diff --git a/code/cnn/__pycache__/cnn.cpython-310.pyc b/code/cnn/__pycache__/cnn.cpython-310.pyc index 08728a0f..123bfd5a 100644 Binary files a/code/cnn/__pycache__/cnn.cpython-310.pyc and b/code/cnn/__pycache__/cnn.cpython-310.pyc differ diff --git a/code/cnn/__pycache__/plot.cpython-310.pyc b/code/cnn/__pycache__/plot.cpython-310.pyc index 95227338..ae9f3c6f 100644 Binary files a/code/cnn/__pycache__/plot.cpython-310.pyc and b/code/cnn/__pycache__/plot.cpython-310.pyc differ diff --git a/code/cnn/__pycache__/pre_training.cpython-310.pyc b/code/cnn/__pycache__/pre_training.cpython-310.pyc index 8675a71e..8e045f36 100644 Binary files a/code/cnn/__pycache__/pre_training.cpython-310.pyc and b/code/cnn/__pycache__/pre_training.cpython-310.pyc differ diff --git a/code/cnn/__pycache__/train.cpython-310.pyc b/code/cnn/__pycache__/train.cpython-310.pyc index 467d2e57..640d9789 100644 Binary files a/code/cnn/__pycache__/train.cpython-310.pyc and b/code/cnn/__pycache__/train.cpython-310.pyc differ diff --git a/code/cnn/__pycache__/util.cpython-310.pyc b/code/cnn/__pycache__/util.cpython-310.pyc index ba5819ab..4721ff6b 100644 Binary files a/code/cnn/__pycache__/util.cpython-310.pyc and b/code/cnn/__pycache__/util.cpython-310.pyc differ diff --git a/code/cnn/cnn.py b/code/cnn/cnn.py index 5bdbfbdc..1585d514 100644 --- a/code/cnn/cnn.py +++ b/code/cnn/cnn.py @@ -16,26 +16,44 @@ def __init__(self, References: 1. LeCun, Y., Bottou, L., Bengio, Y., & Haffner, P. (1998). - Gradient-based learning applied to document recognition. - Proceedings of the IEEE, 86(11), 2278-2324. - 2. LeCun, Y. (1989). Generalization and network design strategies. - Connectionism in perspective, 19(143-155), 18. + Gradient-based learning applied to document recognition. + Proceedings of the IEEE, 86(11), 2278-2324. + 2. LeCun, Y. (1989). + Generalization and network design strategies. + Connectionism in perspective, 19(143-155), 18. 3. LeCun, Y., Boser, B., Denker, J. S., Henderson, D., - Howard, R. E., Hubbard, W., & Jackel, L. D. (1989). - Backpropagation applied to handwritten zip code recognition. - Neural computation, 1(4), 541-551. + Howard, R. E., Hubbard, W., & Jackel, L. D. (1989). + Backpropagation applied to handwritten zip code recognition. + Neural computation, 1(4), 541-551. 4. LeCun, Y., Boser, B., Denker, J., Henderson, D., - Howard, R., Hubbard, W., & Jackel, L. (1989). - Handwritten digit recognition with a back-propagation network. - Advances in neural information processing systems, 2. - + Howard, R., Hubbard, W., & Jackel, L. (1989). + Handwritten digit recognition with a back-propagation network. + Advances in neural information processing systems, 2. + 5. Srivastava, N., Hinton, G., Krizhevsky, A., + Sutskever, I., & Salakhutdinov, R. (2014). + Dropout: a simple way to prevent neural networks from overfitting. + The journal of machine learning research, 15(1), 1929-1958. + 6. Hinton, G. E., Srivastava, N., Krizhevsky, A., Sutskever, + I., & Salakhutdinov, R. R. (2012). + Improving neural networks by preventing co-adaptation of feature detectors. + arXiv preprint arXiv:1207.0580. + 7. Szegedy, C., Vanhoucke, V., Ioffe, S., Shlens, J., & Wojna, Z. (2016). + Rethinking the inception architecture for computer vision. + In Proceedings of the IEEE conference on computer vision + and pattern recognition (pp. 2818-2826). + 8. Hendrycks, D., & Gimpel, K. (2016). + Gaussian error linear units (gelus). + arXiv preprint arXiv:1606.08415. """ super(CNN, self).__init__() + # Convolutional neural network (LeCun 1989,1989,1998) self.conv_layers = nn.Sequential( nn.Conv1d(1, 32, kernel_size=3, stride=1, padding=1), + # GELU activation (Hendrycks 2016) nn.GELU(), nn.MaxPool1d(kernel_size=2, stride=2), + # Dropout layer (Srivastava 2014, Hinton 2012) nn.Dropout(p=dropout), nn.Conv1d(32, 64, kernel_size=3, stride=1, padding=1), @@ -89,37 +107,4 @@ def forward(self, x): # Fully connected layers x = self.fc_layers(x) - return x - -# class CNN(nn.Module): -# def __init__(self, input_size=1023, num_classes=10, dropout=0.2): -# super(CNN, self).__init__() - -# # Convolutional Layer 1 -# self.conv1 = nn.Conv1d(in_channels=1, out_channels=32, kernel_size=3, stride=1, padding=1) -# self.pool1 = nn.MaxPool1d(kernel_size=2, stride=2, padding=0) -# self.dropout1 = nn.Dropout(p=dropout) - -# # Convolutional Layer 2 -# self.conv2 = nn.Conv1d(in_channels=32, out_channels=64, kernel_size=3, stride=1, padding=1) -# self.pool2 = nn.MaxPool1d(kernel_size=2, stride=2, padding=0) -# self.dropout2 = nn.Dropout(p=dropout) - - -# # Fully connected layer -# self.fc1 = nn.Linear(64 * (input_size // 2 // 2), num_classes) # Adjust input size after pooling layers - -# def forward(self, x): -# # Input shape: (batch_size, input_size) -# # Reshape input to (batch_size, 1, input_size) for conv1d -# x = x.unsqueeze(1) - -# x = self.pool1(F.gelu(self.conv1(x))) # Apply conv1, ReLU, and pool -# x = self.dropout1(x) # Dropout 1 -# x = self.pool2(F.gelu(self.conv2(x))) # Apply conv2, ReLU, and pool -# x = self.dropout2(x) # Dropout 2 - -# # Flatten the output for the fully connected layer -# x = x.view(-1, 64 * (1023 // 2 // 2)) # Adjust based on input size and pooling layers -# x = self.fc1(x) # Fully connected layer -# return x \ No newline at end of file + return x \ No newline at end of file diff --git a/code/cnn/figures/model_accuracy.png b/code/cnn/figures/model_accuracy.png index deae8126..f67130d4 100644 Binary files a/code/cnn/figures/model_accuracy.png and b/code/cnn/figures/model_accuracy.png differ diff --git a/code/cnn/figures/train_confusion_matrix.png b/code/cnn/figures/train_confusion_matrix.png index 57818d0b..028153cc 100644 Binary files a/code/cnn/figures/train_confusion_matrix.png and b/code/cnn/figures/train_confusion_matrix.png differ diff --git a/code/cnn/figures/validation_confusion_matrix.png b/code/cnn/figures/validation_confusion_matrix.png index 01665be0..51536b60 100644 Binary files a/code/cnn/figures/validation_confusion_matrix.png and b/code/cnn/figures/validation_confusion_matrix.png differ diff --git a/code/cnn/logs/results_0.log b/code/cnn/logs/results_0.log index e47c9d18..a5ad0b54 100644 --- a/code/cnn/logs/results_0.log +++ b/code/cnn/logs/results_0.log @@ -1,2009 +1,109 @@ -INFO:pre_training:Epoch [1/1000], Loss: 0.0004, Val: 0.0002 -INFO:pre_training:Epoch [2/1000], Loss: 0.0002, Val: 0.0001 -INFO:pre_training:Epoch [3/1000], Loss: 0.0002, Val: 0.0001 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0.0001 -INFO:pre_training:Epoch [998/1000], Loss: 0.0001, Val: 0.0001 -INFO:pre_training:Epoch [999/1000], Loss: 0.0001, Val: 0.0001 -INFO:pre_training:Epoch [1000/1000], Loss: 0.0001, Val: 0.0001 -INFO:train:Epoch 1/1000 Train Loss: 0.6871, Train Acc: 0.5698 Val Loss: 0.6533, Val Acc: 0.5909 -INFO:train:Epoch 2/1000 Train Loss: 0.6737, Train Acc: 0.5349 Val Loss: 0.6392, Val Acc: 0.5909 -INFO:train:Epoch 3/1000 Train Loss: 0.6498, Train Acc: 0.6163 Val Loss: 0.5885, Val Acc: 0.7273 -INFO:train:Epoch 4/1000 Train Loss: 0.6104, Train Acc: 0.6860 Val Loss: 0.5512, Val Acc: 0.7727 -INFO:train:Epoch 5/1000 Train Loss: 0.5788, Train Acc: 0.8372 Val Loss: 0.5344, Val Acc: 0.6364 -INFO:train:Epoch 6/1000 Train Loss: 0.5366, Train Acc: 0.7442 Val Loss: 0.5544, Val Acc: 0.6364 -INFO:train:Epoch 7/1000 Train Loss: 0.4737, Train Acc: 0.8256 Val Loss: 0.4777, Val Acc: 0.7273 -INFO:train:Epoch 8/1000 Train Loss: 0.4075, Train Acc: 0.9651 Val Loss: 0.4211, Val Acc: 0.8636 -INFO:train:Epoch 9/1000 Train Loss: 0.3416, Train Acc: 0.9884 Val Loss: 0.4849, Val Acc: 0.9091 -INFO:train:Epoch 10/1000 Train Loss: 0.3009, Train Acc: 0.9535 Val Loss: 0.6721, Val Acc: 0.8636 -INFO:train:Epoch 11/1000 Train Loss: 0.2940, Train Acc: 0.9535 Val Loss: 0.6942, Val Acc: 0.9091 -INFO:train:Epoch 12/1000 Train Loss: 0.2943, Train Acc: 0.9651 Val Loss: 0.5423, Val Acc: 0.9545 -INFO:train:Epoch 13/1000 Train Loss: 0.3062, Train Acc: 0.9651 Val Loss: 0.4502, Val Acc: 0.9545 -INFO:train:Epoch 14/1000 Train Loss: 0.2918, Train Acc: 0.9767 Val Loss: 0.3649, Val Acc: 0.9545 -INFO:train:Epoch 15/1000 Train Loss: 0.2770, Train Acc: 0.9884 Val Loss: 0.3313, Val Acc: 0.9545 -INFO:train:Epoch 16/1000 Train Loss: 0.2783, Train Acc: 0.9767 Val Loss: 0.3240, Val Acc: 0.9091 -INFO:train:Epoch 17/1000 Train Loss: 0.2725, Train Acc: 0.9767 Val Loss: 0.3183, Val Acc: 0.9091 -INFO:train:Epoch 18/1000 Train Loss: 0.2494, Train Acc: 1.0000 Val Loss: 0.3117, Val Acc: 0.9091 -INFO:train:Epoch 19/1000 Train Loss: 0.2384, Train Acc: 1.0000 Val Loss: 0.3096, Val Acc: 0.9091 -INFO:train:Epoch 20/1000 Train Loss: 0.2523, Train Acc: 0.9651 Val Loss: 0.3097, Val Acc: 0.9545 -INFO:train:Epoch 21/1000 Train Loss: 0.2574, Train Acc: 0.9767 Val Loss: 0.3135, Val Acc: 0.9545 -INFO:train:Epoch 22/1000 Train Loss: 0.2460, Train Acc: 0.9884 Val Loss: 0.3075, Val Acc: 0.9545 -INFO:train:Epoch 23/1000 Train Loss: 0.2415, Train Acc: 0.9767 Val Loss: 0.3034, Val Acc: 0.9091 -INFO:train:Epoch 24/1000 Train Loss: 0.2617, Train Acc: 0.9651 Val Loss: 0.3070, Val Acc: 0.9091 -INFO:train:Epoch 25/1000 Train Loss: 0.2413, Train Acc: 0.9884 Val Loss: 0.3207, Val Acc: 0.9091 -INFO:train:Epoch 26/1000 Train Loss: 0.2338, Train Acc: 0.9884 Val Loss: 0.3214, Val Acc: 0.9545 -INFO:train:Epoch 27/1000 Train Loss: 0.2499, Train Acc: 0.9651 Val Loss: 0.3076, Val Acc: 0.9091 -INFO:train:Epoch 28/1000 Train Loss: 0.2283, Train Acc: 1.0000 Val Loss: 0.2963, Val Acc: 0.9091 -INFO:train:Epoch 29/1000 Train Loss: 0.2496, Train Acc: 0.9535 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-INFO:train:Epoch 111/1000 Train Loss: 0.2350, Train Acc: 0.9884 Val Loss: 0.2793, Val Acc: 0.9091 -INFO:train:Epoch 112/1000 Train Loss: 0.2601, Train Acc: 0.9535 Val Loss: 0.2742, Val Acc: 0.9545 -INFO:train:Epoch 113/1000 Train Loss: 0.2380, Train Acc: 0.9767 Val Loss: 0.2686, Val Acc: 0.9545 -INFO:train:Epoch 114/1000 Train Loss: 0.2513, Train Acc: 0.9651 Val Loss: 0.2658, Val Acc: 0.9545 -INFO:train:Epoch 115/1000 Train Loss: 0.2395, Train Acc: 0.9884 Val Loss: 0.2667, Val Acc: 0.9091 -INFO:train:Epoch 116/1000 Train Loss: 0.2636, Train Acc: 0.9419 Val Loss: 0.2718, Val Acc: 0.9545 -INFO:train:Epoch 117/1000 Train Loss: 0.2308, Train Acc: 0.9884 Val Loss: 0.2763, Val Acc: 0.9545 -INFO:train:Epoch 118/1000 Train Loss: 0.2442, Train Acc: 0.9767 Val Loss: 0.2748, Val Acc: 0.9545 -INFO:train:Epoch 119/1000 Train Loss: 0.2573, Train Acc: 0.9419 Val Loss: 0.2733, Val Acc: 1.0000 -INFO:train:Epoch 120/1000 Train Loss: 0.2239, Train Acc: 1.0000 Val Loss: 0.2726, Val Acc: 1.0000 -INFO:train:Epoch 121/1000 Train Loss: 0.2398, Train Acc: 0.9884 Val Loss: 0.2712, Val Acc: 1.0000 -INFO:train:Epoch 122/1000 Train Loss: 0.2442, Train Acc: 0.9651 Val Loss: 0.2680, Val Acc: 1.0000 -INFO:train:Epoch 123/1000 Train Loss: 0.2529, Train Acc: 0.9651 Val Loss: 0.2675, Val Acc: 0.9091 -INFO:train:Epoch 124/1000 Train Loss: 0.2336, Train Acc: 0.9884 Val Loss: 0.2683, Val Acc: 0.9091 -INFO:train:Epoch 125/1000 Train Loss: 0.2322, Train Acc: 0.9884 Val Loss: 0.2668, Val Acc: 0.9091 -INFO:train:Epoch 126/1000 Train Loss: 0.2473, Train Acc: 0.9884 Val Loss: 0.2634, Val Acc: 1.0000 -INFO:train:Epoch 127/1000 Train Loss: 0.2506, Train Acc: 0.9767 Val Loss: 0.2615, Val Acc: 1.0000 -INFO:train:Epoch 128/1000 Train Loss: 0.2479, Train Acc: 0.9767 Val Loss: 0.2610, Val Acc: 1.0000 -INFO:train:Epoch 129/1000 Train Loss: 0.2469, Train Acc: 0.9884 Val Loss: 0.2619, Val Acc: 1.0000 -INFO:train:Epoch 130/1000 Train Loss: 0.2411, Train Acc: 0.9651 Val Loss: 0.2608, Val Acc: 1.0000 -INFO:train:Epoch 131/1000 Train Loss: 0.2314, Train Acc: 0.9884 Val Loss: 0.2590, Val Acc: 0.9545 -INFO:train:Epoch 132/1000 Train Loss: 0.2561, Train Acc: 0.9884 Val Loss: 0.2601, Val Acc: 0.9545 -INFO:train:Epoch 133/1000 Train Loss: 0.2398, Train Acc: 1.0000 Val Loss: 0.2630, Val Acc: 0.9545 -INFO:train:Epoch 134/1000 Train Loss: 0.2302, Train Acc: 1.0000 Val Loss: 0.2642, Val Acc: 0.9545 -INFO:train:Epoch 135/1000 Train Loss: 0.2304, Train Acc: 0.9884 Val Loss: 0.2635, Val Acc: 0.9545 -INFO:train:Epoch 136/1000 Train Loss: 0.2616, Train Acc: 0.9302 Val Loss: 0.2618, Val Acc: 0.9545 -INFO:train:Epoch 137/1000 Train Loss: 0.2370, Train Acc: 0.9651 Val Loss: 0.2603, Val Acc: 1.0000 -INFO:train:Epoch 138/1000 Train Loss: 0.2366, Train Acc: 0.9651 Val Loss: 0.2618, Val Acc: 1.0000 -INFO:train:Epoch 139/1000 Train Loss: 0.2421, Train Acc: 0.9884 Val Loss: 0.2658, Val Acc: 1.0000 -INFO:train:Epoch 140/1000 Train Loss: 0.2272, Train Acc: 0.9884 Val Loss: 0.2671, Val Acc: 0.9545 -INFO:train:Epoch 141/1000 Train Loss: 0.2426, Train Acc: 0.9767 Val Loss: 0.2662, Val Acc: 0.9545 -INFO:train:Epoch 142/1000 Train Loss: 0.2424, Train Acc: 0.9535 Val Loss: 0.2660, Val Acc: 0.9545 -INFO:train:Epoch 143/1000 Train Loss: 0.2410, Train Acc: 0.9535 Val Loss: 0.2659, Val Acc: 0.9545 -INFO:train:Epoch 144/1000 Train Loss: 0.2486, Train Acc: 0.9767 Val Loss: 0.2678, Val Acc: 0.9545 -INFO:train:Epoch 145/1000 Train Loss: 0.2402, Train Acc: 0.9767 Val Loss: 0.2699, Val Acc: 0.9545 -INFO:train:Epoch 146/1000 Train Loss: 0.2598, Train Acc: 0.9535 Val Loss: 0.2760, Val Acc: 0.9545 -INFO:train:Epoch 147/1000 Train Loss: 0.2528, Train Acc: 0.9651 Val Loss: 0.2804, Val Acc: 0.9545 -INFO:train:Epoch 148/1000 Train Loss: 0.2472, Train Acc: 0.9651 Val Loss: 0.2829, Val Acc: 0.9545 -INFO:train:Epoch 149/1000 Train Loss: 0.2586, Train Acc: 0.9535 Val Loss: 0.2845, Val Acc: 0.9545 -INFO:train:Epoch 150/1000 Train Loss: 0.2246, Train Acc: 1.0000 Val Loss: 0.2829, Val Acc: 0.9545 -INFO:train:Epoch 151/1000 Train Loss: 0.2272, Train Acc: 0.9884 Val Loss: 0.2791, Val Acc: 0.9545 -INFO:train:Epoch 152/1000 Train Loss: 0.2310, Train Acc: 0.9884 Val Loss: 0.2720, Val Acc: 0.9545 -INFO:train:Epoch 153/1000 Train Loss: 0.2269, Train Acc: 1.0000 Val Loss: 0.2672, Val Acc: 0.9545 -INFO:train:Epoch 154/1000 Train Loss: 0.2612, Train Acc: 0.9419 Val Loss: 0.2640, Val Acc: 0.9545 -INFO:train:Epoch 155/1000 Train Loss: 0.2429, Train Acc: 0.9535 Val Loss: 0.2604, Val Acc: 1.0000 -INFO:train:Epoch 156/1000 Train Loss: 0.2386, Train Acc: 1.0000 Val Loss: 0.2579, Val Acc: 1.0000 -INFO:train:Epoch 157/1000 Train Loss: 0.2433, Train Acc: 0.9884 Val Loss: 0.2578, Val Acc: 1.0000 -INFO:train:Epoch 158/1000 Train Loss: 0.2645, Train Acc: 0.9767 Val Loss: 0.2594, Val Acc: 1.0000 -INFO:train:Epoch 159/1000 Train Loss: 0.2427, Train Acc: 0.9767 Val Loss: 0.2591, Val Acc: 1.0000 -INFO:train:Epoch 160/1000 Train Loss: 0.2344, Train Acc: 0.9767 Val Loss: 0.2600, Val Acc: 1.0000 -INFO:train:Epoch 161/1000 Train Loss: 0.2263, Train Acc: 0.9884 Val Loss: 0.2625, Val Acc: 0.9545 -INFO:train:Epoch 162/1000 Train Loss: 0.2340, Train Acc: 1.0000 Val Loss: 0.2635, Val Acc: 0.9091 -INFO:train:Epoch 163/1000 Train Loss: 0.2429, Train Acc: 0.9767 Val Loss: 0.2646, Val Acc: 0.9091 -INFO:train:Epoch 164/1000 Train Loss: 0.2324, Train Acc: 0.9767 Val Loss: 0.2663, Val Acc: 0.9091 -INFO:train:Epoch 165/1000 Train Loss: 0.2358, Train Acc: 0.9767 Val Loss: 0.2705, Val Acc: 0.9545 -INFO:train:Epoch 166/1000 Train Loss: 0.2327, Train Acc: 0.9884 Val Loss: 0.2756, Val Acc: 0.9545 -INFO:train:Epoch 167/1000 Train Loss: 0.2346, Train Acc: 0.9767 Val Loss: 0.2784, Val Acc: 0.9545 -INFO:train:Epoch 168/1000 Train Loss: 