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2020-02-04 23:00:25 Iteration 3300 Training Loss: 6.822e-02 Loss in Target Net: 1.371e-02 |
2020-02-04 23:02:00 Iteration 3350 Training Loss: 7.271e-02 Loss in Target Net: 1.113e-02 |
2020-02-04 23:03:33 Iteration 3400 Training Loss: 7.705e-02 Loss in Target Net: 1.178e-02 |
2020-02-04 23:05:06 Iteration 3450 Training Loss: 6.996e-02 Loss in Target Net: 1.361e-02 |
2020-02-04 23:06:36 Iteration 3500 Training Loss: 6.987e-02 Loss in Target Net: 1.256e-02 |
2020-02-04 23:08:06 Iteration 3550 Training Loss: 7.055e-02 Loss in Target Net: 1.344e-02 |
2020-02-04 23:09:36 Iteration 3600 Training Loss: 7.064e-02 Loss in Target Net: 1.645e-02 |
2020-02-04 23:11:07 Iteration 3650 Training Loss: 7.412e-02 Loss in Target Net: 1.522e-02 |
2020-02-04 23:12:33 Iteration 3700 Training Loss: 6.744e-02 Loss in Target Net: 1.193e-02 |
2020-02-04 23:13:58 Iteration 3750 Training Loss: 6.956e-02 Loss in Target Net: 1.464e-02 |
2020-02-04 23:15:20 Iteration 3800 Training Loss: 7.781e-02 Loss in Target Net: 1.391e-02 |
2020-02-04 23:16:44 Iteration 3850 Training Loss: 6.548e-02 Loss in Target Net: 1.192e-02 |
2020-02-04 23:18:06 Iteration 3900 Training Loss: 7.027e-02 Loss in Target Net: 1.380e-02 |
2020-02-04 23:19:24 Iteration 3950 Training Loss: 7.584e-02 Loss in Target Net: 1.453e-02 |
2020-02-04 23:20:41 Iteration 3999 Training Loss: 7.078e-02 Loss in Target Net: 1.422e-02 |
Evaluating against victims networks |
DPN92 |
Using Adam for retraining |
Files already downloaded and verified |
2020-02-04 23:21:00, Epoch 0, Iteration 7, loss 0.397 (3.458), acc 92.308 (69.400) |
2020-02-04 23:21:00, Epoch 30, Iteration 7, loss 0.001 (0.223), acc 100.000 (96.400) |
Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-12.888451, -31.14465, -57.066273, 11.475571, -16.047558, 4.5563755, 48.103737, -43.69096, 49.379086, -84.36055], Poisons' Predictions:[8, 6, 8, 6, 6] |
2020-02-04 23:21:33 Epoch 59, Val iteration 0, acc 92.800 (92.800) |
2020-02-04 23:22:20 Epoch 59, Val iteration 19, acc 92.400 (92.740) |
* Prec: 92.7400016784668 |
-------- |
SENet18 |
Using Adam for retraining |
Files already downloaded and verified |
2020-02-04 23:22:25, Epoch 0, Iteration 7, loss 1.970 (0.887), acc 80.769 (88.600) |
2020-02-04 23:22:26, Epoch 30, Iteration 7, loss 0.117 (0.210), acc 96.154 (96.200) |
Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-8.189013, 1.6046027, -13.174214, 1.3832113, 11.832997, -8.122936, 18.501974, -14.91573, 10.405864, -16.37731], Poisons' Predictions:[8, 6, 8, 8, 6] |
2020-02-04 23:22:30 Epoch 59, Val iteration 0, acc 91.200 (91.200) |
2020-02-04 23:22:37 Epoch 59, Val iteration 19, acc 92.400 (90.830) |
* Prec: 90.83000183105469 |
-------- |
ResNet50 |
Using Adam for retraining |
Files already downloaded and verified |
2020-02-04 23:22:44, Epoch 0, Iteration 7, loss 0.001 (0.916), acc 100.000 (87.400) |
2020-02-04 23:22:45, Epoch 30, Iteration 7, loss 0.000 (0.006), acc 100.000 (99.800) |
Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-49.32851, -42.769085, -52.66699, -17.977894, -72.56077, -58.489407, 50.34928, -47.474197, 49.62459, -54.54376], Poisons' Predictions:[8, 8, 8, 8, 8] |
2020-02-04 23:22:53 Epoch 59, Val iteration 0, acc 94.000 (94.000) |
2020-02-04 23:23:13 Epoch 59, Val iteration 19, acc 94.600 (93.690) |
