notebook.community

Edit and run

A Simple Autoencoder

We'll start off by building a simple autoencoder to compress the MNIST dataset. With autoencoders, we pass input data through an encoder that makes a compressed representation of the input. Then, this representation is passed through a decoder to reconstruct the input data. Generally the encoder and decoder will be built with neural networks, then trained on example data.

In this notebook, we'll be build a simple network architecture for the encoder and decoder. Let's get started by importing our libraries and getting the dataset.





In [1]:



    


%matplotlib inline

import numpy as np
import tensorflow as tf
import matplotlib.pyplot as plt



    











In [2]:



    


from tensorflow.examples.tutorials.mnist import input_data
mnist = input_data.read_data_sets('MNIST_data', validation_size=0)



    


















    






Extracting MNIST_data/train-images-idx3-ubyte.gz
Extracting MNIST_data/train-labels-idx1-ubyte.gz
Extracting MNIST_data/t10k-images-idx3-ubyte.gz
Extracting MNIST_data/t10k-labels-idx1-ubyte.gz

Below I'm plotting an example image from the MNIST dataset. These are 28x28 grayscale images of handwritten digits.





In [5]:



    


img = mnist.train.images[2]
plt.imshow(img.reshape((28, 28)), cmap='Greys_r')



    


















    
Out[5]:








<matplotlib.image.AxesImage at 0x129ca36a0>

We'll train an autoencoder with these images by flattening them into 784 length vectors. The images from this dataset are already normalized such that the values are between 0 and 1. Let's start by building basically the simplest autoencoder with a single ReLU hidden layer. This layer will be used as the compressed representation. Then, the encoder is the input layer and the hidden layer. The decoder is the hidden layer and the output layer. Since the images are normalized between 0 and 1, we need to use a sigmoid activation on the output layer to get values matching the input.

Exercise: Build the graph for the autoencoder in the cell below. The input images will be flattened into 784 length vectors. The targets are the same as the inputs. And there should be one hidden layer with a ReLU activation and an output layer with a sigmoid activation. Feel free to use TensorFlow's higher level API, tf.layers. For instance, you would use tf.layers.dense(inputs, units, activation=tf.nn.relu) to create a fully connected layer with a ReLU activation. The loss should be calculated with the cross-entropy loss, there is a convenient TensorFlow function for this tf.nn.sigmoid_cross_entropy_with_logits (documentation). You should note that tf.nn.sigmoid_cross_entropy_with_logits takes the logits, but to get the reconstructed images you'll need to pass the logits through the sigmoid function.





In [7]:



    


learning_rate = 0.01
image_size = 784

# Size of the encoding layer (the hidden layer)
encoding_dim = 128 # feel free to change this value

# Input and target placeholders

inputs_ = tf.placeholder(tf.float32, (None, image_size), name="inputs")
targets_ = tf.placeholder(tf.float32, (None, image_size), name="targets")

# Output of hidden layer, single fully connected layer here with ReLU activation
encoded = tf.layers.dense(inputs=inputs_, units=encoding_dim, activation=tf.nn.relu)

# Output layer logits, fully connected layer with no activation
logits = tf.layers.dense(inputs=encoded, units=image_size, activation=None)
# Sigmoid output from logits
decoded = tf.nn.sigmoid(logits, name="outputs")

# Sigmoid cross-entropy loss
loss = tf.nn.sigmoid_cross_entropy_with_logits(labels=targets_, logits=logits, name="loss")
# Mean of the loss
cost = tf.reduce_mean(loss)

# Adam optimizer
opt = tf.train.AdamOptimizer(learning_rate).minimize(cost)

Training





In [8]:



    


# Create the session
sess = tf.Session()

Here I'll write a bit of code to train the network. I'm not too interested in validation here, so I'll just monitor the training loss.

Calling mnist.train.next_batch(batch_size) will return a tuple of (images, labels). We're not concerned with the labels here, we just need the images. Otherwise this is pretty straightfoward training with TensorFlow. We initialize the variables with sess.run(tf.global_variables_initializer()). Then, run the optimizer and get the loss with batch_cost, _ = sess.run([cost, opt], feed_dict=feed).





In [9]:



    


epochs = 20
batch_size = 200
sess.run(tf.global_variables_initializer())
for e in range(epochs):
    for ii in range(mnist.train.num_examples//batch_size):
        batch = mnist.train.next_batch(batch_size)
        feed = {inputs_: batch[0], targets_: batch[0]}
        batch_cost, _ = sess.run([cost, opt], feed_dict=feed)

        print("Epoch: {}/{}...".format(e+1, epochs),
              "Training loss: {:.4f}".format(batch_cost))



    


















    