0.2273, Train Acc: 1.0000 Val Loss: 0.2806, Val Acc: 0.9545 -INFO:train:Epoch 169/1000 Train Loss: 0.2378, Train Acc: 0.9884 Val Loss: 0.2831, Val Acc: 0.9545 -INFO:train:Epoch 170/1000 Train Loss: 0.2688, Train Acc: 0.9535 Val Loss: 0.2798, Val Acc: 0.9545 -INFO:train:Epoch 171/1000 Train Loss: 0.2473, Train Acc: 1.0000 Val Loss: 0.2767, Val Acc: 0.9545 -INFO:train:Epoch 172/1000 Train Loss: 0.2429, Train Acc: 0.9884 Val Loss: 0.2741, Val Acc: 0.9091 -INFO:train:Epoch 173/1000 Train Loss: 0.2485, Train Acc: 0.9651 Val Loss: 0.2698, Val Acc: 0.9545 -INFO:train:Epoch 174/1000 Train Loss: 0.2340, Train Acc: 0.9884 Val Loss: 0.2664, Val Acc: 0.9545 -INFO:train:Epoch 175/1000 Train Loss: 0.2599, Train Acc: 0.9419 Val Loss: 0.2665, Val Acc: 0.9545 -INFO:train:Epoch 176/1000 Train Loss: 0.2366, Train Acc: 0.9884 Val Loss: 0.2704, Val Acc: 0.9545 -INFO:train:Epoch 177/1000 Train Loss: 0.2375, Train Acc: 0.9884 Val Loss: 0.2722, Val Acc: 0.9545 -INFO:train:Epoch 178/1000 Train Loss: 0.2197, Train Acc: 1.0000 Val Loss: 0.2742, Val Acc: 0.9545 -INFO:train:Epoch 179/1000 Train Loss: 0.2392, Train Acc: 0.9767 Val Loss: 0.2748, Val Acc: 0.9545 -INFO:train:Epoch 180/1000 Train Loss: 0.2378, Train Acc: 1.0000 Val Loss: 0.2737, Val Acc: 0.9545 -INFO:train:Epoch 181/1000 Train Loss: 0.2429, Train Acc: 0.9767 Val Loss: 0.2713, Val Acc: 0.9545 -INFO:train:Epoch 182/1000 Train Loss: 0.2623, Train Acc: 0.9767 Val Loss: 0.2724, Val Acc: 0.9545 -INFO:train:Epoch 183/1000 Train Loss: 0.2563, Train Acc: 0.9651 Val Loss: 0.2744, Val Acc: 0.9545 -INFO:train:Epoch 184/1000 Train Loss: 0.2413, Train Acc: 0.9767 Val Loss: 0.2784, Val Acc: 0.9545 -INFO:train:Epoch 185/1000 Train Loss: 0.2349, Train Acc: 0.9767 Val Loss: 0.2785, Val Acc: 0.9545 -INFO:train:Epoch 186/1000 Train Loss: 0.2438, Train Acc: 1.0000 Val Loss: 0.2793, Val Acc: 0.9545 -INFO:train:Epoch 187/1000 Train Loss: 0.2390, Train Acc: 0.9651 Val Loss: 0.2802, Val Acc: 0.9545 -INFO:train:Epoch 188/1000 Train Loss: 0.2220, Train Acc: 1.0000 Val Loss: 0.2806, Val Acc: 0.9545 -INFO:train:Epoch 189/1000 Train Loss: 0.2571, Train Acc: 0.9535 Val Loss: 0.2767, Val Acc: 0.9545 -INFO:train:Epoch 190/1000 Train Loss: 0.2257, Train Acc: 0.9884 Val Loss: 0.2693, Val Acc: 0.9545 -INFO:train:Epoch 191/1000 Train Loss: 0.2326, Train Acc: 0.9884 Val Loss: 0.2621, Val Acc: 0.9545 -INFO:train:Epoch 192/1000 Train Loss: 0.2279, Train Acc: 0.9884 Val Loss: 0.2592, Val Acc: 0.9545 -INFO:train:Epoch 193/1000 Train Loss: 0.2460, Train Acc: 0.9884 Val Loss: 0.2604, Val Acc: 0.9545 -INFO:train:Epoch 194/1000 Train Loss: 0.2250, Train Acc: 1.0000 Val Loss: 0.2632, Val Acc: 0.9545 -INFO:train:Epoch 195/1000 Train Loss: 0.2413, Train Acc: 0.9767 Val Loss: 0.2667, Val Acc: 0.9545 -INFO:train:Epoch 196/1000 Train Loss: 0.2632, Train Acc: 0.9651 Val Loss: 0.2689, Val Acc: 0.9545 -INFO:train:Epoch 197/1000 Train Loss: 0.2445, Train Acc: 0.9651 Val Loss: 0.2671, Val Acc: 0.9545 -INFO:train:Epoch 198/1000 Train Loss: 0.2263, Train Acc: 1.0000 Val Loss: 0.2658, Val Acc: 0.9545 -INFO:train:Epoch 199/1000 Train Loss: 0.2438, Train Acc: 0.9767 Val Loss: 0.2658, Val Acc: 0.9545 -INFO:train:Epoch 200/1000 Train Loss: 0.2577, Train Acc: 0.9535 Val Loss: 0.2661, Val Acc: 0.9545 -INFO:train:Epoch 201/1000 Train Loss: 0.2400, Train Acc: 0.9767 Val Loss: 0.2703, Val Acc: 0.9545 -INFO:train:Epoch 202/1000 Train Loss: 0.2499, Train Acc: 0.9884 Val Loss: 0.2757, Val Acc: 0.9545 -INFO:train:Epoch 203/1000 Train Loss: 0.2379, Train Acc: 0.9767 Val Loss: 0.2758, Val Acc: 0.9545 -INFO:train:Epoch 204/1000 Train Loss: 0.2307, Train Acc: 0.9767 Val Loss: 0.2703, Val Acc: 0.9545 -INFO:train:Epoch 205/1000 Train Loss: 0.2499, Train Acc: 0.9651 Val Loss: 0.2676, Val Acc: 0.9545 -INFO:train:Epoch 206/1000 Train Loss: 0.2376, Train Acc: 0.9767 Val Loss: 0.2698, Val Acc: 0.9545 -INFO:train:Epoch 207/1000 Train Loss: 0.2249, Train Acc: 1.0000 Val Loss: 0.2762, Val Acc: 0.9545 -INFO:train:Epoch 208/1000 Train Loss: 0.2650, Train Acc: 0.9419 Val Loss: 0.2775, Val Acc: 0.9545 -INFO:train:Epoch 209/1000 Train Loss: 0.2344, Train Acc: 0.9884 Val Loss: 0.2756, Val Acc: 0.9545 -INFO:train:Epoch 210/1000 Train Loss: 0.2357, Train Acc: 0.9884 Val Loss: 0.2726, Val Acc: 0.9545 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-INFO:train:Epoch 251/1000 Train Loss: 0.2411, Train Acc: 1.0000 Val Loss: 0.2672, Val Acc: 0.9545 -INFO:train:Epoch 252/1000 Train Loss: 0.2598, Train Acc: 0.9535 Val Loss: 0.2671, Val Acc: 0.9545 -INFO:train:Epoch 253/1000 Train Loss: 0.2295, Train Acc: 1.0000 Val Loss: 0.2661, Val Acc: 0.9091 -INFO:train:Epoch 254/1000 Train Loss: 0.2376, Train Acc: 0.9767 Val Loss: 0.2630, Val Acc: 0.9545 -INFO:train:Epoch 255/1000 Train Loss: 0.2418, Train Acc: 0.9651 Val Loss: 0.2628, Val Acc: 0.9545 -INFO:train:Epoch 256/1000 Train Loss: 0.2511, Train Acc: 0.9535 Val Loss: 0.2671, Val Acc: 0.9545 -INFO:train:Epoch 257/1000 Train Loss: 0.2392, Train Acc: 0.9767 Val Loss: 0.2703, Val Acc: 0.9545 -INFO:train:Epoch 258/1000 Train Loss: 0.2377, Train Acc: 0.9884 Val Loss: 0.2708, Val Acc: 0.9545 -INFO:train:Epoch 259/1000 Train Loss: 0.2468, Train Acc: 0.9884 Val Loss: 0.2682, Val Acc: 0.9545 -INFO:train:Epoch 260/1000 Train Loss: 0.2512, Train Acc: 0.9535 Val Loss: 0.2642, Val Acc: 0.9545 -INFO:train:Epoch 261/1000 Train Loss: 0.2433, Train Acc: 0.9884 Val Loss: 0.2629, Val Acc: 0.9545 -INFO:train:Epoch 262/1000 Train Loss: 0.2359, Train Acc: 0.9767 Val Loss: 0.2628, Val Acc: 0.9091 -INFO:train:Epoch 263/1000 Train Loss: 0.2515, Train Acc: 0.9419 Val Loss: 0.2636, Val Acc: 0.9545 -INFO:train:Epoch 264/1000 Train Loss: 0.2473, Train Acc: 0.9767 Val Loss: 0.2652, Val Acc: 0.9545 -INFO:train:Epoch 265/1000 Train Loss: 0.2589, Train Acc: 0.9767 Val Loss: 0.2691, Val Acc: 0.9545 -INFO:train:Epoch 266/1000 Train Loss: 0.2539, Train Acc: 0.9535 Val Loss: 0.2719, Val Acc: 0.9545 -INFO:train:Epoch 267/1000 Train Loss: 0.2385, Train Acc: 0.9767 Val Loss: 0.2742, Val Acc: 0.9545 -INFO:train:Epoch 268/1000 Train Loss: 0.2564, Train Acc: 0.9651 Val Loss: 0.2728, Val Acc: 0.9545 -INFO:train:Epoch 269/1000 Train Loss: 0.2363, Train Acc: 0.9767 Val Loss: 0.2685, Val Acc: 0.9545 -INFO:train:Epoch 270/1000 Train Loss: 0.2426, Train Acc: 0.9767 Val Loss: 0.2635, Val Acc: 0.9545 -INFO:train:Epoch 271/1000 Train Loss: 0.2573, Train Acc: 0.9767 Val Loss: 0.2593, Val Acc: 0.9545 -INFO:train:Epoch 272/1000 Train Loss: 0.2304, Train Acc: 0.9884 Val Loss: 0.2573, Val Acc: 0.9545 -INFO:train:Epoch 273/1000 Train Loss: 0.2442, Train Acc: 0.9535 Val Loss: 0.2580, Val Acc: 0.9545 -INFO:train:Epoch 274/1000 Train Loss: 0.2398, Train Acc: 0.9884 Val Loss: 0.2584, Val Acc: 0.9545 -INFO:train:Epoch 275/1000 Train Loss: 0.2467, Train Acc: 0.9651 Val Loss: 0.2567, Val Acc: 0.9545 -INFO:train:Epoch 276/1000 Train Loss: 0.2379, Train Acc: 0.9884 Val Loss: 0.2560, Val Acc: 0.9545 -INFO:train:Epoch 277/1000 Train Loss: 0.2420, Train Acc: 0.9651 Val Loss: 0.2518, Val Acc: 0.9545 -INFO:train:Epoch 278/1000 Train Loss: 0.2369, Train Acc: 1.0000 Val Loss: 0.2492, Val Acc: 1.0000 -INFO:train:Epoch 279/1000 Train Loss: 0.2443, Train Acc: 0.9767 Val Loss: 0.2476, Val Acc: 1.0000 -INFO:train:Epoch 280/1000 Train Loss: 0.2390, Train Acc: 0.9884 Val Loss: 0.2485, Val Acc: 0.9545 -INFO:train:Epoch 281/1000 Train Loss: 0.2353, Train Acc: 0.9884 Val Loss: 0.2520, Val Acc: 0.9545 -INFO:train:Epoch 282/1000 Train Loss: 0.2421, Train Acc: 0.9767 Val Loss: 0.2574, Val Acc: 0.9545 -INFO:train:Epoch 283/1000 Train Loss: 0.2544, Train Acc: 0.9651 Val Loss: 0.2572, Val Acc: 0.9545 -INFO:train:Epoch 284/1000 Train Loss: 0.2470, Train Acc: 0.9651 Val Loss: 0.2531, Val Acc: 0.9545 -INFO:train:Epoch 285/1000 Train Loss: 0.2487, Train Acc: 0.9767 Val Loss: 0.2499, Val Acc: 1.0000 -INFO:train:Epoch 286/1000 Train Loss: 0.2350, Train Acc: 1.0000 Val Loss: 0.2505, Val Acc: 1.0000 -INFO:train:Epoch 287/1000 Train Loss: 0.2392, Train Acc: 1.0000 Val Loss: 0.2552, Val Acc: 1.0000 -INFO:train:Epoch 288/1000 Train Loss: 0.2374, Train Acc: 0.9767 Val Loss: 0.2607, Val Acc: 1.0000 -INFO:train:Epoch 289/1000 Train Loss: 0.2221, Train Acc: 1.0000 Val Loss: 0.2598, Val Acc: 0.9545 -INFO:train:Epoch 290/1000 Train Loss: 0.2512, Train Acc: 0.9302 Val Loss: 0.2602, Val Acc: 0.9545 -INFO:train:Epoch 291/1000 Train Loss: 0.2386, Train Acc: 0.9767 Val Loss: 0.2633, Val Acc: 0.9545 -INFO:train:Epoch 292/1000 Train Loss: 0.2502, Train Acc: 0.9651 Val Loss: 0.2642, Val Acc: 0.9545 -INFO:train:Epoch 293/1000 Train Loss: 0.2559, Train Acc: 0.9767 Val Loss: 0.2625, Val Acc: 0.9545 -INFO:train:Epoch 294/1000 Train Loss: 0.2399, Train Acc: 1.0000 Val Loss: 0.2623, Val Acc: 0.9545 -INFO:train:Epoch 295/1000 Train Loss: 0.2304, Train Acc: 1.0000 Val Loss: 0.2669, Val Acc: 0.9545 -INFO:train:Epoch 296/1000 Train Loss: 0.2489, Train Acc: 0.9651 Val Loss: 0.2783, Val Acc: 0.9545 -INFO:train:Epoch 297/1000 Train Loss: 0.2468, Train Acc: 0.9884 Val Loss: 0.2903, Val Acc: 0.9545 -INFO:train:Epoch 298/1000 Train Loss: 0.2528, Train Acc: 0.9767 Val Loss: 0.2929, Val Acc: 0.9545 -INFO:train:Epoch 299/1000 Train Loss: 0.2313, Train Acc: 0.9884 Val Loss: 0.2857, Val Acc: 0.9545 -INFO:train:Epoch 300/1000 Train Loss: 0.2353, Train Acc: 0.9884 Val Loss: 0.2784, Val Acc: 0.9545 -INFO:train:Epoch 301/1000 Train Loss: 0.2561, Train Acc: 0.9535 Val Loss: 0.2769, Val Acc: 0.9545 -INFO:train:Epoch 302/1000 Train Loss: 0.2246, Train Acc: 1.0000 Val Loss: 0.2757, Val Acc: 0.9545 -INFO:train:Epoch 303/1000 Train Loss: 0.2380, Train Acc: 0.9767 Val Loss: 0.2693, Val Acc: 0.9545 -INFO:train:Epoch 304/1000 Train Loss: 0.2450, Train Acc: 0.9884 Val Loss: 0.2624, Val Acc: 0.9545 -INFO:train:Epoch 305/1000 Train Loss: 0.2404, Train Acc: 0.9767 Val Loss: 0.2579, Val Acc: 0.9545 -INFO:train:Epoch 306/1000 Train Loss: 0.2378, Train Acc: 0.9884 Val Loss: 0.2555, Val Acc: 0.9545 -INFO:train:Epoch 307/1000 Train Loss: 0.2304, Train Acc: 1.0000 Val Loss: 0.2549, Val Acc: 0.9545 -INFO:train:Epoch 308/1000 Train Loss: 0.2428, Train Acc: 0.9651 Val Loss: 0.2544, Val Acc: 0.9545 -INFO:train:Epoch 309/1000 Train Loss: 0.2437, Train Acc: 0.9884 Val Loss: 0.2506, Val Acc: 0.9545 -INFO:train:Epoch 310/1000 Train Loss: 0.2258, Train Acc: 0.9884 Val Loss: 0.2459, Val Acc: 1.0000 -INFO:train:Epoch 311/1000 Train Loss: 0.2483, Train Acc: 0.9651 Val Loss: 0.2435, Val Acc: 1.0000 -INFO:train:Epoch 312/1000 Train Loss: 0.2598, Train Acc: 1.0000 Val Loss: 0.2433, Val Acc: 1.0000 -INFO:train:Epoch 313/1000 Train Loss: 0.2309, Train Acc: 0.9884 Val Loss: 0.2473, Val Acc: 0.9545 -INFO:train:Epoch 314/1000 Train Loss: 0.2316, Train Acc: 0.9884 Val Loss: 0.2514, Val Acc: 0.9545 -INFO:train:Epoch 315/1000 Train Loss: 0.2376, Train Acc: 0.9767 Val Loss: 0.2528, Val Acc: 0.9545 -INFO:train:Epoch 316/1000 Train Loss: 0.2438, Train Acc: 0.9884 Val Loss: 0.2538, Val Acc: 0.9545 -INFO:train:Epoch 317/1000 Train Loss: 0.2463, Train Acc: 0.9535 Val Loss: 0.2560, Val Acc: 0.9545 -INFO:train:Epoch 318/1000 Train Loss: 0.2394, Train Acc: 0.9767 Val Loss: 0.2576, Val Acc: 0.9545 -INFO:train:Epoch 319/1000 Train Loss: 0.2462, Train Acc: 0.9535 Val Loss: 0.2569, Val Acc: 0.9545 -INFO:train:Epoch 320/1000 Train Loss: 0.2387, Train Acc: 0.9884 Val Loss: 0.2577, Val Acc: 0.9545 -INFO:train:Epoch 321/1000 Train Loss: 0.2452, Train Acc: 0.9767 Val Loss: 0.2600, Val Acc: 0.9545 -INFO:train:Epoch 322/1000 Train Loss: 0.2557, Train Acc: 0.9767 Val Loss: 0.2601, Val Acc: 0.9545 -INFO:train:Epoch 323/1000 Train Loss: 0.2515, Train Acc: 0.9419 Val Loss: 0.2585, Val Acc: 0.9545 -INFO:train:Epoch 324/1000 Train Loss: 0.2430, Train Acc: 0.9767 Val Loss: 0.2576, Val Acc: 0.9545 -INFO:train:Epoch 325/1000 Train Loss: 0.2405, Train Acc: 0.9651 Val Loss: 0.2582, Val Acc: 0.9545 -INFO:train:Epoch 326/1000 Train Loss: 0.2368, Train Acc: 0.9767 Val Loss: 0.2609, Val Acc: 0.9545 -INFO:train:Epoch 327/1000 Train Loss: 0.2440, Train Acc: 0.9767 Val Loss: 0.2614, Val Acc: 0.9545 -INFO:train:Epoch 328/1000 Train Loss: 0.2536, Train Acc: 0.9651 Val Loss: 0.2582, Val Acc: 0.9545 -INFO:train:Epoch 329/1000 Train Loss: 0.2244, Train Acc: 1.0000 Val Loss: 0.2547, Val Acc: 1.0000 -INFO:train:Epoch 330/1000 Train Loss: 0.2327, Train Acc: 0.9884 Val Loss: 0.2514, Val Acc: 1.0000 -INFO:train:Epoch 331/1000 Train Loss: 0.2670, Train Acc: 0.9419 Val Loss: 0.2504, Val Acc: 1.0000 -INFO:train:Epoch 332/1000 Train Loss: 0.2347, Train Acc: 0.9884 Val Loss: 0.2522, Val Acc: 1.0000 -INFO:train:Epoch 333/1000 Train Loss: 0.2516, Train Acc: 0.9767 Val Loss: 0.2554, Val Acc: 0.9545 -INFO:train:Epoch 334/1000 Train Loss: 0.2487, Train Acc: 0.9767 Val Loss: 0.2607, Val Acc: 0.9545 -INFO:train:Epoch 335/1000 Train Loss: 0.2414, Train Acc: 0.9884 Val Loss: 0.2649, Val Acc: 1.0000 -INFO:train:Epoch 336/1000 Train Loss: 0.2340, Train Acc: 0.9884 Val Loss: 0.2665, Val Acc: 0.9545 -INFO:train:Epoch 337/1000 Train Loss: 0.2278, Train Acc: 0.9884 Val Loss: 0.2682, Val Acc: 0.9545 -INFO:train:Epoch 338/1000 Train Loss: 0.2647, Train Acc: 0.9651 Val Loss: 0.2685, Val Acc: 0.9545 -INFO:train:Epoch 339/1000 Train Loss: 0.2338, Train Acc: 0.9767 Val Loss: 0.2686, Val Acc: 0.9545 -INFO:train:Epoch 340/1000 Train Loss: 0.2370, Train Acc: 0.9884 Val Loss: 0.2699, Val Acc: 0.9545 -INFO:train:Epoch 341/1000 Train Loss: 0.2442, Train Acc: 0.9651 Val Loss: 0.2721, Val Acc: 0.9545 -INFO:train:Epoch 342/1000 Train Loss: 0.2283, Train Acc: 1.0000 Val Loss: 0.2754, Val Acc: 0.9545 -INFO:train:Epoch 343/1000 Train Loss: 0.2354, Train Acc: 0.9884 Val Loss: 0.2746, Val Acc: 0.9545 -INFO:train:Epoch 344/1000 Train Loss: 0.2277, Train Acc: 0.9884 Val Loss: 0.2727, Val Acc: 0.9545 -INFO:train:Epoch 345/1000 Train Loss: 0.2328, Train Acc: 0.9767 Val Loss: 0.2695, Val Acc: 0.9091 -INFO:train:Epoch 346/1000 Train Loss: 0.2314, Train Acc: 0.9884 Val Loss: 0.2683, Val Acc: 0.9091 -INFO:train:Epoch 347/1000 Train Loss: 0.2430, Train Acc: 0.9651 Val Loss: 0.2678, Val Acc: 0.9545 -INFO:train:Epoch 348/1000 Train Loss: 0.2396, Train Acc: 0.9884 Val Loss: 0.2688, Val Acc: 0.9545 -INFO:train:Epoch 349/1000 Train Loss: 0.2456, Train Acc: 0.9767 Val Loss: 0.2740, Val Acc: 0.9545 -INFO:train:Epoch 350/1000 Train Loss: 0.2356, Train Acc: 0.9767 Val Loss: 0.2789, Val Acc: 0.9545 -INFO:train:Epoch 351/1000 Train Loss: 0.2429, Train Acc: 0.9535 Val Loss: 0.2818, Val Acc: 0.9545 -INFO:train:Epoch 352/1000 Train Loss: 0.2485, Train Acc: 0.9651 Val Loss: 0.2811, Val Acc: 0.9545 -INFO:train:Epoch 353/1000 Train Loss: 0.2362, Train Acc: 0.9884 Val Loss: 0.2755, Val Acc: 0.9545 -INFO:train:Epoch 354/1000 Train Loss: 0.2553, Train Acc: 0.9535 Val Loss: 0.2664, Val Acc: 0.9545 -INFO:train:Epoch 355/1000 Train Loss: 0.2479, Train Acc: 0.9651 Val Loss: 0.2564, Val Acc: 0.9545 -INFO:train:Epoch 356/1000 Train Loss: 0.2242, Train Acc: 0.9884 Val Loss: 0.2502, Val Acc: 1.0000 -INFO:train:Epoch 357/1000 Train Loss: 0.2399, Train Acc: 0.9651 Val Loss: 0.2493, Val Acc: 1.0000 -INFO:train:Epoch 358/1000 Train Loss: 0.2291, Train Acc: 1.0000 Val Loss: 0.2521, Val Acc: 1.0000 -INFO:train:Epoch 359/1000 Train Loss: 0.2589, Train Acc: 0.9767 Val Loss: 0.2564, Val Acc: 1.0000 -INFO:train:Epoch 360/1000 Train Loss: 0.2351, Train Acc: 0.9767 Val Loss: 0.2628, Val Acc: 0.9545 -INFO:train:Epoch 361/1000 Train Loss: 0.2404, Train Acc: 1.0000 