Convolutional Autoencoder

Sticking with the MNIST dataset, let's improve our autoencoder's performance using convolutional layers. Again, loading modules and the data.


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

In [3]:
img = mnist.train.images[2]
plt.imshow(img.reshape((28, 28)), cmap='Greys_r')


Out[3]:
<matplotlib.image.AxesImage at 0x124ef2470>

Network Architecture

The encoder part of the network will be a typical convolutional pyramid. Each convolutional layer will be followed by a max-pooling layer to reduce the dimensions of the layers. The decoder though might be something new to you. The decoder needs to convert from a narrow representation to a wide reconstructed image. For example, the representation could be a 4x4x8 max-pool layer. This is the output of the encoder, but also the input to the decoder. We want to get a 28x28x1 image out from the decoder so we need to work our way back up from the narrow decoder input layer. A schematic of the network is shown below.

Here our final encoder layer has size 4x4x8 = 128. The original images have size 28x28 = 784, so the encoded vector is roughly 16% the size of the original image. These are just suggested sizes for each of the layers. Feel free to change the depths and sizes, but remember our goal here is to find a small representation of the input data.

What's going on with the decoder

Okay, so the decoder has these "Upsample" layers that you might not have seen before. First off, I'll discuss a bit what these layers aren't. Usually, you'll see deconvolutional layers used to increase the width and height of the layers. They work almost exactly the same as convolutional layers, but it reverse. A stride in the input layer results in a larger stride in the deconvolutional layer. For example, if you have a 3x3 kernel, a 3x3 patch in the input layer will be reduced to one unit in a convolutional layer. Comparatively, one unit in the input layer will be expanded to a 3x3 path in a deconvolutional layer. Deconvolution is often called "transpose convolution" which is what you'll find with the TensorFlow API, with tf.nn.conv2d_transpose.

However, deconvolutional layers can lead to artifacts in the final images, such as checkerboard patterns. This is due to overlap in the kernels which can be avoided by setting the stride and kernel size equal. In this Distill article from Augustus Odena, et al, the authors show that these checkerboard artifacts can be avoided by resizing the layers using nearest neighbor or bilinear interpolation (upsampling) followed by a convolutional layer. In TensorFlow, this is easily done with tf.image.resize_images, followed by a convolution. Be sure to read the Distill article to get a better understanding of deconvolutional layers and why we're using upsampling.

Exercise: Build the network shown above. Remember that a convolutional layer with strides of 1 and 'same' padding won't reduce the height and width. That is, if the input is 28x28 and the convolution layer has stride = 1 and 'same' padding, the convolutional layer will also be 28x28. The max-pool layers are used the reduce the width and height. A stride of 2 will reduce the size by 2. Odena et al claim that nearest neighbor interpolation works best for the upsampling, so make sure to include that as a parameter in tf.image.resize_images or use tf.image.resize_nearest_neighbor.


In [4]:
learning_rate = 0.001
inputs_ = tf.placeholder(tf.float32, (None, 28, 28, 1), name='inputs')
targets_ = tf.placeholder(tf.float32, (None, 28, 28, 1), name='targets')

### Encoder
conv1 = tf.layers.conv2d(inputs_, 16, (3, 3), padding='same', activation=tf.nn.relu)
# Now 28x28x16
maxpool1 = tf.layers.max_pooling2d(conv1, (2,2), (2,2), padding='same')
# Now 14x14x16
conv2 = tf.layers.conv2d(maxpool1, 8, (3, 3), padding='same', activation=tf.nn.relu)
# Now 14x14x8
maxpool2 = tf.layers.max_pooling2d(conv2, (2,2), (2,2), padding='same')
# Now 7x7x8
conv3 = tf.layers.conv2d(maxpool2, 8, (3, 3), padding='same', activation=tf.nn.relu)
# Now 7x7x8
encoded = tf.layers.max_pooling2d(conv3, (2,2), (2,2), padding='same')
# Now 4x4x8

### Decoder
upsample1 = tf.image.resize_nearest_neighbor(encoded, (7,7))
# Now 7x7x8
conv4 = tf.layers.conv2d(upsample1, 8, (3,3), padding='same', activation=tf.nn.relu)
# Now 7x7x8
upsample2 = tf.image.resize_nearest_neighbor(conv4, (14, 14))
# Now 14x14x8
conv5 = tf.layers.conv2d(upsample2, 8, (3,3), padding='same', activation=tf.nn.relu)
# Now 14x14x8
upsample3 = tf.image.resize_nearest_neighbor(conv5, (28, 28))
# Now 28x28x8
conv6 = tf.layers.conv2d(upsample3, 16, (3,3), padding='same', activation=tf.nn.relu)
# Now 28x28x16

logits = tf.layers.conv2d(conv6, 1, (3,3), padding='same', activation=None)
#Now 28x28x1

# Pass logits through sigmoid to get reconstructed image
decoded = tf.nn.sigmoid(logits, name='decoded')

# Pass logits through sigmoid and calculate the cross-entropy loss
loss = tf.nn.sigmoid_cross_entropy_with_logits(labels=targets_, logits=logits)

# Get cost and define the optimizer
cost = tf.reduce_mean(loss)
opt = tf.train.AdamOptimizer(learning_rate).minimize(cost)

Training

As before, here wi'll train the network. Instead of flattening the images though, we can pass them in as 28x28x1 arrays.