Epoch: 1/20... Training loss: 0.6968
Epoch: 1/20... Training loss: 0.5381
Epoch: 1/20... Training loss: 0.3697
Epoch: 1/20... Training loss: 0.3384
Epoch: 1/20... Training loss: 0.3293
Epoch: 1/20... Training loss: 0.3138
Epoch: 1/20... Training loss: 0.3151
Epoch: 1/20... Training loss: 0.2934
Epoch: 1/20... Training loss: 0.2852
Epoch: 1/20... Training loss: 0.2828
Epoch: 1/20... Training loss: 0.2648
Epoch: 1/20... Training loss: 0.2540
Epoch: 1/20... Training loss: 0.2517
Epoch: 1/20... Training loss: 0.2521
Epoch: 1/20... Training loss: 0.2412
Epoch: 1/20... Training loss: 0.2251
Epoch: 1/20... Training loss: 0.2421
Epoch: 1/20... Training loss: 0.2256
Epoch: 1/20... Training loss: 0.2249
Epoch: 1/20... Training loss: 0.2178
Epoch: 1/20... Training loss: 0.2085
Epoch: 1/20... Training loss: 0.2120
Epoch: 1/20... Training loss: 0.2069
Epoch: 1/20... Training loss: 0.2020
Epoch: 1/20... Training loss: 0.1991
Epoch: 1/20... Training loss: 0.1977
Epoch: 1/20... Training loss: 0.1896
Epoch: 1/20... Training loss: 0.1934
Epoch: 1/20... Training loss: 0.1878
Epoch: 1/20... Training loss: 0.1839
Epoch: 1/20... Training loss: 0.1833
Epoch: 1/20... Training loss: 0.1779
Epoch: 1/20... Training loss: 0.1814
Epoch: 1/20... Training loss: 0.1756
Epoch: 1/20... Training loss: 0.1779
Epoch: 1/20... Training loss: 0.1698
Epoch: 1/20... Training loss: 0.1685
Epoch: 1/20... Training loss: 0.1706
Epoch: 1/20... Training loss: 0.1662
Epoch: 1/20... Training loss: 0.1621
Epoch: 1/20... Training loss: 0.1662
Epoch: 1/20... Training loss: 0.1657
Epoch: 1/20... Training loss: 0.1635
Epoch: 1/20... Training loss: 0.1632
Epoch: 1/20... Training loss: 0.1566
Epoch: 1/20... Training loss: 0.1606
Epoch: 1/20... Training loss: 0.1571
Epoch: 1/20... Training loss: 0.1544
Epoch: 1/20... Training loss: 0.1522
Epoch: 1/20... Training loss: 0.1508
Epoch: 1/20... Training loss: 0.1508
Epoch: 1/20... Training loss: 0.1463
Epoch: 1/20... Training loss: 0.1539
Epoch: 1/20... Training loss: 0.1500
Epoch: 1/20... Training loss: 0.1382
Epoch: 1/20... Training loss: 0.1456
Epoch: 1/20... Training loss: 0.1507
Epoch: 1/20... Training loss: 0.1451
Epoch: 1/20... Training loss: 0.1462
Epoch: 1/20... Training loss: 0.1429
Epoch: 1/20... Training loss: 0.1389
Epoch: 1/20... Training loss: 0.1434
Epoch: 1/20... Training loss: 0.1441
Epoch: 1/20... Training loss: 0.1388
Epoch: 1/20... Training loss: 0.1444
Epoch: 1/20... Training loss: 0.1382
Epoch: 1/20... Training loss: 0.1382
Epoch: 1/20... Training loss: 0.1351
Epoch: 1/20... Training loss: 0.1345
Epoch: 1/20... Training loss: 0.1368
Epoch: 1/20... Training loss: 0.1385
Epoch: 1/20... Training loss: 0.1331
Epoch: 1/20... Training loss: 0.1280
Epoch: 1/20... Training loss: 0.1354
Epoch: 1/20... Training loss: 0.1271
Epoch: 1/20... Training loss: 0.1202
Epoch: 1/20... Training loss: 0.1300
Epoch: 1/20... Training loss: 0.1331
Epoch: 1/20... Training loss: 0.1250
Epoch: 1/20... Training loss: 0.1271
Epoch: 1/20... Training loss: 0.1263
Epoch: 1/20... Training loss: 0.1314
Epoch: 1/20... Training loss: 0.1262
Epoch: 1/20... Training loss: 0.1219
Epoch: 1/20... Training loss: 0.1330
Epoch: 1/20... Training loss: 0.1235
Epoch: 1/20... Training loss: 0.1242
Epoch: 1/20... Training loss: 0.1203
Epoch: 1/20... Training loss: 0.1234
Epoch: 1/20... Training loss: 0.1178
Epoch: 1/20... Training loss: 0.1209
Epoch: 1/20... Training loss: 0.1215
Epoch: 1/20... Training loss: 0.1208
Epoch: 1/20... Training loss: 0.1213
Epoch: 1/20... Training loss: 0.1200
Epoch: 1/20... Training loss: 0.1193
Epoch: 1/20... Training loss: 0.1179
Epoch: 1/20... Training loss: 0.1169
Epoch: 1/20... Training loss: 0.1232
Epoch: 1/20... Training loss: 0.1158
Epoch: 1/20... Training loss: 0.1148
Epoch: 1/20... Training loss: 0.1142
Epoch: 1/20... Training loss: 0.1149
Epoch: 1/20... Training loss: 0.1135
Epoch: 1/20... Training loss: 0.1129
Epoch: 1/20... Training loss: 0.1160
Epoch: 1/20... Training loss: 0.1154
Epoch: 1/20... Training loss: 0.1143
Epoch: 1/20... Training loss: 0.1132
Epoch: 1/20... Training loss: 0.1113
Epoch: 1/20... Training loss: 0.1119
Epoch: 1/20... Training loss: 0.1101
Epoch: 1/20... Training loss: 0.1084
Epoch: 1/20... Training loss: 0.1111
Epoch: 1/20... Training loss: 0.1104
Epoch: 1/20... Training loss: 0.1108
Epoch: 1/20... Training loss: 0.1082
Epoch: 1/20... Training loss: 0.1073
Epoch: 1/20... Training loss: 0.1072
Epoch: 1/20... Training loss: 0.1095
Epoch: 1/20... Training loss: 0.1104
Epoch: 1/20... Training loss: 0.1038
Epoch: 1/20... Training loss: 0.1070
Epoch: 1/20... Training loss: 0.1069
Epoch: 1/20... Training loss: 0.1029
Epoch: 1/20... Training loss: 0.1052
Epoch: 1/20... Training loss: 0.1034
Epoch: 1/20... Training loss: 0.1060
Epoch: 1/20... Training loss: 0.1064
Epoch: 1/20... Training loss: 0.1054
Epoch: 1/20... Training loss: 0.1061
Epoch: 1/20... Training loss: 0.1021
Epoch: 1/20... Training loss: 0.1053
Epoch: 1/20... Training loss: 0.1003
Epoch: 1/20... Training loss: 0.1028
Epoch: 1/20... Training loss: 0.1032
Epoch: 1/20... Training loss: 0.1048
Epoch: 1/20... Training loss: 0.1038
Epoch: 1/20... Training loss: 0.1030
Epoch: 1/20... Training loss: 0.1046
Epoch: 1/20... Training loss: 0.0999
Epoch: 1/20... Training loss: 0.1016
Epoch: 1/20... Training loss: 0.0979
Epoch: 1/20... Training loss: 0.1008
Epoch: 1/20... Training loss: 0.0962
Epoch: 1/20... Training loss: 0.0971
Epoch: 1/20... Training loss: 0.0987
Epoch: 1/20... Training loss: 0.1004
Epoch: 1/20... Training loss: 0.1006
Epoch: 1/20... Training loss: 0.0983
Epoch: 1/20... Training loss: 0.0981
Epoch: 1/20... Training loss: 0.1007
Epoch: 1/20... Training loss: 0.0923
Epoch: 1/20... Training loss: 0.1037
Epoch: 1/20... Training loss: 0.0938
Epoch: 1/20... Training loss: 0.0951
Epoch: 1/20... Training loss: 0.0957
Epoch: 1/20... Training loss: 0.0968
Epoch: 1/20... Training loss: 0.0971
Epoch: 1/20... Training loss: 0.0931
Epoch: 1/20... Training loss: 0.0907
Epoch: 1/20... Training loss: 0.0949
Epoch: 1/20... Training loss: 0.0944
Epoch: 1/20... Training loss: 0.0954
Epoch: 1/20... Training loss: 0.0944
Epoch: 1/20... Training loss: 0.0921
Epoch: 1/20... Training loss: 0.0916
Epoch: 1/20... Training loss: 0.0936
Epoch: 1/20... Training loss: 0.0967
Epoch: 1/20... Training loss: 0.0946
Epoch: 1/20... Training loss: 0.0924
Epoch: 1/20... Training loss: 0.0928
Epoch: 1/20... Training loss: 0.0953
Epoch: 1/20... Training loss: 0.0916
Epoch: 1/20... Training loss: 0.0906
Epoch: 1/20... Training loss: 0.0908
Epoch: 1/20... Training loss: 0.0891
Epoch: 1/20... Training loss: 0.0893
Epoch: 1/20... Training loss: 0.0923
Epoch: 1/20... Training loss: 0.0940
Epoch: 1/20... Training loss: 0.0887
Epoch: 1/20... Training loss: 0.0927
Epoch: 1/20... Training loss: 0.0957
Epoch: 1/20... Training loss: 0.0891
Epoch: 1/20... Training loss: 0.0904
Epoch: 1/20... Training loss: 0.0920
Epoch: 1/20... Training loss: 0.0868
Epoch: 1/20... Training loss: 0.0918
Epoch: 1/20... Training loss: 0.0921
Epoch: 1/20... Training loss: 0.0898
Epoch: 1/20... Training loss: 0.0933
Epoch: 1/20... Training loss: 0.0922
Epoch: 1/20... Training loss: 0.0910
Epoch: 1/20... Training loss: 0.0905
Epoch: 1/20... Training loss: 0.0929
Epoch: 1/20... Training loss: 0.0942
Epoch: 1/20... Training loss: 0.0901
Epoch: 1/20... Training loss: 0.0917
Epoch: 1/20... Training loss: 0.0933
Epoch: 1/20... Training loss: 0.0914
Epoch: 1/20... Training loss: 0.0889
Epoch: 1/20... Training loss: 0.0894
Epoch: 1/20... Training loss: 0.0928
Epoch: 1/20... Training loss: 0.0893
Epoch: 1/20... Training loss: 0.0925
Epoch: 1/20... Training loss: 0.0878
Epoch: 1/20... Training loss: 0.0900
Epoch: 1/20... Training loss: 0.0882
Epoch: 1/20... Training loss: 0.0887
Epoch: 1/20... Training loss: 0.0895
Epoch: 1/20... Training loss: 0.0922
Epoch: 1/20... Training loss: 0.0887
Epoch: 1/20... Training loss: 0.0870
Epoch: 1/20... Training loss: 0.0930
Epoch: 1/20... Training loss: 0.0888
Epoch: 1/20... Training loss: 0.0852
Epoch: 1/20... Training loss: 0.0893
Epoch: 1/20... Training loss: 0.0870
Epoch: 1/20... Training loss: 0.0855
Epoch: 1/20... Training loss: 0.0898
Epoch: 1/20... Training loss: 0.0838
Epoch: 1/20... Training loss: 0.0882
Epoch: 1/20... Training loss: 0.0858
Epoch: 1/20... Training loss: 0.0851
Epoch: 1/20... Training loss: 0.0852
Epoch: 1/20... Training loss: 0.0831
Epoch: 1/20... Training loss: 0.0868
Epoch: 1/20... Training loss: 0.0878
Epoch: 1/20... Training loss: 0.0867
Epoch: 1/20... Training loss: 0.0821
Epoch: 1/20... Training loss: 0.0862
Epoch: 1/20... Training loss: 0.0875
Epoch: 1/20... Training loss: 0.0860
Epoch: 1/20... Training loss: 0.0869
Epoch: 1/20... Training loss: 0.0857
Epoch: 1/20... Training loss: 0.0860
Epoch: 1/20... Training loss: 0.0873
Epoch: 1/20... Training loss: 0.0865
Epoch: 1/20... Training loss: 0.0855
Epoch: 1/20... Training loss: 0.0834
Epoch: 1/20... Training loss: 0.0822
Epoch: 1/20... Training loss: 0.0843
Epoch: 1/20... Training loss: 0.0859
Epoch: 1/20... Training loss: 0.0838
Epoch: 1/20... Training loss: 0.0859
Epoch: 1/20... Training loss: 0.0857
Epoch: 1/20... Training loss: 0.0808
Epoch: 1/20... Training loss: 0.0885
Epoch: 1/20... Training loss: 0.0865
Epoch: 1/20... Training loss: 0.0831
Epoch: 1/20... Training loss: 0.0853
Epoch: 1/20... Training loss: 0.0841
Epoch: 1/20... Training loss: 0.0849
Epoch: 1/20... Training loss: 0.0832
Epoch: 1/20... Training loss: 0.0809
Epoch: 1/20... Training loss: 0.0845
Epoch: 1/20... Training loss: 0.0897
Epoch: 1/20... Training loss: 0.0810
Epoch: 1/20... Training loss: 0.0839
Epoch: 1/20... Training loss: 0.0819
Epoch: 1/20... Training loss: 0.0842
Epoch: 1/20... Training loss: 0.0824
Epoch: 1/20... Training loss: 0.0852
Epoch: 1/20... Training loss: 0.0834
Epoch: 1/20... Training loss: 0.0840
Epoch: 1/20... Training loss: 0.0807
Epoch: 1/20... Training loss: 0.0842
Epoch: 1/20... Training loss: 0.0793
Epoch: 1/20... Training loss: 0.0829
Epoch: 1/20... Training loss: 0.0825
Epoch: 1/20... Training loss: 0.0832
Epoch: 1/20... Training loss: 0.0829
Epoch: 1/20... Training loss: 0.0806
Epoch: 1/20... Training loss: 0.0819
Epoch: 1/20... Training loss: 0.0854
Epoch: 1/20... Training loss: 0.0838
Epoch: 1/20... Training loss: 0.0835
Epoch: 1/20... Training loss: 0.0857
Epoch: 1/20... Training loss: 0.0815
Epoch: 1/20... Training loss: 0.0845
Epoch: 1/20... Training loss: 0.0809
Epoch: 1/20... Training loss: 0.0815
Epoch: 1/20... Training loss: 0.0829
Epoch: 1/20... Training loss: 0.0831
Epoch: 1/20... Training loss: 0.0823
Epoch: 1/20... Training loss: 0.0812
Epoch: 1/20... Training loss: 0.0818
Epoch: 1/20... Training loss: 0.0815
Epoch: 1/20... Training loss: 0.0826
Epoch: 1/20... Training loss: 0.0820
Epoch: 1/20... Training loss: 0.0823
Epoch: 1/20... Training loss: 0.0830
Epoch: 1/20... Training loss: 0.0795
Epoch: 1/20... Training loss: 0.0797
Epoch: 1/20... Training loss: 0.0798
Epoch: 1/20... Training loss: 0.0813
Epoch: 1/20... Training loss: 0.0800
Epoch: 1/20... Training loss: 0.0797
Epoch: 1/20... Training loss: 0.0815
Epoch: 1/20... Training loss: 0.0797
Epoch: 2/20... Training loss: 0.0801
Epoch: 2/20... Training loss: 0.0804
Epoch: 2/20... Training loss: 0.0771
Epoch: 2/20... Training loss: 0.0801
Epoch: 2/20... Training loss: 0.0807
Epoch: 2/20... Training loss: 0.0784
Epoch: 2/20... Training loss: 0.0828
Epoch: 2/20... Training loss: 0.0814
Epoch: 2/20... Training loss: 0.0828
Epoch: 2/20... Training loss: 0.0796
Epoch: 2/20... Training loss: 0.0827
Epoch: 2/20... Training loss: 0.0785
Epoch: 2/20... Training loss: 0.0806
Epoch: 2/20... Training loss: 0.0809
Epoch: 2/20... Training loss: 0.0796
Epoch: 2/20... Training loss: 0.0820
Epoch: 2/20... Training loss: 0.0767
Epoch: 2/20... Training loss: 0.0790
Epoch: 2/20... Training loss: 0.0788
Epoch: 2/20... Training loss: 0.0803
Epoch: 2/20... Training loss: 0.0801
Epoch: 2/20... Training loss: 0.0800
Epoch: 2/20... Training loss: 0.0771
Epoch: 2/20... Training loss: 0.0794
Epoch: 2/20... Training loss: 0.0781
Epoch: 2/20... Training loss: 0.0794
Epoch: 2/20... Training loss: 0.0799
Epoch: 2/20... Training loss: 0.0823
Epoch: 2/20... Training loss: 0.0799
Epoch: 2/20... Training loss: 0.0794
Epoch: 2/20... Training loss: 0.0811
Epoch: 2/20... Training loss: 0.0797
Epoch: 2/20... Training loss: 0.0776
Epoch: 2/20... Training loss: 0.0802
Epoch: 2/20... Training loss: 0.0784
Epoch: 2/20... Training loss: 0.0818
Epoch: 2/20... Training loss: 0.0789
Epoch: 2/20... Training loss: 0.0788
Epoch: 2/20... Training loss: 0.0802
Epoch: 2/20... Training loss: 0.0779
Epoch: 2/20... Training loss: 0.0810
Epoch: 2/20... Training loss: 0.0793
Epoch: 2/20... Training loss: 0.0797
Epoch: 2/20... Training loss: 0.0809
Epoch: 2/20... Training loss: 0.0775
Epoch: 2/20... Training loss: 0.0789
Epoch: 2/20... Training loss: 0.0773
Epoch: 2/20... Training loss: 0.0780
Epoch: 2/20... Training loss: 0.0791
Epoch: 2/20... Training loss: 0.0784
Epoch: 2/20... Training loss: 0.0786
Epoch: 2/20... Training loss: 0.0793
Epoch: 2/20... Training loss: 0.0810
Epoch: 2/20... Training loss: 0.0773
Epoch: 2/20... Training loss: 0.0787
Epoch: 2/20... Training loss: 0.0763
Epoch: 2/20... Training loss: 0.0806
Epoch: 2/20... Training loss: 0.0793
Epoch: 2/20... Training loss: 0.0782
Epoch: 2/20... Training loss: 0.0784
Epoch: 2/20... Training loss: 0.0778
Epoch: 2/20... Training loss: 0.0800
Epoch: 2/20... Training loss: 0.0772
Epoch: 2/20... Training loss: 0.0760
Epoch: 2/20... Training loss: 0.0777
Epoch: 2/20... Training loss: 0.0801
Epoch: 2/20... Training loss: 0.0781
Epoch: 2/20... Training loss: 0.0796
Epoch: 2/20... Training loss: 0.0758
Epoch: 2/20... Training loss: 0.0791
Epoch: 2/20... Training loss: 0.0773
Epoch: 2/20... Training loss: 0.0775
Epoch: 2/20... Training loss: 0.0805
Epoch: 2/20... Training loss: 0.0793
Epoch: 2/20... Training loss: 0.0783
Epoch: 2/20... Training loss: 0.0767
Epoch: 2/20... Training loss: 0.0776
Epoch: 2/20... Training loss: 0.0776
Epoch: 2/20... Training loss: 0.0770
Epoch: 2/20... Training loss: 0.0752
Epoch: 2/20... Training loss: 0.0773
Epoch: 2/20... Training loss: 0.0765
Epoch: 2/20... Training loss: 0.0791
Epoch: 2/20... Training loss: 0.0756
Epoch: 2/20... Training loss: 0.0759
Epoch: 2/20... Training loss: 0.0765
Epoch: 2/20... Training loss: 0.0788
Epoch: 2/20... Training loss: 0.0749
Epoch: 2/20... Training loss: 0.0785
Epoch: 2/20... Training loss: 0.0792
Epoch: 2/20... Training loss: 0.0806
Epoch: 2/20... Training loss: 0.0760
Epoch: 2/20... Training loss: 0.0778
Epoch: 2/20... Training loss: 0.0766
Epoch: 2/20... Training loss: 0.0776
Epoch: 2/20... Training loss: 0.0727
Epoch: 2/20... Training loss: 0.0757
Epoch: 2/20... Training loss: 0.0755
Epoch: 2/20... Training loss: 0.0762
Epoch: 2/20... Training loss: 0.0745
Epoch: 2/20... Training loss: 0.0751
Epoch: 2/20... Training loss: 0.0787
Epoch: 2/20... Training loss: 0.0758
Epoch: 2/20... Training loss: 0.0753
Epoch: 2/20... Training loss: 0.0772
Epoch: 2/20... Training loss: 0.0747
Epoch: 2/20... Training loss: 0.0756
Epoch: 2/20... Training loss: 0.0748
Epoch: 2/20... Training loss: 0.0753
Epoch: 2/20... Training loss: 0.0747
Epoch: 2/20... Training loss: 0.0765
Epoch: 2/20... Training loss: 0.0747
Epoch: 2/20... Training loss: 0.0776
Epoch: 2/20... Training loss: 0.0761
Epoch: 2/20... Training loss: 0.0785
Epoch: 2/20... Training loss: 0.0746
Epoch: 2/20... Training loss: 0.0777
Epoch: 2/20... Training loss: 0.0755
Epoch: 2/20... Training loss: 0.0770
Epoch: 2/20... Training loss: 0.0762
Epoch: 2/20... Training loss: 0.0764
Epoch: 2/20... Training loss: 0.0759
Epoch: 2/20... Training loss: 0.0751
Epoch: 2/20... Training loss: 0.0747
Epoch: 2/20... Training loss: 0.0769
Epoch: 2/20... Training loss: 0.0737
Epoch: 2/20... Training loss: 0.0763
Epoch: 2/20... Training loss: 0.0768
Epoch: 2/20... Training loss: 0.0753
Epoch: 2/20... Training loss: 0.0748
Epoch: 2/20... Training loss: 0.0768
Epoch: 2/20... Training loss: 0.0797
Epoch: 2/20... Training loss: 0.0763
Epoch: 2/20... Training loss: 0.0749
Epoch: 2/20... Training loss: 0.0755
Epoch: 2/20... Training loss: 0.0762
Epoch: 2/20... Training loss: 0.0773
Epoch: 2/20... Training loss: 0.0744
Epoch: 2/20... Training loss: 0.0777
Epoch: 2/20... Training loss: 0.0763
Epoch: 2/20... Training loss: 0.0764
Epoch: 2/20... Training loss: 0.0746
Epoch: 2/20... Training loss: 0.0790
Epoch: 2/20... Training loss: 0.0793
Epoch: 2/20... Training loss: 0.0799
Epoch: 2/20... Training loss: 0.0743
Epoch: 2/20... Training loss: 0.0776
Epoch: 2/20... Training loss: 0.0780
Epoch: 2/20... Training loss: 0.0776
Epoch: 2/20... Training loss: 0.0774
Epoch: 2/20... Training loss: 0.0787
Epoch: 2/20... Training loss: 0.0774
Epoch: 2/20... Training loss: 0.0729
Epoch: 2/20... Training loss: 0.0753
Epoch: 2/20... Training loss: 0.0766
Epoch: 2/20... Training loss: 0.0764
Epoch: 2/20... Training loss: 0.0775
Epoch: 2/20... Training loss: 0.0773
Epoch: 2/20... Training loss: 0.0774
Epoch: 2/20... Training loss: 0.0737
Epoch: 2/20... Training loss: 0.0749
Epoch: 2/20... Training loss: 0.0770
Epoch: 2/20... Training loss: 0.0788
Epoch: 2/20... Training loss: 0.0756
Epoch: 2/20... Training loss: 0.0748
Epoch: 2/20... Training loss: 0.0766
Epoch: 2/20... Training loss: 0.0760
Epoch: 2/20... Training loss: 0.0786
Epoch: 2/20... Training loss: 0.0774
Epoch: 2/20... Training loss: 0.0753
Epoch: 2/20... Training loss: 0.0776
Epoch: 2/20... Training loss: 0.0749
Epoch: 2/20... Training loss: 0.0794
Epoch: 2/20... Training loss: 0.0763
Epoch: 2/20... Training loss: 0.0766
Epoch: 2/20... Training loss: 0.0753
Epoch: 2/20... Training loss: 0.0780
Epoch: 2/20... Training loss: 0.0767
Epoch: 2/20... Training loss: 0.0755
Epoch: 2/20... Training loss: 0.0742
Epoch: 2/20... Training loss: 0.0770
Epoch: 2/20... Training loss: 0.0759
Epoch: 2/20... Training loss: 0.0767
Epoch: 2/20... Training loss: 0.0763
Epoch: 2/20... Training loss: 0.0777
Epoch: 2/20... Training loss: 0.0760
Epoch: 2/20... Training loss: 0.0768
Epoch: 2/20... Training loss: 0.0748
Epoch: 2/20... Training loss: 0.0761
Epoch: 2/20... Training loss: 0.0765
Epoch: 2/20... Training loss: 0.0771
Epoch: 2/20... Training loss: 0.0746
Epoch: 2/20... Training loss: 0.0777
Epoch: 2/20... Training loss: 0.0760
Epoch: 2/20... Training loss: 0.0757
Epoch: 2/20... Training loss: 0.0752
Epoch: 2/20... Training loss: 0.0754
Epoch: 2/20... Training loss: 0.0756
Epoch: 2/20... Training loss: 0.0771
Epoch: 2/20... Training loss: 0.0772
Epoch: 2/20... Training loss: 0.0770
Epoch: 2/20... Training loss: 0.0773
Epoch: 2/20... Training loss: 0.0744
Epoch: 2/20... Training loss: 0.0755
Epoch: 2/20... Training loss: 0.0767
Epoch: 2/20... Training loss: 0.0757
Epoch: 2/20... Training loss: 0.0740
Epoch: 2/20... Training loss: 0.0749
Epoch: 2/20... Training loss: 0.0744
Epoch: 2/20... Training loss: 0.0739
Epoch: 2/20... Training loss: 0.0768
Epoch: 2/20... Training loss: 0.0755
Epoch: 2/20... Training loss: 0.0743
Epoch: 2/20... Training loss: 0.0774
Epoch: 2/20... Training loss: 0.0747
Epoch: 2/20... Training loss: 0.0740
Epoch: 2/20... Training loss: 0.0760
Epoch: 2/20... Training loss: 0.0748
Epoch: 2/20... Training loss: 0.0717
Epoch: 2/20... Training loss: 0.0743
Epoch: 2/20... Training loss: 0.0753
Epoch: 2/20... Training loss: 0.0741
Epoch: 2/20... Training loss: 0.0758
Epoch: 2/20... Training loss: 0.0753
Epoch: 2/20... Training loss: 0.0750
Epoch: 2/20... Training loss: 0.0755
Epoch: 2/20... Training loss: 0.0762
Epoch: 2/20... Training loss: 0.0745
Epoch: 2/20... Training loss: 0.0738
Epoch: 2/20... Training loss: 0.0764
Epoch: 2/20... Training loss: 0.0764
Epoch: 2/20... Training loss: 0.0742
Epoch: 2/20... Training loss: 0.0771
Epoch: 2/20... Training loss: 0.0764
Epoch: 2/20... Training loss: 0.0736
Epoch: 2/20... Training loss: 0.0766
Epoch: 2/20... Training loss: 0.0777
Epoch: 2/20... Training loss: 0.0728
Epoch: 2/20... Training loss: 0.0784
Epoch: 2/20... Training loss: 0.0761
Epoch: 2/20... Training loss: 0.0743
Epoch: 2/20... Training loss: 0.0730
Epoch: 2/20... Training loss: 0.0746
Epoch: 2/20... Training loss: 0.0758
Epoch: 2/20... Training loss: 0.0747
Epoch: 2/20... Training loss: 0.0743
Epoch: 2/20... Training loss: 0.0739
Epoch: 2/20... Training loss: 0.0741
Epoch: 2/20... Training loss: 0.0746
Epoch: 2/20... Training loss: 0.0731
Epoch: 2/20... Training loss: 0.0748
Epoch: 2/20... Training loss: 0.0762
Epoch: 2/20... Training loss: 0.0726
Epoch: 2/20... Training loss: 0.0726
Epoch: 2/20... Training loss: 0.0742
Epoch: 2/20... Training loss: 0.0743
Epoch: 2/20... Training loss: 0.0735
Epoch: 2/20... Training loss: 0.0721
Epoch: 2/20... Training loss: 0.0738
Epoch: 2/20... Training loss: 0.0749
Epoch: 2/20... Training loss: 0.0731
Epoch: 2/20... Training loss: 0.0750
Epoch: 2/20... Training loss: 0.0754
Epoch: 2/20... Training loss: 0.0753
Epoch: 2/20... Training loss: 0.0725
Epoch: 2/20... Training loss: 0.0743
Epoch: 2/20... Training loss: 0.0737
Epoch: 2/20... Training loss: 0.0767
Epoch: 2/20... Training loss: 0.0754
Epoch: 2/20... Training loss: 0.0758
Epoch: 2/20... Training loss: 0.0729
Epoch: 2/20... Training loss: 0.0746
Epoch: 2/20... Training loss: 0.0744
Epoch: 2/20... Training loss: 0.0760
Epoch: 2/20... Training loss: 0.0721
Epoch: 2/20... Training loss: 0.0730
Epoch: 2/20... Training loss: 0.0748
Epoch: 2/20... Training loss: 0.0752
Epoch: 2/20... Training loss: 0.0726
Epoch: 2/20... Training loss: 0.0754
Epoch: 2/20... Training loss: 0.0740
Epoch: 2/20... Training loss: 0.0712
Epoch: 2/20... Training loss: 0.0736
Epoch: 2/20... Training loss: 0.0747
Epoch: 2/20... Training loss: 0.0754
Epoch: 2/20... Training loss: 0.0729
Epoch: 2/20... Training loss: 0.0744
Epoch: 2/20... Training loss: 0.0763
Epoch: 2/20... Training loss: 0.0740
Epoch: 2/20... Training loss: 0.0717
Epoch: 2/20... Training loss: 0.0748
Epoch: 2/20... Training loss: 0.0757
Epoch: 2/20... Training loss: 0.0743
Epoch: 2/20... Training loss: 0.0721
Epoch: 2/20... Training loss: 0.0744
Epoch: 2/20... Training loss: 0.0725
Epoch: 2/20... Training loss: 0.0739
Epoch: 2/20... Training loss: 0.0773
Epoch: 2/20... Training loss: 0.0744
Epoch: 2/20... Training loss: 0.0725
Epoch: 3/20... Training loss: 0.0750
Epoch: 3/20... Training loss: 0.0732
Epoch: 3/20... Training loss: 0.0739
Epoch: 3/20... Training loss: 0.0742
Epoch: 3/20... Training loss: 0.0735
Epoch: 3/20... Training loss: 0.0755
Epoch: 3/20... Training loss: 0.0762
Epoch: 3/20... Training loss: 0.0750
Epoch: 3/20... Training loss: 0.0732
Epoch: 3/20... Training loss: 0.0733
Epoch: 3/20... Training loss: 0.0729
Epoch: 3/20... Training loss: 0.0728
Epoch: 3/20... Training loss: 0.0735
Epoch: 3/20... Training loss: 0.0752
Epoch: 3/20... Training loss: 0.0725
Epoch: 3/20... Training loss: 0.0735
Epoch: 3/20... Training loss: 0.0747
Epoch: 3/20... Training loss: 0.0742
Epoch: 3/20... Training loss: 0.0731
Epoch: 3/20... Training loss: 0.0706
Epoch: 3/20... Training loss: 0.0720
Epoch: 3/20... Training loss: 0.0755
Epoch: 3/20... Training loss: 0.0748
Epoch: 3/20... Training loss: 0.0734
Epoch: 3/20... Training loss: 0.0745
Epoch: 3/20... Training loss: 0.0745
Epoch: 3/20... Training loss: 0.0722
Epoch: 3/20... Training loss: 0.0713
Epoch: 3/20... Training loss: 0.0716
Epoch: 3/20... Training loss: 0.0743
Epoch: 3/20... Training loss: 0.0714
Epoch: 3/20... Training loss: 0.0717
Epoch: 3/20... Training loss: 0.0763
Epoch: 3/20... Training loss: 0.0742
Epoch: 3/20... Training loss: 0.0729
Epoch: 3/20... Training loss: 0.0734
Epoch: 3/20... Training loss: 0.0748
Epoch: 3/20... Training loss: 0.0766
Epoch: 3/20... Training loss: 0.0731
Epoch: 3/20... Training loss: 0.0745
Epoch: 3/20... Training loss: 0.0760
Epoch: 3/20... Training loss: 0.0759
Epoch: 3/20... Training loss: 0.0758
Epoch: 3/20... Training loss: 0.0753
Epoch: 3/20... Training loss: 0.0710
Epoch: 3/20... Training loss: 0.0762
Epoch: 3/20... Training loss: 0.0735
Epoch: 3/20... Training loss: 0.0721
Epoch: 3/20... Training loss: 0.0715
Epoch: 3/20... Training loss: 0.0710
Epoch: 3/20... Training loss: 0.0772
Epoch: 3/20... Training loss: 0.0725
Epoch: 3/20... Training loss: 0.0747
Epoch: 3/20... Training loss: 0.0743
Epoch: 3/20... Training loss: 0.0711
Epoch: 3/20... Training loss: 0.0733
Epoch: 3/20... Training loss: 0.0741
Epoch: 3/20... Training loss: 0.0744
Epoch: 3/20... Training loss: 0.0747
Epoch: 3/20... Training loss: 0.0737
Epoch: 3/20... Training loss: 0.0738
Epoch: 3/20... Training loss: 0.0731
Epoch: 3/20... Training loss: 0.0728
Epoch: 3/20... Training loss: 0.0723
Epoch: 3/20... Training loss: 0.0738
Epoch: 3/20... Training loss: 0.0754
Epoch: 3/20... Training loss: 0.0731
Epoch: 3/20... Training loss: 0.0745
Epoch: 3/20... Training loss: 0.0752
Epoch: 3/20... Training loss: 0.0748
Epoch: 3/20... Training loss: 0.0731
Epoch: 3/20... Training loss: 0.0753
Epoch: 3/20... Training loss: 0.0737
Epoch: 3/20... Training loss: 0.0725
Epoch: 3/20... Training loss: 0.0726
Epoch: 3/20... Training loss: 0.0732
Epoch: 3/20... Training loss: 0.0749
Epoch: 3/20... Training loss: 0.0729
Epoch: 3/20... Training loss: 0.0715
Epoch: 3/20... Training loss: 0.0738
Epoch: 3/20... Training loss: 0.0723
Epoch: 3/20... Training loss: 0.0744
Epoch: 3/20... Training loss: 0.0747
Epoch: 3/20... Training loss: 0.0719
Epoch: 3/20... Training loss: 0.0726
Epoch: 3/20... Training loss: 0.0723
Epoch: 3/20... Training loss: 0.0745
Epoch: 3/20... Training loss: 0.0722
Epoch: 3/20... Training loss: 0.0740
Epoch: 3/20... Training loss: 0.0739
Epoch: 3/20... Training loss: 0.0732
Epoch: 3/20... Training loss: 0.0746
Epoch: 3/20... Training loss: 0.0726
Epoch: 3/20... Training loss: 0.0733
Epoch: 3/20... Training loss: 0.0733
Epoch: 3/20... Training loss: 0.0767
Epoch: 3/20... Training loss: 0.0764
Epoch: 3/20... Training loss: 0.0745
Epoch: 3/20... Training loss: 0.0731
Epoch: 3/20... Training loss: 0.0736
Epoch: 3/20... Training loss: 0.0781
Epoch: 3/20... Training loss: 0.0739
Epoch: 3/20... Training loss: 0.0748
Epoch: 3/20... Training loss: 0.0715
Epoch: 3/20... Training loss: 0.0746
Epoch: 3/20... Training loss: 0.0749
Epoch: 3/20... Training loss: 0.0745
Epoch: 3/20... Training loss: 0.0734
Epoch: 3/20... Training loss: 0.0739
Epoch: 3/20... Training loss: 0.0740
Epoch: 3/20... Training loss: 0.0717
Epoch: 3/20... Training loss: 0.0729
Epoch: 3/20... Training loss: 0.0738
Epoch: 3/20... Training loss: 0.0734
Epoch: 3/20... Training loss: 0.0726
Epoch: 3/20... Training loss: 0.0739
Epoch: 3/20... Training loss: 0.0714
Epoch: 3/20... Training loss: 0.0727
Epoch: 3/20... Training loss: 0.0732
Epoch: 3/20... Training loss: 0.0730
Epoch: 3/20... Training loss: 0.0731
Epoch: 3/20... Training loss: 0.0706
Epoch: 3/20... Training loss: 0.0734
Epoch: 3/20... Training loss: 0.0747
Epoch: 3/20... Training loss: 0.0731
Epoch: 3/20... Training loss: 0.0704
Epoch: 3/20... Training loss: 0.0738
Epoch: 3/20... Training loss: 0.0729
Epoch: 3/20... Training loss: 0.0725
Epoch: 3/20... Training loss: 0.0711
Epoch: 3/20... Training loss: 0.0739
Epoch: 3/20... Training loss: 0.0731
Epoch: 3/20... Training loss: 0.0722
Epoch: 3/20... Training loss: 0.0722
Epoch: 3/20... Training loss: 0.0738
Epoch: 3/20... Training loss: 0.0710
Epoch: 3/20... Training loss: 0.0715
Epoch: 3/20... Training loss: 0.0726
Epoch: 3/20... Training loss: 0.0728
Epoch: 3/20... Training loss: 0.0747
Epoch: 3/20... Training loss: 0.0719
Epoch: 3/20... Training loss: 0.0721
Epoch: 3/20... Training loss: 0.0726
Epoch: 3/20... Training loss: 0.0733
Epoch: 3/20... Training loss: 0.0720
Epoch: 3/20... Training loss: 0.0752
Epoch: 3/20... Training loss: 0.0724
Epoch: 3/20... Training loss: 0.0737
Epoch: 3/20... Training loss: 0.0714
Epoch: 3/20... Training loss: 0.0736
Epoch: 3/20... Training loss: 0.0733
Epoch: 3/20... Training loss: 0.0728
Epoch: 3/20... Training loss: 0.0729
Epoch: 3/20... Training loss: 0.0738
Epoch: 3/20... Training loss: 0.0712
Epoch: 3/20... Training loss: 0.0707
Epoch: 3/20... Training loss: 0.0724
Epoch: 3/20... Training loss: 0.0742
Epoch: 3/20... Training loss: 0.0747
Epoch: 3/20... Training loss: 0.0727
Epoch: 3/20... Training loss: 0.0746
Epoch: 3/20... Training loss: 0.0730
Epoch: 3/20... Training loss: 0.0726
Epoch: 3/20... Training loss: 0.0724
Epoch: 3/20... Training loss: 0.0719
Epoch: 3/20... Training loss: 0.0745
Epoch: 3/20... Training loss: 0.0738
Epoch: 3/20... Training loss: 0.0725
Epoch: 3/20... Training loss: 0.0723
Epoch: 3/20... Training loss: 0.0732
Epoch: 3/20... Training loss: 0.0763
Epoch: 3/20... Training loss: 0.0710
Epoch: 3/20... Training loss: 0.0735
Epoch: 3/20... Training loss: 0.0719
Epoch: 3/20... Training loss: 0.0732
Epoch: 3/20... Training loss: 0.0694
Epoch: 3/20... Training loss: 0.0736
Epoch: 3/20... Training loss: 0.0724
Epoch: 3/20... Training loss: 0.0726
Epoch: 3/20... Training loss: 0.0750
Epoch: 3/20... Training loss: 0.0724
Epoch: 3/20... Training loss: 0.0733
Epoch: 3/20... Training loss: 0.0720
Epoch: 3/20... Training loss: 0.0726
Epoch: 3/20... Training loss: 0.0703
Epoch: 3/20... Training loss: 0.0745
Epoch: 3/20... Training loss: 0.0749
Epoch: 3/20... Training loss: 0.0738
Epoch: 3/20... Training loss: 0.0738
Epoch: 3/20... Training loss: 0.0758
Epoch: 3/20... Training loss: 0.0729
Epoch: 3/20... Training loss: 0.0737
Epoch: 3/20... Training loss: 0.0727
Epoch: 3/20... Training loss: 0.0730
Epoch: 3/20... Training loss: 0.0746
Epoch: 3/20... Training loss: 0.0725
Epoch: 3/20... Training loss: 0.0726
Epoch: 3/20... Training loss: 0.0745
Epoch: 3/20... Training loss: 0.0721
Epoch: 3/20... Training loss: 0.0729
Epoch: 3/20... Training loss: 0.0751
Epoch: 3/20... Training loss: 0.0722
Epoch: 3/20... Training loss: 0.0718
Epoch: 3/20... Training loss: 0.0734
Epoch: 3/20... Training loss: 0.0714
Epoch: 3/20... Training loss: 0.0708
Epoch: 3/20... Training loss: 0.0738
Epoch: 3/20... Training loss: 0.0736
Epoch: 3/20... Training loss: 0.0755
Epoch: 3/20... Training loss: 0.0737
Epoch: 3/20... Training loss: 0.0714
Epoch: 3/20... Training loss: 0.0728
Epoch: 3/20... Training loss: 0.0730
Epoch: 3/20... Training loss: 0.0726
Epoch: 3/20... Training loss: 0.0740
Epoch: 3/20... Training loss: 0.0739
Epoch: 3/20... Training loss: 0.0720
Epoch: 3/20... Training loss: 0.0738
Epoch: 3/20... Training loss: 0.0717
Epoch: 3/20... Training loss: 0.0719
Epoch: 3/20... Training loss: 0.0738
Epoch: 3/20... Training loss: 0.0727
Epoch: 3/20... Training loss: 0.0736
Epoch: 3/20... Training loss: 0.0733
Epoch: 3/20... Training loss: 0.0726
Epoch: 3/20... Training loss: 0.0742
Epoch: 3/20... Training loss: 0.0719
Epoch: 3/20... Training loss: 0.0715
Epoch: 3/20... Training loss: 0.0742
Epoch: 3/20... Training loss: 0.0722
Epoch: 3/20... Training loss: 0.0730
Epoch: 3/20... Training loss: 0.0727
Epoch: 3/20... Training loss: 0.0717
Epoch: 3/20... Training loss: 0.0719
Epoch: 3/20... Training loss: 0.0708
Epoch: 3/20... Training loss: 0.0724
Epoch: 3/20... Training loss: 0.0739
Epoch: 3/20... Training loss: 0.0748
Epoch: 3/20... Training loss: 0.0741
Epoch: 3/20... Training loss: 0.0730
Epoch: 3/20... Training loss: 0.0754
Epoch: 3/20... Training loss: 0.0746
Epoch: 3/20... Training loss: 0.0738
Epoch: 3/20... Training loss: 0.0720
Epoch: 3/20... Training loss: 0.0745
Epoch: 3/20... Training loss: 0.0721
Epoch: 3/20... Training loss: 0.0733
Epoch: 3/20... Training loss: 0.0739
Epoch: 3/20... Training loss: 0.0712
Epoch: 3/20... Training loss: 0.0716
Epoch: 3/20... Training loss: 0.0725
Epoch: 3/20... Training loss: 0.0726
Epoch: 3/20... Training loss: 0.0721
Epoch: 3/20... Training loss: 0.0734
Epoch: 3/20... Training loss: 0.0726
Epoch: 3/20... Training loss: 0.0725
Epoch: 3/20... Training loss: 0.0727
Epoch: 3/20... Training loss: 0.0701
Epoch: 3/20... Training loss: 0.0708
Epoch: 3/20... Training loss: 0.0707
Epoch: 3/20... Training loss: 0.0737
Epoch: 3/20... Training loss: 0.0736
Epoch: 3/20... Training loss: 0.0749
Epoch: 3/20... Training loss: 0.0765
Epoch: 3/20... Training loss: 0.0730
Epoch: 3/20... Training loss: 0.0736
Epoch: 3/20... Training loss: 0.0748
Epoch: 3/20... Training loss: 0.0731
Epoch: 3/20... Training loss: 0.0742
Epoch: 3/20... Training loss: 0.0737
Epoch: 3/20... Training loss: 0.0730
Epoch: 3/20... Training loss: 0.0719
Epoch: 3/20... Training loss: 0.0721
Epoch: 3/20... Training loss: 0.0740
Epoch: 3/20... Training loss: 0.0724
