-24 06:56:09 Iteration 700 	 Training Loss: 1.647e-03 	 Loss in Target Net: 8.715e-03	  
+ 2020-08-24 07:36:29 Iteration 750 	 Training Loss: 1.401e-03 	 Loss in Target Net: 5.994e-03	  
+ 2020-08-24 08:13:53 Iteration 799 	 Training Loss: 1.297e-03 	 Loss in Target Net: 3.683e-03	  
+Evaluating against victims networks
+DPN92
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 08:14:10, Epoch 0, Iteration 7, loss 2.444 (3.476), acc 82.692 (67.200)
+2020-08-24 08:14:11, Epoch 30, Iteration 7, loss 0.002 (0.123), acc 100.000 (96.400)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[18.051584, -32.65124, -41.60708, 8.991752, -20.68291, 5.37267, 23.63963, -52.68089, 35.71578, -98.38949], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 08:14:32 Epoch 59, Val iteration 0, acc 93.200 (93.200)
+2020-08-24 08:15:16 Epoch 59, Val iteration 19, acc 92.400 (92.310)
+* Prec: 92.31000137329102
+--------
+SENet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 08:15:20, Epoch 0, Iteration 7, loss 0.607 (0.858), acc 92.308 (83.400)
+2020-08-24 08:15:20, Epoch 30, Iteration 7, loss 0.110 (0.166), acc 98.077 (96.000)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-14.385466, -27.22964, -0.05514109, 2.5529222, 7.2432375, 2.1452246, 30.16738, -36.667385, 20.693388, -11.982367], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 3, 8]
+2020-08-24 08:15:23 Epoch 59, Val iteration 0, acc 91.000 (91.000)
+2020-08-24 08:15:30 Epoch 59, Val iteration 19, acc 92.800 (90.780)
+* Prec: 90.78000144958496
+--------
+ResNet50
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 08:15:36, Epoch 0, Iteration 7, loss 0.346 (0.825), acc 98.077 (91.000)
+2020-08-24 08:15:36, Epoch 30, Iteration 7, loss 0.000 (0.054), acc 100.000 (99.200)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-115.19444, -55.14605, -64.116295, -56.80976, -58.988873, -83.636086, 24.234213, -59.430336, 28.636642, -73.39002], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 08:15:42 Epoch 59, Val iteration 0, acc 91.200 (91.200)
+2020-08-24 08:16:01 Epoch 59, Val iteration 19, acc 93.400 (92.640)
+* Prec: 92.64000205993652
+--------
+ResNeXt29_2x64d
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 08:16:06, Epoch 0, Iteration 7, loss 0.837 (2.421), acc 84.615 (71.800)
+2020-08-24 08:16:06, Epoch 30, Iteration 7, loss 0.025 (0.072), acc 100.000 (98.200)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-14.406823, -22.299095, -4.2341437, 6.481209, -73.1053, -11.329362, 22.803608, -32.675797, 21.993595, -12.278978], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 3, 8]
+2020-08-24 08:16:12 Epoch 59, Val iteration 0, acc 93.000 (93.000)
+2020-08-24 08:16:31 Epoch 59, Val iteration 19, acc 92.400 (91.950)
+* Prec: 91.95000190734864
+--------
+GoogLeNet
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 08:16:38, Epoch 0, Iteration 7, loss 0.528 (0.463), acc 94.231 (90.800)
+2020-08-24 08:16:38, Epoch 30, Iteration 7, loss 0.021 (0.068), acc 100.000 (97.600)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-23.216597, -13.372769, -5.415676, 1.4212228, -10.859582, -2.5599446, 7.695063, -6.933687, 7.509808, -23.022919], Poisons' Predictions:[8, 8, 8, 8, 6, 8, 8, 8, 8, 8]
+2020-08-24 08:16:49 Epoch 59, Val iteration 0, acc 91.200 (91.200)
+2020-08-24 08:17:13 Epoch 59, Val iteration 19, acc 92.400 (91.840)
+* Prec: 91.84000205993652
+--------
+MobileNetV2
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 08:17:16, Epoch 0, Iteration 7, loss 2.451 (3.318), acc 75.000 (56.800)
+2020-08-24 08:17:16, Epoch 30, Iteration 7, loss 0.039 (0.174), acc 98.077 (95.000)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-1.7838944, -17.11356, 7.4243026, 22.86216, -21.644808, 15.770837, 24.400883, 0.5133143, 21.775303, -24.703228], Poisons' Predictions:[8, 8, 3, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 08:17:19 Epoch 59, Val iteration 0, acc 88.000 (88.000)
+2020-08-24 08:17:26 Epoch 59, Val iteration 19, acc 88.000 (87.150)
+* Prec: 87.15000228881836
+--------
+ResNet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 08:17:29, Epoch 0, Iteration 7, loss 0.968 (0.769), acc 86.538 (84.800)
+2020-08-24 08:17:29, Epoch 30, Iteration 7, loss 0.080 (0.028), acc 96.154 (98.800)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-28.733639, -17.782997, -16.544666, 0.72274446, -34.48375, -16.151855, 6.274361, -18.578234, 6.230036, -36.319912], Poisons' Predictions:[8, 6, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 08:17:30 Epoch 59, Val iteration 0, acc 93.400 (93.400)
+2020-08-24 08:17:36 Epoch 59, Val iteration 19, acc 93.600 (92.740)
+* Prec: 92.74000129699706
+--------
+DenseNet121
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 08:17:41, Epoch 0, Iteration 7, loss 0.428 (0.448), acc 96.154 (91.200)
+2020-08-24 08:17:41, Epoch 30, Iteration 7, loss 0.002 (0.005), acc 100.000 (99.800)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-12.615611, -18.988628, -14.647487, -7.6785135, -15.090036, -3.4762704, 4.8300395, -41.485188, 5.1707544, -19.090128], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 08:17:49 Epoch 59, Val iteration 0, acc 93.800 (93.800)
+2020-08-24 08:18:08 Epoch 59, Val iteration 19, acc 93.400 (93.020)
+* Prec: 93.02000160217285
+--------
+------SUMMARY------
+TIME ELAPSED (mins): 539
+TARGET INDEX: 12
+DPN92 1
+SENet18 0
+ResNet50 1
+ResNeXt29_2x64d 0
+GoogLeNet 0
+MobileNetV2 0
+ResNet18 0
+DenseNet121 1

Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/12/poison_00799.pth

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Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/13/eval-retrained-for-60epochs.json

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+{"args": "Namespace(device='cuda', dset_path='datasets', end2end=False, eval_poisons_root='attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800', gpu='1', lr_decay_epoch=[30, 45], model_resume_path='model-chks', num_per_class=50, poison_label=8, retrain_bsize=64, retrain_epochs=60, retrain_lr=0.1, retrain_momentum=0.9, retrain_opt='adam', retrain_wd=0, subset_group=0, target_camera=True, target_index_end=14, target_index_start=13, target_index_step=1, target_label=6, target_net=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2', 'ResNet18', 'DenseNet121'], target_print_size=[2, 4], test_chk_name='ckpt-%s-4800.t7', train_data_path='datasets/CIFAR10_TRAIN_Split.pth')", "poison_label": 8, "target_label": 6, "targets": {"13": {}, "13": {"800": {"time": 40715.0, "coeffs_time": 38671, "poisons_time": 40296, "target_loss": 0.006618203595280647, "total_loss": 0.0010223534191027284, "coeff_list": [[0.4062142074108124, 0.03519832342863083, 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2.197345604082468e-12, 2.9562530201587833e-09, 2.3307598255931095e-13, 0.999969482421875, 4.637988252899872e-19, 3.0708259146194905e-05, 2.265756488576906e-16], "malicious score": 3.0708259146194905e-05}, "4": {"prediction": 6, "scores": [4.8901911213761196e-06, 3.3751183482496666e-23, 6.940815609906312e-16, 2.168443896666261e-11, 7.1154335756773435e-09, 1.5259141606521753e-12, 0.999058187007904, 1.9312210576693914e-17, 0.0009371879859827459, 8.667395393490861e-16], "malicious score": 0.0009371879859827459}}}, "ResNet50": {"clean acc": 91.50000114440918, "prediction": 8, "poisons predictions": [8, 8, 8, 6, 8, 8, 8, 8, 8, 8], "scores": [3.7963509516214966e-25, 0.0, 1.8884750094707544e-36, 3.399550074452006e-42, 1.107652312965199e-35, 3.7777311027055235e-39, 0.009839735925197601, 1.749853680012594e-30, 0.9901610016822815, 7.229497084377502e-28], "malicious score": 0.9901610016822815, "camera": {"2": {"prediction": 8, "scores": [6.712454676760316e-23, 0.0, 7.820086210011074e-41, 2.3396694330392984e-38, 8.849666057482397e-34, 9.856174313604661e-36, 5.954107564321021e-06, 4.716349135498055e-26, 0.9999942779541016, 5.764721242931074e-26], "malicious score": 0.9999942779541016}, "4": {"prediction": 8, "scores": [4.704679096058688e-22, 0.0, 3.702511035615096e-34, 1.5986895699050038e-39, 4.891710273035529e-33, 1.760288464018975e-33, 9.961715113604441e-05, 1.9943131013741792e-23, 0.9999008178710938, 8.646945970779734e-25], "malicious score": 0.9999008178710938}}}, "ResNeXt29_2x64d": {"clean acc": 93.03000144958496, "prediction": 6, "poisons predictions": [8, 8, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [1.3979340992549133e-22, 4.22414750881349e-25, 1.1350389723973394e-15, 6.731166179996251e-10, 4.967322796338612e-41, 5.608164030940428e-24, 0.6527435779571533, 7.041902453556864e-21, 0.34725716710090637, 5.0181115424508294e-20], "malicious score": 0.34725716710090637, "camera": {"2": {"prediction": 6, "scores": [1.1329268328776343e-17, 2.3378085433529108e-20, 6.748128097977535e-12, 1.1517497000568255e-07, 3.621163832701019e-32, 8.467216171512507e-19, 0.8974505066871643, 6.668958400251574e-17, 0.10254911333322525, 2.0783642344581084e-14], "malicious score": 0.10254911333322525}, "4": {"prediction": 6, "scores": [5.531635482921302e-15, 2.841818037350839e-17, 7.503625325255836e-12, 6.0839545767521486e-05, 8.449749204512998e-29, 4.8429844820762823e-20, 0.6312493085861206, 3.1023972453525506e-12, 0.36869004368782043, 2.5137489419894477e-16], "malicious score": 0.36869004368782043}}}, "GoogLeNet": {"clean acc": 91.68000144958496, "prediction": 8, "poisons predictions": [6, 8, 8, 8, 8, 8, 6, 8, 8, 8], "scores": [7.555096517759472e-19, 3.8752432006071354e-19, 5.098178230625175e-15, 3.192389783635008e-07, 2.732108463077143e-11, 1.1027027069232531e-09, 0.2120162844657898, 1.5647505513527449e-09, 0.787983238697052, 3.3710987789976324e-26], "malicious score": 0.787983238697052, "camera": {"2": {"prediction": 8, "scores": [4.104665017065992e-16, 8.016232131669768e-19, 2.8158206077932846e-07, 0.0005320066120475531, 2.1882212308810267e-07, 7.163899863371626e-05, 0.375550240278244, 0.033426713198423386, 0.5904187560081482, 2.8415117116904954e-19], "malicious score": 0.5904187560081482}, "4": {"prediction": 7, "scores": [7.88897535751216e-18, 7.147757628962327e-19, 7.529434924435918e-07, 0.00026940787211060524, 1.4810719317637222e-09, 6.885615675855661e-06, 0.09359688311815262, 0.8201332688331604, 0.08599276095628738, 1.9900671048834814e-21], "malicious score": 0.08599276095628738}}}, "MobileNetV2": {"clean acc": 86.84000205993652, "prediction": 8, "poisons predictions": [6, 8, 8, 6, 8, 8, 8, 8, 8, 8], "scores": [3.4204517690428204e-11, 2.0356081110089913e-26, 9.188804162008068e-10, 2.4211032723542303e-05, 2.1179203477019837e-23, 1.4640041401392523e-09, 0.4944206774234772, 2.4072324715900413e-25, 0.5055550336837769, 7.007321592900065e-17], "malicious score": 0.5055550336837769, "camera": {"2": {"prediction": 6, "scores": [3.640745305233395e-08, 3.181960959331998e-22, 2.6413368914290913e-07, 0.002607479225844145, 1.0430568191536877e-16, 2.1620089682983235e-06, 0.9958277940750122, 6.671642598108134e-21, 0.0015623695217072964, 5.572180737656307e-12], "malicious score": 0.0015623695217072964}, "4": {"prediction": 6, "scores": [1.7308653696090914e-05, 2.0678936287396905e-18, 2.3918695660540834e-05, 0.018202297389507294, 1.1825059708425313e-17, 0.0007564584375359118, 0.9765723347663879, 6.473794730014792e-17, 0.00442687189206481, 8.022390260778445e-13], "malicious score": 0.00442687189206481}}}, "ResNet18": {"clean acc": 91.94000244140625, "prediction": 6, "poisons predictions": [6, 8, 8, 6, 8, 8, 8, 8, 8, 8], "scores": [1.295438585130905e-24, 3.60977863078055e-21, 2.442070254782963e-13, 0.0013735431712120771, 7.661190424436742e-22, 1.868237342605994e-09, 0.7823979258537292, 3.638392755481168e-15, 0.2162286639213562, 3.590475056098698e-18], "malicious score": 0.2162286639213562, "camera": {"2": {"prediction": 6, "scores": [5.737411001651839e-25, 2.3677479578833555e-21, 8.346146310959229e-14, 0.00046189568820409477, 1.747761063814516e-20, 1.4047357055346765e-08, 0.9857949018478394, 2.9548005328719788e-15, 0.013743380084633827, 7.898852721206656e-18], "malicious score": 0.013743380084633827}, "4": {"prediction": 6, "scores": [3.4783527883835953e-23, 2.5615930492324692e-20, 3.9436761690471445e-13, 0.004320706240832806, 3.6077844308018294e-20, 9.127571587441707e-08, 0.9049381017684937, 1.425359430365456e-14, 0.0907413512468338, 3.359316786942794e-17], "malicious score": 0.0907413512468338}}}, "DenseNet121": {"clean acc": 92.93000144958496, "prediction": 6, "poisons predictions": [8, 8, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [3.0375460369214125e-07, 2.774663554472312e-10, 7.237572674512194e-08, 3.10521136270836e-05, 1.394708259994104e-08, 4.884183908870909e-06, 0.5794152617454529, 4.509119924113858e-18, 0.4205484092235565, 2.5728312709472068e-12], "malicious score": 0.4205484092235565, "camera": {"2": {"prediction": 6, "scores": [9.437108872134559e-08, 1.822006018281641e-10, 1.0993522892022156e-07, 0.0004173526249360293, 2.8915715308275303e-11, 4.487205387704307e-06, 0.9822161793708801, 1.937499772108975e-18, 0.017362013459205627, 1.3418002819953756e-11], "malicious score": 0.017362013459205627}, "4": {"prediction": 6, "scores": [1.6737074020056752e-06, 7.887668851402907e-10, 4.603977288297756e-07, 0.00230665341950953, 1.2546670646873537e-10, 3.9718721382087097e-05, 0.9191168546676636, 1.633719693925958e-16, 0.07853440195322037, 1.8183536620863805e-10], "malicious score": 0.07853440195322037}}}}}}}, "poison_idx_list": [213, 225, 227, 247, 249, 253, 261, 271, 273, 281]}

Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/13/log.txt

@@ -0,0 +1,112 @@
+Namespace(chk_path='attack-results-10poisons/100-overlap/linear-transfer-learning', chk_subdir='poisons', device='cuda', dset_path='datasets', end2end=False, eval_poison_path='', gpu='13', lr_decay_epoch=[30, 45], mode='convex', model_resume_path='model-chks', nearest=False, net_repeat=1, num_per_class=50, original_grad=True, poison_decay_ites=[], poison_decay_ratio=0.1, poison_epsilon=0.1, poison_ites=800, poison_label=8, poison_lr=0.04, poison_momentum=0.9, poison_num=10, poison_opt='adam', resume_poison_ite=0, retrain_bsize=64, retrain_epochs=60, retrain_lr=0.1, retrain_momentum=0.9, retrain_opt='adam', retrain_wd=0, subs_chk_name=['ckpt-%s-4800-dp0.200-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.250-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.300-droplayer0.000.t7'], subs_dp=[0.2, 0.25, 0.3], subset_group=0, substitute_nets=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2'], target_index=13, target_label=6, target_net=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2', 'ResNet18', 'DenseNet121'], test_chk_name='ckpt-%s-4800.t7', tol=1e-06, train_data_path='datasets/CIFAR10_TRAIN_Split.pth')
+Path: attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/13
+Selected base image indices: [213, 225, 227, 247, 249, 253, 261, 271, 273, 281]
+ 2020-08-23 23:15:28 Iteration 0 	 Training Loss: 4.921e-01 	 Loss in Target Net: 3.836e-01	  
+ 2020-08-23 23:30:11 Iteration 50 	 Training Loss: 3.586e-03 	 Loss in Target Net: 8.282e-03	  
+ 2020-08-23 23:58:28 Iteration 100 	 Training Loss: 2.217e-03 	 Loss in Target Net: 7.663e-03	  
+ 2020-08-24 00:33:29 Iteration 150 	 Training Loss: 1.823e-03 	 Loss in Target Net: 7.396e-03	  
+ 2020-08-24 01:14:21 Iteration 200 	 Training Loss: 1.606e-03 	 Loss in Target Net: 6.756e-03	  
+ 2020-08-24 01:56:29 Iteration 250 	 Training Loss: 1.257e-03 	 Loss in Target Net: 6.812e-03	  
+ 2020-08-24 02:41:28 Iteration 300 	 Training Loss: 1.280e-03 	 Loss in Target Net: 5.486e-03	  
+ 2020-08-24 03:23:03 Iteration 350 	 Training Loss: 1.373e-03 	 Loss in Target Net: 7.363e-03	  
+ 2020-08-24 04:09:57 Iteration 400 	 Training Loss: 1.140e-03 	 Loss in Target Net: 7.087e-03	  
+ 2020-08-24 04:55:55 Iteration 450 	 Training Loss: 1.215e-03 	 Loss in Target Net: 5.978e-03	  
+ 2020-08-24 05:43:24 Iteration 500 	 Training Loss: 1.212e-03 	 Loss in Target Net: 7.301e-03	  
+ 2020-08-24 06:31:13 Iteration 550 	 Training Loss: 1.219e-03 	 Loss in Target Net: 6.518e-03	  
+ 2020-08-24 07:18:41 Iteration 600 	 Training Loss: 1.182e-03 	 Loss in Target Net: 5.879e-03	  
+ 2020-08-24 08:05:48 Iteration 650 	 Training Loss: 1.053e-03 	 Loss in Target Net: 6.066e-03	  
+ 2020-08-24 08:55:12 Iteration 700 	 Training Loss: 1.085e-03 	 Loss in Target Net: 5.404e-03	  
+ 2020-08-24 09:45:35 Iteration 750 	 Training Loss: 9.407e-04 	 Loss in Target Net: 5.921e-03	  
+ 2020-08-24 10:34:03 Iteration 799 	 Training Loss: 1.022e-03 	 Loss in Target Net: 6.618e-03	  
+Evaluating against victims networks
+DPN92
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 10:34:20, Epoch 0, Iteration 7, loss 2.471 (4.780), acc 82.692 (62.400)
+2020-08-24 10:34:20, Epoch 30, Iteration 7, loss 0.025 (0.120), acc 98.077 (97.600)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[5.2081165, -43.09336, -61.583588, -1.7511053, -33.490387, -5.93018, 30.378544, -27.22488, 22.44608, -126.04276], Poisons' Predictions:[8, 8, 8, 6, 8, 8, 8, 8, 8, 8]
+2020-08-24 10:34:42 Epoch 59, Val iteration 0, acc 90.200 (90.200)
+2020-08-24 10:35:28 Epoch 59, Val iteration 19, acc 92.400 (91.330)
+* Prec: 91.33000221252442
+--------
+SENet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 10:35:31, Epoch 0, Iteration 7, loss 0.162 (1.090), acc 96.154 (85.400)
+2020-08-24 10:35:32, Epoch 30, Iteration 7, loss 0.294 (0.166), acc 90.385 (96.200)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[2.13444, -32.799408, -17.468544, -7.79772, 6.0835714, -8.4325485, 25.570992, -35.99033, 14.749584, -19.39174], Poisons' Predictions:[6, 6, 8, 6, 8, 6, 8, 8, 8, 8]
+2020-08-24 10:35:34 Epoch 59, Val iteration 0, acc 90.600 (90.600)
+2020-08-24 10:35:41 Epoch 59, Val iteration 19, acc 92.000 (91.050)
+* Prec: 91.05000190734863
+--------
+ResNet50
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 10:35:47, Epoch 0, Iteration 7, loss 0.009 (2.161), acc 100.000 (83.200)
+2020-08-24 10:35:47, Epoch 30, Iteration 7, loss 0.000 (0.180), acc 100.000 (96.400)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-40.275703, -109.07228, -58.201405, -55.23312, -38.002224, -54.406384, 18.525042, -57.54686, 21.717844, -32.124565], Poisons' Predictions:[8, 8, 8, 6, 8, 8, 8, 8, 8, 8]
+2020-08-24 10:35:54 Epoch 59, Val iteration 0, acc 92.000 (92.000)
+2020-08-24 10:36:13 Epoch 59, Val iteration 19, acc 92.000 (91.250)
+* Prec: 91.2500015258789
+--------
+ResNeXt29_2x64d
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 10:36:18, Epoch 0, Iteration 7, loss 0.484 (2.238), acc 90.385 (72.600)
+2020-08-24 10:36:19, Epoch 30, Iteration 7, loss 0.151 (0.099), acc 96.154 (97.800)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-36.083626, -45.58882, -9.168137, 3.58822, -82.49772, -32.07103, 28.20215, -18.185005, 27.803835, -21.728037], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 10:36:24 Epoch 59, Val iteration 0, acc 93.200 (93.200)
+2020-08-24 10:36:44 Epoch 59, Val iteration 19, acc 93.200 (92.890)
+* Prec: 92.89000205993652
+--------
+GoogLeNet
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 10:36:51, Epoch 0, Iteration 7, loss 0.436 (0.504), acc 94.231 (88.000)
+2020-08-24 10:36:51, Epoch 30, Iteration 7, loss 0.030 (0.062), acc 98.077 (97.400)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-19.660465, -14.577622, -18.537376, -3.773122, -16.023813, -8.359915, 11.143847, -7.9552317, 12.158557, -22.21641], Poisons' Predictions:[6, 8, 8, 8, 8, 8, 6, 8, 8, 8]
+2020-08-24 10:37:02 Epoch 59, Val iteration 0, acc 91.600 (91.600)
+2020-08-24 10:37:26 Epoch 59, Val iteration 19, acc 91.000 (91.750)
+* Prec: 91.7500015258789
+--------
+MobileNetV2
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 10:37:29, Epoch 0, Iteration 7, loss 1.124 (3.044), acc 80.769 (60.000)
+2020-08-24 10:37:30, Epoch 30, Iteration 7, loss 0.599 (0.352), acc 90.385 (92.600)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-5.0535717, -40.63821, -1.9944664, 11.041289, -23.354095, -3.5567224, 21.727657, -33.938652, 22.062613, -8.669726], Poisons' Predictions:[6, 8, 8, 6, 8, 8, 8, 8, 8, 8]
+2020-08-24 10:37:32 Epoch 59, Val iteration 0, acc 87.000 (87.000)
+2020-08-24 10:37:39 Epoch 59, Val iteration 19, acc 88.600 (86.750)
+* Prec: 86.75000114440918
+--------
+ResNet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 10:37:42, Epoch 0, Iteration 7, loss 0.560 (0.782), acc 75.000 (85.200)
+2020-08-24 10:37:43, Epoch 30, Iteration 7, loss 0.019 (0.066), acc 98.077 (97.800)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-46.831005, -37.96599, -12.233158, 7.795143, -40.369514, -7.3542404, 15.516558, -40.017033, 14.228618, -51.72407], Poisons' Predictions:[6, 8, 8, 6, 8, 8, 8, 8, 8, 8]
+2020-08-24 10:37:44 Epoch 59, Val iteration 0, acc 93.400 (93.400)
+2020-08-24 10:37:50 Epoch 59, Val iteration 19, acc 92.600 (91.790)
+* Prec: 91.79000129699708
+--------
+DenseNet121
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 10:37:55, Epoch 0, Iteration 7, loss 0.430 (0.433), acc 90.385 (92.000)
+2020-08-24 10:37:55, Epoch 30, Iteration 7, loss 0.001 (0.006), acc 100.000 (100.000)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-9.216488, -16.26946, -15.92414, -5.81311, -13.705292, -4.765841, 5.3459864, -36.32477, 5.252797, -18.27634], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 10:38:03 Epoch 59, Val iteration 0, acc 94.000 (94.000)
+2020-08-24 10:38:23 Epoch 59, Val iteration 19, acc 92.800 (92.890)
+* Prec: 92.89000091552734
+--------
+------SUMMARY------
+TIME ELAPSED (mins): 679
+TARGET INDEX: 13
+DPN92 0
+SENet18 0
+ResNet50 1
+ResNeXt29_2x64d 0
+GoogLeNet 1
+MobileNetV2 1
+ResNet18 0
+DenseNet121 0

Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/13/poison_00799.pth

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+size 132166

Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/14/eval-retrained-for-60epochs.json