In [5]:
sess = tf.Session()

In [6]:
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)
        imgs = batch[0].reshape((-1, 28, 28, 1))
        batch_cost, _ = sess.run([cost, opt], feed_dict={inputs_: imgs,
                                                         targets_: imgs})

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


Epoch: 1/20... Training loss: 0.7009
Epoch: 1/20... Training loss: 0.6956
Epoch: 1/20... Training loss: 0.6914
Epoch: 1/20... Training loss: 0.6882
Epoch: 1/20... Training loss: 0.6853
Epoch: 1/20... Training loss: 0.6816
Epoch: 1/20... Training loss: 0.6798
Epoch: 1/20... Training loss: 0.6725
Epoch: 1/20... Training loss: 0.6654
Epoch: 1/20... Training loss: 0.6596
Epoch: 1/20... Training loss: 0.6506
Epoch: 1/20... Training loss: 0.6379
Epoch: 1/20... Training loss: 0.6250
Epoch: 1/20... Training loss: 0.6104
Epoch: 1/20... Training loss: 0.5932
Epoch: 1/20... Training loss: 0.5681
Epoch: 1/20... Training loss: 0.5514
Epoch: 1/20... Training loss: 0.5324
Epoch: 1/20... Training loss: 0.5368
Epoch: 1/20... Training loss: 0.5151
Epoch: 1/20... Training loss: 0.5244
Epoch: 1/20... Training loss: 0.5290
Epoch: 1/20... Training loss: 0.5462
Epoch: 1/20... Training loss: 0.5727
Epoch: 1/20... Training loss: 0.5299
Epoch: 1/20... Training loss: 0.5291
Epoch: 1/20... Training loss: 0.5261
Epoch: 1/20... Training loss: 0.5138
Epoch: 1/20... Training loss: 0.4944
Epoch: 1/20... Training loss: 0.4964
Epoch: 1/20... Training loss: 0.5228
Epoch: 1/20... Training loss: 0.5023
Epoch: 1/20... Training loss: 0.4827
Epoch: 1/20... Training loss: 0.4650
Epoch: 1/20... Training loss: 0.4740
Epoch: 1/20... Training loss: 0.4541
Epoch: 1/20... Training loss: 0.4307
Epoch: 1/20... Training loss: 0.4305
Epoch: 1/20... Training loss: 0.4349
Epoch: 1/20... Training loss: 0.4660
Epoch: 1/20... Training loss: 0.4381
Epoch: 1/20... Training loss: 0.4381
Epoch: 1/20... Training loss: 0.4665
Epoch: 1/20... Training loss: 0.4422
Epoch: 1/20... Training loss: 0.4055
Epoch: 1/20... Training loss: 0.3922
Epoch: 1/20... Training loss: 0.3909
Epoch: 1/20... Training loss: 0.3991
Epoch: 1/20... Training loss: 0.3939
Epoch: 1/20... Training loss: 0.3731
Epoch: 1/20... Training loss: 0.3597
Epoch: 1/20... Training loss: 0.4074
Epoch: 1/20... Training loss: 0.3667
Epoch: 1/20... Training loss: 0.3356
Epoch: 1/20... Training loss: 0.3445
Epoch: 1/20... Training loss: 0.3391
Epoch: 1/20... Training loss: 0.3216
Epoch: 1/20... Training loss: 0.3090
Epoch: 1/20... Training loss: 0.3012
Epoch: 1/20... Training loss: 0.2949
Epoch: 1/20... Training loss: 0.3032
Epoch: 1/20... Training loss: 0.3033
Epoch: 1/20... Training loss: 0.3050
Epoch: 1/20... Training loss: 0.2973
Epoch: 1/20... Training loss: 0.2873
Epoch: 1/20... Training loss: 0.2990
Epoch: 1/20... Training loss: 0.2887
Epoch: 1/20... Training loss: 0.2977
Epoch: 1/20... Training loss: 0.2604
Epoch: 1/20... Training loss: 0.2699
Epoch: 1/20... Training loss: 0.2966
Epoch: 1/20... Training loss: 0.2808
Epoch: 1/20... Training loss: 0.2570
Epoch: 1/20... Training loss: 0.2686
Epoch: 1/20... Training loss: 0.2529
Epoch: 1/20... Training loss: 0.2483
Epoch: 1/20... Training loss: 0.2440
Epoch: 1/20... Training loss: 0.2451
Epoch: 1/20... Training loss: 0.2491
Epoch: 1/20... Training loss: 0.2440
Epoch: 1/20... Training loss: 0.2538