Val Loss: 0.2666, Val Acc: 0.9545 -INFO:train:Epoch 362/1000 Train Loss: 0.2403, Train Acc: 0.9651 Val Loss: 0.2678, Val Acc: 0.9545 -INFO:train:Epoch 363/1000 Train Loss: 0.2707, Train Acc: 0.9419 Val Loss: 0.2664, Val Acc: 0.9545 -INFO:train:Epoch 364/1000 Train Loss: 0.2372, Train Acc: 0.9884 Val Loss: 0.2641, Val Acc: 0.9545 -INFO:train:Epoch 365/1000 Train Loss: 0.2399, Train Acc: 0.9767 Val Loss: 0.2638, Val Acc: 0.9545 -INFO:train:Epoch 366/1000 Train Loss: 0.2523, Train Acc: 0.9651 Val Loss: 0.2654, Val Acc: 0.9545 -INFO:train:Epoch 367/1000 Train Loss: 0.2649, Train Acc: 0.9419 Val Loss: 0.2677, Val Acc: 0.9545 -INFO:train:Epoch 368/1000 Train Loss: 0.2405, Train Acc: 0.9767 Val Loss: 0.2706, Val Acc: 0.9545 -INFO:train:Epoch 369/1000 Train Loss: 0.2391, Train Acc: 0.9651 Val Loss: 0.2708, Val Acc: 0.9545 -INFO:train:Epoch 370/1000 Train Loss: 0.2519, Train Acc: 0.9884 Val Loss: 0.2675, Val Acc: 0.9545 -INFO:train:Epoch 371/1000 Train Loss: 0.2475, Train Acc: 0.9884 Val Loss: 0.2630, Val Acc: 0.9545 -INFO:train:Epoch 372/1000 Train Loss: 0.2425, Train Acc: 0.9535 Val Loss: 0.2577, Val Acc: 0.9545 -INFO:train:Epoch 373/1000 Train Loss: 0.2424, Train Acc: 0.9535 Val Loss: 0.2543, Val Acc: 0.9545 -INFO:train:Epoch 374/1000 Train Loss: 0.2293, Train Acc: 1.0000 Val Loss: 0.2547, Val Acc: 0.9545 -INFO:train:Epoch 375/1000 Train Loss: 0.2630, Train Acc: 0.9419 Val Loss: 0.2571, Val Acc: 0.9545 -INFO:train:Epoch 376/1000 Train Loss: 0.2330, Train Acc: 0.9884 Val Loss: 0.2606, Val Acc: 0.9545 -INFO:train:Epoch 377/1000 Train Loss: 0.2244, Train Acc: 0.9884 Val Loss: 0.2635, Val Acc: 0.9545 -INFO:train:Epoch 378/1000 Train Loss: 0.2503, Train Acc: 0.9535 Val Loss: 0.2659, Val Acc: 0.9545 -INFO:train:Epoch 379/1000 Train Loss: 0.2493, Train Acc: 0.9767 Val Loss: 0.2691, Val Acc: 0.9545 -INFO:train:Epoch 380/1000 Train Loss: 0.2329, Train Acc: 0.9884 Val Loss: 0.2728, Val Acc: 0.9545 -INFO:train:Epoch 381/1000 Train Loss: 0.2444, Train Acc: 0.9767 Val Loss: 0.2763, Val Acc: 0.9545 -INFO:train:Epoch 382/1000 Train Loss: 0.2433, Train Acc: 0.9767 Val Loss: 0.2775, Val Acc: 0.9545 -INFO:train:Epoch 383/1000 Train Loss: 0.2403, Train Acc: 0.9767 Val Loss: 0.2751, Val Acc: 0.9545 -INFO:train:Epoch 384/1000 Train Loss: 0.2289, Train Acc: 1.0000 Val Loss: 0.2702, Val Acc: 0.9545 -INFO:train:Epoch 385/1000 Train Loss: 0.2378, Train Acc: 0.9884 Val Loss: 0.2646, Val Acc: 0.9545 -INFO:train:Epoch 386/1000 Train Loss: 0.2476, Train Acc: 0.9651 Val Loss: 0.2617, Val Acc: 0.9545 -INFO:train:Epoch 387/1000 Train Loss: 0.2381, Train Acc: 0.9884 Val Loss: 0.2600, Val Acc: 0.9545 -INFO:train:Epoch 388/1000 Train Loss: 0.2612, Train Acc: 0.9651 Val Loss: 0.2579, Val Acc: 0.9545 -INFO:train:Epoch 389/1000 Train Loss: 0.2488, Train Acc: 0.9535 Val Loss: 0.2573, Val Acc: 0.9545 -INFO:train:Epoch 390/1000 Train Loss: 0.2393, Train Acc: 0.9767 Val Loss: 0.2556, Val Acc: 0.9545 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-INFO:train:Epoch 471/1000 Train Loss: 0.2606, Train Acc: 0.9535 Val Loss: 0.2693, Val Acc: 0.9545 -INFO:train:Epoch 472/1000 Train Loss: 0.2442, Train Acc: 0.9767 Val Loss: 0.2705, Val Acc: 0.9545 -INFO:train:Epoch 473/1000 Train Loss: 0.2317, Train Acc: 0.9884 Val Loss: 0.2700, Val Acc: 0.9545 -INFO:train:Epoch 474/1000 Train Loss: 0.2531, Train Acc: 0.9884 Val Loss: 0.2676, Val Acc: 0.9545 -INFO:train:Epoch 475/1000 Train Loss: 0.2533, Train Acc: 0.9651 Val Loss: 0.2673, Val Acc: 0.9545 -INFO:train:Epoch 476/1000 Train Loss: 0.2478, Train Acc: 0.9884 Val Loss: 0.2667, Val Acc: 0.9545 -INFO:train:Epoch 477/1000 Train Loss: 0.2386, Train Acc: 0.9767 Val Loss: 0.2673, Val Acc: 0.9545 -INFO:train:Epoch 478/1000 Train Loss: 0.2195, Train Acc: 1.0000 Val Loss: 0.2694, Val Acc: 0.9545 -INFO:train:Epoch 479/1000 Train Loss: 0.2548, Train Acc: 0.9535 Val Loss: 0.2721, Val Acc: 0.9545 -INFO:train:Epoch 480/1000 Train Loss: 0.2456, Train Acc: 0.9535 Val Loss: 0.2730, Val Acc: 0.9545 -INFO:train:Epoch 481/1000 Train Loss: 0.2438, Train Acc: 0.9884 Val Loss: 0.2758, Val Acc: 0.9545 -INFO:train:Epoch 482/1000 Train Loss: 0.2611, Train Acc: 0.9651 Val Loss: 0.2836, Val Acc: 0.9545 -INFO:train:Epoch 483/1000 Train Loss: 0.2392, Train Acc: 0.9767 Val Loss: 0.2880, Val Acc: 0.9545 -INFO:train:Epoch 484/1000 Train Loss: 0.2426, Train Acc: 0.9884 Val Loss: 0.2820, Val Acc: 0.9545 -INFO:train:Epoch 485/1000 Train Loss: 0.2418, Train Acc: 0.9651 Val Loss: 0.2693, Val Acc: 0.9545 -INFO:train:Epoch 486/1000 Train Loss: 0.2460, Train Acc: 0.9651 Val Loss: 0.2604, Val Acc: 0.9545 -INFO:train:Epoch 487/1000 Train Loss: 0.2527, Train Acc: 0.9767 Val Loss: 0.2566, Val Acc: 0.9545 -INFO:train:Epoch 488/1000 Train Loss: 0.2313, Train Acc: 1.0000 Val Loss: 0.2550, Val Acc: 0.9545 -INFO:train:Epoch 489/1000 Train Loss: 0.2544, Train Acc: 0.9767 Val Loss: 0.2558, Val Acc: 0.9545 -INFO:train:Epoch 490/1000 Train Loss: 0.2245, Train Acc: 0.9884 Val Loss: 0.2605, Val Acc: 1.0000 -INFO:train:Epoch 491/1000 Train Loss: 0.2290, Train Acc: 0.9884 Val Loss: 0.2645, Val Acc: 0.9545 -INFO:train:Epoch 492/1000 Train Loss: 0.2565, Train Acc: 0.9884 Val Loss: 0.2640, Val Acc: 0.9545 -INFO:train:Epoch 493/1000 Train Loss: 0.2325, Train Acc: 0.9884 Val Loss: 0.2601, Val Acc: 0.9545 -INFO:train:Epoch 494/1000 Train Loss: 0.2447, Train Acc: 0.9767 Val Loss: 0.2608, Val Acc: 0.9545 -INFO:train:Epoch 495/1000 Train Loss: 0.2306, Train Acc: 0.9884 Val Loss: 0.2611, Val Acc: 0.9545 -INFO:train:Epoch 496/1000 Train Loss: 0.2273, Train Acc: 0.9884 Val Loss: 0.2589, Val Acc: 0.9545 -INFO:train:Epoch 497/1000 Train Loss: 0.2268, Train Acc: 1.0000 Val Loss: 0.2570, Val Acc: 0.9545 -INFO:train:Epoch 498/1000 Train Loss: 0.2421, Train Acc: 0.9651 Val Loss: 0.2569, Val Acc: 0.9545 -INFO:train:Epoch 499/1000 Train Loss: 0.2355, Train Acc: 0.9884 Val Loss: 0.2584, Val Acc: 0.9545 -INFO:train:Epoch 500/1000 Train Loss: 0.2632, Train Acc: 0.9767 Val Loss: 0.2626, Val Acc: 0.9545 -INFO:train:Epoch 501/1000 Train Loss: 0.2331, Train Acc: 1.0000 Val Loss: 0.2677, Val Acc: 0.9545 -INFO:train:Epoch 502/1000 Train Loss: 0.2538, Train Acc: 0.9535 Val Loss: 0.2716, Val Acc: 0.9545 -INFO:train:Epoch 503/1000 Train Loss: 0.2467, Train Acc: 0.9651 Val Loss: 0.2730, Val Acc: 0.9545 -INFO:train:Epoch 504/1000 Train Loss: 0.2397, Train Acc: 0.9884 Val Loss: 0.2716, Val Acc: 0.9545 -INFO:train:Epoch 505/1000 Train Loss: 0.2337, Train Acc: 0.9767 Val Loss: 0.2687, Val Acc: 0.9545 -INFO:train:Epoch 506/1000 Train Loss: 0.2326, Train Acc: 0.9884 Val Loss: 0.2675, Val Acc: 0.9545 -INFO:train:Epoch 507/1000 Train Loss: 0.2335, Train Acc: 0.9767 Val Loss: 0.2657, Val Acc: 0.9545 -INFO:train:Epoch 508/1000 Train Loss: 0.2463, Train Acc: 0.9884 Val Loss: 0.2657, Val Acc: 0.9545 -INFO:train:Epoch 509/1000 Train Loss: 0.2348, Train Acc: 1.0000 Val Loss: 0.2659, Val Acc: 0.9545 -INFO:train:Epoch 510/1000 Train Loss: 0.2511, Train Acc: 0.9651 Val Loss: 0.2652, Val Acc: 0.9545 -INFO:train:Epoch 511/1000 Train Loss: 0.2486, Train Acc: 0.9767 Val Loss: 0.2631, Val Acc: 0.9545 -INFO:train:Epoch 512/1000 Train Loss: 0.2343, Train Acc: 0.9767 Val Loss: 0.2600, Val Acc: 0.9545 -INFO:train:Epoch 513/1000 Train Loss: 0.2403, Train Acc: 1.0000 Val Loss: 0.2574, Val Acc: 0.9545 -INFO:train:Epoch 514/1000 Train Loss: 0.2343, Train Acc: 1.0000 Val Loss: 0.2566, Val Acc: 0.9545 -INFO:train:Epoch 515/1000 Train Loss: 0.2507, Train Acc: 0.9767 Val Loss: 0.2569, Val Acc: 0.9545 -INFO:train:Epoch 516/1000 Train Loss: 0.2461, Train Acc: 0.9535 Val Loss: 0.2588, Val Acc: 0.9545 -INFO:train:Epoch 517/1000 Train Loss: 0.2339, Train Acc: 0.9767 Val Loss: 0.2599, Val Acc: 0.9545 -INFO:train:Epoch 518/1000 Train Loss: 0.2340, Train Acc: 1.0000 Val Loss: 0.2615, Val Acc: 0.9545 -INFO:train:Epoch 519/1000 Train Loss: 0.2635, Train Acc: 0.9651 Val Loss: 0.2620, Val Acc: 0.9545 -INFO:train:Epoch 520/1000 Train Loss: 0.2360, Train Acc: 0.9767 Val Loss: 0.2658, Val Acc: 0.9545 -INFO:train:Epoch 521/1000 Train Loss: 0.2529, Train Acc: 0.9651 Val Loss: 0.2727, Val Acc: 0.9545 -INFO:train:Epoch 522/1000 Train Loss: 0.2342, Train Acc: 0.9884 Val Loss: 0.2787, Val Acc: 0.9545 -INFO:train:Epoch 523/1000 Train Loss: 0.2397, Train Acc: 0.9884 Val Loss: 0.2791, Val Acc: 0.9545 -INFO:train:Epoch 524/1000 Train Loss: 0.2448, Train Acc: 0.9767 Val Loss: 0.2777, Val Acc: 0.9545 -INFO:train:Epoch 525/1000 Train Loss: 0.2372, Train Acc: 0.9767 Val Loss: 0.2718, Val Acc: 0.9545 -INFO:train:Epoch 526/1000 Train Loss: 0.2355, Train Acc: 0.9884 Val Loss: 0.2677, Val Acc: 0.9545 -INFO:train:Epoch 527/1000 Train Loss: 0.2346, Train Acc: 0.9767 Val Loss: 0.2654, Val Acc: 0.9545 -INFO:train:Epoch 528/1000 Train Loss: 0.2355, Train Acc: 0.9767 Val Loss: 0.2639, Val Acc: 0.9545 -INFO:train:Epoch 529/1000 Train Loss: 0.2458, Train Acc: 0.9535 Val Loss: 0.2658, Val Acc: 0.9091 -INFO:train:Epoch 530/1000 Train Loss: 0.2366, Train Acc: 0.9884 Val Loss: 0.2683, Val Acc: 0.9091 -INFO:train:Epoch 531/1000 Train Loss: 0.2528, Train Acc: 0.9651 Val Loss: 0.2696, Val Acc: 0.9545 -INFO:train:Epoch 532/1000 Train Loss: 0.2488, Train Acc: 0.9767 Val Loss: 0.2695, Val Acc: 0.9545 -INFO:train:Epoch 533/1000 Train Loss: 0.2231, Train Acc: 1.0000 Val Loss: 0.2693, Val Acc: 0.9545 -INFO:train:Epoch 534/1000 Train Loss: 0.2386, Train Acc: 0.9884 Val Loss: 0.2676, Val Acc: 0.9545 -INFO:train:Epoch 535/1000 Train Loss: 0.2307, Train Acc: 0.9884 Val Loss: 0.2642, Val Acc: 0.9545 -INFO:train:Epoch 536/1000 Train Loss: 0.2489, Train Acc: 0.9767 Val Loss: 0.2628, Val Acc: 0.9545 -INFO:train:Epoch 537/1000 Train Loss: 0.2427, Train Acc: 0.9767 Val Loss: 0.2589, Val Acc: 0.9545 -INFO:train:Epoch 538/1000 Train Loss: 0.2317, Train Acc: 1.0000 Val Loss: 0.2554, Val Acc: 0.9545 -INFO:train:Epoch 539/1000 Train Loss: 0.2422, Train Acc: 0.9884 Val Loss: 0.2567, Val Acc: 0.9545 -INFO:train:Epoch 540/1000 Train Loss: 0.2333, Train Acc: 0.9884 Val Loss: 0.2634, Val Acc: 0.9545 -INFO:train:Epoch 541/1000 Train Loss: 0.2481, Train Acc: 0.9884 Val Loss: 0.2689, Val Acc: 0.9545 -INFO:train:Epoch 542/1000 Train Loss: 0.2575, Train Acc: 0.9767 Val Loss: 0.2727, Val Acc: 0.9545 -INFO:train:Epoch 543/1000 Train Loss: 0.2469, Train Acc: 0.9651 Val Loss: 0.2712, Val Acc: 0.9545 -INFO:train:Epoch 544/1000 Train Loss: 0.2532, Train Acc: 0.9767 Val Loss: 0.2642, Val Acc: 0.9545 -INFO:train:Epoch 545/1000 Train Loss: 0.2423, Train Acc: 0.9884 Val Loss: 0.2597, Val Acc: 0.9545 -INFO:train:Epoch 546/1000 Train Loss: 0.2554, Train Acc: 0.9651 Val Loss: 0.2573, Val Acc: 0.9545 -INFO:train:Epoch 547/1000 Train Loss: 0.2408, Train Acc: 0.9884 Val Loss: 0.2546, Val Acc: 0.9545 -INFO:train:Epoch 548/1000 Train Loss: 0.2499, Train Acc: 0.9651 Val Loss: 0.2569, Val Acc: 0.9545 -INFO:train:Epoch 549/1000 Train Loss: 0.2345, Train Acc: 0.9767 Val Loss: 0.2632, Val Acc: 0.9545 -INFO:train:Epoch 550/1000 Train Loss: 0.2381, Train Acc: 0.9884 Val Loss: 0.2672, Val Acc: 0.9545 -INFO:train:Epoch 551/1000 Train Loss: 0.2443, Train Acc: 0.9651 Val Loss: 0.2641, Val Acc: 0.9545 -INFO:train:Epoch 552/1000 Train Loss: 0.2353, Train Acc: 1.0000 Val Loss: 0.2646, Val Acc: 0.9545 -INFO:train:Epoch 553/1000 Train Loss: 0.2337, Train Acc: 0.9767 Val Loss: 0.2704, Val Acc: 0.9545 -INFO:train:Epoch 554/1000 Train Loss: 0.2435, Train Acc: 0.9651 Val Loss: 0.2713, Val Acc: 0.9545 -INFO:train:Epoch 555/1000 Train Loss: 0.2433, Train Acc: 0.9884 Val Loss: 0.2732, Val Acc: 0.9545 -INFO:train:Epoch 556/1000 Train Loss: 0.2517, Train Acc: 0.9535 Val Loss: 0.2802, Val Acc: 0.9545 -INFO:train:Epoch 557/1000 Train Loss: 0.2377, Train Acc: 0.9884 Val Loss: 0.2867, Val Acc: 0.9545 -INFO:train:Epoch 558/1000 Train Loss: 0.2454, Train Acc: 0.9651 Val Loss: 0.2856, Val Acc: 0.9545 -INFO:train:Epoch 559/1000 Train Loss: 0.2664, Train Acc: 0.9419 Val Loss: 0.2820, Val Acc: 0.9545 -INFO:train:Epoch 560/1000 Train Loss: 0.2536, Train Acc: 0.9767 Val Loss: 0.2742, Val Acc: 0.9545 -INFO:train:Epoch 561/1000 Train Loss: 0.2526, Train Acc: 0.9651 Val Loss: 0.2651, Val Acc: 0.9545 -INFO:train:Epoch 562/1000 Train Loss: 0.2414, Train Acc: 0.9884 Val Loss: 0.2582, Val Acc: 0.9545 -INFO:train:Epoch 563/1000 Train Loss: 0.2460, Train Acc: 0.9651 Val Loss: 0.2555, Val Acc: 0.9545 -INFO:train:Epoch 564/1000 Train Loss: 0.2428, Train Acc: 1.0000 Val Loss: 0.2577, Val Acc: 0.9545 -INFO:train:Epoch 565/1000 Train Loss: 0.2329, Train Acc: 0.9767 Val Loss: 0.2667, Val Acc: 0.9545 -INFO:train:Epoch 566/1000 Train Loss: 0.2645, Train Acc: 0.9535 Val Loss: 0.2764, Val Acc: 0.9545 -INFO:train:Epoch 567/1000 Train Loss: 0.2552, Train Acc: 0.9884 Val Loss: 0.2809, Val Acc: 0.9545 -INFO:train:Epoch 568/1000 Train Loss: 0.2337, Train Acc: 0.9767 Val Loss: 0.2776, Val Acc: 0.9545 -INFO:train:Epoch 569/1000 Train Loss: 0.2571, Train Acc: 0.9767 Val Loss: 0.2712, Val Acc: 0.9545 -INFO:train:Epoch 570/1000 Train Loss: 0.2228, Train Acc: 0.9884 Val Loss: 0.2660, Val Acc: 0.9545 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-INFO:train:Epoch 841/1000 Train Loss: 0.2368, Train Acc: 0.9884 Val Loss: 0.2590, Val Acc: 0.9545 -INFO:train:Epoch 842/1000 Train Loss: 0.2298, Train Acc: 0.9767 Val Loss: 0.2625, Val Acc: 0.9545 -INFO:train:Epoch 843/1000 Train Loss: 0.2408, Train Acc: 0.9767 Val Loss: 0.2672, Val Acc: 0.9545 -INFO:train:Epoch 844/1000 Train Loss: 0.2449, Train Acc: 0.9767 Val Loss: 0.2685, Val Acc: 0.9545 -INFO:train:Epoch 845/1000 Train Loss: 0.2404, Train Acc: 0.9767 Val Loss: 0.2664, Val Acc: 0.9545 -INFO:train:Epoch 846/1000 Train Loss: 0.2253, Train Acc: 1.0000 Val Loss: 0.2623, Val Acc: 0.9545 -INFO:train:Epoch 847/1000 Train Loss: 0.2321, Train Acc: 0.9884 Val Loss: 0.2580, Val Acc: 0.9545 -INFO:train:Epoch 848/1000 Train Loss: 0.2311, Train Acc: 0.9884 Val Loss: 0.2545, Val Acc: 0.9545 -INFO:train:Epoch 849/1000 Train Loss: 0.2462, Train Acc: 0.9767 Val Loss: 0.2542, Val Acc: 0.9545 -INFO:train:Epoch 850/1000 Train Loss: 0.2411, Train Acc: 0.9884 Val Loss: 0.2576, Val Acc: 0.9545 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-INFO:train:Epoch 861/1000 Train Loss: 0.2503, Train Acc: 0.9767 Val Loss: 0.2622, Val Acc: 0.9545 -INFO:train:Epoch 862/1000 Train Loss: 0.2464, Train Acc: 0.9535 Val Loss: 0.2572, Val Acc: 0.9545 -INFO:train:Epoch 863/1000 Train Loss: 0.2507, Train Acc: 0.9419 Val Loss: 0.2537, Val Acc: 0.9545 -INFO:train:Epoch 864/1000 Train Loss: 0.2231, Train Acc: 1.0000 Val Loss: 0.2547, Val Acc: 0.9545 -INFO:train:Epoch 865/1000 Train Loss: 0.2309, Train Acc: 0.9767 Val Loss: 0.2570, Val Acc: 0.9545 -INFO:train:Epoch 866/1000 Train Loss: 0.2489, Train Acc: 0.9767 Val Loss: 0.2603, Val Acc: 0.9545 -INFO:train:Epoch 867/1000 Train Loss: 0.2502, Train Acc: 0.9651 Val Loss: 0.2670, Val Acc: 0.9545 -INFO:train:Epoch 868/1000 Train Loss: 0.2232, Train Acc: 0.9884 Val Loss: 0.2716, Val Acc: 0.9545 -INFO:train:Epoch 869/1000 Train Loss: 0.2340, Train Acc: 0.9767 Val Loss: 0.2695, Val Acc: 0.9545 -INFO:train:Epoch 870/1000 Train Loss: 0.2444, Train Acc: 0.9651 Val Loss: 0.2669, Val Acc: 0.9545 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-INFO:train:Epoch 901/1000 Train Loss: 0.2300, Train Acc: 0.9884 Val Loss: 0.2683, Val Acc: 0.9545 -INFO:train:Epoch 902/1000 Train Loss: 0.2492, Train Acc: 0.9767 Val Loss: 0.2671, Val Acc: 0.9545 -INFO:train:Epoch 903/1000 