* Prec: 93.69000091552735 |
-------- |
ResNeXt29_2x64d |
Using Adam for retraining |
Files already downloaded and verified |
2020-02-04 23:23:19, Epoch 0, Iteration 7, loss 0.353 (2.053), acc 94.231 (74.800) |
2020-02-04 23:23:19, Epoch 30, Iteration 7, loss 0.078 (0.035), acc 96.154 (98.600) |
Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-26.378716, -19.362314, -13.334869, 13.688092, -84.811775, -34.947117, 33.295364, -30.360529, 28.651844, -14.021734], Poisons' Predictions:[8, 8, 8, 8, 8] |
2020-02-04 23:23:27 Epoch 59, Val iteration 0, acc 93.000 (93.000) |
2020-02-04 23:23:48 Epoch 59, Val iteration 19, acc 92.800 (92.670) |
* Prec: 92.67000236511231 |
-------- |
GoogLeNet |
Using Adam for retraining |
Files already downloaded and verified |
2020-02-04 23:23:57, Epoch 0, Iteration 7, loss 0.743 (0.487), acc 86.538 (88.800) |
2020-02-04 23:23:57, Epoch 30, Iteration 7, loss 0.088 (0.053), acc 94.231 (98.200) |
Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-18.000435, -10.660561, -4.5035734, 2.7637956, -14.279944, 0.44118416, 9.178243, -7.676934, 6.000298, -22.619562], Poisons' Predictions:[8, 8, 6, 8, 6] |
2020-02-04 23:24:13 Epoch 59, Val iteration 0, acc 91.400 (91.400) |
2020-02-04 23:24:46 Epoch 59, Val iteration 19, acc 91.400 (92.150) |
* Prec: 92.15000190734864 |
-------- |
MobileNetV2 |
Using Adam for retraining |
Files already downloaded and verified |
2020-02-04 23:24:51, Epoch 0, Iteration 7, loss 1.909 (3.721), acc 75.000 (64.200) |
2020-02-04 23:24:51, Epoch 30, Iteration 7, loss 0.119 (0.209), acc 96.154 (94.400) |
Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-2.8153722, -30.504616, -7.0352626, 15.54042, -23.067848, -12.742275, 27.719086, -38.71609, 24.24787, -33.53267], Poisons' Predictions:[8, 6, 6, 6, 8] |
2020-02-04 23:24:55 Epoch 59, Val iteration 0, acc 88.000 (88.000) |
2020-02-04 23:25:03 Epoch 59, Val iteration 19, acc 87.800 (86.670) |
* Prec: 86.67000160217285 |
-------- |
ResNet18 |
Using Adam for retraining |
Files already downloaded and verified |
2020-02-04 23:25:06, Epoch 0, Iteration 7, loss 0.277 (0.460), acc 92.308 (91.400) |
2020-02-04 23:25:07, Epoch 30, Iteration 7, loss 0.001 (0.083), acc 100.000 (97.600) |
Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-27.360497, -27.961514, -22.804016, -2.81063, -51.858467, -9.815708, 9.525243, -37.203648, 4.807057, -61.43282], Poisons' Predictions:[8, 6, 6, 8, 6] |
2020-02-04 23:25:07 Epoch 59, Val iteration 0, acc 93.800 (93.800) |
2020-02-04 23:25:14 Epoch 59, Val iteration 19, acc 93.400 (92.650) |
* Prec: 92.65000190734864 |
-------- |
DenseNet121 |
Using Adam for retraining |
Files already downloaded and verified |
2020-02-04 23:25:22, Epoch 0, Iteration 7, loss 0.717 (0.410), acc 88.462 (91.000) |
2020-02-04 23:25:22, 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:[-14.460598, -23.433308, -22.015257, -5.2876515, -15.287936, -9.582059, 5.484516, -37.34898, 3.577316, -19.747513], Poisons' Predictions:[8, 8, 8, 8, 8] |
2020-02-04 23:25:34 Epoch 59, Val iteration 0, acc 94.400 (94.400) |
2020-02-04 23:25:57 Epoch 59, Val iteration 19, acc 92.800 (93.180) |
* Prec: 93.18000183105468 |
-------- |
------SUMMARY------ |
TIME ELAPSED (mins): 119 |
TARGET INDEX: 45 |
DPN92 1 |
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