Epoch: 1/20... Training loss: 0.2424
Epoch: 1/20... Training loss: 0.2440
Epoch: 1/20... Training loss: 0.2394
Epoch: 1/20... Training loss: 0.2350
Epoch: 1/20... Training loss: 0.2454
Epoch: 1/20... Training loss: 0.2504
Epoch: 1/20... Training loss: 0.2364
Epoch: 1/20... Training loss: 0.2261
Epoch: 1/20... Training loss: 0.2242
Epoch: 1/20... Training loss: 0.2250
Epoch: 1/20... Training loss: 0.2257
Epoch: 1/20... Training loss: 0.2300
Epoch: 1/20... Training loss: 0.2325
Epoch: 1/20... Training loss: 0.2258
Epoch: 1/20... Training loss: 0.2206
Epoch: 1/20... Training loss: 0.2491
Epoch: 1/20... Training loss: 0.2389
Epoch: 1/20... Training loss: 0.2398
Epoch: 1/20... Training loss: 0.2432
Epoch: 1/20... Training loss: 0.2333
Epoch: 1/20... Training loss: 0.2238
Epoch: 1/20... Training loss: 0.2266
Epoch: 1/20... Training loss: 0.2254
Epoch: 1/20... Training loss: 0.2212
Epoch: 1/20... Training loss: 0.2157
Epoch: 1/20... Training loss: 0.2285
Epoch: 1/20... Training loss: 0.2249
Epoch: 1/20... Training loss: 0.2132
Epoch: 1/20... Training loss: 0.2312
Epoch: 1/20... Training loss: 0.2282
Epoch: 1/20... Training loss: 0.2168
Epoch: 1/20... Training loss: 0.2143
Epoch: 1/20... Training loss: 0.2240
Epoch: 1/20... Training loss: 0.2224
Epoch: 1/20... Training loss: 0.2241
Epoch: 1/20... Training loss: 0.2137
Epoch: 1/20... Training loss: 0.2096
Epoch: 1/20... Training loss: 0.2106
Epoch: 1/20... Training loss: 0.2186
Epoch: 1/20... Training loss: 0.2012
Epoch: 1/20... Training loss: 0.2053
Epoch: 1/20... Training loss: 0.2180
Epoch: 1/20... Training loss: 0.2060
Epoch: 1/20... Training loss: 0.1908
Epoch: 1/20... Training loss: 0.2071
Epoch: 1/20... Training loss: 0.2154
Epoch: 1/20... Training loss: 0.2035
Epoch: 1/20... Training loss: 0.2047
Epoch: 1/20... Training loss: 0.1902
Epoch: 1/20... Training loss: 0.1992
Epoch: 1/20... Training loss: 0.1970
Epoch: 1/20... Training loss: 0.1940
Epoch: 1/20... Training loss: 0.2016
Epoch: 1/20... Training loss: 0.1953
Epoch: 1/20... Training loss: 0.2130
Epoch: 1/20... Training loss: 0.2064
Epoch: 1/20... Training loss: 0.2019
Epoch: 1/20... Training loss: 0.1992
Epoch: 1/20... Training loss: 0.2015
Epoch: 1/20... Training loss: 0.1965
Epoch: 1/20... Training loss: 0.2001
Epoch: 1/20... Training loss: 0.1957
Epoch: 1/20... Training loss: 0.1931
Epoch: 1/20... Training loss: 0.2020
Epoch: 1/20... Training loss: 0.2022
Epoch: 1/20... Training loss: 0.1949
Epoch: 1/20... Training loss: 0.1877
Epoch: 1/20... Training loss: 0.1866
Epoch: 1/20... Training loss: 0.1774
Epoch: 1/20... Training loss: 0.1894
Epoch: 1/20... Training loss: 0.1902
Epoch: 1/20... Training loss: 0.1913
Epoch: 1/20... Training loss: 0.1822
Epoch: 1/20... Training loss: 0.1823
Epoch: 1/20... Training loss: 0.1846
Epoch: 1/20... Training loss: 0.1811
Epoch: 1/20... Training loss: 0.1855
Epoch: 1/20... Training loss: 0.1871
Epoch: 1/20... Training loss: 0.1841
Epoch: 1/20... Training loss: 0.1857
Epoch: 1/20... Training loss: 0.1820
Epoch: 1/20... Training loss: 0.1827
Epoch: 1/20... Training loss: 0.1915
Epoch: 1/20... Training loss: 0.1830
Epoch: 1/20... Training loss: 0.1812
Epoch: 1/20... Training loss: 0.1858
Epoch: 1/20... Training loss: 0.1804
Epoch: 1/20... Training loss: 0.1724
Epoch: 1/20... Training loss: 0.1750
Epoch: 1/20... Training loss: 0.1798