Train Loss: 0.2194, Train Acc: 1.0000 Val Loss: 0.2656, Val Acc: 0.9545 -INFO:train:Epoch 904/1000 Train Loss: 0.2539, Train Acc: 0.9767 Val Loss: 0.2647, Val Acc: 0.9545 -INFO:train:Epoch 905/1000 Train Loss: 0.2428, Train Acc: 0.9767 Val Loss: 0.2632, Val Acc: 0.9545 -INFO:train:Epoch 906/1000 Train Loss: 0.2379, Train Acc: 0.9884 Val Loss: 0.2659, Val Acc: 0.9545 -INFO:train:Epoch 907/1000 Train Loss: 0.2184, Train Acc: 1.0000 Val Loss: 0.2702, Val Acc: 0.9545 -INFO:train:Epoch 908/1000 Train Loss: 0.2341, Train Acc: 0.9767 Val Loss: 0.2734, Val Acc: 0.9545 -INFO:train:Epoch 909/1000 Train Loss: 0.2564, Train Acc: 0.9535 Val Loss: 0.2694, Val Acc: 0.9545 -INFO:train:Epoch 910/1000 Train Loss: 0.2368, Train Acc: 1.0000 Val Loss: 0.2614, Val Acc: 0.9545 -INFO:train:Epoch 911/1000 Train Loss: 0.2223, Train Acc: 1.0000 Val Loss: 0.2561, Val Acc: 0.9545 -INFO:train:Epoch 912/1000 Train Loss: 0.2504, Train Acc: 0.9884 Val Loss: 0.2558, Val Acc: 0.9545 -INFO:train:Epoch 913/1000 Train Loss: 0.2325, Train Acc: 0.9884 Val Loss: 0.2584, Val Acc: 0.9545 -INFO:train:Epoch 914/1000 Train Loss: 0.2377, Train Acc: 0.9651 Val Loss: 0.2623, Val Acc: 0.9545 -INFO:train:Epoch 915/1000 Train Loss: 0.2451, Train Acc: 0.9651 Val Loss: 0.2684, Val Acc: 0.9545 -INFO:train:Epoch 916/1000 Train Loss: 0.2473, Train Acc: 0.9651 Val Loss: 0.2669, Val Acc: 0.9545 -INFO:train:Epoch 917/1000 Train Loss: 0.2374, Train Acc: 0.9767 Val Loss: 0.2577, Val Acc: 0.9545 -INFO:train:Epoch 918/1000 Train Loss: 0.2276, Train Acc: 1.0000 Val Loss: 0.2534, Val Acc: 0.9545 -INFO:train:Epoch 919/1000 Train Loss: 0.2292, Train Acc: 0.9884 Val Loss: 0.2538, Val Acc: 0.9545 -INFO:train:Epoch 920/1000 Train Loss: 0.2343, Train Acc: 0.9884 Val Loss: 0.2566, Val Acc: 0.9545 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-INFO:train:Epoch 991/1000 Train Loss: 0.2283, Train Acc: 1.0000 Val Loss: 0.2698, Val Acc: 0.9545 -INFO:train:Epoch 992/1000 Train Loss: 0.2565, Train Acc: 0.9419 Val Loss: 0.2648, Val Acc: 0.9545 -INFO:train:Epoch 993/1000 Train Loss: 0.2377, Train Acc: 0.9767 Val Loss: 0.2593, Val Acc: 0.9545 -INFO:train:Epoch 994/1000 Train Loss: 0.2344, Train Acc: 0.9884 Val Loss: 0.2575, Val Acc: 0.9545 -INFO:train:Epoch 995/1000 Train Loss: 0.2382, Train Acc: 0.9884 Val Loss: 0.2599, Val Acc: 0.9545 -INFO:train:Epoch 996/1000 Train Loss: 0.2589, Train Acc: 0.9302 Val Loss: 0.2614, Val Acc: 0.9545 -INFO:train:Epoch 997/1000 Train Loss: 0.2565, Train Acc: 0.9419 Val Loss: 0.2624, Val Acc: 0.9545 -INFO:train:Epoch 998/1000 Train Loss: 0.2502, Train Acc: 0.9651 Val Loss: 0.2636, Val Acc: 0.9545 -INFO:train:Epoch 999/1000 Train Loss: 0.2452, Train Acc: 0.9651 Val Loss: 0.2637, Val Acc: 0.9545 -INFO:train:Epoch 1000/1000 Train Loss: 0.2357, Train Acc: 0.9767 Val Loss: 0.2646, Val Acc: 0.9545 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Loss: 0.2549, Val Acc: 0.9545 +INFO:train:Epoch 22/100 Train Loss: 0.2509, Train Acc: 0.9884 Val Loss: 0.2532, Val Acc: 1.0000 +INFO:train:Epoch 23/100 Train Loss: 0.2452, Train Acc: 0.9884 Val Loss: 0.2538, Val Acc: 1.0000 +INFO:train:Epoch 24/100 Train Loss: 0.2421, Train Acc: 0.9767 Val Loss: 0.2513, Val Acc: 1.0000 +INFO:train:Epoch 25/100 Train Loss: 0.2342, Train Acc: 1.0000 Val Loss: 0.2506, Val Acc: 1.0000 +INFO:train:Epoch 26/100 Train Loss: 0.2583, Train Acc: 0.9651 Val Loss: 0.2585, Val Acc: 1.0000 +INFO:train:Epoch 27/100 Train Loss: 0.2546, Train Acc: 0.9535 Val Loss: 0.2633, Val Acc: 1.0000 +INFO:train:Epoch 28/100 Train Loss: 0.2672, Train Acc: 0.9419 Val Loss: 0.2654, Val Acc: 1.0000 +INFO:train:Epoch 29/100 Train Loss: 0.2383, Train Acc: 1.0000 Val Loss: 0.2606, Val Acc: 1.0000 +INFO:train:Epoch 30/100 Train Loss: 0.2357, Train Acc: 1.0000 Val Loss: 0.2571, Val Acc: 1.0000 +INFO:train:Epoch 31/100 Train Loss: 0.2609, Train Acc: 0.9535 Val Loss: 0.2463, Val Acc: 1.0000 +INFO:train:Epoch 32/100 Train Loss: 0.2361, Train Acc: 0.9884 Val Loss: 0.2421, Val Acc: 1.0000 +INFO:train:Epoch 33/100 Train Loss: 0.2674, Train Acc: 0.9419 Val Loss: 0.2436, Val Acc: 1.0000 +INFO:train:Epoch 34/100 Train Loss: 0.2412, Train Acc: 1.0000 Val Loss: 0.2536, Val Acc: 0.9545 +INFO:train:Epoch 35/100 Train Loss: 0.2353, Train Acc: 0.9884 Val Loss: 0.2664, Val Acc: 0.9545 +INFO:train:Epoch 36/100 Train Loss: 0.2412, Train Acc: 0.9884 Val Loss: 0.2779, Val Acc: 0.9545 +INFO:train:Epoch 37/100 Train Loss: 0.2561, Train Acc: 0.9651 Val Loss: 0.2846, Val Acc: 0.9545 +INFO:train:Epoch 38/100 Train Loss: 0.2377, Train Acc: 0.9767 Val Loss: 0.2818, Val Acc: 0.9545 +INFO:train:Epoch 39/100 Train Loss: 0.2583, Train Acc: 0.9767 Val Loss: 0.2780, Val Acc: 0.9545 +INFO:train:Epoch 40/100 Train Loss: 0.2503, Train Acc: 1.0000 Val Loss: 0.2758, Val Acc: 0.9545 +INFO:train:Epoch 41/100 Train Loss: 0.2446, Train Acc: 0.9767 Val Loss: 0.2780, Val Acc: 0.9545 +INFO:train:Epoch 42/100 Train Loss: 0.2347, Train Acc: 0.9884 Val Loss: 0.2794, Val Acc: 0.9545 +INFO:train:Epoch 43/100 Train Loss: 0.2566, Train Acc: 0.9419 Val Loss: 0.2717, Val Acc: 0.9545 +INFO:train:Epoch 44/100 Train Loss: 0.2526, Train Acc: 0.9535 Val Loss: 0.2631, Val Acc: 0.9545 +INFO:train:Epoch 45/100 Train Loss: 0.2291, Train Acc: 0.9884 Val Loss: 0.2554, Val Acc: 0.9545 +INFO:train:Epoch 46/100 Train Loss: 0.2831, Train Acc: 0.9884 Val Loss: 0.2539, Val Acc: 1.0000 +INFO:train:Epoch 47/100 Train Loss: 0.2417, Train Acc: 0.9767 Val Loss: 0.2549, Val Acc: 1.0000 +INFO:train:Epoch 48/100 Train Loss: 0.2384, Train Acc: 0.9767 Val Loss: 0.2581, Val Acc: 0.9545 +INFO:train:Epoch 49/100 Train Loss: 0.2264, Train Acc: 0.9884 Val Loss: 0.2573, Val Acc: 0.9545 +INFO:train:Epoch 50/100 Train Loss: 0.2291, Train Acc: 0.9884 Val Loss: 0.2546, Val Acc: 1.0000 +INFO:train:Epoch 51/100 Train Loss: 0.2290, Train Acc: 1.0000 Val Loss: 0.2547, Val Acc: 1.0000 +INFO:train:Epoch 52/100 Train Loss: 0.2485, Train Acc: 0.9767 Val Loss: 0.2579, Val Acc: 0.9545 +INFO:train:Epoch 53/100 Train Loss: 0.2522, Train Acc: 0.9767 Val Loss: 0.2623, Val Acc: 0.9545 +INFO:train:Epoch 54/100 Train Loss: 0.2562, Train Acc: 0.9651 Val Loss: 0.2696, Val Acc: 0.9545 +INFO:train:Epoch 55/100 Train Loss: 0.2536, Train Acc: 0.9767 Val Loss: 0.2661, Val Acc: 0.9545 +INFO:train:Epoch 56/100 Train Loss: 0.2360, Train Acc: 0.9767 Val Loss: 0.2568, Val Acc: 1.0000 +INFO:train:Epoch 57/100 Train Loss: 0.2421, Train Acc: 0.9767 Val Loss: 0.2490, Val Acc: 1.0000 +INFO:train:Epoch 58/100 Train Loss: 0.2474, Train Acc: 0.9884 Val Loss: 0.2486, Val Acc: 1.0000 +INFO:train:Epoch 59/100 Train Loss: 0.2556, Train Acc: 0.9651 Val Loss: 0.2515, Val Acc: 1.0000 +INFO:train:Epoch 60/100 Train Loss: 0.2485, Train Acc: 0.9767 Val Loss: 0.2553, Val Acc: 1.0000 +INFO:train:Epoch 61/100 Train Loss: 0.2384, Train Acc: 0.9884 Val Loss: 0.2655, Val Acc: 1.0000 +INFO:train:Epoch 62/100 Train Loss: 0.2511, Train Acc: 0.9767 Val Loss: 0.2728, Val Acc: 1.0000 +INFO:train:Epoch 63/100 Train Loss: 0.2422, Train Acc: 0.9884 Val Loss: 0.2717, Val Acc: 1.0000 +INFO:train:Epoch 64/100 Train Loss: 0.2506, Train Acc: 0.9651 Val Loss: 0.2714, Val Acc: 1.0000 +INFO:train:Epoch 65/100 Train Loss: 0.2456, Train Acc: 0.9535 Val Loss: 0.2668, Val Acc: 1.0000 +INFO:train:Epoch 66/100 Train Loss: 0.2277, Train Acc: 1.0000 Val Loss: 0.2578, Val Acc: 1.0000 +INFO:train:Epoch 67/100 Train Loss: 0.2367, Train Acc: 0.9884 Val Loss: 0.2497, Val Acc: 1.0000 +INFO:train:Epoch 68/100 Train Loss: 0.2395, Train Acc: 1.0000 Val Loss: 0.2442, Val Acc: 1.0000 +INFO:train:Epoch 69/100 Train Loss: 0.2408, Train Acc: 0.9767 Val Loss: 0.2491, Val Acc: 1.0000 +INFO:train:Epoch 70/100 Train Loss: 0.2452, Train Acc: 0.9767 Val Loss: 0.2606, Val Acc: 0.9545 +INFO:train:Epoch 71/100 Train Loss: 0.2609, Train Acc: 0.9767 Val Loss: 0.2654, Val Acc: 0.9545 +INFO:train:Epoch 72/100 Train Loss: 0.2394, Train Acc: 0.9767 Val Loss: 0.2666, Val Acc: 0.9545 +INFO:train:Epoch 73/100 Train Loss: 0.2468, Train Acc: 0.9884 Val Loss: 0.2683, Val Acc: 0.9545 +INFO:train:Epoch 74/100 Train Loss: 0.2418, Train Acc: 0.9884 Val Loss: 0.2582, Val Acc: 1.0000 +INFO:train:Epoch 75/100 Train Loss: 0.2397, Train Acc: 0.9767 Val Loss: 0.2471, Val Acc: 1.0000 +INFO:train:Epoch 76/100 Train Loss: 0.2399, Train Acc: 0.9767 Val Loss: 0.2381, Val Acc: 1.0000 +INFO:train:Epoch 77/100 Train Loss: 0.2335, Train Acc: 0.9884 Val Loss: 0.2348, Val Acc: 1.0000 +INFO:train:Epoch 78/100 Train Loss: 0.2437, Train Acc: 0.9884 Val Loss: 0.2367, Val Acc: 1.0000 +INFO:train:Epoch 79/100 Train Loss: 0.2436, Train Acc: 0.9767 Val Loss: 0.2376, Val Acc: 1.0000 +INFO:train:Epoch 80/100 Train Loss: 0.2434, Train Acc: 0.9767 Val Loss: 0.2385, Val Acc: 1.0000 +INFO:train:Epoch 81/100 Train Loss: 0.2466, Train Acc: 0.9651 Val Loss: 0.2427, Val Acc: 1.0000 +INFO:train:Epoch 82/100 Train Loss: 0.2417, Train Acc: 1.0000 Val Loss: 0.2488, Val Acc: 0.9545 +INFO:train:Epoch 83/100 Train Loss: 0.2421, Train Acc: 0.9767 Val Loss: 0.2551, Val Acc: 0.9545 +INFO:train:Epoch 84/100 Train Loss: 0.2428, Train Acc: 0.9884 Val Loss: 0.2641, Val Acc: 0.9545 +INFO:train:Epoch 85/100 Train Loss: 0.2721, Train Acc: 0.9070 Val Loss: 0.2728, Val Acc: 0.9545 +INFO:train:Epoch 86/100 Train Loss: 0.2337, Train Acc: 1.0000 Val Loss: 0.2745, Val Acc: 0.9545 +INFO:train:Epoch 87/100 Train Loss: 0.2511, Train Acc: 0.9535 Val Loss: 0.2657, Val Acc: 0.9545 +INFO:train:Epoch 88/100 Train Loss: 0.2486, Train Acc: 0.9767 Val Loss: 0.2570, Val Acc: 0.9545 +INFO:train:Epoch 89/100 Train Loss: 0.2490, Train Acc: 0.9535 Val Loss: 0.2521, Val Acc: 0.9545 +INFO:train:Epoch 90/100 Train Loss: 0.2347, Train Acc: 0.9884 Val Loss: 0.2497, Val Acc: 0.9545 +INFO:train:Epoch 91/100 Train Loss: 0.2588, Train Acc: 0.9767 Val Loss: 0.2515, Val Acc: 0.9545 +INFO:train:Epoch 92/100 Train Loss: 0.2412, Train Acc: 0.9884 Val Loss: 0.2502, Val Acc: 0.9545 +INFO:train:Epoch 93/100 Train Loss: 0.2397, Train Acc: 0.9884 Val Loss: 0.2476, Val Acc: 1.0000 +INFO:train:Epoch 94/100 Train Loss: 0.2284, Train Acc: 0.9884 Val Loss: 0.2476, Val Acc: 1.0000 +INFO:train:Epoch 95/100 Train Loss: 0.2402, Train Acc: 1.0000 Val Loss: 0.2479, Val Acc: 1.0000 +INFO:train:Epoch 96/100 Train Loss: 0.2440, Train Acc: 0.9767 Val Loss: 0.2452, Val Acc: 1.0000 +INFO:train:Epoch 97/100 Train Loss: 0.2371, Train Acc: 0.9884 Val Loss: 0.2392, Val Acc: 1.0000 +INFO:train:Epoch 98/100 Train Loss: 0.2533, Train Acc: 0.9651 Val Loss: 0.2342, Val Acc: 1.0000 +INFO:train:Epoch 99/100 Train Loss: 0.2484, Train Acc: 0.9535 Val Loss: 0.2328, Val Acc: 1.0000 +INFO:train:Epoch 100/100 Train Loss: 0.2372, Train Acc: 0.9884 Val Loss: 0.2348, Val Acc: 1.0000 INFO:plot:Saving attention map to: figures/model_accuracy.png INFO:train:train got 64 / 64 correct, accuracy: 1.0 INFO:plot:Saving cofusion matrix map to: figures/train_confusion_matrix.png INFO:train:train got 22 / 22 correct, accuracy: 1.0 INFO:plot:Saving cofusion matrix map to: figures/train_confusion_matrix.png -INFO:train:Total time taken evaluate on train set the model: 0.18s -INFO:train:validation got 21 / 22 correct, accuracy: 0.9545454545454546 +INFO:train:Total time taken evaluate on train set the model: 0.16s +INFO:train:validation got 22 / 22 correct, accuracy: 1.0 INFO:plot:Saving cofusion matrix map to: figures/validation_confusion_matrix.png -INFO:train:Total time taken evaluate on validation set the model: 0.08s +INFO:train:Total time taken evaluate on validation set the model: 0.07s diff --git a/code/cnn/main.py b/code/cnn/main.py index d791bf4a..9921534c 100644 --- a/code/cnn/main.py +++ b/code/cnn/main.py @@ -127,7 +127,9 @@ def main(): device = torch.device('cuda' if torch.cuda.is_available() else 'cpu') model = model.to(device) + # Label smoothing (Szegedy 2016) criterion = nn.CrossEntropyLoss(label_smoothing=args.label_smoothing) + # AdamW optimizer (Loshchilov 2017) optimizer = optim.AdamW(model.parameters(), lr=args.learning_rate) model = train_model( diff --git a/code/kan/kan.py b/code/kan/kan.py index 6b40c9da..b4f803b9 100644 --- a/code/kan/kan.py +++ b/code/kan/kan.py @@ -20,8 +20,31 @@ def __init__(self, dropout_rate (float): the dropout rate. Defaults to 0.1. References: - 1. Liu, Z., Wang, Y., Vaidya, S., Ruehle, F., Halverson, J., Soljačić, M., ... & Tegmark, M. (2024). - Kan: Kolmogorov-arnold networks. arXiv preprint arXiv:2404.19756. + 1. Liu, Z., Wang, Y., Vaidya, S., Ruehle, F., + Halverson, J., Soljačić, M., ... & Tegmark, M. (2024). + Kan: Kolmogorov-arnold networks. + arXiv preprint arXiv:2404.19756. + 2. Srivastava, N., Hinton, G., Krizhevsky, A., + Sutskever, I., & Salakhutdinov, R. (2014). + Dropout: a simple way to prevent neural networks from overfitting. + The journal of machine learning research, 15(1), 1929-1958. + 3. Hinton, G. E., Srivastava, N., Krizhevsky, A., Sutskever, + I., & Salakhutdinov, R. R. (2012). + Improving neural networks by preventing co-adaptation of feature detectors. + arXiv preprint arXiv:1207.0580. + 4. Hendrycks, D., & Gimpel, K. (2016). + Gaussian error linear units (gelus). + arXiv preprint arXiv:1606.08415. + 5. Loshchilov, I., & Hutter, F. (2017). + Decoupled weight decay regularization. + arXiv preprint arXiv:1711.05101. + 6. Loshchilov, I., & Hutter, F. (2017). + Decoupled weight decay regularization. + arXiv preprint arXiv:1711.05101. + 7. Szegedy, C., Vanhoucke, V., Ioffe, S., Shlens, J., & Wojna, Z. (2016). + Rethinking the inception architecture for computer vision. + In Proceedings of the IEEE conference on computer vision + and pattern recognition (pp. 2818-2826). """ super(KAN, self).__init__() @@ -43,13 +66,16 @@ def __init__(self, self.outer_bn2 = nn.BatchNorm1d(hidden_dim) self.outer_linear3 = nn.Linear(hidden_dim, output_dim) + # Dropout layer (Srivastava 2014, Hinton 2012) self.dropout = nn.Dropout(dropout_rate) def forward(self, x): batch_size = x.size(0) # Inner functions (vectorized) + # GELU activation function (Hendrycks 2016) inner = F.gelu(self.inner_bn1(self.inner_linear1(x))) + # Dropout layer (Srivastava 2014, Hinton 2012) inner = self.dropout(inner) inner = F.gelu(self.inner_bn2(self.inner_linear2(inner))) inner = self.dropout(inner) @@ -81,6 +107,16 @@ def __init__(self, dropout_rate: float = 0.1, num_layers: int = 5, ) -> None: + """ Stacked Kalomogorov-Arnold Neural Network (KAN) module. + + Args: + input_dim (int): the number of dimensions in the input. + output_dim (int): the number of dimensions in the output. + hidden_dim (int): the number of dimensions in the hidden layer. Defaults to 64. + num_inner_functions (int): the number of inner functions. Defaults to 10. + dropout_rate (float): the dropout rate. Defaults to 0.1. + num_layers (int): the number of layers. Defaults to 5. + """ super(StackedKAN, self).