Epoch: 3/20... Training loss: 0.0744
Epoch: 3/20... Training loss: 0.0733
Epoch: 3/20... Training loss: 0.0728
Epoch: 3/20... Training loss: 0.0748
Epoch: 3/20... Training loss: 0.0738
Epoch: 3/20... Training loss: 0.0731
Epoch: 3/20... Training loss: 0.0726
Epoch: 3/20... Training loss: 0.0737
Epoch: 3/20... Training loss: 0.0704
Epoch: 3/20... Training loss: 0.0735
Epoch: 3/20... Training loss: 0.0741
Epoch: 3/20... Training loss: 0.0742
Epoch: 3/20... Training loss: 0.0726
Epoch: 3/20... Training loss: 0.0732
Epoch: 3/20... Training loss: 0.0725
Epoch: 3/20... Training loss: 0.0743
Epoch: 3/20... Training loss: 0.0696
Epoch: 3/20... Training loss: 0.0715
Epoch: 3/20... Training loss: 0.0747
Epoch: 3/20... Training loss: 0.0741
Epoch: 3/20... Training loss: 0.0716
Epoch: 3/20... Training loss: 0.0731
Epoch: 3/20... Training loss: 0.0718
Epoch: 3/20... Training loss: 0.0721
Epoch: 3/20... Training loss: 0.0695
Epoch: 4/20... Training loss: 0.0714
Epoch: 4/20... Training loss: 0.0723
Epoch: 4/20... Training loss: 0.0730
Epoch: 4/20... Training loss: 0.0737
Epoch: 4/20... Training loss: 0.0727
Epoch: 4/20... Training loss: 0.0736
Epoch: 4/20... Training loss: 0.0727
Epoch: 4/20... Training loss: 0.0723
Epoch: 4/20... Training loss: 0.0740
Epoch: 4/20... Training loss: 0.0720
Epoch: 4/20... Training loss: 0.0716
Epoch: 4/20... Training loss: 0.0729
Epoch: 4/20... Training loss: 0.0735
Epoch: 4/20... Training loss: 0.0711
Epoch: 4/20... Training loss: 0.0727
Epoch: 4/20... Training loss: 0.0746
Epoch: 4/20... Training loss: 0.0737
Epoch: 4/20... Training loss: 0.0727
Epoch: 4/20... Training loss: 0.0702
Epoch: 4/20... Training loss: 0.0741
Epoch: 4/20... Training loss: 0.0716
Epoch: 4/20... Training loss: 0.0737
Epoch: 4/20... Training loss: 0.0711
Epoch: 4/20... Training loss: 0.0727
Epoch: 4/20... Training loss: 0.0732
Epoch: 4/20... Training loss: 0.0712
Epoch: 4/20... Training loss: 0.0751
Epoch: 4/20... Training loss: 0.0721
Epoch: 4/20... Training loss: 0.0720
Epoch: 4/20... Training loss: 0.0746
Epoch: 4/20... Training loss: 0.0757
Epoch: 4/20... Training loss: 0.0736
Epoch: 4/20... Training loss: 0.0721
Epoch: 4/20... Training loss: 0.0742
Epoch: 4/20... Training loss: 0.0702
Epoch: 4/20... Training loss: 0.0716
Epoch: 4/20... Training loss: 0.0749
Epoch: 4/20... Training loss: 0.0706
Epoch: 4/20... Training loss: 0.0706
Epoch: 4/20... Training loss: 0.0711
Epoch: 4/20... Training loss: 0.0709
Epoch: 4/20... Training loss: 0.0720
Epoch: 4/20... Training loss: 0.0715
Epoch: 4/20... Training loss: 0.0722
Epoch: 4/20... Training loss: 0.0730
Epoch: 4/20... Training loss: 0.0719
Epoch: 4/20... Training loss: 0.0716
Epoch: 4/20... Training loss: 0.0726
Epoch: 4/20... Training loss: 0.0705
Epoch: 4/20... Training loss: 0.0716
Epoch: 4/20... Training loss: 0.0711
Epoch: 4/20... Training loss: 0.0737
Epoch: 4/20... Training loss: 0.0742
Epoch: 4/20... Training loss: 0.0727
Epoch: 4/20... Training loss: 0.0728
Epoch: 4/20... Training loss: 0.0726
Epoch: 4/20... Training loss: 0.0745
Epoch: 4/20... Training loss: 0.0735
Epoch: 4/20... Training loss: 0.0728
Epoch: 4/20... Training loss: 0.0764
Epoch: 4/20... Training loss: 0.0749
Epoch: 4/20... Training loss: 0.0762
Epoch: 4/20... Training loss: 0.0731
Epoch: 4/20... Training loss: 0.0749
Epoch: 4/20... Training loss: 0.0733
Epoch: 4/20... Training loss: 0.0731
Epoch: 4/20... Training loss: 0.0738
Epoch: 4/20... Training loss: 0.0742
Epoch: 4/20... Training loss: 0.0719
Epoch: 4/20... Training loss: 0.0730
Epoch: 4/20... Training loss: 0.0732
Epoch: 4/20... Training loss: 0.0718
Epoch: 4/20... Training loss: 0.0735
Epoch: 4/20... Training loss: 0.0727
Epoch: 4/20... Training loss: 0.0752
Epoch: 4/20... Training loss: 0.0726
Epoch: 4/20... Training loss: 0.0742
Epoch: 4/20... Training loss: 0.0740
Epoch: 4/20... Training loss: 0.0716
Epoch: 4/20... Training loss: 0.0718
Epoch: 4/20... Training loss: 0.0718
Epoch: 4/20... Training loss: 0.0728
Epoch: 4/20... Training loss: 0.0723
Epoch: 4/20... Training loss: 0.0727
Epoch: 4/20... Training loss: 0.0725
Epoch: 4/20... Training loss: 0.0713
Epoch: 4/20... Training loss: 0.0728
Epoch: 4/20... Training loss: 0.0727
Epoch: 4/20... Training loss: 0.0714
Epoch: 4/20... Training loss: 0.0710
Epoch: 4/20... Training loss: 0.0756
Epoch: 4/20... Training loss: 0.0738
Epoch: 4/20... Training loss: 0.0711
Epoch: 4/20... Training loss: 0.0753
Epoch: 4/20... Training loss: 0.0717
Epoch: 4/20... Training loss: 0.0736
Epoch: 4/20... Training loss: 0.0736
Epoch: 4/20... Training loss: 0.0721
Epoch: 4/20... Training loss: 0.0723
Epoch: 4/20... Training loss: 0.0717
Epoch: 4/20... Training loss: 0.0742
Epoch: 4/20... Training loss: 0.0715
Epoch: 4/20... Training loss: 0.0711
Epoch: 4/20... Training loss: 0.0742
Epoch: 4/20... Training loss: 0.0707
Epoch: 4/20... Training loss: 0.0753
Epoch: 4/20... Training loss: 0.0741
Epoch: 4/20... Training loss: 0.0739
Epoch: 4/20... Training loss: 0.0709
Epoch: 4/20... Training loss: 0.0751
Epoch: 4/20... Training loss: 0.0712
Epoch: 4/20... Training loss: 0.0710
Epoch: 4/20... Training loss: 0.0744
Epoch: 4/20... Training loss: 0.0761
Epoch: 4/20... Training loss: 0.0718
Epoch: 4/20... Training loss: 0.0729
Epoch: 4/20... Training loss: 0.0711
Epoch: 4/20... Training loss: 0.0712
Epoch: 4/20... Training loss: 0.0725
Epoch: 4/20... Training loss: 0.0716
Epoch: 4/20... Training loss: 0.0739
Epoch: 4/20... Training loss: 0.0732
Epoch: 4/20... Training loss: 0.0710
Epoch: 4/20... Training loss: 0.0712
Epoch: 4/20... Training loss: 0.0720
Epoch: 4/20... Training loss: 0.0713
Epoch: 4/20... Training loss: 0.0713
Epoch: 4/20... Training loss: 0.0716
Epoch: 4/20... Training loss: 0.0718
Epoch: 4/20... Training loss: 0.0742
Epoch: 4/20... Training loss: 0.0730
Epoch: 4/20... Training loss: 0.0716
Epoch: 4/20... Training loss: 0.0709
Epoch: 4/20... Training loss: 0.0737
Epoch: 4/20... Training loss: 0.0715
Epoch: 4/20... Training loss: 0.0711
Epoch: 4/20... Training loss: 0.0751
Epoch: 4/20... Training loss: 0.0712
Epoch: 4/20... Training loss: 0.0726
Epoch: 4/20... Training loss: 0.0730
Epoch: 4/20... Training loss: 0.0730
Epoch: 4/20... Training loss: 0.0720
Epoch: 4/20... Training loss: 0.0726
Epoch: 4/20... Training loss: 0.0722
Epoch: 4/20... Training loss: 0.0703
Epoch: 4/20... Training loss: 0.0724
Epoch: 4/20... Training loss: 0.0711
Epoch: 4/20... Training loss: 0.0723
Epoch: 4/20... Training loss: 0.0712
Epoch: 4/20... Training loss: 0.0754
Epoch: 4/20... Training loss: 0.0725
Epoch: 4/20... Training loss: 0.0726
Epoch: 4/20... Training loss: 0.0723
Epoch: 4/20... Training loss: 0.0717
Epoch: 4/20... Training loss: 0.0730
Epoch: 4/20... Training loss: 0.0709
Epoch: 4/20... Training loss: 0.0723
Epoch: 4/20... Training loss: 0.0744
Epoch: 4/20... Training loss: 0.0734
Epoch: 4/20... Training loss: 0.0727
Epoch: 4/20... Training loss: 0.0713
Epoch: 4/20... Training loss: 0.0727
Epoch: 4/20... Training loss: 0.0731
Epoch: 4/20... Training loss: 0.0746
Epoch: 4/20... Training loss: 0.0686
Epoch: 4/20... Training loss: 0.0719
Epoch: 4/20... Training loss: 0.0708
Epoch: 4/20... Training loss: 0.0697
Epoch: 4/20... Training loss: 0.0720
Epoch: 4/20... Training loss: 0.0727
Epoch: 4/20... Training loss: 0.0703
Epoch: 4/20... Training loss: 0.0734
Epoch: 4/20... Training loss: 0.0690
Epoch: 4/20... Training loss: 0.0722
Epoch: 4/20... Training loss: 0.0722
Epoch: 4/20... Training loss: 0.0716
Epoch: 4/20... Training loss: 0.0712
Epoch: 4/20... Training loss: 0.0713
Epoch: 4/20... Training loss: 0.0708
Epoch: 4/20... Training loss: 0.0733
Epoch: 4/20... Training loss: 0.0716
Epoch: 4/20... Training loss: 0.0713
Epoch: 4/20... Training loss: 0.0716
Epoch: 4/20... Training loss: 0.0724
Epoch: 4/20... Training loss: 0.0717
Epoch: 4/20... Training loss: 0.0700
Epoch: 4/20... Training loss: 0.0697
Epoch: 4/20... Training loss: 0.0718
Epoch: 4/20... Training loss: 0.0728
Epoch: 4/20... Training loss: 0.0769
Epoch: 4/20... Training loss: 0.0745
Epoch: 4/20... Training loss: 0.0737
Epoch: 4/20... Training loss: 0.0704
Epoch: 4/20... Training loss: 0.0730
Epoch: 4/20... Training loss: 0.0705
Epoch: 4/20... Training loss: 0.0735
Epoch: 4/20... Training loss: 0.0740
Epoch: 4/20... Training loss: 0.0729
Epoch: 4/20... Training loss: 0.0725
Epoch: 4/20... Training loss: 0.0727
Epoch: 4/20... Training loss: 0.0735
Epoch: 4/20... Training loss: 0.0716
Epoch: 4/20... Training loss: 0.0724
Epoch: 4/20... Training loss: 0.0712
Epoch: 4/20... Training loss: 0.0719
Epoch: 4/20... Training loss: 0.0739
Epoch: 4/20... Training loss: 0.0756
Epoch: 4/20... Training loss: 0.0745
Epoch: 4/20... Training loss: 0.0713
Epoch: 4/20... Training loss: 0.0695
Epoch: 4/20... Training loss: 0.0732
Epoch: 4/20... Training loss: 0.0707
Epoch: 4/20... Training loss: 0.0706
Epoch: 4/20... Training loss: 0.0710
Epoch: 4/20... Training loss: 0.0711
Epoch: 4/20... Training loss: 0.0710
Epoch: 4/20... Training loss: 0.0689
Epoch: 4/20... Training loss: 0.0737
Epoch: 4/20... Training loss: 0.0718
Epoch: 4/20... Training loss: 0.0707
Epoch: 4/20... Training loss: 0.0726
Epoch: 4/20... Training loss: 0.0706
Epoch: 4/20... Training loss: 0.0715
Epoch: 4/20... Training loss: 0.0713
Epoch: 4/20... Training loss: 0.0700
Epoch: 4/20... Training loss: 0.0749
Epoch: 4/20... Training loss: 0.0710
Epoch: 4/20... Training loss: 0.0733
Epoch: 4/20... Training loss: 0.0704
Epoch: 4/20... Training loss: 0.0731
Epoch: 4/20... Training loss: 0.0714
Epoch: 4/20... Training loss: 0.0740
Epoch: 4/20... Training loss: 0.0747
Epoch: 4/20... Training loss: 0.0705
Epoch: 4/20... Training loss: 0.0725
Epoch: 4/20... Training loss: 0.0719
Epoch: 4/20... Training loss: 0.0732
Epoch: 4/20... Training loss: 0.0721
Epoch: 4/20... Training loss: 0.0721
Epoch: 4/20... Training loss: 0.0719
Epoch: 4/20... Training loss: 0.0715
Epoch: 4/20... Training loss: 0.0726
Epoch: 4/20... Training loss: 0.0718
Epoch: 4/20... Training loss: 0.0707
Epoch: 4/20... Training loss: 0.0701
Epoch: 4/20... Training loss: 0.0714
Epoch: 4/20... Training loss: 0.0720
Epoch: 4/20... Training loss: 0.0708
Epoch: 4/20... Training loss: 0.0708
Epoch: 4/20... Training loss: 0.0713
Epoch: 4/20... Training loss: 0.0702
Epoch: 4/20... Training loss: 0.0714
Epoch: 4/20... Training loss: 0.0708
Epoch: 4/20... Training loss: 0.0729
Epoch: 4/20... Training loss: 0.0709
Epoch: 4/20... Training loss: 0.0744
Epoch: 4/20... Training loss: 0.0694
Epoch: 4/20... Training loss: 0.0725
Epoch: 4/20... Training loss: 0.0711
Epoch: 4/20... Training loss: 0.0729
Epoch: 4/20... Training loss: 0.0730
Epoch: 4/20... Training loss: 0.0719
Epoch: 4/20... Training loss: 0.0715
Epoch: 4/20... Training loss: 0.0739
Epoch: 4/20... Training loss: 0.0706
Epoch: 4/20... Training loss: 0.0735
Epoch: 4/20... Training loss: 0.0725
Epoch: 4/20... Training loss: 0.0714
Epoch: 4/20... Training loss: 0.0731
Epoch: 4/20... Training loss: 0.0737
Epoch: 4/20... Training loss: 0.0719
Epoch: 4/20... Training loss: 0.0732
Epoch: 4/20... Training loss: 0.0717
Epoch: 4/20... Training loss: 0.0733
Epoch: 4/20... Training loss: 0.0734
Epoch: 4/20... Training loss: 0.0721
Epoch: 4/20... Training loss: 0.0730
Epoch: 4/20... Training loss: 0.0733
Epoch: 4/20... Training loss: 0.0770
Epoch: 4/20... Training loss: 0.0744
Epoch: 4/20... Training loss: 0.0706
Epoch: 4/20... Training loss: 0.0725
Epoch: 4/20... Training loss: 0.0712
Epoch: 4/20... Training loss: 0.0728
Epoch: 4/20... Training loss: 0.0734
Epoch: 4/20... Training loss: 0.0707
Epoch: 4/20... Training loss: 0.0717
Epoch: 4/20... Training loss: 0.0705
Epoch: 4/20... Training loss: 0.0734
Epoch: 4/20... Training loss: 0.0737
Epoch: 4/20... Training loss: 0.0706
Epoch: 4/20... Training loss: 0.0748
Epoch: 4/20... Training loss: 0.0737
Epoch: 4/20... Training loss: 0.0707
Epoch: 4/20... Training loss: 0.0707
Epoch: 4/20... Training loss: 0.0706
Epoch: 4/20... Training loss: 0.0724
Epoch: 4/20... Training loss: 0.0731
Epoch: 4/20... Training loss: 0.0732
Epoch: 4/20... Training loss: 0.0734
Epoch: 5/20... Training loss: 0.0709
Epoch: 5/20... Training loss: 0.0719
Epoch: 5/20... Training loss: 0.0729
Epoch: 5/20... Training loss: 0.0724
Epoch: 5/20... Training loss: 0.0712
Epoch: 5/20... Training loss: 0.0718
Epoch: 5/20... Training loss: 0.0725
Epoch: 5/20... Training loss: 0.0720
Epoch: 5/20... Training loss: 0.0689
Epoch: 5/20... Training loss: 0.0707
Epoch: 5/20... Training loss: 0.0724
Epoch: 5/20... Training loss: 0.0738
Epoch: 5/20... Training loss: 0.0711
Epoch: 5/20... Training loss: 0.0715
Epoch: 5/20... Training loss: 0.0714
Epoch: 5/20... Training loss: 0.0709
Epoch: 5/20... Training loss: 0.0729
Epoch: 5/20... Training loss: 0.0719
Epoch: 5/20... Training loss: 0.0719
Epoch: 5/20... Training loss: 0.0693
Epoch: 5/20... Training loss: 0.0727
Epoch: 5/20... Training loss: 0.0720
Epoch: 5/20... Training loss: 0.0730
Epoch: 5/20... Training loss: 0.0704
Epoch: 5/20... Training loss: 0.0694
Epoch: 5/20... Training loss: 0.0721
Epoch: 5/20... Training loss: 0.0705
Epoch: 5/20... Training loss: 0.0733
Epoch: 5/20... Training loss: 0.0728
Epoch: 5/20... Training loss: 0.0712
Epoch: 5/20... Training loss: 0.0737
Epoch: 5/20... Training loss: 0.0702
Epoch: 5/20... Training loss: 0.0739
Epoch: 5/20... Training loss: 0.0711
Epoch: 5/20... Training loss: 0.0723
Epoch: 5/20... Training loss: 0.0706
Epoch: 5/20... Training loss: 0.0711
Epoch: 5/20... Training loss: 0.0721
Epoch: 5/20... Training loss: 0.0727
Epoch: 5/20... Training loss: 0.0721
Epoch: 5/20... Training loss: 0.0705
Epoch: 5/20... Training loss: 0.0730
Epoch: 5/20... Training loss: 0.0731
Epoch: 5/20... Training loss: 0.0741
Epoch: 5/20... Training loss: 0.0712
Epoch: 5/20... Training loss: 0.0730
Epoch: 5/20... Training loss: 0.0722
Epoch: 5/20... Training loss: 0.0700
Epoch: 5/20... Training loss: 0.0740
Epoch: 5/20... Training loss: 0.0722
Epoch: 5/20... Training loss: 0.0732
Epoch: 5/20... Training loss: 0.0733
Epoch: 5/20... Training loss: 0.0725
Epoch: 5/20... Training loss: 0.0721
Epoch: 5/20... Training loss: 0.0725
Epoch: 5/20... Training loss: 0.0715
Epoch: 5/20... Training loss: 0.0711
Epoch: 5/20... Training loss: 0.0717
Epoch: 5/20... Training loss: 0.0709
Epoch: 5/20... Training loss: 0.0737
Epoch: 5/20... Training loss: 0.0720
Epoch: 5/20... Training loss: 0.0698
Epoch: 5/20... Training loss: 0.0728
Epoch: 5/20... Training loss: 0.0713
Epoch: 5/20... Training loss: 0.0720
Epoch: 5/20... Training loss: 0.0733
Epoch: 5/20... Training loss: 0.0725
Epoch: 5/20... Training loss: 0.0711
Epoch: 5/20... Training loss: 0.0699
Epoch: 5/20... Training loss: 0.0722
Epoch: 5/20... Training loss: 0.0711
Epoch: 5/20... Training loss: 0.0743
Epoch: 5/20... Training loss: 0.0728
Epoch: 5/20... Training loss: 0.0737
Epoch: 5/20... Training loss: 0.0730
Epoch: 5/20... Training loss: 0.0720
Epoch: 5/20... Training loss: 0.0733
Epoch: 5/20... Training loss: 0.0718
Epoch: 5/20... Training loss: 0.0739
Epoch: 5/20... Training loss: 0.0733
Epoch: 5/20... Training loss: 0.0723
Epoch: 5/20... Training loss: 0.0736
Epoch: 5/20... Training loss: 0.0728
Epoch: 5/20... Training loss: 0.0737
Epoch: 5/20... Training loss: 0.0719
Epoch: 5/20... Training loss: 0.0709
Epoch: 5/20... Training loss: 0.0718
Epoch: 5/20... Training loss: 0.0682
Epoch: 5/20... Training loss: 0.0737
Epoch: 5/20... Training loss: 0.0714
Epoch: 5/20... Training loss: 0.0710
Epoch: 5/20... Training loss: 0.0721
Epoch: 5/20... Training loss: 0.0732
Epoch: 5/20... Training loss: 0.0719
Epoch: 5/20... Training loss: 0.0706
Epoch: 5/20... Training loss: 0.0722
Epoch: 5/20... Training loss: 0.0733
Epoch: 5/20... Training loss: 0.0715
Epoch: 5/20... Training loss: 0.0700
Epoch: 5/20... Training loss: 0.0718
Epoch: 5/20... Training loss: 0.0730
Epoch: 5/20... Training loss: 0.0717
Epoch: 5/20... Training loss: 0.0730
Epoch: 5/20... Training loss: 0.0715
Epoch: 5/20... Training loss: 0.0719
Epoch: 5/20... Training loss: 0.0727
Epoch: 5/20... Training loss: 0.0733
Epoch: 5/20... Training loss: 0.0712
Epoch: 5/20... Training loss: 0.0729
Epoch: 5/20... Training loss: 0.0739
Epoch: 5/20... Training loss: 0.0700
Epoch: 5/20... Training loss: 0.0710
Epoch: 5/20... Training loss: 0.0728
Epoch: 5/20... Training loss: 0.0722
Epoch: 5/20... Training loss: 0.0710
Epoch: 5/20... Training loss: 0.0734
Epoch: 5/20... Training loss: 0.0728
Epoch: 5/20... Training loss: 0.0738
Epoch: 5/20... Training loss: 0.0700
Epoch: 5/20... Training loss: 0.0708
Epoch: 5/20... Training loss: 0.0721
Epoch: 5/20... Training loss: 0.0724
Epoch: 5/20... Training loss: 0.0709
Epoch: 5/20... Training loss: 0.0717
Epoch: 5/20... Training loss: 0.0714
Epoch: 5/20... Training loss: 0.0726
Epoch: 5/20... Training loss: 0.0726
Epoch: 5/20... Training loss: 0.0698
Epoch: 5/20... Training loss: 0.0697
Epoch: 5/20... Training loss: 0.0722
Epoch: 5/20... Training loss: 0.0726
Epoch: 5/20... Training loss: 0.0695
Epoch: 5/20... Training loss: 0.0716
Epoch: 5/20... Training loss: 0.0726
Epoch: 5/20... Training loss: 0.0726
Epoch: 5/20... Training loss: 0.0724
Epoch: 5/20... Training loss: 0.0739
Epoch: 5/20... Training loss: 0.0713
Epoch: 5/20... Training loss: 0.0700
Epoch: 5/20... Training loss: 0.0722
Epoch: 5/20... Training loss: 0.0721
Epoch: 5/20... Training loss: 0.0719
Epoch: 5/20... Training loss: 0.0712
Epoch: 5/20... Training loss: 0.0708
Epoch: 5/20... Training loss: 0.0735
Epoch: 5/20... Training loss: 0.0761
Epoch: 5/20... Training loss: 0.0734
Epoch: 5/20... Training loss: 0.0725
Epoch: 5/20... Training loss: 0.0698
Epoch: 5/20... Training loss: 0.0745
Epoch: 5/20... Training loss: 0.0711
Epoch: 5/20... Training loss: 0.0724
Epoch: 5/20... Training loss: 0.0713
Epoch: 5/20... Training loss: 0.0718
Epoch: 5/20... Training loss: 0.0737
Epoch: 5/20... Training loss: 0.0717
Epoch: 5/20... Training loss: 0.0731
Epoch: 5/20... Training loss: 0.0700
Epoch: 5/20... Training loss: 0.0707
Epoch: 5/20... Training loss: 0.0700
Epoch: 5/20... Training loss: 0.0706
Epoch: 5/20... Training loss: 0.0713
Epoch: 5/20... Training loss: 0.0741
Epoch: 5/20... Training loss: 0.0689
Epoch: 5/20... Training loss: 0.0716
Epoch: 5/20... Training loss: 0.0717
Epoch: 5/20... Training loss: 0.0740
Epoch: 5/20... Training loss: 0.0721
Epoch: 5/20... Training loss: 0.0705
Epoch: 5/20... Training loss: 0.0765
Epoch: 5/20... Training loss: 0.0741
Epoch: 5/20... Training loss: 0.0700
Epoch: 5/20... Training loss: 0.0714
Epoch: 5/20... Training loss: 0.0722
Epoch: 5/20... Training loss: 0.0738
Epoch: 5/20... Training loss: 0.0747
Epoch: 5/20... Training loss: 0.0712
Epoch: 5/20... Training loss: 0.0711
Epoch: 5/20... Training loss: 0.0713
Epoch: 5/20... Training loss: 0.0749
Epoch: 5/20... Training loss: 0.0698
Epoch: 5/20... Training loss: 0.0716
Epoch: 5/20... Training loss: 0.0718
Epoch: 5/20... Training loss: 0.0727
Epoch: 5/20... Training loss: 0.0698
Epoch: 5/20... Training loss: 0.0716
Epoch: 5/20... Training loss: 0.0723
Epoch: 5/20... Training loss: 0.0716
Epoch: 5/20... Training loss: 0.0730
Epoch: 5/20... Training loss: 0.0726
Epoch: 5/20... Training loss: 0.0732
Epoch: 5/20... Training loss: 0.0702
Epoch: 5/20... Training loss: 0.0715
Epoch: 5/20... Training loss: 0.0722
Epoch: 5/20... Training loss: 0.0695
Epoch: 5/20... Training loss: 0.0697
Epoch: 5/20... Training loss: 0.0689
Epoch: 5/20... Training loss: 0.0726
Epoch: 5/20... Training loss: 0.0714
Epoch: 5/20... Training loss: 0.0739
Epoch: 5/20... Training loss: 0.0721
Epoch: 5/20... Training loss: 0.0732
Epoch: 5/20... Training loss: 0.0710
Epoch: 5/20... Training loss: 0.0735
Epoch: 5/20... Training loss: 0.0730
Epoch: 5/20... Training loss: 0.0742
Epoch: 5/20... Training loss: 0.0695
Epoch: 5/20... Training loss: 0.0725
Epoch: 5/20... Training loss: 0.0722
Epoch: 5/20... Training loss: 0.0750
Epoch: 5/20... Training loss: 0.0723
Epoch: 5/20... Training loss: 0.0728
Epoch: 5/20... Training loss: 0.0720
Epoch: 5/20... Training loss: 0.0734
Epoch: 5/20... Training loss: 0.0725
Epoch: 5/20... Training loss: 0.0703
Epoch: 5/20... Training loss: 0.0717
Epoch: 5/20... Training loss: 0.0717
Epoch: 5/20... Training loss: 0.0724
Epoch: 5/20... Training loss: 0.0724
Epoch: 5/20... Training loss: 0.0728
Epoch: 5/20... Training loss: 0.0711
Epoch: 5/20... Training loss: 0.0702
Epoch: 5/20... Training loss: 0.0728
Epoch: 5/20... Training loss: 0.0738
Epoch: 5/20... Training loss: 0.0711
Epoch: 5/20... Training loss: 0.0737
Epoch: 5/20... Training loss: 0.0720
Epoch: 5/20... Training loss: 0.0711
Epoch: 5/20... Training loss: 0.0722
Epoch: 5/20... Training loss: 0.0737
Epoch: 5/20... Training loss: 0.0720
Epoch: 5/20... Training loss: 0.0730
Epoch: 5/20... Training loss: 0.0744
Epoch: 5/20... Training loss: 0.0741
Epoch: 5/20... Training loss: 0.0735
Epoch: 5/20... Training loss: 0.0727
Epoch: 5/20... Training loss: 0.0724
Epoch: 5/20... Training loss: 0.0734
Epoch: 5/20... Training loss: 0.0739
Epoch: 5/20... Training loss: 0.0703
Epoch: 5/20... Training loss: 0.0698
Epoch: 5/20... Training loss: 0.0705
Epoch: 5/20... Training loss: 0.0734
Epoch: 5/20... Training loss: 0.0730
Epoch: 5/20... Training loss: 0.0714
Epoch: 5/20... Training loss: 0.0734
Epoch: 5/20... Training loss: 0.0715
Epoch: 5/20... Training loss: 0.0719
Epoch: 5/20... Training loss: 0.0741
Epoch: 5/20... Training loss: 0.0719
Epoch: 5/20... Training loss: 0.0719
Epoch: 5/20... Training loss: 0.0707
Epoch: 5/20... Training loss: 0.0740
Epoch: 5/20... Training loss: 0.0734
Epoch: 5/20... Training loss: 0.0724
Epoch: 5/20... Training loss: 0.0729
Epoch: 5/20... Training loss: 0.0726
Epoch: 5/20... Training loss: 0.0747
Epoch: 5/20... Training loss: 0.0739
Epoch: 5/20... Training loss: 0.0732
Epoch: 5/20... Training loss: 0.0710
Epoch: 5/20... Training loss: 0.0729
Epoch: 5/20... Training loss: 0.0728
Epoch: 5/20... Training loss: 0.0729
Epoch: 5/20... Training loss: 0.0724
Epoch: 5/20... Training loss: 0.0740
Epoch: 5/20... Training loss: 0.0730
Epoch: 5/20... Training loss: 0.0721
Epoch: 5/20... Training loss: 0.0694
Epoch: 5/20... Training loss: 0.0734
Epoch: 5/20... Training loss: 0.0719
Epoch: 5/20... Training loss: 0.0733
Epoch: 5/20... Training loss: 0.0695
Epoch: 5/20... Training loss: 0.0710
Epoch: 5/20... Training loss: 0.0721
Epoch: 5/20... Training loss: 0.0721
Epoch: 5/20... Training loss: 0.0734
Epoch: 5/20... Training loss: 0.0715
Epoch: 5/20... Training loss: 0.0705
Epoch: 5/20... Training loss: 0.0713
Epoch: 5/20... Training loss: 0.0721
Epoch: 5/20... Training loss: 0.0736
Epoch: 5/20... Training loss: 0.0724
Epoch: 5/20... Training loss: 0.0728
Epoch: 5/20... Training loss: 0.0725
Epoch: 5/20... Training loss: 0.0700
Epoch: 5/20... Training loss: 0.0705
Epoch: 5/20... Training loss: 0.0717
Epoch: 5/20... Training loss: 0.0724
Epoch: 5/20... Training loss: 0.0720
Epoch: 5/20... Training loss: 0.0711
Epoch: 5/20... Training loss: 0.0727
Epoch: 5/20... Training loss: 0.0729
Epoch: 5/20... Training loss: 0.0725
Epoch: 5/20... Training loss: 0.0716
Epoch: 5/20... Training loss: 0.0725
Epoch: 5/20... Training loss: 0.0711
Epoch: 5/20... Training loss: 0.0714
Epoch: 5/20... Training loss: 0.0684
Epoch: 6/20... Training loss: 0.0713
Epoch: 6/20... Training loss: 0.0709
Epoch: 6/20... Training loss: 0.0720
Epoch: 6/20... Training loss: 0.0720
Epoch: 6/20... Training loss: 0.0723
Epoch: 6/20... Training loss: 0.0738
Epoch: 6/20... Training loss: 0.0732
Epoch: 6/20... Training loss: 0.0715
Epoch: 6/20... Training loss: 0.0701
Epoch: 6/20... Training loss: 0.0717
Epoch: 6/20... Training loss: 0.0722
Epoch: 6/20... Training loss: 0.0718
Epoch: 6/20... Training loss: 0.0711
Epoch: 6/20... Training loss: 0.0731
Epoch: 6/20... Training loss: 0.0704
Epoch: 6/20... Training loss: 0.0732
Epoch: 6/20... Training loss: 0.0711
Epoch: 6/20... Training loss: 0.0699
Epoch: 6/20... Training loss: 0.0720
Epoch: 6/20... Training loss: 0.0741
Epoch: 6/20... Training loss: 0.0709
Epoch: 6/20... Training loss: 0.0697
Epoch: 6/20... Training loss: 0.0731
Epoch: 6/20... Training loss: 0.0731
Epoch: 6/20... Training loss: 0.0724
Epoch: 6/20... Training loss: 0.0715
Epoch: 6/20... Training loss: 0.0739
Epoch: 6/20... Training loss: 0.0718
Epoch: 6/20... Training loss: 0.0714
Epoch: 6/20... Training loss: 0.0728
Epoch: 6/20... Training loss: 0.0720
Epoch: 6/20... Training loss: 0.0718
Epoch: 6/20... Training loss: 0.0729
Epoch: 6/20... Training loss: 0.0733
Epoch: 6/20... Training loss: 0.0701
Epoch: 6/20... Training loss: 0.0701
Epoch: 6/20... Training loss: 0.0759
Epoch: 6/20... Training loss: 0.0711
Epoch: 6/20... Training loss: 0.0716
Epoch: 6/20... Training loss: 0.0724
Epoch: 6/20... Training loss: 0.0725
Epoch: 6/20... Training loss: 0.0702
Epoch: 6/20... Training loss: 0.0707
Epoch: 6/20... Training loss: 0.0757
Epoch: 6/20... Training loss: 0.0709
Epoch: 6/20... Training loss: 0.0721
Epoch: 6/20... Training loss: 0.0722
Epoch: 6/20... Training loss: 0.0721
Epoch: 6/20... Training loss: 0.0730
Epoch: 6/20... Training loss: 0.0699
Epoch: 6/20... Training loss: 0.0720
Epoch: 6/20... Training loss: 0.0732
Epoch: 6/20... Training loss: 0.0739
Epoch: 6/20... Training loss: 0.0717
Epoch: 6/20... Training loss: 0.0717
Epoch: 6/20... Training loss: 0.0726
Epoch: 6/20... Training loss: 0.0719
Epoch: 6/20... Training loss: 0.0748
Epoch: 6/20... Training loss: 0.0717
Epoch: 6/20... Training loss: 0.0727
Epoch: 6/20... Training loss: 0.0723
Epoch: 6/20... Training loss: 0.0697
Epoch: 6/20... Training loss: 0.0717
Epoch: 6/20... Training loss: 0.0729
Epoch: 6/20... Training loss: 0.0709
Epoch: 6/20... Training loss: 0.0701
Epoch: 6/20... Training loss: 0.0712
Epoch: 6/20... Training loss: 0.0718
Epoch: 6/20... Training loss: 0.0702
Epoch: 6/20... Training loss: 0.0719
Epoch: 6/20... Training loss: 0.0711
Epoch: 6/20... Training loss: 0.0731
Epoch: 6/20... Training loss: 0.0710
Epoch: 6/20... Training loss: 0.0726
Epoch: 6/20... Training loss: 0.0718
Epoch: 6/20... Training loss: 0.0746
Epoch: 6/20... Training loss: 0.0718
Epoch: 6/20... Training loss: 0.0721
Epoch: 6/20... Training loss: 0.0719
Epoch: 6/20... Training loss: 0.0727
Epoch: 6/20... Training loss: 0.0709
Epoch: 6/20... Training loss: 0.0720
Epoch: 6/20... Training loss: 0.0719
Epoch: 6/20... Training loss: 0.0703
Epoch: 6/20... Training loss: 0.0720
Epoch: 6/20... Training loss: 0.0721
Epoch: 6/20... Training loss: 0.0746
Epoch: 6/20... Training loss: 0.0733
Epoch: 6/20... Training loss: 0.0708
Epoch: 6/20... Training loss: 0.0702
Epoch: 6/20... Training loss: 0.0710
Epoch: 6/20... Training loss: 0.0711
Epoch: 6/20... Training loss: 0.0736
Epoch: 6/20... Training loss: 0.0718
Epoch: 6/20... Training loss: 0.0703
Epoch: 6/20... Training loss: 0.0731
Epoch: 6/20... Training loss: 0.0718
Epoch: 6/20... Training loss: 0.0725
Epoch: 6/20... Training loss: 0.0729
Epoch: 6/20... Training loss: 0.0696
Epoch: 6/20... Training loss: 0.0708
Epoch: 6/20... Training loss: 0.0730
Epoch: 6/20... Training loss: 0.0726
Epoch: 6/20... Training loss: 0.0723
Epoch: 6/20... Training loss: 0.0721
Epoch: 6/20... Training loss: 0.0719
Epoch: 6/20... Training loss: 0.0716
Epoch: 6/20... Training loss: 0.0710
Epoch: 6/20... Training loss: 0.0743
Epoch: 6/20... Training loss: 0.0719
Epoch: 6/20... Training loss: 0.0712
Epoch: 6/20... Training loss: 0.0715
Epoch: 6/20... Training loss: 0.0730
Epoch: 6/20... Training loss: 0.0725
Epoch: 6/20... Training loss: 0.0731
Epoch: 6/20... Training loss: 0.0705
Epoch: 6/20... Training loss: 0.0727
Epoch: 6/20... Training loss: 0.0716
Epoch: 6/20... Training loss: 0.0731
Epoch: 6/20... Training loss: 0.0724
Epoch: 6/20... Training loss: 0.0724
Epoch: 6/20... Training loss: 0.0710
Epoch: 6/20... Training loss: 0.0715
Epoch: 6/20... Training loss: 0.0718
Epoch: 6/20... Training loss: 0.0701
Epoch: 6/20... Training loss: 0.0699
Epoch: 6/20... Training loss: 0.0697
Epoch: 6/20... Training loss: 0.0735
Epoch: 6/20... Training loss: 0.0724
Epoch: 6/20... Training loss: 0.0714
Epoch: 6/20... Training loss: 0.0701
Epoch: 6/20... Training loss: 0.0723
Epoch: 6/20... Training loss: 0.0716
Epoch: 6/20... Training loss: 0.0733
Epoch: 6/20... Training loss: 0.0735
Epoch: 6/20... Training loss: 0.0705
Epoch: 6/20... Training loss: 0.0708
Epoch: 6/20... Training loss: 0.0719
Epoch: 6/20... Training loss: 0.0728
Epoch: 6/20... Training loss: 0.0712
Epoch: 6/20... Training loss: 0.0716
Epoch: 6/20... Training loss: 0.0717
Epoch: 6/20... Training loss: 0.0717
Epoch: 6/20... Training loss: 0.0692
Epoch: 6/20... Training loss: 0.0722
Epoch: 6/20... Training loss: 0.0726
Epoch: 6/20... Training loss: 0.0707
Epoch: 6/20... Training loss: 0.0726
Epoch: 6/20... Training loss: 0.0733
Epoch: 6/20... Training loss: 0.0738
Epoch: 6/20... Training loss: 0.0736
Epoch: 6/20... Training loss: 0.0719
Epoch: 6/20... Training loss: 0.0745
Epoch: 6/20... Training loss: 0.0711
Epoch: 6/20... Training loss: 0.0718
Epoch: 6/20... Training loss: 0.0704
Epoch: 6/20... Training loss: 0.0739
Epoch: 6/20... Training loss: 0.0710
Epoch: 6/20... Training loss: 0.0693
Epoch: 6/20... Training loss: 0.0722
Epoch: 6/20... Training loss: 0.0735
Epoch: 6/20... Training loss: 0.0728
Epoch: 6/20... Training loss: 0.0698
Epoch: 6/20... Training loss: 0.0745
Epoch: 6/20... Training loss: 0.0718
Epoch: 6/20... Training loss: 0.0710
Epoch: 6/20... Training loss: 0.0718
Epoch: 6/20... Training loss: 0.0727
Epoch: 6/20... Training loss: 0.0725
Epoch: 6/20... Training loss: 0.0705
Epoch: 6/20... Training loss: 0.0721
Epoch: 6/20... Training loss: 0.0696
Epoch: 6/20... Training loss: 0.0740
Epoch: 6/20... Training loss: 0.0713
Epoch: 6/20... Training loss: 0.0717
Epoch: 6/20... Training loss: 0.0730
Epoch: 6/20... Training loss: 0.0695
Epoch: 6/20... Training loss: 0.0720
Epoch: 6/20... Training loss: 0.0689
Epoch: 6/20... Training loss: 0.0701
Epoch: 6/20... Training loss: 0.0721
Epoch: 6/20... Training loss: 0.0729
Epoch: 6/20... Training loss: 0.0731
Epoch: 6/20... Training loss: 0.0711
Epoch: 6/20... Training loss: 0.0701
Epoch: 6/20... Training loss: 0.0734
Epoch: 6/20... Training loss: 0.0711
Epoch: 6/20... Training loss: 0.0726
Epoch: 6/20... Training loss: 0.0722
Epoch: 6/20... Training loss: 0.0718
Epoch: 6/20... Training loss: 0.0739
Epoch: 6/20... Training loss: 0.0711
Epoch: 6/20... Training loss: 0.0702
Epoch: 6/20... Training loss: 0.0722
Epoch: 6/20... Training loss: 0.0715
Epoch: 6/20... Training loss: 0.0730
Epoch: 6/20... Training loss: 0.0725
Epoch: 6/20... Training loss: 0.0703
Epoch: 6/20... Training loss: 0.0713
Epoch: 6/20... Training loss: 0.0710
Epoch: 6/20... Training loss: 0.0733
Epoch: 6/20... Training loss: 0.0748
Epoch: 6/20... Training loss: 0.0703
Epoch: 6/20... Training loss: 0.0709
Epoch: 6/20... Training loss: 0.0700
Epoch: 6/20... Training loss: 0.0715
Epoch: 6/20... Training loss: 0.0712
Epoch: 6/20... Training loss: 0.0714
Epoch: 6/20... Training loss: 0.0721
Epoch: 6/20... Training loss: 0.0736
Epoch: 6/20... Training loss: 0.0724
Epoch: 6/20... Training loss: 0.0738
Epoch: 6/20... Training loss: 0.0738
Epoch: 6/20... Training loss: 0.0743
Epoch: 6/20... Training loss: 0.0705
Epoch: 6/20... Training loss: 0.0725
Epoch: 6/20... Training loss: 0.0706
Epoch: 6/20... Training loss: 0.0709
Epoch: 6/20... Training loss: 0.0717
Epoch: 6/20... Training loss: 0.0709
Epoch: 6/20... Training loss: 0.0716
Epoch: 6/20... Training loss: 0.0710
Epoch: 6/20... Training loss: 0.0726
Epoch: 6/20... Training loss: 0.0704
Epoch: 6/20... Training loss: 0.0736
Epoch: 6/20... Training loss: 0.0727
Epoch: 6/20... Training loss: 0.0733
Epoch: 6/20... Training loss: 0.0714
Epoch: 6/20... Training loss: 0.0721
Epoch: 6/20... Training loss: 0.0714
Epoch: 6/20... Training loss: 0.0712
Epoch: 6/20... Training loss: 0.0721
Epoch: 6/20... Training loss: 0.0722
Epoch: 6/20... Training loss: 0.0724
Epoch: 6/20... Training loss: 0.0714
Epoch: 6/20... Training loss: 0.0704
Epoch: 6/20... Training loss: 0.0732
Epoch: 6/20... Training loss: 0.0727
Epoch: 6/20... Training loss: 0.0733
Epoch: 6/20... Training loss: 0.0704
Epoch: 6/20... Training loss: 0.0718
Epoch: 6/20... Training loss: 0.0717
Epoch: 6/20... Training loss: 0.0720
Epoch: 6/20... Training loss: 0.0721
Epoch: 6/20... Training loss: 0.0732
Epoch: 6/20... Training loss: 0.0727
Epoch: 6/20... Training loss: 0.0713
Epoch: 6/20... Training loss: 0.0727
Epoch: 6/20... Training loss: 0.0702