Epoch: 1/20... Training loss: 0.1808
Epoch: 1/20... Training loss: 0.1817
Epoch: 1/20... Training loss: 0.1801
Epoch: 1/20... Training loss: 0.1754
Epoch: 1/20... Training loss: 0.1818
Epoch: 1/20... Training loss: 0.1755
Epoch: 1/20... Training loss: 0.1819
Epoch: 1/20... Training loss: 0.1813
Epoch: 1/20... Training loss: 0.1803
Epoch: 1/20... Training loss: 0.1809
Epoch: 1/20... Training loss: 0.1865
Epoch: 1/20... Training loss: 0.1805
Epoch: 1/20... Training loss: 0.1846
Epoch: 1/20... Training loss: 0.1776
Epoch: 1/20... Training loss: 0.1694
Epoch: 1/20... Training loss: 0.1751
Epoch: 1/20... Training loss: 0.1786
Epoch: 1/20... Training loss: 0.1813
Epoch: 1/20... Training loss: 0.1746
Epoch: 1/20... Training loss: 0.1732
Epoch: 1/20... Training loss: 0.1732
Epoch: 1/20... Training loss: 0.1678
Epoch: 1/20... Training loss: 0.1791
Epoch: 1/20... Training loss: 0.1743
Epoch: 1/20... Training loss: 0.1671
Epoch: 1/20... Training loss: 0.1700
Epoch: 1/20... Training loss: 0.1596
Epoch: 1/20... Training loss: 0.1707
Epoch: 1/20... Training loss: 0.1771
Epoch: 1/20... Training loss: 0.1713
Epoch: 1/20... Training loss: 0.1685
Epoch: 1/20... Training loss: 0.1761
Epoch: 1/20... Training loss: 0.1695
Epoch: 1/20... Training loss: 0.1698
Epoch: 1/20... Training loss: 0.1747
Epoch: 1/20... Training loss: 0.1742
Epoch: 1/20... Training loss: 0.1634
Epoch: 1/20... Training loss: 0.1649
Epoch: 1/20... Training loss: 0.1663
Epoch: 1/20... Training loss: 0.1615
Epoch: 1/20... Training loss: 0.1687
Epoch: 1/20... Training loss: 0.1723
Epoch: 1/20... Training loss: 0.1716
Epoch: 1/20... Training loss: 0.1701
Epoch: 1/20... Training loss: 0.1584
Epoch: 1/20... Training loss: 0.1686
Epoch: 1/20... Training loss: 0.1718
Epoch: 1/20... Training loss: 0.1650
Epoch: 1/20... Training loss: 0.1640
Epoch: 1/20... Training loss: 0.1742
Epoch: 1/20... Training loss: 0.1667
Epoch: 1/20... Training loss: 0.1697
Epoch: 1/20... Training loss: 0.1684
Epoch: 1/20... Training loss: 0.1670
Epoch: 1/20... Training loss: 0.1666
Epoch: 1/20... Training loss: 0.1759
Epoch: 1/20... Training loss: 0.1696
Epoch: 1/20... Training loss: 0.1701
Epoch: 1/20... Training loss: 0.1696
Epoch: 1/20... Training loss: 0.1669
Epoch: 1/20... Training loss: 0.1688
Epoch: 1/20... Training loss: 0.1687
Epoch: 1/20... Training loss: 0.1711
Epoch: 1/20... Training loss: 0.1708
Epoch: 1/20... Training loss: 0.1644
Epoch: 1/20... Training loss: 0.1579
Epoch: 1/20... Training loss: 0.1692
Epoch: 1/20... Training loss: 0.1687
Epoch: 1/20... Training loss: 0.1621
Epoch: 1/20... Training loss: 0.1623
Epoch: 1/20... Training loss: 0.1652
Epoch: 1/20... Training loss: 0.1645
Epoch: 1/20... Training loss: 0.1686
Epoch: 1/20... Training loss: 0.1623
Epoch: 1/20... Training loss: 0.1703
Epoch: 1/20... Training loss: 0.1651
Epoch: 1/20... Training loss: 0.1678
Epoch: 1/20... Training loss: 0.1704
Epoch: 1/20... Training loss: 0.1605
Epoch: 1/20... Training loss: 0.1583
Epoch: 1/20... Training loss: 0.1642
Epoch: 1/20... Training loss: 0.1643
Epoch: 1/20... Training loss: 0.1623
Epoch: 1/20... Training loss: 0.1578
Epoch: 1/20... Training loss: 0.1600
Epoch: 1/20... Training loss: 0.1621
Epoch: 1/20... Training loss: 0.1658
Epoch: 1/20... Training loss: 0.1649
Epoch: 1/20... Training loss: 0.1641
Epoch: 1/20... Training loss: 0.1603
Epoch: 1/20... Training loss: 0.1537