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+{"args": "Namespace(device='cuda', dset_path='datasets', end2end=False, eval_poisons_root='attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800', gpu='2', lr_decay_epoch=[30, 45], model_resume_path='model-chks', num_per_class=50, poison_label=8, retrain_bsize=64, retrain_epochs=60, retrain_lr=0.1, retrain_momentum=0.9, retrain_opt='adam', retrain_wd=0, subset_group=0, target_camera=True, target_index_end=15, target_index_start=14, target_index_step=1, target_label=6, target_net=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2', 'ResNet18', 'DenseNet121'], target_print_size=[2, 4], test_chk_name='ckpt-%s-4800.t7', train_data_path='datasets/CIFAR10_TRAIN_Split.pth')", "poison_label": 8, "target_label": 6, "targets": {"14": {}, "14": {"800": {"time": 23345.0, "coeffs_time": 21368, "poisons_time": 22958, "target_loss": 0.033861320465803146, "total_loss": 0.001463618827983737, "coeff_list": [[0.0, 0.0043303947895765305, 0.14119255542755127, 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0.032433219254016876]], "coeff_list_in_victim": [[0.0, 0.0, 0.0, 0.0, 0.2817573547363281, 0.24419769644737244, 0.1230962872505188, 0.0, 0.35094860196113586, 0.0]], "victims": {"DPN92": {"clean acc": 92.03000183105469, "prediction": 8, "poisons predictions": [8, 8, 8, 8, 6, 8, 8, 8, 8, 8], "scores": [4.815277454505021e-28, 0.0, 2.0884550057213846e-13, 1.012045117931848e-06, 3.5865507413331747e-23, 0.0002392904571024701, 0.0009493110119365156, 0.0, 0.9988105893135071, 0.0], "malicious score": 0.9988105893135071, "camera": {"2": {"prediction": 5, "scores": [1.3018416264364518e-35, 0.0, 2.411490278297901e-12, 0.0006089257076382637, 3.679258306003472e-23, 0.9993860125541687, 4.1612220229581e-06, 0.0, 1.3905565765526262e-06, 2.7468252497695064e-41], "malicious score": 1.3905565765526262e-06}, "4": {"prediction": 6, "scores": [7.043788326524991e-27, 0.0, 1.257831432936664e-15, 0.00011430566519265994, 1.1404117978090528e-23, 0.037552088499069214, 0.8840401768684387, 0.0, 0.07829364389181137, 1.2149257685696164e-42], "malicious score": 0.07829364389181137}}}, "SENet18": {"clean acc": 90.16000137329101, "prediction": 8, "poisons predictions": [6, 3, 5, 8, 6, 3, 8, 8, 3, 9], "scores": [3.2101795000016864e-07, 2.58712834092418e-18, 1.482051113776972e-11, 1.8961935666084173e-06, 1.0558925112036377e-07, 2.102248330970724e-08, 0.2413606494665146, 1.4394840973305005e-22, 0.7586370706558228, 2.0630719336457115e-25], "malicious score": 0.7586370706558228, "camera": {"2": {"prediction": 8, "scores": [1.2309287703710092e-12, 1.0412326774555481e-30, 1.691567241834946e-08, 1.0320486865111889e-07, 3.989990204900096e-08, 4.92419749207329e-05, 0.21617649495601654, 1.1886001837232211e-28, 0.7837749719619751, 3.324745652374222e-30], "malicious score": 0.7837749719619751}, "4": {"prediction": 8, "scores": [2.687548534413553e-13, 1.4640507167853047e-29, 6.279994302360592e-09, 1.8098377552178135e-07, 1.0405618411368778e-07, 0.0003727467264980078, 0.2307582050561905, 4.1591439373314e-28, 0.7688690423965454, 3.2316155946320207e-28], "malicious score": 0.7688690423965454}}}, "ResNet50": {"clean acc": 90.91000137329101, "prediction": 8, "poisons predictions": [8, 8, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [1.733779876219902e-31, 2.8943377194522124e-36, 4.203895392974451e-45, 0.0, 2.0383147332222357e-40, 1.2344061994311207e-38, 0.08822271227836609, 0.0, 0.9117772579193115, 0.0], "malicious score": 0.9117772579193115, "camera": {"2": {"prediction": 6, "scores": [1.3489318654782034e-29, 8.077912515760662e-39, 3.5071713259749435e-31, 0.0, 0.0, 8.309274822339515e-19, 0.999548077583313, 0.0, 0.00045157576096244156, 0.0], "malicious score": 0.00045157576096244156}, "4": {"prediction": 6, "scores": [5.391380228133451e-33, 3.3936365949325555e-40, 2.8148071035821714e-36, 0.0, 0.0, 5.421363370957806e-27, 0.9999790787696838, 0.0, 2.12734448723495e-05, 0.0], "malicious score": 2.12734448723495e-05}}}, "ResNeXt29_2x64d": {"clean acc": 92.98000144958496, "prediction": 8, "poisons predictions": [8, 8, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [8.291211917705733e-30, 6.0007094533770694e-30, 6.282616746841537e-17, 1.2618865237623052e-17, 5.637423721978739e-42, 6.522504418437835e-17, 0.010438305325806141, 7.776695003063256e-39, 0.9895606637001038, 5.87430215114388e-31], "malicious score": 0.9895606637001038, "camera": {"2": {"prediction": 8, "scores": [6.030990764429529e-26, 1.5329830596870157e-30, 5.011044530711661e-12, 6.516038793605294e-13, 1.5649868875742547e-27, 3.636177279986441e-05, 0.004018986597657204, 3.274988317646542e-36, 0.9959455728530884, 1.675660494198926e-25], "malicious score": 0.9959455728530884}, "4": {"prediction": 8, "scores": [7.612956091873817e-27, 7.727552408294351e-30, 9.31587977332643e-14, 1.0166679781029031e-12, 4.641807499966604e-28, 9.541173540128511e-07, 0.011644170619547367, 4.483864512589852e-36, 0.988355278968811, 9.880618423361258e-26], "malicious score": 0.988355278968811}}}, "GoogLeNet": {"clean acc": 92.11000175476075, "prediction": 8, "poisons predictions": [6, 8, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [7.158413503616495e-15, 1.9716941566851748e-13, 1.1463048110726959e-07, 0.0004289879580028355, 4.9422505611672676e-14, 0.0012280060909688473, 0.010266541503369808, 2.480843120180893e-14, 0.9880763292312622, 7.38794544304389e-18], "malicious score": 0.9880763292312622, "camera": {"2": {"prediction": 5, "scores": [1.0596286878944731e-15, 1.5095774863851838e-17, 0.00025103124789893627, 0.0016477559693157673, 3.618748096317903e-13, 0.9864587783813477, 2.2711690689902753e-05, 1.467175922312096e-14, 0.011619539000093937, 6.03438468898404e-15], "malicious score": 0.011619539000093937}, "4": {"prediction": 5, "scores": [1.9217082352501746e-13, 8.030847274893057e-15, 0.0005163055029697716, 0.03280026093125343, 6.391610157807648e-11, 0.7502446174621582, 0.004429889377206564, 1.3945856188607442e-12, 0.21200871467590332, 4.2167918462565623e-13], "malicious score": 0.21200871467590332}}}, "MobileNetV2": {"clean acc": 86.60000076293946, "prediction": 8, "poisons predictions": [8, 3, 3, 8, 8, 8, 8, 6, 8, 8], "scores": [1.805224911777259e-07, 1.7627223014571314e-09, 2.423166961307288e-06, 0.05865393579006195, 6.0808361157342366e-21, 0.00031044046045280993, 0.19022099673748016, 1.6345409436535191e-18, 0.7508118152618408, 2.034512315562953e-12], "malicious score": 0.7508118152618408, "camera": {"2": {"prediction": 5, "scores": [1.4792680413933113e-09, 3.489142038984303e-24, 1.104977172872168e-06, 0.0017058601370081306, 2.1660483736501979e-13, 0.6918604969978333, 0.004668717738240957, 1.111499875869836e-20, 0.3017638325691223, 4.020202139937146e-12], "malicious score": 0.3017638325691223}, "4": {"prediction": 8, "scores": [3.981063478875058e-09, 1.639170540861885e-22, 5.476354658640048e-07, 0.0028847826179116964, 1.8599803365245207e-14, 0.2906155586242676, 0.011471803300082684, 3.0132897245599684e-20, 0.6950268149375916, 1.0486130193332333e-11], "malicious score": 0.6950268149375916}}}, "ResNet18": {"clean acc": 92.03000144958496, "prediction": 8, "poisons predictions": [6, 8, 8, 6, 8, 8, 8, 8, 8, 8], "scores": [7.698271904137487e-24, 7.164757353773028e-21, 1.627566553752402e-10, 2.578086787252687e-05, 1.830932872101352e-27, 2.7761679621818303e-09, 0.04389101266860962, 6.052888342092492e-18, 0.9560831189155579, 4.945028137771204e-40], "malicious score": 0.9560831189155579, "camera": {"2": {"prediction": 5, "scores": [1.1105106562853745e-23, 8.332658080572223e-29, 7.129399364202982e-07, 3.106316216872074e-05, 3.1631153689967283e-16, 0.9435432553291321, 0.054102346301078796, 3.2554594504645116e-20, 0.0023224058095365763, 1.2642187245534914e-24], "malicious score": 0.0023224058095365763}, "4": {"prediction": 5, "scores": [1.989793868709462e-21, 1.1133254044398404e-26, 3.386302751096082e-06, 0.0001576368376845494, 9.153536817939339e-18, 0.5600511431694031, 0.15716147422790527, 7.137886908562126e-21, 0.2826263904571533, 1.0259067047070052e-24], "malicious score": 0.2826263904571533}}}, "DenseNet121": {"clean acc": 92.84000129699707, "prediction": 8, "poisons predictions": [8, 8, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [1.6585298467930443e-08, 6.765397270180884e-12, 1.6560344420213369e-06, 0.011244631372392178, 1.0011909319513333e-15, 0.00010744672181317583, 0.03966716676950455, 3.467125986552367e-19, 0.9489789605140686, 1.3654445548414232e-14], "malicious score": 0.9489789605140686, "camera": {"2": {"prediction": 5, "scores": [3.5225638586803393e-16, 2.919031661351157e-13, 7.318381540244445e-05, 2.8411519803483998e-09, 8.706065623906572e-16, 0.9175203442573547, 0.002275672275573015, 2.068721067846185e-19, 0.08013087511062622, 3.080152799483926e-11], "malicious score": 0.08013087511062622}, "4": {"prediction": 5, "scores": [1.6698040915723793e-16, 7.611935712824314e-13, 8.371119406547223e-07, 2.8983717648145557e-09, 1.2344954634815712e-16, 0.8261616826057434, 0.00034944855724461377, 2.1094732516346036e-20, 0.17348796129226685, 2.2083496056118923e-12], "malicious score": 0.17348796129226685}}}}}}}, "poison_idx_list": [213, 225, 227, 247, 249, 253, 261, 271, 273, 281]}

Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/14/log.txt

@@ -0,0 +1,112 @@
+Namespace(chk_path='attack-results-10poisons/100-overlap/linear-transfer-learning', chk_subdir='poisons', device='cuda', dset_path='datasets', end2end=False, eval_poison_path='', gpu='14', lr_decay_epoch=[30, 45], mode='convex', model_resume_path='model-chks', nearest=False, net_repeat=1, num_per_class=50, original_grad=True, poison_decay_ites=[], poison_decay_ratio=0.1, poison_epsilon=0.1, poison_ites=800, poison_label=8, poison_lr=0.04, poison_momentum=0.9, poison_num=10, poison_opt='adam', resume_poison_ite=0, retrain_bsize=64, retrain_epochs=60, retrain_lr=0.1, retrain_momentum=0.9, retrain_opt='adam', retrain_wd=0, subs_chk_name=['ckpt-%s-4800-dp0.200-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.250-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.300-droplayer0.000.t7'], subs_dp=[0.2, 0.25, 0.3], subset_group=0, substitute_nets=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2'], target_index=14, target_label=6, target_net=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2', 'ResNet18', 'DenseNet121'], test_chk_name='ckpt-%s-4800.t7', tol=1e-06, train_data_path='datasets/CIFAR10_TRAIN_Split.pth')
+Path: attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/14
+Selected base image indices: [213, 225, 227, 247, 249, 253, 261, 271, 273, 281]
+ 2020-08-23 23:15:33 Iteration 0 	 Training Loss: 4.922e-01 	 Loss in Target Net: 3.958e-01	  
+ 2020-08-23 23:22:41 Iteration 50 	 Training Loss: 6.376e-03 	 Loss in Target Net: 4.291e-02	  
+ 2020-08-23 23:35:23 Iteration 100 	 Training Loss: 3.754e-03 	 Loss in Target Net: 3.806e-02	  
+ 2020-08-23 23:52:41 Iteration 150 	 Training Loss: 3.034e-03 	 Loss in Target Net: 2.867e-02	  
+ 2020-08-24 00:14:01 Iteration 200 	 Training Loss: 2.495e-03 	 Loss in Target Net: 3.076e-02	  
+ 2020-08-24 00:36:29 Iteration 250 	 Training Loss: 2.478e-03 	 Loss in Target Net: 3.110e-02	  
+ 2020-08-24 01:01:11 Iteration 300 	 Training Loss: 2.166e-03 	 Loss in Target Net: 2.958e-02	  
+ 2020-08-24 01:26:05 Iteration 350 	 Training Loss: 1.925e-03 	 Loss in Target Net: 3.435e-02	  
+ 2020-08-24 01:52:25 Iteration 400 	 Training Loss: 2.017e-03 	 Loss in Target Net: 3.073e-02	  
+ 2020-08-24 02:18:59 Iteration 450 	 Training Loss: 1.821e-03 	 Loss in Target Net: 2.931e-02	  
+ 2020-08-24 02:46:10 Iteration 500 	 Training Loss: 1.945e-03 	 Loss in Target Net: 3.462e-02	  
+ 2020-08-24 03:15:57 Iteration 550 	 Training Loss: 2.108e-03 	 Loss in Target Net: 3.781e-02	  
+ 2020-08-24 03:43:25 Iteration 600 	 Training Loss: 1.816e-03 	 Loss in Target Net: 3.545e-02	  
+ 2020-08-24 04:12:32 Iteration 650 	 Training Loss: 1.688e-03 	 Loss in Target Net: 3.129e-02	  
+ 2020-08-24 04:42:08 Iteration 700 	 Training Loss: 1.549e-03 	 Loss in Target Net: 3.120e-02	  
+ 2020-08-24 05:12:36 Iteration 750 	 Training Loss: 1.691e-03 	 Loss in Target Net: 3.421e-02	  
+ 2020-08-24 05:44:38 Iteration 799 	 Training Loss: 1.464e-03 	 Loss in Target Net: 3.386e-02	  
+Evaluating against victims networks
+DPN92
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 05:44:55, Epoch 0, Iteration 7, loss 1.678 (5.744), acc 88.462 (54.000)
+2020-08-24 05:44:56, Epoch 30, Iteration 7, loss 0.296 (0.239), acc 94.231 (94.600)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-32.64711, -33.436646, -6.692299, 14.65946, -25.988794, 16.401155, 18.14888, -62.57621, 21.840397, -66.84677], Poisons' Predictions:[8, 8, 8, 8, 6, 8, 8, 8, 8, 8]
+2020-08-24 05:45:17 Epoch 59, Val iteration 0, acc 91.000 (91.000)
+2020-08-24 05:46:01 Epoch 59, Val iteration 19, acc 92.800 (92.080)
+* Prec: 92.08000144958496
+--------
+SENet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 05:46:05, Epoch 0, Iteration 7, loss 0.983 (0.764), acc 90.385 (88.800)
+2020-08-24 05:46:05, Epoch 30, Iteration 7, loss 0.061 (0.324), acc 98.077 (94.200)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[2.6222985, -28.355247, -5.9895897, 4.92225, 6.624665, 1.104584, 18.536385, -41.117065, 20.123098, -33.822544], Poisons' Predictions:[6, 3, 5, 8, 6, 3, 8, 8, 3, 9]
+2020-08-24 05:46:08 Epoch 59, Val iteration 0, acc 90.000 (90.000)
+2020-08-24 05:46:15 Epoch 59, Val iteration 19, acc 92.200 (90.070)
+* Prec: 90.0700023651123
+--------
+ResNet50
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 05:46:20, Epoch 0, Iteration 7, loss 4.364 (2.534), acc 86.538 (78.800)
+2020-08-24 05:46:21, Epoch 30, Iteration 7, loss 0.003 (0.049), acc 100.000 (98.800)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-67.14018, -24.554714, -61.990295, -99.46564, -48.554054, -95.74003, 12.716101, -103.71743, 20.19565, -59.18559], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 6, 8, 8]
+2020-08-24 05:46:27 Epoch 59, Val iteration 0, acc 91.400 (91.400)
+2020-08-24 05:46:46 Epoch 59, Val iteration 19, acc 94.400 (92.170)
+* Prec: 92.17000198364258
+--------
+ResNeXt29_2x64d
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 05:46:51, Epoch 0, Iteration 7, loss 0.892 (2.392), acc 88.462 (72.000)
+2020-08-24 05:46:51, Epoch 30, Iteration 7, loss 0.285 (0.096), acc 96.154 (98.200)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-57.927807, -53.29328, -12.1731825, -12.028828, -84.78359, -8.687068, 26.880322, -42.40309, 31.230967, -46.008625], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 05:46:57 Epoch 59, Val iteration 0, acc 92.400 (92.400)
+2020-08-24 05:47:16 Epoch 59, Val iteration 19, acc 94.200 (92.530)
+* Prec: 92.53000183105469
+--------
+GoogLeNet
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 05:47:23, Epoch 0, Iteration 7, loss 0.533 (0.652), acc 80.769 (84.600)
+2020-08-24 05:47:23, Epoch 30, Iteration 7, loss 0.063 (0.080), acc 98.077 (97.400)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-21.333015, -13.672076, -5.7007723, 2.2084746, -20.282564, 2.6747313, 4.9271026, -25.418186, 9.460055, -25.175169], Poisons' Predictions:[6, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 05:47:34 Epoch 59, Val iteration 0, acc 92.400 (92.400)
+2020-08-24 05:47:58 Epoch 59, Val iteration 19, acc 92.400 (91.950)
+* Prec: 91.95000114440919
+--------
+MobileNetV2
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 05:48:01, Epoch 0, Iteration 7, loss 2.024 (3.056), acc 78.846 (66.800)
+2020-08-24 05:48:01, Epoch 30, Iteration 7, loss 0.351 (0.389), acc 92.308 (90.800)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-7.4180365, -13.511048, -3.5372453, 4.982179, -43.017845, -0.86202216, 9.642655, -37.87336, 11.627847, -14.191131], Poisons' Predictions:[8, 4, 3, 6, 8, 8, 8, 8, 8, 8]
+2020-08-24 05:48:04 Epoch 59, Val iteration 0, acc 89.000 (89.000)
+2020-08-24 05:48:11 Epoch 59, Val iteration 19, acc 88.600 (86.910)
+* Prec: 86.91000137329101
+--------
+ResNet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 05:48:14, Epoch 0, Iteration 7, loss 0.216 (0.727), acc 94.231 (86.800)
+2020-08-24 05:48:14, Epoch 30, Iteration 7, loss 0.073 (0.082), acc 98.077 (97.400)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-33.7695, -18.546274, -4.549717, 3.5733595, -44.59754, -9.090969, 11.5925045, -27.718964, 15.273637, -70.72183], Poisons' Predictions:[6, 8, 8, 6, 8, 8, 8, 8, 8, 8]
+2020-08-24 05:48:15 Epoch 59, Val iteration 0, acc 93.000 (93.000)
+2020-08-24 05:48:21 Epoch 59, Val iteration 19, acc 93.000 (92.110)
+* Prec: 92.11000137329101
+--------
+DenseNet121
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 05:48:26, Epoch 0, Iteration 7, loss 1.124 (0.512), acc 90.385 (91.800)
+2020-08-24 05:48:27, Epoch 30, Iteration 7, loss 0.005 (0.006), acc 100.000 (100.000)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-11.827319, -29.495037, -14.073108, -0.58660555, -29.138506, -4.8005347, 1.7730056, -39.34025, 4.9318123, -28.137774], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 05:48:34 Epoch 59, Val iteration 0, acc 92.800 (92.800)
+2020-08-24 05:48:54 Epoch 59, Val iteration 19, acc 94.200 (92.970)
+* Prec: 92.97000122070312
+--------
+------SUMMARY------
+TIME ELAPSED (mins): 389
+TARGET INDEX: 14
+DPN92 1
+SENet18 1
+ResNet50 1
+ResNeXt29_2x64d 1
+GoogLeNet 1
+MobileNetV2 1
+ResNet18 1
+DenseNet121 1

Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/14/poison_00799.pth

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Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/15/eval-retrained-for-60epochs.json

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{"prediction": 6, "scores": [1.0131358276237732e-22, 1.0230256521398842e-18, 9.243175886144983e-13, 2.029769711953122e-05, 1.44408276513293e-21, 1.5677379394674062e-09, 0.99964439868927, 1.54601975545182e-16, 0.0003358244721312076, 2.3271175822966386e-24], "malicious score": 0.0003358244721312076}, "4": {"prediction": 6, "scores": [8.934822890440639e-23, 1.3193002150110582e-19, 2.0134386779363522e-12, 9.117393346969038e-06, 1.2337479110714123e-22, 3.862275832489104e-09, 0.9999733567237854, 4.121796986343149e-17, 1.8159114915761165e-05, 1.943534164348148e-24], "malicious score": 1.8159114915761165e-05}}}, "DenseNet121": {"clean acc": 92.94000129699707, "prediction": 6, "poisons predictions": [8, 8, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [1.1321257264995666e-09, 1.2535762705656595e-10, 5.549035897445265e-09, 0.0004619428364094347, 3.9592060829818365e-07, 4.0806602896736877e-07, 0.9492224454879761, 1.7761658967499615e-19, 0.05031461641192436, 2.9186461597162025e-14], "malicious score": 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Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/15/log.txt

@@ -0,0 +1,112 @@
+Namespace(chk_path='attack-results-10poisons/100-overlap/linear-transfer-learning', chk_subdir='poisons', device='cuda', dset_path='datasets', end2end=False, eval_poison_path='', gpu='15', lr_decay_epoch=[30, 45], mode='convex', model_resume_path='model-chks', nearest=False, net_repeat=1, num_per_class=50, original_grad=True, poison_decay_ites=[], poison_decay_ratio=0.1, poison_epsilon=0.1, poison_ites=800, poison_label=8, poison_lr=0.04, poison_momentum=0.9, poison_num=10, poison_opt='adam', resume_poison_ite=0, retrain_bsize=64, retrain_epochs=60, retrain_lr=0.1, retrain_momentum=0.9, retrain_opt='adam', retrain_wd=0, subs_chk_name=['ckpt-%s-4800-dp0.200-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.250-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.300-droplayer0.000.t7'], subs_dp=[0.2, 0.25, 0.3], subset_group=0, substitute_nets=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2'], target_index=15, target_label=6, target_net=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2', 'ResNet18', 'DenseNet121'], test_chk_name='ckpt-%s-4800.t7', tol=1e-06, train_data_path='datasets/CIFAR10_TRAIN_Split.pth')
+Path: attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/15
+Selected base image indices: [213, 225, 227, 247, 249, 253, 261, 271, 273, 281]
+ 2020-08-23 23:15:41 Iteration 0 	 Training Loss: 4.289e-01 	 Loss in Target Net: 3.072e-01	  
+ 2020-08-23 23:30:14 Iteration 50 	 Training Loss: 3.976e-03 	 Loss in Target Net: 3.872e-02	  
+ 2020-08-23 23:53:32 Iteration 100 	 Training Loss: 2.833e-03 	 Loss in Target Net: 3.498e-02	  
+ 2020-08-24 00:18:51 Iteration 150 	 Training Loss: 2.288e-03 	 Loss in Target Net: 3.637e-02	  
+ 2020-08-24 00:43:41 Iteration 200 	 Training Loss: 2.252e-03 	 Loss in Target Net: 3.266e-02	  
+ 2020-08-24 01:09:21 Iteration 250 	 Training Loss: 2.162e-03 	 Loss in Target Net: 3.308e-02	  
+ 2020-08-24 01:35:41 Iteration 300 	 Training Loss: 2.068e-03 	 Loss in Target Net: 3.230e-02	  
+ 2020-08-24 02:01:35 Iteration 350 	 Training Loss: 1.748e-03 	 Loss in Target Net: 2.555e-02	  
+ 2020-08-24 02:28:26 Iteration 400 	 Training Loss: 1.662e-03 	 Loss in Target Net: 2.417e-02	  
+ 2020-08-24 02:55:06 Iteration 450 	 Training Loss: 1.769e-03 	 Loss in Target Net: 3.182e-02	  
+ 2020-08-24 03:22:29 Iteration 500 	 Training Loss: 1.798e-03 	 Loss in Target Net: 2.981e-02	  
+ 2020-08-24 03:52:02 Iteration 550 	 Training Loss: 1.505e-03 	 Loss in Target Net: 2.332e-02	  
+ 2020-08-24 04:20:59 Iteration 600 	 Training Loss: 1.680e-03 	 Loss in Target Net: 2.846e-02	  
+ 2020-08-24 04:49:22 Iteration 650 	 Training Loss: 1.506e-03 	 Loss in Target Net: 2.494e-02	  
+ 2020-08-24 05:18:15 Iteration 700 	 Training Loss: 1.542e-03 	 Loss in Target Net: 2.764e-02	  
+ 2020-08-24 05:46:41 Iteration 750 	 Training Loss: 1.531e-03 	 Loss in Target Net: 3.061e-02	  
+ 2020-08-24 06:15:12 Iteration 799 	 Training Loss: 1.539e-03 	 Loss in Target Net: 1.928e-02	  
+Evaluating against victims networks
+DPN92
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 06:15:29, Epoch 0, Iteration 7, loss 2.278 (4.035), acc 82.692 (67.400)
+2020-08-24 06:15:30, Epoch 30, Iteration 7, loss 0.157 (0.084), acc 96.154 (97.800)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-2.2252686, -9.254247, -59.898655, 1.2660745, -36.087444, -9.371673, 4.623821, -36.60349, 17.17421, -46.19567], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 06:15:51 Epoch 59, Val iteration 0, acc 91.400 (91.400)
+2020-08-24 06:16:38 Epoch 59, Val iteration 19, acc 92.600 (92.040)
+* Prec: 92.04000091552734
+--------
+SENet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 06:16:42, Epoch 0, Iteration 7, loss 0.776 (0.702), acc 90.385 (86.600)
+2020-08-24 06:16:43, Epoch 30, Iteration 7, loss 0.246 (0.239), acc 92.308 (94.400)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-0.19781959, 0.5735636, -11.364008, -3.3989668, 0.75685227, -6.8143406, 12.880959, 1.9917588, 17.354227, -7.5572085], Poisons' Predictions:[8, 8, 8, 8, 6, 8, 6, 8, 3, 8]
+2020-08-24 06:16:45 Epoch 59, Val iteration 0, acc 91.200 (91.200)
+2020-08-24 06:16:52 Epoch 59, Val iteration 19, acc 92.000 (90.920)
+* Prec: 90.92000160217285
+--------
+ResNet50
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 06:16:58, Epoch 0, Iteration 7, loss 0.000 (1.378), acc 100.000 (85.600)
+2020-08-24 06:16:59, Epoch 30, Iteration 7, loss 0.000 (0.000), acc 100.000 (100.000)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-59.641174, -37.366116, -59.955433, -21.431746, -73.49862, -53.536785, 9.369454, -38.114494, 25.441854, -56.477432], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 06:17:05 Epoch 59, Val iteration 0, acc 91.600 (91.600)
+2020-08-24 06:17:25 Epoch 59, Val iteration 19, acc 91.800 (91.940)
+* Prec: 91.94000129699707
+--------
+ResNeXt29_2x64d
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 06:17:30, Epoch 0, Iteration 7, loss 0.328 (2.183), acc 90.385 (68.600)
+2020-08-24 06:17:30, Epoch 30, Iteration 7, loss 0.079 (0.051), acc 98.077 (98.200)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-14.124944, 13.414845, -16.300062, 18.523338, -78.47646, -45.940025, 23.963663, -23.695753, 33.255096, -12.338355], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 06:17:36 Epoch 59, Val iteration 0, acc 91.800 (91.800)
+2020-08-24 06:17:57 Epoch 59, Val iteration 19, acc 92.000 (91.900)
+* Prec: 91.90000114440917
+--------
+GoogLeNet
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 06:18:03, Epoch 0, Iteration 7, loss 0.265 (0.357), acc 90.385 (91.600)
+2020-08-24 06:18:03, Epoch 30, Iteration 7, loss 0.167 (0.063), acc 94.231 (97.600)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-38.512764, -4.5338755, -38.24454, -10.492715, -20.42041, -13.163963, 7.216315, -25.452354, 12.264652, -17.76228], Poisons' Predictions:[8, 8, 8, 6, 8, 8, 6, 8, 8, 8]
+2020-08-24 06:18:15 Epoch 59, Val iteration 0, acc 90.400 (90.400)
+2020-08-24 06:18:39 Epoch 59, Val iteration 19, acc 91.600 (91.810)
+* Prec: 91.81000099182128
+--------
+MobileNetV2
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 06:18:42, Epoch 0, Iteration 7, loss 5.173 (4.241), acc 67.308 (56.600)
+2020-08-24 06:18:43, Epoch 30, Iteration 7, loss 0.128 (0.212), acc 96.154 (93.600)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-3.9975245, 1.8607115, -15.893712, 4.1188335, -68.84506, -8.431286, 10.211558, -38.991833, 10.412102, 3.2192655], Poisons' Predictions:[8, 8, 8, 6, 8, 3, 6, 8, 8, 8]
+2020-08-24 06:18:45 Epoch 59, Val iteration 0, acc 88.000 (88.000)
+2020-08-24 06:18:52 Epoch 59, Val iteration 19, acc 88.000 (86.820)
+* Prec: 86.8200008392334
+--------
+ResNet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 06:18:55, Epoch 0, Iteration 7, loss 0.665 (0.841), acc 92.308 (83.800)
+2020-08-24 06:18:56, Epoch 30, Iteration 7, loss 0.005 (0.014), acc 100.000 (99.600)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-44.37097, -12.442394, -26.703903, -1.4040388, -34.543865, -11.591589, -0.24700153, -31.787617, 8.955519, -27.40479], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 06:18:56 Epoch 59, Val iteration 0, acc 93.200 (93.200)
+2020-08-24 06:19:02 Epoch 59, Val iteration 19, acc 93.200 (92.490)
+* Prec: 92.4900016784668
+--------
+DenseNet121
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 06:19:07, Epoch 0, Iteration 7, loss 0.440 (0.392), acc 90.385 (91.400)
+2020-08-24 06:19:08, Epoch 30, Iteration 7, loss 0.028 (0.011), acc 98.077 (99.200)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-16.841541, -17.976025, -11.62017, -0.948627, -9.654403, -12.682348, 6.0050974, -32.43369, 3.13613, -14.483948], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 06:19:15 Epoch 59, Val iteration 0, acc 93.000 (93.000)
+2020-08-24 06:19:36 Epoch 59, Val iteration 19, acc 94.000 (93.030)
+* Prec: 93.03000106811524
+--------
+------SUMMARY------
+TIME ELAPSED (mins): 419
+TARGET INDEX: 15
+DPN92 1
+SENet18 1
+ResNet50 1
+ResNeXt29_2x64d 1
+GoogLeNet 1
+MobileNetV2 1
+ResNet18 1
+DenseNet121 0

Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/15/poison_00799.pth

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Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/16/eval-retrained-for-60epochs.json

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+{"args": "Namespace(device='cuda', dset_path='datasets', end2end=False, eval_poisons_root='attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800', gpu='1', lr_decay_epoch=[30, 45], model_resume_path='model-chks', num_per_class=50, poison_label=8, retrain_bsize=64, retrain_epochs=60, retrain_lr=0.1, retrain_momentum=0.9, retrain_opt='adam', retrain_wd=0, subset_group=0, target_camera=True, target_index_end=17, target_index_start=16, target_index_step=1, target_label=6, target_net=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2', 'ResNet18', 'DenseNet121'], target_print_size=[2, 4], test_chk_name='ckpt-%s-4800.t7', train_data_path='datasets/CIFAR10_TRAIN_Split.pth')", "poison_label": 8, "target_label": 6, "targets": {"16": {}, "16": {"800": {"time": 40414.0, "coeffs_time": 38308, "poisons_time": 40007, "target_loss": 0.015030412934720516, "total_loss": 0.0013512333389371634, "coeff_list": [[0.15404687821865082, 0.4789482057094574, 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0.17520900070667267, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]], "victims": {"DPN92": {"clean acc": 90.9800018310547, "prediction": 6, "poisons predictions": [8, 6, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [2.0452356253031212e-08, 1.535614485090393e-18, 1.9054324453157645e-33, 5.233243699498402e-11, 2.64424262442388e-24, 1.887402316684203e-13, 0.9513445496559143, 1.7787392437546723e-30, 0.04865574091672897, 0.0], "malicious score": 0.04865574091672897, "camera": {"2": {"prediction": 6, "scores": [1.945522308233194e-05, 2.0983908731957256e-19, 2.1095008727466045e-32, 6.56398338461095e-11, 1.1617704245435216e-21, 5.970356452061551e-14, 0.9817231297492981, 1.0494047525506003e-27, 0.018257739022374153, 1.401298464324817e-45], "malicious score": 0.018257739022374153}, "4": {"prediction": 6, "scores": [5.323024652170716e-06, 4.1610035999591186e-19, 1.1067133551692335e-30, 1.1209055905680998e-09, 3.853613138447213e-21, 4.4962145985538715e-13, 0.9982125759124756, 2.936050829786689e-28, 0.00178279890678823, 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3.172838647554669e-19, 0.0016986295813694596, 3.160710370317052e-19], "malicious score": 0.0016986295813694596}}}, "ResNet50": {"clean acc": 91.55000152587891, "prediction": 6, "poisons predictions": [8, 6, 8, 6, 8, 8, 8, 8, 8, 8], "scores": [2.818631575531639e-29, 3.658300077503666e-27, 2.501345784789085e-40, 9.870227902272211e-40, 3.1404653778263216e-30, 7.765930334610804e-25, 0.9534498453140259, 6.077077540960161e-29, 0.046551063656806946, 5.92231644796157e-24], "malicious score": 0.046551063656806946, "camera": {"2": {"prediction": 6, "scores": [1.3004982157174761e-25, 3.4908943948776384e-27, 9.974899852882804e-37, 6.265579081549548e-31, 2.0263022871479044e-27, 1.4092945837586142e-24, 0.8704720735549927, 1.8391874611751745e-33, 0.12952783703804016, 1.5542106000228166e-22], "malicious score": 0.12952783703804016}, "4": {"prediction": 8, "scores": [4.887568005339573e-26, 1.8588145358321218e-28, 1.858771428083544e-36, 2.029253076638073e-31, 1.4462291746005784e-26, 4.606111062522867e-26, 0.2424944043159485, 1.719003901381998e-36, 0.757504940032959, 9.521525251379921e-23], "malicious score": 0.757504940032959}}}, "ResNeXt29_2x64d": {"clean acc": 92.85000038146973, "prediction": 6, "poisons predictions": [8, 6, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [2.8756252398581263e-16, 2.120787693009394e-18, 1.6635960504103563e-19, 1.3191707726178947e-09, 0.0, 5.96518682268487e-26, 0.9468676447868347, 1.0709923404411027e-20, 0.053132977336645126, 2.7195853982787612e-25], "malicious score": 0.053132977336645126, "camera": {"2": {"prediction": 6, "scores": [5.627621849427222e-13, 3.6431806886248617e-17, 1.2367073206167364e-14, 9.3807939265389e-06, 9.530611783811604e-30, 2.7745900911184493e-17, 0.9474295377731323, 7.207893700853963e-17, 0.052562057971954346, 4.590938426453009e-18], "malicious score": 0.052562057971954346}, "4": {"prediction": 6, "scores": [1.6491694891217906e-13, 1.6137741194260385e-17, 7.417664877782618e-15, 8.493637324136216e-06, 1.8662309309360925e-29, 4.347626557992986e-17, 0.962134599685669, 1.4199466767507753e-17, 0.03785639628767967, 1.6902209935853317e-17], "malicious score": 0.03785639628767967}}}, "GoogLeNet": {"clean acc": 91.93000068664551, "prediction": 6, "poisons predictions": [8, 8, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [2.759926246147671e-14, 3.6540953374242235e-08, 2.0191121344326213e-11, 4.859264777223871e-07, 1.5054253676982654e-10, 2.1034006181253062e-07, 0.7083005309104919, 2.545144928145504e-10, 0.29169929027557373, 4.9662441670026087e-17], "malicious score": 0.29169929027557373, "camera": {"2": {"prediction": 6, "scores": [6.817132362085809e-12, 2.6375809625278634e-07, 1.0259986193972281e-09, 1.6230911569437012e-05, 3.562991457428666e-09, 3.791156132137985e-06, 0.993554949760437, 2.9561905224087526e-13, 0.006424888502806425, 1.9791333505993778e-15], "malicious score": 0.006424888502806425}, "4": {"prediction": 6, "scores": [3.1663470456688714e-11, 4.3357513277442195e-06, 9.520394250728259e-09, 8.542536670574918e-05, 1.1020451218257676e-08, 6.1474006542994175e-06, 0.9863770008087158, 2.1745985220866793e-11, 0.013527210801839828, 2.619912716406072e-14], "malicious score": 0.013527210801839828}}}, "MobileNetV2": {"clean acc": 86.50000076293945, "prediction": 6, "poisons predictions": [8, 8, 8, 6, 8, 8, 8, 8, 8, 8], "scores": [8.835234654351945e-14, 2.300427182078124e-09, 1.8587699687945417e-15, 1.0710041351558175e-06, 7.937464785792266e-23, 1.0927438641450404e-11, 0.9998378753662109, 1.0723111713553144e-23, 0.0001616901281522587, 2.6710533657572024e-27], "malicious score": 0.0001616901281522587, "camera": {"2": {"prediction": 6, "scores": [3.275425246242365e-14, 5.421556470759562e-17, 2.935035200990477e-11, 3.5146792924933834e-06, 3.271088644396514e-05, 2.796825271378367e-10, 0.9999638199806213, 1.3100565847568775e-20, 1.3183747496481324e-11, 9.166791541697585e-23], "malicious score": 1.3183747496481324e-11}, "4": {"prediction": 6, "scores": [2.5038825179901636e-12, 4.0823816978060993e-16, 3.443795595914345e-11, 3.413737559299079e-08, 0.01964288018643856, 1.0965198748991156e-09, 0.9803571701049805, 1.7162258934822472e-21, 9.167886718883245e-13, 2.408890701783457e-21], "malicious score": 9.167886718883245e-13}}}, "ResNet18": {"clean acc": 92.3200023651123, "prediction": 6, "poisons predictions": [8, 6, 6, 8, 8, 8, 6, 8, 8, 8], "scores": [1.0785702098873606e-18, 1.2769278966116306e-15, 2.3087345295096096e-13, 0.00026094604982063174, 4.640576211523336e-17, 5.7151140708811e-08, 0.8890452980995178, 6.480872018514369e-14, 0.11069323122501373, 3.7719444136571476e-23], "malicious score": 0.11069323122501373, "camera": {"2": {"prediction": 6, "scores": [5.3141742824617045e-19, 4.4309587181350484e-17, 3.2439532288673634e-14, 3.978297900175676e-05, 1.5646896768264787e-18, 6.949027131497587e-09, 0.9842701554298401, 8.768062400535837e-15, 0.01568986475467682, 4.403627860070403e-24], "malicious score": 0.01568986475467682}, "4": {"prediction": 6, "scores": [7.288424732758827e-20, 4.311208277164114e-18, 5.511982624479108e-15, 1.2722619430860505e-05, 7.817940395228556e-19, 1.1840370461868588e-08, 0.9966344833374023, 1.868695077353994e-15, 0.0033524467144161463, 2.204977459480364e-24], "malicious score": 0.0033524467144161463}}}, "DenseNet121": {"clean acc": 92.73000068664551, "prediction": 6, "poisons predictions": [8, 8, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [2.3579286789754406e-07, 2.1860380259447476e-12, 5.142418046943931e-08, 4.153288045927184e-06, 2.7945937119966402e-08, 3.269257717875007e-07, 0.9704115390777588, 1.787797658824894e-18, 0.0295832809060812, 9.436531417383875e-12], "malicious score": 0.0295832809060812, "camera": {"2": {"prediction": 6, "scores": [5.45037664778647e-07, 5.807114229587629e-13, 2.7375413047536767e-09, 4.834648279938847e-06, 8.300525600191122e-09, 2.8701138035103213e-06, 0.9959930777549744, 1.671459151765103e-18, 0.003998542670160532, 5.520010837312128e-11], "malicious score": 0.003998542670160532}, "4": {"prediction": 6, "scores": [2.3282056815787655e-07, 1.57744791621367e-12, 7.161433251967608e-11, 1.7249323036594433e-06, 2.927412090514281e-09, 2.97285737360653e-07, 0.9994889497756958, 6.336548840061933e-19, 0.0005092172068543732, 1.3143939270321425e-09], "malicious score": 0.0005092172068543732}}}}}}}, "poison_idx_list": [213, 225, 227, 247, 249, 253, 261, 271, 273, 281]}

Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/16/log.txt

@@ -0,0 +1,112 @@
+Namespace(chk_path='attack-results-10poisons/100-overlap/linear-transfer-learning', chk_subdir='poisons', device='cuda', dset_path='datasets', end2end=False, eval_poison_path='', gpu='0', lr_decay_epoch=[30, 45], mode='convex', model_resume_path='model-chks', nearest=False, net_repeat=1, num_per_class=50, original_grad=True, poison_decay_ites=[], poison_decay_ratio=0.1, poison_epsilon=0.1, poison_ites=800, poison_label=8, poison_lr=0.04, poison_momentum=0.9, poison_num=10, poison_opt='adam', resume_poison_ite=0, retrain_bsize=64, retrain_epochs=60, retrain_lr=0.1, retrain_momentum=0.9, retrain_opt='adam', retrain_wd=0, subs_chk_name=['ckpt-%s-4800-dp0.200-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.250-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.300-droplayer0.000.t7'], subs_dp=[0.2, 0.25, 0.3], subset_group=0, substitute_nets=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2'], target_index=16, target_label=6, target_net=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2', 'ResNet18', 'DenseNet121'], test_chk_name='ckpt-%s-4800.t7', tol=1e-06, train_data_path='datasets/CIFAR10_TRAIN_Split.pth')
+Path: attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/16
+Selected base image indices: [213, 225, 227, 247, 249, 253, 261, 271, 273, 281]
+ 2020-08-24 08:58:09 Iteration 0 	 Training Loss: 4.559e-01 	 Loss in Target Net: 3.226e-01	  
+ 2020-08-24 09:17:20 Iteration 50 	 Training Loss: 3.851e-03 	 Loss in Target Net: 1.854e-02	  
+ 2020-08-24 09:49:43 Iteration 100 	 Training Loss: 2.723e-03 	 Loss in Target Net: 1.632e-02	  
+ 2020-08-24 10:27:39 Iteration 150 	 Training Loss: 2.483e-03 	 Loss in Target Net: 1.804e-02	  
+ 2020-08-24 11:06:29 Iteration 200 	 Training Loss: 2.193e-03 	 Loss in Target Net: 1.691e-02	  
+ 2020-08-24 11:47:58 Iteration 250 	 Training Loss: 1.975e-03 	 Loss in Target Net: 1.223e-02	  
+ 2020-08-24 12:32:09 Iteration 300 	 Training Loss: 1.720e-03 	 Loss in Target Net: 1.092e-02	  
+ 2020-08-24 13:17:07 Iteration 350 	 Training Loss: 1.691e-03 	 Loss in Target Net: 1.404e-02	  
+ 2020-08-24 14:01:49 Iteration 400 	 Training Loss: 1.622e-03 	 Loss in Target Net: 1.103e-02	  
+ 2020-08-24 14:47:16 Iteration 450 	 Training Loss: 1.516e-03 	 Loss in Target Net: 1.194e-02	  
+ 2020-08-24 15:32:48 Iteration 500 	 Training Loss: 1.733e-03 	 Loss in Target Net: 1.467e-02	  
+ 2020-08-24 16:18:50 Iteration 550 	 Training Loss: 1.765e-03 	 Loss in Target Net: 1.231e-02	  
+ 2020-08-24 17:06:01 Iteration 600 	 Training Loss: 1.531e-03 	 Loss in Target Net: 1.063e-02	  
+ 2020-08-24 17:52:28 Iteration 650 	 Training Loss: 1.561e-03 	 Loss in Target Net: 1.221e-02	  
+ 2020-08-24 18:37:05 Iteration 700 	 Training Loss: 1.550e-03 	 Loss in Target Net: 9.821e-03	  
+ 2020-08-24 19:24:30 Iteration 750 	 Training Loss: 1.398e-03 	 Loss in Target Net: 1.446e-02	  
+ 2020-08-24 20:11:43 Iteration 799 	 Training Loss: 1.351e-03 	 Loss in Target Net: 1.503e-02	  
+Evaluating against victims networks
+DPN92
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 20:12:00, Epoch 0, Iteration 7, loss 2.311 (4.221), acc 92.308 (70.600)
+2020-08-24 20:12:01, Epoch 30, Iteration 7, loss 0.005 (0.351), acc 100.000 (94.400)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[0.7773263, -14.858542, -55.79497, -4.4293327, -53.292137, -4.5927587, 26.326744, -45.543137, 24.648197, -112.53928], Poisons' Predictions:[8, 6, 8, 8, 8, 8, 8, 6, 8, 8]
+2020-08-24 20:12:24 Epoch 59, Val iteration 0, acc 88.400 (88.400)
+2020-08-24 20:13:08 Epoch 59, Val iteration 19, acc 90.800 (90.950)
+* Prec: 90.9500015258789
+--------
+SENet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 20:13:13, Epoch 0, Iteration 7, loss 1.496 (1.280), acc 90.385 (86.600)
+2020-08-24 20:13:13, Epoch 30, Iteration 7, loss 0.102 (0.152), acc 96.154 (95.800)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[3.1478043, -26.38453, -17.6757, -11.309157, 2.3934174, -14.024226, 19.569351, -17.193886, 16.213175, -23.49458], Poisons' Predictions:[8, 6, 6, 6, 8, 8, 6, 8, 3, 8]
+2020-08-24 20:13:16 Epoch 59, Val iteration 0, acc 92.000 (92.000)
+2020-08-24 20:13:23 Epoch 59, Val iteration 19, acc 92.600 (91.550)
+* Prec: 91.55000190734863
+--------
+ResNet50
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 20:13:29, Epoch 0, Iteration 7, loss 3.163 (1.873), acc 94.231 (86.400)
+2020-08-24 20:13:30, Epoch 30, Iteration 7, loss 0.003 (0.079), acc 100.000 (98.400)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-20.45763, -50.49447, -70.3398, -54.62718, -41.3194, -47.79772, 26.010996, -40.06669, 21.711369, -23.685217], Poisons' Predictions:[8, 6, 8, 6, 8, 8, 8, 8, 8, 8]
+2020-08-24 20:13:35 Epoch 59, Val iteration 0, acc 92.000 (92.000)
+2020-08-24 20:13:55 Epoch 59, Val iteration 19, acc 91.200 (90.780)
+* Prec: 90.78000106811524
+--------
+ResNeXt29_2x64d
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 20:14:00, Epoch 0, Iteration 7, loss 1.181 (2.800), acc 90.385 (70.400)
+2020-08-24 20:14:00, Epoch 30, Iteration 7, loss 0.080 (0.295), acc 96.154 (95.200)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-35.02448, -27.302425, -17.475187, 4.5001235, -86.221825, -22.797935, 31.436937, -24.651619, 28.514791, -35.933502], Poisons' Predictions:[8, 6, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 20:14:05 Epoch 59, Val iteration 0, acc 93.000 (93.000)
+2020-08-24 20:14:25 Epoch 59, Val iteration 19, acc 93.000 (92.630)
+* Prec: 92.63000221252442
+--------
+GoogLeNet
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 20:14:31, Epoch 0, Iteration 7, loss 0.256 (0.547), acc 92.308 (86.800)
+2020-08-24 20:14:31, Epoch 30, Iteration 7, loss 0.014 (0.041), acc 100.000 (98.000)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-16.048765, -7.488583, -13.327092, -3.6829507, -11.470828, -5.896836, 10.421552, -3.6112196, 9.578217, -21.292263], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 20:14:43 Epoch 59, Val iteration 0, acc 91.600 (91.600)
+2020-08-24 20:15:07 Epoch 59, Val iteration 19, acc 92.800 (92.050)
+* Prec: 92.05000152587891
+--------
+MobileNetV2
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 20:15:11, Epoch 0, Iteration 7, loss 2.426 (3.935), acc 78.846 (58.000)
+2020-08-24 20:15:11, Epoch 30, Iteration 7, loss 0.182 (0.294), acc 94.231 (92.800)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[10.146579, 14.316804, -6.424652, 10.505694, -18.785088, -6.182046, 25.820341, -34.33909, 18.746494, -24.478905], Poisons' Predictions:[8, 8, 8, 6, 8, 8, 8, 8, 8, 8]
+2020-08-24 20:15:14 Epoch 59, Val iteration 0, acc 86.200 (86.200)
+2020-08-24 20:15:21 Epoch 59, Val iteration 19, acc 87.000 (86.190)
+* Prec: 86.19000129699707
+--------
+ResNet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 20:15:24, Epoch 0, Iteration 7, loss 0.705 (0.553), acc 94.231 (90.000)
+2020-08-24 20:15:24, Epoch 30, Iteration 7, loss 0.020 (0.039), acc 100.000 (98.200)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-37.047123, -4.5900593, -18.365688, 0.030452192, -43.284634, -15.74156, 9.3807125, -27.851538, 6.8308673, -33.346832], Poisons' Predictions:[8, 6, 6, 8, 8, 8, 6, 8, 8, 8]
+2020-08-24 20:15:25 Epoch 59, Val iteration 0, acc 93.600 (93.600)
+2020-08-24 20:15:31 Epoch 59, Val iteration 19, acc 93.200 (92.430)
+* Prec: 92.43000106811523
+--------
+DenseNet121
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 20:15:36, Epoch 0, Iteration 7, loss 0.422 (0.509), acc 94.231 (89.000)
+2020-08-24 20:15:36, Epoch 30, Iteration 7, loss 0.030 (0.011), acc 98.077 (99.600)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-7.34212, -19.19429, -12.778243, -6.097155, -9.752025, -8.343, 6.189191, -33.858994, 2.6670632, -11.749632], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 6, 8, 8, 8]
+2020-08-24 20:15:44 Epoch 59, Val iteration 0, acc 92.800 (92.800)
+2020-08-24 20:16:04 Epoch 59, Val iteration 19, acc 92.200 (92.520)
+* Prec: 92.52000122070312
+--------
+------SUMMARY------
+TIME ELAPSED (mins): 674
+TARGET INDEX: 16
+DPN92 0
+SENet18 0
+ResNet50 0
+ResNeXt29_2x64d 0
+GoogLeNet 0
+MobileNetV2 0
+ResNet18 0
+DenseNet121 0

Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/16/poison_00799.pth

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+size 132166

Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/17/eval-retrained-for-60epochs.json