Epoch: 6/20... Training loss: 0.0731
Epoch: 6/20... Training loss: 0.0707
Epoch: 6/20... Training loss: 0.0722
Epoch: 6/20... Training loss: 0.0722
Epoch: 6/20... Training loss: 0.0721
Epoch: 6/20... Training loss: 0.0729
Epoch: 6/20... Training loss: 0.0702
Epoch: 6/20... Training loss: 0.0718
Epoch: 6/20... Training loss: 0.0714
Epoch: 6/20... Training loss: 0.0704
Epoch: 6/20... Training loss: 0.0702
Epoch: 6/20... Training loss: 0.0706
Epoch: 6/20... Training loss: 0.0720
Epoch: 6/20... Training loss: 0.0715
Epoch: 6/20... Training loss: 0.0704
Epoch: 6/20... Training loss: 0.0705
Epoch: 6/20... Training loss: 0.0696
Epoch: 6/20... Training loss: 0.0704
Epoch: 6/20... Training loss: 0.0712
Epoch: 6/20... Training loss: 0.0689
Epoch: 6/20... Training loss: 0.0727
Epoch: 6/20... Training loss: 0.0695
Epoch: 6/20... Training loss: 0.0735
Epoch: 6/20... Training loss: 0.0728
Epoch: 6/20... Training loss: 0.0710
Epoch: 6/20... Training loss: 0.0719
Epoch: 6/20... Training loss: 0.0712
Epoch: 6/20... Training loss: 0.0710
Epoch: 6/20... Training loss: 0.0709
Epoch: 6/20... Training loss: 0.0741
Epoch: 6/20... Training loss: 0.0725
Epoch: 6/20... Training loss: 0.0719
Epoch: 6/20... Training loss: 0.0735
Epoch: 6/20... Training loss: 0.0702
Epoch: 6/20... Training loss: 0.0733
Epoch: 6/20... Training loss: 0.0705
Epoch: 6/20... Training loss: 0.0724
Epoch: 6/20... Training loss: 0.0721
Epoch: 6/20... Training loss: 0.0739
Epoch: 6/20... Training loss: 0.0707
Epoch: 6/20... Training loss: 0.0710
Epoch: 6/20... Training loss: 0.0732
Epoch: 6/20... Training loss: 0.0724
Epoch: 6/20... Training loss: 0.0724
Epoch: 6/20... Training loss: 0.0725
Epoch: 6/20... Training loss: 0.0728
Epoch: 6/20... Training loss: 0.0695
Epoch: 6/20... Training loss: 0.0739
Epoch: 6/20... Training loss: 0.0728
Epoch: 6/20... Training loss: 0.0692
Epoch: 6/20... Training loss: 0.0725
Epoch: 7/20... Training loss: 0.0719
Epoch: 7/20... Training loss: 0.0708
Epoch: 7/20... Training loss: 0.0722
Epoch: 7/20... Training loss: 0.0713
Epoch: 7/20... Training loss: 0.0732
Epoch: 7/20... Training loss: 0.0702
Epoch: 7/20... Training loss: 0.0702
Epoch: 7/20... Training loss: 0.0737
Epoch: 7/20... Training loss: 0.0723
Epoch: 7/20... Training loss: 0.0721
Epoch: 7/20... Training loss: 0.0717
Epoch: 7/20... Training loss: 0.0695
Epoch: 7/20... Training loss: 0.0717
Epoch: 7/20... Training loss: 0.0701
Epoch: 7/20... Training loss: 0.0733
Epoch: 7/20... Training loss: 0.0717
Epoch: 7/20... Training loss: 0.0692
Epoch: 7/20... Training loss: 0.0720
Epoch: 7/20... Training loss: 0.0702
Epoch: 7/20... Training loss: 0.0723
Epoch: 7/20... Training loss: 0.0710
Epoch: 7/20... Training loss: 0.0706
Epoch: 7/20... Training loss: 0.0730
Epoch: 7/20... Training loss: 0.0715
Epoch: 7/20... Training loss: 0.0706
Epoch: 7/20... Training loss: 0.0707
Epoch: 7/20... Training loss: 0.0692
Epoch: 7/20... Training loss: 0.0726
Epoch: 7/20... Training loss: 0.0718
Epoch: 7/20... Training loss: 0.0715
Epoch: 7/20... Training loss: 0.0701
Epoch: 7/20... Training loss: 0.0712
Epoch: 7/20... Training loss: 0.0713
Epoch: 7/20... Training loss: 0.0713
Epoch: 7/20... Training loss: 0.0721
Epoch: 7/20... Training loss: 0.0701
Epoch: 7/20... Training loss: 0.0728
Epoch: 7/20... Training loss: 0.0703
Epoch: 7/20... Training loss: 0.0715
Epoch: 7/20... Training loss: 0.0710
Epoch: 7/20... Training loss: 0.0707
Epoch: 7/20... Training loss: 0.0706
Epoch: 7/20... Training loss: 0.0716
Epoch: 7/20... Training loss: 0.0739
Epoch: 7/20... Training loss: 0.0695
Epoch: 7/20... Training loss: 0.0745
Epoch: 7/20... Training loss: 0.0715
Epoch: 7/20... Training loss: 0.0713
Epoch: 7/20... Training loss: 0.0730
Epoch: 7/20... Training loss: 0.0721
Epoch: 7/20... Training loss: 0.0711
Epoch: 7/20... Training loss: 0.0715
Epoch: 7/20... Training loss: 0.0727
Epoch: 7/20... Training loss: 0.0700
Epoch: 7/20... Training loss: 0.0712
Epoch: 7/20... Training loss: 0.0707
Epoch: 7/20... Training loss: 0.0697
Epoch: 7/20... Training loss: 0.0706
Epoch: 7/20... Training loss: 0.0721
Epoch: 7/20... Training loss: 0.0712
Epoch: 7/20... Training loss: 0.0722
Epoch: 7/20... Training loss: 0.0713
Epoch: 7/20... Training loss: 0.0733
Epoch: 7/20... Training loss: 0.0740
Epoch: 7/20... Training loss: 0.0709
Epoch: 7/20... Training loss: 0.0709
Epoch: 7/20... Training loss: 0.0723
Epoch: 7/20... Training loss: 0.0703
Epoch: 7/20... Training loss: 0.0737
Epoch: 7/20... Training loss: 0.0713
Epoch: 7/20... Training loss: 0.0738
Epoch: 7/20... Training loss: 0.0724
Epoch: 7/20... Training loss: 0.0730
Epoch: 7/20... Training loss: 0.0730
Epoch: 7/20... Training loss: 0.0723
Epoch: 7/20... Training loss: 0.0724
Epoch: 7/20... Training loss: 0.0725
Epoch: 7/20... Training loss: 0.0732
Epoch: 7/20... Training loss: 0.0722
Epoch: 7/20... Training loss: 0.0708
Epoch: 7/20... Training loss: 0.0733
Epoch: 7/20... Training loss: 0.0726
Epoch: 7/20... Training loss: 0.0727
Epoch: 7/20... Training loss: 0.0730
Epoch: 7/20... Training loss: 0.0742
Epoch: 7/20... Training loss: 0.0715
Epoch: 7/20... Training loss: 0.0734
Epoch: 7/20... Training loss: 0.0712
Epoch: 7/20... Training loss: 0.0734
Epoch: 7/20... Training loss: 0.0708
Epoch: 7/20... Training loss: 0.0694
Epoch: 7/20... Training loss: 0.0707
Epoch: 7/20... Training loss: 0.0692
Epoch: 7/20... Training loss: 0.0717
Epoch: 7/20... Training loss: 0.0704
Epoch: 7/20... Training loss: 0.0715
Epoch: 7/20... Training loss: 0.0715
Epoch: 7/20... Training loss: 0.0708
Epoch: 7/20... Training loss: 0.0718
Epoch: 7/20... Training loss: 0.0710
Epoch: 7/20... Training loss: 0.0727
Epoch: 7/20... Training loss: 0.0720
Epoch: 7/20... Training loss: 0.0722
Epoch: 7/20... Training loss: 0.0711
Epoch: 7/20... Training loss: 0.0726
Epoch: 7/20... Training loss: 0.0727
Epoch: 7/20... Training loss: 0.0717
Epoch: 7/20... Training loss: 0.0715
Epoch: 7/20... Training loss: 0.0729
Epoch: 7/20... Training loss: 0.0722
Epoch: 7/20... Training loss: 0.0720
Epoch: 7/20... Training loss: 0.0721
Epoch: 7/20... Training loss: 0.0716
Epoch: 7/20... Training loss: 0.0715
Epoch: 7/20... Training loss: 0.0728
Epoch: 7/20... Training loss: 0.0727
Epoch: 7/20... Training loss: 0.0725
Epoch: 7/20... Training loss: 0.0716
Epoch: 7/20... Training loss: 0.0718
Epoch: 7/20... Training loss: 0.0704
Epoch: 7/20... Training loss: 0.0718
Epoch: 7/20... Training loss: 0.0703
Epoch: 7/20... Training loss: 0.0709
Epoch: 7/20... Training loss: 0.0723
Epoch: 7/20... Training loss: 0.0743
Epoch: 7/20... Training loss: 0.0717
Epoch: 7/20... Training loss: 0.0735
Epoch: 7/20... Training loss: 0.0721
Epoch: 7/20... Training loss: 0.0730
Epoch: 7/20... Training loss: 0.0713
Epoch: 7/20... Training loss: 0.0709
Epoch: 7/20... Training loss: 0.0725
Epoch: 7/20... Training loss: 0.0703
Epoch: 7/20... Training loss: 0.0721
Epoch: 7/20... Training loss: 0.0713
Epoch: 7/20... Training loss: 0.0714
Epoch: 7/20... Training loss: 0.0710
Epoch: 7/20... Training loss: 0.0719
Epoch: 7/20... Training loss: 0.0736
Epoch: 7/20... Training loss: 0.0714
Epoch: 7/20... Training loss: 0.0721
Epoch: 7/20... Training loss: 0.0707
Epoch: 7/20... Training loss: 0.0717
Epoch: 7/20... Training loss: 0.0703
Epoch: 7/20... Training loss: 0.0706
Epoch: 7/20... Training loss: 0.0738
Epoch: 7/20... Training loss: 0.0745
Epoch: 7/20... Training loss: 0.0728
Epoch: 7/20... Training loss: 0.0730
Epoch: 7/20... Training loss: 0.0727
Epoch: 7/20... Training loss: 0.0733
Epoch: 7/20... Training loss: 0.0740
Epoch: 7/20... Training loss: 0.0716
Epoch: 7/20... Training loss: 0.0742
Epoch: 7/20... Training loss: 0.0710
Epoch: 7/20... Training loss: 0.0734
Epoch: 7/20... Training loss: 0.0733
Epoch: 7/20... Training loss: 0.0716
Epoch: 7/20... Training loss: 0.0724
Epoch: 7/20... Training loss: 0.0720
Epoch: 7/20... Training loss: 0.0710
Epoch: 7/20... Training loss: 0.0724
Epoch: 7/20... Training loss: 0.0741
Epoch: 7/20... Training loss: 0.0721
Epoch: 7/20... Training loss: 0.0729
Epoch: 7/20... Training loss: 0.0708
Epoch: 7/20... Training loss: 0.0716
Epoch: 7/20... Training loss: 0.0722
Epoch: 7/20... Training loss: 0.0710
Epoch: 7/20... Training loss: 0.0724
Epoch: 7/20... Training loss: 0.0719
Epoch: 7/20... Training loss: 0.0705
Epoch: 7/20... Training loss: 0.0733
Epoch: 7/20... Training loss: 0.0735
Epoch: 7/20... Training loss: 0.0709
Epoch: 7/20... Training loss: 0.0719
Epoch: 7/20... Training loss: 0.0702
Epoch: 7/20... Training loss: 0.0727
Epoch: 7/20... Training loss: 0.0724
Epoch: 7/20... Training loss: 0.0708
Epoch: 7/20... Training loss: 0.0726
Epoch: 7/20... Training loss: 0.0706
Epoch: 7/20... Training loss: 0.0708
Epoch: 7/20... Training loss: 0.0734
Epoch: 7/20... Training loss: 0.0714
Epoch: 7/20... Training loss: 0.0730
Epoch: 7/20... Training loss: 0.0738
Epoch: 7/20... Training loss: 0.0719
Epoch: 7/20... Training loss: 0.0691
Epoch: 7/20... Training loss: 0.0710
Epoch: 7/20... Training loss: 0.0706
Epoch: 7/20... Training loss: 0.0704
Epoch: 7/20... Training loss: 0.0723
Epoch: 7/20... Training loss: 0.0724
Epoch: 7/20... Training loss: 0.0704
Epoch: 7/20... Training loss: 0.0730
Epoch: 7/20... Training loss: 0.0739
Epoch: 7/20... Training loss: 0.0697
Epoch: 7/20... Training loss: 0.0726
Epoch: 7/20... Training loss: 0.0698
Epoch: 7/20... Training loss: 0.0683
Epoch: 7/20... Training loss: 0.0717
Epoch: 7/20... Training loss: 0.0761
Epoch: 7/20... Training loss: 0.0717
Epoch: 7/20... Training loss: 0.0710
Epoch: 7/20... Training loss: 0.0721
Epoch: 7/20... Training loss: 0.0696
Epoch: 7/20... Training loss: 0.0706
Epoch: 7/20... Training loss: 0.0714
Epoch: 7/20... Training loss: 0.0708
Epoch: 7/20... Training loss: 0.0699
Epoch: 7/20... Training loss: 0.0699
Epoch: 7/20... Training loss: 0.0721
Epoch: 7/20... Training loss: 0.0738
Epoch: 7/20... Training loss: 0.0705
Epoch: 7/20... Training loss: 0.0724
Epoch: 7/20... Training loss: 0.0716
Epoch: 7/20... Training loss: 0.0708
Epoch: 7/20... Training loss: 0.0707
Epoch: 7/20... Training loss: 0.0728
Epoch: 7/20... Training loss: 0.0711
Epoch: 7/20... Training loss: 0.0703
Epoch: 7/20... Training loss: 0.0717
Epoch: 7/20... Training loss: 0.0728
Epoch: 7/20... Training loss: 0.0706
Epoch: 7/20... Training loss: 0.0712
Epoch: 7/20... Training loss: 0.0707
Epoch: 7/20... Training loss: 0.0718
Epoch: 7/20... Training loss: 0.0733
Epoch: 7/20... Training loss: 0.0720
Epoch: 7/20... Training loss: 0.0708
Epoch: 7/20... Training loss: 0.0706
Epoch: 7/20... Training loss: 0.0730
Epoch: 7/20... Training loss: 0.0712
Epoch: 7/20... Training loss: 0.0710
Epoch: 7/20... Training loss: 0.0720
Epoch: 7/20... Training loss: 0.0732
Epoch: 7/20... Training loss: 0.0708
Epoch: 7/20... Training loss: 0.0720
Epoch: 7/20... Training loss: 0.0722
Epoch: 7/20... Training loss: 0.0726
Epoch: 7/20... Training loss: 0.0719
Epoch: 7/20... Training loss: 0.0717
Epoch: 7/20... Training loss: 0.0720
Epoch: 7/20... Training loss: 0.0747
Epoch: 7/20... Training loss: 0.0702
Epoch: 7/20... Training loss: 0.0736
Epoch: 7/20... Training loss: 0.0715
Epoch: 7/20... Training loss: 0.0728
Epoch: 7/20... Training loss: 0.0711
Epoch: 7/20... Training loss: 0.0704
Epoch: 7/20... Training loss: 0.0725
Epoch: 7/20... Training loss: 0.0707
Epoch: 7/20... Training loss: 0.0723
Epoch: 7/20... Training loss: 0.0723
Epoch: 7/20... Training loss: 0.0723
Epoch: 7/20... Training loss: 0.0735
Epoch: 7/20... Training loss: 0.0714
Epoch: 7/20... Training loss: 0.0726
Epoch: 7/20... Training loss: 0.0705
Epoch: 7/20... Training loss: 0.0717
Epoch: 7/20... Training loss: 0.0732
Epoch: 7/20... Training loss: 0.0715
Epoch: 7/20... Training loss: 0.0711
Epoch: 7/20... Training loss: 0.0722
Epoch: 7/20... Training loss: 0.0736
Epoch: 7/20... Training loss: 0.0744
Epoch: 7/20... Training loss: 0.0700
Epoch: 7/20... Training loss: 0.0693
Epoch: 7/20... Training loss: 0.0697
Epoch: 7/20... Training loss: 0.0736
Epoch: 7/20... Training loss: 0.0722
Epoch: 7/20... Training loss: 0.0717
Epoch: 7/20... Training loss: 0.0716
Epoch: 7/20... Training loss: 0.0731
Epoch: 7/20... Training loss: 0.0693
Epoch: 7/20... Training loss: 0.0713
Epoch: 7/20... Training loss: 0.0705
Epoch: 7/20... Training loss: 0.0711
Epoch: 7/20... Training loss: 0.0684
Epoch: 7/20... Training loss: 0.0721
Epoch: 7/20... Training loss: 0.0712
Epoch: 7/20... Training loss: 0.0743
Epoch: 7/20... Training loss: 0.0704
Epoch: 7/20... Training loss: 0.0732
Epoch: 7/20... Training loss: 0.0712
Epoch: 7/20... Training loss: 0.0690
Epoch: 7/20... Training loss: 0.0714
Epoch: 7/20... Training loss: 0.0693
Epoch: 7/20... Training loss: 0.0704
Epoch: 7/20... Training loss: 0.0730
Epoch: 7/20... Training loss: 0.0723
Epoch: 7/20... Training loss: 0.0737
Epoch: 7/20... Training loss: 0.0711
Epoch: 7/20... Training loss: 0.0695
Epoch: 7/20... Training loss: 0.0714
Epoch: 7/20... Training loss: 0.0717
Epoch: 7/20... Training loss: 0.0721
Epoch: 7/20... Training loss: 0.0717
Epoch: 7/20... Training loss: 0.0710
Epoch: 8/20... Training loss: 0.0714
Epoch: 8/20... Training loss: 0.0713
Epoch: 8/20... Training loss: 0.0703
Epoch: 8/20... Training loss: 0.0710
Epoch: 8/20... Training loss: 0.0752
Epoch: 8/20... Training loss: 0.0712
Epoch: 8/20... Training loss: 0.0717
Epoch: 8/20... Training loss: 0.0720
Epoch: 8/20... Training loss: 0.0734
Epoch: 8/20... Training loss: 0.0726
Epoch: 8/20... Training loss: 0.0711
Epoch: 8/20... Training loss: 0.0724
Epoch: 8/20... Training loss: 0.0710
Epoch: 8/20... Training loss: 0.0701
Epoch: 8/20... Training loss: 0.0724
Epoch: 8/20... Training loss: 0.0730
Epoch: 8/20... Training loss: 0.0705
Epoch: 8/20... Training loss: 0.0721
Epoch: 8/20... Training loss: 0.0732
Epoch: 8/20... Training loss: 0.0722
Epoch: 8/20... Training loss: 0.0713
Epoch: 8/20... Training loss: 0.0725
Epoch: 8/20... Training loss: 0.0696
Epoch: 8/20... Training loss: 0.0718
Epoch: 8/20... Training loss: 0.0686
Epoch: 8/20... Training loss: 0.0685
Epoch: 8/20... Training loss: 0.0704
Epoch: 8/20... Training loss: 0.0727
Epoch: 8/20... Training loss: 0.0716
Epoch: 8/20... Training loss: 0.0714
Epoch: 8/20... Training loss: 0.0730
Epoch: 8/20... Training loss: 0.0704
Epoch: 8/20... Training loss: 0.0687
Epoch: 8/20... Training loss: 0.0702
Epoch: 8/20... Training loss: 0.0716
Epoch: 8/20... Training loss: 0.0722
Epoch: 8/20... Training loss: 0.0702
Epoch: 8/20... Training loss: 0.0714
Epoch: 8/20... Training loss: 0.0718
Epoch: 8/20... Training loss: 0.0722
Epoch: 8/20... Training loss: 0.0719
Epoch: 8/20... Training loss: 0.0716
Epoch: 8/20... Training loss: 0.0731
Epoch: 8/20... Training loss: 0.0704
Epoch: 8/20... Training loss: 0.0708
Epoch: 8/20... Training loss: 0.0723
Epoch: 8/20... Training loss: 0.0708
Epoch: 8/20... Training loss: 0.0739
Epoch: 8/20... Training loss: 0.0740
Epoch: 8/20... Training loss: 0.0714
Epoch: 8/20... Training loss: 0.0707
Epoch: 8/20... Training loss: 0.0742
Epoch: 8/20... Training loss: 0.0717
Epoch: 8/20... Training loss: 0.0690
Epoch: 8/20... Training loss: 0.0712
Epoch: 8/20... Training loss: 0.0704
Epoch: 8/20... Training loss: 0.0709
Epoch: 8/20... Training loss: 0.0712
Epoch: 8/20... Training loss: 0.0723
Epoch: 8/20... Training loss: 0.0702
Epoch: 8/20... Training loss: 0.0725
Epoch: 8/20... Training loss: 0.0751
Epoch: 8/20... Training loss: 0.0717
Epoch: 8/20... Training loss: 0.0716
Epoch: 8/20... Training loss: 0.0713
Epoch: 8/20... Training loss: 0.0720
Epoch: 8/20... Training loss: 0.0701
Epoch: 8/20... Training loss: 0.0726
Epoch: 8/20... Training loss: 0.0724
Epoch: 8/20... Training loss: 0.0709
Epoch: 8/20... Training loss: 0.0713
Epoch: 8/20... Training loss: 0.0700
Epoch: 8/20... Training loss: 0.0713
Epoch: 8/20... Training loss: 0.0726
Epoch: 8/20... Training loss: 0.0708
Epoch: 8/20... Training loss: 0.0685
Epoch: 8/20... Training loss: 0.0703
Epoch: 8/20... Training loss: 0.0704
Epoch: 8/20... Training loss: 0.0730
Epoch: 8/20... Training loss: 0.0715
Epoch: 8/20... Training loss: 0.0724
Epoch: 8/20... Training loss: 0.0697
Epoch: 8/20... Training loss: 0.0738
Epoch: 8/20... Training loss: 0.0708
Epoch: 8/20... Training loss: 0.0727
Epoch: 8/20... Training loss: 0.0725
Epoch: 8/20... Training loss: 0.0725
Epoch: 8/20... Training loss: 0.0715
Epoch: 8/20... Training loss: 0.0702
Epoch: 8/20... Training loss: 0.0721
Epoch: 8/20... Training loss: 0.0734
Epoch: 8/20... Training loss: 0.0700
Epoch: 8/20... Training loss: 0.0727
Epoch: 8/20... Training loss: 0.0737
Epoch: 8/20... Training loss: 0.0718
Epoch: 8/20... Training loss: 0.0711
Epoch: 8/20... Training loss: 0.0739
Epoch: 8/20... Training loss: 0.0710
Epoch: 8/20... Training loss: 0.0706
Epoch: 8/20... Training loss: 0.0741
Epoch: 8/20... Training loss: 0.0706
Epoch: 8/20... Training loss: 0.0713
Epoch: 8/20... Training loss: 0.0715
Epoch: 8/20... Training loss: 0.0698
Epoch: 8/20... Training loss: 0.0724
Epoch: 8/20... Training loss: 0.0723
Epoch: 8/20... Training loss: 0.0712
Epoch: 8/20... Training loss: 0.0703
Epoch: 8/20... Training loss: 0.0702
Epoch: 8/20... Training loss: 0.0696
Epoch: 8/20... Training loss: 0.0710
Epoch: 8/20... Training loss: 0.0687
Epoch: 8/20... Training loss: 0.0719
Epoch: 8/20... Training loss: 0.0694
Epoch: 8/20... Training loss: 0.0719
Epoch: 8/20... Training loss: 0.0688
Epoch: 8/20... Training loss: 0.0713
Epoch: 8/20... Training loss: 0.0735
Epoch: 8/20... Training loss: 0.0716
Epoch: 8/20... Training loss: 0.0749
Epoch: 8/20... Training loss: 0.0717
Epoch: 8/20... Training loss: 0.0704
Epoch: 8/20... Training loss: 0.0698
Epoch: 8/20... Training loss: 0.0721
Epoch: 8/20... Training loss: 0.0699
Epoch: 8/20... Training loss: 0.0726
Epoch: 8/20... Training loss: 0.0732
Epoch: 8/20... Training loss: 0.0734
Epoch: 8/20... Training loss: 0.0701
Epoch: 8/20... Training loss: 0.0729
Epoch: 8/20... Training loss: 0.0718
Epoch: 8/20... Training loss: 0.0706
Epoch: 8/20... Training loss: 0.0708
Epoch: 8/20... Training loss: 0.0726
Epoch: 8/20... Training loss: 0.0719
Epoch: 8/20... Training loss: 0.0710
Epoch: 8/20... Training loss: 0.0700
Epoch: 8/20... Training loss: 0.0697
Epoch: 8/20... Training loss: 0.0745
Epoch: 8/20... Training loss: 0.0731
Epoch: 8/20... Training loss: 0.0738
Epoch: 8/20... Training loss: 0.0705
Epoch: 8/20... Training loss: 0.0727
Epoch: 8/20... Training loss: 0.0704
Epoch: 8/20... Training loss: 0.0721
Epoch: 8/20... Training loss: 0.0709
Epoch: 8/20... Training loss: 0.0711
Epoch: 8/20... Training loss: 0.0714
Epoch: 8/20... Training loss: 0.0719
Epoch: 8/20... Training loss: 0.0706
Epoch: 8/20... Training loss: 0.0715
Epoch: 8/20... Training loss: 0.0714
Epoch: 8/20... Training loss: 0.0711
Epoch: 8/20... Training loss: 0.0709
Epoch: 8/20... Training loss: 0.0734
Epoch: 8/20... Training loss: 0.0700
Epoch: 8/20... Training loss: 0.0721
Epoch: 8/20... Training loss: 0.0709
Epoch: 8/20... Training loss: 0.0713
Epoch: 8/20... Training loss: 0.0694
Epoch: 8/20... Training loss: 0.0716
Epoch: 8/20... Training loss: 0.0725
Epoch: 8/20... Training loss: 0.0715
Epoch: 8/20... Training loss: 0.0735
Epoch: 8/20... Training loss: 0.0723
Epoch: 8/20... Training loss: 0.0717
Epoch: 8/20... Training loss: 0.0698
Epoch: 8/20... Training loss: 0.0738
Epoch: 8/20... Training loss: 0.0718
Epoch: 8/20... Training loss: 0.0717
Epoch: 8/20... Training loss: 0.0744
Epoch: 8/20... Training loss: 0.0725
Epoch: 8/20... Training loss: 0.0713
Epoch: 8/20... Training loss: 0.0720
Epoch: 8/20... Training loss: 0.0696
Epoch: 8/20... Training loss: 0.0701
Epoch: 8/20... Training loss: 0.0709
Epoch: 8/20... Training loss: 0.0705
Epoch: 8/20... Training loss: 0.0715
Epoch: 8/20... Training loss: 0.0702
Epoch: 8/20... Training loss: 0.0701
Epoch: 8/20... Training loss: 0.0718
Epoch: 8/20... Training loss: 0.0733
Epoch: 8/20... Training loss: 0.0725
Epoch: 8/20... Training loss: 0.0714
Epoch: 8/20... Training loss: 0.0712
Epoch: 8/20... Training loss: 0.0747
Epoch: 8/20... Training loss: 0.0720
Epoch: 8/20... Training loss: 0.0717
Epoch: 8/20... Training loss: 0.0746
Epoch: 8/20... Training loss: 0.0724
Epoch: 8/20... Training loss: 0.0696
Epoch: 8/20... Training loss: 0.0731
Epoch: 8/20... Training loss: 0.0727
Epoch: 8/20... Training loss: 0.0723
Epoch: 8/20... Training loss: 0.0719
Epoch: 8/20... Training loss: 0.0716
Epoch: 8/20... Training loss: 0.0710
Epoch: 8/20... Training loss: 0.0702
Epoch: 8/20... Training loss: 0.0743
Epoch: 8/20... Training loss: 0.0735
Epoch: 8/20... Training loss: 0.0703
Epoch: 8/20... Training loss: 0.0725
Epoch: 8/20... Training loss: 0.0717
Epoch: 8/20... Training loss: 0.0707
Epoch: 8/20... Training loss: 0.0712
Epoch: 8/20... Training loss: 0.0710
Epoch: 8/20... Training loss: 0.0701
Epoch: 8/20... Training loss: 0.0739
Epoch: 8/20... Training loss: 0.0716
Epoch: 8/20... Training loss: 0.0714
Epoch: 8/20... Training loss: 0.0707
Epoch: 8/20... Training loss: 0.0735
Epoch: 8/20... Training loss: 0.0719
Epoch: 8/20... Training loss: 0.0712
Epoch: 8/20... Training loss: 0.0725
Epoch: 8/20... Training loss: 0.0700
Epoch: 8/20... Training loss: 0.0715
Epoch: 8/20... Training loss: 0.0723
Epoch: 8/20... Training loss: 0.0693
Epoch: 8/20... Training loss: 0.0736
Epoch: 8/20... Training loss: 0.0706
Epoch: 8/20... Training loss: 0.0683
Epoch: 8/20... Training loss: 0.0725
Epoch: 8/20... Training loss: 0.0726
Epoch: 8/20... Training loss: 0.0734
Epoch: 8/20... Training loss: 0.0733
Epoch: 8/20... Training loss: 0.0720
Epoch: 8/20... Training loss: 0.0735
Epoch: 8/20... Training loss: 0.0703
Epoch: 8/20... Training loss: 0.0713
Epoch: 8/20... Training loss: 0.0719
Epoch: 8/20... Training loss: 0.0727
Epoch: 8/20... Training loss: 0.0714
Epoch: 8/20... Training loss: 0.0711
Epoch: 8/20... Training loss: 0.0740
Epoch: 8/20... Training loss: 0.0728
Epoch: 8/20... Training loss: 0.0731
Epoch: 8/20... Training loss: 0.0731
Epoch: 8/20... Training loss: 0.0732
Epoch: 8/20... Training loss: 0.0725
Epoch: 8/20... Training loss: 0.0697
Epoch: 8/20... Training loss: 0.0732
Epoch: 8/20... Training loss: 0.0728
Epoch: 8/20... Training loss: 0.0720
Epoch: 8/20... Training loss: 0.0721
Epoch: 8/20... Training loss: 0.0739
Epoch: 8/20... Training loss: 0.0707
Epoch: 8/20... Training loss: 0.0718
Epoch: 8/20... Training loss: 0.0720
Epoch: 8/20... Training loss: 0.0753
Epoch: 8/20... Training loss: 0.0700
Epoch: 8/20... Training loss: 0.0703
Epoch: 8/20... Training loss: 0.0691
Epoch: 8/20... Training loss: 0.0721
Epoch: 8/20... Training loss: 0.0724
Epoch: 8/20... Training loss: 0.0698
Epoch: 8/20... Training loss: 0.0722
Epoch: 8/20... Training loss: 0.0708
Epoch: 8/20... Training loss: 0.0702
Epoch: 8/20... Training loss: 0.0692
Epoch: 8/20... Training loss: 0.0703
Epoch: 8/20... Training loss: 0.0728
Epoch: 8/20... Training loss: 0.0711
Epoch: 8/20... Training loss: 0.0725
Epoch: 8/20... Training loss: 0.0693
Epoch: 8/20... Training loss: 0.0697
Epoch: 8/20... Training loss: 0.0714
Epoch: 8/20... Training loss: 0.0713
Epoch: 8/20... Training loss: 0.0748
Epoch: 8/20... Training loss: 0.0709
Epoch: 8/20... Training loss: 0.0741
Epoch: 8/20... Training loss: 0.0716
Epoch: 8/20... Training loss: 0.0736
Epoch: 8/20... Training loss: 0.0731
Epoch: 8/20... Training loss: 0.0708
Epoch: 8/20... Training loss: 0.0719
Epoch: 8/20... Training loss: 0.0718
Epoch: 8/20... Training loss: 0.0709
Epoch: 8/20... Training loss: 0.0711
Epoch: 8/20... Training loss: 0.0714
Epoch: 8/20... Training loss: 0.0742
Epoch: 8/20... Training loss: 0.0719
Epoch: 8/20... Training loss: 0.0729
Epoch: 8/20... Training loss: 0.0708
Epoch: 8/20... Training loss: 0.0688
Epoch: 8/20... Training loss: 0.0708
Epoch: 8/20... Training loss: 0.0701
Epoch: 8/20... Training loss: 0.0721
Epoch: 8/20... Training loss: 0.0717
Epoch: 8/20... Training loss: 0.0693
Epoch: 8/20... Training loss: 0.0720
Epoch: 8/20... Training loss: 0.0721
Epoch: 8/20... Training loss: 0.0728
Epoch: 8/20... Training loss: 0.0733
Epoch: 8/20... Training loss: 0.0706
Epoch: 8/20... Training loss: 0.0721
Epoch: 8/20... Training loss: 0.0717
Epoch: 8/20... Training loss: 0.0721
Epoch: 8/20... Training loss: 0.0726
Epoch: 9/20... Training loss: 0.0696
Epoch: 9/20... Training loss: 0.0717
Epoch: 9/20... Training loss: 0.0729
Epoch: 9/20... Training loss: 0.0723
Epoch: 9/20... Training loss: 0.0708
Epoch: 9/20... Training loss: 0.0708
Epoch: 9/20... Training loss: 0.0702
Epoch: 9/20... Training loss: 0.0697
Epoch: 9/20... Training loss: 0.0724
Epoch: 9/20... Training loss: 0.0716
Epoch: 9/20... Training loss: 0.0683
Epoch: 9/20... Training loss: 0.0702
Epoch: 9/20... Training loss: 0.0705
Epoch: 9/20... Training loss: 0.0700
Epoch: 9/20... Training loss: 0.0710
Epoch: 9/20... Training loss: 0.0734
Epoch: 9/20... Training loss: 0.0731
Epoch: 9/20... Training loss: 0.0707
Epoch: 9/20... Training loss: 0.0709
Epoch: 9/20... Training loss: 0.0706
Epoch: 9/20... Training loss: 0.0726
Epoch: 9/20... Training loss: 0.0718
Epoch: 9/20... Training loss: 0.0704
Epoch: 9/20... Training loss: 0.0712
Epoch: 9/20... Training loss: 0.0707
Epoch: 9/20... Training loss: 0.0720
Epoch: 9/20... Training loss: 0.0721
Epoch: 9/20... Training loss: 0.0706
Epoch: 9/20... Training loss: 0.0719
Epoch: 9/20... Training loss: 0.0719
Epoch: 9/20... Training loss: 0.0703
Epoch: 9/20... Training loss: 0.0738
Epoch: 9/20... Training loss: 0.0732
Epoch: 9/20... Training loss: 0.0710
Epoch: 9/20... Training loss: 0.0711
Epoch: 9/20... Training loss: 0.0741
Epoch: 9/20... Training loss: 0.0699
Epoch: 9/20... Training loss: 0.0730
Epoch: 9/20... Training loss: 0.0711
Epoch: 9/20... Training loss: 0.0723
Epoch: 9/20... Training loss: 0.0711
Epoch: 9/20... Training loss: 0.0707
Epoch: 9/20... Training loss: 0.0737
Epoch: 9/20... Training loss: 0.0699
Epoch: 9/20... Training loss: 0.0727
Epoch: 9/20... Training loss: 0.0718
Epoch: 9/20... Training loss: 0.0738
Epoch: 9/20... Training loss: 0.0715
Epoch: 9/20... Training loss: 0.0698
Epoch: 9/20... Training loss: 0.0705
Epoch: 9/20... Training loss: 0.0707
Epoch: 9/20... Training loss: 0.0722
Epoch: 9/20... Training loss: 0.0713
Epoch: 9/20... Training loss: 0.0713
Epoch: 9/20... Training loss: 0.0710
Epoch: 9/20... Training loss: 0.0719
Epoch: 9/20... Training loss: 0.0717
Epoch: 9/20... Training loss: 0.0714
Epoch: 9/20... Training loss: 0.0705
Epoch: 9/20... Training loss: 0.0709
Epoch: 9/20... Training loss: 0.0714
Epoch: 9/20... Training loss: 0.0726
Epoch: 9/20... Training loss: 0.0731
Epoch: 9/20... Training loss: 0.0721
Epoch: 9/20... Training loss: 0.0726
Epoch: 9/20... Training loss: 0.0704
Epoch: 9/20... Training loss: 0.0711
Epoch: 9/20... Training loss: 0.0723
Epoch: 9/20... Training loss: 0.0726
Epoch: 9/20... Training loss: 0.0709
Epoch: 9/20... Training loss: 0.0739
Epoch: 9/20... Training loss: 0.0716
Epoch: 9/20... Training loss: 0.0737
Epoch: 9/20... Training loss: 0.0735
Epoch: 9/20... Training loss: 0.0712
Epoch: 9/20... Training loss: 0.0743
Epoch: 9/20... Training loss: 0.0710
Epoch: 9/20... Training loss: 0.0729
Epoch: 9/20... Training loss: 0.0724
Epoch: 9/20... Training loss: 0.0722
Epoch: 9/20... Training loss: 0.0727
Epoch: 9/20... Training loss: 0.0703
Epoch: 9/20... Training loss: 0.0713
Epoch: 9/20... Training loss: 0.0712
Epoch: 9/20... Training loss: 0.0706
Epoch: 9/20... Training loss: 0.0729
Epoch: 9/20... Training loss: 0.0717
Epoch: 9/20... Training loss: 0.0718
Epoch: 9/20... Training loss: 0.0710
Epoch: 9/20... Training loss: 0.0719
Epoch: 9/20... Training loss: 0.0738
Epoch: 9/20... Training loss: 0.0721
Epoch: 9/20... Training loss: 0.0727
Epoch: 9/20... Training loss: 0.0733
Epoch: 9/20... Training loss: 0.0714
Epoch: 9/20... Training loss: 0.0716
Epoch: 9/20... Training loss: 0.0711
Epoch: 9/20... Training loss: 0.0725
Epoch: 9/20... Training loss: 0.0709
Epoch: 9/20... Training loss: 0.0723
Epoch: 9/20... Training loss: 0.0711
Epoch: 9/20... Training loss: 0.0728
Epoch: 9/20... Training loss: 0.0720
Epoch: 9/20... Training loss: 0.0714
Epoch: 9/20... Training loss: 0.0737
Epoch: 9/20... Training loss: 0.0702
Epoch: 9/20... Training loss: 0.0724
Epoch: 9/20... Training loss: 0.0711
Epoch: 9/20... Training loss: 0.0713
Epoch: 9/20... Training loss: 0.0707
Epoch: 9/20... Training loss: 0.0722
Epoch: 9/20... Training loss: 0.0698
Epoch: 9/20... Training loss: 0.0711
Epoch: 9/20... Training loss: 0.0706
Epoch: 9/20... Training loss: 0.0737
Epoch: 9/20... Training loss: 0.0735
Epoch: 9/20... Training loss: 0.0702
Epoch: 9/20... Training loss: 0.0726
Epoch: 9/20... Training loss: 0.0699
Epoch: 9/20... Training loss: 0.0711
Epoch: 9/20... Training loss: 0.0733
Epoch: 9/20... Training loss: 0.0745
Epoch: 9/20... Training loss: 0.0731
Epoch: 9/20... Training loss: 0.0711
Epoch: 9/20... Training loss: 0.0715
Epoch: 9/20... Training loss: 0.0683
Epoch: 9/20... Training loss: 0.0700
Epoch: 9/20... Training loss: 0.0714
Epoch: 9/20... Training loss: 0.0689
Epoch: 9/20... Training loss: 0.0721
Epoch: 9/20... Training loss: 0.0706
Epoch: 9/20... Training loss: 0.0702
Epoch: 9/20... Training loss: 0.0724
Epoch: 9/20... Training loss: 0.0723
Epoch: 9/20... Training loss: 0.0724
Epoch: 9/20... Training loss: 0.0720
Epoch: 9/20... Training loss: 0.0718
Epoch: 9/20... Training loss: 0.0702
Epoch: 9/20... Training loss: 0.0716
Epoch: 9/20... Training loss: 0.0694
Epoch: 9/20... Training loss: 0.0718
Epoch: 9/20... Training loss: 0.0736
Epoch: 9/20... Training loss: 0.0709
Epoch: 9/20... Training loss: 0.0701
Epoch: 9/20... Training loss: 0.0700
Epoch: 9/20... Training loss: 0.0706
Epoch: 9/20... Training loss: 0.0689
Epoch: 9/20... Training loss: 0.0709
Epoch: 9/20... Training loss: 0.0705
Epoch: 9/20... Training loss: 0.0721
Epoch: 9/20... Training loss: 0.0744
Epoch: 9/20... Training loss: 0.0726
Epoch: 9/20... Training loss: 0.0694
Epoch: 9/20... Training loss: 0.0711
Epoch: 9/20... Training loss: 0.0701
Epoch: 9/20... Training loss: 0.0723
Epoch: 9/20... Training loss: 0.0714
Epoch: 9/20... Training loss: 0.0716
Epoch: 9/20... Training loss: 0.0722
Epoch: 9/20... Training loss: 0.0736
Epoch: 9/20... Training loss: 0.0719
Epoch: 9/20... Training loss: 0.0716
Epoch: 9/20... Training loss: 0.0740
Epoch: 9/20... Training loss: 0.0719
Epoch: 9/20... Training loss: 0.0737
Epoch: 9/20... Training loss: 0.0716
Epoch: 9/20... Training loss: 0.0742
Epoch: 9/20... Training loss: 0.0727
Epoch: 9/20... Training loss: 0.0723
Epoch: 9/20... Training loss: 0.0730
Epoch: 9/20... Training loss: 0.0715
Epoch: 9/20... Training loss: 0.0696
Epoch: 9/20... Training loss: 0.0724
Epoch: 9/20... Training loss: 0.0728
Epoch: 9/20... Training loss: 0.0723
Epoch: 9/20... Training loss: 0.0734
Epoch: 9/20... Training loss: 0.0721
Epoch: 9/20... Training loss: 0.0694
Epoch: 9/20... Training loss: 0.0708
Epoch: 9/20... Training loss: 0.0711
Epoch: 9/20... Training loss: 0.0716
Epoch: 9/20... Training loss: 0.0693
Epoch: 9/20... Training loss: 0.0738
Epoch: 9/20... Training loss: 0.0700
Epoch: 9/20... Training loss: 0.0726
Epoch: 9/20... Training loss: 0.0731
Epoch: 9/20... Training loss: 0.0705
Epoch: 9/20... Training loss: 0.0717
Epoch: 9/20... Training loss: 0.0724
Epoch: 9/20... Training loss: 0.0726
Epoch: 9/20... Training loss: 0.0728
Epoch: 9/20... Training loss: 0.0708
Epoch: 9/20... Training loss: 0.0734
Epoch: 9/20... Training loss: 0.0717
Epoch: 9/20... Training loss: 0.0716
Epoch: 9/20... Training loss: 0.0708
Epoch: 9/20... Training loss: 0.0718
Epoch: 9/20... Training loss: 0.0710
Epoch: 9/20... Training loss: 0.0688
Epoch: 9/20... Training loss: 0.0703
Epoch: 9/20... Training loss: 0.0687
Epoch: 9/20... Training loss: 0.0703
Epoch: 9/20... Training loss: 0.0714
Epoch: 9/20... Training loss: 0.0728
Epoch: 9/20... Training loss: 0.0694
Epoch: 9/20... Training loss: 0.0735
Epoch: 9/20... Training loss: 0.0724
Epoch: 9/20... Training loss: 0.0702
Epoch: 9/20... Training loss: 0.0691
Epoch: 9/20... Training loss: 0.0693
Epoch: 9/20... Training loss: 0.0708
Epoch: 9/20... Training loss: 0.0717
Epoch: 9/20... Training loss: 0.0713
Epoch: 9/20... Training loss: 0.0725
Epoch: 9/20... Training loss: 0.0711
Epoch: 9/20... Training loss: 0.0700
Epoch: 9/20... Training loss: 0.0706
Epoch: 9/20... Training loss: 0.0689
Epoch: 9/20... Training loss: 0.0728
Epoch: 9/20... Training loss: 0.0733
Epoch: 9/20... Training loss: 0.0691
Epoch: 9/20... Training loss: 0.0722
Epoch: 9/20... Training loss: 0.0690
Epoch: 9/20... Training loss: 0.0697