__init__() self.layers = nn.ModuleList([KAN(input_dim, output_dim if i == (num_layers - 1) else input_dim, hidden_dim, num_inner_functions, dropout_rate) for i in range(num_layers)]) diff --git a/code/kan/main.py b/code/kan/main.py index 814767b2..22ca9c0f 100644 --- a/code/kan/main.py +++ b/code/kan/main.py @@ -87,7 +87,9 @@ def main(): ) model = model.to(device) + # Label smoothing (Szegedy 2016) criterion = nn.CrossEntropyLoss(label_smoothing=args.label_smoothing) + # AdamW optimizer (Loshchilov 2017) optimizer = optim.AdamW(model.parameters(), lr=args.learning_rate) model = train_model( diff --git a/code/lstm/lstm.py b/code/lstm/lstm.py index ec70adc4..80318dbc 100644 --- a/code/lstm/lstm.py +++ b/code/lstm/lstm.py @@ -19,19 +19,36 @@ def __init__(self, num_layers (int): the number of hidden layers. Defaults to 2. References: - 1. Hochreiter, S., & Schmidhuber, J. (1997). Long short-term memory. Neural computation, 9(8), 1735-1780. + 1. Hochreiter, S., & Schmidhuber, J. (1997). + Long short-term memory. + Neural computation, 9(8), 1735-1780. + 2. Srivastava, N., Hinton, G., Krizhevsky, A., + Sutskever, I., & Salakhutdinov, R. (2014). + Dropout: a simple way to prevent neural networks from overfitting. + The journal of machine learning research, 15(1), 1929-1958. + 3. Hinton, G. E., Srivastava, N., Krizhevsky, A., Sutskever, + I., & Salakhutdinov, R. R. (2012). + Improving neural networks by preventing co-adaptation of feature detectors. + arXiv preprint arXiv:1207.0580. + 4. Loshchilov, I., & Hutter, F. (2017). + Decoupled weight decay regularization. + arXiv preprint arXiv:1711.05101. + 5. Szegedy, C., Vanhoucke, V., Ioffe, S., Shlens, J., & Wojna, Z. (2016). + Rethinking the inception architecture for computer vision. + In Proceedings of the IEEE conference on computer vision + and pattern recognition (pp. 2818-2826). """ super(LSTM, self).__init__() self.hidden_size = hidden_size self.num_layers = num_layers - # LSTM layer + # LSTM layer (Hochreiter 1997) self.lstm = nn.LSTM(input_size=input_size, hidden_size=hidden_size, num_layers=num_layers, batch_first=True) - + # Dropout layer (Srivastava 2014, Hinton 2012) self.dropout = nn.Dropout(p=dropout) # Fully connected layer @@ -62,7 +79,7 @@ def forward(self, # Forward propagate LSTM out, _ = self.lstm(x, (h0, c0)) # out: tensor of shape (batch_size, seq_length, hidden_size) - # Dropout + # Dropout layer (Srivastava 2014, Hinton 2012) out = self.dropout(out) # Decode the hidden state of the last time step diff --git a/code/mamba/main.py b/code/mamba/main.py index 98e3c9cf..388f4366 100644 --- a/code/mamba/main.py +++ b/code/mamba/main.py @@ -99,7 +99,9 @@ def main(): device = torch.device('cuda' if torch.cuda.is_available() else 'cpu') model = model.to(device) + # Label smoothing (Szegedy 2016) criterion = nn.CrossEntropyLoss(label_smoothing=args.label_smoothing) + # AdamW optimizer (Loshchilov 2017) optimizer = optim.AdamW(model.parameters(), lr=args.learning_rate, weight_decay=args.weight_decay) train_model( diff --git a/code/mamba/mamba.py b/code/mamba/mamba.py index af428eff..33ac7634 100644 --- a/code/mamba/mamba.py +++ b/code/mamba/mamba.py @@ -143,6 +143,10 @@ def __init__(self, 9. Hendrycks, D., & Gimpel, K. (2016). Gaussian error linear units (gelus). arXiv preprint arXiv:1606.08415. + 10. Szegedy, C., Vanhoucke, V., Ioffe, S., Shlens, J., & Wojna, Z. (2016). + Rethinking the inception architecture for computer vision. + In Proceedings of the IEEE conference on computer vision + and pattern recognition (pp. 2818-2826). """ super().__init__() self.layers = nn.ModuleList([MambaBlock(d_model, d_state, d_conv, expand, dropout, layer_norm_eps) for _ in range(depth)]) diff --git a/code/vae/__pycache__/plot.cpython-310.pyc b/code/vae/__pycache__/plot.cpython-310.pyc index fe9f93e9..a17f6552 100644 Binary files a/code/vae/__pycache__/plot.cpython-310.pyc and b/code/vae/__pycache__/plot.cpython-310.pyc differ diff --git a/code/vae/__pycache__/train.cpython-310.pyc b/code/vae/__pycache__/train.cpython-310.pyc index 1896971e..e185f651 100644 Binary files a/code/vae/__pycache__/train.cpython-310.pyc and b/code/vae/__pycache__/train.cpython-310.pyc differ diff --git a/code/vae/__pycache__/util.cpython-310.pyc b/code/vae/__pycache__/util.cpython-310.pyc index 7e3af3c7..7aba1eaf 100644 Binary files a/code/vae/__pycache__/util.cpython-310.pyc and b/code/vae/__pycache__/util.cpython-310.pyc differ diff --git a/code/vae/__pycache__/vae.cpython-310.pyc b/code/vae/__pycache__/vae.cpython-310.pyc index 29672ac4..f19457e8 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b/code/vae/logs/results_0.log @@ -1,785 +1,648 @@ -INFO:train:Epoch 1/1000 Train Loss: 0.7076, Train Acc: 0.4070 Val Loss: 0.7007, Val Acc: 0.4545 -INFO:train:Epoch 2/1000 Train Loss: 0.7006, Train Acc: 0.4535 Val Loss: 0.7094, Val Acc: 0.4545 -INFO:train:Epoch 3/1000 Train Loss: 0.7170, Train Acc: 0.4070 Val Loss: 0.7210, Val Acc: 0.4091 -INFO:train:Epoch 4/1000 Train Loss: 0.7114, Train Acc: 0.4651 Val Loss: 0.6842, Val Acc: 0.6364 -INFO:train:Epoch 5/1000 Train Loss: 0.7099, Train Acc: 0.4419 Val Loss: 0.7079, Val Acc: 0.4545 -INFO:train:Epoch 6/1000 Train Loss: 0.7151, Train Acc: 0.4535 Val Loss: 0.7058, Val Acc: 0.5455 -INFO:train:Epoch 7/1000 Train Loss: 0.7061, Train Acc: 0.4302 Val Loss: 0.6980, Val Acc: 0.5000 -INFO:train:Epoch 8/1000 Train Loss: 0.7131, Train Acc: 0.4419 Val Loss: 0.6842, Val Acc: 0.4545 -INFO:train:Epoch 9/1000 Train Loss: 0.7209, Train Acc: 0.4070 Val Loss: 0.6977, Val Acc: 0.5455 -INFO:train:Epoch 10/1000 Train Loss: 0.7129, Train Acc: 0.4419 Val Loss: 0.7136, Val Acc: 0.4545 -INFO:train:Epoch 11/1000 Train Loss: 0.7035, Train Acc: 0.4651 Val Loss: 0.7105, Val Acc: 0.4545 -INFO:train:Epoch 12/1000 Train Loss: 0.7035, Train Acc: 0.4651 Val Loss: 0.6939, Val Acc: 0.5000 -INFO:train:Epoch 13/1000 Train Loss: 0.7062, Train Acc: 0.5000 Val Loss: 0.7130, Val Acc: 0.4545 -INFO:train:Epoch 14/1000 Train Loss: 0.7117, Train Acc: 0.4070 Val Loss: 0.7173, Val Acc: 0.4091 -INFO:train:Epoch 15/1000 Train Loss: 0.7039, Train Acc: 0.4070 Val Loss: 0.7059, Val Acc: 0.4545 -INFO:train:Epoch 16/1000 Train Loss: 0.7026, Train Acc: 0.4651 Val Loss: 0.7185, Val Acc: 0.5000 -INFO:train:Epoch 17/1000 Train Loss: 0.7089, Train Acc: 0.4302 Val Loss: 0.7127, Val Acc: 0.5000 -INFO:train:Epoch 18/1000 Train Loss: 0.7015, Train Acc: 0.4884 Val Loss: 0.7165, Val Acc: 0.4545 -INFO:train:Epoch 19/1000 Train Loss: 0.7030, Train Acc: 0.4651 Val Loss: 0.7090, Val Acc: 0.5000 -INFO:train:Epoch 20/1000 Train Loss: 0.7122, Train Acc: 0.4186 Val Loss: 0.7195, Val Acc: 0.3182 -INFO:train:Epoch 21/1000 Train Loss: 0.7041, Train Acc: 0.4070 Val Loss: 0.6970, Val Acc: 0.4545 -INFO:train:Epoch 22/1000 Train Loss: 0.7050, Train Acc: 0.4651 Val Loss: 0.6965, Val Acc: 0.4545 -INFO:train:Epoch 23/1000 Train Loss: 0.7022, Train Acc: 0.4419 Val Loss: 0.7052, Val Acc: 0.4091 -INFO:train:Epoch 24/1000 Train Loss: 0.7166, Train Acc: 0.4419 Val Loss: 0.7025, Val Acc: 0.5000 -INFO:train:Epoch 25/1000 Train Loss: 0.7042, Train Acc: 0.4651 Val Loss: 0.6901, Val Acc: 0.5455 -INFO:train:Epoch 26/1000 Train Loss: 0.7090, Train Acc: 0.4302 Val Loss: 0.7243, Val Acc: 0.3636 -INFO:train:Epoch 27/1000 Train Loss: 0.7164, Train Acc: 0.4186 Val Loss: 0.6953, Val Acc: 0.5000 -INFO:train:Epoch 28/1000 Train Loss: 0.7147, Train Acc: 0.4186 Val Loss: 0.7133, Val Acc: 0.4091 -INFO:train:Epoch 29/1000 Train Loss: 0.7006, Train Acc: 0.4419 Val Loss: 0.7051, Val Acc: 0.4091 -INFO:train:Epoch 30/1000 Train Loss: 0.7156, Train Acc: 0.3953 Val Loss: 0.7050, Val Acc: 0.5000 -INFO:train:Epoch 31/1000 Train Loss: 0.7110, Train Acc: 0.4535 Val Loss: 0.6875, Val Acc: 0.5455 -INFO:train:Epoch 32/1000 Train Loss: 0.6923, Train Acc: 0.5465 Val Loss: 0.7068, Val Acc: 0.4545 -INFO:train:Epoch 33/1000 Train Loss: 0.7070, Train Acc: 0.4535 Val Loss: 0.7082, Val Acc: 0.4091 -INFO:train:Epoch 34/1000 Train Loss: 0.7150, Train Acc: 0.4535 Val Loss: 0.7197, Val Acc: 0.3636 -INFO:train:Epoch 35/1000 Train Loss: 0.7055, Train Acc: 0.4535 Val Loss: 0.7008, Val Acc: 0.4545 -INFO:train:Epoch 36/1000 Train Loss: 0.7070, Train Acc: 0.4419 Val Loss: 0.6872, Val Acc: 0.4545 -INFO:train:Epoch 37/1000 Train Loss: 0.7086, Train Acc: 0.4535 Val Loss: 0.6947, Val Acc: 0.5000 -INFO:train:Epoch 38/1000 Train Loss: 0.7060, Train Acc: 0.4186 Val Loss: 0.7074, Val Acc: 0.5000 -INFO:train:Epoch 39/1000 Train Loss: 0.7129, Train Acc: 0.4070 Val Loss: 0.6926, Val Acc: 0.4545 -INFO:train:Epoch 40/1000 Train Loss: 0.7116, Train Acc: 0.4302 Val Loss: 0.7003, Val Acc: 0.4545 -INFO:train:Epoch 41/1000 Train Loss: 0.7151, Train Acc: 0.4302 Val Loss: 0.6983, Val Acc: 0.5000 -INFO:train:Epoch 42/1000 Train Loss: 0.7046, Train Acc: 0.4302 Val Loss: 0.7041, Val Acc: 0.5000 -INFO:train:Epoch 43/1000 Train Loss: 0.7022, Train Acc: 0.4535 Val Loss: 0.7202, Val Acc: 0.5000 -INFO:train:Epoch 44/1000 Train Loss: 0.7017, Train Acc: 0.4535 Val Loss: 0.6868, Val Acc: 0.5455 -INFO:train:Epoch 45/1000 Train Loss: 0.7090, Train Acc: 0.4419 Val Loss: 0.7062, Val Acc: 0.3636 -INFO:train:Epoch 46/1000 Train Loss: 0.7047, Train Acc: 0.4651 Val Loss: 0.6858, Val Acc: 0.5909 -INFO:train:Epoch 47/1000 Train Loss: 0.7049, Train Acc: 0.4767 Val Loss: 0.7225, Val Acc: 0.4545 -INFO:train:Epoch 48/1000 Train Loss: 0.7009, Train Acc: 0.4767 Val Loss: 0.7118, Val Acc: 0.4091 -INFO:train:Epoch 49/1000 Train Loss: 0.7038, Train Acc: 0.5116 Val Loss: 0.6864, Val Acc: 0.4545 -INFO:train:Epoch 50/1000 Train Loss: 0.7072, Train Acc: 0.4302 Val Loss: 0.6959, Val Acc: 0.4545 -INFO:train:Epoch 51/1000 Train Loss: 0.7195, Train Acc: 0.4070 Val Loss: 0.6874, Val Acc: 0.5909 -INFO:train:Epoch 52/1000 Train Loss: 0.7067, Train Acc: 0.4186 Val Loss: 0.7170, Val Acc: 0.4091 -INFO:train:Epoch 53/1000 Train Loss: 0.7008, Train Acc: 0.5000 Val Loss: 0.7048, Val Acc: 0.5000 -INFO:train:Epoch 54/1000 Train Loss: 0.7016, Train Acc: 0.4767 Val Loss: 0.7092, Val Acc: 0.5000 -INFO:train:Epoch 55/1000 Train Loss: 0.7114, Train Acc: 0.4419 Val Loss: 0.7051, Val Acc: 0.5000 -INFO:train:Epoch 56/1000 Train Loss: 0.7046, Train Acc: 0.4535 Val Loss: 0.6812, Val Acc: 0.5000 -INFO:train:Epoch 57/1000 Train Loss: 0.7081, Train Acc: 0.4302 Val Loss: 0.6999, Val Acc: 0.4091 -INFO:train:Epoch 58/1000 Train Loss: 0.7109, Train Acc: 0.4651 Val Loss: 0.7048, Val Acc: 0.5000 -INFO:train:Epoch 59/1000 Train Loss: 0.6966, Train Acc: 0.4884 Val Loss: 0.7001, Val Acc: 0.4545 -INFO:train:Epoch 60/1000 Train Loss: 0.7014, Train Acc: 0.4651 Val Loss: 0.6993, Val Acc: 0.4545 -INFO:train:Epoch 61/1000 Train Loss: 0.7012, Train Acc: 0.4419 Val Loss: 0.7032, Val Acc: 0.5000 -INFO:train:Epoch 62/1000 Train Loss: 0.7063, Train Acc: 0.4767 Val Loss: 0.6993, Val Acc: 0.4545 -INFO:train:Epoch 63/1000 Train Loss: 0.7085, Train Acc: 0.4186 Val Loss: 0.7241, Val Acc: 0.4545 -INFO:train:Epoch 64/1000 Train Loss: 0.6985, Train Acc: 0.4884 Val Loss: 0.7066, Val Acc: 0.4545 -INFO:train:Epoch 65/1000 Train Loss: 0.7061, Train Acc: 0.4302 Val Loss: 0.6982, Val Acc: 0.5000 -INFO:train:Epoch 66/1000 Train Loss: 0.7110, Train Acc: 0.4651 Val Loss: 0.7122, Val Acc: 0.4545 -INFO:train:Epoch 67/1000 Train Loss: 0.7003, Train Acc: 0.4535 Val Loss: 0.7108, Val Acc: 0.4091 -INFO:train:Epoch 68/1000 Train Loss: 0.7057, Train Acc: 0.4186 Val Loss: 0.7089, Val Acc: 0.4545 -INFO:train:Epoch 69/1000 Train Loss: 0.7073, Train Acc: 0.4767 Val Loss: 0.7102, Val Acc: 0.5000 -INFO:train:Epoch 70/1000 Train Loss: 0.6997, Train Acc: 0.4884 Val Loss: 0.7152, Val Acc: 0.4545 -INFO:train:Epoch 71/1000 Train Loss: 0.7032, Train Acc: 0.4535 Val Loss: 0.7239, Val Acc: 0.2727 -INFO:train:Epoch 72/1000 Train Loss: 0.7103, Train Acc: 0.4302 Val Loss: 0.7008, Val Acc: 0.4545 -INFO:train:Epoch 73/1000 Train Loss: 0.7090, Train Acc: 0.4186 Val Loss: 0.7266, Val Acc: 0.3636 -INFO:train:Epoch 74/1000 Train Loss: 0.7067, Train Acc: 0.4302 Val Loss: 0.7109, Val Acc: 0.3636 -INFO:train:Epoch 75/1000 Train Loss: 0.7107, Train Acc: 0.4186 Val Loss: 0.7094, Val Acc: 0.4545 -INFO:train:Epoch 76/1000 Train Loss: 0.7038, Train Acc: 0.4651 Val Loss: 0.6769, Val Acc: 0.5455 -INFO:train:Epoch 77/1000 Train Loss: 0.7087, Train Acc: 0.4535 Val Loss: 0.7124, Val Acc: 0.4545 -INFO:train:Epoch 78/1000 Train Loss: 0.7090, Train Acc: 0.4419 Val Loss: 0.7014, Val Acc: 0.4545 -INFO:train:Epoch 79/1000 Train Loss: 0.6912, Train Acc: 0.4535 Val Loss: 0.7084, Val Acc: 0.4545 -INFO:train:Epoch 80/1000 Train Loss: 0.6961, Train Acc: 0.4884 Val Loss: 0.7113, Val Acc: 0.4545 -INFO:train:Epoch 81/1000 Train Loss: 0.6994, Train Acc: 0.4884 Val Loss: 0.6861, Val Acc: 0.5909 -INFO:train:Epoch 82/1000 Train Loss: 0.6863, Train Acc: 0.4884 Val Loss: 0.7088, Val Acc: 0.3636 -INFO:train:Epoch 83/1000 Train Loss: 0.7013, Train Acc: 0.4884 Val Loss: 0.6946, Val Acc: 0.5000 -INFO:train:Epoch 84/1000 Train Loss: 0.7096, Train Acc: 0.4186 Val Loss: 0.6864, Val Acc: 0.5000 -INFO:train:Epoch 85/1000 Train Loss: 0.7002, Train Acc: 0.4651 Val Loss: 0.7135, Val Acc: 0.5000 -INFO:train:Epoch 86/1000 Train Loss: 0.7114, Train Acc: 0.4302 Val Loss: 0.7289, Val Acc: 0.5000 -INFO:train:Epoch 87/1000 Train Loss: 0.6989, Train Acc: 0.5000 Val Loss: 0.6862, Val Acc: 0.4545 -INFO:train:Epoch 88/1000 Train Loss: 0.7032, Train Acc: 0.4535 Val Loss: 0.6922, Val Acc: 0.5000 -INFO:train:Epoch 89/1000 Train Loss: 0.7095, Train Acc: 0.4186 Val Loss: 0.6925, Val Acc: 0.5455 -INFO:train:Epoch 90/1000 Train Loss: 0.6976, Train Acc: 0.4651 Val Loss: 0.6948, Val Acc: 0.5455 -INFO:train:Epoch 91/1000 Train Loss: 0.7083, Train Acc: 0.4302 Val Loss: 0.7155, Val Acc: 0.3636 -INFO:train:Epoch 92/1000 Train Loss: 0.6999, Train Acc: 0.4884 Val Loss: 0.7068, Val Acc: 0.4545 -INFO:train:Epoch 93/1000 Train Loss: 0.7067, Train Acc: 0.4767 Val Loss: 0.6957, Val Acc: 0.5455 -INFO:train:Epoch 94/1000 Train Loss: 0.7024, Train Acc: 0.4651 Val Loss: 0.7089, Val Acc: 0.4091 -INFO:train:Epoch 95/1000 Train Loss: 0.7058, Train Acc: 0.4884 Val Loss: 0.6888, Val Acc: 0.5455 -INFO:train:Epoch 96/1000 Train Loss: 0.6940, Train Acc: 0.4651 Val Loss: 0.7051, Val Acc: 0.4091 -INFO:train:Epoch 97/1000 Train Loss: 0.7088, Train Acc: 0.4884 Val Loss: 0.7004, Val Acc: 0.4091 -INFO:train:Epoch 98/1000 Train Loss: 0.7002, Train Acc: 0.4767 Val Loss: 0.6908, Val Acc: 0.5000 -INFO:train:Epoch 99/1000 Train Loss: 0.7093, Train Acc: 0.4535 Val Loss: 0.6898, Val Acc: 0.5455 -INFO:train:Epoch 100/1000 Train Loss: 0.7059, Train Acc: 0.4651 Val Loss: 0.7026, Val Acc: 0.4091 -INFO:train:Epoch 101/1000 Train Loss: 0.7007, Train Acc: 0.5000 Val Loss: 0.6920, Val Acc: 0.5000 -INFO:train:Epoch 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Train Loss: 0.7077, Train Acc: 0.4767 Val Loss: 0.7154, Val Acc: 0.4545 -INFO:train:Epoch 113/1000 Train Loss: 0.7013, Train Acc: 0.4884 Val Loss: 0.6913, Val Acc: 0.4545 -INFO:train:Epoch 114/1000 Train Loss: 0.6927, Train Acc: 0.4884 Val Loss: 0.7022, Val Acc: 0.4091 -INFO:train:Epoch 115/1000 Train Loss: 0.7100, Train Acc: 0.4535 Val Loss: 0.7085, Val Acc: 0.5000 -INFO:train:Epoch 116/1000 Train Loss: 0.7042, Train Acc: 0.4651 Val Loss: 0.7071, Val Acc: 0.5000 -INFO:train:Epoch 117/1000 Train Loss: 0.7109, Train Acc: 0.4535 Val Loss: 0.7216, Val Acc: 0.3636 -INFO:train:Epoch 118/1000 Train Loss: 0.7075, Train Acc: 0.4535 Val Loss: 0.6877, Val Acc: 0.5455 -INFO:train:Epoch 119/1000 Train Loss: 0.7119, Train Acc: 0.4419 Val Loss: 0.6946, Val Acc: 0.4545 -INFO:train:Epoch 120/1000 Train Loss: 0.7076, Train Acc: 0.4767 Val Loss: 0.6947, Val Acc: 0.4545 -INFO:train:Epoch 121/1000 Train Loss: 0.7067, Train Acc: 0.4651 Val Loss: 0.7080, Val Acc: 0.3636 -INFO:train:Epoch 122/1000 Train 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0.5455 -INFO:train:Epoch 193/1000 Train Loss: 0.6919, Train Acc: 0.4651 Val Loss: 0.6859, Val Acc: 0.4091 -INFO:train:Epoch 194/1000 Train Loss: 