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+{"args": "Namespace(device='cuda', dset_path='datasets', end2end=False, eval_poisons_root='attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800', gpu='1', lr_decay_epoch=[30, 45], model_resume_path='model-chks', num_per_class=50, poison_label=8, retrain_bsize=64, retrain_epochs=60, retrain_lr=0.1, retrain_momentum=0.9, retrain_opt='adam', retrain_wd=0, subset_group=0, target_camera=True, target_index_end=18, target_index_start=17, target_index_step=1, target_label=6, target_net=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2', 'ResNet18', 'DenseNet121'], target_print_size=[2, 4], test_chk_name='ckpt-%s-4800.t7', train_data_path='datasets/CIFAR10_TRAIN_Split.pth')", "poison_label": 8, "target_label": 6, "targets": {"17": {}, "17": {"800": {"time": 52238.0, "coeffs_time": 50128, "poisons_time": 51804, "target_loss": 0.002921072067692876, "total_loss": 0.0010993570322170854, "coeff_list": [[0.09578267484903336, 0.3254917562007904, 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0.3128491938114166, 0.0], [0.25184255838394165, 0.0, 0.14791904389858246, 0.1676509827375412, 0.0, 0.0, 0.0, 0.11109261214733124, 0.18933036923408508, 0.13216449320316315]], "coeff_list_in_victim": [[0.0, 0.2017545998096466, 0.36738210916519165, 0.0, 0.36455729603767395, 0.0, 0.0, 0.0, 0.03996638208627701, 0.02633967250585556]], "victims": {"DPN92": {"clean acc": 91.26000099182129, "prediction": 6, "poisons predictions": [8, 8, 8, 6, 8, 8, 8, 8, 8, 8], "scores": [2.836519734372711e-11, 6.0198769702220295e-30, 0.0, 3.1707401478296747e-15, 4.841135952903336e-28, 4.285348750059328e-19, 0.9999313354492188, 1.4271544388613986e-37, 6.772160850232467e-05, 0.0], "malicious score": 6.772160850232467e-05, "camera": {"2": {"prediction": 6, "scores": [2.2077379924212437e-09, 1.650110448118272e-24, 1.978552941042851e-37, 2.7728198404020077e-08, 2.374853182697179e-25, 5.393242750724274e-14, 0.9981059432029724, 1.7427827817413386e-33, 0.0018933576066046953, 0.0], "malicious score": 0.0018933576066046953}, "4": {"prediction": 6, "scores": [3.447181984306269e-10, 3.828503751152899e-26, 5.6037925588349435e-42, 2.919580202598304e-11, 1.762888727163981e-26, 4.707653280011996e-17, 0.9978603720664978, 9.651078835436453e-40, 0.002139697317034006, 0.0], "malicious score": 0.002139697317034006}}}, "SENet18": {"clean acc": 90.23000106811523, "prediction": 6, "poisons predictions": [6, 8, 8, 6, 6, 6, 6, 8, 6, 8], "scores": [6.209639735743622e-08, 1.3006074236490427e-25, 8.477150205350769e-16, 3.6836728329117663e-13, 1.1619953887986867e-08, 1.3072274364226643e-18, 0.9501349925994873, 7.333529942164796e-14, 0.04986651614308357, 1.1967339263097183e-22], "malicious score": 0.04986651614308357, "camera": {"2": {"prediction": 8, "scores": [2.2939545942790573e-06, 1.0996529148010195e-28, 4.673803289105983e-15, 1.5766019600960135e-09, 1.7863444057297784e-08, 3.438075300041928e-17, 0.06394359469413757, 4.206092397117389e-13, 0.9360540509223938, 1.5460570094370991e-21], "malicious score": 0.9360540509223938}, "4": {"prediction": 8, "scores": [1.433249281035387e-06, 1.0563001113822413e-28, 1.0312795539410557e-14, 7.347909503074845e-10, 2.6483171211566514e-08, 9.288401172190597e-17, 0.3352718651294708, 1.5376817928767356e-13, 0.6647271513938904, 7.598008547675449e-21], "malicious score": 0.6647271513938904}}}, "ResNet50": {"clean acc": 90.59000053405762, "prediction": 6, "poisons predictions": [8, 6, 8, 8, 6, 8, 8, 8, 8, 8], "scores": [7.75436531203424e-41, 9.80908925027372e-45, 9.80628665334507e-42, 1.60869063704489e-41, 5.605193857299268e-45, 1.401298464324817e-45, 0.9814067482948303, 4.1426043105181547e-32, 0.018594207242131233, 2.204489044753501e-32], "malicious score": 0.018594207242131233, "camera": {"2": {"prediction": 8, "scores": [3.659982795345238e-38, 2.802596928649634e-45, 6.560879409968794e-42, 1.2479267515165222e-33, 1.2666336819032022e-41, 2.366793106244616e-42, 1.5573561995552154e-07, 3.0984127727222647e-30, 1.0, 1.1981561666247845e-27], "malicious score": 1.0}, "4": {"prediction": 8, "scores": [7.733065575376503e-41, 2.802596928649634e-45, 2.5867969651436123e-42, 4.0378916847107506e-35, 2.450871014104105e-42, 8.267660939516421e-44, 2.1311223008524394e-08, 3.7325222329110546e-32, 1.0, 1.7178374268679484e-28], "malicious score": 1.0}}}, "ResNeXt29_2x64d": {"clean acc": 91.75000114440918, "prediction": 6, "poisons predictions": [8, 8, 6, 8, 8, 8, 8, 8, 8, 8], "scores": [2.9785483036430407e-27, 1.5602647856151385e-21, 9.178261742756916e-17, 1.3646278551604496e-09, 1.0378736694200258e-38, 3.362700553474698e-25, 0.799597978591919, 2.173770195303307e-29, 0.20040245354175568, 9.708102467497215e-22], "malicious score": 0.20040245354175568, "camera": {"2": {"prediction": 6, "scores": [5.756344712877691e-20, 2.517277694482599e-18, 1.5958246415937946e-14, 0.0002313631703145802, 2.896072135259856e-28, 4.639699676662547e-21, 0.873492419719696, 1.2236705601060122e-22, 0.12627562880516052, 4.200353535023922e-16], "malicious score": 0.12627562880516052}, "4": {"prediction": 8, "scores": [3.553471594766723e-23, 3.839541374511008e-21, 2.1770968088339693e-15, 1.998544939851854e-05, 5.014163124110476e-30, 2.2522732616432044e-21, 0.4086611866950989, 5.331899687995141e-27, 0.591318666934967, 6.606337932749166e-18], "malicious score": 0.591318666934967}}}, "GoogLeNet": {"clean acc": 91.20000076293945, "prediction": 6, "poisons predictions": [6, 8, 8, 6, 8, 8, 6, 8, 8, 8], "scores": [1.5612018697736489e-18, 8.103076543086729e-10, 2.0046844739773917e-10, 1.654359607528022e-06, 5.40949175644595e-13, 1.1119737308717959e-07, 0.9628148078918457, 4.563804889556877e-10, 0.03718367964029312, 1.2329597489076267e-18], "malicious score": 0.03718367964029312, "camera": {"2": {"prediction": 6, "scores": [3.607665523588775e-17, 3.4726239661608815e-09, 5.501069111346624e-08, 0.0001974149199668318, 1.5138083928750712e-12, 7.000845653237775e-05, 0.9982953667640686, 1.369142715867966e-10, 0.001437213271856308, 1.9636109689151303e-16], "malicious score": 0.001437213271856308}, "4": {"prediction": 6, "scores": [2.3081000957440668e-17, 8.088303360409554e-09, 2.7780314160175124e-10, 6.281086098169908e-05, 1.7506718297255475e-11, 6.8899908001185395e-06, 0.9374951720237732, 1.3345668320452475e-11, 0.0624355711042881, 7.990598598580138e-16], "malicious score": 0.0624355711042881}}}, "MobileNetV2": {"clean acc": 87.17000122070313, "prediction": 6, "poisons predictions": [8, 8, 6, 6, 8, 8, 8, 8, 8, 8], "scores": [4.691426395217482e-18, 3.1658782845915535e-17, 1.624334347583023e-11, 0.0004690596251748502, 1.0355237988705218e-13, 3.2423675831901033e-15, 0.8863413333892822, 2.61638760073388e-25, 0.11318928748369217, 2.8164964774971847e-19], "malicious score": 0.11318928748369217, "camera": {"2": {"prediction": 3, "scores": [2.00575030217566e-15, 6.302448954437126e-23, 2.2251598341682666e-09, 0.6751487255096436, 8.973163358183545e-12, 1.0823494878131612e-11, 0.3236996531486511, 6.186368506107352e-25, 0.0011516718659549952, 9.90299719449811e-18], "malicious score": 0.0011516718659549952}, "4": {"prediction": 6, "scores": [3.728125189216912e-17, 4.603345432053108e-22, 5.858122431590118e-09, 0.30717727541923523, 5.311189852363896e-06, 3.46699969080988e-12, 0.6910579800605774, 1.1734996218454619e-26, 0.0017590803327038884, 1.6507964075381968e-17], "malicious score": 0.0017590803327038884}}}, "ResNet18": {"clean acc": 92.52000045776367, "prediction": 6, "poisons predictions": [6, 8, 6, 6, 6, 6, 8, 8, 8, 8], "scores": [3.3680350967619274e-21, 7.381171818502882e-14, 1.229266688440589e-10, 0.00037321553099900484, 3.2197496686114916e-23, 4.3232177837637664e-09, 0.7453619837760925, 1.3469193672437763e-17, 0.2542645335197449, 2.8410859075454866e-21], "malicious score": 0.2542645335197449, "camera": {"2": {"prediction": 6, "scores": [2.9114672444721894e-22, 1.6568355142241036e-15, 2.9938811846319524e-12, 0.0006402562721632421, 2.5385925738690287e-23, 1.9578223486860225e-08, 0.6832264065742493, 1.8326023296811805e-20, 0.3161330223083496, 3.1663666054962953e-21], "malicious score": 0.3161330223083496}, "4": {"prediction": 6, "scores": [1.2915030811370586e-21, 2.8005189448921178e-14, 1.0993526228242345e-10, 0.0009606304229237139, 1.2079620044547824e-22, 9.476154083642996e-09, 0.7809218764305115, 1.028625458091715e-18, 0.21811792254447937, 4.553276266315662e-21], "malicious score": 0.21811792254447937}}}, "DenseNet121": {"clean acc": 92.6500015258789, "prediction": 6, "poisons predictions": [8, 8, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [3.4971574525144433e-09, 1.0785257131828985e-09, 6.079293179972467e-10, 1.770860944816377e-05, 1.0893836588365957e-06, 2.653157196164102e-07, 0.683010458946228, 2.901481789112707e-19, 0.31697067618370056, 1.8805972404334348e-12], "malicious score": 0.31697067618370056, "camera": {"2": {"prediction": 6, "scores": [2.1390796689502167e-08, 1.062199772583483e-09, 1.2439554594734226e-11, 0.00033185139182023704, 1.0741780798184664e-08, 4.2751784690153727e-07, 0.9673101902008057, 3.1480141818901286e-20, 0.03235740214586258, 9.940574405287173e-12], "malicious score": 0.03235740214586258}, "4": {"prediction": 6, "scores": [1.6133814284557957e-08, 8.177727939262525e-10, 3.5281874644077504e-11, 0.0005720709450542927, 1.5697075639309332e-08, 2.7903784030058887e-06, 0.8679587841033936, 6.873530809223976e-21, 0.13146638870239258, 2.871127641190796e-11], "malicious score": 0.13146638870239258}}}}}}}, "poison_idx_list": [213, 225, 227, 247, 249, 253, 261, 271, 273, 281]}

Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/17/log.txt

@@ -0,0 +1,112 @@
+Namespace(chk_path='attack-results-10poisons/100-overlap/linear-transfer-learning', chk_subdir='poisons', device='cuda', dset_path='datasets', end2end=False, eval_poison_path='', gpu='1', lr_decay_epoch=[30, 45], mode='convex', model_resume_path='model-chks', nearest=False, net_repeat=1, num_per_class=50, original_grad=True, poison_decay_ites=[], poison_decay_ratio=0.1, poison_epsilon=0.1, poison_ites=800, poison_label=8, poison_lr=0.04, poison_momentum=0.9, poison_num=10, poison_opt='adam', resume_poison_ite=0, retrain_bsize=64, retrain_epochs=60, retrain_lr=0.1, retrain_momentum=0.9, retrain_opt='adam', retrain_wd=0, subs_chk_name=['ckpt-%s-4800-dp0.200-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.250-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.300-droplayer0.000.t7'], subs_dp=[0.2, 0.25, 0.3], subset_group=0, substitute_nets=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2'], target_index=17, target_label=6, target_net=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2', 'ResNet18', 'DenseNet121'], test_chk_name='ckpt-%s-4800.t7', tol=1e-06, train_data_path='datasets/CIFAR10_TRAIN_Split.pth')
+Path: attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/17
+Selected base image indices: [213, 225, 227, 247, 249, 253, 261, 271, 273, 281]
+ 2020-08-24 09:27:44 Iteration 0 	 Training Loss: 4.563e-01 	 Loss in Target Net: 3.097e-01	  
+ 2020-08-24 09:46:18 Iteration 50 	 Training Loss: 2.761e-03 	 Loss in Target Net: 7.571e-03	  
+ 2020-08-24 10:27:52 Iteration 100 	 Training Loss: 2.081e-03 	 Loss in Target Net: 3.857e-03	  
+ 2020-08-24 11:16:11 Iteration 150 	 Training Loss: 1.848e-03 	 Loss in Target Net: 3.625e-03	  
+ 2020-08-24 12:08:30 Iteration 200 	 Training Loss: 1.499e-03 	 Loss in Target Net: 4.108e-03	  
+ 2020-08-24 13:02:50 Iteration 250 	 Training Loss: 1.393e-03 	 Loss in Target Net: 4.737e-03	  
+ 2020-08-24 13:59:01 Iteration 300 	 Training Loss: 1.377e-03 	 Loss in Target Net: 2.965e-03	  
+ 2020-08-24 14:57:28 Iteration 350 	 Training Loss: 1.241e-03 	 Loss in Target Net: 2.729e-03	  
+ 2020-08-24 15:56:14 Iteration 400 	 Training Loss: 1.352e-03 	 Loss in Target Net: 3.217e-03	  
+ 2020-08-24 16:55:28 Iteration 450 	 Training Loss: 1.277e-03 	 Loss in Target Net: 2.266e-03	  
+ 2020-08-24 17:55:15 Iteration 500 	 Training Loss: 1.293e-03 	 Loss in Target Net: 2.783e-03	  
+ 2020-08-24 18:57:17 Iteration 550 	 Training Loss: 1.358e-03 	 Loss in Target Net: 3.392e-03	  
+ 2020-08-24 19:59:43 Iteration 600 	 Training Loss: 1.207e-03 	 Loss in Target Net: 3.322e-03	  
+ 2020-08-24 20:58:45 Iteration 650 	 Training Loss: 1.196e-03 	 Loss in Target Net: 3.834e-03	  
+ 2020-08-24 21:58:00 Iteration 700 	 Training Loss: 1.031e-03 	 Loss in Target Net: 3.936e-03	  
+ 2020-08-24 22:58:25 Iteration 750 	 Training Loss: 1.190e-03 	 Loss in Target Net: 2.889e-03	  
+ 2020-08-24 23:58:22 Iteration 799 	 Training Loss: 1.099e-03 	 Loss in Target Net: 2.921e-03	  
+Evaluating against victims networks
+DPN92
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 23:58:40, Epoch 0, Iteration 7, loss 0.812 (3.426), acc 84.615 (68.800)
+2020-08-24 23:58:40, Epoch 30, Iteration 7, loss 0.040 (0.045), acc 96.154 (98.200)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[4.0557504, -23.992615, -70.61903, -4.7638445, -33.173546, -2.92429, 30.780441, -88.46116, 20.820786, -78.48332], Poisons' Predictions:[8, 8, 8, 6, 8, 8, 8, 8, 8, 8]
+2020-08-24 23:59:03 Epoch 59, Val iteration 0, acc 89.600 (89.600)
+2020-08-24 23:59:51 Epoch 59, Val iteration 19, acc 92.400 (90.970)
+* Prec: 90.97000160217286
+--------
+SENet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 23:59:55, Epoch 0, Iteration 7, loss 0.830 (0.834), acc 96.154 (87.800)
+2020-08-24 23:59:55, Epoch 30, Iteration 7, loss 0.043 (0.301), acc 98.077 (93.600)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[1.4959629, -9.26417, -13.731949, -7.090729, 3.1451864, -16.647057, 17.959553, -9.158562, 15.027841, -21.343367], Poisons' Predictions:[6, 8, 8, 6, 6, 6, 6, 8, 6, 8]
+2020-08-24 23:59:58 Epoch 59, Val iteration 0, acc 90.400 (90.400)
+2020-08-25 00:00:05 Epoch 59, Val iteration 19, acc 92.400 (90.370)
+* Prec: 90.37000198364258
+--------
+ResNet50
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-25 00:00:11, Epoch 0, Iteration 7, loss 0.040 (1.936), acc 98.077 (82.600)
+2020-08-25 00:00:11, Epoch 30, Iteration 7, loss 0.140 (0.029), acc 98.077 (99.200)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-39.238197, -7.9341555, -59.86279, -92.49885, -49.878433, -19.773516, 27.864183, -13.74631, 26.60948, -54.242466], Poisons' Predictions:[8, 6, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-25 00:00:18 Epoch 59, Val iteration 0, acc 92.600 (92.600)
+2020-08-25 00:00:38 Epoch 59, Val iteration 19, acc 91.800 (91.220)
+* Prec: 91.22000160217286
+--------
+ResNeXt29_2x64d
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-25 00:00:43, Epoch 0, Iteration 7, loss 1.278 (2.064), acc 86.538 (76.600)
+2020-08-25 00:00:44, Epoch 30, Iteration 7, loss 0.063 (0.021), acc 96.154 (99.000)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-35.04874, -9.283641, -11.339605, 0.07556613, -60.549698, -28.51639, 22.668543, -34.32825, 21.579298, -22.432991], Poisons' Predictions:[8, 8, 6, 8, 8, 8, 8, 8, 8, 8]
+2020-08-25 00:00:50 Epoch 59, Val iteration 0, acc 91.800 (91.800)
+2020-08-25 00:01:10 Epoch 59, Val iteration 19, acc 93.400 (92.130)
+* Prec: 92.13000183105468
+--------
+GoogLeNet
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-25 00:01:17, Epoch 0, Iteration 7, loss 0.268 (0.490), acc 92.308 (89.400)
+2020-08-25 00:01:17, Epoch 30, Iteration 7, loss 0.084 (0.068), acc 96.154 (96.800)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-31.218828, -12.622336, -8.871776, -4.546258, -20.104975, -6.852872, 11.046091, -6.613449, 7.4013085, -24.682636], Poisons' Predictions:[6, 8, 8, 6, 8, 8, 8, 8, 8, 8]
+2020-08-25 00:01:29 Epoch 59, Val iteration 0, acc 91.200 (91.200)
+2020-08-25 00:01:54 Epoch 59, Val iteration 19, acc 92.800 (91.270)
+* Prec: 91.27000198364257
+--------
+MobileNetV2
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-25 00:01:57, Epoch 0, Iteration 7, loss 1.742 (4.075), acc 76.923 (58.000)
+2020-08-25 00:01:58, Epoch 30, Iteration 7, loss 0.166 (0.343), acc 92.308 (93.000)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-2.7880197, -7.2442303, 2.5105617, 15.557666, -7.937893, -0.22899047, 24.79869, -38.46243, 22.861061, -18.12078], Poisons' Predictions:[8, 8, 6, 6, 8, 8, 8, 8, 8, 8]
+2020-08-25 00:02:00 Epoch 59, Val iteration 0, acc 88.600 (88.600)
+2020-08-25 00:02:08 Epoch 59, Val iteration 19, acc 88.000 (87.000)
+* Prec: 87.0000015258789
+--------
+ResNet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-25 00:02:10, Epoch 0, Iteration 7, loss 0.478 (0.645), acc 92.308 (84.400)
+2020-08-25 00:02:11, Epoch 30, Iteration 7, loss 0.066 (0.077), acc 98.077 (97.800)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-42.244373, -4.23315, -10.083392, 4.49764, -33.826077, -4.991963, 11.373602, -11.5192175, 10.286855, -31.171278], Poisons' Predictions:[8, 8, 8, 6, 8, 6, 8, 8, 8, 8]
+2020-08-25 00:02:12 Epoch 59, Val iteration 0, acc 94.400 (94.400)
+2020-08-25 00:02:18 Epoch 59, Val iteration 19, acc 94.200 (92.680)
+* Prec: 92.68000106811523
+--------
+DenseNet121
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-25 00:02:23, Epoch 0, Iteration 7, loss 0.101 (0.507), acc 96.154 (89.800)
+2020-08-25 00:02:23, Epoch 30, Iteration 7, loss 0.002 (0.010), acc 100.000 (100.000)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-13.665632, -18.081854, -12.483285, -6.2854156, -6.3425984, -9.410162, 4.0783653, -36.563057, 3.4037688, -31.439138], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-25 00:02:31 Epoch 59, Val iteration 0, acc 92.800 (92.800)
+2020-08-25 00:02:52 Epoch 59, Val iteration 19, acc 92.800 (92.650)
+* Prec: 92.6500015258789
+--------
+------SUMMARY------
+TIME ELAPSED (mins): 871
+TARGET INDEX: 17
+DPN92 0
+SENet18 0
+ResNet50 0
+ResNeXt29_2x64d 0
+GoogLeNet 0
+MobileNetV2 0
+ResNet18 0
+DenseNet121 0

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Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/18/log.txt

@@ -0,0 +1,112 @@
+Namespace(chk_path='attack-results-10poisons/100-overlap/linear-transfer-learning', chk_subdir='poisons', device='cuda', dset_path='datasets', end2end=False, eval_poison_path='', gpu='2', lr_decay_epoch=[30, 45], mode='convex', model_resume_path='model-chks', nearest=False, net_repeat=1, num_per_class=50, original_grad=True, poison_decay_ites=[], poison_decay_ratio=0.1, poison_epsilon=0.1, poison_ites=800, poison_label=8, poison_lr=0.04, poison_momentum=0.9, poison_num=10, poison_opt='adam', resume_poison_ite=0, retrain_bsize=64, retrain_epochs=60, retrain_lr=0.1, retrain_momentum=0.9, retrain_opt='adam', retrain_wd=0, subs_chk_name=['ckpt-%s-4800-dp0.200-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.250-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.300-droplayer0.000.t7'], subs_dp=[0.2, 0.25, 0.3], subset_group=0, substitute_nets=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2'], target_index=18, target_label=6, target_net=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2', 'ResNet18', 'DenseNet121'], test_chk_name='ckpt-%s-4800.t7', tol=1e-06, train_data_path='datasets/CIFAR10_TRAIN_Split.pth')
+Path: attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/18
+Selected base image indices: [213, 225, 227, 247, 249, 253, 261, 271, 273, 281]
+ 2020-08-24 10:14:44 Iteration 0 	 Training Loss: 4.115e-01 	 Loss in Target Net: 3.341e-01	  
+ 2020-08-24 10:33:42 Iteration 50 	 Training Loss: 2.455e-03 	 Loss in Target Net: 1.394e-02	  
+ 2020-08-24 11:03:55 Iteration 100 	 Training Loss: 2.018e-03 	 Loss in Target Net: 1.352e-02	  
+ 2020-08-24 11:35:14 Iteration 150 	 Training Loss: 1.535e-03 	 Loss in Target Net: 1.328e-02	  
+ 2020-08-24 12:08:34 Iteration 200 	 Training Loss: 1.371e-03 	 Loss in Target Net: 1.294e-02	  
+ 2020-08-24 12:43:34 Iteration 250 	 Training Loss: 1.253e-03 	 Loss in Target Net: 1.087e-02	  
+ 2020-08-24 13:19:08 Iteration 300 	 Training Loss: 1.250e-03 	 Loss in Target Net: 1.169e-02	  
+ 2020-08-24 13:52:37 Iteration 350 	 Training Loss: 1.254e-03 	 Loss in Target Net: 1.096e-02	  
+ 2020-08-24 14:28:21 Iteration 400 	 Training Loss: 1.241e-03 	 Loss in Target Net: 1.193e-02	  
+ 2020-08-24 15:03:09 Iteration 450 	 Training Loss: 1.182e-03 	 Loss in Target Net: 1.245e-02	  
+ 2020-08-24 15:37:14 Iteration 500 	 Training Loss: 1.124e-03 	 Loss in Target Net: 1.076e-02	  
+ 2020-08-24 16:12:06 Iteration 550 	 Training Loss: 1.210e-03 	 Loss in Target Net: 1.144e-02	  
+ 2020-08-24 16:47:33 Iteration 600 	 Training Loss: 1.154e-03 	 Loss in Target Net: 8.525e-03	  
+ 2020-08-24 17:22:00 Iteration 650 	 Training Loss: 1.058e-03 	 Loss in Target Net: 9.871e-03	  
+ 2020-08-24 17:56:44 Iteration 700 	 Training Loss: 1.118e-03 	 Loss in Target Net: 1.021e-02	  
+ 2020-08-24 18:32:30 Iteration 750 	 Training Loss: 1.043e-03 	 Loss in Target Net: 1.109e-02	  
+ 2020-08-24 19:07:02 Iteration 799 	 Training Loss: 1.130e-03 	 Loss in Target Net: 8.300e-03	  
+Evaluating against victims networks
+DPN92
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 19:07:19, Epoch 0, Iteration 7, loss 3.318 (4.094), acc 86.538 (71.000)
+2020-08-24 19:07:19, Epoch 30, Iteration 7, loss 0.013 (0.098), acc 100.000 (97.800)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[12.8937645, -9.157146, -68.56983, -1.2618606, -60.225163, -12.773874, 14.760608, -46.241646, 30.075478, -91.342705], Poisons' Predictions:[8, 8, 8, 6, 8, 8, 8, 8, 8, 8]
+2020-08-24 19:07:42 Epoch 59, Val iteration 0, acc 90.600 (90.600)
+2020-08-24 19:08:27 Epoch 59, Val iteration 19, acc 92.000 (91.300)
+* Prec: 91.30000038146973
+--------
+SENet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 19:08:31, Epoch 0, Iteration 7, loss 1.125 (1.032), acc 90.385 (85.400)
+2020-08-24 19:08:31, Epoch 30, Iteration 7, loss 0.472 (0.336), acc 94.231 (94.400)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-2.8204918, -15.386778, -8.308289, -3.3617082, 1.7301829, -13.205772, 12.897327, -16.404404, 11.681663, -16.214361], Poisons' Predictions:[8, 8, 8, 6, 8, 8, 8, 8, 8, 8]
+2020-08-24 19:08:35 Epoch 59, Val iteration 0, acc 91.600 (91.600)
+2020-08-24 19:08:41 Epoch 59, Val iteration 19, acc 92.200 (91.180)
+* Prec: 91.18000106811523
+--------
+ResNet50
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 19:08:47, Epoch 0, Iteration 7, loss 1.106 (1.779), acc 92.308 (81.800)
+2020-08-24 19:08:47, Epoch 30, Iteration 7, loss 0.141 (0.103), acc 98.077 (97.400)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-18.986767, -28.69756, -38.075684, -44.402054, -56.917137, -52.448902, 31.927011, -6.7856607, 47.698223, -33.770348], Poisons' Predictions:[8, 8, 8, 6, 8, 8, 8, 8, 8, 8]
+2020-08-24 19:08:53 Epoch 59, Val iteration 0, acc 92.200 (92.200)
+2020-08-24 19:09:12 Epoch 59, Val iteration 19, acc 92.400 (92.450)
+* Prec: 92.4500015258789
+--------
+ResNeXt29_2x64d
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 19:09:18, Epoch 0, Iteration 7, loss 0.284 (2.214), acc 90.385 (71.800)
+2020-08-24 19:09:18, Epoch 30, Iteration 7, loss 0.008 (0.078), acc 100.000 (97.400)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-31.872866, -19.836742, -3.869441, 5.611767, -62.714096, -29.040112, 4.293504, -19.977568, 10.0134535, -28.425705], Poisons' Predictions:[8, 8, 8, 6, 8, 8, 8, 8, 8, 8]
+2020-08-24 19:09:24 Epoch 59, Val iteration 0, acc 90.400 (90.400)
+2020-08-24 19:09:44 Epoch 59, Val iteration 19, acc 92.000 (91.910)
+* Prec: 91.91000175476074
+--------
+GoogLeNet
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 19:09:50, Epoch 0, Iteration 7, loss 0.471 (0.468), acc 86.538 (89.600)
+2020-08-24 19:09:50, Epoch 30, Iteration 7, loss 0.021 (0.042), acc 100.000 (98.800)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-11.306431, -3.6991737, -7.4407725, -0.47296137, -18.768946, -4.952348, 4.59954, -20.244625, 7.751964, -15.734681], Poisons' Predictions:[8, 8, 8, 6, 8, 8, 8, 8, 8, 8]
+2020-08-24 19:10:01 Epoch 59, Val iteration 0, acc 90.800 (90.800)
+2020-08-24 19:10:26 Epoch 59, Val iteration 19, acc 91.800 (91.890)
+* Prec: 91.89000053405762
+--------
+MobileNetV2
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 19:10:30, Epoch 0, Iteration 7, loss 1.172 (3.579), acc 80.769 (63.400)
+2020-08-24 19:10:30, Epoch 30, Iteration 7, loss 0.323 (0.306), acc 94.231 (93.600)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[3.7903962, -26.278751, 6.3931055, 10.234778, -37.716736, -1.0344205, 17.330704, -10.863675, 16.049356, -44.358437], Poisons' Predictions:[8, 8, 8, 6, 8, 6, 8, 8, 8, 8]
+2020-08-24 19:10:32 Epoch 59, Val iteration 0, acc 87.200 (87.200)
+2020-08-24 19:10:40 Epoch 59, Val iteration 19, acc 86.800 (86.770)
+* Prec: 86.77000274658204
+--------
+ResNet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 19:10:42, Epoch 0, Iteration 7, loss 0.469 (0.921), acc 90.385 (83.400)
+2020-08-24 19:10:43, Epoch 30, Iteration 7, loss 0.089 (0.043), acc 96.154 (97.800)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-18.813807, -13.877965, -17.559212, 2.113015, -47.493866, -7.9345574, 9.412972, -16.74059, 7.8078575, -35.903835], Poisons' Predictions:[8, 8, 8, 6, 8, 8, 8, 8, 8, 8]
+2020-08-24 19:10:44 Epoch 59, Val iteration 0, acc 93.000 (93.000)
+2020-08-24 19:10:50 Epoch 59, Val iteration 19, acc 94.000 (92.240)
+* Prec: 92.24000129699706
+--------
+DenseNet121
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 19:10:55, Epoch 0, Iteration 7, loss 0.383 (0.467), acc 92.308 (91.800)
+2020-08-24 19:10:55, Epoch 30, Iteration 7, loss 0.003 (0.005), acc 100.000 (99.800)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-6.7717543, -22.245737, -14.743053, -6.6873255, -14.709441, -8.175198, 1.3143846, -33.7887, 4.162287, -16.672544], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 19:11:03 Epoch 59, Val iteration 0, acc 93.400 (93.400)
+2020-08-24 19:11:23 Epoch 59, Val iteration 19, acc 93.800 (92.900)
+* Prec: 92.9000015258789
+--------
+------SUMMARY------
+TIME ELAPSED (mins): 532
+TARGET INDEX: 18
+DPN92 1
+SENet18 0
+ResNet50 1
+ResNeXt29_2x64d 1
+GoogLeNet 1
+MobileNetV2 0
+ResNet18 0
+DenseNet121 1

Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/18/poison_00799.pth

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Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/19/eval-retrained-for-60epochs.json

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+{"args": "Namespace(device='cuda', dset_path='datasets', end2end=False, eval_poisons_root='attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800', gpu='1', lr_decay_epoch=[30, 45], model_resume_path='model-chks', num_per_class=50, poison_label=8, retrain_bsize=64, retrain_epochs=60, retrain_lr=0.1, retrain_momentum=0.9, retrain_opt='adam', retrain_wd=0, subset_group=0, target_camera=True, target_index_end=20, target_index_start=19, target_index_step=1, target_label=6, target_net=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2', 'ResNet18', 'DenseNet121'], target_print_size=[2, 4], test_chk_name='ckpt-%s-4800.t7', train_data_path='datasets/CIFAR10_TRAIN_Split.pth')", "poison_label": 8, "target_label": 6, "targets": {"19": {}, "19": {"800": {"time": 16408.0, "coeffs_time": 14400, "poisons_time": 16019, "target_loss": 0.045268576592206955, "total_loss": 0.0017315350705757737, "coeff_list": [[0.18686053156852722, 0.22355076670646667, 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{"prediction": 3, "scores": [1.238611210124807e-12, 8.293291320192563e-32, 6.06410665158672e-15, 0.5762243866920471, 3.013618510294691e-08, 0.40675675868988037, 0.006502179894596338, 8.50507722102924e-37, 0.010515780188143253, 1.5547375591075042e-23], "malicious score": 0.010515780188143253}, "4": {"prediction": 5, "scores": [2.678276166383914e-13, 2.524953637105818e-32, 1.5243564060758025e-14, 0.1010768786072731, 8.944832785573453e-08, 0.7323764562606812, 0.0035207264591008425, 1.2931927719572433e-38, 0.16302521526813507, 5.439604255903419e-23], "malicious score": 0.16302521526813507}}}, "SENet18": {"clean acc": 91.74000129699706, "prediction": 6, "poisons predictions": [8, 3, 5, 6, 4, 0, 8, 3, 5, 8], "scores": [2.5643672074693313e-07, 1.1412516265352224e-08, 3.2010949446714676e-10, 8.000364459803677e-07, 0.00010877518070628867, 6.100777483197817e-08, 0.8041527271270752, 5.553436671027617e-14, 0.195736825466156, 2.924699328207825e-13], "malicious score": 0.195736825466156, "camera": {"2": {"prediction": 3, "scores": [2.3118282843626048e-09, 6.536502299635702e-17, 0.00012748836888931692, 0.9978699088096619, 0.0005330045241862535, 4.4330183300189674e-05, 1.076076046047092e-06, 1.7190857071192056e-10, 0.001424448098987341, 9.94558168460058e-12], "malicious score": 0.001424448098987341}, "4": {"prediction": 8, "scores": [1.4720718581884285e-06, 3.939567178338696e-15, 0.00011922226258320734, 0.020504815503954887, 0.000500331399962306, 0.00024537002900615335, 0.00738164596259594, 9.042017893971799e-13, 0.9712466597557068, 3.089097311281819e-10], "malicious score": 0.9712466597557068}}}, "ResNet50": {"clean acc": 91.86000175476075, "prediction": 8, "poisons predictions": [8, 8, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [9.488645770323406e-29, 2.9911283335950323e-28, 7.985999948187132e-42, 1.687171205475335e-28, 0.0, 1.2520465837096658e-33, 0.4628009498119354, 2.1060782759445466e-37, 0.5371986031532288, 3.583120173278557e-42], "malicious score": 0.5371986031532288, "camera": {"2": {"prediction": 8, "scores": [1.1729228905680355e-25, 1.7156581519295904e-19, 7.674454821637866e-11, 7.012421576746419e-08, 7.613862050636211e-33, 9.990706216022885e-29, 5.865447764208515e-27, 3.695403060047964e-32, 1.0, 8.772128386673355e-43], "malicious score": 1.0}, "4": {"prediction": 8, "scores": [1.9869907366797367e-25, 2.372923510653826e-18, 7.509949995210263e-09, 5.345717044954903e-16, 6.169745682268307e-35, 1.8019918843084462e-25, 2.6903479928822528e-21, 1.4693005542325535e-34, 1.0, 8.978119260929103e-42], "malicious score": 1.0}}}, "ResNeXt29_2x64d": {"clean acc": 90.75000114440918, "prediction": 8, "poisons predictions": [8, 8, 8, 6, 8, 3, 8, 8, 8, 8], "scores": [2.0516287763550603e-18, 2.6693435656310882e-11, 3.173458403612356e-14, 6.398314872058108e-05, 1.3686967817177881e-28, 4.63070441061846e-19, 0.24256795644760132, 3.004717570097182e-26, 0.7573683857917786, 2.689261031744994e-13], "malicious score": 0.7573683857917786, "camera": {"2": {"prediction": 3, "scores": [1.8530485893396435e-31, 2.947663716900585e-22, 3.218646933722015e-14, 1.0, 3.9450007704999734e-09, 5.153628175255665e-13, 2.8924652603623535e-11, 2.727805876040778e-31, 4.00487426560495e-15, 6.4883837064559904e-24], "malicious score": 4.00487426560495e-15}, "4": {"prediction": 5, "scores": [6.638384232506706e-14, 5.679522898426243e-20, 3.464828751020832e-06, 0.4885759949684143, 1.1288193491054699e-05, 0.5090105533599854, 0.0003183738444931805, 3.934478525156724e-21, 0.002080280566588044, 3.809256465814315e-09], "malicious score": 0.002080280566588044}}}, "GoogLeNet": {"clean acc": 92.28000221252441, "prediction": 8, "poisons predictions": [8, 8, 8, 6, 8, 8, 8, 8, 8, 8], "scores": [1.0846528120111998e-09, 5.263116467169385e-14, 1.224185325554572e-05, 6.921998647158034e-06, 1.3406977784902185e-11, 0.006568963639438152, 0.014510490000247955, 4.947523501996898e-10, 0.978901207447052, 1.3596920898223397e-12], "malicious score": 0.978901207447052, "camera": {"2": {"prediction": 3, "scores": [1.5359455574071035e-05, 2.6525738050509062e-08, 0.36738812923431396, 0.5887648463249207, 3.0377441362361424e-06, 0.04382781311869621, 2.733886503847316e-07, 1.1839147586873827e-16, 6.356561925713322e-07, 2.329275661239194e-09], "malicious score": 6.356561925713322e-07}, "4": {"prediction": 5, "scores": [0.00011109515617135912, 9.26422993874354e-10, 0.1835586279630661, 0.05092893913388252, 0.0001365731586702168, 0.7650824189186096, 1.1651440217974596e-05, 5.522693847376248e-12, 0.00017041567480191588, 2.3717331032457878e-07], "malicious score": 0.00017041567480191588}}}, "MobileNetV2": {"clean acc": 87.01000137329102, "prediction": 6, "poisons predictions": [8, 8, 8, 6, 8, 2, 8, 8, 8, 8], "scores": [3.7808954101228864e-13, 1.4208756637481293e-21, 3.612008185882587e-07, 1.2282805982977152e-05, 1.0938514411260886e-18, 1.614611222500173e-10, 0.9667868614196777, 3.398074831680322e-23, 0.03320128843188286, 1.5254756157981084e-22], "malicious score": 0.03320128843188286, "camera": {"2": {"prediction": 2, "scores": [1.5201681691223712e-08, 8.874974277229116e-37, 0.956026554107666, 0.01694653369486332, 8.851447285221842e-21, 0.026944899931550026, 4.8056353989522904e-05, 8.911867077632252e-11, 3.353351348778233e-05, 5.993783839389708e-28], "malicious score": 3.353351348778233e-05}, "4": {"prediction": 2, "scores": [7.377774124961434e-08, 1.1928519770609616e-35, 0.9428272247314453, 0.018645845353603363, 3.993986011514888e-20, 0.03599514067173004, 0.0019498596666380763, 3.3257160914068606e-11, 0.0005826028645969927, 1.2532935187061494e-26], "malicious score": 0.0005826028645969927}}}, "ResNet18": {"clean acc": 91.87000160217285, "prediction": 8, "poisons predictions": [8, 8, 8, 6, 8, 8, 8, 8, 8, 8], "scores": [2.6582229769495026e-29, 2.591990622136109e-09, 1.8093818110465065e-11, 0.0017949489410966635, 8.028109618085417e-18, 6.476627394114143e-12, 0.20186592638492584, 3.040813075836068e-16, 0.7963393926620483, 7.480617741675193e-27], "malicious score": 0.7963393926620483, "camera": {"2": {"prediction": 3, "scores": [8.430754857904736e-21, 6.50925077727571e-11, 4.2778552922229096e-10, 0.975029468536377, 4.0340183992716716e-13, 6.981971667485709e-10, 2.565311092439515e-07, 4.5575290217665955e-23, 0.02497001178562641, 2.0451680451484285e-24], "malicious score": 0.02497001178562641}, "4": {"prediction": 3, "scores": [5.136157156424474e-18, 1.853103781535026e-10, 4.2631045915619836e-10, 0.8884024024009705, 2.2036962098875845e-12, 3.740633580662234e-09, 5.811464802718547e-07, 1.0145950208743952e-20, 0.11159694939851761, 8.568019608908422e-23], "malicious score": 0.11159694939851761}}}, "DenseNet121": {"clean acc": 92.8600009918213, "prediction": 6, "poisons predictions": [8, 8, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [2.0164479863638007e-08, 2.384682865338245e-19, 4.8623860493535176e-08, 1.070831558536156e-06, 5.695611532389078e-16, 3.337308207562728e-10, 0.9577741026878357, 1.5658763255763228e-20, 0.042224492877721786, 7.271129531805087e-11], "malicious score": 0.042224492877721786, "camera": {"2": {"prediction": 3, "scores": [1.872994164278663e-12, 3.7532356112192124e-19, 0.42774564027786255, 0.5719632506370544, 9.136488440808499e-12, 9.8848991910927e-05, 0.00018209553672932088, 2.165053800269026e-16, 1.0299044333805796e-05, 2.701740697830246e-08], "malicious score": 1.0299044333805796e-05}, "4": {"prediction": 6, "scores": [2.7339617236776803e-09, 2.4725783761925604e-16, 0.1304786056280136, 0.013456836342811584, 0.00016505586972925812, 0.00036483019357547164, 0.854656457901001, 9.13470794330351e-05, 0.0007867903914302588, 8.728597578055997e-08], "malicious score": 0.0007867903914302588}}}}}}}, "poison_idx_list": [213, 225, 227, 247, 249, 253, 261, 271, 273, 281]}

Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/19/log.txt

@@ -0,0 +1,112 @@
+Namespace(chk_path='attack-results-10poisons/100-overlap/linear-transfer-learning', chk_subdir='poisons', device='cuda', dset_path='datasets', end2end=False, eval_poison_path='', gpu='3', lr_decay_epoch=[30, 45], mode='convex', model_resume_path='model-chks', nearest=False, net_repeat=1, num_per_class=50, original_grad=True, poison_decay_ites=[], poison_decay_ratio=0.1, poison_epsilon=0.1, poison_ites=800, poison_label=8, poison_lr=0.04, poison_momentum=0.9, poison_num=10, poison_opt='adam', resume_poison_ite=0, retrain_bsize=64, retrain_epochs=60, retrain_lr=0.1, retrain_momentum=0.9, retrain_opt='adam', retrain_wd=0, subs_chk_name=['ckpt-%s-4800-dp0.200-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.250-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.300-droplayer0.000.t7'], subs_dp=[0.2, 0.25, 0.3], subset_group=0, substitute_nets=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2'], target_index=19, target_label=6, target_net=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2', 'ResNet18', 'DenseNet121'], test_chk_name='ckpt-%s-4800.t7', tol=1e-06, train_data_path='datasets/CIFAR10_TRAIN_Split.pth')
+Path: attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/19
+Selected base image indices: [213, 225, 227, 247, 249, 253, 261, 271, 273, 281]
+ 2020-08-24 09:28:25 Iteration 0 	 Training Loss: 4.172e-01 	 Loss in Target Net: 3.014e-01	  
+ 2020-08-24 09:37:18 Iteration 50 	 Training Loss: 4.757e-03 	 Loss in Target Net: 3.957e-02	  
+ 2020-08-24 09:51:43 Iteration 100 	 Training Loss: 3.686e-03 	 Loss in Target Net: 4.005e-02	  
+ 2020-08-24 10:07:12 Iteration 150 	 Training Loss: 2.579e-03 	 Loss in Target Net: 3.764e-02	  
+ 2020-08-24 10:23:54 Iteration 200 	 Training Loss: 2.820e-03 	 Loss in Target Net: 3.676e-02	  
+ 2020-08-24 10:40:40 Iteration 250 	 Training Loss: 2.330e-03 	 Loss in Target Net: 3.492e-02	  
+ 2020-08-24 10:58:32 Iteration 300 	 Training Loss: 2.321e-03 	 Loss in Target Net: 3.240e-02	  
+ 2020-08-24 11:15:37 Iteration 350 	 Training Loss: 2.339e-03 	 Loss in Target Net: 3.647e-02	  
+ 2020-08-24 11:32:25 Iteration 400 	 Training Loss: 2.195e-03 	 Loss in Target Net: 3.510e-02	  
+ 2020-08-24 11:49:50 Iteration 450 	 Training Loss: 2.015e-03 	 Loss in Target Net: 3.314e-02	  
+ 2020-08-24 12:07:14 Iteration 500 	 Training Loss: 1.972e-03 	 Loss in Target Net: 3.774e-02	  
+ 2020-08-24 12:26:02 Iteration 550 	 Training Loss: 1.890e-03 	 Loss in Target Net: 4.252e-02	  
+ 2020-08-24 12:45:02 Iteration 600 	 Training Loss: 1.801e-03 	 Loss in Target Net: 3.650e-02	  
+ 2020-08-24 13:04:36 Iteration 650 	 Training Loss: 1.937e-03 	 Loss in Target Net: 4.947e-02	  
+ 2020-08-24 13:24:00 Iteration 700 	 Training Loss: 1.874e-03 	 Loss in Target Net: 3.409e-02	  
+ 2020-08-24 13:43:49 Iteration 750 	 Training Loss: 1.882e-03 	 Loss in Target Net: 5.126e-02	  
+ 2020-08-24 14:01:53 Iteration 799 	 Training Loss: 1.732e-03 	 Loss in Target Net: 4.527e-02	  
+Evaluating against victims networks
+DPN92
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 14:02:11, Epoch 0, Iteration 7, loss 0.898 (3.732), acc 92.308 (70.800)
+2020-08-24 14:02:11, Epoch 30, Iteration 7, loss 0.059 (0.219), acc 98.077 (95.600)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-4.562951, -26.077492, -37.66468, -1.0313438, -53.29365, -6.9482026, 21.662708, -49.055347, 30.546144, -60.46551], Poisons' Predictions:[8, 8, 8, 6, 8, 8, 8, 8, 8, 8]
+2020-08-24 14:02:33 Epoch 59, Val iteration 0, acc 90.000 (90.000)
+2020-08-24 14:03:21 Epoch 59, Val iteration 19, acc 91.800 (91.420)
+* Prec: 91.42000122070313
+--------
+SENet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 14:03:24, Epoch 0, Iteration 7, loss 0.685 (0.790), acc 92.308 (86.600)
+2020-08-24 14:03:25, Epoch 30, Iteration 7, loss 0.031 (0.248), acc 100.000 (95.200)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-2.5596638, -11.375856, -8.51333, -0.9787449, 2.9116747, -3.4824963, 12.8327055, -17.282116, 11.201277, -18.939316], Poisons' Predictions:[8, 3, 5, 6, 4, 0, 8, 8, 5, 8]
+2020-08-24 14:03:28 Epoch 59, Val iteration 0, acc 92.200 (92.200)
+2020-08-24 14:03:35 Epoch 59, Val iteration 19, acc 93.200 (91.780)
+* Prec: 91.78000183105469
+--------
+ResNet50
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 14:03:40, Epoch 0, Iteration 7, loss 1.165 (1.364), acc 98.077 (85.600)
+2020-08-24 14:03:41, Epoch 30, Iteration 7, loss 0.000 (0.016), acc 100.000 (99.800)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-72.13723, -70.97621, -73.01344, -63.97683, -99.056595, -43.445957, 34.106155, -69.31872, 36.85925, -70.40165], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 14:03:47 Epoch 59, Val iteration 0, acc 92.200 (92.200)
+2020-08-24 14:04:07 Epoch 59, Val iteration 19, acc 92.600 (92.460)
+* Prec: 92.46000213623047
+--------
+ResNeXt29_2x64d
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 14:04:13, Epoch 0, Iteration 7, loss 0.223 (1.944), acc 94.231 (77.200)
+2020-08-24 14:04:13, Epoch 30, Iteration 7, loss 0.039 (0.073), acc 98.077 (97.600)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-23.423225, -31.050447, -22.266224, 4.906734, -42.256065, -26.363111, 10.636403, -46.429356, 14.134616, -32.291565], Poisons' Predictions:[8, 8, 8, 6, 8, 8, 8, 8, 8, 8]
+2020-08-24 14:04:19 Epoch 59, Val iteration 0, acc 91.000 (91.000)
+2020-08-24 14:04:40 Epoch 59, Val iteration 19, acc 92.200 (90.970)
+* Prec: 90.97000198364258
+--------
+GoogLeNet
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 14:04:46, Epoch 0, Iteration 7, loss 0.487 (0.461), acc 84.615 (89.600)
+2020-08-24 14:04:46, Epoch 30, Iteration 7, loss 0.025 (0.047), acc 98.077 (98.400)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-12.632316, -26.448046, -5.4938707, -6.0415196, -15.113649, 1.5724745, 2.7618396, -25.0339, 7.1043916, -17.486662], Poisons' Predictions:[8, 8, 8, 6, 8, 8, 8, 8, 8, 8]
+2020-08-24 14:04:58 Epoch 59, Val iteration 0, acc 91.800 (91.800)
+2020-08-24 14:05:24 Epoch 59, Val iteration 19, acc 92.600 (92.230)
+* Prec: 92.23000106811523
+--------
+MobileNetV2
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 14:05:27, Epoch 0, Iteration 7, loss 2.263 (3.327), acc 75.000 (62.400)
+2020-08-24 14:05:27, Epoch 30, Iteration 7, loss 0.087 (0.305), acc 96.154 (92.600)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[0.46846437, -14.213596, 8.059353, 13.407095, -20.886631, -0.41427732, 22.413807, -31.04282, 20.71209, -24.925076], Poisons' Predictions:[8, 8, 8, 6, 8, 8, 8, 8, 8, 8]
+2020-08-24 14:05:30 Epoch 59, Val iteration 0, acc 88.000 (88.000)
+2020-08-24 14:05:37 Epoch 59, Val iteration 19, acc 88.000 (86.910)
+* Prec: 86.91000099182129
+--------
+ResNet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 14:05:40, Epoch 0, Iteration 7, loss 0.473 (0.802), acc 96.154 (86.200)
+2020-08-24 14:05:40, Epoch 30, Iteration 7, loss 0.021 (0.019), acc 100.000 (99.800)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-56.626816, -9.735443, -14.341381, 3.6681306, -25.379526, -9.636018, 9.202908, -29.961643, 8.763534, -50.255356], Poisons' Predictions:[8, 8, 8, 6, 8, 8, 8, 8, 8, 8]
+2020-08-24 14:05:41 Epoch 59, Val iteration 0, acc 92.800 (92.800)
+2020-08-24 14:05:47 Epoch 59, Val iteration 19, acc 92.800 (91.970)
+* Prec: 91.97000160217286
+--------
+DenseNet121
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 14:05:53, Epoch 0, Iteration 7, loss 0.213 (0.455), acc 98.077 (92.200)
+2020-08-24 14:05:53, Epoch 30, Iteration 7, loss 0.035 (0.011), acc 98.077 (99.400)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-8.222513, -24.413958, -4.624932, -2.9632878, -27.988094, -14.487341, 8.857608, -28.04242, 7.509244, -18.345367], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 14:06:01 Epoch 59, Val iteration 0, acc 93.200 (93.200)
+2020-08-24 14:06:22 Epoch 59, Val iteration 19, acc 93.600 (92.850)
+* Prec: 92.85000190734863
+--------
+------SUMMARY------
+TIME ELAPSED (mins): 273
+TARGET INDEX: 19
+DPN92 1
+SENet18 0
+ResNet50 1
+ResNeXt29_2x64d 1
+GoogLeNet 1
+MobileNetV2 0
+ResNet18 0
+DenseNet121 0

Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/19/poison_00799.pth

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+oid sha256:78d5b68b619f00220e9619fb5881560d8d3fde12bc1ef29a1c276071bea52acc
+size 132166

Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/2/eval-retrained-for-60epochs.json

