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2020-01-31 20:09:08 Iteration 3300 Training Loss: 6.909e-02 Loss in Target Net: 1.183e-02 |
2020-01-31 20:09:30 Iteration 3350 Training Loss: 6.739e-02 Loss in Target Net: 1.205e-02 |
2020-01-31 20:09:53 Iteration 3400 Training Loss: 7.028e-02 Loss in Target Net: 1.094e-02 |
2020-01-31 20:10:13 Iteration 3450 Training Loss: 7.283e-02 Loss in Target Net: 8.715e-03 |
2020-01-31 20:10:34 Iteration 3500 Training Loss: 6.773e-02 Loss in Target Net: 6.718e-03 |
2020-01-31 20:10:54 Iteration 3550 Training Loss: 7.081e-02 Loss in Target Net: 9.926e-03 |
2020-01-31 20:11:14 Iteration 3600 Training Loss: 7.105e-02 Loss in Target Net: 1.070e-02 |
2020-01-31 20:11:36 Iteration 3650 Training Loss: 6.244e-02 Loss in Target Net: 1.045e-02 |
2020-01-31 20:11:58 Iteration 3700 Training Loss: 7.062e-02 Loss in Target Net: 1.466e-02 |
2020-01-31 20:12:21 Iteration 3750 Training Loss: 6.727e-02 Loss in Target Net: 1.260e-02 |
2020-01-31 20:12:42 Iteration 3800 Training Loss: 7.140e-02 Loss in Target Net: 1.492e-02 |
2020-01-31 20:13:04 Iteration 3850 Training Loss: 6.821e-02 Loss in Target Net: 1.261e-02 |
2020-01-31 20:13:26 Iteration 3900 Training Loss: 6.393e-02 Loss in Target Net: 1.122e-02 |
2020-01-31 20:13:48 Iteration 3950 Training Loss: 6.673e-02 Loss in Target Net: 1.221e-02 |
2020-01-31 20:14:08 Iteration 3999 Training Loss: 6.404e-02 Loss in Target Net: 8.329e-03 |
Evaluating against victims networks |
DPN92 |
Using Adam for retraining |
Files already downloaded and verified |
2020-01-31 20:14:12, Epoch 0, Iteration 7, loss 1.252 (2.724), acc 90.385 (75.400) |
2020-01-31 20:14:13, Epoch 30, Iteration 7, loss 0.557 (0.376), acc 94.231 (95.800) |
Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[14.702849, 7.7668586, -48.24583, 5.5798674, -16.388222, -15.962995, 32.293293, -65.503204, 24.377625, -103.99238], Poisons' Predictions:[8, 6, 8, 6, 8] |
2020-01-31 20:14:17 Epoch 59, Val iteration 0, acc 91.800 (91.800) |
2020-01-31 20:14:24 Epoch 59, Val iteration 19, acc 92.400 (92.320) |
* Prec: 92.32000122070312 |
-------- |
SENet18 |
Using Adam for retraining |
Files already downloaded and verified |
2020-01-31 20:14:26, Epoch 0, Iteration 7, loss 0.835 (0.994), acc 96.154 (90.000) |
2020-01-31 20:14:27, Epoch 30, Iteration 7, loss 0.297 (0.149), acc 96.154 (96.400) |
Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-3.3286815, -20.723059, -21.291574, -5.4802837, 3.2511747, -13.799474, 19.333353, -31.724665, 14.502264, -27.292667], Poisons' Predictions:[8, 6, 6, 8, 6] |
2020-01-31 20:14:28 Epoch 59, Val iteration 0, acc 90.400 (90.400) |
2020-01-31 20:14:30 Epoch 59, Val iteration 19, acc 92.200 (90.580) |
* Prec: 90.58000144958496 |
-------- |
ResNet50 |
Using Adam for retraining |
Files already downloaded and verified |
2020-01-31 20:14:32, Epoch 0, Iteration 7, loss 1.043 (1.289), acc 96.154 (87.200) |
2020-01-31 20:14:32, Epoch 30, Iteration 7, loss 0.002 (0.010), acc 100.000 (99.600) |
Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-49.81654, -11.468964, -63.786366, -44.31679, -104.94316, -32.157944, 14.004133, -62.671825, 11.866958, -48.459667], Poisons' Predictions:[8, 6, 8, 8, 8] |
2020-01-31 20:14:34 Epoch 59, Val iteration 0, acc 93.000 (93.000) |
2020-01-31 20:14:38 Epoch 59, Val iteration 19, acc 95.000 (93.800) |