Epoch: 9/20... Training loss: 0.0722
Epoch: 9/20... Training loss: 0.0725
Epoch: 9/20... Training loss: 0.0734
Epoch: 9/20... Training loss: 0.0723
Epoch: 9/20... Training loss: 0.0717
Epoch: 9/20... Training loss: 0.0697
Epoch: 9/20... Training loss: 0.0686
Epoch: 9/20... Training loss: 0.0704
Epoch: 9/20... Training loss: 0.0726
Epoch: 9/20... Training loss: 0.0721
Epoch: 9/20... Training loss: 0.0712
Epoch: 9/20... Training loss: 0.0676
Epoch: 9/20... Training loss: 0.0693
Epoch: 9/20... Training loss: 0.0725
Epoch: 9/20... Training loss: 0.0701
Epoch: 9/20... Training loss: 0.0718
Epoch: 9/20... Training loss: 0.0693
Epoch: 9/20... Training loss: 0.0714
Epoch: 9/20... Training loss: 0.0723
Epoch: 9/20... Training loss: 0.0718
Epoch: 9/20... Training loss: 0.0702
Epoch: 9/20... Training loss: 0.0721
Epoch: 9/20... Training loss: 0.0709
Epoch: 9/20... Training loss: 0.0722
Epoch: 9/20... Training loss: 0.0688
Epoch: 9/20... Training loss: 0.0706
Epoch: 9/20... Training loss: 0.0690
Epoch: 9/20... Training loss: 0.0709
Epoch: 9/20... Training loss: 0.0731
Epoch: 9/20... Training loss: 0.0726
Epoch: 9/20... Training loss: 0.0721
Epoch: 9/20... Training loss: 0.0716
Epoch: 9/20... Training loss: 0.0702
Epoch: 9/20... Training loss: 0.0733
Epoch: 9/20... Training loss: 0.0726
Epoch: 9/20... Training loss: 0.0715
Epoch: 9/20... Training loss: 0.0715
Epoch: 9/20... Training loss: 0.0716
Epoch: 9/20... Training loss: 0.0712
Epoch: 9/20... Training loss: 0.0705
Epoch: 9/20... Training loss: 0.0718
Epoch: 9/20... Training loss: 0.0723
Epoch: 9/20... Training loss: 0.0694
Epoch: 9/20... Training loss: 0.0742
Epoch: 9/20... Training loss: 0.0747
Epoch: 9/20... Training loss: 0.0721
Epoch: 9/20... Training loss: 0.0732
Epoch: 9/20... Training loss: 0.0732
Epoch: 9/20... Training loss: 0.0723
Epoch: 9/20... Training loss: 0.0708
Epoch: 9/20... Training loss: 0.0725
Epoch: 9/20... Training loss: 0.0707
Epoch: 9/20... Training loss: 0.0705
Epoch: 9/20... Training loss: 0.0720
Epoch: 9/20... Training loss: 0.0711
Epoch: 9/20... Training loss: 0.0721
Epoch: 9/20... Training loss: 0.0707
Epoch: 9/20... Training loss: 0.0723
Epoch: 9/20... Training loss: 0.0725
Epoch: 9/20... Training loss: 0.0713
Epoch: 9/20... Training loss: 0.0708
Epoch: 9/20... Training loss: 0.0706
Epoch: 9/20... Training loss: 0.0696
Epoch: 9/20... Training loss: 0.0729
Epoch: 9/20... Training loss: 0.0705
Epoch: 9/20... Training loss: 0.0727
Epoch: 9/20... Training loss: 0.0719
Epoch: 9/20... Training loss: 0.0714
Epoch: 9/20... Training loss: 0.0705
Epoch: 9/20... Training loss: 0.0712
Epoch: 9/20... Training loss: 0.0723
Epoch: 9/20... Training loss: 0.0716
Epoch: 9/20... Training loss: 0.0733
Epoch: 9/20... Training loss: 0.0720
Epoch: 9/20... Training loss: 0.0729
Epoch: 9/20... Training loss: 0.0725
Epoch: 10/20... Training loss: 0.0726
Epoch: 10/20... Training loss: 0.0737
Epoch: 10/20... Training loss: 0.0714
Epoch: 10/20... Training loss: 0.0701
Epoch: 10/20... Training loss: 0.0708
Epoch: 10/20... Training loss: 0.0729
Epoch: 10/20... Training loss: 0.0728
Epoch: 10/20... Training loss: 0.0722
Epoch: 10/20... Training loss: 0.0725
Epoch: 10/20... Training loss: 0.0723
Epoch: 10/20... Training loss: 0.0726
Epoch: 10/20... Training loss: 0.0731
Epoch: 10/20... Training loss: 0.0713
Epoch: 10/20... Training loss: 0.0745
Epoch: 10/20... Training loss: 0.0734
Epoch: 10/20... Training loss: 0.0720
Epoch: 10/20... Training loss: 0.0718
Epoch: 10/20... Training loss: 0.0728
Epoch: 10/20... Training loss: 0.0715
Epoch: 10/20... Training loss: 0.0705
Epoch: 10/20... Training loss: 0.0709
Epoch: 10/20... Training loss: 0.0697
Epoch: 10/20... Training loss: 0.0727
Epoch: 10/20... Training loss: 0.0706
Epoch: 10/20... Training loss: 0.0714
Epoch: 10/20... Training loss: 0.0711
Epoch: 10/20... Training loss: 0.0711
Epoch: 10/20... Training loss: 0.0698
Epoch: 10/20... Training loss: 0.0697
Epoch: 10/20... Training loss: 0.0742
Epoch: 10/20... Training loss: 0.0714
Epoch: 10/20... Training loss: 0.0702
Epoch: 10/20... Training loss: 0.0708
Epoch: 10/20... Training loss: 0.0710
Epoch: 10/20... Training loss: 0.0718
Epoch: 10/20... Training loss: 0.0724
Epoch: 10/20... Training loss: 0.0709
Epoch: 10/20... Training loss: 0.0720
Epoch: 10/20... Training loss: 0.0723
Epoch: 10/20... Training loss: 0.0696
Epoch: 10/20... Training loss: 0.0704
Epoch: 10/20... Training loss: 0.0716
Epoch: 10/20... Training loss: 0.0718
Epoch: 10/20... Training loss: 0.0716
Epoch: 10/20... Training loss: 0.0695
Epoch: 10/20... Training loss: 0.0697
Epoch: 10/20... Training loss: 0.0709
Epoch: 10/20... Training loss: 0.0699
Epoch: 10/20... Training loss: 0.0708
Epoch: 10/20... Training loss: 0.0708
Epoch: 10/20... Training loss: 0.0747
Epoch: 10/20... Training loss: 0.0723
Epoch: 10/20... Training loss: 0.0718
Epoch: 10/20... Training loss: 0.0714
Epoch: 10/20... Training loss: 0.0735
Epoch: 10/20... Training loss: 0.0725
Epoch: 10/20... Training loss: 0.0712
Epoch: 10/20... Training loss: 0.0716
Epoch: 10/20... Training loss: 0.0714
Epoch: 10/20... Training loss: 0.0710
Epoch: 10/20... Training loss: 0.0721
Epoch: 10/20... Training loss: 0.0697
Epoch: 10/20... Training loss: 0.0738
Epoch: 10/20... Training loss: 0.0704
Epoch: 10/20... Training loss: 0.0728
Epoch: 10/20... Training loss: 0.0729
Epoch: 10/20... Training loss: 0.0705
Epoch: 10/20... Training loss: 0.0736
Epoch: 10/20... Training loss: 0.0741
Epoch: 10/20... Training loss: 0.0731
Epoch: 10/20... Training loss: 0.0694
Epoch: 10/20... Training loss: 0.0718
Epoch: 10/20... Training loss: 0.0721
Epoch: 10/20... Training loss: 0.0725
Epoch: 10/20... Training loss: 0.0714
Epoch: 10/20... Training loss: 0.0725
Epoch: 10/20... Training loss: 0.0706
Epoch: 10/20... Training loss: 0.0720
Epoch: 10/20... Training loss: 0.0736
Epoch: 10/20... Training loss: 0.0698
Epoch: 10/20... Training loss: 0.0721
Epoch: 10/20... Training loss: 0.0743
Epoch: 10/20... Training loss: 0.0722
Epoch: 10/20... Training loss: 0.0719
Epoch: 10/20... Training loss: 0.0705
Epoch: 10/20... Training loss: 0.0712
Epoch: 10/20... Training loss: 0.0702
Epoch: 10/20... Training loss: 0.0690
Epoch: 10/20... Training loss: 0.0727
Epoch: 10/20... Training loss: 0.0716
Epoch: 10/20... Training loss: 0.0715
Epoch: 10/20... Training loss: 0.0728
Epoch: 10/20... Training loss: 0.0721
Epoch: 10/20... Training loss: 0.0706
Epoch: 10/20... Training loss: 0.0723
Epoch: 10/20... Training loss: 0.0706
Epoch: 10/20... Training loss: 0.0714
Epoch: 10/20... Training loss: 0.0706
Epoch: 10/20... Training loss: 0.0697
Epoch: 10/20... Training loss: 0.0708
Epoch: 10/20... Training loss: 0.0709
Epoch: 10/20... Training loss: 0.0713
Epoch: 10/20... Training loss: 0.0699
Epoch: 10/20... Training loss: 0.0718
Epoch: 10/20... Training loss: 0.0735
Epoch: 10/20... Training loss: 0.0703
Epoch: 10/20... Training loss: 0.0728
Epoch: 10/20... Training loss: 0.0734
Epoch: 10/20... Training loss: 0.0716
Epoch: 10/20... Training loss: 0.0712
Epoch: 10/20... Training loss: 0.0709
Epoch: 10/20... Training loss: 0.0701
Epoch: 10/20... Training loss: 0.0707
Epoch: 10/20... Training loss: 0.0723
Epoch: 10/20... Training loss: 0.0701
Epoch: 10/20... Training loss: 0.0734
Epoch: 10/20... Training loss: 0.0757
Epoch: 10/20... Training loss: 0.0724
Epoch: 10/20... Training loss: 0.0709
Epoch: 10/20... Training loss: 0.0698
Epoch: 10/20... Training loss: 0.0701
Epoch: 10/20... Training loss: 0.0693
Epoch: 10/20... Training loss: 0.0708
Epoch: 10/20... Training loss: 0.0730
Epoch: 10/20... Training loss: 0.0722
Epoch: 10/20... Training loss: 0.0714
Epoch: 10/20... Training loss: 0.0719
Epoch: 10/20... Training loss: 0.0733
Epoch: 10/20... Training loss: 0.0727
Epoch: 10/20... Training loss: 0.0723
Epoch: 10/20... Training loss: 0.0713
Epoch: 10/20... Training loss: 0.0735
Epoch: 10/20... Training loss: 0.0724
Epoch: 10/20... Training loss: 0.0715
Epoch: 10/20... Training loss: 0.0696
Epoch: 10/20... Training loss: 0.0717
Epoch: 10/20... Training loss: 0.0693
Epoch: 10/20... Training loss: 0.0709
Epoch: 10/20... Training loss: 0.0697
Epoch: 10/20... Training loss: 0.0715
Epoch: 10/20... Training loss: 0.0704
Epoch: 10/20... Training loss: 0.0698
Epoch: 10/20... Training loss: 0.0705
Epoch: 10/20... Training loss: 0.0712
Epoch: 10/20... Training loss: 0.0704
Epoch: 10/20... Training loss: 0.0730
Epoch: 10/20... Training loss: 0.0695
Epoch: 10/20... Training loss: 0.0690
Epoch: 10/20... Training loss: 0.0699
Epoch: 10/20... Training loss: 0.0737
Epoch: 10/20... Training loss: 0.0732
Epoch: 10/20... Training loss: 0.0695
Epoch: 10/20... Training loss: 0.0724
Epoch: 10/20... Training loss: 0.0713
Epoch: 10/20... Training loss: 0.0714
Epoch: 10/20... Training loss: 0.0717
Epoch: 10/20... Training loss: 0.0707
Epoch: 10/20... Training loss: 0.0726
Epoch: 10/20... Training loss: 0.0744
Epoch: 10/20... Training loss: 0.0731
Epoch: 10/20... Training loss: 0.0741
Epoch: 10/20... Training loss: 0.0701
Epoch: 10/20... Training loss: 0.0717
Epoch: 10/20... Training loss: 0.0704
Epoch: 10/20... Training loss: 0.0691
Epoch: 10/20... Training loss: 0.0715
Epoch: 10/20... Training loss: 0.0691
Epoch: 10/20... Training loss: 0.0713
Epoch: 10/20... Training loss: 0.0734
Epoch: 10/20... Training loss: 0.0741
Epoch: 10/20... Training loss: 0.0706
Epoch: 10/20... Training loss: 0.0725
Epoch: 10/20... Training loss: 0.0700
Epoch: 10/20... Training loss: 0.0734
Epoch: 10/20... Training loss: 0.0723
Epoch: 10/20... Training loss: 0.0733
Epoch: 10/20... Training loss: 0.0721
Epoch: 10/20... Training loss: 0.0737
Epoch: 10/20... Training loss: 0.0700
Epoch: 10/20... Training loss: 0.0713
Epoch: 10/20... Training loss: 0.0730
Epoch: 10/20... Training loss: 0.0727
Epoch: 10/20... Training loss: 0.0711
Epoch: 10/20... Training loss: 0.0727
Epoch: 10/20... Training loss: 0.0712
Epoch: 10/20... Training loss: 0.0738
Epoch: 10/20... Training loss: 0.0712
Epoch: 10/20... Training loss: 0.0707
Epoch: 10/20... Training loss: 0.0731
Epoch: 10/20... Training loss: 0.0711
Epoch: 10/20... Training loss: 0.0702
Epoch: 10/20... Training loss: 0.0702
Epoch: 10/20... Training loss: 0.0720
Epoch: 10/20... Training loss: 0.0706
Epoch: 10/20... Training loss: 0.0698
Epoch: 10/20... Training loss: 0.0701
Epoch: 10/20... Training loss: 0.0718
Epoch: 10/20... Training loss: 0.0707
Epoch: 10/20... Training loss: 0.0739
Epoch: 10/20... Training loss: 0.0699
Epoch: 10/20... Training loss: 0.0722
Epoch: 10/20... Training loss: 0.0689
Epoch: 10/20... Training loss: 0.0733
Epoch: 10/20... Training loss: 0.0712
Epoch: 10/20... Training loss: 0.0708
Epoch: 10/20... Training loss: 0.0706
Epoch: 10/20... Training loss: 0.0714
Epoch: 10/20... Training loss: 0.0697
Epoch: 10/20... Training loss: 0.0733
Epoch: 10/20... Training loss: 0.0710
Epoch: 10/20... Training loss: 0.0714
Epoch: 10/20... Training loss: 0.0742
Epoch: 10/20... Training loss: 0.0720
Epoch: 10/20... Training loss: 0.0725
Epoch: 10/20... Training loss: 0.0724
Epoch: 10/20... Training loss: 0.0712
Epoch: 10/20... Training loss: 0.0717
Epoch: 10/20... Training loss: 0.0705
Epoch: 10/20... Training loss: 0.0684
Epoch: 10/20... Training loss: 0.0739
Epoch: 10/20... Training loss: 0.0694
Epoch: 10/20... Training loss: 0.0710
Epoch: 10/20... Training loss: 0.0721
Epoch: 10/20... Training loss: 0.0700
Epoch: 10/20... Training loss: 0.0703
Epoch: 10/20... Training loss: 0.0700
Epoch: 10/20... Training loss: 0.0713
Epoch: 10/20... Training loss: 0.0705
Epoch: 10/20... Training loss: 0.0730
Epoch: 10/20... Training loss: 0.0714
Epoch: 10/20... Training loss: 0.0710
Epoch: 10/20... Training loss: 0.0716
Epoch: 10/20... Training loss: 0.0699
Epoch: 10/20... Training loss: 0.0736
Epoch: 10/20... Training loss: 0.0717
Epoch: 10/20... Training loss: 0.0719
Epoch: 10/20... Training loss: 0.0704
Epoch: 10/20... Training loss: 0.0733
Epoch: 10/20... Training loss: 0.0704
Epoch: 10/20... Training loss: 0.0711
Epoch: 10/20... Training loss: 0.0729
Epoch: 10/20... Training loss: 0.0718
Epoch: 10/20... Training loss: 0.0714
Epoch: 10/20... Training loss: 0.0707
Epoch: 10/20... Training loss: 0.0738
Epoch: 10/20... Training loss: 0.0730
Epoch: 10/20... Training loss: 0.0712
Epoch: 10/20... Training loss: 0.0727
Epoch: 10/20... Training loss: 0.0728
Epoch: 10/20... Training loss: 0.0700
Epoch: 10/20... Training loss: 0.0738
Epoch: 10/20... Training loss: 0.0712
Epoch: 10/20... Training loss: 0.0713
Epoch: 10/20... Training loss: 0.0716
Epoch: 10/20... Training loss: 0.0731
Epoch: 10/20... Training loss: 0.0713
Epoch: 10/20... Training loss: 0.0724
Epoch: 10/20... Training loss: 0.0737
Epoch: 10/20... Training loss: 0.0725
Epoch: 10/20... Training loss: 0.0717
Epoch: 10/20... Training loss: 0.0700
Epoch: 10/20... Training loss: 0.0702
Epoch: 10/20... Training loss: 0.0719
Epoch: 10/20... Training loss: 0.0720
Epoch: 10/20... Training loss: 0.0710
Epoch: 10/20... Training loss: 0.0714
Epoch: 10/20... Training loss: 0.0696
Epoch: 10/20... Training loss: 0.0702
Epoch: 10/20... Training loss: 0.0722
Epoch: 10/20... Training loss: 0.0723
Epoch: 10/20... Training loss: 0.0710
Epoch: 10/20... Training loss: 0.0702
Epoch: 10/20... Training loss: 0.0729
Epoch: 10/20... Training loss: 0.0737
Epoch: 10/20... Training loss: 0.0712
Epoch: 10/20... Training loss: 0.0718
Epoch: 10/20... Training loss: 0.0735
Epoch: 10/20... Training loss: 0.0712
Epoch: 10/20... Training loss: 0.0714
Epoch: 10/20... Training loss: 0.0720
Epoch: 10/20... Training loss: 0.0700
Epoch: 10/20... Training loss: 0.0707
Epoch: 10/20... Training loss: 0.0700
Epoch: 10/20... Training loss: 0.0748
Epoch: 10/20... Training loss: 0.0714
Epoch: 10/20... Training loss: 0.0725
Epoch: 10/20... Training loss: 0.0726
Epoch: 10/20... Training loss: 0.0723
Epoch: 10/20... Training loss: 0.0732
Epoch: 10/20... Training loss: 0.0732
Epoch: 10/20... Training loss: 0.0744
Epoch: 10/20... Training loss: 0.0695
Epoch: 10/20... Training loss: 0.0710
Epoch: 10/20... Training loss: 0.0684
Epoch: 10/20... Training loss: 0.0701
Epoch: 10/20... Training loss: 0.0716
Epoch: 10/20... Training loss: 0.0717
Epoch: 10/20... Training loss: 0.0712
Epoch: 10/20... Training loss: 0.0717
Epoch: 10/20... Training loss: 0.0695
Epoch: 11/20... Training loss: 0.0719
Epoch: 11/20... Training loss: 0.0707
Epoch: 11/20... Training loss: 0.0716
Epoch: 11/20... Training loss: 0.0720
Epoch: 11/20... Training loss: 0.0723
Epoch: 11/20... Training loss: 0.0700
Epoch: 11/20... Training loss: 0.0710
Epoch: 11/20... Training loss: 0.0719
Epoch: 11/20... Training loss: 0.0713
Epoch: 11/20... Training loss: 0.0703
Epoch: 11/20... Training loss: 0.0705
Epoch: 11/20... Training loss: 0.0722
Epoch: 11/20... Training loss: 0.0721
Epoch: 11/20... Training loss: 0.0716
Epoch: 11/20... Training loss: 0.0709
Epoch: 11/20... Training loss: 0.0702
Epoch: 11/20... Training loss: 0.0731
Epoch: 11/20... Training loss: 0.0709
Epoch: 11/20... Training loss: 0.0705
Epoch: 11/20... Training loss: 0.0713
Epoch: 11/20... Training loss: 0.0732
Epoch: 11/20... Training loss: 0.0727
Epoch: 11/20... Training loss: 0.0706
Epoch: 11/20... Training loss: 0.0696
Epoch: 11/20... Training loss: 0.0717
Epoch: 11/20... Training loss: 0.0710
Epoch: 11/20... Training loss: 0.0709
Epoch: 11/20... Training loss: 0.0719
Epoch: 11/20... Training loss: 0.0723
Epoch: 11/20... Training loss: 0.0723
Epoch: 11/20... Training loss: 0.0719
Epoch: 11/20... Training loss: 0.0712
Epoch: 11/20... Training loss: 0.0741
Epoch: 11/20... Training loss: 0.0729
Epoch: 11/20... Training loss: 0.0708
Epoch: 11/20... Training loss: 0.0716
Epoch: 11/20... Training loss: 0.0723
Epoch: 11/20... Training loss: 0.0721
Epoch: 11/20... Training loss: 0.0719
Epoch: 11/20... Training loss: 0.0725
Epoch: 11/20... Training loss: 0.0693
Epoch: 11/20... Training loss: 0.0722
Epoch: 11/20... Training loss: 0.0677
Epoch: 11/20... Training loss: 0.0716
Epoch: 11/20... Training loss: 0.0724
Epoch: 11/20... Training loss: 0.0702
Epoch: 11/20... Training loss: 0.0717
Epoch: 11/20... Training loss: 0.0721
Epoch: 11/20... Training loss: 0.0719
Epoch: 11/20... Training loss: 0.0720
Epoch: 11/20... Training loss: 0.0718
Epoch: 11/20... Training loss: 0.0731
Epoch: 11/20... Training loss: 0.0717
Epoch: 11/20... Training loss: 0.0729
Epoch: 11/20... Training loss: 0.0735
Epoch: 11/20... Training loss: 0.0733
Epoch: 11/20... Training loss: 0.0721
Epoch: 11/20... Training loss: 0.0711
Epoch: 11/20... Training loss: 0.0721
Epoch: 11/20... Training loss: 0.0727
Epoch: 11/20... Training loss: 0.0705
Epoch: 11/20... Training loss: 0.0720
Epoch: 11/20... Training loss: 0.0722
Epoch: 11/20... Training loss: 0.0709
Epoch: 11/20... Training loss: 0.0712
Epoch: 11/20... Training loss: 0.0724
Epoch: 11/20... Training loss: 0.0721
Epoch: 11/20... Training loss: 0.0711
Epoch: 11/20... Training loss: 0.0726
Epoch: 11/20... Training loss: 0.0692
Epoch: 11/20... Training loss: 0.0712
Epoch: 11/20... Training loss: 0.0719
Epoch: 11/20... Training loss: 0.0708
Epoch: 11/20... Training loss: 0.0734
Epoch: 11/20... Training loss: 0.0737
Epoch: 11/20... Training loss: 0.0682
Epoch: 11/20... Training loss: 0.0708
Epoch: 11/20... Training loss: 0.0741
Epoch: 11/20... Training loss: 0.0692
Epoch: 11/20... Training loss: 0.0723
Epoch: 11/20... Training loss: 0.0748
Epoch: 11/20... Training loss: 0.0706
Epoch: 11/20... Training loss: 0.0720
Epoch: 11/20... Training loss: 0.0744
Epoch: 11/20... Training loss: 0.0708
Epoch: 11/20... Training loss: 0.0717
Epoch: 11/20... Training loss: 0.0707
Epoch: 11/20... Training loss: 0.0698
Epoch: 11/20... Training loss: 0.0709
Epoch: 11/20... Training loss: 0.0711
Epoch: 11/20... Training loss: 0.0712
Epoch: 11/20... Training loss: 0.0731
Epoch: 11/20... Training loss: 0.0712
Epoch: 11/20... Training loss: 0.0716
Epoch: 11/20... Training loss: 0.0703
Epoch: 11/20... Training loss: 0.0700
Epoch: 11/20... Training loss: 0.0711
Epoch: 11/20... Training loss: 0.0704
Epoch: 11/20... Training loss: 0.0716
Epoch: 11/20... Training loss: 0.0706
Epoch: 11/20... Training loss: 0.0718
Epoch: 11/20... Training loss: 0.0736
Epoch: 11/20... Training loss: 0.0715
Epoch: 11/20... Training loss: 0.0714
Epoch: 11/20... Training loss: 0.0736
Epoch: 11/20... Training loss: 0.0712
Epoch: 11/20... Training loss: 0.0720
Epoch: 11/20... Training loss: 0.0730
Epoch: 11/20... Training loss: 0.0710
Epoch: 11/20... Training loss: 0.0720
Epoch: 11/20... Training loss: 0.0694
Epoch: 11/20... Training loss: 0.0701
Epoch: 11/20... Training loss: 0.0723
Epoch: 11/20... Training loss: 0.0723
Epoch: 11/20... Training loss: 0.0714
Epoch: 11/20... Training loss: 0.0738
Epoch: 11/20... Training loss: 0.0718
Epoch: 11/20... Training loss: 0.0708
Epoch: 11/20... Training loss: 0.0705
Epoch: 11/20... Training loss: 0.0727
Epoch: 11/20... Training loss: 0.0729
Epoch: 11/20... Training loss: 0.0731
Epoch: 11/20... Training loss: 0.0717
Epoch: 11/20... Training loss: 0.0712
Epoch: 11/20... Training loss: 0.0724
Epoch: 11/20... Training loss: 0.0720
Epoch: 11/20... Training loss: 0.0708
Epoch: 11/20... Training loss: 0.0736
Epoch: 11/20... Training loss: 0.0715
Epoch: 11/20... Training loss: 0.0711
Epoch: 11/20... Training loss: 0.0719
Epoch: 11/20... Training loss: 0.0720
Epoch: 11/20... Training loss: 0.0712
Epoch: 11/20... Training loss: 0.0714
Epoch: 11/20... Training loss: 0.0722
Epoch: 11/20... Training loss: 0.0710
Epoch: 11/20... Training loss: 0.0717
Epoch: 11/20... Training loss: 0.0716
Epoch: 11/20... Training loss: 0.0702
Epoch: 11/20... Training loss: 0.0708
Epoch: 11/20... Training loss: 0.0695
Epoch: 11/20... Training loss: 0.0723
Epoch: 11/20... Training loss: 0.0717
Epoch: 11/20... Training loss: 0.0729
Epoch: 11/20... Training loss: 0.0722
Epoch: 11/20... Training loss: 0.0710
Epoch: 11/20... Training loss: 0.0727
Epoch: 11/20... Training loss: 0.0715
Epoch: 11/20... Training loss: 0.0695
Epoch: 11/20... Training loss: 0.0750
Epoch: 11/20... Training loss: 0.0704
Epoch: 11/20... Training loss: 0.0715
Epoch: 11/20... Training loss: 0.0701
Epoch: 11/20... Training loss: 0.0707
Epoch: 11/20... Training loss: 0.0705
Epoch: 11/20... Training loss: 0.0718
Epoch: 11/20... Training loss: 0.0700
Epoch: 11/20... Training loss: 0.0712
Epoch: 11/20... Training loss: 0.0705
Epoch: 11/20... Training loss: 0.0727
Epoch: 11/20... Training loss: 0.0705
Epoch: 11/20... Training loss: 0.0733
Epoch: 11/20... Training loss: 0.0742
Epoch: 11/20... Training loss: 0.0688
Epoch: 11/20... Training loss: 0.0709
Epoch: 11/20... Training loss: 0.0704
Epoch: 11/20... Training loss: 0.0719
Epoch: 11/20... Training loss: 0.0711
Epoch: 11/20... Training loss: 0.0723
Epoch: 11/20... Training loss: 0.0729
Epoch: 11/20... Training loss: 0.0705
Epoch: 11/20... Training loss: 0.0694
Epoch: 11/20... Training loss: 0.0719
Epoch: 11/20... Training loss: 0.0719
Epoch: 11/20... Training loss: 0.0704
Epoch: 11/20... Training loss: 0.0750
Epoch: 11/20... Training loss: 0.0718
Epoch: 11/20... Training loss: 0.0700
Epoch: 11/20... Training loss: 0.0708
Epoch: 11/20... Training loss: 0.0708
Epoch: 11/20... Training loss: 0.0744
Epoch: 11/20... Training loss: 0.0752
Epoch: 11/20... Training loss: 0.0712
Epoch: 11/20... Training loss: 0.0721
Epoch: 11/20... Training loss: 0.0709
Epoch: 11/20... Training loss: 0.0714
Epoch: 11/20... Training loss: 0.0711
Epoch: 11/20... Training loss: 0.0728
Epoch: 11/20... Training loss: 0.0712
Epoch: 11/20... Training loss: 0.0698
Epoch: 11/20... Training loss: 0.0730
Epoch: 11/20... Training loss: 0.0680
Epoch: 11/20... Training loss: 0.0705
Epoch: 11/20... Training loss: 0.0707
Epoch: 11/20... Training loss: 0.0717
Epoch: 11/20... Training loss: 0.0714
Epoch: 11/20... Training loss: 0.0738
Epoch: 11/20... Training loss: 0.0714
Epoch: 11/20... Training loss: 0.0723
Epoch: 11/20... Training loss: 0.0729
Epoch: 11/20... Training loss: 0.0739
Epoch: 11/20... Training loss: 0.0730
Epoch: 11/20... Training loss: 0.0716
Epoch: 11/20... Training loss: 0.0754
Epoch: 11/20... Training loss: 0.0709
Epoch: 11/20... Training loss: 0.0729
Epoch: 11/20... Training loss: 0.0705
Epoch: 11/20... Training loss: 0.0723
Epoch: 11/20... Training loss: 0.0710
Epoch: 11/20... Training loss: 0.0707
Epoch: 11/20... Training loss: 0.0726
Epoch: 11/20... Training loss: 0.0696
Epoch: 11/20... Training loss: 0.0728
Epoch: 11/20... Training loss: 0.0731
Epoch: 11/20... Training loss: 0.0739
Epoch: 11/20... Training loss: 0.0740
Epoch: 11/20... Training loss: 0.0718
Epoch: 11/20... Training loss: 0.0721
Epoch: 11/20... Training loss: 0.0733
Epoch: 11/20... Training loss: 0.0719
Epoch: 11/20... Training loss: 0.0739
Epoch: 11/20... Training loss: 0.0711
Epoch: 11/20... Training loss: 0.0714
Epoch: 11/20... Training loss: 0.0716
Epoch: 11/20... Training loss: 0.0674
Epoch: 11/20... Training loss: 0.0724
Epoch: 11/20... Training loss: 0.0679
Epoch: 11/20... Training loss: 0.0725
Epoch: 11/20... Training loss: 0.0712
Epoch: 11/20... Training loss: 0.0721
Epoch: 11/20... Training loss: 0.0727
Epoch: 11/20... Training loss: 0.0732
Epoch: 11/20... Training loss: 0.0705
Epoch: 11/20... Training loss: 0.0714
Epoch: 11/20... Training loss: 0.0698
Epoch: 11/20... Training loss: 0.0752
Epoch: 11/20... Training loss: 0.0700
Epoch: 11/20... Training loss: 0.0724
Epoch: 11/20... Training loss: 0.0693
Epoch: 11/20... Training loss: 0.0723
Epoch: 11/20... Training loss: 0.0743
Epoch: 11/20... Training loss: 0.0743
Epoch: 11/20... Training loss: 0.0692
Epoch: 11/20... Training loss: 0.0702
Epoch: 11/20... Training loss: 0.0741
Epoch: 11/20... Training loss: 0.0725
Epoch: 11/20... Training loss: 0.0702
Epoch: 11/20... Training loss: 0.0712
Epoch: 11/20... Training loss: 0.0719
Epoch: 11/20... Training loss: 0.0710
Epoch: 11/20... Training loss: 0.0731
Epoch: 11/20... Training loss: 0.0712
Epoch: 11/20... Training loss: 0.0708
Epoch: 11/20... Training loss: 0.0689
Epoch: 11/20... Training loss: 0.0707
Epoch: 11/20... Training loss: 0.0721
Epoch: 11/20... Training loss: 0.0709
Epoch: 11/20... Training loss: 0.0698
Epoch: 11/20... Training loss: 0.0746
Epoch: 11/20... Training loss: 0.0687
Epoch: 11/20... Training loss: 0.0709
Epoch: 11/20... Training loss: 0.0723
Epoch: 11/20... Training loss: 0.0728
Epoch: 11/20... Training loss: 0.0688
Epoch: 11/20... Training loss: 0.0728
Epoch: 11/20... Training loss: 0.0713
Epoch: 11/20... Training loss: 0.0714
Epoch: 11/20... Training loss: 0.0675
Epoch: 11/20... Training loss: 0.0729
Epoch: 11/20... Training loss: 0.0695
Epoch: 11/20... Training loss: 0.0694
Epoch: 11/20... Training loss: 0.0722
Epoch: 11/20... Training loss: 0.0715
Epoch: 11/20... Training loss: 0.0727
Epoch: 11/20... Training loss: 0.0722
Epoch: 11/20... Training loss: 0.0709
Epoch: 11/20... Training loss: 0.0712
Epoch: 11/20... Training loss: 0.0717
Epoch: 11/20... Training loss: 0.0690
Epoch: 11/20... Training loss: 0.0708
Epoch: 11/20... Training loss: 0.0716
Epoch: 11/20... Training loss: 0.0719
Epoch: 11/20... Training loss: 0.0724
Epoch: 11/20... Training loss: 0.0710
Epoch: 11/20... Training loss: 0.0716
Epoch: 11/20... Training loss: 0.0709
Epoch: 11/20... Training loss: 0.0697
Epoch: 11/20... Training loss: 0.0710
Epoch: 11/20... Training loss: 0.0708
Epoch: 11/20... Training loss: 0.0712
Epoch: 11/20... Training loss: 0.0715
Epoch: 11/20... Training loss: 0.0718
Epoch: 11/20... Training loss: 0.0725
Epoch: 11/20... Training loss: 0.0723
Epoch: 11/20... Training loss: 0.0698
Epoch: 11/20... Training loss: 0.0705
Epoch: 11/20... Training loss: 0.0731
Epoch: 11/20... Training loss: 0.0684
Epoch: 11/20... Training loss: 0.0696
Epoch: 11/20... Training loss: 0.0698
Epoch: 12/20... Training loss: 0.0717
Epoch: 12/20... Training loss: 0.0715
Epoch: 12/20... Training loss: 0.0704
Epoch: 12/20... Training loss: 0.0719
Epoch: 12/20... Training loss: 0.0695
Epoch: 12/20... Training loss: 0.0717
Epoch: 12/20... Training loss: 0.0717
Epoch: 12/20... Training loss: 0.0726
Epoch: 12/20... Training loss: 0.0727
Epoch: 12/20... Training loss: 0.0695
Epoch: 12/20... Training loss: 0.0706
Epoch: 12/20... Training loss: 0.0699
Epoch: 12/20... Training loss: 0.0719
Epoch: 12/20... Training loss: 0.0729
Epoch: 12/20... Training loss: 0.0725
Epoch: 12/20... Training loss: 0.0735
Epoch: 12/20... Training loss: 0.0720
Epoch: 12/20... Training loss: 0.0713
Epoch: 12/20... Training loss: 0.0727
Epoch: 12/20... Training loss: 0.0711
Epoch: 12/20... Training loss: 0.0689
Epoch: 12/20... Training loss: 0.0694
Epoch: 12/20... Training loss: 0.0717
Epoch: 12/20... Training loss: 0.0717
Epoch: 12/20... Training loss: 0.0714
Epoch: 12/20... Training loss: 0.0707
Epoch: 12/20... Training loss: 0.0712
Epoch: 12/20... Training loss: 0.0701
Epoch: 12/20... Training loss: 0.0690
Epoch: 12/20... Training loss: 0.0678
Epoch: 12/20... Training loss: 0.0725
Epoch: 12/20... Training loss: 0.0690
Epoch: 12/20... Training loss: 0.0688
Epoch: 12/20... Training loss: 0.0744
Epoch: 12/20... Training loss: 0.0716
Epoch: 12/20... Training loss: 0.0724
Epoch: 12/20... Training loss: 0.0724
Epoch: 12/20... Training loss: 0.0710
Epoch: 12/20... Training loss: 0.0713
Epoch: 12/20... Training loss: 0.0686
Epoch: 12/20... Training loss: 0.0694
Epoch: 12/20... Training loss: 0.0705
Epoch: 12/20... Training loss: 0.0697
Epoch: 12/20... Training loss: 0.0711
Epoch: 12/20... Training loss: 0.0729
Epoch: 12/20... Training loss: 0.0678
Epoch: 12/20... Training loss: 0.0713
Epoch: 12/20... Training loss: 0.0726
Epoch: 12/20... Training loss: 0.0719
Epoch: 12/20... Training loss: 0.0719
Epoch: 12/20... Training loss: 0.0689
Epoch: 12/20... Training loss: 0.0719
Epoch: 12/20... Training loss: 0.0722
Epoch: 12/20... Training loss: 0.0709
Epoch: 12/20... Training loss: 0.0730
Epoch: 12/20... Training loss: 0.0709
Epoch: 12/20... Training loss: 0.0704
Epoch: 12/20... Training loss: 0.0733
Epoch: 12/20... Training loss: 0.0705
Epoch: 12/20... Training loss: 0.0725
Epoch: 12/20... Training loss: 0.0704
Epoch: 12/20... Training loss: 0.0730
Epoch: 12/20... Training loss: 0.0716
Epoch: 12/20... Training loss: 0.0734
Epoch: 12/20... Training loss: 0.0727
Epoch: 12/20... Training loss: 0.0735
Epoch: 12/20... Training loss: 0.0707
Epoch: 12/20... Training loss: 0.0714
Epoch: 12/20... Training loss: 0.0690
Epoch: 12/20... Training loss: 0.0718
Epoch: 12/20... Training loss: 0.0718
Epoch: 12/20... Training loss: 0.0715
Epoch: 12/20... Training loss: 0.0668
Epoch: 12/20... Training loss: 0.0748
Epoch: 12/20... Training loss: 0.0676
Epoch: 12/20... Training loss: 0.0695
Epoch: 12/20... Training loss: 0.0723
Epoch: 12/20... Training loss: 0.0733
Epoch: 12/20... Training loss: 0.0717
Epoch: 12/20... Training loss: 0.0710
Epoch: 12/20... Training loss: 0.0716
Epoch: 12/20... Training loss: 0.0727
Epoch: 12/20... Training loss: 0.0683
Epoch: 12/20... Training loss: 0.0722
Epoch: 12/20... Training loss: 0.0705
Epoch: 12/20... Training loss: 0.0684
Epoch: 12/20... Training loss: 0.0725
Epoch: 12/20... Training loss: 0.0711
Epoch: 12/20... Training loss: 0.0721
Epoch: 12/20... Training loss: 0.0704
Epoch: 12/20... Training loss: 0.0687
Epoch: 12/20... Training loss: 0.0730
Epoch: 12/20... Training loss: 0.0715
Epoch: 12/20... Training loss: 0.0697
Epoch: 12/20... Training loss: 0.0711
Epoch: 12/20... Training loss: 0.0703
Epoch: 12/20... Training loss: 0.0727
Epoch: 12/20... Training loss: 0.0712
Epoch: 12/20... Training loss: 0.0723
Epoch: 12/20... Training loss: 0.0727
Epoch: 12/20... Training loss: 0.0707
Epoch: 12/20... Training loss: 0.0709
Epoch: 12/20... Training loss: 0.0725
Epoch: 12/20... Training loss: 0.0717
Epoch: 12/20... Training loss: 0.0728
Epoch: 12/20... Training loss: 0.0731
Epoch: 12/20... Training loss: 0.0721
Epoch: 12/20... Training loss: 0.0731
Epoch: 12/20... Training loss: 0.0702
Epoch: 12/20... Training loss: 0.0714
Epoch: 12/20... Training loss: 0.0714
Epoch: 12/20... Training loss: 0.0695
Epoch: 12/20... Training loss: 0.0712
Epoch: 12/20... Training loss: 0.0696
Epoch: 12/20... Training loss: 0.0702
Epoch: 12/20... Training loss: 0.0726
Epoch: 12/20... Training loss: 0.0732
Epoch: 12/20... Training loss: 0.0723
Epoch: 12/20... Training loss: 0.0718
Epoch: 12/20... Training loss: 0.0706
Epoch: 12/20... Training loss: 0.0715
Epoch: 12/20... Training loss: 0.0722
Epoch: 12/20... Training loss: 0.0733
Epoch: 12/20... Training loss: 0.0704
Epoch: 12/20... Training loss: 0.0718
Epoch: 12/20... Training loss: 0.0712
Epoch: 12/20... Training loss: 0.0730
Epoch: 12/20... Training loss: 0.0722
Epoch: 12/20... Training loss: 0.0713
Epoch: 12/20... Training loss: 0.0708
Epoch: 12/20... Training loss: 0.0726
Epoch: 12/20... Training loss: 0.0702
Epoch: 12/20... Training loss: 0.0714
Epoch: 12/20... Training loss: 0.0712
Epoch: 12/20... Training loss: 0.0722
Epoch: 12/20... Training loss: 0.0696
Epoch: 12/20... Training loss: 0.0731
Epoch: 12/20... Training loss: 0.0690
Epoch: 12/20... Training loss: 0.0708
Epoch: 12/20... Training loss: 0.0717
Epoch: 12/20... Training loss: 0.0707
Epoch: 12/20... Training loss: 0.0709
Epoch: 12/20... Training loss: 0.0730
Epoch: 12/20... Training loss: 0.0717
Epoch: 12/20... Training loss: 0.0714
Epoch: 12/20... Training loss: 0.0699
Epoch: 12/20... Training loss: 0.0744
Epoch: 12/20... Training loss: 0.0733
Epoch: 12/20... Training loss: 0.0719
Epoch: 12/20... Training loss: 0.0714
Epoch: 12/20... Training loss: 0.0701
Epoch: 12/20... Training loss: 0.0725
Epoch: 12/20... Training loss: 0.0721
Epoch: 12/20... Training loss: 0.0710
Epoch: 12/20... Training loss: 0.0711
Epoch: 12/20... Training loss: 0.0710
Epoch: 12/20... Training loss: 0.0714
Epoch: 12/20... Training loss: 0.0707
Epoch: 12/20... Training loss: 0.0707
Epoch: 12/20... Training loss: 0.0730
Epoch: 12/20... Training loss: 0.0714
Epoch: 12/20... Training loss: 0.0730
Epoch: 12/20... Training loss: 0.0725
Epoch: 12/20... Training loss: 0.0725
Epoch: 12/20... Training loss: 0.0717
Epoch: 12/20... Training loss: 0.0705
Epoch: 12/20... Training loss: 0.0737
Epoch: 12/20... Training loss: 0.0718
Epoch: 12/20... Training loss: 0.0707
Epoch: 12/20... Training loss: 0.0714
Epoch: 12/20... Training loss: 0.0720
Epoch: 12/20... Training loss: 0.0709
Epoch: 12/20... Training loss: 0.0710
Epoch: 12/20... Training loss: 0.0726
Epoch: 12/20... Training loss: 0.0723
Epoch: 12/20... Training loss: 0.0716
Epoch: 12/20... Training loss: 0.0718