0.7044, Train Acc: 0.4767 Val Loss: 0.6934, Val Acc: 0.4091 -INFO:train:Epoch 195/1000 Train Loss: 0.6796, Train Acc: 0.5698 Val Loss: 0.7067, Val Acc: 0.4545 -INFO:train:Epoch 196/1000 Train Loss: 0.6964, Train Acc: 0.4767 Val Loss: 0.6953, Val Acc: 0.4545 -INFO:train:Epoch 197/1000 Train Loss: 0.6966, Train Acc: 0.4767 Val Loss: 0.7019, Val Acc: 0.3636 -INFO:train:Epoch 198/1000 Train Loss: 0.7129, Train Acc: 0.4186 Val Loss: 0.7020, Val Acc: 0.5000 -INFO:train:Epoch 199/1000 Train Loss: 0.6978, Train Acc: 0.5000 Val Loss: 0.6827, Val Acc: 0.5455 -INFO:train:Epoch 200/1000 Train Loss: 0.7025, Train Acc: 0.4070 Val Loss: 0.6761, Val Acc: 0.6364 -INFO:train:Epoch 201/1000 Train Loss: 0.6972, Train Acc: 0.5000 Val Loss: 0.6863, Val Acc: 0.5000 -INFO:train:Epoch 202/1000 Train Loss: 0.6958, Train Acc: 0.5000 Val Loss: 0.6909, Val Acc: 0.4545 -INFO:train:Epoch 203/1000 Train Loss: 0.7032, Train Acc: 0.4186 Val Loss: 0.6998, Val Acc: 0.3636 -INFO:train:Epoch 204/1000 Train Loss: 0.7001, Train Acc: 0.4535 Val Loss: 0.6950, Val Acc: 0.5455 -INFO:train:Epoch 205/1000 Train Loss: 0.6985, Train Acc: 0.4651 Val Loss: 0.7019, Val Acc: 0.4545 -INFO:train:Epoch 206/1000 Train Loss: 0.7072, Train Acc: 0.4070 Val Loss: 0.7012, Val Acc: 0.4091 -INFO:train:Epoch 207/1000 Train Loss: 0.6931, Train Acc: 0.5116 Val Loss: 0.6991, Val Acc: 0.4091 -INFO:train:Epoch 208/1000 Train Loss: 0.6846, Train Acc: 0.5116 Val Loss: 0.6623, Val Acc: 0.7727 -INFO:train:Epoch 209/1000 Train Loss: 0.7006, Train Acc: 0.5233 Val Loss: 0.7089, Val Acc: 0.4091 -INFO:train:Epoch 210/1000 Train Loss: 0.7026, Train Acc: 0.4302 Val Loss: 0.6995, Val Acc: 0.5000 -INFO:train:Epoch 211/1000 Train Loss: 0.6947, Train Acc: 0.4535 Val Loss: 0.6874, Val Acc: 0.5455 -INFO:train:Epoch 212/1000 Train Loss: 0.7041, Train Acc: 0.4535 Val Loss: 0.6773, Val Acc: 0.5909 -INFO:train:Epoch 213/1000 Train Loss: 0.6968, Train Acc: 0.4767 Val Loss: 0.6938, Val Acc: 0.5000 -INFO:train:Epoch 214/1000 Train Loss: 0.7000, Train Acc: 0.4535 Val Loss: 0.6834, Val Acc: 0.6364 -INFO:train:Epoch 215/1000 Train Loss: 0.6956, Train Acc: 0.5000 Val Loss: 0.6952, Val Acc: 0.5909 -INFO:train:Epoch 216/1000 Train Loss: 0.6869, Train Acc: 0.5000 Val Loss: 0.6756, Val Acc: 0.6818 -INFO:train:Epoch 217/1000 Train Loss: 0.6910, Train Acc: 0.5465 Val Loss: 0.7099, Val Acc: 0.5000 -INFO:train:Epoch 218/1000 Train Loss: 0.6956, Train Acc: 0.4651 Val Loss: 0.6817, Val Acc: 0.6364 -INFO:train:Epoch 219/1000 Train Loss: 0.6974, Train Acc: 0.4651 Val Loss: 0.6797, Val Acc: 0.6364 -INFO:train:Epoch 220/1000 Train Loss: 0.7008, Train Acc: 0.4535 Val Loss: 0.6610, Val Acc: 0.7273 -INFO:train:Epoch 221/1000 Train Loss: 0.6983, Train Acc: 0.4767 Val Loss: 0.6829, Val Acc: 0.5909 -INFO:train:Epoch 222/1000 Train Loss: 0.6899, Train Acc: 0.4884 Val Loss: 0.6794, Val Acc: 0.5455 -INFO:train:Epoch 223/1000 Train Loss: 0.6906, Train Acc: 0.4767 Val Loss: 0.6823, Val Acc: 0.5909 -INFO:train:Epoch 224/1000 Train Loss: 0.7133, Train Acc: 0.3953 Val Loss: 0.6837, Val Acc: 0.6364 -INFO:train:Epoch 225/1000 Train Loss: 0.7018, Train Acc: 0.4070 Val Loss: 0.6811, Val Acc: 0.5909 -INFO:train:Epoch 226/1000 Train Loss: 0.6849, Train Acc: 0.5581 Val Loss: 0.6847, Val Acc: 0.5000 -INFO:train:Epoch 227/1000 Train Loss: 0.6924, Train Acc: 0.5465 Val Loss: 0.7034, Val Acc: 0.5455 -INFO:train:Epoch 228/1000 Train Loss: 0.6804, Train Acc: 0.5116 Val Loss: 0.6956, Val Acc: 0.4545 -INFO:train:Epoch 229/1000 Train Loss: 0.6996, Train Acc: 0.4186 Val Loss: 0.7086, Val Acc: 0.5000 -INFO:train:Epoch 230/1000 Train Loss: 0.6916, Train Acc: 0.5581 Val Loss: 0.6643, Val Acc: 0.6818 -INFO:train:Epoch 231/1000 Train Loss: 0.6910, Train Acc: 0.5349 Val Loss: 0.6864, Val Acc: 0.5000 -INFO:train:Epoch 232/1000 Train Loss: 0.6985, Train Acc: 0.4767 Val Loss: 0.6799, Val Acc: 0.6818 -INFO:train:Epoch 233/1000 Train Loss: 0.7040, Train Acc: 0.4535 Val Loss: 0.6626, Val Acc: 0.6364 -INFO:train:Epoch 234/1000 Train Loss: 0.6999, Train Acc: 0.4186 Val Loss: 0.6883, Val Acc: 0.5909 -INFO:train:Epoch 235/1000 Train Loss: 0.6840, Train Acc: 0.5581 Val Loss: 0.6783, Val Acc: 0.5455 -INFO:train:Epoch 236/1000 Train Loss: 0.7004, Train Acc: 0.4535 Val Loss: 0.6957, Val Acc: 0.5455 -INFO:train:Epoch 237/1000 Train Loss: 0.6924, Train Acc: 0.5349 Val Loss: 0.7021, Val Acc: 0.4091 -INFO:train:Epoch 238/1000 Train Loss: 0.6917, Train Acc: 0.4767 Val Loss: 0.6841, Val Acc: 0.5455 -INFO:train:Epoch 239/1000 Train Loss: 0.6954, Train Acc: 0.5581 Val Loss: 0.6957, Val Acc: 0.4091 -INFO:train:Epoch 240/1000 Train Loss: 0.6873, Train Acc: 0.5814 Val Loss: 0.6864, Val Acc: 0.5455 -INFO:train:Epoch 241/1000 Train Loss: 0.6870, Train Acc: 0.5581 Val Loss: 0.6824, Val Acc: 0.5455 -INFO:train:Epoch 242/1000 Train Loss: 0.6875, Train Acc: 0.5581 Val Loss: 0.6982, Val Acc: 0.5000 -INFO:train:Epoch 243/1000 Train Loss: 0.6960, Train Acc: 0.5233 Val Loss: 0.6933, Val Acc: 0.5000 -INFO:train:Epoch 244/1000 Train Loss: 0.6886, Train Acc: 0.5581 Val Loss: 0.6669, Val Acc: 0.6364 -INFO:train:Epoch 245/1000 Train Loss: 0.6953, Train Acc: 0.5116 Val Loss: 0.6942, Val Acc: 0.5000 -INFO:train:Epoch 246/1000 Train Loss: 0.6972, Train Acc: 0.5000 Val Loss: 0.7021, Val Acc: 0.4545 -INFO:train:Epoch 247/1000 Train Loss: 0.6908, Train Acc: 0.5233 Val Loss: 0.6723, Val Acc: 0.6364 -INFO:train:Epoch 248/1000 Train Loss: 0.6760, Train Acc: 0.6047 Val Loss: 0.6841, Val Acc: 0.6818 -INFO:train:Epoch 249/1000 Train Loss: 0.6923, Train Acc: 0.4767 Val Loss: 0.6957, Val Acc: 0.4091 -INFO:train:Epoch 250/1000 Train Loss: 0.6857, Train Acc: 0.5465 Val Loss: 0.6784, Val Acc: 0.7273 -INFO:train:Epoch 251/1000 Train Loss: 0.6918, Train Acc: 0.4767 Val Loss: 0.6782, Val Acc: 0.5909 -INFO:train:Epoch 252/1000 Train Loss: 0.6821, Train Acc: 0.5465 Val Loss: 0.6683, Val Acc: 0.7273 -INFO:train:Epoch 253/1000 Train Loss: 0.6953, Train Acc: 0.5116 Val Loss: 0.6699, Val Acc: 0.5909 -INFO:train:Epoch 254/1000 Train Loss: 0.6996, Train Acc: 0.4651 Val Loss: 0.6821, Val Acc: 0.5455 -INFO:train:Epoch 255/1000 Train Loss: 0.6934, Train Acc: 0.5349 Val Loss: 0.6774, Val Acc: 0.5909 -INFO:train:Epoch 256/1000 Train Loss: 0.6774, Train Acc: 0.6047 Val Loss: 0.6725, Val Acc: 0.7273 -INFO:train:Epoch 257/1000 Train Loss: 0.6868, Train Acc: 0.6047 Val Loss: 0.6817, Val Acc: 0.6364 -INFO:train:Epoch 258/1000 Train Loss: 0.6882, Train Acc: 0.5581 Val Loss: 0.6918, Val Acc: 0.4091 -INFO:train:Epoch 259/1000 Train Loss: 0.6864, Train Acc: 0.5581 Val Loss: 0.6663, Val Acc: 0.7727 -INFO:train:Epoch 260/1000 Train Loss: 0.6813, Train Acc: 0.5233 Val Loss: 0.6763, Val Acc: 0.6364 -INFO:train:Epoch 261/1000 Train Loss: 0.6953, Train Acc: 0.5465 Val Loss: 0.6606, Val Acc: 0.7273 -INFO:train:Epoch 262/1000 Train Loss: 0.6836, Train Acc: 0.6047 Val Loss: 0.6725, Val Acc: 0.6364 -INFO:train:Epoch 263/1000 Train Loss: 0.6955, Train Acc: 0.4651 Val Loss: 0.6717, Val Acc: 0.6818 -INFO:train:Epoch 264/1000 Train Loss: 0.6831, Train Acc: 0.5930 Val Loss: 0.6823, Val Acc: 0.5455 -INFO:train:Epoch 265/1000 Train Loss: 0.6896, Train Acc: 0.5465 Val Loss: 0.6707, Val Acc: 0.7727 -INFO:train:Epoch 266/1000 Train Loss: 0.6891, Train Acc: 0.4767 Val Loss: 0.6649, Val Acc: 0.6364 -INFO:train:Epoch 267/1000 Train Loss: 0.6819, Train Acc: 0.6395 Val Loss: 0.6702, Val Acc: 0.6818 -INFO:train:Epoch 268/1000 Train Loss: 0.6748, Train Acc: 0.6628 Val Loss: 0.6856, Val Acc: 0.4545 -INFO:train:Epoch 269/1000 Train Loss: 0.6969, Train Acc: 0.5233 Val Loss: 0.6646, Val Acc: 0.6818 -INFO:train:Epoch 270/1000 Train Loss: 0.6826, Train Acc: 0.6744 Val Loss: 0.6953, Val Acc: 0.5000 -INFO:train:Epoch 271/1000 Train Loss: 0.6881, Train Acc: 0.5465 Val Loss: 0.6652, Val Acc: 0.7727 -INFO:train:Epoch 272/1000 Train Loss: 0.6757, Train Acc: 0.6279 Val Loss: 0.6828, Val Acc: 0.5909 -INFO:train:Epoch 273/1000 Train Loss: 0.6845, Train Acc: 0.5930 Val Loss: 0.6568, Val Acc: 0.7273 -INFO:train:Epoch 274/1000 Train Loss: 0.6906, Train Acc: 0.5233 Val Loss: 0.6817, Val Acc: 0.5909 -INFO:train:Epoch 275/1000 Train Loss: 0.6872, Train Acc: 0.5465 Val Loss: 0.6669, Val Acc: 0.6364 -INFO:train:Epoch 276/1000 Train Loss: 0.6800, Train Acc: 0.6279 Val Loss: 0.6536, Val Acc: 0.7273 -INFO:train:Epoch 277/1000 Train Loss: 0.6872, Train Acc: 0.5814 Val Loss: 0.6627, Val Acc: 0.7727 -INFO:train:Epoch 278/1000 Train Loss: 0.6884, Train Acc: 0.4767 Val Loss: 0.6672, Val Acc: 0.6818 -INFO:train:Epoch 279/1000 Train Loss: 0.6821, Train Acc: 0.6279 Val Loss: 0.6425, Val Acc: 0.8636 -INFO:train:Epoch 280/1000 Train Loss: 0.6882, Train Acc: 0.5233 Val Loss: 0.6737, Val Acc: 0.6364 -INFO:train:Epoch 281/1000 Train Loss: 0.6889, Train Acc: 0.5349 Val Loss: 0.6550, Val Acc: 0.9091 -INFO:train:Epoch 282/1000 Train Loss: 0.6937, Train Acc: 0.4419 Val Loss: 0.6672, Val Acc: 0.7727 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-INFO:train:Epoch 293/1000 Train Loss: 0.6818, Train Acc: 0.6395 Val Loss: 0.6629, Val Acc: 0.6364 -INFO:train:Epoch 294/1000 Train Loss: 0.6754, Train Acc: 0.6047 Val Loss: 0.6648, Val Acc: 0.5000 -INFO:train:Epoch 295/1000 Train Loss: 0.6737, Train Acc: 0.6628 Val Loss: 0.6657, Val Acc: 0.6818 -INFO:train:Epoch 296/1000 Train Loss: 0.6761, Train Acc: 0.6860 Val Loss: 0.6666, Val Acc: 0.7273 -INFO:train:Epoch 297/1000 Train Loss: 0.6846, Train Acc: 0.6163 Val Loss: 0.6757, Val Acc: 0.5909 -INFO:train:Epoch 298/1000 Train Loss: 0.6787, Train Acc: 0.5930 Val Loss: 0.6749, Val Acc: 0.6364 -INFO:train:Epoch 299/1000 Train Loss: 0.6722, Train Acc: 0.6163 Val Loss: 0.6448, Val Acc: 0.7727 -INFO:train:Epoch 300/1000 Train Loss: 0.6655, Train Acc: 0.7093 Val Loss: 0.6765, Val Acc: 0.5455 -INFO:train:Epoch 301/1000 Train Loss: 0.6828, Train Acc: 0.5698 Val Loss: 0.6440, Val Acc: 0.7273 -INFO:train:Epoch 302/1000 Train Loss: 0.6719, Train Acc: 0.6395 Val Loss: 0.6355, Val Acc: 0.9091 -INFO:train:Epoch 303/1000 Train Loss: 0.6722, Train Acc: 0.6279 Val Loss: 0.6531, Val Acc: 0.6818 -INFO:train:Epoch 304/1000 Train Loss: 0.6755, Train Acc: 0.6744 Val Loss: 0.6495, Val Acc: 0.8182 -INFO:train:Epoch 305/1000 Train Loss: 0.6687, Train Acc: 0.6744 Val Loss: 0.6341, Val Acc: 0.8636 -INFO:train:Epoch 306/1000 Train Loss: 0.6754, Train Acc: 0.6395 Val Loss: 0.6434, Val Acc: 0.7727 -INFO:train:Epoch 307/1000 Train Loss: 0.6745, Train Acc: 0.6628 Val Loss: 0.6454, Val Acc: 0.6818 -INFO:train:Epoch 308/1000 Train Loss: 0.6669, Train Acc: 0.6860 Val Loss: 0.6473, Val Acc: 0.6818 -INFO:train:Epoch 309/1000 Train Loss: 0.6774, Train Acc: 0.6279 Val Loss: 0.6447, Val Acc: 0.6364 -INFO:train:Epoch 310/1000 Train Loss: 0.6670, Train Acc: 0.6860 Val Loss: 0.6385, Val Acc: 0.7273 -INFO:train:Epoch 311/1000 Train Loss: 0.6662, Train Acc: 0.7093 Val Loss: 0.6284, Val Acc: 0.7727 -INFO:train:Epoch 312/1000 Train Loss: 0.6768, Train Acc: 0.6860 Val Loss: 0.6530, Val Acc: 0.7727 -INFO:train:Epoch 313/1000 Train Loss: 0.6715, Train Acc: 0.6628 Val Loss: 0.6251, Val Acc: 0.6818 -INFO:train:Epoch 314/1000 Train Loss: 0.6703, Train Acc: 0.6512 Val Loss: 0.6480, Val Acc: 0.6818 -INFO:train:Epoch 315/1000 Train Loss: 0.6686, Train Acc: 0.6628 Val Loss: 0.6476, Val Acc: 0.7273 -INFO:train:Epoch 316/1000 Train Loss: 0.6651, Train Acc: 0.6628 Val Loss: 0.6423, Val Acc: 0.8182 -INFO:train:Epoch 317/1000 Train Loss: 0.6576, Train Acc: 0.7674 Val Loss: 0.6324, Val Acc: 0.8182 -INFO:train:Epoch 318/1000 Train Loss: 0.6706, Train Acc: 0.6628 Val Loss: 0.6434, Val Acc: 0.8182 -INFO:train:Epoch 319/1000 Train Loss: 0.6562, Train Acc: 0.6744 Val Loss: 0.6397, Val Acc: 0.7273 -INFO:train:Epoch 320/1000 Train Loss: 0.6614, Train Acc: 0.6977 Val Loss: 0.6286, Val Acc: 0.7727 -INFO:train:Epoch 321/1000 Train Loss: 0.6759, Train Acc: 0.6047 Val Loss: 0.6160, Val Acc: 0.8636 -INFO:train:Epoch 322/1000 Train Loss: 0.6666, Train Acc: 0.6628 Val Loss: 0.6467, Val Acc: 0.6818 -INFO:train:Epoch 323/1000 Train Loss: 0.6562, Train Acc: 0.7674 Val Loss: 0.6489, Val Acc: 0.5909 -INFO:train:Epoch 324/1000 Train Loss: 0.6563, Train Acc: 0.7326 Val Loss: 0.6443, Val Acc: 0.7273 -INFO:train:Epoch 325/1000 Train Loss: 0.6649, Train Acc: 0.6860 Val Loss: 0.6303, Val Acc: 0.6364 -INFO:train:Epoch 326/1000 Train Loss: 0.6667, Train Acc: 0.6395 Val Loss: 0.6320, Val Acc: 0.6364 -INFO:train:Epoch 327/1000 Train Loss: 0.6578, Train Acc: 0.7209 Val Loss: 0.6496, Val Acc: 0.6364 -INFO:train:Epoch 328/1000 Train Loss: 0.6649, Train Acc: 0.6977 Val Loss: 0.6125, Val Acc: 0.9091 -INFO:train:Epoch 329/1000 Train Loss: 0.6639, Train Acc: 0.6628 Val Loss: 0.6197, Val Acc: 0.7727 -INFO:train:Epoch 330/1000 Train Loss: 0.6624, Train Acc: 0.7326 Val Loss: 0.6130, Val Acc: 0.7727 -INFO:train:Epoch 331/1000 Train Loss: 0.6641, Train Acc: 0.7093 Val Loss: 0.6087, Val Acc: 0.7727 -INFO:train:Epoch 332/1000 Train Loss: 0.6594, Train Acc: 0.7209 Val Loss: 0.6197, Val Acc: 0.6818 -INFO:train:Epoch 333/1000 Train Loss: 0.6550, Train Acc: 0.7209 Val Loss: 0.6219, Val Acc: 0.7727 -INFO:train:Epoch 334/1000 Train Loss: 0.6596, Train Acc: 0.7093 Val Loss: 0.6361, Val Acc: 0.6364 -INFO:train:Epoch 335/1000 Train Loss: 0.6652, Train Acc: 0.6628 Val Loss: 0.6375, Val Acc: 0.7273 -INFO:train:Epoch 336/1000 Train Loss: 0.6464, Train Acc: 0.7558 Val Loss: 0.6198, Val Acc: 0.5909 -INFO:train:Epoch 337/1000 Train Loss: 0.6498, Train Acc: 0.7674 Val Loss: 0.6280, Val Acc: 0.6818 -INFO:train:Epoch 338/1000 Train Loss: 0.6534, Train Acc: 0.7093 Val Loss: 0.6202, Val Acc: 0.6364 -INFO:train:Epoch 339/1000 Train Loss: 0.6574, Train Acc: 0.6977 Val Loss: 0.6086, Val Acc: 0.8182 -INFO:train:Epoch 340/1000 Train Loss: 0.6430, Train Acc: 0.7558 Val Loss: 0.6168, Val Acc: 0.7727 -INFO:train:Epoch 341/1000 Train Loss: 0.6485, Train Acc: 0.7674 Val Loss: 0.6078, Val Acc: 0.8182 -INFO:train:Epoch 342/1000 Train Loss: 0.6675, Train Acc: 0.6744 Val Loss: 0.6223, Val Acc: 0.6364 -INFO:train:Epoch 343/1000 Train Loss: 0.6412, Train Acc: 0.7558 Val Loss: 0.5979, Val Acc: 0.9091 -INFO:train:Epoch 344/1000 Train Loss: 0.6498, Train Acc: 0.7442 Val Loss: 0.6027, Val Acc: 0.7727 -INFO:train:Epoch 345/1000 Train Loss: 0.6379, Train Acc: 0.8023 Val Loss: 0.6019, Val Acc: 0.8636 -INFO:train:Epoch 346/1000 Train Loss: 0.6484, Train Acc: 0.7093 Val Loss: 0.6164, Val Acc: 0.7273 -INFO:train:Epoch 347/1000 Train Loss: 0.6418, Train Acc: 0.8023 Val Loss: 0.5977, Val Acc: 0.7727 -INFO:train:Epoch 348/1000 Train Loss: 0.6501, Train Acc: 0.7674 Val Loss: 0.5978, Val Acc: 0.8182 -INFO:train:Epoch 349/1000 Train Loss: 0.6505, Train Acc: 0.7209 Val Loss: 0.6048, Val Acc: 0.7727 -INFO:train:Epoch 350/1000 Train Loss: 0.6493, Train Acc: 0.7558 Val Loss: 0.6152, Val Acc: 0.7727 -INFO:train:Epoch 351/1000 Train Loss: 0.6463, Train Acc: 0.7442 Val Loss: 0.5985, Val Acc: 0.7727 -INFO:train:Epoch 352/1000 Train Loss: 0.6419, Train Acc: 0.7907 Val Loss: 0.6088, Val Acc: 0.7727 -INFO:train:Epoch 353/1000 Train Loss: 0.6428, Train Acc: 0.8023 Val Loss: 0.5896, Val Acc: 0.8636 -INFO:train:Epoch 354/1000 Train Loss: 0.6476, Train Acc: 0.7558 Val Loss: 0.6036, Val Acc: 0.8636 -INFO:train:Epoch 355/1000 Train Loss: 0.6558, Train Acc: 0.6744 Val Loss: 0.6140, Val Acc: 0.7273 -INFO:train:Epoch 356/1000 Train Loss: 0.6430, Train Acc: 0.7558 Val Loss: 0.6133, Val Acc: 0.7273 -INFO:train:Epoch 357/1000 Train Loss: 0.6409, Train Acc: 0.7209 Val