* Prec: 93.80000114440918 |
-------- |
ResNeXt29_2x64d |
Using Adam for retraining |
Files already downloaded and verified |
2020-01-31 20:14:40, Epoch 0, Iteration 7, loss 0.978 (2.143), acc 80.769 (77.800) |
2020-01-31 20:14:40, Epoch 30, Iteration 7, loss 0.008 (0.043), acc 100.000 (98.400) |
Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-29.013535, 7.014017, -8.374719, 3.0867007, -62.771736, -27.825623, 27.616777, -21.730291, 21.774374, -20.736172], Poisons' Predictions:[8, 8, 8, 8, 8] |
2020-01-31 20:14:42 Epoch 59, Val iteration 0, acc 93.600 (93.600) |
2020-01-31 20:14:46 Epoch 59, Val iteration 19, acc 93.400 (93.130) |
* Prec: 93.13000106811523 |
-------- |
GoogLeNet |
Using Adam for retraining |
Files already downloaded and verified |
2020-01-31 20:14:48, Epoch 0, Iteration 7, loss 0.225 (0.426), acc 96.154 (91.000) |
2020-01-31 20:14:49, Epoch 30, Iteration 7, loss 0.080 (0.049), acc 96.154 (98.000) |
Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-18.017426, -6.253182, -6.5446463, -0.23437737, -12.618388, -3.5486257, 13.416161, -3.8568754, 10.017976, -25.52597], Poisons' Predictions:[8, 6, 8, 6, 8] |
2020-01-31 20:14:51 Epoch 59, Val iteration 0, acc 92.000 (92.000) |
2020-01-31 20:14:56 Epoch 59, Val iteration 19, acc 92.400 (92.470) |
* Prec: 92.47000198364258 |
-------- |
MobileNetV2 |
Using Adam for retraining |
Files already downloaded and verified |
2020-01-31 20:14:58, Epoch 0, Iteration 7, loss 1.074 (2.844), acc 88.462 (65.000) |
2020-01-31 20:14:58, Epoch 30, Iteration 7, loss 0.665 (0.360), acc 88.462 (92.200) |
Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-4.980017, -11.3156805, -3.794213, 4.69314, -36.936104, 1.1081057, 15.148296, -28.148962, 11.830086, -23.767864], Poisons' Predictions:[8, 6, 6, 8, 6] |
2020-01-31 20:14:59 Epoch 59, Val iteration 0, acc 88.600 (88.600) |
2020-01-31 20:15:01 Epoch 59, Val iteration 19, acc 88.400 (87.150) |
* Prec: 87.15000114440917 |
-------- |
ResNet18 |
Using Adam for retraining |
Files already downloaded and verified |
2020-01-31 20:15:03, Epoch 0, Iteration 7, loss 0.909 (0.708), acc 92.308 (87.200) |
2020-01-31 20:15:04, Epoch 30, Iteration 7, loss 0.296 (0.073), acc 96.154 (98.400) |
Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-34.379086, -13.25869, -8.489744, 5.105979, -38.44792, -11.155649, 14.94467, -21.421936, 12.445215, -44.613213], Poisons' Predictions:[8, 8, 8, 6, 8] |
2020-01-31 20:15:04 Epoch 59, Val iteration 0, acc 94.000 (94.000) |
2020-01-31 20:15:06 Epoch 59, Val iteration 19, acc 94.000 (92.820) |
* Prec: 92.82000122070312 |
-------- |
DenseNet121 |
Using Adam for retraining |
Files already downloaded and verified |
2020-01-31 20:15:09, Epoch 0, Iteration 7, loss 0.421 (0.371), acc 90.385 (92.400) |
2020-01-31 20:15:09, Epoch 30, Iteration 7, loss 0.003 (0.024), acc 100.000 (99.200) |
Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-5.8189573, -12.856163, -11.657584, -3.8410714, -4.52798, -2.5924819, 10.272774, -23.959497, 5.7914143, -12.251402], Poisons' Predictions:[8, 8, 8, 8, 6] |
2020-01-31 20:15:11 Epoch 59, Val iteration 0, acc 93.200 (93.200) |
2020-01-31 20:15:15 Epoch 59, Val iteration 19, acc 93.200 (92.900) |
* Prec: 92.90000114440917 |
-------- |
------SUMMARY------ |
TIME ELAPSED (mins): 29 |
TARGET INDEX: 22 |
DPN92 0 |
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