Epoch: 12/20... Training loss: 0.0727
Epoch: 12/20... Training loss: 0.0705
Epoch: 12/20... Training loss: 0.0680
Epoch: 12/20... Training loss: 0.0702
Epoch: 12/20... Training loss: 0.0737
Epoch: 12/20... Training loss: 0.0734
Epoch: 12/20... Training loss: 0.0692
Epoch: 12/20... Training loss: 0.0700
Epoch: 12/20... Training loss: 0.0694
Epoch: 12/20... Training loss: 0.0707
Epoch: 12/20... Training loss: 0.0715
Epoch: 12/20... Training loss: 0.0695
Epoch: 12/20... Training loss: 0.0711
Epoch: 12/20... Training loss: 0.0723
Epoch: 12/20... Training loss: 0.0692
Epoch: 12/20... Training loss: 0.0721
Epoch: 12/20... Training loss: 0.0705
Epoch: 12/20... Training loss: 0.0698
Epoch: 12/20... Training loss: 0.0724
Epoch: 12/20... Training loss: 0.0711
Epoch: 12/20... Training loss: 0.0716
Epoch: 12/20... Training loss: 0.0701
Epoch: 12/20... Training loss: 0.0731
Epoch: 12/20... Training loss: 0.0704
Epoch: 12/20... Training loss: 0.0722
Epoch: 12/20... Training loss: 0.0694
Epoch: 12/20... Training loss: 0.0728
Epoch: 12/20... Training loss: 0.0706
Epoch: 12/20... Training loss: 0.0716
Epoch: 12/20... Training loss: 0.0720
Epoch: 12/20... Training loss: 0.0702
Epoch: 12/20... Training loss: 0.0737
Epoch: 12/20... Training loss: 0.0720
Epoch: 12/20... Training loss: 0.0701
Epoch: 12/20... Training loss: 0.0725
Epoch: 12/20... Training loss: 0.0719
Epoch: 12/20... Training loss: 0.0700
Epoch: 12/20... Training loss: 0.0708
Epoch: 12/20... Training loss: 0.0726
Epoch: 12/20... Training loss: 0.0740
Epoch: 12/20... Training loss: 0.0731
Epoch: 12/20... Training loss: 0.0741
Epoch: 12/20... Training loss: 0.0711
Epoch: 12/20... Training loss: 0.0719
Epoch: 12/20... Training loss: 0.0717
Epoch: 12/20... Training loss: 0.0742
Epoch: 12/20... Training loss: 0.0719
Epoch: 12/20... Training loss: 0.0729
Epoch: 12/20... Training loss: 0.0692
Epoch: 12/20... Training loss: 0.0712
Epoch: 12/20... Training loss: 0.0684
Epoch: 12/20... Training loss: 0.0719
Epoch: 12/20... Training loss: 0.0707
Epoch: 12/20... Training loss: 0.0732
Epoch: 12/20... Training loss: 0.0730
Epoch: 12/20... Training loss: 0.0719
Epoch: 12/20... Training loss: 0.0702
Epoch: 12/20... Training loss: 0.0701
Epoch: 12/20... Training loss: 0.0750
Epoch: 12/20... Training loss: 0.0732
Epoch: 12/20... Training loss: 0.0727
Epoch: 12/20... Training loss: 0.0715
Epoch: 12/20... Training loss: 0.0690
Epoch: 12/20... Training loss: 0.0717
Epoch: 12/20... Training loss: 0.0723
Epoch: 12/20... Training loss: 0.0710
Epoch: 12/20... Training loss: 0.0713
Epoch: 12/20... Training loss: 0.0716
Epoch: 12/20... Training loss: 0.0724
Epoch: 12/20... Training loss: 0.0721
Epoch: 12/20... Training loss: 0.0730
Epoch: 12/20... Training loss: 0.0710
Epoch: 12/20... Training loss: 0.0708
Epoch: 12/20... Training loss: 0.0727
Epoch: 12/20... Training loss: 0.0707
Epoch: 12/20... Training loss: 0.0721
Epoch: 12/20... Training loss: 0.0709
Epoch: 12/20... Training loss: 0.0709
Epoch: 12/20... Training loss: 0.0734
Epoch: 12/20... Training loss: 0.0726
Epoch: 12/20... Training loss: 0.0734
Epoch: 12/20... Training loss: 0.0725
Epoch: 12/20... Training loss: 0.0727
Epoch: 12/20... Training loss: 0.0728
Epoch: 12/20... Training loss: 0.0682
Epoch: 12/20... Training loss: 0.0705
Epoch: 12/20... Training loss: 0.0729
Epoch: 12/20... Training loss: 0.0741
Epoch: 12/20... Training loss: 0.0711
Epoch: 12/20... Training loss: 0.0720
Epoch: 12/20... Training loss: 0.0701
Epoch: 12/20... Training loss: 0.0699
Epoch: 12/20... Training loss: 0.0720
Epoch: 12/20... Training loss: 0.0703
Epoch: 12/20... Training loss: 0.0720
Epoch: 12/20... Training loss: 0.0718
Epoch: 12/20... Training loss: 0.0728
Epoch: 12/20... Training loss: 0.0724
Epoch: 12/20... Training loss: 0.0713
Epoch: 12/20... Training loss: 0.0714
Epoch: 12/20... Training loss: 0.0716
Epoch: 12/20... Training loss: 0.0715
Epoch: 12/20... Training loss: 0.0721
Epoch: 12/20... Training loss: 0.0730
Epoch: 12/20... Training loss: 0.0717
Epoch: 12/20... Training loss: 0.0684
Epoch: 12/20... Training loss: 0.0733
Epoch: 12/20... Training loss: 0.0705
Epoch: 12/20... Training loss: 0.0716
Epoch: 12/20... Training loss: 0.0704
Epoch: 12/20... Training loss: 0.0736
Epoch: 12/20... Training loss: 0.0711
Epoch: 12/20... Training loss: 0.0726
Epoch: 12/20... Training loss: 0.0729
Epoch: 12/20... Training loss: 0.0717
Epoch: 12/20... Training loss: 0.0730
Epoch: 12/20... Training loss: 0.0735
Epoch: 12/20... Training loss: 0.0722
Epoch: 12/20... Training loss: 0.0707
Epoch: 12/20... Training loss: 0.0731
Epoch: 12/20... Training loss: 0.0739
Epoch: 12/20... Training loss: 0.0719
Epoch: 12/20... Training loss: 0.0703
Epoch: 13/20... Training loss: 0.0726
Epoch: 13/20... Training loss: 0.0700
Epoch: 13/20... Training loss: 0.0705
Epoch: 13/20... Training loss: 0.0714
Epoch: 13/20... Training loss: 0.0727
Epoch: 13/20... Training loss: 0.0719
Epoch: 13/20... Training loss: 0.0736
Epoch: 13/20... Training loss: 0.0713
Epoch: 13/20... Training loss: 0.0717
Epoch: 13/20... Training loss: 0.0733
Epoch: 13/20... Training loss: 0.0687
Epoch: 13/20... Training loss: 0.0740
Epoch: 13/20... Training loss: 0.0742
Epoch: 13/20... Training loss: 0.0704
Epoch: 13/20... Training loss: 0.0701
Epoch: 13/20... Training loss: 0.0717
Epoch: 13/20... Training loss: 0.0726
Epoch: 13/20... Training loss: 0.0707
Epoch: 13/20... Training loss: 0.0708
Epoch: 13/20... Training loss: 0.0719
Epoch: 13/20... Training loss: 0.0710
Epoch: 13/20... Training loss: 0.0719
Epoch: 13/20... Training loss: 0.0721
Epoch: 13/20... Training loss: 0.0729
Epoch: 13/20... Training loss: 0.0710
Epoch: 13/20... Training loss: 0.0713
Epoch: 13/20... Training loss: 0.0735
Epoch: 13/20... Training loss: 0.0704
Epoch: 13/20... Training loss: 0.0716
Epoch: 13/20... Training loss: 0.0721
Epoch: 13/20... Training loss: 0.0708
Epoch: 13/20... Training loss: 0.0716
Epoch: 13/20... Training loss: 0.0735
Epoch: 13/20... Training loss: 0.0713
Epoch: 13/20... Training loss: 0.0713
Epoch: 13/20... Training loss: 0.0719
Epoch: 13/20... Training loss: 0.0701
Epoch: 13/20... Training loss: 0.0719
Epoch: 13/20... Training loss: 0.0686
Epoch: 13/20... Training loss: 0.0709
Epoch: 13/20... Training loss: 0.0725
Epoch: 13/20... Training loss: 0.0710
Epoch: 13/20... Training loss: 0.0728
Epoch: 13/20... Training loss: 0.0725
Epoch: 13/20... Training loss: 0.0696
Epoch: 13/20... Training loss: 0.0718
Epoch: 13/20... Training loss: 0.0693
Epoch: 13/20... Training loss: 0.0704
Epoch: 13/20... Training loss: 0.0727
Epoch: 13/20... Training loss: 0.0721
Epoch: 13/20... Training loss: 0.0710
Epoch: 13/20... Training loss: 0.0715
Epoch: 13/20... Training loss: 0.0705
Epoch: 13/20... Training loss: 0.0719
Epoch: 13/20... Training loss: 0.0688
Epoch: 13/20... Training loss: 0.0741
Epoch: 13/20... Training loss: 0.0713
Epoch: 13/20... Training loss: 0.0717
Epoch: 13/20... Training loss: 0.0718
Epoch: 13/20... Training loss: 0.0705
Epoch: 13/20... Training loss: 0.0710
Epoch: 13/20... Training loss: 0.0697
Epoch: 13/20... Training loss: 0.0709
Epoch: 13/20... Training loss: 0.0712
Epoch: 13/20... Training loss: 0.0735
Epoch: 13/20... Training loss: 0.0712
Epoch: 13/20... Training loss: 0.0731
Epoch: 13/20... Training loss: 0.0707
Epoch: 13/20... Training loss: 0.0709
Epoch: 13/20... Training loss: 0.0728
Epoch: 13/20... Training loss: 0.0698
Epoch: 13/20... Training loss: 0.0719
Epoch: 13/20... Training loss: 0.0710
Epoch: 13/20... Training loss: 0.0724
Epoch: 13/20... Training loss: 0.0711
Epoch: 13/20... Training loss: 0.0707
Epoch: 13/20... Training loss: 0.0692
Epoch: 13/20... Training loss: 0.0702
Epoch: 13/20... Training loss: 0.0707
Epoch: 13/20... Training loss: 0.0714
Epoch: 13/20... Training loss: 0.0739
Epoch: 13/20... Training loss: 0.0713
Epoch: 13/20... Training loss: 0.0723
Epoch: 13/20... Training loss: 0.0712
Epoch: 13/20... Training loss: 0.0704
Epoch: 13/20... Training loss: 0.0709
Epoch: 13/20... Training loss: 0.0731
Epoch: 13/20... Training loss: 0.0704
Epoch: 13/20... Training loss: 0.0720
Epoch: 13/20... Training loss: 0.0704
Epoch: 13/20... Training loss: 0.0714
Epoch: 13/20... Training loss: 0.0727
Epoch: 13/20... Training loss: 0.0705
Epoch: 13/20... Training loss: 0.0716
Epoch: 13/20... Training loss: 0.0707
Epoch: 13/20... Training loss: 0.0724
Epoch: 13/20... Training loss: 0.0727
Epoch: 13/20... Training loss: 0.0729
Epoch: 13/20... Training loss: 0.0699
Epoch: 13/20... Training loss: 0.0712
Epoch: 13/20... Training loss: 0.0715
Epoch: 13/20... Training loss: 0.0718
Epoch: 13/20... Training loss: 0.0718
Epoch: 13/20... Training loss: 0.0694
Epoch: 13/20... Training loss: 0.0700
Epoch: 13/20... Training loss: 0.0702
Epoch: 13/20... Training loss: 0.0696
Epoch: 13/20... Training loss: 0.0748
Epoch: 13/20... Training loss: 0.0726
Epoch: 13/20... Training loss: 0.0686
Epoch: 13/20... Training loss: 0.0718
Epoch: 13/20... Training loss: 0.0694
Epoch: 13/20... Training loss: 0.0700
Epoch: 13/20... Training loss: 0.0699
Epoch: 13/20... Training loss: 0.0717
Epoch: 13/20... Training loss: 0.0702
Epoch: 13/20... Training loss: 0.0713
Epoch: 13/20... Training loss: 0.0710
Epoch: 13/20... Training loss: 0.0710
Epoch: 13/20... Training loss: 0.0710
Epoch: 13/20... Training loss: 0.0712
Epoch: 13/20... Training loss: 0.0713
Epoch: 13/20... Training loss: 0.0736
Epoch: 13/20... Training loss: 0.0696
Epoch: 13/20... Training loss: 0.0712
Epoch: 13/20... Training loss: 0.0701
Epoch: 13/20... Training loss: 0.0726
Epoch: 13/20... Training loss: 0.0732
Epoch: 13/20... Training loss: 0.0715
Epoch: 13/20... Training loss: 0.0730
Epoch: 13/20... Training loss: 0.0700
Epoch: 13/20... Training loss: 0.0702
Epoch: 13/20... Training loss: 0.0714
Epoch: 13/20... Training loss: 0.0703
Epoch: 13/20... Training loss: 0.0724
Epoch: 13/20... Training loss: 0.0735
Epoch: 13/20... Training loss: 0.0707
Epoch: 13/20... Training loss: 0.0714
Epoch: 13/20... Training loss: 0.0718
Epoch: 13/20... Training loss: 0.0697
Epoch: 13/20... Training loss: 0.0694
Epoch: 13/20... Training loss: 0.0699
Epoch: 13/20... Training loss: 0.0710
Epoch: 13/20... Training loss: 0.0711
Epoch: 13/20... Training loss: 0.0711
Epoch: 13/20... Training loss: 0.0723
Epoch: 13/20... Training loss: 0.0730
Epoch: 13/20... Training loss: 0.0703
Epoch: 13/20... Training loss: 0.0697
Epoch: 13/20... Training loss: 0.0702
Epoch: 13/20... Training loss: 0.0724
Epoch: 13/20... Training loss: 0.0708
Epoch: 13/20... Training loss: 0.0716
Epoch: 13/20... Training loss: 0.0712
Epoch: 13/20... Training loss: 0.0696
Epoch: 13/20... Training loss: 0.0712
Epoch: 13/20... Training loss: 0.0713
Epoch: 13/20... Training loss: 0.0706
Epoch: 13/20... Training loss: 0.0693
Epoch: 13/20... Training loss: 0.0696
Epoch: 13/20... Training loss: 0.0708
Epoch: 13/20... Training loss: 0.0717
Epoch: 13/20... Training loss: 0.0716
Epoch: 13/20... Training loss: 0.0704
Epoch: 13/20... Training loss: 0.0723
Epoch: 13/20... Training loss: 0.0717
Epoch: 13/20... Training loss: 0.0711
Epoch: 13/20... Training loss: 0.0719
Epoch: 13/20... Training loss: 0.0726
Epoch: 13/20... Training loss: 0.0738
Epoch: 13/20... Training loss: 0.0715
Epoch: 13/20... Training loss: 0.0704
Epoch: 13/20... Training loss: 0.0719
Epoch: 13/20... Training loss: 0.0718
Epoch: 13/20... Training loss: 0.0713
Epoch: 13/20... Training loss: 0.0705
Epoch: 13/20... Training loss: 0.0696
Epoch: 13/20... Training loss: 0.0707
Epoch: 13/20... Training loss: 0.0721
Epoch: 13/20... Training loss: 0.0715
Epoch: 13/20... Training loss: 0.0720
Epoch: 13/20... Training loss: 0.0728
Epoch: 13/20... Training loss: 0.0697
Epoch: 13/20... Training loss: 0.0729
Epoch: 13/20... Training loss: 0.0715
Epoch: 13/20... Training loss: 0.0709
Epoch: 13/20... Training loss: 0.0690
Epoch: 13/20... Training loss: 0.0709
Epoch: 13/20... Training loss: 0.0709
Epoch: 13/20... Training loss: 0.0727
Epoch: 13/20... Training loss: 0.0704
Epoch: 13/20... Training loss: 0.0704
Epoch: 13/20... Training loss: 0.0720
Epoch: 13/20... Training loss: 0.0740
Epoch: 13/20... Training loss: 0.0725
Epoch: 13/20... Training loss: 0.0714
Epoch: 13/20... Training loss: 0.0694
Epoch: 13/20... Training loss: 0.0703
Epoch: 13/20... Training loss: 0.0703
Epoch: 13/20... Training loss: 0.0696
Epoch: 13/20... Training loss: 0.0695
Epoch: 13/20... Training loss: 0.0715
Epoch: 13/20... Training loss: 0.0716
Epoch: 13/20... Training loss: 0.0703
Epoch: 13/20... Training loss: 0.0739
Epoch: 13/20... Training loss: 0.0727
Epoch: 13/20... Training loss: 0.0725
Epoch: 13/20... Training loss: 0.0705
Epoch: 13/20... Training loss: 0.0689
Epoch: 13/20... Training loss: 0.0728
Epoch: 13/20... Training loss: 0.0700
Epoch: 13/20... Training loss: 0.0719
Epoch: 13/20... Training loss: 0.0730
Epoch: 13/20... Training loss: 0.0703
Epoch: 13/20... Training loss: 0.0734
Epoch: 13/20... Training loss: 0.0731
Epoch: 13/20... Training loss: 0.0722
Epoch: 13/20... Training loss: 0.0721
Epoch: 13/20... Training loss: 0.0730
Epoch: 13/20... Training loss: 0.0712
Epoch: 13/20... Training loss: 0.0734
Epoch: 13/20... Training loss: 0.0706
Epoch: 13/20... Training loss: 0.0705
Epoch: 13/20... Training loss: 0.0687
Epoch: 13/20... Training loss: 0.0725
Epoch: 13/20... Training loss: 0.0726
Epoch: 13/20... Training loss: 0.0731
Epoch: 13/20... Training loss: 0.0710
Epoch: 13/20... Training loss: 0.0703
Epoch: 13/20... Training loss: 0.0710
Epoch: 13/20... Training loss: 0.0718
Epoch: 13/20... Training loss: 0.0733
Epoch: 13/20... Training loss: 0.0702
Epoch: 13/20... Training loss: 0.0751
Epoch: 13/20... Training loss: 0.0710
Epoch: 13/20... Training loss: 0.0712
Epoch: 13/20... Training loss: 0.0693
Epoch: 13/20... Training loss: 0.0706
Epoch: 13/20... Training loss: 0.0718
Epoch: 13/20... Training loss: 0.0717
Epoch: 13/20... Training loss: 0.0747
Epoch: 13/20... Training loss: 0.0748
Epoch: 13/20... Training loss: 0.0702
Epoch: 13/20... Training loss: 0.0728
Epoch: 13/20... Training loss: 0.0708
Epoch: 13/20... Training loss: 0.0717
Epoch: 13/20... Training loss: 0.0709
Epoch: 13/20... Training loss: 0.0711
Epoch: 13/20... Training loss: 0.0711
Epoch: 13/20... Training loss: 0.0724
Epoch: 13/20... Training loss: 0.0715
Epoch: 13/20... Training loss: 0.0728
Epoch: 13/20... Training loss: 0.0720
Epoch: 13/20... Training loss: 0.0731
Epoch: 13/20... Training loss: 0.0699
Epoch: 13/20... Training loss: 0.0695
Epoch: 13/20... Training loss: 0.0711
Epoch: 13/20... Training loss: 0.0695
Epoch: 13/20... Training loss: 0.0720
Epoch: 13/20... Training loss: 0.0715
Epoch: 13/20... Training loss: 0.0711
Epoch: 13/20... Training loss: 0.0705
Epoch: 13/20... Training loss: 0.0706
Epoch: 13/20... Training loss: 0.0716
Epoch: 13/20... Training loss: 0.0726
Epoch: 13/20... Training loss: 0.0717
Epoch: 13/20... Training loss: 0.0705
Epoch: 13/20... Training loss: 0.0700
Epoch: 13/20... Training loss: 0.0723
Epoch: 13/20... Training loss: 0.0714
Epoch: 13/20... Training loss: 0.0723
Epoch: 13/20... Training loss: 0.0716
Epoch: 13/20... Training loss: 0.0713
Epoch: 13/20... Training loss: 0.0705
Epoch: 13/20... Training loss: 0.0706
Epoch: 13/20... Training loss: 0.0726
Epoch: 13/20... Training loss: 0.0705
Epoch: 13/20... Training loss: 0.0720
Epoch: 13/20... Training loss: 0.0715
Epoch: 13/20... Training loss: 0.0724
Epoch: 13/20... Training loss: 0.0736
Epoch: 13/20... Training loss: 0.0706
Epoch: 13/20... Training loss: 0.0710
Epoch: 13/20... Training loss: 0.0701
Epoch: 13/20... Training loss: 0.0712
Epoch: 13/20... Training loss: 0.0729
Epoch: 13/20... Training loss: 0.0730
Epoch: 13/20... Training loss: 0.0714
Epoch: 13/20... Training loss: 0.0722
Epoch: 13/20... Training loss: 0.0715
Epoch: 13/20... Training loss: 0.0729
Epoch: 13/20... Training loss: 0.0726
Epoch: 13/20... Training loss: 0.0695
Epoch: 13/20... Training loss: 0.0699
Epoch: 13/20... Training loss: 0.0708
Epoch: 13/20... Training loss: 0.0726
Epoch: 13/20... Training loss: 0.0733
Epoch: 13/20... Training loss: 0.0716
Epoch: 13/20... Training loss: 0.0682
Epoch: 13/20... Training loss: 0.0722
Epoch: 14/20... Training loss: 0.0705
Epoch: 14/20... Training loss: 0.0715
Epoch: 14/20... Training loss: 0.0717
Epoch: 14/20... Training loss: 0.0698
Epoch: 14/20... Training loss: 0.0708
Epoch: 14/20... Training loss: 0.0707
Epoch: 14/20... Training loss: 0.0712
Epoch: 14/20... Training loss: 0.0703
Epoch: 14/20... Training loss: 0.0739
Epoch: 14/20... Training loss: 0.0715
Epoch: 14/20... Training loss: 0.0708
Epoch: 14/20... Training loss: 0.0713
Epoch: 14/20... Training loss: 0.0710
Epoch: 14/20... Training loss: 0.0701
Epoch: 14/20... Training loss: 0.0711
Epoch: 14/20... Training loss: 0.0694
Epoch: 14/20... Training loss: 0.0708
Epoch: 14/20... Training loss: 0.0704
Epoch: 14/20... Training loss: 0.0699
Epoch: 14/20... Training loss: 0.0686
Epoch: 14/20... Training loss: 0.0706
Epoch: 14/20... Training loss: 0.0700
Epoch: 14/20... Training loss: 0.0711
Epoch: 14/20... Training loss: 0.0701
Epoch: 14/20... Training loss: 0.0691
Epoch: 14/20... Training loss: 0.0734
Epoch: 14/20... Training loss: 0.0719
Epoch: 14/20... Training loss: 0.0696
Epoch: 14/20... Training loss: 0.0734
Epoch: 14/20... Training loss: 0.0731
Epoch: 14/20... Training loss: 0.0727
Epoch: 14/20... Training loss: 0.0709
Epoch: 14/20... Training loss: 0.0717
Epoch: 14/20... Training loss: 0.0720
Epoch: 14/20... Training loss: 0.0728
Epoch: 14/20... Training loss: 0.0718
Epoch: 14/20... Training loss: 0.0707
Epoch: 14/20... Training loss: 0.0723
Epoch: 14/20... Training loss: 0.0721
Epoch: 14/20... Training loss: 0.0725
Epoch: 14/20... Training loss: 0.0709
Epoch: 14/20... Training loss: 0.0691
Epoch: 14/20... Training loss: 0.0715
Epoch: 14/20... Training loss: 0.0716
Epoch: 14/20... Training loss: 0.0704
Epoch: 14/20... Training loss: 0.0723
Epoch: 14/20... Training loss: 0.0720
Epoch: 14/20... Training loss: 0.0731
Epoch: 14/20... Training loss: 0.0730
Epoch: 14/20... Training loss: 0.0726
Epoch: 14/20... Training loss: 0.0710
Epoch: 14/20... Training loss: 0.0695
Epoch: 14/20... Training loss: 0.0725
Epoch: 14/20... Training loss: 0.0714
Epoch: 14/20... Training loss: 0.0727
Epoch: 14/20... Training loss: 0.0702
Epoch: 14/20... Training loss: 0.0707
Epoch: 14/20... Training loss: 0.0701
Epoch: 14/20... Training loss: 0.0727
Epoch: 14/20... Training loss: 0.0721
Epoch: 14/20... Training loss: 0.0714
Epoch: 14/20... Training loss: 0.0713
Epoch: 14/20... Training loss: 0.0725
Epoch: 14/20... Training loss: 0.0720
Epoch: 14/20... Training loss: 0.0694
Epoch: 14/20... Training loss: 0.0696
Epoch: 14/20... Training loss: 0.0706
Epoch: 14/20... Training loss: 0.0693
Epoch: 14/20... Training loss: 0.0733
Epoch: 14/20... Training loss: 0.0714
Epoch: 14/20... Training loss: 0.0720
Epoch: 14/20... Training loss: 0.0710
Epoch: 14/20... Training loss: 0.0703
Epoch: 14/20... Training loss: 0.0719
Epoch: 14/20... Training loss: 0.0710
Epoch: 14/20... Training loss: 0.0705
Epoch: 14/20... Training loss: 0.0733
Epoch: 14/20... Training loss: 0.0700
Epoch: 14/20... Training loss: 0.0723
Epoch: 14/20... Training loss: 0.0722
Epoch: 14/20... Training loss: 0.0713
Epoch: 14/20... Training loss: 0.0717
Epoch: 14/20... Training loss: 0.0701
Epoch: 14/20... Training loss: 0.0709
Epoch: 14/20... Training loss: 0.0725
Epoch: 14/20... Training loss: 0.0744
Epoch: 14/20... Training loss: 0.0694
Epoch: 14/20... Training loss: 0.0710
Epoch: 14/20... Training loss: 0.0685
Epoch: 14/20... Training loss: 0.0720
Epoch: 14/20... Training loss: 0.0701
Epoch: 14/20... Training loss: 0.0716
Epoch: 14/20... Training loss: 0.0720
Epoch: 14/20... Training loss: 0.0731
Epoch: 14/20... Training loss: 0.0721
Epoch: 14/20... Training loss: 0.0699
Epoch: 14/20... Training loss: 0.0702
Epoch: 14/20... Training loss: 0.0721
Epoch: 14/20... Training loss: 0.0707
Epoch: 14/20... Training loss: 0.0702
Epoch: 14/20... Training loss: 0.0720
Epoch: 14/20... Training loss: 0.0699
Epoch: 14/20... Training loss: 0.0723
Epoch: 14/20... Training loss: 0.0705
Epoch: 14/20... Training loss: 0.0719
Epoch: 14/20... Training loss: 0.0695
Epoch: 14/20... Training loss: 0.0725
Epoch: 14/20... Training loss: 0.0716
Epoch: 14/20... Training loss: 0.0731
Epoch: 14/20... Training loss: 0.0713
Epoch: 14/20... Training loss: 0.0718
Epoch: 14/20... Training loss: 0.0710
Epoch: 14/20... Training loss: 0.0733
Epoch: 14/20... Training loss: 0.0693
Epoch: 14/20... Training loss: 0.0705
Epoch: 14/20... Training loss: 0.0742
Epoch: 14/20... Training loss: 0.0746
Epoch: 14/20... Training loss: 0.0712
Epoch: 14/20... Training loss: 0.0719
Epoch: 14/20... Training loss: 0.0721
Epoch: 14/20... Training loss: 0.0737
Epoch: 14/20... Training loss: 0.0706
Epoch: 14/20... Training loss: 0.0715
Epoch: 14/20... Training loss: 0.0703
Epoch: 14/20... Training loss: 0.0724
Epoch: 14/20... Training loss: 0.0701
Epoch: 14/20... Training loss: 0.0689
Epoch: 14/20... Training loss: 0.0720
Epoch: 14/20... Training loss: 0.0706
Epoch: 14/20... Training loss: 0.0710
Epoch: 14/20... Training loss: 0.0707
Epoch: 14/20... Training loss: 0.0713
Epoch: 14/20... Training loss: 0.0709
Epoch: 14/20... Training loss: 0.0705
Epoch: 14/20... Training loss: 0.0715
Epoch: 14/20... Training loss: 0.0702
Epoch: 14/20... Training loss: 0.0742
Epoch: 14/20... Training loss: 0.0682
Epoch: 14/20... Training loss: 0.0693
Epoch: 14/20... Training loss: 0.0699
Epoch: 14/20... Training loss: 0.0726
Epoch: 14/20... Training loss: 0.0721
Epoch: 14/20... Training loss: 0.0705
Epoch: 14/20... Training loss: 0.0706
Epoch: 14/20... Training loss: 0.0716
Epoch: 14/20... Training loss: 0.0704
Epoch: 14/20... Training loss: 0.0694
Epoch: 14/20... Training loss: 0.0718
Epoch: 14/20... Training loss: 0.0702
Epoch: 14/20... Training loss: 0.0730
Epoch: 14/20... Training loss: 0.0721
Epoch: 14/20... Training loss: 0.0721
Epoch: 14/20... Training loss: 0.0714
Epoch: 14/20... Training loss: 0.0728
Epoch: 14/20... Training loss: 0.0723
Epoch: 14/20... Training loss: 0.0701
Epoch: 14/20... Training loss: 0.0716
Epoch: 14/20... Training loss: 0.0723
Epoch: 14/20... Training loss: 0.0711
Epoch: 14/20... Training loss: 0.0742
Epoch: 14/20... Training loss: 0.0710
Epoch: 14/20... Training loss: 0.0730
Epoch: 14/20... Training loss: 0.0756
Epoch: 14/20... Training loss: 0.0725
Epoch: 14/20... Training loss: 0.0703
Epoch: 14/20... Training loss: 0.0703
Epoch: 14/20... Training loss: 0.0707
Epoch: 14/20... Training loss: 0.0711
Epoch: 14/20... Training loss: 0.0718
Epoch: 14/20... Training loss: 0.0728
Epoch: 14/20... Training loss: 0.0710
Epoch: 14/20... Training loss: 0.0707
Epoch: 14/20... Training loss: 0.0707
Epoch: 14/20... Training loss: 0.0719
Epoch: 14/20... Training loss: 0.0719
Epoch: 14/20... Training loss: 0.0727
Epoch: 14/20... Training loss: 0.0714
Epoch: 14/20... Training loss: 0.0705
Epoch: 14/20... Training loss: 0.0706
Epoch: 14/20... Training loss: 0.0702
Epoch: 14/20... Training loss: 0.0722
Epoch: 14/20... Training loss: 0.0724
Epoch: 14/20... Training loss: 0.0703
Epoch: 14/20... Training loss: 0.0731
Epoch: 14/20... Training loss: 0.0697
Epoch: 14/20... Training loss: 0.0706
Epoch: 14/20... Training loss: 0.0706
Epoch: 14/20... Training loss: 0.0717
Epoch: 14/20... Training loss: 0.0732
Epoch: 14/20... Training loss: 0.0732
Epoch: 14/20... Training loss: 0.0704
Epoch: 14/20... Training loss: 0.0709
Epoch: 14/20... Training loss: 0.0719
Epoch: 14/20... Training loss: 0.0722
Epoch: 14/20... Training loss: 0.0690
Epoch: 14/20... Training loss: 0.0727
Epoch: 14/20... Training loss: 0.0702
Epoch: 14/20... Training loss: 0.0712
Epoch: 14/20... Training loss: 0.0731
Epoch: 14/20... Training loss: 0.0704
Epoch: 14/20... Training loss: 0.0735
Epoch: 14/20... Training loss: 0.0729
Epoch: 14/20... Training loss: 0.0727
Epoch: 14/20... Training loss: 0.0730
Epoch: 14/20... Training loss: 0.0718
Epoch: 14/20... Training loss: 0.0703
Epoch: 14/20... Training loss: 0.0713
Epoch: 14/20... Training loss: 0.0717
Epoch: 14/20... Training loss: 0.0709
Epoch: 14/20... Training loss: 0.0722
Epoch: 14/20... Training loss: 0.0732
Epoch: 14/20... Training loss: 0.0726
Epoch: 14/20... Training loss: 0.0734
Epoch: 14/20... Training loss: 0.0716
Epoch: 14/20... Training loss: 0.0735
Epoch: 14/20... Training loss: 0.0723
Epoch: 14/20... Training loss: 0.0727
Epoch: 14/20... Training loss: 0.0709
Epoch: 14/20... Training loss: 0.0724
Epoch: 14/20... Training loss: 0.0720
Epoch: 14/20... Training loss: 0.0714
Epoch: 14/20... Training loss: 0.0738
Epoch: 14/20... Training loss: 0.0699
Epoch: 14/20... Training loss: 0.0715
Epoch: 14/20... Training loss: 0.0722
Epoch: 14/20... Training loss: 0.0703
Epoch: 14/20... Training loss: 0.0718
Epoch: 14/20... Training loss: 0.0721
Epoch: 14/20... Training loss: 0.0728
Epoch: 14/20... Training loss: 0.0726
Epoch: 14/20... Training loss: 0.0691
Epoch: 14/20... Training loss: 0.0729
Epoch: 14/20... Training loss: 0.0695
Epoch: 14/20... Training loss: 0.0699
Epoch: 14/20... Training loss: 0.0719
Epoch: 14/20... Training loss: 0.0706
Epoch: 14/20... Training loss: 0.0705
Epoch: 14/20... Training loss: 0.0719
Epoch: 14/20... Training loss: 0.0704
Epoch: 14/20... Training loss: 0.0714
Epoch: 14/20... Training loss: 0.0724
Epoch: 14/20... Training loss: 0.0719
Epoch: 14/20... Training loss: 0.0722
Epoch: 14/20... Training loss: 0.0698
Epoch: 14/20... Training loss: 0.0710
Epoch: 14/20... Training loss: 0.0712
Epoch: 14/20... Training loss: 0.0709
Epoch: 14/20... Training loss: 0.0714
Epoch: 14/20... Training loss: 0.0699
Epoch: 14/20... Training loss: 0.0721
Epoch: 14/20... Training loss: 0.0718
Epoch: 14/20... Training loss: 0.0708
Epoch: 14/20... Training loss: 0.0715
Epoch: 14/20... Training loss: 0.0679
Epoch: 14/20... Training loss: 0.0718
Epoch: 14/20... Training loss: 0.0713
Epoch: 14/20... Training loss: 0.0704
Epoch: 14/20... Training loss: 0.0720
Epoch: 14/20... Training loss: 0.0734
Epoch: 14/20... Training loss: 0.0717
Epoch: 14/20... Training loss: 0.0711
Epoch: 14/20... Training loss: 0.0722
Epoch: 14/20... Training loss: 0.0728
Epoch: 14/20... Training loss: 0.0723
Epoch: 14/20... Training loss: 0.0696
Epoch: 14/20... Training loss: 0.0732
Epoch: 14/20... Training loss: 0.0705
Epoch: 14/20... Training loss: 0.0718
Epoch: 14/20... Training loss: 0.0706
Epoch: 14/20... Training loss: 0.0698
Epoch: 14/20... Training loss: 0.0709
Epoch: 14/20... Training loss: 0.0712
Epoch: 14/20... Training loss: 0.0701
Epoch: 14/20... Training loss: 0.0708
Epoch: 14/20... Training loss: 0.0708
Epoch: 14/20... Training loss: 0.0710
Epoch: 14/20... Training loss: 0.0704
Epoch: 14/20... Training loss: 0.0695
Epoch: 14/20... Training loss: 0.0705
Epoch: 14/20... Training loss: 0.0726
Epoch: 14/20... Training loss: 0.0721
Epoch: 14/20... Training loss: 0.0688
Epoch: 14/20... Training loss: 0.0710
Epoch: 14/20... Training loss: 0.0710
Epoch: 14/20... Training loss: 0.0699
Epoch: 14/20... Training loss: 0.0714
Epoch: 14/20... Training loss: 0.0739
Epoch: 14/20... Training loss: 0.0685
Epoch: 14/20... Training loss: 0.0723
Epoch: 14/20... Training loss: 0.0721
Epoch: 14/20... Training loss: 0.0739
Epoch: 14/20... Training loss: 0.0732
Epoch: 14/20... Training loss: 0.0722
Epoch: 14/20... Training loss: 0.0730
Epoch: 14/20... Training loss: 0.0724
Epoch: 14/20... Training loss: 0.0733
Epoch: 14/20... Training loss: 0.0729
Epoch: 14/20... Training loss: 0.0741
Epoch: 14/20... Training loss: 0.0723
Epoch: 14/20... Training loss: 0.0719
Epoch: 15/20... Training loss: 0.0718
Epoch: 15/20... Training loss: 0.0708
Epoch: 15/20... Training loss: 0.0719
Epoch: 15/20... Training loss: 0.0727
Epoch: 15/20... Training loss: 0.0723
Epoch: 15/20... Training loss: 0.0695
Epoch: 15/20... Training loss: 0.0745
Epoch: 15/20... Training loss: 0.0718
Epoch: 15/20... Training loss: 0.0728
Epoch: 15/20... Training loss: 0.0703
Epoch: 15/20... Training loss: 0.0725
Epoch: 15/20... Training loss: 0.0720
Epoch: 15/20... Training loss: 0.0709
Epoch: 15/20... Training loss: 0.0716
Epoch: 15/20... Training loss: 0.0698
Epoch: 15/20... Training loss: 0.0714
Epoch: 15/20... Training loss: 0.0725
Epoch: 15/20... Training loss: 0.0713
Epoch: 15/20... Training loss: 0.0727
Epoch: 15/20... Training loss: 0.0734
Epoch: 15/20... Training loss: 0.0725
Epoch: 15/20... Training loss: 0.0709
Epoch: 15/20... Training loss: 0.0726
Epoch: 15/20... Training loss: 0.0699
Epoch: 15/20... Training loss: 0.0722
Epoch: 15/20... Training loss: 0.0723
Epoch: 15/20... Training loss: 0.0738
Epoch: 15/20... Training loss: 0.0725
Epoch: 15/20... Training loss: 0.0709
Epoch: 15/20... Training loss: 0.0697
Epoch: 15/20... Training loss: 0.0730
Epoch: 15/20... Training loss: 0.0724
Epoch: 15/20... Training loss: 0.0731
Epoch: 15/20... Training loss: 0.0722
Epoch: 15/20... Training loss: 0.0706
Epoch: 15/20... Training loss: 0.0723
Epoch: 15/20... Training loss: 0.0711
Epoch: 15/20... Training loss: 0.0697
Epoch: 15/20... Training loss: 0.0686
Epoch: 15/20... Training loss: 0.0721
Epoch: 15/20... Training loss: 0.0719
Epoch: 15/20... Training loss: 0.0720
Epoch: 15/20... Training loss: 0.0750
Epoch: 15/20... Training loss: 0.0718
Epoch: 15/20... Training loss: 0.0691
Epoch: 15/20... Training loss: 0.0719
Epoch: 15/20... Training loss: 0.0695
Epoch: 15/20... Training loss: 0.0710
Epoch: 15/20... Training loss: 0.0697
Epoch: 15/20... Training loss: 0.0705
Epoch: 15/20... Training loss: 0.0727
Epoch: 15/20... Training loss: 0.0709
Epoch: 15/20... Training loss: 0.0707
Epoch: 15/20... Training loss: 0.0726
Epoch: 15/20... Training loss: 0.0722
Epoch: 15/20... Training loss: 0.0704
Epoch: 15/20... Training loss: 0.0715
Epoch: 15/20... Training loss: 0.0707
Epoch: 15/20... Training loss: 0.0712
Epoch: 15/20... Training loss: 0.0725
Epoch: 15/20... Training loss: 0.0719
Epoch: 15/20... Training loss: 0.0711
Epoch: 15/20... Training loss: 0.0697
Epoch: 15/20... Training loss: 0.0689
Epoch: 15/20... Training loss: 0.0693
Epoch: 15/20... Training loss: 0.0723
Epoch: 15/20... Training loss: 0.0705
Epoch: 15/20... Training loss: 0.0725
Epoch: 15/20... Training loss: 0.0699
Epoch: 15/20... Training loss: 0.0714
Epoch: 15/20... Training loss: 0.0720
Epoch: 15/20... Training loss: 0.0726
Epoch: 15/20... Training loss: 0.0710
Epoch: 15/20... Training loss: 0.0707
Epoch: 15/20... Training loss: 0.0729
Epoch: 15/20... Training loss: 0.0710
Epoch: 15/20... Training loss: 0.0723
Epoch: 15/20... Training loss: 0.0733
Epoch: 15/20... Training loss: 0.0708
Epoch: 15/20... Training loss: 0.0692
Epoch: 15/20... Training loss: 0.0720
Epoch: 15/20... Training loss: 0.0714
Epoch: 15/20... Training loss: 0.0692
Epoch: 15/20... Training loss: 0.0699
Epoch: 15/20... Training loss: 0.0710
Epoch: 15/20... Training loss: 0.0699
Epoch: 15/20... Training loss: 0.0712
Epoch: 15/20... Training loss: 0.0721
Epoch: 15/20... Training loss: 0.0727
Epoch: 15/20... Training loss: 0.0722
Epoch: 15/20... Training loss: 0.0674
Epoch: 15/20... Training loss: 0.0705
Epoch: 15/20... Training loss: 0.0725
Epoch: 15/20... Training loss: 0.0695
Epoch: 15/20... Training loss: 0.0700
Epoch: 15/20... Training loss: 0.0726
Epoch: 15/20... Training loss: 0.0734
Epoch: 15/20... Training loss: 0.0721
Epoch: 15/20... Training loss: 0.0740
Epoch: 15/20... Training loss: 0.0699
Epoch: 15/20... Training loss: 0.0711
Epoch: 15/20... Training loss: 0.0724
Epoch: 15/20... Training loss: 0.0709
Epoch: 15/20... Training loss: 0.0717
Epoch: 15/20... Training loss: 0.0735
Epoch: 15/20... Training loss: 0.0714
Epoch: 15/20... Training loss: 0.0703
Epoch: 15/20... Training loss: 0.0719
Epoch: 15/20... Training loss: 0.0702
Epoch: 15/20... Training loss: 0.0692
Epoch: 15/20... Training loss: 0.0725
Epoch: 15/20... Training loss: 0.0712
Epoch: 15/20... Training loss: 0.0715
Epoch: 15/20... Training loss: 0.0719
Epoch: 15/20... Training loss: 0.0702
Epoch: 15/20... Training loss: 0.0708
Epoch: 15/20... Training loss: 0.0708
Epoch: 15/20... Training loss: 0.0726
Epoch: 15/20... Training loss: 0.0711
Epoch: 15/20... Training loss: 0.0715
Epoch: 15/20... Training loss: 0.0717
Epoch: 15/20... Training loss: 0.0716
Epoch: 15/20... Training loss: 0.0711
Epoch: 15/20... Training loss: 0.0724
Epoch: 15/20... Training loss: 0.0716
Epoch: 15/20... Training loss: 0.0703
Epoch: 15/20... Training loss: 0.0702
Epoch: 15/20... Training loss: 0.0718
Epoch: 15/20... Training loss: 0.0717