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+{"args": "Namespace(device='cuda', dset_path='datasets', end2end=False, eval_poisons_root='attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800', gpu='2', lr_decay_epoch=[30, 45], model_resume_path='model-chks', num_per_class=50, poison_label=8, retrain_bsize=64, retrain_epochs=60, retrain_lr=0.1, retrain_momentum=0.9, retrain_opt='adam', retrain_wd=0, subset_group=0, target_camera=True, target_index_end=3, target_index_start=2, target_index_step=1, target_label=6, target_net=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2', 'ResNet18', 'DenseNet121'], target_print_size=[2, 4], test_chk_name='ckpt-%s-4800.t7', train_data_path='datasets/CIFAR10_TRAIN_Split.pth')", "poison_label": 8, "target_label": 6, "targets": {"2": {}, "2": {"800": {"time": 39383.0, "coeffs_time": 37308, "poisons_time": 38956, "target_loss": 0.006122459191828966, "total_loss": 0.0011050441535189748, "coeff_list": [[0.0, 0.008861672133207321, 0.4190511703491211, 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0.0, 0.010590839199721813, 0.29211705923080444, 0.16137537360191345, 0.12405726313591003, 0.0029603801667690277]], "coeff_list_in_victim": [[0.0, 0.0, 0.22874575853347778, 0.03447907418012619, 0.012693846598267555, 0.0007739218417555094, 0.34727752208709717, 0.36042433977127075, 0.0, 0.015605553984642029]], "victims": {"DPN92": {"clean acc": 91.5000015258789, "prediction": 6, "poisons predictions": [8, 8, 6, 8, 8, 8, 8, 8, 8, 8], "scores": [2.9498459230836716e-11, 6.392620173524957e-23, 1.971335469224438e-37, 1.1854207462099094e-14, 9.980656232090586e-28, 9.277423492845283e-17, 0.9942336082458496, 2.7647758830975073e-39, 0.005768153816461563, 0.0], "malicious score": 0.005768153816461563, "camera": {"2": {"prediction": 6, "scores": [2.5161328506654314e-20, 3.713762577340999e-31, 3.0009565343282238e-21, 3.326426634142621e-11, 1.350922451298236e-25, 0.22712083160877228, 0.7728786468505859, 3.45699664265388e-34, 1.6818786902843306e-25, 1.6802853746102158e-36], "malicious score": 1.6818786902843306e-25}, "4": {"prediction": 6, "scores": [2.66815869664214e-14, 1.2140829339905733e-22, 1.3264005867999245e-26, 7.089376308222484e-11, 1.1140021546518827e-24, 1.5239380672937841e-06, 1.0, 2.991921118958673e-32, 9.342856078630585e-14, 1.2326582737607907e-34], "malicious score": 9.342856078630585e-14}}}, "SENet18": {"clean acc": 91.04000091552734, "prediction": 6, "poisons predictions": [8, 8, 6, 6, 6, 8, 6, 6, 3, 8], "scores": [3.449520491471958e-08, 9.860146477080889e-09, 4.971647982188188e-09, 1.776398676156532e-05, 7.135892246878939e-06, 8.728933548196594e-11, 0.9037176966667175, 1.9709826826197485e-10, 0.09625820070505142, 3.389318686819465e-11], "malicious score": 0.09625820070505142, "camera": {"2": {"prediction": 6, "scores": [1.7934413335751742e-05, 1.4902321513608602e-18, 1.6505701694313757e-07, 0.0002604783803690225, 1.0473947440914344e-05, 1.0124424079549499e-05, 0.8551332354545593, 2.80726100595803e-19, 0.14456820487976074, 1.2758876177798584e-09], "malicious score": 0.14456820487976074}, "4": {"prediction": 6, "scores": [5.756273094448261e-05, 2.167624862901298e-15, 6.055084668332711e-06, 0.00013871393457520753, 3.095451393164694e-05, 4.839517373511626e-07, 0.688960075378418, 5.4973467421835006e-15, 0.3108064830303192, 5.431884941842213e-10], "malicious score": 0.3108064830303192}}}, "ResNet50": {"clean acc": 91.09000129699707, "prediction": 8, "poisons predictions": [8, 8, 6, 8, 8, 8, 8, 8, 8, 8], "scores": [1.191860181265961e-28, 4.5163214524327466e-23, 3.2474826101599518e-21, 0.0, 0.0, 1.6507153311605714e-31, 0.3300490975379944, 4.8849845524351134e-23, 0.6699509024620056, 1.3451759149508479e-21], "malicious score": 0.6699509024620056, "camera": {"2": {"prediction": 5, "scores": [2.6663360320718723e-30, 1.1573458804309797e-23, 2.468584323974285e-22, 2.5643761897144152e-43, 0.0, 1.0, 1.4328280586745762e-14, 9.411990968056897e-24, 4.843116120115952e-19, 4.306453022470232e-28], "malicious score": 4.843116120115952e-19}, "4": {"prediction": 5, "scores": [2.3504699042658057e-28, 1.159117662024106e-23, 1.1110601065896418e-18, 0.0, 0.0, 1.0, 5.706755597592594e-13, 3.750722004268349e-24, 4.166982819182267e-16, 9.850168700568518e-27], "malicious score": 4.166982819182267e-16}}}, "ResNeXt29_2x64d": {"clean acc": 92.38000106811523, "prediction": 8, "poisons predictions": [8, 8, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [7.95977930479429e-16, 4.303609402980975e-14, 6.1255648990676814e-12, 6.382198534993222e-06, 3.2986565850206194e-42, 5.881177124057483e-19, 0.08330508321523666, 9.069246493134726e-19, 0.916689395904541, 1.9191119606822276e-16], "malicious score": 0.916689395904541, "camera": {"2": {"prediction": 6, "scores": [8.850553298142598e-17, 7.666423412137616e-22, 0.0003635378088802099, 0.0029812913853675127, 5.058616308662241e-24, 0.0004823443596251309, 0.7600306272506714, 1.2723616743418807e-16, 0.2361418455839157, 1.0266421046623009e-10], "malicious score": 0.2361418455839157}, "4": {"prediction": 8, "scores": [9.960448468077608e-15, 4.360164548127759e-18, 7.492206805181922e-06, 0.0011524498695507646, 6.715328317117661e-29, 7.35120408990042e-10, 0.48977604508399963, 7.305925138413778e-15, 0.5090638399124146, 9.950318563892169e-13], "malicious score": 0.5090638399124146}}}, "GoogLeNet": {"clean acc": 92.10000114440918, "prediction": 8, "poisons predictions": [8, 8, 8, 6, 8, 8, 8, 6, 8, 8], "scores": [7.819488979932121e-12, 6.34903907226203e-10, 0.0036372423637658358, 0.005063161253929138, 2.618513462948613e-05, 0.005822065751999617, 0.24219805002212524, 3.590525636809616e-07, 0.7432529330253601, 2.9965036674184375e-08], "malicious score": 0.7432529330253601, "camera": {"2": {"prediction": 5, "scores": [7.938314854636155e-15, 6.953979059254323e-11, 0.01706024445593357, 0.012368917465209961, 6.476801445387537e-06, 0.8568857312202454, 0.11066927015781403, 1.5266763853105658e-07, 0.0030091977678239346, 2.9883647556516735e-08], "malicious score": 0.0030091977678239346}, "4": {"prediction": 5, "scores": [1.2437051171917957e-13, 4.832844627961075e-12, 0.06963822990655899, 0.023656586185097694, 1.0800199561344925e-06, 0.885314404964447, 0.017160892486572266, 2.802248033617616e-08, 0.00422873767092824, 4.4388031028574915e-08], "malicious score": 0.00422873767092824}}}, "MobileNetV2": {"clean acc": 87.25000190734863, "prediction": 6, "poisons predictions": [8, 8, 8, 8, 8, 8, 6, 8, 8, 8], "scores": [8.685862695756441e-09, 4.23232849938718e-16, 3.2926469430094585e-05, 0.0013121060328558087, 1.012402069458778e-14, 2.7767121935085015e-10, 0.5147823691368103, 2.3754335902226183e-17, 0.4838728606700897, 1.3594947624858485e-16], "malicious score": 0.4838728606700897, "camera": {"2": {"prediction": 3, "scores": [8.207941704085897e-08, 1.5722524857694745e-18, 0.06589365005493164, 0.5368641018867493, 1.2758083652031349e-11, 0.0027897623367607594, 0.39301085472106934, 2.3813188834015397e-12, 0.0014415241312235594, 9.002159776080529e-14], "malicious score": 0.0014415241312235594}, "4": {"prediction": 3, "scores": [4.318272850412086e-09, 1.8781593019175385e-20, 0.046423424035310745, 0.9175474643707275, 8.266543403949867e-16, 3.89837114198599e-05, 0.028753167018294334, 3.08508990923273e-12, 0.007236942183226347, 5.4635987525731823e-17], "malicious score": 0.007236942183226347}}}, "ResNet18": {"clean acc": 92.56000061035157, "prediction": 6, "poisons predictions": [8, 6, 8, 6, 8, 8, 6, 6, 8, 8], "scores": [4.465333945568976e-18, 3.2352413654734846e-06, 1.4332411646389431e-10, 0.0015026091132313013, 8.541396121337064e-22, 3.0482059543146534e-08, 0.7932673096656799, 2.3743717061930347e-11, 0.20522639155387878, 4.22640323922334e-18], "malicious score": 0.20522639155387878, "camera": {"2": {"prediction": 6, "scores": [9.868316709468492e-23, 5.5561702157549964e-14, 1.0077490057713856e-11, 0.0002916151424869895, 9.652064511054635e-19, 5.8184745284961537e-05, 0.820015549659729, 2.82332265205687e-11, 0.17963463068008423, 8.291715105559897e-16], "malicious score": 0.17963463068008423}, "4": {"prediction": 8, "scores": [7.389914753287226e-19, 4.3561797724578355e-08, 2.167010459963592e-10, 0.001963531132787466, 1.7271478683525366e-21, 5.374138822844543e-08, 0.43664729595184326, 4.2388346305211044e-11, 0.5613885521888733, 1.8888752005709642e-17], "malicious score": 0.5613885521888733}}}, "DenseNet121": {"clean acc": 92.6900016784668, "prediction": 6, "poisons predictions": [8, 8, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [1.8359433973103023e-09, 2.8775183191082077e-12, 5.12858733259236e-08, 0.00031324097653850913, 5.1315520721573193e-08, 1.7540344288136112e-07, 0.9714912176132202, 1.9532553293904564e-17, 0.028195323422551155, 1.1845953905298412e-11], "malicious score": 0.028195323422551155, "camera": {"2": {"prediction": 6, "scores": [3.977420064311954e-13, 1.7595526586387908e-15, 1.8140556790058326e-07, 7.561042821180308e-06, 3.529121222686782e-12, 0.006348274648189545, 0.993594229221344, 2.9243597307748485e-20, 4.959379293723032e-05, 6.122475859626775e-10], "malicious score": 4.959379293723032e-05}, "4": {"prediction": 6, "scores": [9.977562526186645e-11, 2.0912092858153125e-13, 1.573848464886396e-07, 0.00015171110862866044, 8.364442471986422e-10, 6.146758823888376e-05, 0.9963364601135254, 1.4526661367525554e-17, 0.003450219752267003, 1.3349570060494642e-10], "malicious score": 0.003450219752267003}}}}}}}, "poison_idx_list": [213, 225, 227, 247, 249, 253, 261, 271, 273, 281]}

Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/2/log.txt

@@ -0,0 +1,112 @@
+Namespace(chk_path='attack-results-10poisons/100-overlap/linear-transfer-learning', chk_subdir='poisons', device='cuda', dset_path='datasets', end2end=False, eval_poison_path='', gpu='2', lr_decay_epoch=[30, 45], mode='convex', model_resume_path='model-chks', nearest=False, net_repeat=1, num_per_class=50, original_grad=True, poison_decay_ites=[], poison_decay_ratio=0.1, poison_epsilon=0.1, poison_ites=800, poison_label=8, poison_lr=0.04, poison_momentum=0.9, poison_num=10, poison_opt='adam', resume_poison_ite=0, retrain_bsize=64, retrain_epochs=60, retrain_lr=0.1, retrain_momentum=0.9, retrain_opt='adam', retrain_wd=0, subs_chk_name=['ckpt-%s-4800-dp0.200-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.250-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.300-droplayer0.000.t7'], subs_dp=[0.2, 0.25, 0.3], subset_group=0, substitute_nets=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2'], target_index=2, target_label=6, target_net=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2', 'ResNet18', 'DenseNet121'], test_chk_name='ckpt-%s-4800.t7', tol=1e-06, train_data_path='datasets/CIFAR10_TRAIN_Split.pth')
+Path: attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/2
+Selected base image indices: [213, 225, 227, 247, 249, 253, 261, 271, 273, 281]
+ 2020-08-23 23:13:25 Iteration 0 	 Training Loss: 4.074e-01 	 Loss in Target Net: 3.098e-01	  
+ 2020-08-23 23:32:14 Iteration 50 	 Training Loss: 2.876e-03 	 Loss in Target Net: 5.635e-03	  
+ 2020-08-24 00:06:23 Iteration 100 	 Training Loss: 2.192e-03 	 Loss in Target Net: 6.253e-03	  
+ 2020-08-24 00:44:50 Iteration 150 	 Training Loss: 1.848e-03 	 Loss in Target Net: 6.820e-03	  
+ 2020-08-24 01:27:47 Iteration 200 	 Training Loss: 1.665e-03 	 Loss in Target Net: 7.319e-03	  
+ 2020-08-24 02:08:55 Iteration 250 	 Training Loss: 1.485e-03 	 Loss in Target Net: 7.678e-03	  
+ 2020-08-24 02:53:48 Iteration 300 	 Training Loss: 1.464e-03 	 Loss in Target Net: 8.547e-03	  
+ 2020-08-24 03:37:20 Iteration 350 	 Training Loss: 1.438e-03 	 Loss in Target Net: 8.116e-03	  
+ 2020-08-24 04:22:50 Iteration 400 	 Training Loss: 1.242e-03 	 Loss in Target Net: 7.965e-03	  
+ 2020-08-24 05:06:34 Iteration 450 	 Training Loss: 1.278e-03 	 Loss in Target Net: 8.173e-03	  
+ 2020-08-24 05:51:30 Iteration 500 	 Training Loss: 1.333e-03 	 Loss in Target Net: 7.594e-03	  
+ 2020-08-24 06:36:26 Iteration 550 	 Training Loss: 1.125e-03 	 Loss in Target Net: 8.348e-03	  
+ 2020-08-24 07:19:13 Iteration 600 	 Training Loss: 1.144e-03 	 Loss in Target Net: 7.469e-03	  
+ 2020-08-24 08:01:16 Iteration 650 	 Training Loss: 1.247e-03 	 Loss in Target Net: 7.156e-03	  
+ 2020-08-24 08:43:58 Iteration 700 	 Training Loss: 1.062e-03 	 Loss in Target Net: 5.734e-03	  
+ 2020-08-24 09:27:07 Iteration 750 	 Training Loss: 1.272e-03 	 Loss in Target Net: 6.084e-03	  
+ 2020-08-24 10:09:48 Iteration 799 	 Training Loss: 1.105e-03 	 Loss in Target Net: 6.122e-03	  
+Evaluating against victims networks
+DPN92
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 10:10:05, Epoch 0, Iteration 7, loss 1.767 (3.888), acc 86.538 (69.400)
+2020-08-24 10:10:05, Epoch 30, Iteration 7, loss 0.089 (0.120), acc 96.154 (97.200)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[7.856872, -3.2476685, -55.814804, 2.085603, -30.867527, -3.3957527, 25.814478, -67.468956, 19.736456, -84.95122], Poisons' Predictions:[8, 8, 6, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 10:10:27 Epoch 59, Val iteration 0, acc 89.600 (89.600)
+2020-08-24 10:11:11 Epoch 59, Val iteration 19, acc 92.200 (91.500)
+* Prec: 91.5000015258789
+--------
+SENet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 10:11:15, Epoch 0, Iteration 7, loss 0.681 (1.140), acc 92.308 (86.200)
+2020-08-24 10:11:16, Epoch 30, Iteration 7, loss 0.672 (0.371), acc 90.385 (95.000)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-2.1561193, -12.059038, -9.029293, 0.85045844, 0.9256268, -8.371952, 12.153388, -14.948545, 10.052212, -3.435476], Poisons' Predictions:[8, 8, 6, 6, 6, 8, 6, 6, 3, 8]
+2020-08-24 10:11:18 Epoch 59, Val iteration 0, acc 91.200 (91.200)
+2020-08-24 10:11:25 Epoch 59, Val iteration 19, acc 92.000 (91.000)
+* Prec: 91.00000190734863
+--------
+ResNet50
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 10:11:31, Epoch 0, Iteration 7, loss 1.652 (1.231), acc 96.154 (89.800)
+2020-08-24 10:11:31, Epoch 30, Iteration 7, loss 0.006 (0.007), acc 100.000 (99.800)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-74.81002, -12.210302, -32.466167, -50.871, -68.72526, -53.007374, 27.375114, -62.44156, 29.259405, -65.139114], Poisons' Predictions:[8, 8, 6, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 10:11:37 Epoch 59, Val iteration 0, acc 91.000 (91.000)
+2020-08-24 10:11:56 Epoch 59, Val iteration 19, acc 92.600 (91.310)
+* Prec: 91.31000061035157
+--------
+ResNeXt29_2x64d
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 10:12:01, Epoch 0, Iteration 7, loss 1.668 (1.957), acc 80.769 (72.200)
+2020-08-24 10:12:02, Epoch 30, Iteration 7, loss 0.076 (0.097), acc 98.077 (96.800)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-15.389583, 5.8795295, 0.46493107, 12.912892, -75.782745, -15.193937, 22.57827, -20.953226, 24.78461, -8.434538], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 10:12:08 Epoch 59, Val iteration 0, acc 91.800 (91.800)
+2020-08-24 10:12:27 Epoch 59, Val iteration 19, acc 91.800 (92.210)
+* Prec: 92.21000175476074
+--------
+GoogLeNet
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 10:12:33, Epoch 0, Iteration 7, loss 0.230 (0.489), acc 90.385 (88.400)
+2020-08-24 10:12:34, Epoch 30, Iteration 7, loss 0.016 (0.058), acc 100.000 (97.800)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-21.571991, -19.32327, -4.466143, -2.6823847, -7.8739777, -2.9938576, 1.6393675, -13.830286, 2.0298803, -13.142242], Poisons' Predictions:[8, 6, 8, 6, 8, 8, 8, 6, 8, 8]
+2020-08-24 10:12:45 Epoch 59, Val iteration 0, acc 91.800 (91.800)
+2020-08-24 10:13:09 Epoch 59, Val iteration 19, acc 92.000 (91.860)
+* Prec: 91.8600009918213
+--------
+MobileNetV2
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 10:13:12, Epoch 0, Iteration 7, loss 1.518 (2.868), acc 80.769 (69.000)
+2020-08-24 10:13:13, Epoch 30, Iteration 7, loss 0.229 (0.429), acc 92.308 (92.000)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-0.90419614, -16.058989, 3.069343, 6.8154926, -20.355427, -17.19292, 16.477484, -34.436123, 17.447458, -19.315924], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 6, 8, 8, 8]
+2020-08-24 10:13:15 Epoch 59, Val iteration 0, acc 88.200 (88.200)
+2020-08-24 10:13:22 Epoch 59, Val iteration 19, acc 89.200 (87.160)
+* Prec: 87.16000175476074
+--------
+ResNet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 10:13:25, Epoch 0, Iteration 7, loss 0.207 (0.740), acc 94.231 (84.800)
+2020-08-24 10:13:25, Epoch 30, Iteration 7, loss 0.021 (0.084), acc 100.000 (95.600)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-37.133053, -14.794762, -11.938146, 4.08874, -48.524216, -3.655009, 9.500409, -26.961302, 8.068064, -42.629875], Poisons' Predictions:[8, 6, 8, 6, 8, 8, 6, 6, 8, 8]
+2020-08-24 10:13:26 Epoch 59, Val iteration 0, acc 93.400 (93.400)
+2020-08-24 10:13:32 Epoch 59, Val iteration 19, acc 92.800 (92.280)
+* Prec: 92.28000183105469
+--------
+DenseNet121
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 10:13:37, Epoch 0, Iteration 7, loss 0.383 (0.506), acc 82.692 (90.600)
+2020-08-24 10:13:38, Epoch 30, Iteration 7, loss 0.007 (0.010), acc 100.000 (100.000)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-17.753105, -16.44408, -10.142091, -1.1279354, -10.821674, -10.391391, 6.949362, -35.511112, 3.423189, -15.677671], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 10:13:45 Epoch 59, Val iteration 0, acc 93.800 (93.800)
+2020-08-24 10:14:05 Epoch 59, Val iteration 19, acc 93.200 (92.890)
+* Prec: 92.89000205993652
+--------
+------SUMMARY------
+TIME ELAPSED (mins): 656
+TARGET INDEX: 2
+DPN92 0
+SENet18 0
+ResNet50 1
+ResNeXt29_2x64d 1
+GoogLeNet 1
+MobileNetV2 1
+ResNet18 0
+DenseNet121 0

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Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/20/log.txt

@@ -0,0 +1,112 @@
+Namespace(chk_path='attack-results-10poisons/100-overlap/linear-transfer-learning', chk_subdir='poisons', device='cuda', dset_path='datasets', end2end=False, eval_poison_path='', gpu='4', lr_decay_epoch=[30, 45], mode='convex', model_resume_path='model-chks', nearest=False, net_repeat=1, num_per_class=50, original_grad=True, poison_decay_ites=[], poison_decay_ratio=0.1, poison_epsilon=0.1, poison_ites=800, poison_label=8, poison_lr=0.04, poison_momentum=0.9, poison_num=10, poison_opt='adam', resume_poison_ite=0, retrain_bsize=64, retrain_epochs=60, retrain_lr=0.1, retrain_momentum=0.9, retrain_opt='adam', retrain_wd=0, subs_chk_name=['ckpt-%s-4800-dp0.200-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.250-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.300-droplayer0.000.t7'], subs_dp=[0.2, 0.25, 0.3], subset_group=0, substitute_nets=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2'], target_index=20, target_label=6, target_net=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2', 'ResNet18', 'DenseNet121'], test_chk_name='ckpt-%s-4800.t7', tol=1e-06, train_data_path='datasets/CIFAR10_TRAIN_Split.pth')
+Path: attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/20
+Selected base image indices: [213, 225, 227, 247, 249, 253, 261, 271, 273, 281]
+ 2020-08-24 12:00:45 Iteration 0 	 Training Loss: 4.284e-01 	 Loss in Target Net: 3.185e-01	  
+ 2020-08-24 12:15:18 Iteration 50 	 Training Loss: 3.269e-03 	 Loss in Target Net: 1.663e-02	  
+ 2020-08-24 12:46:59 Iteration 100 	 Training Loss: 2.134e-03 	 Loss in Target Net: 1.331e-02	  
+ 2020-08-24 13:28:24 Iteration 150 	 Training Loss: 1.815e-03 	 Loss in Target Net: 1.305e-02	  
+ 2020-08-24 14:15:23 Iteration 200 	 Training Loss: 1.518e-03 	 Loss in Target Net: 1.012e-02	  
+ 2020-08-24 15:01:26 Iteration 250 	 Training Loss: 1.510e-03 	 Loss in Target Net: 8.852e-03	  
+ 2020-08-24 15:49:56 Iteration 300 	 Training Loss: 1.384e-03 	 Loss in Target Net: 1.086e-02	  
+ 2020-08-24 16:39:48 Iteration 350 	 Training Loss: 1.291e-03 	 Loss in Target Net: 1.215e-02	  
+ 2020-08-24 17:29:51 Iteration 400 	 Training Loss: 1.390e-03 	 Loss in Target Net: 1.011e-02	  
+ 2020-08-24 18:19:52 Iteration 450 	 Training Loss: 1.323e-03 	 Loss in Target Net: 1.037e-02	  
+ 2020-08-24 19:11:34 Iteration 500 	 Training Loss: 1.256e-03 	 Loss in Target Net: 1.033e-02	  
+ 2020-08-24 20:00:35 Iteration 550 	 Training Loss: 1.275e-03 	 Loss in Target Net: 9.715e-03	  
+ 2020-08-24 20:51:23 Iteration 600 	 Training Loss: 1.186e-03 	 Loss in Target Net: 9.141e-03	  
+ 2020-08-24 21:41:42 Iteration 650 	 Training Loss: 1.166e-03 	 Loss in Target Net: 8.397e-03	  
+ 2020-08-24 22:32:43 Iteration 700 	 Training Loss: 1.149e-03 	 Loss in Target Net: 9.433e-03	  
+ 2020-08-24 23:21:45 Iteration 750 	 Training Loss: 1.219e-03 	 Loss in Target Net: 8.199e-03	  
+ 2020-08-25 00:11:18 Iteration 799 	 Training Loss: 1.158e-03 	 Loss in Target Net: 9.566e-03	  
+Evaluating against victims networks
+DPN92
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-25 00:11:35, Epoch 0, Iteration 7, loss 2.332 (3.571), acc 88.462 (69.000)
+2020-08-25 00:11:36, Epoch 30, Iteration 7, loss 0.007 (0.094), acc 100.000 (97.600)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[11.188965, -17.623838, -39.78052, 7.597629, -25.235943, -0.15944283, 9.298833, -92.199005, 41.607388, -95.19237], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-25 00:11:56 Epoch 59, Val iteration 0, acc 90.400 (90.400)
+2020-08-25 00:12:39 Epoch 59, Val iteration 19, acc 92.200 (91.740)
+* Prec: 91.7400016784668
+--------
+SENet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-25 00:12:43, Epoch 0, Iteration 7, loss 0.887 (0.861), acc 90.385 (85.600)
+2020-08-25 00:12:43, Epoch 30, Iteration 7, loss 0.218 (0.244), acc 96.154 (94.800)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-15.333672, -27.68971, -16.80306, 1.9964476, 5.1660824, -6.80865, 22.417065, -21.469532, 19.925964, -1.066157], Poisons' Predictions:[8, 8, 6, 6, 8, 8, 6, 8, 8, 8]
+2020-08-25 00:12:46 Epoch 59, Val iteration 0, acc 91.600 (91.600)
+2020-08-25 00:12:53 Epoch 59, Val iteration 19, acc 92.400 (91.270)
+* Prec: 91.2700008392334
+--------
+ResNet50
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-25 00:12:58, Epoch 0, Iteration 7, loss 0.736 (1.224), acc 98.077 (88.400)
+2020-08-25 00:12:59, Epoch 30, Iteration 7, loss 0.005 (0.038), acc 100.000 (99.200)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-48.764324, -60.582703, -74.52748, -14.875792, -68.892296, -65.74019, 6.2764244, -9.146729, 21.760677, -25.716959], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-25 00:13:04 Epoch 59, Val iteration 0, acc 92.600 (92.600)
+2020-08-25 00:13:23 Epoch 59, Val iteration 19, acc 92.400 (92.270)
+* Prec: 92.27000122070312
+--------
+ResNeXt29_2x64d
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-25 00:13:28, Epoch 0, Iteration 7, loss 1.316 (2.378), acc 76.923 (70.000)
+2020-08-25 00:13:28, Epoch 30, Iteration 7, loss 0.137 (0.191), acc 98.077 (96.000)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-10.4730625, -11.115915, -5.8699427, 27.355616, -65.35222, -22.244972, 42.717873, -23.286077, 43.96014, -22.541906], Poisons' Predictions:[8, 8, 6, 8, 8, 8, 8, 8, 8, 8]
+2020-08-25 00:13:34 Epoch 59, Val iteration 0, acc 92.200 (92.200)
+2020-08-25 00:13:53 Epoch 59, Val iteration 19, acc 92.800 (92.520)
+* Prec: 92.52000160217285
+--------
+GoogLeNet
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-25 00:13:59, Epoch 0, Iteration 7, loss 0.805 (0.574), acc 88.462 (86.200)
+2020-08-25 00:13:59, Epoch 30, Iteration 7, loss 0.065 (0.072), acc 96.154 (97.400)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-25.953691, -17.975262, -20.796814, -4.519907, -18.341187, -11.539022, 10.029115, -9.636196, 11.415752, -23.451244], Poisons' Predictions:[8, 8, 8, 6, 8, 8, 8, 6, 8, 8]
+2020-08-25 00:14:10 Epoch 59, Val iteration 0, acc 92.000 (92.000)
+2020-08-25 00:14:34 Epoch 59, Val iteration 19, acc 91.400 (91.900)
+* Prec: 91.90000190734864
+--------
+MobileNetV2
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-25 00:14:38, Epoch 0, Iteration 7, loss 1.120 (2.927), acc 76.923 (61.600)
+2020-08-25 00:14:38, Epoch 30, Iteration 7, loss 0.068 (0.149), acc 94.231 (94.800)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[3.250402, 2.6402745, -8.394377, 6.536297, -42.537067, -5.6775303, 24.732796, -59.302372, 21.075758, -24.363297], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-25 00:14:40 Epoch 59, Val iteration 0, acc 87.200 (87.200)
+2020-08-25 00:14:48 Epoch 59, Val iteration 19, acc 86.200 (86.670)
+* Prec: 86.67000122070313
+--------
+ResNet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-25 00:14:51, Epoch 0, Iteration 7, loss 1.528 (1.140), acc 86.538 (80.000)
+2020-08-25 00:14:51, Epoch 30, Iteration 7, loss 0.003 (0.026), acc 100.000 (98.800)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-30.301981, -17.733463, -33.246155, 2.9949534, -48.368313, -8.734977, 6.646827, -18.017742, 12.214487, -36.73089], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-25 00:14:52 Epoch 59, Val iteration 0, acc 94.000 (94.000)
+2020-08-25 00:14:58 Epoch 59, Val iteration 19, acc 93.800 (92.760)
+* Prec: 92.76000137329102
+--------
+DenseNet121
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-25 00:15:03, Epoch 0, Iteration 7, loss 0.452 (0.590), acc 80.769 (89.600)
+2020-08-25 00:15:03, Epoch 30, Iteration 7, loss 0.006 (0.011), acc 100.000 (100.000)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-7.620945, -28.435637, -16.361454, -5.031986, -18.825466, -7.2322736, 4.6489124, -36.69691, 3.4863214, -23.72629], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-25 00:15:11 Epoch 59, Val iteration 0, acc 93.600 (93.600)
+2020-08-25 00:15:31 Epoch 59, Val iteration 19, acc 93.000 (92.950)
+* Prec: 92.95000114440919
+--------
+------SUMMARY------
+TIME ELAPSED (mins): 731
+TARGET INDEX: 20
+DPN92 1
+SENet18 0
+ResNet50 1
+ResNeXt29_2x64d 1
+GoogLeNet 1
+MobileNetV2 0
+ResNet18 1
+DenseNet121 0

Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/20/poison_00799.pth

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Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/21/eval-retrained-for-60epochs.json

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+{"args": "Namespace(device='cuda', dset_path='datasets', end2end=False, eval_poisons_root='attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800', gpu='0', lr_decay_epoch=[30, 45], model_resume_path='model-chks', num_per_class=50, poison_label=8, retrain_bsize=64, retrain_epochs=60, retrain_lr=0.1, retrain_momentum=0.9, retrain_opt='adam', retrain_wd=0, subset_group=0, target_camera=True, target_index_end=22, target_index_start=21, target_index_step=1, target_label=6, target_net=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2', 'ResNet18', 'DenseNet121'], target_print_size=[2, 4], test_chk_name='ckpt-%s-4800.t7', train_data_path='datasets/CIFAR10_TRAIN_Split.pth')", "poison_label": 8, "target_label": 6, "targets": {"21": {}, "21": {"800": {"time": 47758.0, "coeffs_time": 45656, "poisons_time": 47358, "target_loss": 0.006652376614511013, "total_loss": 0.0008751510758884251, "coeff_list": [[0.20549935102462769, 0.30572304129600525, 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0.08411072194576263, 2.2160582862346378e-16], "malicious score": 0.08411072194576263}, "4": {"prediction": 8, "scores": [2.1234275209280895e-06, 1.467950002005669e-12, 2.9615084256445767e-12, 5.154012114871875e-07, 0.001248517190106213, 1.9006824380444348e-13, 0.12104842066764832, 3.419947405307257e-16, 0.8777010440826416, 4.378833187372468e-18], "malicious score": 0.8777010440826416}}}, "ResNet50": {"clean acc": 92.98000144958496, "prediction": 6, "poisons predictions": [6, 8, 8, 6, 8, 8, 6, 8, 8, 8], "scores": [0.0, 2.5130165769546086e-19, 0.0, 1.1140559447151106e-34, 0.0, 1.1314420112590011e-38, 0.6813687086105347, 4.029370232483919e-26, 0.3186306953430176, 0.0], "malicious score": 0.3186306953430176, "camera": {"2": {"prediction": 6, "scores": [0.0, 1.7841081443047588e-22, 2.802596928649634e-45, 1.154319791469787e-18, 5.769041521019526e-38, 1.8442477806844721e-31, 0.9880876541137695, 2.409029489413601e-28, 0.01191210001707077, 0.0], "malicious score": 0.01191210001707077}, "4": {"prediction": 6, "scores": [0.0, 1.667834839944738e-26, 0.0, 7.419941926510784e-19, 7.69452986760757e-42, 4.26410638538956e-39, 0.9997425675392151, 7.69442279272829e-32, 0.00025780635769478977, 0.0], "malicious score": 0.00025780635769478977}}}, "ResNeXt29_2x64d": {"clean acc": 92.85000152587891, "prediction": 8, "poisons predictions": [8, 8, 8, 8, 8, 8, 6, 8, 8, 8], "scores": [5.34243788313128e-30, 7.173145633032618e-08, 3.876538218902953e-22, 6.046543821192074e-10, 2.0087893745789118e-40, 4.4992734114574896e-26, 0.09468183666467667, 2.306444890629643e-25, 0.9053186774253845, 9.832533899921577e-25], "malicious score": 0.9053186774253845, "camera": {"2": {"prediction": 6, "scores": [5.91147956988371e-25, 2.0688874258212309e-07, 1.0985982584302548e-17, 0.07388893514871597, 7.10374791829761e-27, 1.1622876252638162e-16, 0.926093339920044, 1.6761352060397847e-23, 1.823223828978371e-05, 2.5941211998069068e-21], "malicious score": 1.823223828978371e-05}, "4": {"prediction": 6, "scores": [9.494633712817274e-26, 1.1004499356204178e-06, 1.1084306803680947e-19, 0.08164015412330627, 2.1004565603896405e-27, 1.9752915863449916e-18, 0.9180121421813965, 3.8505636916995804e-25, 0.0003469805233180523, 5.726614572416893e-23], "malicious score": 0.0003469805233180523}}}, "GoogLeNet": {"clean acc": 91.70000114440919, "prediction": 6, "poisons predictions": [8, 8, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [2.440497200287687e-20, 3.8335352670060274e-09, 3.761924938228134e-10, 4.433976300788345e-06, 5.322584387124074e-11, 1.4303701334483776e-07, 0.9623493552207947, 6.931812208677002e-07, 0.03764549642801285, 1.5543913378657237e-11], "malicious score": 0.03764549642801285, "camera": {"2": {"prediction": 6, "scores": [1.6928740926820343e-16, 5.904270405920897e-09, 2.579472493380308e-06, 0.0009684658143669367, 7.491808950987888e-09, 0.0001389889803249389, 0.9972890615463257, 7.214364217134062e-08, 0.0016008783131837845, 7.502143906101821e-10], "malicious score": 0.0016008783131837845}, "4": {"prediction": 6, "scores": [3.3878327632257634e-18, 4.250229501678859e-09, 9.373649845656473e-06, 0.0006533582345582545, 2.4275757368741324e-06, 5.4086995078250766e-05, 0.9742541909217834, 1.6577290807617828e-05, 0.025009742006659508, 7.73063418835207e-11], "malicious score": 0.025009742006659508}}}, "MobileNetV2": {"clean acc": 86.82000160217285, "prediction": 6, "poisons predictions": [8, 8, 8, 6, 8, 8, 6, 8, 8, 8], "scores": [8.551340381244762e-14, 7.355421508686583e-15, 2.621125879344777e-15, 4.7672756409156136e-08, 8.530313301842899e-17, 3.985441159273009e-16, 0.9980754852294922, 1.5333627417918167e-23, 0.0019254970829933882, 2.2628854315246985e-19], "malicious score": 0.0019254970829933882, "camera": {"2": {"prediction": 6, "scores": [3.930247783039825e-14, 2.7459222504307157e-14, 1.7355667684265663e-12, 1.28172632685164e-06, 2.232303840495577e-18, 2.377932703176433e-12, 0.9999961853027344, 3.3427699797066176e-20, 3.10462655761512e-06, 6.222884918115256e-19], "malicious score": 3.10462655761512e-06}, "4": {"prediction": 6, "scores": [6.645567071899422e-14, 1.0300871565444483e-16, 1.1988596693070924e-13, 9.901164048642386e-07, 9.173024617453382e-14, 2.0064543983130652e-15, 0.9999770522117615, 6.05000699610698e-24, 2.234227031294722e-05, 6.414446506297583e-19], "malicious score": 2.234227031294722e-05}}}, "ResNet18": {"clean acc": 92.67000198364258, "prediction": 6, "poisons predictions": [8, 6, 8, 8, 8, 8, 8, 6, 8, 8], "scores": [2.7061579266261344e-21, 4.2582704398198834e-13, 4.8301959790005284e-21, 8.741355850361288e-05, 1.1614862326692503e-22, 3.145748939115123e-10, 0.86881422996521, 1.0366919715601416e-20, 0.13109855353832245, 9.645923922410889e-25], "malicious score": 0.13109855353832245, "camera": {"2": {"prediction": 6, "scores": [2.7286731528208456e-21, 4.842608908680766e-15, 7.630773462544358e-21, 2.3430602595908567e-05, 1.2234078930904007e-24, 7.047961103623379e-10, 0.9572572708129883, 1.3317171653577595e-21, 0.04271887615323067, 8.458243662977464e-26], "malicious score": 0.04271887615323067}, "4": {"prediction": 6, "scores": [8.669026495172623e-21, 5.406010755964596e-15, 2.0890528764970542e-20, 0.00010230622137896717, 2.7668959012590007e-24, 9.314993221209988e-10, 0.9560813307762146, 2.8347404871287316e-22, 0.0438164621591568, 1.6734750413426727e-26], "malicious score": 0.0438164621591568}}}, "DenseNet121": {"clean acc": 93.13000144958497, "prediction": 6, "poisons predictions": [8, 8, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [4.110790996492142e-07, 1.4438547024653303e-09, 2.32872499061898e-09, 6.47699289402226e-06, 9.910290827974677e-07, 4.2324325022491394e-07, 0.6467655301094055, 3.8489088184775946e-15, 0.3532262444496155, 2.759989736755841e-10], "malicious score": 0.3532262444496155, "camera": {"2": {"prediction": 6, "scores": [2.2675946453887263e-08, 8.306424298387682e-11, 1.1356606627321852e-11, 4.819934474653564e-06, 2.3111095259764625e-09, 3.264858321472275e-07, 0.9883905649185181, 5.706656180276784e-17, 0.011604384519159794, 1.4599719211361162e-09], "malicious score": 0.011604384519159794}, "4": {"prediction": 6, "scores": [2.0379198417685984e-07, 2.0869607431084347e-10, 9.491520069904169e-11, 1.1357008588674944e-05, 6.291972276528668e-09, 1.081534435343201e-07, 0.963346540927887, 3.796368317671476e-16, 0.03664182126522064, 6.957418530184611e-10], "malicious score": 0.03664182126522064}}}}}}}, "poison_idx_list": [213, 225, 227, 247, 249, 253, 261, 271, 273, 281]}

Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/21/log.txt

@@ -0,0 +1,112 @@
+Namespace(chk_path='attack-results-10poisons/100-overlap/linear-transfer-learning', chk_subdir='poisons', device='cuda', dset_path='datasets', end2end=False, eval_poison_path='', gpu='5', lr_decay_epoch=[30, 45], mode='convex', model_resume_path='model-chks', nearest=False, net_repeat=1, num_per_class=50, original_grad=True, poison_decay_ites=[], poison_decay_ratio=0.1, poison_epsilon=0.1, poison_ites=800, poison_label=8, poison_lr=0.04, poison_momentum=0.9, poison_num=10, poison_opt='adam', resume_poison_ite=0, retrain_bsize=64, retrain_epochs=60, retrain_lr=0.1, retrain_momentum=0.9, retrain_opt='adam', retrain_wd=0, subs_chk_name=['ckpt-%s-4800-dp0.200-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.250-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.300-droplayer0.000.t7'], subs_dp=[0.2, 0.25, 0.3], subset_group=0, substitute_nets=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2'], target_index=21, target_label=6, target_net=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2', 'ResNet18', 'DenseNet121'], test_chk_name='ckpt-%s-4800.t7', tol=1e-06, train_data_path='datasets/CIFAR10_TRAIN_Split.pth')
+Path: attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/21
+Selected base image indices: [213, 225, 227, 247, 249, 253, 261, 271, 273, 281]
+ 2020-08-24 09:24:42 Iteration 0 	 Training Loss: 4.457e-01 	 Loss in Target Net: 3.604e-01	  
+ 2020-08-24 09:44:24 Iteration 50 	 Training Loss: 2.796e-03 	 Loss in Target Net: 9.299e-03	  
+ 2020-08-24 10:21:14 Iteration 100 	 Training Loss: 1.499e-03 	 Loss in Target Net: 8.822e-03	  
+ 2020-08-24 11:04:44 Iteration 150 	 Training Loss: 1.486e-03 	 Loss in Target Net: 8.812e-03	  
+ 2020-08-24 11:49:38 Iteration 200 	 Training Loss: 1.242e-03 	 Loss in Target Net: 1.023e-02	  
+ 2020-08-24 12:38:11 Iteration 250 	 Training Loss: 1.200e-03 	 Loss in Target Net: 8.273e-03	  
+ 2020-08-24 13:31:18 Iteration 300 	 Training Loss: 1.026e-03 	 Loss in Target Net: 7.531e-03	  
+ 2020-08-24 14:24:53 Iteration 350 	 Training Loss: 1.120e-03 	 Loss in Target Net: 7.542e-03	  
+ 2020-08-24 15:16:36 Iteration 400 	 Training Loss: 1.030e-03 	 Loss in Target Net: 6.508e-03	  
+ 2020-08-24 16:09:22 Iteration 450 	 Training Loss: 1.017e-03 	 Loss in Target Net: 8.214e-03	  
+ 2020-08-24 17:04:55 Iteration 500 	 Training Loss: 9.378e-04 	 Loss in Target Net: 8.329e-03	  
+ 2020-08-24 17:59:44 Iteration 550 	 Training Loss: 9.240e-04 	 Loss in Target Net: 6.284e-03	  
+ 2020-08-24 18:54:12 Iteration 600 	 Training Loss: 1.007e-03 	 Loss in Target Net: 7.490e-03	  
+ 2020-08-24 19:50:02 Iteration 650 	 Training Loss: 9.806e-04 	 Loss in Target Net: 7.621e-03	  
+ 2020-08-24 20:45:58 Iteration 700 	 Training Loss: 9.020e-04 	 Loss in Target Net: 6.140e-03	  
+ 2020-08-24 21:43:28 Iteration 750 	 Training Loss: 8.368e-04 	 Loss in Target Net: 5.427e-03	  
+ 2020-08-24 22:40:40 Iteration 799 	 Training Loss: 8.752e-04 	 Loss in Target Net: 6.652e-03	  
+Evaluating against victims networks
+DPN92
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 22:40:57, Epoch 0, Iteration 7, loss 1.727 (3.072), acc 88.462 (71.600)
+2020-08-24 22:40:58, Epoch 30, Iteration 7, loss 0.123 (0.159), acc 98.077 (96.400)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[9.002577, 4.539451, -58.66576, 11.650124, -21.977692, 0.9927389, 40.770844, -47.986042, 30.745039, -64.87824], Poisons' Predictions:[8, 6, 8, 6, 8, 8, 6, 8, 8, 8]
+2020-08-24 22:41:22 Epoch 59, Val iteration 0, acc 89.600 (89.600)
+2020-08-24 22:42:09 Epoch 59, Val iteration 19, acc 92.000 (91.510)
+* Prec: 91.51000175476074
+--------
+SENet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 22:42:13, Epoch 0, Iteration 7, loss 0.299 (0.938), acc 94.231 (84.000)
+2020-08-24 22:42:14, Epoch 30, Iteration 7, loss 0.006 (0.153), acc 100.000 (96.200)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-2.8862982, -4.8625426, -13.618551, -1.9450369, 11.147015, -11.677017, 18.377678, -11.791402, 15.363266, -21.3057], Poisons' Predictions:[8, 8, 6, 6, 8, 8, 6, 8, 8, 8]
+2020-08-24 22:42:17 Epoch 59, Val iteration 0, acc 92.000 (92.000)
+2020-08-24 22:42:24 Epoch 59, Val iteration 19, acc 92.000 (91.330)
+* Prec: 91.33000183105469
+--------
+ResNet50
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 22:42:29, Epoch 0, Iteration 7, loss 0.711 (1.450), acc 96.154 (84.000)
+2020-08-24 22:42:30, Epoch 30, Iteration 7, loss 0.004 (0.076), acc 100.000 (98.600)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-53.50156, -18.180012, -55.520763, -41.899937, -62.41469, -59.37601, 14.610005, -20.440052, 13.744896, -22.644999], Poisons' Predictions:[6, 8, 8, 6, 8, 8, 6, 8, 8, 8]
+2020-08-24 22:42:36 Epoch 59, Val iteration 0, acc 93.800 (93.800)
+2020-08-24 22:42:56 Epoch 59, Val iteration 19, acc 93.600 (93.350)
+* Prec: 93.35000228881836
+--------
+ResNeXt29_2x64d
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 22:43:01, Epoch 0, Iteration 7, loss 1.417 (2.157), acc 75.000 (72.600)
+2020-08-24 22:43:02, Epoch 30, Iteration 7, loss 0.084 (0.102), acc 98.077 (97.000)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-29.480877, 12.077324, -8.729413, 11.790536, -58.41147, -27.634037, 24.747412, -26.5167, 26.115705, -30.542686], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 6, 8, 8, 8]
+2020-08-24 22:43:07 Epoch 59, Val iteration 0, acc 92.800 (92.800)
+2020-08-24 22:43:28 Epoch 59, Val iteration 19, acc 92.800 (92.700)
+* Prec: 92.70000228881835
+--------
+GoogLeNet
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 22:43:34, Epoch 0, Iteration 7, loss 0.162 (0.476), acc 94.231 (87.800)
+2020-08-24 22:43:35, Epoch 30, Iteration 7, loss 0.034 (0.078), acc 98.077 (98.000)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-28.56764, -8.747478, -14.033876, -4.6797833, -13.772233, -7.0035715, 8.076211, -8.581512, 4.667179, -22.319473], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 22:43:47 Epoch 59, Val iteration 0, acc 91.000 (91.000)
+2020-08-24 22:44:13 Epoch 59, Val iteration 19, acc 92.800 (92.020)
+* Prec: 92.0200008392334
+--------
+MobileNetV2
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 22:44:16, Epoch 0, Iteration 7, loss 0.946 (2.724), acc 86.538 (67.400)
+2020-08-24 22:44:16, Epoch 30, Iteration 7, loss 0.237 (0.239), acc 94.231 (93.200)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-7.2842727, -13.441274, -6.577096, 10.53107, -16.31324, -13.773739, 20.808184, -26.200079, 16.00946, -34.01096], Poisons' Predictions:[8, 8, 8, 6, 8, 8, 6, 8, 8, 8]
+2020-08-24 22:44:19 Epoch 59, Val iteration 0, acc 88.200 (88.200)
+2020-08-24 22:44:26 Epoch 59, Val iteration 19, acc 88.400 (87.670)
+* Prec: 87.67000122070313
+--------
+ResNet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 22:44:29, Epoch 0, Iteration 7, loss 0.568 (0.779), acc 90.385 (86.200)
+2020-08-24 22:44:29, Epoch 30, Iteration 7, loss 0.058 (0.049), acc 96.154 (97.800)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-37.794296, -18.815964, -27.303032, 1.2431408, -39.291767, -8.359565, 9.9869, -27.720127, 7.934459, -28.682203], Poisons' Predictions:[8, 6, 8, 6, 8, 8, 6, 6, 8, 8]
+2020-08-24 22:44:30 Epoch 59, Val iteration 0, acc 92.800 (92.800)
+2020-08-24 22:44:36 Epoch 59, Val iteration 19, acc 93.000 (92.730)
+* Prec: 92.73000144958496
+--------
+DenseNet121
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 22:44:41, Epoch 0, Iteration 7, loss 0.778 (0.420), acc 82.692 (90.400)
+2020-08-24 22:44:42, Epoch 30, Iteration 7, loss 0.034 (0.009), acc 98.077 (99.800)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-9.308793, -12.673485, -18.522173, -4.0783725, -6.719114, -7.8774915, 7.5058765, -36.293427, 6.7714887, -15.142168], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 22:44:50 Epoch 59, Val iteration 0, acc 93.600 (93.600)
+2020-08-24 22:45:11 Epoch 59, Val iteration 19, acc 93.000 (93.090)
+* Prec: 93.09000129699707
+--------
+------SUMMARY------
+TIME ELAPSED (mins): 796
+TARGET INDEX: 21
+DPN92 0
+SENet18 0
+ResNet50 0
+ResNeXt29_2x64d 1
+GoogLeNet 0
+MobileNetV2 0
+ResNet18 0
+DenseNet121 0

Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/21/poison_00799.pth

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+oid sha256:c77f865e548e6c43dc8d74384b10a6f6fe3bb55c4c4a187b64a62ff4c404a4e7
+size 132166

Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/22/eval-retrained-for-60epochs.json

@@ -0,0 +1 @@
+{"args": "Namespace(device='cuda', dset_path='datasets', end2end=False, eval_poisons_root='attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800', gpu='1', lr_decay_epoch=[30, 45], model_resume_path='model-chks', num_per_class=50, poison_label=8, retrain_bsize=64, retrain_epochs=60, retrain_lr=0.1, retrain_momentum=0.9, retrain_opt='adam', retrain_wd=0, subset_group=0, target_camera=True, target_index_end=23, target_index_start=22, target_index_step=1, target_label=6, target_net=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2', 'ResNet18', 'DenseNet121'], target_print_size=[2, 4], test_chk_name='ckpt-%s-4800.t7', train_data_path='datasets/CIFAR10_TRAIN_Split.pth')", "poison_label": 8, "target_label": 6, "targets": {"22": {}, "22": {"800": {"time": 38161.0, "coeffs_time": 36062, "poisons_time": 37745, "target_loss": 0.007434929721057415, "total_loss": 0.0013338354183360934, "coeff_list": [[0.05078316107392311, 0.015484409406781197, 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[0.029450124129652977, 0.0, 0.4014219343662262, 0.29936012625694275, 0.0786256492137909, 0.09836402535438538, 0.0, 0.0, 0.022816987708210945, 0.06996113806962967], [0.0, 0.06481319665908813, 0.12267709523439407, 0.5805611610412598, 0.04402752220630646, 0.0, 0.0074349879287183285, 0.11511344462633133, 0.036401890218257904, 0.028970662504434586], [0.011634588241577148, 0.060891129076480865, 0.03460784628987312, 0.0, 0.3176039755344391, 0.0, 0.07581281661987305, 0.45426586270332336, 0.007294536102563143, 0.03788931667804718], [0.0, 0.0, 0.1172514334321022, 0.14777109026908875, 0.30465248227119446, 0.03046320378780365, 0.20007072389125824, 0.0, 0.0, 0.1997910588979721], [0.3226073980331421, 0.009852519258856773, 0.2217671424150467, 0.06985481828451157, 0.1643086075782776, 0.0668322816491127, 0.014388692565262318, 0.10711182653903961, 0.023276692256331444, 0.0], [0.015682918950915337, 0.05106475204229355, 0.16741257905960083, 0.2894086241722107, 0.0, 0.08892647176980972, 0.33733421564102173, 0.0, 0.0, 0.05017036572098732]], "coeff_list_in_victim": [[0.0, 0.0004929550923407078, 0.0, 0.09816011041402817, 0.3169633746147156, 0.0, 0.0, 0.5209497213363647, 0.06343390047550201, 0.0]], "victims": {"DPN92": {"clean acc": 92.09000015258789, "prediction": 6, "poisons predictions": [8, 8, 8, 8, 8, 8, 8, 6, 6, 8], "scores": [2.44031716763269e-15, 7.269446923386443e-16, 1.699391641966164e-36, 3.2250196708039774e-14, 2.2801312246081522e-32, 1.0022483433981394e-17, 0.9134569764137268, 2.7332048080624726e-36, 0.08654472976922989, 0.0], "malicious score": 0.08654472976922989, "camera": {"2": {"prediction": 6, "scores": [2.7314430769619045e-21, 8.014490914863179e-26, 5.714793146163287e-28, 1.3799027476224524e-09, 2.5898196629293904e-29, 2.82976669874202e-10, 0.773552656173706, 1.6474841388897074e-36, 0.22644734382629395, 1.401298464324817e-44], "malicious score": 0.22644734382629395}, "4": {"prediction": 6, "scores": [1.5768474740722065e-18, 1.8038317116627504e-21, 9.59421040396881e-34, 1.3170946538271222e-12, 3.498569406261954e-29, 3.355516150108464e-15, 0.9502038359642029, 1.5772540194001042e-36, 0.049794670194387436, 0.0], "malicious score": 0.049794670194387436}}}, "SENet18": {"clean acc": 90.78000106811524, "prediction": 6, "poisons predictions": [8, 8, 8, 6, 6, 8, 6, 8, 6, 8], "scores": [1.0303177581938439e-11, 2.4140957804427753e-15, 4.467485227275267e-16, 9.446562455883711e-12, 8.497043069155552e-09, 9.93093106393169e-15, 0.7991573214530945, 1.4975957752123532e-17, 0.20084214210510254, 2.0419045482764943e-14], "malicious score": 0.20084214210510254, "camera": {"2": {"prediction": 8, "scores": [9.080277897860825e-14, 6.761115833067025e-19, 2.1494991320711094e-17, 1.669813592952707e-12, 3.99287358732181e-09, 1.2992714272085787e-13, 0.264566570520401, 3.227081581678331e-21, 0.7354336977005005, 2.700287302194118e-16], "malicious score": 0.7354336977005005}, "4": {"prediction": 6, "scores": [2.8336577875820446e-12, 1.954069645690123e-15, 2.818264962763453e-15, 2.030201744565585e-12, 2.740623727959246e-09, 1.4648334357558052e-13, 0.6213583946228027, 4.044385867743803e-18, 0.3786417543888092, 2.841784357203274e-14], "malicious score": 0.3786417543888092}}}, "ResNet50": {"clean acc": 92.01000137329102, "prediction": 8, "poisons predictions": [8, 8, 8, 6, 8, 8, 8, 8, 8, 8], "scores": [1.754334401167194e-27, 3.1901947926517794e-26, 1.3407763836506282e-40, 5.044674471569341e-44, 2.0195320649180573e-37, 5.249126720111261e-38, 0.13784827291965485, 2.4264222618148083e-29, 0.8621525764465332, 1.0682858806035645e-30], "malicious score": 0.8621525764465332, "camera": {"2": {"prediction": 8, "scores": [5.7580018489999174e-24, 4.504591759726158e-21, 1.6296431319431675e-38, 2.517778811880222e-39, 2.160297764541711e-40, 1.1546818379894804e-24, 0.25632354617118835, 9.69279634258077e-27, 0.7436771392822266, 6.573903790553282e-27], "malicious score": 0.7436771392822266}, "4": {"prediction": 8, "scores": [3.502008212437038e-25, 4.0561331324848276e-23, 3.91225715657917e-40, 8.053262274474724e-41, 9.814806548008165e-40, 4.028361305945919e-31, 0.3045421540737152, 5.802641070199108e-28, 0.6954584717750549, 8.430434775324468e-28], "malicious score": 0.6954584717750549}}}, "ResNeXt29_2x64d": {"clean acc": 93.37000198364258, "prediction": 6, "poisons predictions": [8, 8, 8, 8, 8, 8, 8, 8, 8, 8], "scores": [5.632022142942706e-25, 1.1103435355346236e-19, 3.736965433859389e-18, 9.37262420452889e-11, 0.0, 1.1694064839464781e-33, 0.9858981966972351, 1.8896154341414814e-34, 0.014103026129305363, 1.3983495134076026e-23], "malicious score": 0.014103026129305363, "camera": {"2": {"prediction": 6, "scores": [3.1113390547856018e-27, 3.2520984951474606e-26, 9.77461303934004e-16, 1.5982609333220488e-11, 0.0, 8.262839581191913e-27, 0.9451066851615906, 1.2339944802298895e-34, 0.05489420145750046, 5.386802955617718e-23], "malicious score": 0.05489420145750046}, "4": {"prediction": 6, "scores": [1.0584425640006263e-27, 9.771371384015348e-23, 1.865857038870298e-18, 5.978987083210541e-09, 0.0, 6.799405860890733e-31, 0.9993364810943604, 5.853398226737322e-35, 0.0006638278719037771, 2.9082562256005325e-24], "malicious score": 0.0006638278719037771}}}, "GoogLeNet": {"clean acc": 92.28000106811524, "prediction": 6, "poisons predictions": [8, 8, 8, 6, 6, 8, 8, 8, 6, 8], "scores": [4.141565901534007e-15, 1.027869234171419e-09, 1.2123034347222283e-11, 7.991027217713054e-08, 3.598658046902181e-12, 4.240391149323841e-09, 0.7731366753578186, 4.321450974842378e-10, 0.22686344385147095, 5.061744484827571e-16], "malicious score": 0.22686344385147095, "camera": {"2": {"prediction": 8, "scores": [8.55111269878854e-14, 5.514142475959716e-10, 2.942697960861551e-07, 6.152313289931044e-05, 1.573693730883008e-09, 1.1088710380136035e-05, 0.28670841455459595, 5.306596741888603e-12, 0.7132188677787781, 3.592622943929258e-12], "malicious score": 0.7132188677787781}, "4": {"prediction": 6, "scores": [2.240174869607217e-13, 1.880005040533206e-09, 1.4171896989267907e-09, 1.5521001841989346e-05, 7.258638579088483e-09, 4.1276555862168607e-07, 0.7436168193817139, 4.795260325970996e-13, 0.2563668191432953, 1.209741074675863e-12], "malicious score": 0.2563668191432953}}}, "MobileNetV2": {"clean acc": 87.07000122070312, "prediction": 6, "poisons predictions": [8, 8, 8, 8, 8, 3, 8, 8, 8, 8], "scores": [7.526278165603584e-18, 1.4637360212788053e-09, 4.7394074775830575e-11, 2.2531334252562374e-05, 2.668887658490503e-17, 3.247043967036234e-09, 0.9998626708984375, 2.6283308276209057e-18, 0.00011433259351179004, 4.272758091349721e-14], "malicious score": 0.00011433259351179004, "camera": {"2": {"prediction": 6, "scores": [9.26329651006197e-13, 4.3722260512600586e-13, 4.758839988738828e-10, 0.036017872393131256, 1.9793973193782603e-23, 0.0005397247732616961, 0.6971438527107239, 8.08143826236944e-21, 0.2662990391254425, 7.316973693605178e-10], "malicious score": 0.2662990391254425}, "4": {"prediction": 6, "scores": [1.9548974086378273e-15, 3.999992882492559e-13, 6.572731248155605e-10, 0.006445662584155798, 1.8797844765513288e-22, 1.6237909221672453e-05, 0.749021053314209, 2.6316716033198542e-18, 0.244517520070076, 1.1720790879060595e-15], "malicious score": 0.244517520070076}}}, "ResNet18": {"clean acc": 92.66000061035156, "prediction": 6, "poisons predictions": [8, 8, 8, 6, 6, 8, 8, 6, 8, 8], "scores": [2.320062010360342e-24, 1.189558347658437e-11, 1.1851801007614626e-12, 9.052538371179253e-05, 2.700586738477974e-23, 9.964384178884345e-11, 0.9230389595031738, 2.841823887322903e-09, 0.07687008380889893, 4.056208784245638e-24], "malicious score": 0.07687008380889893, "camera": {"2": {"prediction": 8, "scores": [4.526117527153781e-23, 1.1698965364168035e-12, 9.714858258125236e-12, 4.5430762838805094e-05, 1.9709820983401609e-22, 1.2944357807853635e-09, 0.3357207775115967, 1.0421731533316603e-10, 0.6642341613769531, 5.447242717162583e-24], "malicious score": 0.6642341613769531}, "4": {"prediction": 6, "scores": [1.738470079691699e-22, 1.736557772580305e-11, 2.592442926996341e-11, 0.00010250232298858464, 2.3940398714390304e-22, 5.401386560244248e-10, 0.9320864677429199, 1.4856647467809125e-08, 0.06781122088432312, 4.755577916276486e-23], "malicious score": 0.06781122088432312}}}, "DenseNet121": {"clean acc": 92.84000167846679, "prediction": 6, "poisons predictions": [8, 8, 8, 8, 8, 8, 8, 6, 8, 8], "scores": [7.811541422597656e-07, 1.0902788220856774e-11, 6.446706363183452e-11, 1.883914228528738e-05, 5.1397705647104885e-08, 1.7859459831015556e-06, 0.9780691862106323, 1.0536786123122567e-16, 0.021909473463892937, 8.449556609946285e-10], "malicious score": 0.021909473463892937, "camera": {"2": {"prediction": 6, "scores": [1.6472168908876483e-06, 3.038327922588735e-11, 1.664009034729741e-11, 0.00039152547833509743, 5.336462938210218e-10, 0.00036369074950926006, 0.8673112988471985, 3.0298229556943414e-17, 0.13193191587924957, 3.239719381653572e-09], "malicious score": 0.13193191587924957}, "4": {"prediction": 6, "scores": [2.939865169082623e-07, 1.8293942749547654e-11, 1.2052661386291463e-12, 1.4082387679081876e-05, 2.5878807985435515e-09, 8.933506614994258e-05, 0.9819487929344177, 6.384033970306152e-18, 0.017947616055607796, 2.22699719776287e-10], "malicious score": 0.017947616055607796}}}}}}}, "poison_idx_list": [213, 225, 227, 247, 249, 253, 261, 271, 273, 281]}

Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/22/log.txt

@@ -0,0 +1,112 @@
+Namespace(chk_path='attack-results-10poisons/100-overlap/linear-transfer-learning', chk_subdir='poisons', device='cuda', dset_path='datasets', end2end=False, eval_poison_path='', gpu='6', lr_decay_epoch=[30, 45], mode='convex', model_resume_path='model-chks', nearest=False, net_repeat=1, num_per_class=50, original_grad=True, poison_decay_ites=[], poison_decay_ratio=0.1, poison_epsilon=0.1, poison_ites=800, poison_label=8, poison_lr=0.04, poison_momentum=0.9, poison_num=10, poison_opt='adam', resume_poison_ite=0, retrain_bsize=64, retrain_epochs=60, retrain_lr=0.1, retrain_momentum=0.9, retrain_opt='adam', retrain_wd=0, subs_chk_name=['ckpt-%s-4800-dp0.200-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.250-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.300-droplayer0.000.t7'], subs_dp=[0.2, 0.25, 0.3], subset_group=0, substitute_nets=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2'], target_index=22, target_label=6, target_net=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2', 'ResNet18', 'DenseNet121'], test_chk_name='ckpt-%s-4800.t7', tol=1e-06, train_data_path='datasets/CIFAR10_TRAIN_Split.pth')
+Path: attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/22
+Selected base image indices: [213, 225, 227, 247, 249, 253, 261, 271, 273, 281]
+ 2020-08-24 11:24:27 Iteration 0 	 Training Loss: 4.258e-01 	 Loss in Target Net: 3.165e-01	  
+ 2020-08-24 11:36:27 Iteration 50 	 Training Loss: 4.153e-03 	 Loss in Target Net: 6.292e-03	  
+ 2020-08-24 12:00:14 Iteration 100 	 Training Loss: 2.299e-03 	 Loss in Target Net: 5.329e-03	  
+ 2020-08-24 12:34:14 Iteration 150 	 Training Loss: 2.029e-03 	 Loss in Target Net: 5.453e-03	  
+ 2020-08-24 13:12:02 Iteration 200 	 Training Loss: 1.645e-03 	 Loss in Target Net: 4.355e-03	  
+ 2020-08-24 13:50:39 Iteration 250 	 Training Loss: 1.637e-03 	 Loss in Target Net: 3.583e-03	  
+ 2020-08-24 14:32:20 Iteration 300 	 Training Loss: 1.630e-03 	 Loss in Target Net: 5.470e-03	  
+ 2020-08-24 15:15:21 Iteration 350 	 Training Loss: 1.399e-03 	 Loss in Target Net: 5.202e-03	  
+ 2020-08-24 15:57:27 Iteration 400 	 Training Loss: 1.361e-03 	 Loss in Target Net: 3.906e-03	  
+ 2020-08-24 16:40:21 Iteration 450 	 Training Loss: 1.195e-03 	 Loss in Target Net: 5.476e-03	  
+ 2020-08-24 17:25:23 Iteration 500 	 Training Loss: 1.414e-03 	 Loss in Target Net: 4.819e-03	  
+ 2020-08-24 18:09:44 Iteration 550 	 Training Loss: 1.249e-03 	 Loss in Target Net: 6.109e-03	  
+ 2020-08-24 18:52:22 Iteration 600 	 Training Loss: 1.274e-03 	 Loss in Target Net: 6.921e-03	  
+ 2020-08-24 19:36:14 Iteration 650 	 Training Loss: 1.077e-03 	 Loss in Target Net: 9.944e-03	  
+ 2020-08-24 20:22:09 Iteration 700 	 Training Loss: 1.190e-03 	 Loss in Target Net: 5.832e-03	  
+ 2020-08-24 21:11:42 Iteration 750 	 Training Loss: 1.085e-03 	 Loss in Target Net: 6.034e-03	  
+ 2020-08-24 22:00:28 Iteration 799 	 Training Loss: 1.334e-03 	 Loss in Target Net: 7.435e-03	  
+Evaluating against victims networks
+DPN92
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 22:00:46, Epoch 0, Iteration 7, loss 1.657 (3.087), acc 94.231 (73.000)
+2020-08-24 22:00:46, Epoch 30, Iteration 7, loss 0.063 (0.097), acc 96.154 (96.400)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[18.000685, -30.156815, -75.0417, 0.5502547, -46.549534, -4.6098275, 33.53995, -54.939594, 30.946903, -150.50133], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 6, 6, 8]
+2020-08-24 22:01:09 Epoch 59, Val iteration 0, acc 91.000 (91.000)
+2020-08-24 22:01:54 Epoch 59, Val iteration 19, acc 92.800 (92.110)
+* Prec: 92.11000175476075
+--------
+SENet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 22:01:58, Epoch 0, Iteration 7, loss 0.236 (0.849), acc 94.231 (87.600)
+2020-08-24 22:01:58, Epoch 30, Iteration 7, loss 0.164 (0.164), acc 96.154 (96.000)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-11.573905, -26.088556, -18.407356, -5.524828, 1.8937738, -11.551963, 23.271103, -42.0382, 21.919796, -15.705828], Poisons' Predictions:[8, 8, 8, 6, 6, 8, 6, 8, 6, 8]
+2020-08-24 22:02:01 Epoch 59, Val iteration 0, acc 90.800 (90.800)
+2020-08-24 22:02:08 Epoch 59, Val iteration 19, acc 91.800 (90.540)
+* Prec: 90.5400016784668
+--------
+ResNet50
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 22:02:14, Epoch 0, Iteration 7, loss 0.087 (0.989), acc 96.154 (91.200)
+2020-08-24 22:02:14, Epoch 30, Iteration 7, loss 0.000 (0.020), acc 100.000 (99.600)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-44.200233, -52.998146, -43.254997, -53.34244, -65.22368, -23.014124, 39.63336, -46.653637, 41.624813, -57.14799], Poisons' Predictions:[8, 8, 8, 6, 8, 8, 8, 8, 8, 8]
+2020-08-24 22:02:20 Epoch 59, Val iteration 0, acc 92.400 (92.400)
+2020-08-24 22:02:39 Epoch 59, Val iteration 19, acc 93.400 (92.840)
+* Prec: 92.84000129699707
+--------
+ResNeXt29_2x64d
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 22:02:45, Epoch 0, Iteration 7, loss 1.154 (2.446), acc 80.769 (70.400)
+2020-08-24 22:02:45, Epoch 30, Iteration 7, loss 0.011 (0.054), acc 100.000 (98.200)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-43.737354, -11.1232815, -16.519323, 7.8610826, -75.06682, -38.955063, 32.385784, -19.196774, 27.557463, -20.793394], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 22:02:50 Epoch 59, Val iteration 0, acc 93.600 (93.600)
+2020-08-24 22:03:10 Epoch 59, Val iteration 19, acc 93.400 (92.830)
+* Prec: 92.83000221252442
+--------
+GoogLeNet
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 22:03:16, Epoch 0, Iteration 7, loss 0.404 (0.504), acc 88.462 (87.600)
+2020-08-24 22:03:17, Epoch 30, Iteration 7, loss 0.056 (0.085), acc 98.077 (97.000)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-26.071716, -7.4751654, -12.518276, -3.79929, -17.843723, -6.2814274, 13.381503, -13.778204, 12.073509, -21.67009], Poisons' Predictions:[8, 8, 8, 6, 6, 8, 8, 8, 6, 8]
+2020-08-24 22:03:28 Epoch 59, Val iteration 0, acc 91.800 (91.800)
+2020-08-24 22:03:52 Epoch 59, Val iteration 19, acc 92.000 (92.360)
+* Prec: 92.36000175476075
+--------
+MobileNetV2
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 22:03:56, Epoch 0, Iteration 7, loss 2.175 (3.896), acc 75.000 (60.800)
+2020-08-24 22:03:56, Epoch 30, Iteration 7, loss 0.114 (0.177), acc 96.154 (94.000)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-6.943304, -7.3999434, -1.3639369, 9.441317, -18.57347, 2.17399, 19.218266, -23.542397, 10.314518, -23.867666], Poisons' Predictions:[8, 8, 8, 8, 8, 3, 8, 8, 8, 8]
+2020-08-24 22:03:59 Epoch 59, Val iteration 0, acc 87.800 (87.800)
+2020-08-24 22:04:06 Epoch 59, Val iteration 19, acc 88.200 (86.600)
+* Prec: 86.60000114440918
+--------
+ResNet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 22:04:09, Epoch 0, Iteration 7, loss 0.425 (0.637), acc 90.385 (88.000)
+2020-08-24 22:04:09, Epoch 30, Iteration 7, loss 0.028 (0.042), acc 98.077 (98.000)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-29.454287, -15.8562155, -18.222027, 0.14371297, -48.936005, -10.9742, 10.910596, -14.410349, 8.878648, -35.619152], Poisons' Predictions:[8, 8, 8, 6, 6, 8, 8, 6, 8, 8]
+2020-08-24 22:04:10 Epoch 59, Val iteration 0, acc 93.400 (93.400)
+2020-08-24 22:04:16 Epoch 59, Val iteration 19, acc 93.200 (92.690)
+* Prec: 92.6900016784668
+--------
+DenseNet121
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 22:04:21, Epoch 0, Iteration 7, loss 0.545 (0.468), acc 92.308 (91.400)
+2020-08-24 22:04:21, Epoch 30, Iteration 7, loss 0.014 (0.010), acc 100.000 (99.800)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-5.232698, -16.369297, -13.119846, -3.8350863, -4.53564, -3.7768738, 8.03567, -24.694466, 4.534217, -19.553566], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 6, 8, 8]
+2020-08-24 22:04:29 Epoch 59, Val iteration 0, acc 93.800 (93.800)
+2020-08-24 22:04:50 Epoch 59, Val iteration 19, acc 92.600 (92.930)
+* Prec: 92.93000106811523
+--------
+------SUMMARY------
+TIME ELAPSED (mins): 636
+TARGET INDEX: 22
+DPN92 0
+SENet18 0
+ResNet50 1
+ResNeXt29_2x64d 0
+GoogLeNet 0
+MobileNetV2 0
+ResNet18 0
+DenseNet121 0

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{"prediction": 5, "scores": [1.0048891406488902e-11, 1.4128166511858092e-14, 1.1656395848547163e-09, 0.00010167322034249082, 6.154502748871528e-16, 0.9970299601554871, 0.002858314896002412, 1.0797643341182231e-25, 1.063033050741069e-05, 4.624789440299537e-08], "malicious score": 1.063033050741069e-05}, "4": {"prediction": 6, "scores": [7.132713863988727e-10, 6.861929861129434e-12, 1.7280900321825499e-10, 1.1485349205031525e-05, 1.7561030754564833e-11, 0.0069759301841259, 0.9819122552871704, 5.878724246774547e-22, 0.011100221425294876, 8.516936489399995e-09], "malicious score": 0.011100221425294876}}}}}}}, "poison_idx_list": [213, 225, 227, 247, 249, 253, 261, 271, 273, 281]}

Bullseye_Polytope/cifar10/attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/23/log.txt

@@ -0,0 +1,112 @@
+Namespace(chk_path='attack-results-10poisons/100-overlap/linear-transfer-learning', chk_subdir='poisons', device='cuda', dset_path='datasets', end2end=False, eval_poison_path='', gpu='7', lr_decay_epoch=[30, 45], mode='convex', model_resume_path='model-chks', nearest=False, net_repeat=1, num_per_class=50, original_grad=True, poison_decay_ites=[], poison_decay_ratio=0.1, poison_epsilon=0.1, poison_ites=800, poison_label=8, poison_lr=0.04, poison_momentum=0.9, poison_num=10, poison_opt='adam', resume_poison_ite=0, retrain_bsize=64, retrain_epochs=60, retrain_lr=0.1, retrain_momentum=0.9, retrain_opt='adam', retrain_wd=0, subs_chk_name=['ckpt-%s-4800-dp0.200-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.250-droplayer0.000-seed1226.t7', 'ckpt-%s-4800-dp0.300-droplayer0.000.t7'], subs_dp=[0.2, 0.25, 0.3], subset_group=0, substitute_nets=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2'], target_index=23, target_label=6, target_net=['DPN92', 'SENet18', 'ResNet50', 'ResNeXt29_2x64d', 'GoogLeNet', 'MobileNetV2', 'ResNet18', 'DenseNet121'], test_chk_name='ckpt-%s-4800.t7', tol=1e-06, train_data_path='datasets/CIFAR10_TRAIN_Split.pth')
+Path: attack-results-10poisons/100-overlap/linear-transfer-learning/convex/800/23
+Selected base image indices: [213, 225, 227, 247, 249, 253, 261, 271, 273, 281]
+ 2020-08-24 06:31:27 Iteration 0 	 Training Loss: 4.549e-01 	 Loss in Target Net: 3.056e-01	  
+ 2020-08-24 06:50:23 Iteration 50 	 Training Loss: 2.372e-03 	 Loss in Target Net: 1.079e-02	  
+ 2020-08-24 07:29:00 Iteration 100 	 Training Loss: 1.492e-03 	 Loss in Target Net: 7.851e-03	  
+ 2020-08-24 08:15:15 Iteration 150 	 Training Loss: 1.137e-03 	 Loss in Target Net: 4.882e-03	  
+ 2020-08-24 09:05:08 Iteration 200 	 Training Loss: 1.165e-03 	 Loss in Target Net: 2.912e-03	  
+ 2020-08-24 09:59:26 Iteration 250 	 Training Loss: 1.132e-03 	 Loss in Target Net: 3.434e-03	  
+ 2020-08-24 10:55:07 Iteration 300 	 Training Loss: 1.085e-03 	 Loss in Target Net: 2.707e-03	  
+ 2020-08-24 11:51:49 Iteration 350 	 Training Loss: 1.076e-03 	 Loss in Target Net: 1.931e-03	  
+ 2020-08-24 12:48:48 Iteration 400 	 Training Loss: 9.232e-04 	 Loss in Target Net: 1.934e-03	  
+ 2020-08-24 13:43:40 Iteration 450 	 Training Loss: 8.679e-04 	 Loss in Target Net: 2.076e-03	  
+ 2020-08-24 14:38:27 Iteration 500 	 Training Loss: 9.662e-04 	 Loss in Target Net: 1.905e-03	  
+ 2020-08-24 15:34:05 Iteration 550 	 Training Loss: 8.809e-04 	 Loss in Target Net: 1.977e-03	  
+ 2020-08-24 16:27:59 Iteration 600 	 Training Loss: 9.620e-04 	 Loss in Target Net: 1.352e-03	  
+ 2020-08-24 17:22:39 Iteration 650 	 Training Loss: 8.689e-04 	 Loss in Target Net: 1.974e-03	  
+ 2020-08-24 18:17:57 Iteration 700 	 Training Loss: 8.701e-04 	 Loss in Target Net: 1.796e-03	  
+ 2020-08-24 19:11:33 Iteration 750 	 Training Loss: 8.035e-04 	 Loss in Target Net: 1.618e-03	  
+ 2020-08-24 20:05:59 Iteration 799 	 Training Loss: 8.550e-04 	 Loss in Target Net: 2.186e-03	  
+Evaluating against victims networks
+DPN92
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 20:06:17, Epoch 0, Iteration 7, loss 1.872 (3.326), acc 86.538 (70.400)
+2020-08-24 20:06:17, Epoch 30, Iteration 7, loss 0.002 (0.156), acc 100.000 (96.000)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[0.7803611, -4.6321783, -63.697803, -2.142078, -27.788788, 0.05339618, 40.50011, -40.98075, 40.996986, -137.06421], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 6, 8]
+2020-08-24 20:06:39 Epoch 59, Val iteration 0, acc 89.600 (89.600)
+2020-08-24 20:07:26 Epoch 59, Val iteration 19, acc 91.800 (91.540)
+* Prec: 91.5400001525879
+--------
+SENet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 20:07:30, Epoch 0, Iteration 7, loss 2.456 (1.157), acc 88.462 (88.200)
+2020-08-24 20:07:30, Epoch 30, Iteration 7, loss 0.219 (0.188), acc 98.077 (96.600)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-2.0615926, -11.856141, -21.326466, -8.542625, 7.7875953, -17.042704, 20.579737, -26.424267, 16.275976, -21.244658], Poisons' Predictions:[8, 6, 8, 6, 8, 8, 6, 8, 6, 8]
+2020-08-24 20:07:33 Epoch 59, Val iteration 0, acc 92.000 (92.000)
+2020-08-24 20:07:40 Epoch 59, Val iteration 19, acc 93.200 (91.460)
+* Prec: 91.46000175476074
+--------
+ResNet50
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 20:07:46, Epoch 0, Iteration 7, loss 0.000 (1.499), acc 100.000 (88.200)
+2020-08-24 20:07:46, Epoch 30, Iteration 7, loss 0.002 (0.022), acc 100.000 (99.200)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-86.27363, -48.54091, -38.60789, -55.575947, -22.314787, -51.43997, 13.78197, -56.20252, 18.737932, -17.438389], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 20:07:53 Epoch 59, Val iteration 0, acc 92.800 (92.800)
+2020-08-24 20:08:13 Epoch 59, Val iteration 19, acc 93.200 (92.790)
+* Prec: 92.79000205993653
+--------
+ResNeXt29_2x64d
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 20:08:18, Epoch 0, Iteration 7, loss 0.651 (2.072), acc 86.538 (74.000)
+2020-08-24 20:08:18, Epoch 30, Iteration 7, loss 0.035 (0.120), acc 98.077 (96.600)
+Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-27.717474, -9.628148, -4.838134, 4.694304, -57.15591, -25.767273, 24.836008, -24.461699, 27.014576, -24.176563], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 8, 8, 8, 8]
+2020-08-24 20:08:24 Epoch 59, Val iteration 0, acc 93.200 (93.200)
+2020-08-24 20:08:45 Epoch 59, Val iteration 19, acc 92.800 (92.790)
+* Prec: 92.79000205993653
+--------
+GoogLeNet
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 20:08:51, Epoch 0, Iteration 7, loss 0.372 (0.503), acc 86.538 (87.400)
+2020-08-24 20:08:52, Epoch 30, Iteration 7, loss 0.027 (0.100), acc 100.000 (96.400)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-28.98348, -11.258914, -21.613646, -7.757333, -17.482075, -12.402302, 11.619845, -15.885015, 10.848057, -25.487137], Poisons' Predictions:[6, 8, 8, 8, 8, 8, 6, 8, 8, 8]
+2020-08-24 20:09:03 Epoch 59, Val iteration 0, acc 91.000 (91.000)
+2020-08-24 20:09:29 Epoch 59, Val iteration 19, acc 92.200 (91.990)
+* Prec: 91.99000129699706
+--------
+MobileNetV2
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 20:09:32, Epoch 0, Iteration 7, loss 1.942 (2.820), acc 73.077 (63.200)
+2020-08-24 20:09:32, Epoch 30, Iteration 7, loss 0.247 (0.299), acc 90.385 (93.400)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-3.366493, -35.5246, -3.6000311, 12.514338, -19.549932, -4.005793, 29.75653, -22.617184, 22.166485, -12.137451], Poisons' Predictions:[8, 6, 8, 8, 8, 8, 8, 6, 8, 8]
+2020-08-24 20:09:35 Epoch 59, Val iteration 0, acc 87.800 (87.800)
+2020-08-24 20:09:42 Epoch 59, Val iteration 19, acc 87.600 (86.800)
+* Prec: 86.80000190734863
+--------
+ResNet18
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 20:09:45, Epoch 0, Iteration 7, loss 0.180 (0.635), acc 96.154 (86.800)
+2020-08-24 20:09:45, Epoch 30, Iteration 7, loss 0.074 (0.045), acc 98.077 (98.600)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-35.978413, -13.516962, -17.469656, 1.3088086, -45.693127, -12.768565, 8.737433, -33.01579, 8.433067, -29.439451], Poisons' Predictions:[6, 8, 8, 6, 8, 8, 8, 6, 6, 8]
+2020-08-24 20:09:46 Epoch 59, Val iteration 0, acc 93.600 (93.600)
+2020-08-24 20:09:52 Epoch 59, Val iteration 19, acc 94.400 (92.880)
+* Prec: 92.88000106811523
+--------
+DenseNet121
+Using Adam for retraining
+Files already downloaded and verified
+2020-08-24 20:09:57, Epoch 0, Iteration 7, loss 0.272 (0.425), acc 84.615 (90.200)
+2020-08-24 20:09:58, Epoch 30, Iteration 7, loss 0.022 (0.015), acc 100.000 (99.800)
+Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-9.630844, -19.265501, -14.723525, -6.641981, -13.452652, -6.617008, 6.348751, -37.809742, 4.9623427, -16.696198], Poisons' Predictions:[8, 8, 8, 8, 8, 8, 6, 8, 8, 8]
+2020-08-24 20:10:05 Epoch 59, Val iteration 0, acc 93.400 (93.400)
+2020-08-24 20:10:26 Epoch 59, Val iteration 19, acc 93.600 (93.010)
+* Prec: 93.01000099182129
+--------
+------SUMMARY------
+TIME ELAPSED (mins): 814
+TARGET INDEX: 23
+DPN92 1
+SENet18 0
+ResNet50 1
+ResNeXt29_2x64d 1
+GoogLeNet 0
+MobileNetV2 0
+ResNet18 0
+DenseNet121 0