Epoch: 1/20... Training loss: 0.1651
Epoch: 1/20... Training loss: 0.1552
Epoch: 1/20... Training loss: 0.1602
Epoch: 1/20... Training loss: 0.1591
Epoch: 1/20... Training loss: 0.1615
Epoch: 1/20... Training loss: 0.1552
Epoch: 1/20... Training loss: 0.1590
Epoch: 1/20... Training loss: 0.1636
Epoch: 1/20... Training loss: 0.1652
Epoch: 1/20... Training loss: 0.1564
Epoch: 1/20... Training loss: 0.1603
Epoch: 1/20... Training loss: 0.1532
Epoch: 1/20... Training loss: 0.1579
Epoch: 1/20... Training loss: 0.1598
Epoch: 1/20... Training loss: 0.1540
Epoch: 1/20... Training loss: 0.1565
Epoch: 1/20... Training loss: 0.1622
Epoch: 1/20... Training loss: 0.1629
Epoch: 1/20... Training loss: 0.1567
Epoch: 1/20... Training loss: 0.1532
Epoch: 1/20... Training loss: 0.1586
Epoch: 1/20... Training loss: 0.1564
Epoch: 1/20... Training loss: 0.1558
Epoch: 1/20... Training loss: 0.1556
Epoch: 1/20... Training loss: 0.1632
Epoch: 1/20... Training loss: 0.1613
Epoch: 1/20... Training loss: 0.1534
Epoch: 1/20... Training loss: 0.1589
Epoch: 1/20... Training loss: 0.1573
Epoch: 1/20... Training loss: 0.1663
Epoch: 1/20... Training loss: 0.1610
Epoch: 1/20... Training loss: 0.1541
Epoch: 1/20... Training loss: 0.1708
Epoch: 1/20... Training loss: 0.1588
Epoch: 1/20... Training loss: 0.1694
Epoch: 1/20... Training loss: 0.1646
Epoch: 1/20... Training loss: 0.1560
Epoch: 1/20... Training loss: 0.1544
Epoch: 2/20... Training loss: 0.1557
Epoch: 2/20... Training loss: 0.1580
Epoch: 2/20... Training loss: 0.1599
Epoch: 2/20... Training loss: 0.1569
Epoch: 2/20... Training loss: 0.1613
Epoch: 2/20... Training loss: 0.1545
Epoch: 2/20... Training loss: 0.1550
Epoch: 2/20... Training loss: 0.1548
Epoch: 2/20... Training loss: 0.1490
Epoch: 2/20... Training loss: 0.1579
Epoch: 2/20... Training loss: 0.1587
Epoch: 2/20... Training loss: 0.1493
Epoch: 2/20... Training loss: 0.1522
Epoch: 2/20... Training loss: 0.1557
Epoch: 2/20... Training loss: 0.1587
Epoch: 2/20... Training loss: 0.1549
Epoch: 2/20... Training loss: 0.1552
Epoch: 2/20... Training loss: 0.1622
Epoch: 2/20... Training loss: 0.1560
Epoch: 2/20... Training loss: 0.1532
Epoch: 2/20... Training loss: 0.1551
Epoch: 2/20... Training loss: 0.1501
Epoch: 2/20... Training loss: 0.1516
Epoch: 2/20... Training loss: 0.1530
Epoch: 2/20... Training loss: 0.1591
Epoch: 2/20... Training loss: 0.1493
Epoch: 2/20... Training loss: 0.1527
Epoch: 2/20... Training loss: 0.1517
Epoch: 2/20... Training loss: 0.1531
Epoch: 2/20... Training loss: 0.1547
Epoch: 2/20... Training loss: 0.1565
Epoch: 2/20... Training loss: 0.1538
Epoch: 2/20... Training loss: 0.1578
Epoch: 2/20... Training loss: 0.1536
Epoch: 2/20... Training loss: 0.1521
Epoch: 2/20... Training loss: 0.1477
Epoch: 2/20... Training loss: 0.1517
Epoch: 2/20... Training loss: 0.1552
Epoch: 2/20... Training loss: 0.1500
Epoch: 2/20... Training loss: 0.1538
Epoch: 2/20... Training loss: 0.1503
Epoch: 2/20... Training loss: 0.1499
Epoch: 2/20... Training loss: 0.1575
Epoch: 2/20... Training loss: 0.1499
Epoch: 2/20... Training loss: 0.1551
Epoch: 2/20... Training loss: 0.1502
Epoch: 2/20... Training loss: 0.1550
Epoch: 2/20... Training loss: 0.1572
Epoch: 2/20... Training loss: 0.1535
Epoch: 2/20... Training loss: 0.1515
Epoch: 2/20... Training loss: 0.1458
Epoch: 2/20... Training loss: 0.1536