Loss: 0.5739, Val Acc: 0.8636 -INFO:train:Epoch 358/1000 Train Loss: 0.6277, Train Acc: 0.8023 Val Loss: 0.5777, Val Acc: 0.7727 -INFO:train:Epoch 359/1000 Train Loss: 0.6288, Train Acc: 0.8140 Val Loss: 0.5902, Val Acc: 0.8182 -INFO:train:Epoch 360/1000 Train Loss: 0.6393, Train Acc: 0.8023 Val Loss: 0.5816, Val Acc: 0.8182 -INFO:train:Epoch 361/1000 Train Loss: 0.6365, Train Acc: 0.7326 Val Loss: 0.5859, Val Acc: 0.7727 -INFO:train:Epoch 362/1000 Train Loss: 0.6330, Train Acc: 0.8023 Val Loss: 0.5930, Val Acc: 0.7273 -INFO:train:Epoch 363/1000 Train Loss: 0.6405, Train Acc: 0.7674 Val Loss: 0.5925, Val Acc: 0.7273 -INFO:train:Epoch 364/1000 Train Loss: 0.6141, Train Acc: 0.8372 Val Loss: 0.5991, Val Acc: 0.7727 -INFO:train:Epoch 365/1000 Train Loss: 0.6288, Train Acc: 0.7558 Val Loss: 0.5820, Val Acc: 0.7727 -INFO:train:Epoch 366/1000 Train Loss: 0.6303, Train Acc: 0.7907 Val Loss: 0.5922, Val Acc: 0.6818 -INFO:train:Epoch 367/1000 Train Loss: 0.6287, Train Acc: 0.7907 Val Loss: 0.5770, Val Acc: 0.8182 -INFO:train:Epoch 368/1000 Train Loss: 0.6363, Train Acc: 0.7558 Val Loss: 0.5811, Val Acc: 0.8182 -INFO:train:Epoch 369/1000 Train Loss: 0.6328, Train Acc: 0.7791 Val Loss: 0.5825, Val Acc: 0.8182 -INFO:train:Epoch 370/1000 Train Loss: 0.6199, Train Acc: 0.8372 Val Loss: 0.5581, Val Acc: 0.8182 -INFO:train:Epoch 371/1000 Train Loss: 0.6202, Train Acc: 0.7791 Val Loss: 0.5698, Val Acc: 0.8182 -INFO:train:Epoch 372/1000 Train Loss: 0.6218, Train Acc: 0.8256 Val Loss: 0.5683, Val Acc: 0.8182 -INFO:train:Epoch 373/1000 Train Loss: 0.6214, Train Acc: 0.7674 Val Loss: 0.5928, Val Acc: 0.7273 -INFO:train:Epoch 374/1000 Train Loss: 0.6268, Train Acc: 0.7209 Val Loss: 0.5889, Val Acc: 0.8636 -INFO:train:Epoch 375/1000 Train Loss: 0.6244, Train Acc: 0.8372 Val Loss: 0.5883, Val Acc: 0.7273 -INFO:train:Epoch 376/1000 Train Loss: 0.6131, Train Acc: 0.8023 Val Loss: 0.5756, Val Acc: 0.8182 -INFO:train:Epoch 377/1000 Train Loss: 0.6194, Train Acc: 0.7674 Val Loss: 0.5548, Val Acc: 0.8182 -INFO:train:Epoch 378/1000 Train Loss: 0.6071, Train Acc: 0.8023 Val Loss: 0.5466, Val Acc: 0.8636 -INFO:train:Epoch 379/1000 Train Loss: 0.6191, Train Acc: 0.7791 Val Loss: 0.5526, Val Acc: 0.8636 -INFO:train:Epoch 380/1000 Train Loss: 0.6097, Train Acc: 0.7907 Val Loss: 0.5721, Val Acc: 0.7727 -INFO:train:Epoch 381/1000 Train Loss: 0.6136, Train Acc: 0.7791 Val Loss: 0.5621, Val Acc: 0.8636 -INFO:train:Epoch 382/1000 Train Loss: 0.6183, Train Acc: 0.8256 Val Loss: 0.5787, Val Acc: 0.7727 -INFO:train:Epoch 383/1000 Train Loss: 0.6015, Train Acc: 0.8372 Val Loss: 0.5565, Val Acc: 0.8636 -INFO:train:Epoch 384/1000 Train Loss: 0.6078, Train Acc: 0.8256 Val Loss: 0.5369, Val Acc: 0.9545 -INFO:train:Epoch 385/1000 Train Loss: 0.6058, Train Acc: 0.8140 Val Loss: 0.5390, Val Acc: 0.9545 -INFO:train:Epoch 386/1000 Train Loss: 0.6097, Train Acc: 0.8372 Val Loss: 0.5481, Val Acc: 0.8636 -INFO:train:Epoch 387/1000 Train Loss: 0.6088, Train Acc: 0.8256 Val Loss: 0.5516, Val Acc: 0.9545 -INFO:train:Epoch 388/1000 Train Loss: 0.6002, Train Acc: 0.8023 Val Loss: 0.5349, Val Acc: 0.8182 -INFO:train:Epoch 389/1000 Train Loss: 0.5967, Train Acc: 0.8256 Val Loss: 0.5538, Val Acc: 0.8182 -INFO:train:Epoch 390/1000 Train Loss: 0.6061, Train Acc: 0.8372 Val Loss: 0.5476, Val Acc: 0.8636 -INFO:train:Epoch 391/1000 Train Loss: 0.6038, Train Acc: 0.8140 Val Loss: 0.5413, Val Acc: 0.8636 -INFO:train:Epoch 392/1000 Train Loss: 0.6109, Train Acc: 0.8140 Val Loss: 0.5413, Val Acc: 0.9091 -INFO:train:Epoch 393/1000 Train Loss: 0.6095, Train Acc: 0.7907 Val Loss: 0.5315, Val Acc: 0.9091 -INFO:train:Epoch 394/1000 Train Loss: 0.6035, Train Acc: 0.8023 Val Loss: 0.5216, Val Acc: 0.9545 -INFO:train:Epoch 395/1000 Train Loss: 0.6033, Train Acc: 0.8372 Val Loss: 0.5210, Val Acc: 1.0000 -INFO:train:Epoch 396/1000 Train Loss: 0.5995, Train Acc: 0.8837 Val Loss: 0.5288, Val Acc: 0.8636 -INFO:train:Epoch 397/1000 Train Loss: 0.5975, Train Acc: 0.7907 Val Loss: 0.5236, Val Acc: 0.9545 -INFO:train:Epoch 398/1000 Train Loss: 0.5941, Train Acc: 0.8256 Val Loss: 0.5291, Val Acc: 0.8636 -INFO:train:Epoch 399/1000 Train Loss: 0.5969, Train Acc: 0.8721 Val Loss: 0.5247, Val Acc: 0.9545 -INFO:train:Epoch 400/1000 Train Loss: 0.5951, Train Acc: 0.8372 Val Loss: 0.5075, Val Acc: 0.9091 -INFO:train:Epoch 401/1000 Train Loss: 0.5954, Train Acc: 0.8605 Val Loss: 0.5280, Val Acc: 0.9091 -INFO:train:Epoch 402/1000 Train Loss: 0.5936, Train Acc: 0.8140 Val Loss: 0.4970, Val Acc: 0.9091 -INFO:train:Epoch 403/1000 Train Loss: 0.5832, Train Acc: 0.8837 Val Loss: 0.5113, Val Acc: 0.9091 -INFO:train:Epoch 404/1000 Train Loss: 0.5842, Train Acc: 0.8488 Val Loss: 0.5043, Val Acc: 0.9545 -INFO:train:Epoch 405/1000 Train Loss: 0.5838, Train Acc: 0.8721 Val Loss: 0.5019, Val Acc: 1.0000 -INFO:train:Epoch 406/1000 Train Loss: 0.5898, Train Acc: 0.8721 Val Loss: 0.5003, Val Acc: 1.0000 -INFO:train:Epoch 407/1000 Train Loss: 0.5853, Train Acc: 0.8605 Val Loss: 0.5101, Val Acc: 0.9091 -INFO:train:Epoch 408/1000 Train Loss: 0.5907, Train Acc: 0.8372 Val Loss: 0.5017, Val Acc: 0.9091 -INFO:train:Epoch 409/1000 Train Loss: 0.5839, Train Acc: 0.8140 Val Loss: 0.5114, Val Acc: 1.0000 -INFO:train:Epoch 410/1000 Train Loss: 0.5773, Train Acc: 0.8953 Val Loss: 0.5134, Val Acc: 0.9545 -INFO:train:Epoch 411/1000 Train Loss: 0.5822, Train Acc: 0.8488 Val Loss: 0.4856, Val Acc: 1.0000 -INFO:train:Epoch 412/1000 Train Loss: 0.5692, Train Acc: 0.9070 Val Loss: 0.4897, Val Acc: 1.0000 -INFO:train:Epoch 413/1000 Train Loss: 0.5796, Train Acc: 0.8837 Val Loss: 0.5005, Val Acc: 0.9545 -INFO:train:Epoch 414/1000 Train Loss: 0.5810, Train Acc: 0.7907 Val Loss: 0.5002, Val Acc: 0.9545 -INFO:train:Epoch 415/1000 Train Loss: 0.5734, Train Acc: 0.9070 Val Loss: 0.4949, Val Acc: 0.9545 -INFO:train:Epoch 416/1000 Train Loss: 0.5748, Train Acc: 0.8605 Val Loss: 0.4932, Val Acc: 0.9545 -INFO:train:Epoch 417/1000 Train Loss: 0.5701, Train Acc: 0.8837 Val Loss: 0.4916, Val Acc: 0.9545 -INFO:train:Epoch 418/1000 Train Loss: 0.5732, Train Acc: 0.8488 Val Loss: 0.4840, Val Acc: 1.0000 -INFO:train:Epoch 419/1000 Train Loss: 0.5720, Train Acc: 0.8605 Val Loss: 0.4833, Val Acc: 1.0000 -INFO:train:Epoch 420/1000 Train Loss: 0.5656, Train Acc: 0.8721 Val Loss: 0.4958, Val Acc: 0.9091 -INFO:train:Epoch 421/1000 Train Loss: 0.5613, Train Acc: 0.8721 Val Loss: 0.4837, Val Acc: 0.9545 -INFO:train:Epoch 422/1000 Train Loss: 0.5534, Train Acc: 0.9070 Val Loss: 0.4750, Val Acc: 0.9545 -INFO:train:Epoch 423/1000 Train Loss: 0.5563, Train Acc: 0.9186 Val Loss: 0.4705, Val Acc: 1.0000 -INFO:train:Epoch 424/1000 Train Loss: 0.5636, Train Acc: 0.8605 Val Loss: 0.4701, Val Acc: 0.9545 -INFO:train:Epoch 425/1000 Train Loss: 0.5606, Train Acc: 0.8837 Val Loss: 0.4772, Val Acc: 0.9091 -INFO:train:Epoch 426/1000 Train Loss: 0.5584, Train Acc: 0.9070 Val Loss: 0.4543, Val Acc: 0.9545 -INFO:train:Epoch 427/1000 Train Loss: 0.5603, Train Acc: 0.8837 Val Loss: 0.4597, Val Acc: 1.0000 -INFO:train:Epoch 428/1000 Train Loss: 0.5623, Train Acc: 0.8605 Val Loss: 0.4773, Val Acc: 0.9545 -INFO:train:Epoch 429/1000 Train Loss: 0.5556, Train Acc: 0.9070 Val Loss: 0.4645, Val Acc: 1.0000 -INFO:train:Epoch 430/1000 Train Loss: 0.5472, Train Acc: 0.8953 Val Loss: 0.4632, Val Acc: 1.0000 -INFO:train:Epoch 431/1000 Train Loss: 0.5502, Train Acc: 0.9070 Val Loss: 0.4600, Val Acc: 0.9545 -INFO:train:Epoch 432/1000 Train Loss: 0.5494, Train Acc: 0.9186 Val Loss: 0.4631, Val Acc: 1.0000 -INFO:train:Epoch 433/1000 Train Loss: 0.5434, Train Acc: 0.9651 Val Loss: 0.4588, Val Acc: 1.0000 -INFO:train:Epoch 434/1000 Train Loss: 0.5530, Train Acc: 0.9186 Val Loss: 0.4503, Val Acc: 1.0000 -INFO:train:Epoch 435/1000 Train Loss: 0.5362, Train Acc: 0.9419 Val Loss: 0.4604, Val Acc: 1.0000 -INFO:train:Epoch 436/1000 Train Loss: 0.5491, Train Acc: 0.9070 Val Loss: 0.4573, Val Acc: 0.9545 -INFO:train:Epoch 437/1000 Train Loss: 0.5492, Train Acc: 0.9302 Val Loss: 0.4495, Val Acc: 1.0000 -INFO:train:Epoch 438/1000 Train Loss: 0.5406, Train Acc: 0.9767 Val Loss: 0.4408, Val Acc: 1.0000 -INFO:train:Epoch 439/1000 Train Loss: 0.5465, Train Acc: 0.9186 Val Loss: 0.4479, Val Acc: 1.0000 -INFO:train:Epoch 440/1000 Train Loss: 0.5402, Train Acc: 0.9419 Val Loss: 0.4397, Val Acc: 1.0000 -INFO:train:Epoch 441/1000 Train Loss: 0.5366, Train Acc: 0.9070 Val Loss: 0.4575, Val Acc: 0.9545 -INFO:train:Epoch 442/1000 Train Loss: 0.5314, Train Acc: 0.9419 Val Loss: 0.4425, Val Acc: 1.0000 -INFO:train:Epoch 443/1000 Train Loss: 0.5346, Train Acc: 0.9419 Val Loss: 0.4402, Val Acc: 1.0000 -INFO:train:Epoch 444/1000 Train Loss: 0.5463, Train Acc: 0.9070 Val Loss: 0.4468, Val Acc: 1.0000 -INFO:train:Epoch 445/1000 Train Loss: 0.5424, Train Acc: 0.8837 Val Loss: 0.4479, Val Acc: 1.0000 -INFO:train:Epoch 446/1000 Train Loss: 0.5305, Train Acc: 0.8721 Val Loss: 0.4329, Val Acc: 1.0000 -INFO:train:Epoch 447/1000 Train Loss: 0.5244, Train Acc: 0.9186 Val Loss: 0.4343, Val Acc: 1.0000 -INFO:train:Epoch 448/1000 Train Loss: 0.5222, Train Acc: 0.9535 Val Loss: 0.4344, Val Acc: 1.0000 -INFO:train:Epoch 449/1000 Train Loss: 0.5296, Train Acc: 0.9535 Val Loss: 0.4283, Val Acc: 1.0000 -INFO:train:Epoch 450/1000 Train Loss: 0.5211, Train Acc: 0.9535 Val Loss: 0.4273, Val Acc: 1.0000 -INFO:train:Epoch 451/1000 Train Loss: 0.5258, Train Acc: 0.9302 Val Loss: 0.4412, Val Acc: 1.0000 -INFO:train:Epoch 452/1000 Train Loss: 0.5192, Train Acc: 0.9419 Val Loss: 0.4259, Val Acc: 1.0000 -INFO:train:Epoch 453/1000 Train Loss: 0.5346, Train Acc: 0.8953 Val Loss: 0.4342, Val Acc: 1.0000 -INFO:train:Epoch 454/1000 Train Loss: 0.5126, Train Acc: 0.9767 Val Loss: 0.4286, Val Acc: 1.0000 -INFO:train:Epoch 455/1000 Train Loss: 0.5316, Train Acc: 0.9070 Val Loss: 0.4241, Val Acc: 1.0000 -INFO:train:Epoch 456/1000 Train Loss: 0.5252, Train Acc: 0.8721 Val Loss: 0.4249, Val Acc: 1.0000 -INFO:train:Epoch 457/1000 Train Loss: 0.5112, Train Acc: 0.9535 Val Loss: 0.4189, Val Acc: 1.0000 -INFO:train:Epoch 458/1000 Train Loss: 0.5014, Train Acc: 0.9535 Val Loss: 0.4185, Val Acc: 1.0000 -INFO:train:Epoch 459/1000 Train Loss: 0.5099, Train Acc: 0.9419 Val Loss: 0.4230, Val Acc: 1.0000 -INFO:train:Epoch 460/1000 Train Loss: 0.5061, Train Acc: 0.9535 Val Loss: 0.4130, Val Acc: 1.0000 -INFO:train:Epoch 461/1000 Train Loss: 0.4999, Train Acc: 0.9651 Val Loss: 0.4291, Val Acc: 1.0000 -INFO:train:Epoch 462/1000 Train Loss: 0.5037, Train Acc: 0.9651 Val Loss: 0.4111, Val Acc: 1.0000 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-INFO:train:Epoch 473/1000 Train Loss: 0.5020, Train Acc: 0.9186 Val Loss: 0.4086, Val Acc: 1.0000 -INFO:train:Epoch 474/1000 Train Loss: 0.4992, Train Acc: 0.9186 Val Loss: 0.4050, Val Acc: 1.0000 -INFO:train:Epoch 475/1000 Train Loss: 0.4884, Train Acc: 0.9651 Val Loss: 0.4048, Val Acc: 1.0000 -INFO:train:Epoch 476/1000 Train Loss: 0.4929, Train Acc: 0.9651 Val Loss: 0.4054, Val Acc: 1.0000 -INFO:train:Epoch 477/1000 Train Loss: 0.4915, Train Acc: 0.9651 Val Loss: 0.4107, Val Acc: 1.0000 -INFO:train:Epoch 478/1000 Train Loss: 0.4749, Train Acc: 0.9767 Val Loss: 0.4080, Val Acc: 1.0000 -INFO:train:Epoch 479/1000 Train Loss: 0.4786, Train Acc: 0.9767 Val Loss: 0.4059, Val Acc: 1.0000 -INFO:train:Epoch 480/1000 Train Loss: 0.4792, Train Acc: 0.9767 Val Loss: 0.3948, Val Acc: 1.0000 -INFO:train:Epoch 481/1000 Train Loss: 0.4771, Train Acc: 0.9651 Val Loss: 0.3960, Val Acc: 1.0000 -INFO:train:Epoch 482/1000 Train Loss: 0.4716, Train Acc: 0.9767 Val Loss: 0.3985, Val Acc: 1.0000 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-INFO:train:Epoch 493/1000 Train Loss: 0.4730, Train Acc: 0.9651 Val Loss: 0.3903, Val Acc: 1.0000 -INFO:train:Epoch 494/1000 Train Loss: 0.4757, Train Acc: 0.9651 Val Loss: 0.3965, Val Acc: 1.0000 -INFO:train:Epoch 495/1000 Train Loss: 0.4666, Train Acc: 0.9884 Val Loss: 0.3925, Val Acc: 1.0000 -INFO:train:Epoch 496/1000 Train Loss: 0.4622, Train Acc: 0.9767 Val Loss: 0.3870, Val Acc: 1.0000 -INFO:train:Epoch 497/1000 Train Loss: 0.4686, Train Acc: 0.9535 Val Loss: 0.3926, Val Acc: 1.0000 -INFO:train:Epoch 498/1000 Train Loss: 0.4668, Train Acc: 0.9884 Val Loss: 0.3871, Val Acc: 1.0000 -INFO:train:Epoch 499/1000 Train Loss: 0.4660, Train Acc: 0.9651 Val Loss: 0.3832, Val Acc: 1.0000 -INFO:train:Epoch 500/1000 Train Loss: 0.4662, Train Acc: 0.9651 Val Loss: 0.3846, Val Acc: 1.0000 -INFO:train:Epoch 501/1000 Train Loss: 0.4666, Train Acc: 0.9651 Val Loss: 0.3838, Val Acc: 1.0000 -INFO:train:Epoch 502/1000 Train Loss: 0.4650, Train Acc: 0.9767 Val Loss: 0.3845, Val Acc: 1.0000 -INFO:train:Epoch 503/1000 Train Loss: 0.4618, Train Acc: 0.9651 Val Loss: 0.3866, Val Acc: 1.0000 -INFO:train:Epoch 504/1000 Train Loss: 0.4616, Train Acc: 0.9767 Val Loss: 0.3812, Val Acc: 1.0000 -INFO:train:Epoch 505/1000 Train Loss: 0.4565, Train Acc: 0.9884 Val Loss: 0.3854, Val Acc: 1.0000 -INFO:train:Epoch 506/1000 Train Loss: 0.4519, Train Acc: 0.9884 Val Loss: 0.3812, Val Acc: 1.0000 -INFO:train:Epoch 507/1000 Train Loss: 0.4623, Train Acc: 0.9767 Val Loss: 0.3800, Val Acc: 1.0000 -INFO:train:Epoch 508/1000 Train Loss: 0.4502, Train Acc: 0.9767 Val Loss: 0.3831, Val Acc: 1.0000 -INFO:train:Epoch 509/1000 Train Loss: 0.4479, Train Acc: 0.9884 Val Loss: 0.3809, Val Acc: 1.0000 -INFO:train:Epoch 510/1000 Train Loss: 0.4488, Train Acc: 0.9884 Val Loss: 0.3848, Val Acc: 1.0000 -INFO:train:Epoch 511/1000 Train Loss: 0.4505, Train Acc: 0.9651 Val Loss: 0.3816, Val Acc: 1.0000 -INFO:train:Epoch 512/1000 Train Loss: 0.4518, Train Acc: 0.9767 Val Loss: 0.3817, Val Acc: 1.0000 -INFO:train:Epoch 513/1000 Train Loss: 0.4523, Train Acc: 0.9767 Val Loss: 0.3824, Val Acc: 1.0000 -INFO:train:Epoch 514/1000 Train Loss: 0.4463, Train Acc: 0.9767 Val Loss: 0.3803, Val Acc: 1.0000 -INFO:train:Epoch 515/1000 Train Loss: 0.4466, Train Acc: 0.9767 Val Loss: 0.3838, Val Acc: 1.0000 -INFO:train:Epoch 516/1000 Train Loss: 0.4436, Train Acc: 0.9767 Val Loss: 0.3812, Val Acc: 1.0000 -INFO:train:Epoch 517/1000 Train Loss: 0.4497, Train Acc: 0.9767 Val Loss: 0.3850, Val Acc: 1.0000 -INFO:train:Epoch 518/1000 Train Loss: 0.4446, Train Acc: 0.9884 Val Loss: 0.3793, Val Acc: 1.0000 -INFO:train:Epoch 519/1000 Train Loss: 0.4426, Train Acc: 0.9884 Val Loss: 0.3811, Val Acc: 1.0000 -INFO:train:Epoch 520/1000 Train Loss: 0.4473, Train Acc: 0.9419 Val Loss: 0.3786, Val Acc: 1.0000 -INFO:train:Epoch 521/1000 Train Loss: 0.4481, Train Acc: 0.9767 Val Loss: 0.3824, Val Acc: 1.0000 -INFO:train:Epoch 522/1000 Train Loss: 0.4486, Train Acc: 0.9767 Val Loss: 0.3809, Val Acc: 1.0000 -INFO:train:Epoch 523/1000 Train Loss: 0.4401, Train Acc: 0.9767 Val Loss: 0.3753, Val Acc: 1.0000 -INFO:train:Epoch 524/1000 Train Loss: 0.4374, Train Acc: 0.9884 Val Loss: 0.3781, Val Acc: 1.0000 -INFO:train:Epoch 525/1000 Train Loss: 0.4409, Train Acc: 0.9884 Val Loss: 0.3794, Val Acc: 1.0000 -INFO:train:Epoch 526/1000 Train Loss: 0.4390, Train Acc: 0.9767 Val Loss: 0.3772, Val Acc: 1.0000 -INFO:train:Epoch 527/1000 Train Loss: 0.4325, Train Acc: 0.9884 Val Loss: 0.3722, Val Acc: 1.0000 -INFO:train:Epoch 528/1000 Train Loss: 0.4331, Train Acc: 0.9884 Val Loss: 0.3767, Val Acc: 1.0000 -INFO:train:Epoch 529/1000 Train Loss: 0.4311, Train Acc: 0.9767 Val Loss: 0.3730, Val Acc: 1.0000 -INFO:train:Epoch 530/1000 Train Loss: 