Epoch: 15/20... Training loss: 0.0725
Epoch: 15/20... Training loss: 0.0710
Epoch: 15/20... Training loss: 0.0728
Epoch: 15/20... Training loss: 0.0710
Epoch: 15/20... Training loss: 0.0695
Epoch: 15/20... Training loss: 0.0717
Epoch: 15/20... Training loss: 0.0700
Epoch: 15/20... Training loss: 0.0735
Epoch: 15/20... Training loss: 0.0705
Epoch: 15/20... Training loss: 0.0704
Epoch: 15/20... Training loss: 0.0709
Epoch: 15/20... Training loss: 0.0711
Epoch: 15/20... Training loss: 0.0726
Epoch: 15/20... Training loss: 0.0700
Epoch: 15/20... Training loss: 0.0713
Epoch: 15/20... Training loss: 0.0719
Epoch: 15/20... Training loss: 0.0727
Epoch: 15/20... Training loss: 0.0708
Epoch: 15/20... Training loss: 0.0702
Epoch: 15/20... Training loss: 0.0713
Epoch: 15/20... Training loss: 0.0719
Epoch: 15/20... Training loss: 0.0718
Epoch: 15/20... Training loss: 0.0729
Epoch: 15/20... Training loss: 0.0712
Epoch: 15/20... Training loss: 0.0710
Epoch: 15/20... Training loss: 0.0709
Epoch: 15/20... Training loss: 0.0704
Epoch: 15/20... Training loss: 0.0705
Epoch: 15/20... Training loss: 0.0702
Epoch: 15/20... Training loss: 0.0719
Epoch: 15/20... Training loss: 0.0704
Epoch: 15/20... Training loss: 0.0718
Epoch: 15/20... Training loss: 0.0711
Epoch: 15/20... Training loss: 0.0688
Epoch: 15/20... Training loss: 0.0689
Epoch: 15/20... Training loss: 0.0735
Epoch: 15/20... Training loss: 0.0699
Epoch: 15/20... Training loss: 0.0717
Epoch: 15/20... Training loss: 0.0731
Epoch: 15/20... Training loss: 0.0736
Epoch: 15/20... Training loss: 0.0702
Epoch: 15/20... Training loss: 0.0723
Epoch: 15/20... Training loss: 0.0706
Epoch: 15/20... Training loss: 0.0701
Epoch: 15/20... Training loss: 0.0738
Epoch: 15/20... Training loss: 0.0728
Epoch: 15/20... Training loss: 0.0731
Epoch: 15/20... Training loss: 0.0719
Epoch: 15/20... Training loss: 0.0693
Epoch: 15/20... Training loss: 0.0709
Epoch: 15/20... Training loss: 0.0706
Epoch: 15/20... Training loss: 0.0724
Epoch: 15/20... Training loss: 0.0731
Epoch: 15/20... Training loss: 0.0726
Epoch: 15/20... Training loss: 0.0720
Epoch: 15/20... Training loss: 0.0716
Epoch: 15/20... Training loss: 0.0725
Epoch: 15/20... Training loss: 0.0733
Epoch: 15/20... Training loss: 0.0732
Epoch: 15/20... Training loss: 0.0732
Epoch: 15/20... Training loss: 0.0722
Epoch: 15/20... Training loss: 0.0684
Epoch: 15/20... Training loss: 0.0735
Epoch: 15/20... Training loss: 0.0713
Epoch: 15/20... Training loss: 0.0721
Epoch: 15/20... Training loss: 0.0745
Epoch: 15/20... Training loss: 0.0717
Epoch: 15/20... Training loss: 0.0721
Epoch: 15/20... Training loss: 0.0716
Epoch: 15/20... Training loss: 0.0716
Epoch: 15/20... Training loss: 0.0704
Epoch: 15/20... Training loss: 0.0726
Epoch: 15/20... Training loss: 0.0756
Epoch: 15/20... Training loss: 0.0716
Epoch: 15/20... Training loss: 0.0702
Epoch: 15/20... Training loss: 0.0722
Epoch: 15/20... Training loss: 0.0739
Epoch: 15/20... Training loss: 0.0714
Epoch: 15/20... Training loss: 0.0745
Epoch: 15/20... Training loss: 0.0711
Epoch: 15/20... Training loss: 0.0712
Epoch: 15/20... Training loss: 0.0669
Epoch: 15/20... Training loss: 0.0715
Epoch: 15/20... Training loss: 0.0705
Epoch: 15/20... Training loss: 0.0702
Epoch: 15/20... Training loss: 0.0693
Epoch: 15/20... Training loss: 0.0719
Epoch: 15/20... Training loss: 0.0712
Epoch: 15/20... Training loss: 0.0752
Epoch: 15/20... Training loss: 0.0747
Epoch: 15/20... Training loss: 0.0713
Epoch: 15/20... Training loss: 0.0730
Epoch: 15/20... Training loss: 0.0728
Epoch: 15/20... Training loss: 0.0727
Epoch: 15/20... Training loss: 0.0711
Epoch: 15/20... Training loss: 0.0701
Epoch: 15/20... Training loss: 0.0724
Epoch: 15/20... Training loss: 0.0714
Epoch: 15/20... Training loss: 0.0704
Epoch: 15/20... Training loss: 0.0724
Epoch: 15/20... Training loss: 0.0716
Epoch: 15/20... Training loss: 0.0731
Epoch: 15/20... Training loss: 0.0718
Epoch: 15/20... Training loss: 0.0696
Epoch: 15/20... Training loss: 0.0729
Epoch: 15/20... Training loss: 0.0718
Epoch: 15/20... Training loss: 0.0721
Epoch: 15/20... Training loss: 0.0691
Epoch: 15/20... Training loss: 0.0721
Epoch: 15/20... Training loss: 0.0724
Epoch: 15/20... Training loss: 0.0728
Epoch: 15/20... Training loss: 0.0724
Epoch: 15/20... Training loss: 0.0703
Epoch: 15/20... Training loss: 0.0724
Epoch: 15/20... Training loss: 0.0688
Epoch: 15/20... Training loss: 0.0710
Epoch: 15/20... Training loss: 0.0695
Epoch: 15/20... Training loss: 0.0715
Epoch: 15/20... Training loss: 0.0723
Epoch: 15/20... Training loss: 0.0712
Epoch: 15/20... Training loss: 0.0715
Epoch: 15/20... Training loss: 0.0711
Epoch: 15/20... Training loss: 0.0706
Epoch: 15/20... Training loss: 0.0725
Epoch: 15/20... Training loss: 0.0717
Epoch: 15/20... Training loss: 0.0715
Epoch: 15/20... Training loss: 0.0722
Epoch: 15/20... Training loss: 0.0716
Epoch: 15/20... Training loss: 0.0710
Epoch: 15/20... Training loss: 0.0695
Epoch: 15/20... Training loss: 0.0710
Epoch: 15/20... Training loss: 0.0730
Epoch: 15/20... Training loss: 0.0738
Epoch: 15/20... Training loss: 0.0727
Epoch: 15/20... Training loss: 0.0716
Epoch: 15/20... Training loss: 0.0735
Epoch: 15/20... Training loss: 0.0708
Epoch: 15/20... Training loss: 0.0699
Epoch: 15/20... Training loss: 0.0728
Epoch: 15/20... Training loss: 0.0713
Epoch: 15/20... Training loss: 0.0725
Epoch: 15/20... Training loss: 0.0720
Epoch: 15/20... Training loss: 0.0701
Epoch: 15/20... Training loss: 0.0715
Epoch: 15/20... Training loss: 0.0748
Epoch: 15/20... Training loss: 0.0713
Epoch: 15/20... Training loss: 0.0708
Epoch: 15/20... Training loss: 0.0717
Epoch: 15/20... Training loss: 0.0706
Epoch: 15/20... Training loss: 0.0719
Epoch: 15/20... Training loss: 0.0701
Epoch: 15/20... Training loss: 0.0742
Epoch: 15/20... Training loss: 0.0712
Epoch: 15/20... Training loss: 0.0722
Epoch: 15/20... Training loss: 0.0712
Epoch: 15/20... Training loss: 0.0728
Epoch: 15/20... Training loss: 0.0706
Epoch: 15/20... Training loss: 0.0729
Epoch: 15/20... Training loss: 0.0702
Epoch: 15/20... Training loss: 0.0719
Epoch: 15/20... Training loss: 0.0710
Epoch: 15/20... Training loss: 0.0709
Epoch: 15/20... Training loss: 0.0715
Epoch: 15/20... Training loss: 0.0723
Epoch: 15/20... Training loss: 0.0709
Epoch: 15/20... Training loss: 0.0698
Epoch: 15/20... Training loss: 0.0711
Epoch: 15/20... Training loss: 0.0717
Epoch: 15/20... Training loss: 0.0719
Epoch: 15/20... Training loss: 0.0695
Epoch: 15/20... Training loss: 0.0715
Epoch: 16/20... Training loss: 0.0719
Epoch: 16/20... Training loss: 0.0716
Epoch: 16/20... Training loss: 0.0724
Epoch: 16/20... Training loss: 0.0670
Epoch: 16/20... Training loss: 0.0716
Epoch: 16/20... Training loss: 0.0737
Epoch: 16/20... Training loss: 0.0709
Epoch: 16/20... Training loss: 0.0704
Epoch: 16/20... Training loss: 0.0701
Epoch: 16/20... Training loss: 0.0712
Epoch: 16/20... Training loss: 0.0714
Epoch: 16/20... Training loss: 0.0728
Epoch: 16/20... Training loss: 0.0696
Epoch: 16/20... Training loss: 0.0708
Epoch: 16/20... Training loss: 0.0702
Epoch: 16/20... Training loss: 0.0704
Epoch: 16/20... Training loss: 0.0719
Epoch: 16/20... Training loss: 0.0709
Epoch: 16/20... Training loss: 0.0725
Epoch: 16/20... Training loss: 0.0717
Epoch: 16/20... Training loss: 0.0704
Epoch: 16/20... Training loss: 0.0715
Epoch: 16/20... Training loss: 0.0747
Epoch: 16/20... Training loss: 0.0707
Epoch: 16/20... Training loss: 0.0730
Epoch: 16/20... Training loss: 0.0726
Epoch: 16/20... Training loss: 0.0701
Epoch: 16/20... Training loss: 0.0708
Epoch: 16/20... Training loss: 0.0699
Epoch: 16/20... Training loss: 0.0701
Epoch: 16/20... Training loss: 0.0719
Epoch: 16/20... Training loss: 0.0703
Epoch: 16/20... Training loss: 0.0731
Epoch: 16/20... Training loss: 0.0739
Epoch: 16/20... Training loss: 0.0723
Epoch: 16/20... Training loss: 0.0702
Epoch: 16/20... Training loss: 0.0730
Epoch: 16/20... Training loss: 0.0720
Epoch: 16/20... Training loss: 0.0691
Epoch: 16/20... Training loss: 0.0720
Epoch: 16/20... Training loss: 0.0709
Epoch: 16/20... Training loss: 0.0722
Epoch: 16/20... Training loss: 0.0716
Epoch: 16/20... Training loss: 0.0722
Epoch: 16/20... Training loss: 0.0688
Epoch: 16/20... Training loss: 0.0702
Epoch: 16/20... Training loss: 0.0748
Epoch: 16/20... Training loss: 0.0720
Epoch: 16/20... Training loss: 0.0713
Epoch: 16/20... Training loss: 0.0713
Epoch: 16/20... Training loss: 0.0714
Epoch: 16/20... Training loss: 0.0693
Epoch: 16/20... Training loss: 0.0740
Epoch: 16/20... Training loss: 0.0712
Epoch: 16/20... Training loss: 0.0737
Epoch: 16/20... Training loss: 0.0749
Epoch: 16/20... Training loss: 0.0702
Epoch: 16/20... Training loss: 0.0728
Epoch: 16/20... Training loss: 0.0712
Epoch: 16/20... Training loss: 0.0710
Epoch: 16/20... Training loss: 0.0716
Epoch: 16/20... Training loss: 0.0711
Epoch: 16/20... Training loss: 0.0710
Epoch: 16/20... Training loss: 0.0692
Epoch: 16/20... Training loss: 0.0735
Epoch: 16/20... Training loss: 0.0706
Epoch: 16/20... Training loss: 0.0725
Epoch: 16/20... Training loss: 0.0721
Epoch: 16/20... Training loss: 0.0711
Epoch: 16/20... Training loss: 0.0718
Epoch: 16/20... Training loss: 0.0725
Epoch: 16/20... Training loss: 0.0724
Epoch: 16/20... Training loss: 0.0703
Epoch: 16/20... Training loss: 0.0711
Epoch: 16/20... Training loss: 0.0701
Epoch: 16/20... Training loss: 0.0699
Epoch: 16/20... Training loss: 0.0725
Epoch: 16/20... Training loss: 0.0710
Epoch: 16/20... Training loss: 0.0708
Epoch: 16/20... Training loss: 0.0709
Epoch: 16/20... Training loss: 0.0706
Epoch: 16/20... Training loss: 0.0713
Epoch: 16/20... Training loss: 0.0714
Epoch: 16/20... Training loss: 0.0744
Epoch: 16/20... Training loss: 0.0715
Epoch: 16/20... Training loss: 0.0722
Epoch: 16/20... Training loss: 0.0736
Epoch: 16/20... Training loss: 0.0718
Epoch: 16/20... Training loss: 0.0711
Epoch: 16/20... Training loss: 0.0690
Epoch: 16/20... Training loss: 0.0716
Epoch: 16/20... Training loss: 0.0712
Epoch: 16/20... Training loss: 0.0727
Epoch: 16/20... Training loss: 0.0708
Epoch: 16/20... Training loss: 0.0724
Epoch: 16/20... Training loss: 0.0711
Epoch: 16/20... Training loss: 0.0743
Epoch: 16/20... Training loss: 0.0714
Epoch: 16/20... Training loss: 0.0736
Epoch: 16/20... Training loss: 0.0710
Epoch: 16/20... Training loss: 0.0696
Epoch: 16/20... Training loss: 0.0702
Epoch: 16/20... Training loss: 0.0713
Epoch: 16/20... Training loss: 0.0690
Epoch: 16/20... Training loss: 0.0726
Epoch: 16/20... Training loss: 0.0727
Epoch: 16/20... Training loss: 0.0706
Epoch: 16/20... Training loss: 0.0708
Epoch: 16/20... Training loss: 0.0732
Epoch: 16/20... Training loss: 0.0742
Epoch: 16/20... Training loss: 0.0695
Epoch: 16/20... Training loss: 0.0693
Epoch: 16/20... Training loss: 0.0704
Epoch: 16/20... Training loss: 0.0696
Epoch: 16/20... Training loss: 0.0717
Epoch: 16/20... Training loss: 0.0712
Epoch: 16/20... Training loss: 0.0705
Epoch: 16/20... Training loss: 0.0714
Epoch: 16/20... Training loss: 0.0704
Epoch: 16/20... Training loss: 0.0726
Epoch: 16/20... Training loss: 0.0709
Epoch: 16/20... Training loss: 0.0722
Epoch: 16/20... Training loss: 0.0701
Epoch: 16/20... Training loss: 0.0715
Epoch: 16/20... Training loss: 0.0700
Epoch: 16/20... Training loss: 0.0700
Epoch: 16/20... Training loss: 0.0730
Epoch: 16/20... Training loss: 0.0739
Epoch: 16/20... Training loss: 0.0704
Epoch: 16/20... Training loss: 0.0703
Epoch: 16/20... Training loss: 0.0717
Epoch: 16/20... Training loss: 0.0717
Epoch: 16/20... Training loss: 0.0708
Epoch: 16/20... Training loss: 0.0712
Epoch: 16/20... Training loss: 0.0730
Epoch: 16/20... Training loss: 0.0700
Epoch: 16/20... Training loss: 0.0713
Epoch: 16/20... Training loss: 0.0719
Epoch: 16/20... Training loss: 0.0701
Epoch: 16/20... Training loss: 0.0702
Epoch: 16/20... Training loss: 0.0707
Epoch: 16/20... Training loss: 0.0698
Epoch: 16/20... Training loss: 0.0725
Epoch: 16/20... Training loss: 0.0756
Epoch: 16/20... Training loss: 0.0703
Epoch: 16/20... Training loss: 0.0714
Epoch: 16/20... Training loss: 0.0710
Epoch: 16/20... Training loss: 0.0694
Epoch: 16/20... Training loss: 0.0702
Epoch: 16/20... Training loss: 0.0710
Epoch: 16/20... Training loss: 0.0712
Epoch: 16/20... Training loss: 0.0717
Epoch: 16/20... Training loss: 0.0689
Epoch: 16/20... Training loss: 0.0726
Epoch: 16/20... Training loss: 0.0709
Epoch: 16/20... Training loss: 0.0706
Epoch: 16/20... Training loss: 0.0688
Epoch: 16/20... Training loss: 0.0724
Epoch: 16/20... Training loss: 0.0703
Epoch: 16/20... Training loss: 0.0728
Epoch: 16/20... Training loss: 0.0694
Epoch: 16/20... Training loss: 0.0729
Epoch: 16/20... Training loss: 0.0707
Epoch: 16/20... Training loss: 0.0711
Epoch: 16/20... Training loss: 0.0727
Epoch: 16/20... Training loss: 0.0677
Epoch: 16/20... Training loss: 0.0714
Epoch: 16/20... Training loss: 0.0731
Epoch: 16/20... Training loss: 0.0708
Epoch: 16/20... Training loss: 0.0724
Epoch: 16/20... Training loss: 0.0716
Epoch: 16/20... Training loss: 0.0734
Epoch: 16/20... Training loss: 0.0727
Epoch: 16/20... Training loss: 0.0724
Epoch: 16/20... Training loss: 0.0723
Epoch: 16/20... Training loss: 0.0692
Epoch: 16/20... Training loss: 0.0701
Epoch: 16/20... Training loss: 0.0713
Epoch: 16/20... Training loss: 0.0696
Epoch: 16/20... Training loss: 0.0717
Epoch: 16/20... Training loss: 0.0697
Epoch: 16/20... Training loss: 0.0703
Epoch: 16/20... Training loss: 0.0712
Epoch: 16/20... Training loss: 0.0688
Epoch: 16/20... Training loss: 0.0716
Epoch: 16/20... Training loss: 0.0713
Epoch: 16/20... Training loss: 0.0703
Epoch: 16/20... Training loss: 0.0729
Epoch: 16/20... Training loss: 0.0693
Epoch: 16/20... Training loss: 0.0711
Epoch: 16/20... Training loss: 0.0690
Epoch: 16/20... Training loss: 0.0718
Epoch: 16/20... Training loss: 0.0729
Epoch: 16/20... Training loss: 0.0707
Epoch: 16/20... Training loss: 0.0720
Epoch: 16/20... Training loss: 0.0715
Epoch: 16/20... Training loss: 0.0711
Epoch: 16/20... Training loss: 0.0725
Epoch: 16/20... Training loss: 0.0743
Epoch: 16/20... Training loss: 0.0725
Epoch: 16/20... Training loss: 0.0707
Epoch: 16/20... Training loss: 0.0697
Epoch: 16/20... Training loss: 0.0714
Epoch: 16/20... Training loss: 0.0694
Epoch: 16/20... Training loss: 0.0706
Epoch: 16/20... Training loss: 0.0723
Epoch: 16/20... Training loss: 0.0729
Epoch: 16/20... Training loss: 0.0706
Epoch: 16/20... Training loss: 0.0722
Epoch: 16/20... Training loss: 0.0719
Epoch: 16/20... Training loss: 0.0709
Epoch: 16/20... Training loss: 0.0685
Epoch: 16/20... Training loss: 0.0721
Epoch: 16/20... Training loss: 0.0721
Epoch: 16/20... Training loss: 0.0725
Epoch: 16/20... Training loss: 0.0710
Epoch: 16/20... Training loss: 0.0710
Epoch: 16/20... Training loss: 0.0731
Epoch: 16/20... Training loss: 0.0719
Epoch: 16/20... Training loss: 0.0709
Epoch: 16/20... Training loss: 0.0707
Epoch: 16/20... Training loss: 0.0713
Epoch: 16/20... Training loss: 0.0688
Epoch: 16/20... Training loss: 0.0705
Epoch: 16/20... Training loss: 0.0695
Epoch: 16/20... Training loss: 0.0712
Epoch: 16/20... Training loss: 0.0701
Epoch: 16/20... Training loss: 0.0693
Epoch: 16/20... Training loss: 0.0736
Epoch: 16/20... Training loss: 0.0702
Epoch: 16/20... Training loss: 0.0707
Epoch: 16/20... Training loss: 0.0697
Epoch: 16/20... Training loss: 0.0707
Epoch: 16/20... Training loss: 0.0716
Epoch: 16/20... Training loss: 0.0708
Epoch: 16/20... Training loss: 0.0697
Epoch: 16/20... Training loss: 0.0713
Epoch: 16/20... Training loss: 0.0711
Epoch: 16/20... Training loss: 0.0709
Epoch: 16/20... Training loss: 0.0724
Epoch: 16/20... Training loss: 0.0723
Epoch: 16/20... Training loss: 0.0711
Epoch: 16/20... Training loss: 0.0715
Epoch: 16/20... Training loss: 0.0717
Epoch: 16/20... Training loss: 0.0699
Epoch: 16/20... Training loss: 0.0713
Epoch: 16/20... Training loss: 0.0718
Epoch: 16/20... Training loss: 0.0739
Epoch: 16/20... Training loss: 0.0703
Epoch: 16/20... Training loss: 0.0715
Epoch: 16/20... Training loss: 0.0724
Epoch: 16/20... Training loss: 0.0687
Epoch: 16/20... Training loss: 0.0717
Epoch: 16/20... Training loss: 0.0724
Epoch: 16/20... Training loss: 0.0710
Epoch: 16/20... Training loss: 0.0722
Epoch: 16/20... Training loss: 0.0718
Epoch: 16/20... Training loss: 0.0689
Epoch: 16/20... Training loss: 0.0715
Epoch: 16/20... Training loss: 0.0730
Epoch: 16/20... Training loss: 0.0723
Epoch: 16/20... Training loss: 0.0706
Epoch: 16/20... Training loss: 0.0728
Epoch: 16/20... Training loss: 0.0716
Epoch: 16/20... Training loss: 0.0731
Epoch: 16/20... Training loss: 0.0707
Epoch: 16/20... Training loss: 0.0714
Epoch: 16/20... Training loss: 0.0730
Epoch: 16/20... Training loss: 0.0713
Epoch: 16/20... Training loss: 0.0723
Epoch: 16/20... Training loss: 0.0730
Epoch: 16/20... Training loss: 0.0744
Epoch: 16/20... Training loss: 0.0716
Epoch: 16/20... Training loss: 0.0717
Epoch: 16/20... Training loss: 0.0713
Epoch: 16/20... Training loss: 0.0710
Epoch: 16/20... Training loss: 0.0710
Epoch: 16/20... Training loss: 0.0714
Epoch: 16/20... Training loss: 0.0723
Epoch: 16/20... Training loss: 0.0707
Epoch: 16/20... Training loss: 0.0711
Epoch: 16/20... Training loss: 0.0706
Epoch: 16/20... Training loss: 0.0721
Epoch: 16/20... Training loss: 0.0726
Epoch: 16/20... Training loss: 0.0713
Epoch: 16/20... Training loss: 0.0711
Epoch: 16/20... Training loss: 0.0710
Epoch: 16/20... Training loss: 0.0725
Epoch: 16/20... Training loss: 0.0714
Epoch: 16/20... Training loss: 0.0720
Epoch: 16/20... Training loss: 0.0721
Epoch: 16/20... Training loss: 0.0706
Epoch: 16/20... Training loss: 0.0724
Epoch: 16/20... Training loss: 0.0737
Epoch: 16/20... Training loss: 0.0703
Epoch: 16/20... Training loss: 0.0711
Epoch: 16/20... Training loss: 0.0723
Epoch: 16/20... Training loss: 0.0725
Epoch: 16/20... Training loss: 0.0721
Epoch: 16/20... Training loss: 0.0717
Epoch: 17/20... Training loss: 0.0698
Epoch: 17/20... Training loss: 0.0696
Epoch: 17/20... Training loss: 0.0691
Epoch: 17/20... Training loss: 0.0722
Epoch: 17/20... Training loss: 0.0727
Epoch: 17/20... Training loss: 0.0709
Epoch: 17/20... Training loss: 0.0727
Epoch: 17/20... Training loss: 0.0718
Epoch: 17/20... Training loss: 0.0715
Epoch: 17/20... Training loss: 0.0696
Epoch: 17/20... Training loss: 0.0685
Epoch: 17/20... Training loss: 0.0693
Epoch: 17/20... Training loss: 0.0709
Epoch: 17/20... Training loss: 0.0730
Epoch: 17/20... Training loss: 0.0739
Epoch: 17/20... Training loss: 0.0719
Epoch: 17/20... Training loss: 0.0701
Epoch: 17/20... Training loss: 0.0691
Epoch: 17/20... Training loss: 0.0701
Epoch: 17/20... Training loss: 0.0723
Epoch: 17/20... Training loss: 0.0695
Epoch: 17/20... Training loss: 0.0727
Epoch: 17/20... Training loss: 0.0717
Epoch: 17/20... Training loss: 0.0734
Epoch: 17/20... Training loss: 0.0703
Epoch: 17/20... Training loss: 0.0701
Epoch: 17/20... Training loss: 0.0713
Epoch: 17/20... Training loss: 0.0719
Epoch: 17/20... Training loss: 0.0716
Epoch: 17/20... Training loss: 0.0727
Epoch: 17/20... Training loss: 0.0713
Epoch: 17/20... Training loss: 0.0712
Epoch: 17/20... Training loss: 0.0748
Epoch: 17/20... Training loss: 0.0734
Epoch: 17/20... Training loss: 0.0745
Epoch: 17/20... Training loss: 0.0700
Epoch: 17/20... Training loss: 0.0699
Epoch: 17/20... Training loss: 0.0715
Epoch: 17/20... Training loss: 0.0721
Epoch: 17/20... Training loss: 0.0719
Epoch: 17/20... Training loss: 0.0724
Epoch: 17/20... Training loss: 0.0730
Epoch: 17/20... Training loss: 0.0698
Epoch: 17/20... Training loss: 0.0736
Epoch: 17/20... Training loss: 0.0724
Epoch: 17/20... Training loss: 0.0718
Epoch: 17/20... Training loss: 0.0689
Epoch: 17/20... Training loss: 0.0715
Epoch: 17/20... Training loss: 0.0729
Epoch: 17/20... Training loss: 0.0691
Epoch: 17/20... Training loss: 0.0712
Epoch: 17/20... Training loss: 0.0720
Epoch: 17/20... Training loss: 0.0706
Epoch: 17/20... Training loss: 0.0692
Epoch: 17/20... Training loss: 0.0705
Epoch: 17/20... Training loss: 0.0717
Epoch: 17/20... Training loss: 0.0699
Epoch: 17/20... Training loss: 0.0709
Epoch: 17/20... Training loss: 0.0732
Epoch: 17/20... Training loss: 0.0715
Epoch: 17/20... Training loss: 0.0726
Epoch: 17/20... Training loss: 0.0713
Epoch: 17/20... Training loss: 0.0707
Epoch: 17/20... Training loss: 0.0722
Epoch: 17/20... Training loss: 0.0691
Epoch: 17/20... Training loss: 0.0685
Epoch: 17/20... Training loss: 0.0709
Epoch: 17/20... Training loss: 0.0728
Epoch: 17/20... Training loss: 0.0716
Epoch: 17/20... Training loss: 0.0713
Epoch: 17/20... Training loss: 0.0688
Epoch: 17/20... Training loss: 0.0723
Epoch: 17/20... Training loss: 0.0708
Epoch: 17/20... Training loss: 0.0721
Epoch: 17/20... Training loss: 0.0694
Epoch: 17/20... Training loss: 0.0723
Epoch: 17/20... Training loss: 0.0691
Epoch: 17/20... Training loss: 0.0700
Epoch: 17/20... Training loss: 0.0744
Epoch: 17/20... Training loss: 0.0726
Epoch: 17/20... Training loss: 0.0718
Epoch: 17/20... Training loss: 0.0708
Epoch: 17/20... Training loss: 0.0707
Epoch: 17/20... Training loss: 0.0738
Epoch: 17/20... Training loss: 0.0729
Epoch: 17/20... Training loss: 0.0698
Epoch: 17/20... Training loss: 0.0680
Epoch: 17/20... Training loss: 0.0735
Epoch: 17/20... Training loss: 0.0730
Epoch: 17/20... Training loss: 0.0709
Epoch: 17/20... Training loss: 0.0697
Epoch: 17/20... Training loss: 0.0726
Epoch: 17/20... Training loss: 0.0731
Epoch: 17/20... Training loss: 0.0725
Epoch: 17/20... Training loss: 0.0704
Epoch: 17/20... Training loss: 0.0698
Epoch: 17/20... Training loss: 0.0708
Epoch: 17/20... Training loss: 0.0722
Epoch: 17/20... Training loss: 0.0729
Epoch: 17/20... Training loss: 0.0707
Epoch: 17/20... Training loss: 0.0689
Epoch: 17/20... Training loss: 0.0693
Epoch: 17/20... Training loss: 0.0713
Epoch: 17/20... Training loss: 0.0700
Epoch: 17/20... Training loss: 0.0731
Epoch: 17/20... Training loss: 0.0719
Epoch: 17/20... Training loss: 0.0739
Epoch: 17/20... Training loss: 0.0728
Epoch: 17/20... Training loss: 0.0713
Epoch: 17/20... Training loss: 0.0707
Epoch: 17/20... Training loss: 0.0729
Epoch: 17/20... Training loss: 0.0696
Epoch: 17/20... Training loss: 0.0698
Epoch: 17/20... Training loss: 0.0716
Epoch: 17/20... Training loss: 0.0715
Epoch: 17/20... Training loss: 0.0712
Epoch: 17/20... Training loss: 0.0719
Epoch: 17/20... Training loss: 0.0726
Epoch: 17/20... Training loss: 0.0710
Epoch: 17/20... Training loss: 0.0688
Epoch: 17/20... Training loss: 0.0714
Epoch: 17/20... Training loss: 0.0685
Epoch: 17/20... Training loss: 0.0706
Epoch: 17/20... Training loss: 0.0724
Epoch: 17/20... Training loss: 0.0715
Epoch: 17/20... Training loss: 0.0696
Epoch: 17/20... Training loss: 0.0708
Epoch: 17/20... Training loss: 0.0742
Epoch: 17/20... Training loss: 0.0731
Epoch: 17/20... Training loss: 0.0721
Epoch: 17/20... Training loss: 0.0709
Epoch: 17/20... Training loss: 0.0728
Epoch: 17/20... Training loss: 0.0721
Epoch: 17/20... Training loss: 0.0725
Epoch: 17/20... Training loss: 0.0724
Epoch: 17/20... Training loss: 0.0710
Epoch: 17/20... Training loss: 0.0713
Epoch: 17/20... Training loss: 0.0734
Epoch: 17/20... Training loss: 0.0721
Epoch: 17/20... Training loss: 0.0716
Epoch: 17/20... Training loss: 0.0735
Epoch: 17/20... Training loss: 0.0711
Epoch: 17/20... Training loss: 0.0738
Epoch: 17/20... Training loss: 0.0687
Epoch: 17/20... Training loss: 0.0713
Epoch: 17/20... Training loss: 0.0727
Epoch: 17/20... Training loss: 0.0726
Epoch: 17/20... Training loss: 0.0713
Epoch: 17/20... Training loss: 0.0707
Epoch: 17/20... Training loss: 0.0700
Epoch: 17/20... Training loss: 0.0702
Epoch: 17/20... Training loss: 0.0713
Epoch: 17/20... Training loss: 0.0689
Epoch: 17/20... Training loss: 0.0713
Epoch: 17/20... Training loss: 0.0708
Epoch: 17/20... Training loss: 0.0714
Epoch: 17/20... Training loss: 0.0717
Epoch: 17/20... Training loss: 0.0707
Epoch: 17/20... Training loss: 0.0708
Epoch: 17/20... Training loss: 0.0725
Epoch: 17/20... Training loss: 0.0692
Epoch: 17/20... Training loss: 0.0710
Epoch: 17/20... Training loss: 0.0746
Epoch: 17/20... Training loss: 0.0715
Epoch: 17/20... Training loss: 0.0734
Epoch: 17/20... Training loss: 0.0729
Epoch: 17/20... Training loss: 0.0733
Epoch: 17/20... Training loss: 0.0690
Epoch: 17/20... Training loss: 0.0709
Epoch: 17/20... Training loss: 0.0713
Epoch: 17/20... Training loss: 0.0712
Epoch: 17/20... Training loss: 0.0720
Epoch: 17/20... Training loss: 0.0707
Epoch: 17/20... Training loss: 0.0714
Epoch: 17/20... Training loss: 0.0685
Epoch: 17/20... Training loss: 0.0708
Epoch: 17/20... Training loss: 0.0728
Epoch: 17/20... Training loss: 0.0724
Epoch: 17/20... Training loss: 0.0727
Epoch: 17/20... Training loss: 0.0707
Epoch: 17/20... Training loss: 0.0704
Epoch: 17/20... Training loss: 0.0696
Epoch: 17/20... Training loss: 0.0705
Epoch: 17/20... Training loss: 0.0686
Epoch: 17/20... Training loss: 0.0743
Epoch: 17/20... Training loss: 0.0691
Epoch: 17/20... Training loss: 0.0708
Epoch: 17/20... Training loss: 0.0714
Epoch: 17/20... Training loss: 0.0752
Epoch: 17/20... Training loss: 0.0720
Epoch: 17/20... Training loss: 0.0720
Epoch: 17/20... Training loss: 0.0724
Epoch: 17/20... Training loss: 0.0717
Epoch: 17/20... Training loss: 0.0720
Epoch: 17/20... Training loss: 0.0711
Epoch: 17/20... Training loss: 0.0698
Epoch: 17/20... Training loss: 0.0701
Epoch: 17/20... Training loss: 0.0719
Epoch: 17/20... Training loss: 0.0706
Epoch: 17/20... Training loss: 0.0714
Epoch: 17/20... Training loss: 0.0725
Epoch: 17/20... Training loss: 0.0703
Epoch: 17/20... Training loss: 0.0727
Epoch: 17/20... Training loss: 0.0702
Epoch: 17/20... Training loss: 0.0710
Epoch: 17/20... Training loss: 0.0718
Epoch: 17/20... Training loss: 0.0727
Epoch: 17/20... Training loss: 0.0727
Epoch: 17/20... Training loss: 0.0706
Epoch: 17/20... Training loss: 0.0707
Epoch: 17/20... Training loss: 0.0701
Epoch: 17/20... Training loss: 0.0714
Epoch: 17/20... Training loss: 0.0710
Epoch: 17/20... Training loss: 0.0706
Epoch: 17/20... Training loss: 0.0714
Epoch: 17/20... Training loss: 0.0710
Epoch: 17/20... Training loss: 0.0719
Epoch: 17/20... Training loss: 0.0709
Epoch: 17/20... Training loss: 0.0713
Epoch: 17/20... Training loss: 0.0704
Epoch: 17/20... Training loss: 0.0713
Epoch: 17/20... Training loss: 0.0724
Epoch: 17/20... Training loss: 0.0726
Epoch: 17/20... Training loss: 0.0718
Epoch: 17/20... Training loss: 0.0679
Epoch: 17/20... Training loss: 0.0730
Epoch: 17/20... Training loss: 0.0722
Epoch: 17/20... Training loss: 0.0725
Epoch: 17/20... Training loss: 0.0718
Epoch: 17/20... Training loss: 0.0722
Epoch: 17/20... Training loss: 0.0691
Epoch: 17/20... Training loss: 0.0729
Epoch: 17/20... Training loss: 0.0721
Epoch: 17/20... Training loss: 0.0744
Epoch: 17/20... Training loss: 0.0694
Epoch: 17/20... Training loss: 0.0701
Epoch: 17/20... Training loss: 0.0717
Epoch: 17/20... Training loss: 0.0692
Epoch: 17/20... Training loss: 0.0722
Epoch: 17/20... Training loss: 0.0702
Epoch: 17/20... Training loss: 0.0727
Epoch: 17/20... Training loss: 0.0727
Epoch: 17/20... Training loss: 0.0718
Epoch: 17/20... Training loss: 0.0706
Epoch: 17/20... Training loss: 0.0742
Epoch: 17/20... Training loss: 0.0699
Epoch: 17/20... Training loss: 0.0719
Epoch: 17/20... Training loss: 0.0715
Epoch: 17/20... Training loss: 0.0696
Epoch: 17/20... Training loss: 0.0708
Epoch: 17/20... Training loss: 0.0716
Epoch: 17/20... Training loss: 0.0718
Epoch: 17/20... Training loss: 0.0696
Epoch: 17/20... Training loss: 0.0711
Epoch: 17/20... Training loss: 0.0708
Epoch: 17/20... Training loss: 0.0709
Epoch: 17/20... Training loss: 0.0718
Epoch: 17/20... Training loss: 0.0711
Epoch: 17/20... Training loss: 0.0735
Epoch: 17/20... Training loss: 0.0721
Epoch: 17/20... Training loss: 0.0740
Epoch: 17/20... Training loss: 0.0704
Epoch: 17/20... Training loss: 0.0711
Epoch: 17/20... Training loss: 0.0700
Epoch: 17/20... Training loss: 0.0708
Epoch: 17/20... Training loss: 0.0722
Epoch: 17/20... Training loss: 0.0728
Epoch: 17/20... Training loss: 0.0697
Epoch: 17/20... Training loss: 0.0726
Epoch: 17/20... Training loss: 0.0689
Epoch: 17/20... Training loss: 0.0721
Epoch: 17/20... Training loss: 0.0718
Epoch: 17/20... Training loss: 0.0720
Epoch: 17/20... Training loss: 0.0730
Epoch: 17/20... Training loss: 0.0721
Epoch: 17/20... Training loss: 0.0749
Epoch: 17/20... Training loss: 0.0697
Epoch: 17/20... Training loss: 0.0699
Epoch: 17/20... Training loss: 0.0692
Epoch: 17/20... Training loss: 0.0711
Epoch: 17/20... Training loss: 0.0716
Epoch: 17/20... Training loss: 0.0709
Epoch: 17/20... Training loss: 0.0715
Epoch: 17/20... Training loss: 0.0732
Epoch: 17/20... Training loss: 0.0710
Epoch: 17/20... Training loss: 0.0709
Epoch: 17/20... Training loss: 0.0721
Epoch: 17/20... Training loss: 0.0716
Epoch: 17/20... Training loss: 0.0688
Epoch: 17/20... Training loss: 0.0743
Epoch: 17/20... Training loss: 0.0700
Epoch: 17/20... Training loss: 0.0710
Epoch: 17/20... Training loss: 0.0685
Epoch: 17/20... Training loss: 0.0699
Epoch: 17/20... Training loss: 0.0714
Epoch: 17/20... Training loss: 0.0697
Epoch: 17/20... Training loss: 0.0722
Epoch: 17/20... Training loss: 0.0719
Epoch: 17/20... Training loss: 0.0714
Epoch: 17/20... Training loss: 0.0718
Epoch: 18/20... Training loss: 0.0733
Epoch: 18/20... Training loss: 0.0727
Epoch: 18/20... Training loss: 0.0706
Epoch: 18/20... Training loss: 0.0707
Epoch: 18/20... Training loss: 0.0718
Epoch: 18/20... Training loss: 0.0707
Epoch: 18/20... Training loss: 0.0705
Epoch: 18/20... Training loss: 0.0736
Epoch: 18/20... Training loss: 0.0725
Epoch: 18/20... Training loss: 0.0703
Epoch: 18/20... Training loss: 0.0710
Epoch: 18/20... Training loss: 0.0722
Epoch: 18/20... Training loss: 0.0713
Epoch: 18/20... Training loss: 0.0706
Epoch: 18/20... Training loss: 0.0745
Epoch: 18/20... Training loss: 0.0692
Epoch: 18/20... Training loss: 0.0729
Epoch: 18/20... Training loss: 0.0712
Epoch: 18/20... Training loss: 0.0735
Epoch: 18/20... Training loss: 0.0706
Epoch: 18/20... Training loss: 0.0713
Epoch: 18/20... Training loss: 0.0730
Epoch: 18/20... Training loss: 0.0719
Epoch: 18/20... Training loss: 0.0703
Epoch: 18/20... Training loss: 0.0695
Epoch: 18/20... Training loss: 0.0721
Epoch: 18/20... Training loss: 0.0711
Epoch: 18/20... Training loss: 0.0698
Epoch: 18/20... Training loss: 0.0720
Epoch: 18/20... Training loss: 0.0713
Epoch: 18/20... Training loss: 0.0720
Epoch: 18/20... Training loss: 0.0701
Epoch: 18/20... Training loss: 0.0717
Epoch: 18/20... Training loss: 0.0705
Epoch: 18/20... Training loss: 0.0714
Epoch: 18/20... Training loss: 0.0702
Epoch: 18/20... Training loss: 0.0693
Epoch: 18/20... Training loss: 0.0727
Epoch: 18/20... Training loss: 0.0716
Epoch: 18/20... Training loss: 0.0710
Epoch: 18/20... Training loss: 0.0721
Epoch: 18/20... Training loss: 0.0704
Epoch: 18/20... Training loss: 0.0732
Epoch: 18/20... Training loss: 0.0713
Epoch: 18/20... Training loss: 0.0710
Epoch: 18/20... Training loss: 0.0712
Epoch: 18/20... Training loss: 0.0722
Epoch: 18/20... Training loss: 0.0711
Epoch: 18/20... Training loss: 0.0723
Epoch: 18/20... Training loss: 0.0712
Epoch: 18/20... Training loss: 0.0723
Epoch: 18/20... Training loss: 0.0729
Epoch: 18/20... Training loss: 0.0720
Epoch: 18/20... Training loss: 0.0715
Epoch: 18/20... Training loss: 0.0698
Epoch: 18/20... Training loss: 0.0708
Epoch: 18/20... Training loss: 0.0709
Epoch: 18/20... Training loss: 0.0715
Epoch: 18/20... Training loss: 0.0713
Epoch: 18/20... Training loss: 0.0698
Epoch: 18/20... Training loss: 0.0673
Epoch: 18/20... Training loss: 0.0722
Epoch: 18/20... Training loss: 0.0720
Epoch: 18/20... Training loss: 0.0706
Epoch: 18/20... Training loss: 0.0712
Epoch: 18/20... Training loss: 0.0722
Epoch: 18/20... Training loss: 0.0718
Epoch: 18/20... Training loss: 0.0713
Epoch: 18/20... Training loss: 0.0714
Epoch: 18/20... Training loss: 0.0715
Epoch: 18/20... Training loss: 0.0721
Epoch: 18/20... Training loss: 0.0723
Epoch: 18/20... Training loss: 0.0723
Epoch: 18/20... Training loss: 0.0711
Epoch: 18/20... Training loss: 0.0722
Epoch: 18/20... Training loss: 0.0709
Epoch: 18/20... Training loss: 0.0722
Epoch: 18/20... Training loss: 0.0708
Epoch: 18/20... Training loss: 0.0709
Epoch: 18/20... Training loss: 0.0706
Epoch: 18/20... Training loss: 0.0728