Epoch: 2/20... Training loss: 0.1522
Epoch: 2/20... Training loss: 0.1565
Epoch: 2/20... Training loss: 0.1503
Epoch: 2/20... Training loss: 0.1509
Epoch: 2/20... Training loss: 0.1522
Epoch: 2/20... Training loss: 0.1444
Epoch: 2/20... Training loss: 0.1494
Epoch: 2/20... Training loss: 0.1464
Epoch: 2/20... Training loss: 0.1543
Epoch: 2/20... Training loss: 0.1509
Epoch: 2/20... Training loss: 0.1504
Epoch: 2/20... Training loss: 0.1495
Epoch: 2/20... Training loss: 0.1499
Epoch: 2/20... Training loss: 0.1442
Epoch: 2/20... Training loss: 0.1503
Epoch: 2/20... Training loss: 0.1446
Epoch: 2/20... Training loss: 0.1486
Epoch: 2/20... Training loss: 0.1518
Epoch: 2/20... Training loss: 0.1548
Epoch: 2/20... Training loss: 0.1492
Epoch: 2/20... Training loss: 0.1529
Epoch: 2/20... Training loss: 0.1533
Epoch: 2/20... Training loss: 0.1504
Epoch: 2/20... Training loss: 0.1449
Epoch: 2/20... Training loss: 0.1508
Epoch: 2/20... Training loss: 0.1436
Epoch: 2/20... Training loss: 0.1490
Epoch: 2/20... Training loss: 0.1531
Epoch: 2/20... Training loss: 0.1495
Epoch: 2/20... Training loss: 0.1453
Epoch: 2/20... Training loss: 0.1502
Epoch: 2/20... Training loss: 0.1492
Epoch: 2/20... Training loss: 0.1440
Epoch: 2/20... Training loss: 0.1511
Epoch: 2/20... Training loss: 0.1441
Epoch: 2/20... Training loss: 0.1498
Epoch: 2/20... Training loss: 0.1540
Epoch: 2/20... Training loss: 0.1476
Epoch: 2/20... Training loss: 0.1459
Epoch: 2/20... Training loss: 0.1528
Epoch: 2/20... Training loss: 0.1488
Epoch: 2/20... Training loss: 0.1508
Epoch: 2/20... Training loss: 0.1464
Epoch: 2/20... Training loss: 0.1401
Epoch: 2/20... Training loss: 0.1520
Epoch: 2/20... Training loss: 0.1499
Epoch: 2/20... Training loss: 0.1468
Epoch: 2/20... Training loss: 0.1458
Epoch: 2/20... Training loss: 0.1468
Epoch: 2/20... Training loss: 0.1477
Epoch: 2/20... Training loss: 0.1499
Epoch: 2/20... Training loss: 0.1463
Epoch: 2/20... Training loss: 0.1440
Epoch: 2/20... Training loss: 0.1461
Epoch: 2/20... Training loss: 0.1510
Epoch: 2/20... Training loss: 0.1410
Epoch: 2/20... Training loss: 0.1475
Epoch: 2/20... Training loss: 0.1505
Epoch: 2/20... Training loss: 0.1499
Epoch: 2/20... Training loss: 0.1501
Epoch: 2/20... Training loss: 0.1470
Epoch: 2/20... Training loss: 0.1468
Epoch: 2/20... Training loss: 0.1464
Epoch: 2/20... Training loss: 0.1462
Epoch: 2/20... Training loss: 0.1443
Epoch: 2/20... Training loss: 0.1430
Epoch: 2/20... Training loss: 0.1460
Epoch: 2/20... Training loss: 0.1477
Epoch: 2/20... Training loss: 0.1439
Epoch: 2/20... Training loss: 0.1495
Epoch: 2/20... Training loss: 0.1437
Epoch: 2/20... Training loss: 0.1445
Epoch: 2/20... Training loss: 0.1474
Epoch: 2/20... Training loss: 0.1462
Epoch: 2/20... Training loss: 0.1457
Epoch: 2/20... Training loss: 0.1417
Epoch: 2/20... Training loss: 0.1451
Epoch: 2/20... Training loss: 0.1472
Epoch: 2/20... Training loss: 0.1435
Epoch: 2/20... Training loss: 0.1388
Epoch: 2/20... Training loss: 0.1442
Epoch: 2/20... Training loss: 0.1423
Epoch: 2/20... Training loss: 0.1458
Epoch: 2/20... Training loss: 0.1477
Epoch: 2/20... Training loss: 0.1450
Epoch: 2/20... Training loss: 0.1413
Epoch: 2/20... Training loss: 0.1458
Epoch: 2/20... Training loss: 0.1468
Epoch: 2/20... Training loss: 0.1469
Epoch: 2/20... Training loss: 0.1450