0.4384, Train Acc: 0.9884 Val Loss: 0.3744, Val Acc: 1.0000 -INFO:train:Epoch 531/1000 Train Loss: 0.4263, Train Acc: 1.0000 Val Loss: 0.3734, Val Acc: 1.0000 -INFO:train:Epoch 532/1000 Train Loss: 0.4303, Train Acc: 1.0000 Val Loss: 0.3733, Val Acc: 1.0000 -INFO:train:Epoch 533/1000 Train Loss: 0.4294, Train Acc: 0.9767 Val Loss: 0.3731, Val Acc: 1.0000 -INFO:train:Epoch 534/1000 Train Loss: 0.4385, Train Acc: 0.9767 Val Loss: 0.3752, Val Acc: 1.0000 -INFO:train:Epoch 535/1000 Train Loss: 0.4250, Train Acc: 0.9767 Val Loss: 0.3793, Val Acc: 1.0000 -INFO:train:Epoch 536/1000 Train Loss: 0.4290, Train Acc: 0.9884 Val Loss: 0.3756, Val Acc: 1.0000 -INFO:train:Epoch 537/1000 Train Loss: 0.4306, Train Acc: 0.9767 Val Loss: 0.3731, Val Acc: 1.0000 -INFO:train:Epoch 538/1000 Train Loss: 0.4326, Train Acc: 0.9884 Val Loss: 0.3713, Val Acc: 1.0000 -INFO:train:Epoch 539/1000 Train Loss: 0.4249, Train Acc: 0.9767 Val Loss: 0.3727, Val Acc: 1.0000 -INFO:train:Epoch 540/1000 Train Loss: 0.4285, Train Acc: 0.9767 Val Loss: 0.3718, Val Acc: 1.0000 -INFO:train:Epoch 541/1000 Train Loss: 0.4256, Train Acc: 0.9767 Val Loss: 0.3737, Val Acc: 1.0000 -INFO:train:Epoch 542/1000 Train Loss: 0.4278, Train Acc: 0.9767 Val Loss: 0.3702, Val Acc: 1.0000 -INFO:train:Epoch 543/1000 Train Loss: 0.4284, Train Acc: 0.9767 Val Loss: 0.3719, Val Acc: 1.0000 -INFO:train:Epoch 544/1000 Train Loss: 0.4239, Train Acc: 0.9884 Val Loss: 0.3702, Val Acc: 1.0000 -INFO:train:Epoch 545/1000 Train Loss: 0.4219, Train Acc: 0.9884 Val Loss: 0.3693, Val Acc: 1.0000 -INFO:train:Epoch 546/1000 Train Loss: 0.4209, Train Acc: 0.9884 Val Loss: 0.3698, Val Acc: 1.0000 -INFO:train:Epoch 547/1000 Train Loss: 0.4217, Train Acc: 0.9767 Val Loss: 0.3693, Val Acc: 1.0000 -INFO:train:Epoch 548/1000 Train Loss: 0.4174, Train Acc: 0.9884 Val Loss: 0.3710, Val Acc: 1.0000 -INFO:train:Epoch 549/1000 Train Loss: 0.4114, Train Acc: 1.0000 Val Loss: 0.3714, Val Acc: 1.0000 -INFO:train:Epoch 550/1000 Train Loss: 0.4159, Train Acc: 0.9884 Val Loss: 0.3719, Val Acc: 1.0000 -INFO:train:Epoch 551/1000 Train Loss: 0.4164, Train Acc: 1.0000 Val Loss: 0.3698, Val Acc: 1.0000 -INFO:train:Epoch 552/1000 Train Loss: 0.4185, Train Acc: 0.9767 Val Loss: 0.3745, Val Acc: 1.0000 -INFO:train:Epoch 553/1000 Train Loss: 0.4141, Train Acc: 1.0000 Val Loss: 0.3685, Val Acc: 1.0000 -INFO:train:Epoch 554/1000 Train Loss: 0.4188, Train Acc: 0.9884 Val Loss: 0.3709, Val Acc: 1.0000 -INFO:train:Epoch 555/1000 Train Loss: 0.4145, Train Acc: 0.9884 Val Loss: 0.3685, Val Acc: 1.0000 -INFO:train:Epoch 556/1000 Train Loss: 0.4239, Train Acc: 0.9651 Val Loss: 0.3682, Val Acc: 1.0000 -INFO:train:Epoch 557/1000 Train Loss: 0.4235, Train Acc: 0.9767 Val Loss: 0.3720, Val Acc: 1.0000 -INFO:train:Epoch 558/1000 Train Loss: 0.4168, Train Acc: 0.9884 Val Loss: 0.3671, Val Acc: 1.0000 -INFO:train:Epoch 559/1000 Train Loss: 0.4130, Train Acc: 0.9884 Val Loss: 0.3686, Val Acc: 1.0000 -INFO:train:Epoch 560/1000 Train Loss: 0.4195, Train Acc: 0.9767 Val Loss: 0.3685, Val Acc: 1.0000 -INFO:train:Epoch 561/1000 Train Loss: 0.4221, Train Acc: 0.9767 Val Loss: 0.3684, Val Acc: 1.0000 -INFO:train:Epoch 562/1000 Train Loss: 0.4112, Train Acc: 0.9767 Val Loss: 0.3701, Val Acc: 1.0000 -INFO:train:Epoch 563/1000 Train Loss: 0.4145, Train Acc: 0.9884 Val Loss: 0.3705, Val Acc: 1.0000 -INFO:train:Epoch 564/1000 Train Loss: 0.4072, Train Acc: 0.9884 Val Loss: 0.3683, Val Acc: 1.0000 -INFO:train:Epoch 565/1000 Train Loss: 0.4190, Train Acc: 0.9767 Val Loss: 0.3699, Val Acc: 1.0000 -INFO:train:Epoch 566/1000 Train Loss: 0.4096, Train Acc: 0.9884 Val Loss: 0.3683, Val Acc: 1.0000 -INFO:train:Epoch 567/1000 Train Loss: 0.4154, Train Acc: 0.9884 Val Loss: 0.3755, Val Acc: 1.0000 -INFO:train:Epoch 568/1000 Train Loss: 0.4118, Train Acc: 0.9767 Val Loss: 0.3724, Val Acc: 1.0000 -INFO:train:Epoch 569/1000 Train Loss: 0.4121, Train Acc: 0.9767 Val Loss: 0.3672, Val Acc: 1.0000 -INFO:train:Epoch 570/1000 Train Loss: 0.4210, Train Acc: 0.9651 Val Loss: 0.3685, Val Acc: 1.0000 -INFO:train:Epoch 571/1000 Train Loss: 0.4059, Train Acc: 0.9884 Val Loss: 0.3693, Val Acc: 1.0000 -INFO:train:Epoch 572/1000 Train Loss: 0.4026, Train Acc: 1.0000 Val Loss: 0.3748, Val Acc: 1.0000 -INFO:train:Epoch 573/1000 Train Loss: 0.4151, Train Acc: 0.9767 Val Loss: 0.3675, Val Acc: 1.0000 -INFO:train:Epoch 574/1000 Train Loss: 0.4065, Train Acc: 0.9884 Val Loss: 0.3711, Val Acc: 1.0000 -INFO:train:Epoch 575/1000 Train Loss: 0.4157, Train Acc: 0.9767 Val Loss: 0.3685, Val Acc: 1.0000 -INFO:train:Epoch 576/1000 Train Loss: 0.4085, Train Acc: 0.9884 Val Loss: 0.3670, Val Acc: 1.0000 -INFO:train:Epoch 577/1000 Train Loss: 0.4037, Train Acc: 0.9884 Val Loss: 0.3677, Val Acc: 1.0000 -INFO:train:Epoch 578/1000 Train Loss: 0.4069, Train Acc: 0.9884 Val Loss: 0.3679, Val Acc: 1.0000 -INFO:train:Epoch 579/1000 Train Loss: 0.4022, Train Acc: 0.9884 Val Loss: 0.3677, Val Acc: 1.0000 -INFO:train:Epoch 580/1000 Train Loss: 0.4010, Train Acc: 0.9767 Val Loss: 0.3682, Val Acc: 1.0000 -INFO:train:Epoch 581/1000 Train Loss: 0.4026, Train Acc: 0.9884 Val Loss: 0.3662, Val Acc: 1.0000 -INFO:train:Epoch 582/1000 Train Loss: 0.4096, Train Acc: 0.9884 Val Loss: 0.3700, Val Acc: 1.0000 -INFO:train:Epoch 583/1000 Train Loss: 0.4022, Train Acc: 1.0000 Val Loss: 0.3671, Val Acc: 1.0000 -INFO:train:Epoch 584/1000 Train Loss: 0.4025, Train Acc: 0.9884 Val Loss: 0.3681, Val Acc: 1.0000 -INFO:train:Epoch 585/1000 Train Loss: 0.4040, Train Acc: 1.0000 Val Loss: 0.3656, Val Acc: 1.0000 -INFO:train:Epoch 586/1000 Train Loss: 0.4067, Train Acc: 0.9884 Val Loss: 0.3662, Val Acc: 1.0000 -INFO:train:Epoch 587/1000 Train Loss: 0.4122, Train Acc: 0.9767 Val Loss: 0.3679, Val Acc: 1.0000 -INFO:train:Epoch 588/1000 Train Loss: 0.4041, Train Acc: 1.0000 Val Loss: 0.3675, Val Acc: 1.0000 -INFO:train:Epoch 589/1000 Train Loss: 0.4107, Train Acc: 0.9767 Val Loss: 0.3676, Val Acc: 1.0000 -INFO:train:Epoch 590/1000 Train Loss: 0.3984, Train Acc: 1.0000 Val Loss: 0.3677, Val Acc: 1.0000 -INFO:train:Epoch 591/1000 Train Loss: 0.4034, Train Acc: 0.9884 Val Loss: 0.3665, Val Acc: 1.0000 -INFO:train:Epoch 592/1000 Train Loss: 0.3945, Train Acc: 1.0000 Val Loss: 0.3658, Val Acc: 1.0000 -INFO:train:Epoch 593/1000 Train Loss: 0.3988, Train Acc: 0.9884 Val Loss: 0.3666, Val Acc: 1.0000 -INFO:train:Epoch 594/1000 Train Loss: 0.3956, Train Acc: 1.0000 Val Loss: 0.3684, Val Acc: 1.0000 -INFO:train:Epoch 595/1000 Train Loss: 0.3975, Train Acc: 0.9884 Val Loss: 0.3655, Val Acc: 1.0000 -INFO:train:Epoch 596/1000 Train Loss: 0.4000, Train Acc: 0.9884 Val Loss: 0.3663, Val Acc: 1.0000 -INFO:train:Epoch 597/1000 Train Loss: 0.3973, Train Acc: 1.0000 Val Loss: 0.3667, Val Acc: 1.0000 -INFO:train:Epoch 598/1000 Train Loss: 0.4030, Train Acc: 0.9767 Val Loss: 0.3661, Val Acc: 1.0000 -INFO:train:Epoch 599/1000 Train Loss: 0.3971, Train Acc: 0.9884 Val Loss: 0.3660, Val Acc: 1.0000 -INFO:train:Epoch 600/1000 Train Loss: 0.3994, Train Acc: 0.9884 Val Loss: 0.3667, Val Acc: 1.0000 -INFO:train:Epoch 601/1000 Train Loss: 0.4028, Train Acc: 0.9884 Val Loss: 0.3655, Val Acc: 1.0000 -INFO:train:Epoch 602/1000 Train Loss: 0.3914, Train Acc: 1.0000 Val Loss: 0.3672, Val Acc: 1.0000 -INFO:train:Epoch 603/1000 Train Loss: 0.3968, Train Acc: 0.9884 Val Loss: 0.3662, Val Acc: 1.0000 -INFO:train:Epoch 604/1000 Train Loss: 0.3970, Train Acc: 1.0000 Val Loss: 0.3670, Val Acc: 1.0000 -INFO:train:Epoch 605/1000 Train Loss: 0.4035, Train Acc: 0.9767 Val Loss: 0.3666, Val Acc: 1.0000 -INFO:train:Epoch 606/1000 Train Loss: 0.3950, Train Acc: 1.0000 Val Loss: 0.3691, Val Acc: 1.0000 -INFO:train:Epoch 607/1000 Train Loss: 0.3932, Train Acc: 1.0000 Val Loss: 0.3669, Val Acc: 1.0000 -INFO:train:Epoch 608/1000 Train Loss: 0.3895, Train Acc: 1.0000 Val Loss: 0.3675, Val Acc: 1.0000 -INFO:train:Epoch 609/1000 Train Loss: 0.3994, Train Acc: 0.9767 Val Loss: 0.3658, Val Acc: 1.0000 -INFO:train:Epoch 610/1000 Train Loss: 0.3931, Train Acc: 1.0000 Val Loss: 0.3660, Val Acc: 1.0000 -INFO:train:Epoch 611/1000 Train Loss: 0.4001, Train Acc: 0.9767 Val Loss: 0.3654, Val Acc: 1.0000 -INFO:train:Epoch 612/1000 Train Loss: 0.3944, Train Acc: 1.0000 Val Loss: 0.3654, Val Acc: 1.0000 -INFO:train:Epoch 613/1000 Train Loss: 0.3931, Train Acc: 1.0000 Val Loss: 0.3665, Val Acc: 1.0000 -INFO:train:Epoch 614/1000 Train Loss: 0.3969, Train Acc: 0.9884 Val Loss: 0.3666, Val Acc: 1.0000 -INFO:train:Epoch 615/1000 Train Loss: 0.3978, Train Acc: 0.9884 Val Loss: 0.3651, Val Acc: 1.0000 -INFO:train:Epoch 616/1000 Train Loss: 0.3923, Train Acc: 0.9884 Val Loss: 0.3662, Val Acc: 1.0000 -INFO:train:Epoch 617/1000 Train Loss: 0.3943, Train Acc: 1.0000 Val Loss: 0.3646, Val Acc: 1.0000 -INFO:train:Epoch 618/1000 Train Loss: 0.3949, Train Acc: 0.9884 Val Loss: 0.3650, Val Acc: 1.0000 -INFO:train:Epoch 619/1000 Train Loss: 0.3937, Train Acc: 0.9884 Val Loss: 0.3651, Val Acc: 1.0000 -INFO:train:Epoch 620/1000 Train Loss: 0.3971, Train Acc: 0.9884 Val Loss: 0.3647, Val Acc: 1.0000 -INFO:train:Epoch 621/1000 Train Loss: 0.3987, Train Acc: 0.9767 Val Loss: 0.3645, Val Acc: 1.0000 -INFO:train:Epoch 622/1000 Train Loss: 0.3966, Train Acc: 0.9767 Val Loss: 0.3651, Val Acc: 1.0000 -INFO:train:Epoch 623/1000 Train Loss: 0.3853, Train Acc: 1.0000 Val Loss: 0.3649, Val Acc: 1.0000 -INFO:train:Epoch 624/1000 Train Loss: 0.3909, Train Acc: 1.0000 Val Loss: 0.3655, Val Acc: 1.0000 -INFO:train:Epoch 625/1000 Train Loss: 0.3938, Train Acc: 1.0000 Val Loss: 0.3658, Val Acc: 1.0000 -INFO:train:Epoch 626/1000 Train Loss: 0.3913, Train Acc: 0.9884 Val Loss: 0.3646, Val Acc: 1.0000 -INFO:train:Epoch 627/1000 Train Loss: 0.3825, Train Acc: 1.0000 Val Loss: 0.3653, Val Acc: 1.0000 -INFO:train:Epoch 628/1000 Train Loss: 0.3977, Train Acc: 0.9884 Val Loss: 0.3656, Val Acc: 1.0000 -INFO:train:Epoch 629/1000 Train Loss: 0.4003, Train Acc: 0.9884 Val Loss: 0.3648, Val Acc: 1.0000 -INFO:train:Epoch 630/1000 Train Loss: 0.3890, Train Acc: 1.0000 Val Loss: 0.3652, Val Acc: 1.0000 -INFO:train:Epoch 631/1000 Train Loss: 0.3878, Train Acc: 1.0000 Val Loss: 0.3657, Val Acc: 1.0000 -INFO:train:Epoch 632/1000 Train Loss: 0.3869, Train Acc: 1.0000 Val Loss: 0.3653, Val Acc: 1.0000 -INFO:train:Epoch 633/1000 Train Loss: 0.3894, Train Acc: 0.9884 Val Loss: 0.3654, Val Acc: 1.0000 -INFO:train:Epoch 634/1000 Train Loss: 0.3982, Train Acc: 0.9767 Val Loss: 0.3642, Val Acc: 1.0000 -INFO:train:Epoch 635/1000 Train Loss: 0.3916, Train Acc: 1.0000 Val Loss: 0.3646, Val Acc: 1.0000 -INFO:train:Epoch 636/1000 Train Loss: 0.3895, Train Acc: 0.9884 Val Loss: 0.3649, Val Acc: 1.0000 -INFO:train:Epoch 637/1000 Train Loss: 0.3918, Train Acc: 0.9884 Val Loss: 0.3646, Val Acc: 1.0000 -INFO:train:Epoch 638/1000 Train Loss: 0.3938, Train Acc: 0.9884 Val Loss: 0.3644, Val Acc: 1.0000 -INFO:train:Epoch 639/1000 Train Loss: 0.3879, Train Acc: 0.9884 Val Loss: 0.3644, Val Acc: 1.0000 -INFO:train:Epoch 640/1000 Train Loss: 0.3860, Train Acc: 1.0000 Val Loss: 0.3646, Val Acc: 1.0000 -INFO:train:Epoch 641/1000 Train Loss: 0.3934, Train Acc: 1.0000 Val Loss: 0.3641, Val Acc: 1.0000 -INFO:train:Epoch 642/1000 Train Loss: 0.3906, Train Acc: 1.0000 Val Loss: 0.3648, Val Acc: 1.0000 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+INFO:train:Epoch 620/1000 Train Loss: 0.3779, Train Acc: 1.0000 Val Loss: 0.3640, Val Acc: 1.0000 +INFO:train:Epoch 621/1000 Train Loss: 0.3771, Train Acc: 1.0000 Val Loss: 0.3640, Val Acc: 1.0000 +INFO:train:Epoch 622/1000 Train Loss: 0.3781, Train Acc: 1.0000 Val Loss: 0.3644, Val Acc: 1.0000 +INFO:train:Epoch 623/1000 Train Loss: 0.3815, Train Acc: 0.9884 Val Loss: 0.3641, Val Acc: 1.0000 +INFO:train:Epoch 624/1000 Train Loss: 0.3774, Train Acc: 1.0000 Val Loss: 0.3642, Val Acc: 1.0000 +INFO:train:Epoch 625/1000 Train Loss: 0.3750, Train Acc: 1.0000 Val Loss: 0.3638, Val Acc: 1.0000 +INFO:train:Epoch 626/1000 Train Loss: 0.3774, Train Acc: 1.0000 Val Loss: 0.3642, Val Acc: 1.0000 +INFO:train:Epoch 627/1000 Train Loss: 0.3763, Train Acc: 1.0000 Val Loss: 0.3640, Val Acc: 1.0000 +INFO:train:Epoch 628/1000 Train Loss: 0.3812, Train Acc: 0.9884 Val Loss: 0.3640, Val Acc: 1.0000 +INFO:train:Epoch 629/1000 Train Loss: 0.3795, Train Acc: 1.0000 Val Loss: 0.3640, Val Acc: 1.0000 +INFO:train:Epoch 630/1000 Train Loss: 0.3775, Train Acc: 1.0000 Val Loss: 0.3641, Val Acc: 1.0000 +INFO:train:Epoch 631/1000 Train Loss: 0.3754, Train Acc: 1.0000 Val Loss: 0.3640, Val Acc: 1.0000 +INFO:train:Epoch 632/1000 Train Loss: 0.3749, Train Acc: 1.0000 Val Loss: 0.3640, Val Acc: 1.0000 +INFO:train:Epoch 633/1000 Train Loss: 0.3763, Train Acc: 1.0000 Val Loss: 0.3639, Val Acc: 1.0000 +INFO:train:Epoch 634/1000 Train Loss: 0.3756, Train Acc: 1.0000 Val Loss: 0.3641, Val Acc: 1.0000 +INFO:train:Epoch 635/1000 Train Loss: 0.3769, Train Acc: 1.0000 Val Loss: 0.3639, Val Acc: 1.0000 +INFO:train:Epoch 636/1000 Train Loss: 0.3742, Train Acc: 1.0000 Val Loss: 0.3640, Val Acc: 1.0000 +INFO:train:Epoch 637/1000 Train Loss: 0.3780, Train Acc: 1.0000 Val Loss: 0.3643, Val Acc: 1.0000 +INFO:train:Epoch 638/1000 Train Loss: 0.3774, Train Acc: 1.0000 Val Loss: 0.3639, Val Acc: 1.0000 +INFO:train:Early stopping triggered after 638 epochs INFO:plot:Saving attention map to: figures/model_accuracy.png INFO:train:train got 64 / 64 correct, accuracy: 1.0 INFO:plot:Saving cofusion matrix map to: figures/train_confusion_matrix.png INFO:train:train got 22 / 22 correct, accuracy: 1.0 INFO:plot:Saving cofusion matrix map to: figures/train_confusion_matrix.png -INFO:train:Total time taken evaluate on train set the model: 0.17s +INFO:train:Total time taken evaluate on train set the model: 0.16s INFO:train:validation got 22 / 22 correct, accuracy: 1.0 INFO:plot:Saving cofusion matrix map to: figures/validation_confusion_matrix.png -INFO:train:Total time taken evaluate on validation set the model: 0.09s +INFO:train:Total time taken evaluate on validation set the model: 0.08s diff --git a/code/vae/vae.py b/code/vae/vae.py index 40f5d1d8..8b3313a6 100644 --- a/code/vae/vae.py +++ b/code/vae/vae.py @@ -22,8 +22,20 @@ def __init__(self, dropout (float): The dropout rate. Defaults to 0.2. References: - 1. Kingma, D. P., & Welling, M. (2013). Auto-encoding variational bayes. arXiv preprint arXiv:1312.6114. - + 1. Kingma, D. P., & Welling, M. (2013). + Auto-encoding variational bayes. + arXiv preprint arXiv:1312.6114. + 2. Srivastava, N., Hinton, G., Krizhevsky, A., + Sutskever, I., & Salakhutdinov, R. (2014). + Dropout: a simple way to prevent neural networks from overfitting. + The journal of machine learning research, 15(1), 1929-1958. + 3. Hinton, G. E., Srivastava, N., Krizhevsky, A., Sutskever, + I., & Salakhutdinov, R. R. (2012). + Improving neural networks by preventing co-adaptation of feature detectors. + arXiv preprint arXiv:1207.0580. + 4. Fukushima, K. (1969). + Visual feature extraction by a multilayered network of analog threshold elements. + IEEE Transactions on Systems Science and Cybernetics, 5(4), 322-333. """ super(VAE, self).__init__() @@ -34,7 +46,9 @@ def __init__(self, # Encoder self.encoder = nn.Sequential( nn.Linear(input_size, 512), + # ReLU activation (Fukushima 1969) nn.ReLU(), + # Dropout layer (Srivastava 2014, Hinton 2012) nn.Dropout(p=dropout), nn.Linear(512, 256), nn.ReLU(),