Epoch: 18/20... Training loss: 0.0696
Epoch: 18/20... Training loss: 0.0726
Epoch: 18/20... Training loss: 0.0705
Epoch: 18/20... Training loss: 0.0696
Epoch: 18/20... Training loss: 0.0711
Epoch: 18/20... Training loss: 0.0710
Epoch: 18/20... Training loss: 0.0690
Epoch: 18/20... Training loss: 0.0714
Epoch: 18/20... Training loss: 0.0706
Epoch: 18/20... Training loss: 0.0722
Epoch: 18/20... Training loss: 0.0673
Epoch: 18/20... Training loss: 0.0709
Epoch: 18/20... Training loss: 0.0718
Epoch: 18/20... Training loss: 0.0722
Epoch: 18/20... Training loss: 0.0707
Epoch: 18/20... Training loss: 0.0697
Epoch: 18/20... Training loss: 0.0698
Epoch: 18/20... Training loss: 0.0708
Epoch: 18/20... Training loss: 0.0719
Epoch: 18/20... Training loss: 0.0696
Epoch: 18/20... Training loss: 0.0698
Epoch: 18/20... Training loss: 0.0702
Epoch: 18/20... Training loss: 0.0734
Epoch: 18/20... Training loss: 0.0719
Epoch: 18/20... Training loss: 0.0699
Epoch: 18/20... Training loss: 0.0697
Epoch: 18/20... Training loss: 0.0699
Epoch: 18/20... Training loss: 0.0728
Epoch: 18/20... Training loss: 0.0714
Epoch: 18/20... Training loss: 0.0731
Epoch: 18/20... Training loss: 0.0708
Epoch: 18/20... Training loss: 0.0721
Epoch: 18/20... Training loss: 0.0723
Epoch: 18/20... Training loss: 0.0718
Epoch: 18/20... Training loss: 0.0702
Epoch: 18/20... Training loss: 0.0701
Epoch: 18/20... Training loss: 0.0713
Epoch: 18/20... Training loss: 0.0720
Epoch: 18/20... Training loss: 0.0707
Epoch: 18/20... Training loss: 0.0722
Epoch: 18/20... Training loss: 0.0716
Epoch: 18/20... Training loss: 0.0719
Epoch: 18/20... Training loss: 0.0710
Epoch: 18/20... Training loss: 0.0705
Epoch: 18/20... Training loss: 0.0696
Epoch: 18/20... Training loss: 0.0697
Epoch: 18/20... Training loss: 0.0711
Epoch: 18/20... Training loss: 0.0747
Epoch: 18/20... Training loss: 0.0713
Epoch: 18/20... Training loss: 0.0688
Epoch: 18/20... Training loss: 0.0700
Epoch: 18/20... Training loss: 0.0681
Epoch: 18/20... Training loss: 0.0735
Epoch: 18/20... Training loss: 0.0740
Epoch: 18/20... Training loss: 0.0727
Epoch: 18/20... Training loss: 0.0700
Epoch: 18/20... Training loss: 0.0702
Epoch: 18/20... Training loss: 0.0716
Epoch: 18/20... Training loss: 0.0701
Epoch: 18/20... Training loss: 0.0721
Epoch: 18/20... Training loss: 0.0701
Epoch: 18/20... Training loss: 0.0723
Epoch: 18/20... Training loss: 0.0718
Epoch: 18/20... Training loss: 0.0698
Epoch: 18/20... Training loss: 0.0696
Epoch: 18/20... Training loss: 0.0706
Epoch: 18/20... Training loss: 0.0736
Epoch: 18/20... Training loss: 0.0714
Epoch: 18/20... Training loss: 0.0699
Epoch: 18/20... Training loss: 0.0713
Epoch: 18/20... Training loss: 0.0727
Epoch: 18/20... Training loss: 0.0705
Epoch: 18/20... Training loss: 0.0718
Epoch: 18/20... Training loss: 0.0712
Epoch: 18/20... Training loss: 0.0691
Epoch: 18/20... Training loss: 0.0718
Epoch: 18/20... Training loss: 0.0693
Epoch: 18/20... Training loss: 0.0696
Epoch: 18/20... Training loss: 0.0727
Epoch: 18/20... Training loss: 0.0748
Epoch: 18/20... Training loss: 0.0733
Epoch: 18/20... Training loss: 0.0698
Epoch: 18/20... Training loss: 0.0707
Epoch: 18/20... Training loss: 0.0714
Epoch: 18/20... Training loss: 0.0712
Epoch: 18/20... Training loss: 0.0707
Epoch: 18/20... Training loss: 0.0707
Epoch: 18/20... Training loss: 0.0728
Epoch: 18/20... Training loss: 0.0725
Epoch: 18/20... Training loss: 0.0715
Epoch: 18/20... Training loss: 0.0745
Epoch: 18/20... Training loss: 0.0735
Epoch: 18/20... Training loss: 0.0690
Epoch: 18/20... Training loss: 0.0695
Epoch: 18/20... Training loss: 0.0734
Epoch: 18/20... Training loss: 0.0703
Epoch: 18/20... Training loss: 0.0712
Epoch: 18/20... Training loss: 0.0721
Epoch: 18/20... Training loss: 0.0707
Epoch: 18/20... Training loss: 0.0699
Epoch: 18/20... Training loss: 0.0721
Epoch: 18/20... Training loss: 0.0709
Epoch: 18/20... Training loss: 0.0713
Epoch: 18/20... Training loss: 0.0706
Epoch: 18/20... Training loss: 0.0732
Epoch: 18/20... Training loss: 0.0711
Epoch: 18/20... Training loss: 0.0701
Epoch: 18/20... Training loss: 0.0717
Epoch: 18/20... Training loss: 0.0710
Epoch: 18/20... Training loss: 0.0740
Epoch: 18/20... Training loss: 0.0709
Epoch: 18/20... Training loss: 0.0717
Epoch: 18/20... Training loss: 0.0730
Epoch: 18/20... Training loss: 0.0736
Epoch: 18/20... Training loss: 0.0688
Epoch: 18/20... Training loss: 0.0702
Epoch: 18/20... Training loss: 0.0700
Epoch: 18/20... Training loss: 0.0716
Epoch: 18/20... Training loss: 0.0710
Epoch: 18/20... Training loss: 0.0722
Epoch: 18/20... Training loss: 0.0738
Epoch: 18/20... Training loss: 0.0726
Epoch: 18/20... Training loss: 0.0711
Epoch: 18/20... Training loss: 0.0746
Epoch: 18/20... Training loss: 0.0697
Epoch: 18/20... Training loss: 0.0730
Epoch: 18/20... Training loss: 0.0699
Epoch: 18/20... Training loss: 0.0702
Epoch: 18/20... Training loss: 0.0714
Epoch: 18/20... Training loss: 0.0713
Epoch: 18/20... Training loss: 0.0726
Epoch: 18/20... Training loss: 0.0717
Epoch: 18/20... Training loss: 0.0693
Epoch: 18/20... Training loss: 0.0695
Epoch: 18/20... Training loss: 0.0721
Epoch: 18/20... Training loss: 0.0694
Epoch: 18/20... Training loss: 0.0703
Epoch: 18/20... Training loss: 0.0709
Epoch: 18/20... Training loss: 0.0701
Epoch: 18/20... Training loss: 0.0711
Epoch: 18/20... Training loss: 0.0719
Epoch: 18/20... Training loss: 0.0735
Epoch: 18/20... Training loss: 0.0697
Epoch: 18/20... Training loss: 0.0722
Epoch: 18/20... Training loss: 0.0721
Epoch: 18/20... Training loss: 0.0690
Epoch: 18/20... Training loss: 0.0716
Epoch: 18/20... Training loss: 0.0740
Epoch: 18/20... Training loss: 0.0711
Epoch: 18/20... Training loss: 0.0712
Epoch: 18/20... Training loss: 0.0746
Epoch: 18/20... Training loss: 0.0721
Epoch: 18/20... Training loss: 0.0714
Epoch: 18/20... Training loss: 0.0707
Epoch: 18/20... Training loss: 0.0697
Epoch: 18/20... Training loss: 0.0682
Epoch: 18/20... Training loss: 0.0715
Epoch: 18/20... Training loss: 0.0727
Epoch: 18/20... Training loss: 0.0721
Epoch: 18/20... Training loss: 0.0676
Epoch: 18/20... Training loss: 0.0715
Epoch: 18/20... Training loss: 0.0730
Epoch: 18/20... Training loss: 0.0705
Epoch: 18/20... Training loss: 0.0708
Epoch: 18/20... Training loss: 0.0720
Epoch: 18/20... Training loss: 0.0727
Epoch: 18/20... Training loss: 0.0711
Epoch: 18/20... Training loss: 0.0715
Epoch: 18/20... Training loss: 0.0741
Epoch: 18/20... Training loss: 0.0716
Epoch: 18/20... Training loss: 0.0721
Epoch: 18/20... Training loss: 0.0722
Epoch: 18/20... Training loss: 0.0714
Epoch: 18/20... Training loss: 0.0709
Epoch: 18/20... Training loss: 0.0709
Epoch: 18/20... Training loss: 0.0717
Epoch: 18/20... Training loss: 0.0724
Epoch: 18/20... Training loss: 0.0716
Epoch: 18/20... Training loss: 0.0714
Epoch: 18/20... Training loss: 0.0748
Epoch: 18/20... Training loss: 0.0717
Epoch: 18/20... Training loss: 0.0738
Epoch: 18/20... Training loss: 0.0725
Epoch: 18/20... Training loss: 0.0714
Epoch: 18/20... Training loss: 0.0721
Epoch: 18/20... Training loss: 0.0710
Epoch: 18/20... Training loss: 0.0724
Epoch: 18/20... Training loss: 0.0704
Epoch: 18/20... Training loss: 0.0709
Epoch: 18/20... Training loss: 0.0729
Epoch: 18/20... Training loss: 0.0708
Epoch: 18/20... Training loss: 0.0712
Epoch: 18/20... Training loss: 0.0717
Epoch: 18/20... Training loss: 0.0710
Epoch: 18/20... Training loss: 0.0728
Epoch: 18/20... Training loss: 0.0703
Epoch: 18/20... Training loss: 0.0727
Epoch: 18/20... Training loss: 0.0724
Epoch: 18/20... Training loss: 0.0696
Epoch: 18/20... Training loss: 0.0733
Epoch: 18/20... Training loss: 0.0727
Epoch: 18/20... Training loss: 0.0714
Epoch: 18/20... Training loss: 0.0702
Epoch: 18/20... Training loss: 0.0734
Epoch: 18/20... Training loss: 0.0706
Epoch: 18/20... Training loss: 0.0723
Epoch: 18/20... Training loss: 0.0719
Epoch: 18/20... Training loss: 0.0735
Epoch: 18/20... Training loss: 0.0702
Epoch: 18/20... Training loss: 0.0717
Epoch: 18/20... Training loss: 0.0716
Epoch: 18/20... Training loss: 0.0716
Epoch: 18/20... Training loss: 0.0712
Epoch: 18/20... Training loss: 0.0726
Epoch: 18/20... Training loss: 0.0711
Epoch: 18/20... Training loss: 0.0709
Epoch: 18/20... Training loss: 0.0728
Epoch: 18/20... Training loss: 0.0705
Epoch: 18/20... Training loss: 0.0719
Epoch: 19/20... Training loss: 0.0709
Epoch: 19/20... Training loss: 0.0690
Epoch: 19/20... Training loss: 0.0726
Epoch: 19/20... Training loss: 0.0701
Epoch: 19/20... Training loss: 0.0716
Epoch: 19/20... Training loss: 0.0716
Epoch: 19/20... Training loss: 0.0706
Epoch: 19/20... Training loss: 0.0708
Epoch: 19/20... Training loss: 0.0692
Epoch: 19/20... Training loss: 0.0688
Epoch: 19/20... Training loss: 0.0719
Epoch: 19/20... Training loss: 0.0726
Epoch: 19/20... Training loss: 0.0709
Epoch: 19/20... Training loss: 0.0702
Epoch: 19/20... Training loss: 0.0713
Epoch: 19/20... Training loss: 0.0715
Epoch: 19/20... Training loss: 0.0709
Epoch: 19/20... Training loss: 0.0703
Epoch: 19/20... Training loss: 0.0723
Epoch: 19/20... Training loss: 0.0731
Epoch: 19/20... Training loss: 0.0717
Epoch: 19/20... Training loss: 0.0734
Epoch: 19/20... Training loss: 0.0719
Epoch: 19/20... Training loss: 0.0709
Epoch: 19/20... Training loss: 0.0721
Epoch: 19/20... Training loss: 0.0712
Epoch: 19/20... Training loss: 0.0724
Epoch: 19/20... Training loss: 0.0705
Epoch: 19/20... Training loss: 0.0699
Epoch: 19/20... Training loss: 0.0708
Epoch: 19/20... Training loss: 0.0714
Epoch: 19/20... Training loss: 0.0711
Epoch: 19/20... Training loss: 0.0704
Epoch: 19/20... Training loss: 0.0707
Epoch: 19/20... Training loss: 0.0711
Epoch: 19/20... Training loss: 0.0719
Epoch: 19/20... Training loss: 0.0685
Epoch: 19/20... Training loss: 0.0706
Epoch: 19/20... Training loss: 0.0715
Epoch: 19/20... Training loss: 0.0725
Epoch: 19/20... Training loss: 0.0712
Epoch: 19/20... Training loss: 0.0729
Epoch: 19/20... Training loss: 0.0699
Epoch: 19/20... Training loss: 0.0720
Epoch: 19/20... Training loss: 0.0685
Epoch: 19/20... Training loss: 0.0730
Epoch: 19/20... Training loss: 0.0691
Epoch: 19/20... Training loss: 0.0719
Epoch: 19/20... Training loss: 0.0719
Epoch: 19/20... Training loss: 0.0736
Epoch: 19/20... Training loss: 0.0684
Epoch: 19/20... Training loss: 0.0726
Epoch: 19/20... Training loss: 0.0716
Epoch: 19/20... Training loss: 0.0690
Epoch: 19/20... Training loss: 0.0715
Epoch: 19/20... Training loss: 0.0690
Epoch: 19/20... Training loss: 0.0694
Epoch: 19/20... Training loss: 0.0676
Epoch: 19/20... Training loss: 0.0707
Epoch: 19/20... Training loss: 0.0702
Epoch: 19/20... Training loss: 0.0724
Epoch: 19/20... Training loss: 0.0707
Epoch: 19/20... Training loss: 0.0726
Epoch: 19/20... Training loss: 0.0696
Epoch: 19/20... Training loss: 0.0728
Epoch: 19/20... Training loss: 0.0733
Epoch: 19/20... Training loss: 0.0704
Epoch: 19/20... Training loss: 0.0702
Epoch: 19/20... Training loss: 0.0712
Epoch: 19/20... Training loss: 0.0715
Epoch: 19/20... Training loss: 0.0744
Epoch: 19/20... Training loss: 0.0696
Epoch: 19/20... Training loss: 0.0705
Epoch: 19/20... Training loss: 0.0720
Epoch: 19/20... Training loss: 0.0721
Epoch: 19/20... Training loss: 0.0707
Epoch: 19/20... Training loss: 0.0718
Epoch: 19/20... Training loss: 0.0709
Epoch: 19/20... Training loss: 0.0704
Epoch: 19/20... Training loss: 0.0714
Epoch: 19/20... Training loss: 0.0704
Epoch: 19/20... Training loss: 0.0707
Epoch: 19/20... Training loss: 0.0710
Epoch: 19/20... Training loss: 0.0716
Epoch: 19/20... Training loss: 0.0698
Epoch: 19/20... Training loss: 0.0700
Epoch: 19/20... Training loss: 0.0728
Epoch: 19/20... Training loss: 0.0739
Epoch: 19/20... Training loss: 0.0708
Epoch: 19/20... Training loss: 0.0708
Epoch: 19/20... Training loss: 0.0730
Epoch: 19/20... Training loss: 0.0735
Epoch: 19/20... Training loss: 0.0730
Epoch: 19/20... Training loss: 0.0711
Epoch: 19/20... Training loss: 0.0717
Epoch: 19/20... Training loss: 0.0715
Epoch: 19/20... Training loss: 0.0706
Epoch: 19/20... Training loss: 0.0688
Epoch: 19/20... Training loss: 0.0709
Epoch: 19/20... Training loss: 0.0722
Epoch: 19/20... Training loss: 0.0706
Epoch: 19/20... Training loss: 0.0704
Epoch: 19/20... Training loss: 0.0717
Epoch: 19/20... Training loss: 0.0748
Epoch: 19/20... Training loss: 0.0713
Epoch: 19/20... Training loss: 0.0711
Epoch: 19/20... Training loss: 0.0705
Epoch: 19/20... Training loss: 0.0709
Epoch: 19/20... Training loss: 0.0712
Epoch: 19/20... Training loss: 0.0696
Epoch: 19/20... Training loss: 0.0685
Epoch: 19/20... Training loss: 0.0688
Epoch: 19/20... Training loss: 0.0706
Epoch: 19/20... Training loss: 0.0715
Epoch: 19/20... Training loss: 0.0719
Epoch: 19/20... Training loss: 0.0723
Epoch: 19/20... Training loss: 0.0727
Epoch: 19/20... Training loss: 0.0728
Epoch: 19/20... Training loss: 0.0727
Epoch: 19/20... Training loss: 0.0708
Epoch: 19/20... Training loss: 0.0716
Epoch: 19/20... Training loss: 0.0715
Epoch: 19/20... Training loss: 0.0699
Epoch: 19/20... Training loss: 0.0708
Epoch: 19/20... Training loss: 0.0696
Epoch: 19/20... Training loss: 0.0697
Epoch: 19/20... Training loss: 0.0738
Epoch: 19/20... Training loss: 0.0724
Epoch: 19/20... Training loss: 0.0723
Epoch: 19/20... Training loss: 0.0696
Epoch: 19/20... Training loss: 0.0715
Epoch: 19/20... Training loss: 0.0708
Epoch: 19/20... Training loss: 0.0703
Epoch: 19/20... Training loss: 0.0704
Epoch: 19/20... Training loss: 0.0718
Epoch: 19/20... Training loss: 0.0697
Epoch: 19/20... Training loss: 0.0716
Epoch: 19/20... Training loss: 0.0705
Epoch: 19/20... Training loss: 0.0705
Epoch: 19/20... Training loss: 0.0738
Epoch: 19/20... Training loss: 0.0714
Epoch: 19/20... Training loss: 0.0669
Epoch: 19/20... Training loss: 0.0703
Epoch: 19/20... Training loss: 0.0739
Epoch: 19/20... Training loss: 0.0706
Epoch: 19/20... Training loss: 0.0710
Epoch: 19/20... Training loss: 0.0701
Epoch: 19/20... Training loss: 0.0705
Epoch: 19/20... Training loss: 0.0693
Epoch: 19/20... Training loss: 0.0693
Epoch: 19/20... Training loss: 0.0717
Epoch: 19/20... Training loss: 0.0720
Epoch: 19/20... Training loss: 0.0735
Epoch: 19/20... Training loss: 0.0698
Epoch: 19/20... Training loss: 0.0727
Epoch: 19/20... Training loss: 0.0694
Epoch: 19/20... Training loss: 0.0730
Epoch: 19/20... Training loss: 0.0703
Epoch: 19/20... Training loss: 0.0725
Epoch: 19/20... Training loss: 0.0699
Epoch: 19/20... Training loss: 0.0738
Epoch: 19/20... Training loss: 0.0700
Epoch: 19/20... Training loss: 0.0718
Epoch: 19/20... Training loss: 0.0726
Epoch: 19/20... Training loss: 0.0733
Epoch: 19/20... Training loss: 0.0703
Epoch: 19/20... Training loss: 0.0710
Epoch: 19/20... Training loss: 0.0711
Epoch: 19/20... Training loss: 0.0684
Epoch: 19/20... Training loss: 0.0740
Epoch: 19/20... Training loss: 0.0697
Epoch: 19/20... Training loss: 0.0729
Epoch: 19/20... Training loss: 0.0701
Epoch: 19/20... Training loss: 0.0701
Epoch: 19/20... Training loss: 0.0710
Epoch: 19/20... Training loss: 0.0716
Epoch: 19/20... Training loss: 0.0721
Epoch: 19/20... Training loss: 0.0710
Epoch: 19/20... Training loss: 0.0730
Epoch: 19/20... Training loss: 0.0720
Epoch: 19/20... Training loss: 0.0710
Epoch: 19/20... Training loss: 0.0711
Epoch: 19/20... Training loss: 0.0700
Epoch: 19/20... Training loss: 0.0720
Epoch: 19/20... Training loss: 0.0714
Epoch: 19/20... Training loss: 0.0697
Epoch: 19/20... Training loss: 0.0715
Epoch: 19/20... Training loss: 0.0722
Epoch: 19/20... Training loss: 0.0715
Epoch: 19/20... Training loss: 0.0728
Epoch: 19/20... Training loss: 0.0749
Epoch: 19/20... Training loss: 0.0719
Epoch: 19/20... Training loss: 0.0711
Epoch: 19/20... Training loss: 0.0736
Epoch: 19/20... Training loss: 0.0699
Epoch: 19/20... Training loss: 0.0712
Epoch: 19/20... Training loss: 0.0731
Epoch: 19/20... Training loss: 0.0745
Epoch: 19/20... Training loss: 0.0719
Epoch: 19/20... Training loss: 0.0723
Epoch: 19/20... Training loss: 0.0719
Epoch: 19/20... Training loss: 0.0680
Epoch: 19/20... Training loss: 0.0730
Epoch: 19/20... Training loss: 0.0722
Epoch: 19/20... Training loss: 0.0699
Epoch: 19/20... Training loss: 0.0715
Epoch: 19/20... Training loss: 0.0720
Epoch: 19/20... Training loss: 0.0726
Epoch: 19/20... Training loss: 0.0707
Epoch: 19/20... Training loss: 0.0727
Epoch: 19/20... Training loss: 0.0716
Epoch: 19/20... Training loss: 0.0695
Epoch: 19/20... Training loss: 0.0733
Epoch: 19/20... Training loss: 0.0709
Epoch: 19/20... Training loss: 0.0715
Epoch: 19/20... Training loss: 0.0710
Epoch: 19/20... Training loss: 0.0729
Epoch: 19/20... Training loss: 0.0716
Epoch: 19/20... Training loss: 0.0699
Epoch: 19/20... Training loss: 0.0710
Epoch: 19/20... Training loss: 0.0711
Epoch: 19/20... Training loss: 0.0720
Epoch: 19/20... Training loss: 0.0712
Epoch: 19/20... Training loss: 0.0727
Epoch: 19/20... Training loss: 0.0722
Epoch: 19/20... Training loss: 0.0737
Epoch: 19/20... Training loss: 0.0723
Epoch: 19/20... Training loss: 0.0716
Epoch: 19/20... Training loss: 0.0717
Epoch: 19/20... Training loss: 0.0718
Epoch: 19/20... Training loss: 0.0704
Epoch: 19/20... Training loss: 0.0714
Epoch: 19/20... Training loss: 0.0715
Epoch: 19/20... Training loss: 0.0718
Epoch: 19/20... Training loss: 0.0712
Epoch: 19/20... Training loss: 0.0715
Epoch: 19/20... Training loss: 0.0716
Epoch: 19/20... Training loss: 0.0715
Epoch: 19/20... Training loss: 0.0730
Epoch: 19/20... Training loss: 0.0705
Epoch: 19/20... Training loss: 0.0721
Epoch: 19/20... Training loss: 0.0733
Epoch: 19/20... Training loss: 0.0704
Epoch: 19/20... Training loss: 0.0703
Epoch: 19/20... Training loss: 0.0730
Epoch: 19/20... Training loss: 0.0714
Epoch: 19/20... Training loss: 0.0692
Epoch: 19/20... Training loss: 0.0698
Epoch: 19/20... Training loss: 0.0735
Epoch: 19/20... Training loss: 0.0706
Epoch: 19/20... Training loss: 0.0727
Epoch: 19/20... Training loss: 0.0721
Epoch: 19/20... Training loss: 0.0699
Epoch: 19/20... Training loss: 0.0720
Epoch: 19/20... Training loss: 0.0729
Epoch: 19/20... Training loss: 0.0705
Epoch: 19/20... Training loss: 0.0724
Epoch: 19/20... Training loss: 0.0713
Epoch: 19/20... Training loss: 0.0737
Epoch: 19/20... Training loss: 0.0722
Epoch: 19/20... Training loss: 0.0711
Epoch: 19/20... Training loss: 0.0713
Epoch: 19/20... Training loss: 0.0727
Epoch: 19/20... Training loss: 0.0689
Epoch: 19/20... Training loss: 0.0700
Epoch: 19/20... Training loss: 0.0720
Epoch: 19/20... Training loss: 0.0727
Epoch: 19/20... Training loss: 0.0706
Epoch: 19/20... Training loss: 0.0712
Epoch: 19/20... Training loss: 0.0731
Epoch: 19/20... Training loss: 0.0723
Epoch: 19/20... Training loss: 0.0711
Epoch: 19/20... Training loss: 0.0707
Epoch: 19/20... Training loss: 0.0705
Epoch: 19/20... Training loss: 0.0719
Epoch: 19/20... Training loss: 0.0731
Epoch: 19/20... Training loss: 0.0720
Epoch: 19/20... Training loss: 0.0732
Epoch: 19/20... Training loss: 0.0711
Epoch: 19/20... Training loss: 0.0717
Epoch: 19/20... Training loss: 0.0759
Epoch: 19/20... Training loss: 0.0720
Epoch: 19/20... Training loss: 0.0726
Epoch: 19/20... Training loss: 0.0728
Epoch: 19/20... Training loss: 0.0704
Epoch: 19/20... Training loss: 0.0700
Epoch: 19/20... Training loss: 0.0717
Epoch: 19/20... Training loss: 0.0725
Epoch: 19/20... Training loss: 0.0722
Epoch: 19/20... Training loss: 0.0721
Epoch: 19/20... Training loss: 0.0718
Epoch: 19/20... Training loss: 0.0716
Epoch: 19/20... Training loss: 0.0689
Epoch: 19/20... Training loss: 0.0711
Epoch: 19/20... Training loss: 0.0718
Epoch: 19/20... Training loss: 0.0724
Epoch: 19/20... Training loss: 0.0730
Epoch: 19/20... Training loss: 0.0723
Epoch: 19/20... Training loss: 0.0723
Epoch: 19/20... Training loss: 0.0699
Epoch: 20/20... Training loss: 0.0712
Epoch: 20/20... Training loss: 0.0695
Epoch: 20/20... Training loss: 0.0697
Epoch: 20/20... Training loss: 0.0694
Epoch: 20/20... Training loss: 0.0707
Epoch: 20/20... Training loss: 0.0703
Epoch: 20/20... Training loss: 0.0719
Epoch: 20/20... Training loss: 0.0710
Epoch: 20/20... Training loss: 0.0703
Epoch: 20/20... Training loss: 0.0726
Epoch: 20/20... Training loss: 0.0716
Epoch: 20/20... Training loss: 0.0711
Epoch: 20/20... Training loss: 0.0722
Epoch: 20/20... Training loss: 0.0725
Epoch: 20/20... Training loss: 0.0709
Epoch: 20/20... Training loss: 0.0708
Epoch: 20/20... Training loss: 0.0704
Epoch: 20/20... Training loss: 0.0737
Epoch: 20/20... Training loss: 0.0700
Epoch: 20/20... Training loss: 0.0711
Epoch: 20/20... Training loss: 0.0721
Epoch: 20/20... Training loss: 0.0726
Epoch: 20/20... Training loss: 0.0717
Epoch: 20/20... Training loss: 0.0724
Epoch: 20/20... Training loss: 0.0730
Epoch: 20/20... Training loss: 0.0690
Epoch: 20/20... Training loss: 0.0722
Epoch: 20/20... Training loss: 0.0695
Epoch: 20/20... Training loss: 0.0718
Epoch: 20/20... Training loss: 0.0710
Epoch: 20/20... Training loss: 0.0714
Epoch: 20/20... Training loss: 0.0718
Epoch: 20/20... Training loss: 0.0749
Epoch: 20/20... Training loss: 0.0718
Epoch: 20/20... Training loss: 0.0717
Epoch: 20/20... Training loss: 0.0705
Epoch: 20/20... Training loss: 0.0719
Epoch: 20/20... Training loss: 0.0711
Epoch: 20/20... Training loss: 0.0708
Epoch: 20/20... Training loss: 0.0721
Epoch: 20/20... Training loss: 0.0732
Epoch: 20/20... Training loss: 0.0712
Epoch: 20/20... Training loss: 0.0700
Epoch: 20/20... Training loss: 0.0727
Epoch: 20/20... Training loss: 0.0733
Epoch: 20/20... Training loss: 0.0706
Epoch: 20/20... Training loss: 0.0720
Epoch: 20/20... Training loss: 0.0701
Epoch: 20/20... Training loss: 0.0704
Epoch: 20/20... Training loss: 0.0712
Epoch: 20/20... Training loss: 0.0693
Epoch: 20/20... Training loss: 0.0709
Epoch: 20/20... Training loss: 0.0710
Epoch: 20/20... Training loss: 0.0690
Epoch: 20/20... Training loss: 0.0706
Epoch: 20/20... Training loss: 0.0720
Epoch: 20/20... Training loss: 0.0710
Epoch: 20/20... Training loss: 0.0726
Epoch: 20/20... Training loss: 0.0699
Epoch: 20/20... Training loss: 0.0717
Epoch: 20/20... Training loss: 0.0715
Epoch: 20/20... Training loss: 0.0714
Epoch: 20/20... Training loss: 0.0738
Epoch: 20/20... Training loss: 0.0701
Epoch: 20/20... Training loss: 0.0736
Epoch: 20/20... Training loss: 0.0723
Epoch: 20/20... Training loss: 0.0721
Epoch: 20/20... Training loss: 0.0726
Epoch: 20/20... Training loss: 0.0710
Epoch: 20/20... Training loss: 0.0726
Epoch: 20/20... Training loss: 0.0722
Epoch: 20/20... Training loss: 0.0712
Epoch: 20/20... Training loss: 0.0715
Epoch: 20/20... Training loss: 0.0697
Epoch: 20/20... Training loss: 0.0732
Epoch: 20/20... Training loss: 0.0728
Epoch: 20/20... Training loss: 0.0708
Epoch: 20/20... Training loss: 0.0710
Epoch: 20/20... Training loss: 0.0714
Epoch: 20/20... Training loss: 0.0674
Epoch: 20/20... Training loss: 0.0699
Epoch: 20/20... Training loss: 0.0716
Epoch: 20/20... Training loss: 0.0718
Epoch: 20/20... Training loss: 0.0699
Epoch: 20/20... Training loss: 0.0729
Epoch: 20/20... Training loss: 0.0692
Epoch: 20/20... Training loss: 0.0716
Epoch: 20/20... Training loss: 0.0734
Epoch: 20/20... Training loss: 0.0711
Epoch: 20/20... Training loss: 0.0709
Epoch: 20/20... Training loss: 0.0731
Epoch: 20/20... Training loss: 0.0682
Epoch: 20/20... Training loss: 0.0714
Epoch: 20/20... Training loss: 0.0713
Epoch: 20/20... Training loss: 0.0691
Epoch: 20/20... Training loss: 0.0729
Epoch: 20/20... Training loss: 0.0695
Epoch: 20/20... Training loss: 0.0713
Epoch: 20/20... Training loss: 0.0727
Epoch: 20/20... Training loss: 0.0726
Epoch: 20/20... Training loss: 0.0737
Epoch: 20/20... Training loss: 0.0724
Epoch: 20/20... Training loss: 0.0724
Epoch: 20/20... Training loss: 0.0718
Epoch: 20/20... Training loss: 0.0724
Epoch: 20/20... Training loss: 0.0701
Epoch: 20/20... Training loss: 0.0703
Epoch: 20/20... Training loss: 0.0721
Epoch: 20/20... Training loss: 0.0718
Epoch: 20/20... Training loss: 0.0721
Epoch: 20/20... Training loss: 0.0740
Epoch: 20/20... Training loss: 0.0712
Epoch: 20/20... Training loss: 0.0686
Epoch: 20/20... Training loss: 0.0720
Epoch: 20/20... Training loss: 0.0713
Epoch: 20/20... Training loss: 0.0695
Epoch: 20/20... Training loss: 0.0691
Epoch: 20/20... Training loss: 0.0698
Epoch: 20/20... Training loss: 0.0691
Epoch: 20/20... Training loss: 0.0714
Epoch: 20/20... Training loss: 0.0717
Epoch: 20/20... Training loss: 0.0694
Epoch: 20/20... Training loss: 0.0734
Epoch: 20/20... Training loss: 0.0705
Epoch: 20/20... Training loss: 0.0702
Epoch: 20/20... Training loss: 0.0710
Epoch: 20/20... Training loss: 0.0703
Epoch: 20/20... Training loss: 0.0684
Epoch: 20/20... Training loss: 0.0713
Epoch: 20/20... Training loss: 0.0732
Epoch: 20/20... Training loss: 0.0714
Epoch: 20/20... Training loss: 0.0723
Epoch: 20/20... Training loss: 0.0722
Epoch: 20/20... Training loss: 0.0697
Epoch: 20/20... Training loss: 0.0704
Epoch: 20/20... Training loss: 0.0704
Epoch: 20/20... Training loss: 0.0692
Epoch: 20/20... Training loss: 0.0692
Epoch: 20/20... Training loss: 0.0704
Epoch: 20/20... Training loss: 0.0703
Epoch: 20/20... Training loss: 0.0709
Epoch: 20/20... Training loss: 0.0715
Epoch: 20/20... Training loss: 0.0703
Epoch: 20/20... Training loss: 0.0707
Epoch: 20/20... Training loss: 0.0730
Epoch: 20/20... Training loss: 0.0715
Epoch: 20/20... Training loss: 0.0720
Epoch: 20/20... Training loss: 0.0709
Epoch: 20/20... Training loss: 0.0729
Epoch: 20/20... Training loss: 0.0707
Epoch: 20/20... Training loss: 0.0709
Epoch: 20/20... Training loss: 0.0737
Epoch: 20/20... Training loss: 0.0712
Epoch: 20/20... Training loss: 0.0723
Epoch: 20/20... Training loss: 0.0683
Epoch: 20/20... Training loss: 0.0701
Epoch: 20/20... Training loss: 0.0732
Epoch: 20/20... Training loss: 0.0691
Epoch: 20/20... Training loss: 0.0720
Epoch: 20/20... Training loss: 0.0711
Epoch: 20/20... Training loss: 0.0690
Epoch: 20/20... Training loss: 0.0718
Epoch: 20/20... Training loss: 0.0712
Epoch: 20/20... Training loss: 0.0709
Epoch: 20/20... Training loss: 0.0724
Epoch: 20/20... Training loss: 0.0729
Epoch: 20/20... Training loss: 0.0717
Epoch: 20/20... Training loss: 0.0728
Epoch: 20/20... Training loss: 0.0712
Epoch: 20/20... Training loss: 0.0701
Epoch: 20/20... Training loss: 0.0690
Epoch: 20/20... Training loss: 0.0707
Epoch: 20/20... Training loss: 0.0722
Epoch: 20/20... Training loss: 0.0737
Epoch: 20/20... Training loss: 0.0707
Epoch: 20/20... Training loss: 0.0691
Epoch: 20/20... Training loss: 0.0702
Epoch: 20/20... Training loss: 0.0713
Epoch: 20/20... Training loss: 0.0737
Epoch: 20/20... Training loss: 0.0721
Epoch: 20/20... Training loss: 0.0711
Epoch: 20/20... Training loss: 0.0733
Epoch: 20/20... Training loss: 0.0720
Epoch: 20/20... Training loss: 0.0733
Epoch: 20/20... Training loss: 0.0718
Epoch: 20/20... Training loss: 0.0694
Epoch: 20/20... Training loss: 0.0702
Epoch: 20/20... Training loss: 0.0716
Epoch: 20/20... Training loss: 0.0736
Epoch: 20/20... Training loss: 0.0735
Epoch: 20/20... Training loss: 0.0723
Epoch: 20/20... Training loss: 0.0730
Epoch: 20/20... Training loss: 0.0727
Epoch: 20/20... Training loss: 0.0732
Epoch: 20/20... Training loss: 0.0736
Epoch: 20/20... Training loss: 0.0696
Epoch: 20/20... Training loss: 0.0712
Epoch: 20/20... Training loss: 0.0704
Epoch: 20/20... Training loss: 0.0720
Epoch: 20/20... Training loss: 0.0718
Epoch: 20/20... Training loss: 0.0719
Epoch: 20/20... Training loss: 0.0714
Epoch: 20/20... Training loss: 0.0706
Epoch: 20/20... Training loss: 0.0735
Epoch: 20/20... Training loss: 0.0716
Epoch: 20/20... Training loss: 0.0715
Epoch: 20/20... Training loss: 0.0715
Epoch: 20/20... Training loss: 0.0716
Epoch: 20/20... Training loss: 0.0725
Epoch: 20/20... Training loss: 0.0733
Epoch: 20/20... Training loss: 0.0689
Epoch: 20/20... Training loss: 0.0690
Epoch: 20/20... Training loss: 0.0700
Epoch: 20/20... Training loss: 0.0694
Epoch: 20/20... Training loss: 0.0696
Epoch: 20/20... Training loss: 0.0716
Epoch: 20/20... Training loss: 0.0721
Epoch: 20/20... Training loss: 0.0711
Epoch: 20/20... Training loss: 0.0702
Epoch: 20/20... Training loss: 0.0737
Epoch: 20/20... Training loss: 0.0707
Epoch: 20/20... Training loss: 0.0701
Epoch: 20/20... Training loss: 0.0740
Epoch: 20/20... Training loss: 0.0721
Epoch: 20/20... Training loss: 0.0729
Epoch: 20/20... Training loss: 0.0724
Epoch: 20/20... Training loss: 0.0727
Epoch: 20/20... Training loss: 0.0676
Epoch: 20/20... Training loss: 0.0719
Epoch: 20/20... Training loss: 0.0708
Epoch: 20/20... Training loss: 0.0694
Epoch: 20/20... Training loss: 0.0712
Epoch: 20/20... Training loss: 0.0741
Epoch: 20/20... Training loss: 0.0701
Epoch: 20/20... Training loss: 0.0709
Epoch: 20/20... Training loss: 0.0733
Epoch: 20/20... Training loss: 0.0718
Epoch: 20/20... Training loss: 0.0712
Epoch: 20/20... Training loss: 0.0715
Epoch: 20/20... Training loss: 0.0698
Epoch: 20/20... Training loss: 0.0735
Epoch: 20/20... Training loss: 0.0723
Epoch: 20/20... Training loss: 0.0725
Epoch: 20/20... Training loss: 0.0701
Epoch: 20/20... Training loss: 0.0714
Epoch: 20/20... Training loss: 0.0704
Epoch: 20/20... Training loss: 0.0721
Epoch: 20/20... Training loss: 0.0726
Epoch: 20/20... Training loss: 0.0727
Epoch: 20/20... Training loss: 0.0704
Epoch: 20/20... Training loss: 0.0711
Epoch: 20/20... Training loss: 0.0727
Epoch: 20/20... Training loss: 0.0724
Epoch: 20/20... Training loss: 0.0712
Epoch: 20/20... Training loss: 0.0714
Epoch: 20/20... Training loss: 0.0723
Epoch: 20/20... Training loss: 0.0709
Epoch: 20/20... Training loss: 0.0715
Epoch: 20/20... Training loss: 0.0721
Epoch: 20/20... Training loss: 0.0708
Epoch: 20/20... Training loss: 0.0728
Epoch: 20/20... Training loss: 0.0708
Epoch: 20/20... Training loss: 0.0697
Epoch: 20/20... Training loss: 0.0718
Epoch: 20/20... Training loss: 0.0732
Epoch: 20/20... Training loss: 0.0716
Epoch: 20/20... Training loss: 0.0727
Epoch: 20/20... Training loss: 0.0715
Epoch: 20/20... Training loss: 0.0729
Epoch: 20/20... Training loss: 0.0712
Epoch: 20/20... Training loss: 0.0699
Epoch: 20/20... Training loss: 0.0703
Epoch: 20/20... Training loss: 0.0715
Epoch: 20/20... Training loss: 0.0703
Epoch: 20/20... Training loss: 0.0714
Epoch: 20/20... Training loss: 0.0716
Epoch: 20/20... Training loss: 0.0730
Epoch: 20/20... Training loss: 0.0696
Epoch: 20/20... Training loss: 0.0692
Epoch: 20/20... Training loss: 0.0716
Epoch: 20/20... Training loss: 0.0739
Epoch: 20/20... Training loss: 0.0713
Epoch: 20/20... Training loss: 0.0680
Epoch: 20/20... Training loss: 0.0698
Epoch: 20/20... Training loss: 0.0718
Epoch: 20/20... Training loss: 0.0709
Epoch: 20/20... Training loss: 0.0714
Epoch: 20/20... Training loss: 0.0748
Epoch: 20/20... Training loss: 0.0700
Epoch: 20/20... Training loss: 0.0706
Epoch: 20/20... Training loss: 0.0722
Epoch: 20/20... Training loss: 0.0715
Epoch: 20/20... Training loss: 0.0710
Epoch: 20/20... Training loss: 0.0702
Epoch: 20/20... Training loss: 0.0702
Epoch: 20/20... Training loss: 0.0716
Epoch: 20/20... Training loss: 0.0717
Epoch: 20/20... Training loss: 0.0706
Epoch: 20/20... Training loss: 0.0727
Epoch: 20/20... Training loss: 0.0707

Checking out the results

Below I've plotted some of the test images along with their reconstructions. For the most part these look pretty good except for some blurriness in some parts.





In [10]:



    


fig, axes = plt.subplots(nrows=2, ncols=10, sharex=True, sharey=True, figsize=(20,4))
in_imgs = mnist.test.images[:10]
reconstructed, compressed = sess.run([decoded, encoded], feed_dict={inputs_: in_imgs})

for images, row in zip([in_imgs, reconstructed], axes):
    for img, ax in zip(images, row):
        ax.imshow(img.reshape((28, 28)), cmap='Greys_r')
        ax.get_xaxis().set_visible(False)
        ax.get_yaxis().set_visible(False)

fig.tight_layout(pad=0.1)



    


















    
























In [11]:



    


sess.close()

Up Next

We're dealing with images here, so we can (usually) get better performance using convolution layers. So, next we'll build a better autoencoder with convolutional layers.

In practice, autoencoders aren't actually better at compression compared to typical methods like JPEGs and MP3s. But, they are being used for noise reduction, which you'll also build.

Content source: jc091/deep-learning

Similar notebooks:

notebook.community | gallery | about