Epoch: 2/20... Training loss: 0.1434
Epoch: 2/20... Training loss: 0.1425
Epoch: 2/20... Training loss: 0.1483
Epoch: 2/20... Training loss: 0.1387
Epoch: 2/20... Training loss: 0.1406
Epoch: 2/20... Training loss: 0.1368
Epoch: 2/20... Training loss: 0.1441
Epoch: 2/20... Training loss: 0.1385
Epoch: 2/20... Training loss: 0.1376
Epoch: 2/20... Training loss: 0.1429
Epoch: 2/20... Training loss: 0.1435
Epoch: 2/20... Training loss: 0.1416
Epoch: 2/20... Training loss: 0.1449
Epoch: 2/20... Training loss: 0.1415
Epoch: 2/20... Training loss: 0.1458
Epoch: 2/20... Training loss: 0.1394
Epoch: 2/20... Training loss: 0.1402
Epoch: 2/20... Training loss: 0.1409
Epoch: 2/20... Training loss: 0.1408
Epoch: 2/20... Training loss: 0.1442
Epoch: 2/20... Training loss: 0.1350
Epoch: 2/20... Training loss: 0.1434
Epoch: 2/20... Training loss: 0.1468
Epoch: 2/20... Training loss: 0.1461
Epoch: 2/20... Training loss: 0.1485
Epoch: 2/20... Training loss: 0.1370
Epoch: 2/20... Training loss: 0.1415
Epoch: 2/20... Training loss: 0.1482
Epoch: 2/20... Training loss: 0.1391
Epoch: 2/20... Training loss: 0.1451
Epoch: 2/20... Training loss: 0.1409
Epoch: 2/20... Training loss: 0.1396
Epoch: 2/20... Training loss: 0.1467
Epoch: 2/20... Training loss: 0.1408
Epoch: 2/20... Training loss: 0.1376
Epoch: 2/20... Training loss: 0.1413
Epoch: 2/20... Training loss: 0.1434
Epoch: 2/20... Training loss: 0.1420
Epoch: 2/20... Training loss: 0.1396
Epoch: 2/20... Training loss: 0.1408
Epoch: 2/20... Training loss: 0.1408
Epoch: 2/20... Training loss: 0.1446
Epoch: 2/20... Training loss: 0.1421
Epoch: 2/20... Training loss: 0.1428
Epoch: 2/20... Training loss: 0.1369
Epoch: 2/20... Training loss: 0.1390
Epoch: 2/20... Training loss: 0.1410
Epoch: 2/20... Training loss: 0.1425
Epoch: 2/20... Training loss: 0.1453
Epoch: 2/20... Training loss: 0.1422
Epoch: 2/20... Training loss: 0.1433
Epoch: 2/20... Training loss: 0.1337
Epoch: 2/20... Training loss: 0.1390
Epoch: 2/20... Training loss: 0.1337
Epoch: 2/20... Training loss: 0.1364
Epoch: 2/20... Training loss: 0.1401
Epoch: 2/20... Training loss: 0.1392
Epoch: 2/20... Training loss: 0.1362
Epoch: 2/20... Training loss: 0.1433
Epoch: 2/20... Training loss: 0.1387
Epoch: 2/20... Training loss: 0.1358
Epoch: 2/20... Training loss: 0.1438
Epoch: 2/20... Training loss: 0.1421
Epoch: 2/20... Training loss: 0.1405
Epoch: 2/20... Training loss: 0.1388
Epoch: 2/20... Training loss: 0.1390
Epoch: 2/20... Training loss: 0.1412
Epoch: 2/20... Training loss: 0.1341
Epoch: 2/20... Training loss: 0.1394
Epoch: 2/20... Training loss: 0.1410
Epoch: 2/20... Training loss: 0.1390
Epoch: 2/20... Training loss: 0.1361
Epoch: 2/20... Training loss: 0.1356
Epoch: 2/20... Training loss: 0.1355
Epoch: 2/20... Training loss: 0.1398
Epoch: 2/20... Training loss: 0.1363
Epoch: 2/20... Training loss: 0.1364
Epoch: 2/20... Training loss: 0.1374
Epoch: 2/20... Training loss: 0.1403
Epoch: 2/20... Training loss: 0.1391
Epoch: 2/20... Training loss: 0.1385
Epoch: 2/20... Training loss: 0.1367
Epoch: 2/20... Training loss: 0.1369
Epoch: 2/20... Training loss: 0.1397
Epoch: 2/20... Training loss: 0.1416
Epoch: 2/20... Training loss: 0.1412
Epoch: 2/20... Training loss: 0.1416
Epoch: 2/20... Training loss: 0.1424
Epoch: 2/20... Training loss: 0.1324
Epoch: 2/20... Training loss: 0.1388
Epoch: 2/20... Training loss: 0.1406
Epoch: 2/20... Training loss: 0.1378
Epoch: 2/20... Training loss: 0.1388
Epoch: 2/20... Training loss: 0.1392
Epoch: 2/20... Training loss: 0.1371
Epoch: 2/20... Training loss: 0.1415
Epoch: 2/20... Training loss: 0.1347
Epoch: 2/20... Training loss: 0.1369
Epoch: 2/20... Training loss: 0.1334
Epoch: 2/20... Training loss: 0.1364
Epoch: 2/20... Training loss: 0.1371
Epoch: 2/20... Training loss: 0.1342
Epoch: 2/20... Training loss: 0.1419
Epoch: 2/20... Training loss: 0.1352
Epoch: 2/20... Training loss: 0.1361
Epoch: 2/20... Training loss: 0.1414
Epoch: 2/20... Training loss: 0.1355
Epoch: 2/20... Training loss: 0.1356
Epoch: 2/20... Training loss: 0.1369
Epoch: 2/20... Training loss: 0.1385
Epoch: 2/20... Training loss: 0.1323
Epoch: 2/20... Training loss: 0.1417
Epoch: 2/20... Training loss: 0.1363
Epoch: 2/20... Training loss: 0.1325
Epoch: 2/20... Training loss: 0.1345
Epoch: 2/20... Training loss: 0.1355
Epoch: 2/20... Training loss: 0.1377
Epoch: 2/20... Training loss: 0.1362
Epoch: 2/20... Training loss: 0.1361
Epoch: 2/20... Training loss: 0.1347
Epoch: 2/20... Training loss: 0.1436
Epoch: 2/20... Training loss: 0.1343
Epoch: 2/20... Training loss: 0.1373
Epoch: 2/20... Training loss: 0.1353
Epoch: 2/20... Training loss: 0.1336
Epoch: 2/20... Training loss: 0.1372
Epoch: 2/20... Training loss: 0.1342
Epoch: 2/20... Training loss: 0.1279
Epoch: 2/20... Training loss: 0.1399
Epoch: 2/20... Training loss: 0.1368
Epoch: 2/20... Training loss: 0.1339
Epoch: 2/20... Training loss: 0.1417
Epoch: 2/20... Training loss: 0.1420
Epoch: 2/20... Training loss: 0.1337
Epoch: 2/20... Training loss: 0.1375
Epoch: 2/20... Training loss: 0.1345
Epoch: 2/20... Training loss: 0.1355
Epoch: 2/20... Training loss: 0.1313
Epoch: 2/20... Training loss: 0.1397
Epoch: 2/20... Training loss: 0.1303
Epoch: 2/20... Training loss: 0.1354
Epoch: 2/20... Training loss: 0.1350
Epoch: 2/20... Training loss: 0.1340
Epoch: 2/20... Training loss: 0.1400
Epoch: 2/20... Training loss: 0.1324
Epoch: 2/20... Training loss: 0.1365
Epoch: 2/20... Training loss: 0.1391
Epoch: 2/20... Training loss: 0.1351
Epoch: 2/20... Training loss: 0.1330
Epoch: 2/20... Training loss: 0.1373
Epoch: 2/20... Training loss: 0.1322
Epoch: 2/20... Training loss: 0.1346
Epoch: 2/20... Training loss: 0.1311
Epoch: 2/20... Training loss: 0.1263
Epoch: 2/20... Training loss: 0.1345
Epoch: 2/20... Training loss: 0.1318
Epoch: 2/20... Training loss: 0.1382
Epoch: 2/20... Training loss: 0.1364
Epoch: 3/20... Training loss: 0.1351
Epoch: 3/20... Training loss: 0.1343
Epoch: 3/20... Training loss: 0.1372
Epoch: 3/20... Training loss: 0.1344
Epoch: 3/20... Training loss: 0.1337
Epoch: 3/20... Training loss: 0.1332
Epoch: 3/20... Training loss: 0.1329
Epoch: 3/20... Training loss: 0.1320
Epoch: 3/20... Training loss: 0.1340
Epoch: 3/20... Training loss: 0.1394
Epoch: 3/20... Training loss: 0.1291
Epoch: 3/20... Training loss: 0.1384
Epoch: 3/20... Training loss: 0.1334
Epoch: 3/20... Training loss: 0.1354
Epoch: 3/20... Training loss: 0.1289
Epoch: 3/20... Training loss: 0.1290
Epoch: 3/20... Training loss: 0.1352
Epoch: 3/20... Training loss: 0.1323
Epoch: 3/20... Training loss: 0.1318
Epoch: 3/20... Training loss: 0.1437
Epoch: 3/20... Training loss: 0.1385
Epoch: 3/20... Training loss: 0.1363
Epoch: 3/20... Training loss: 0.1363
Epoch: 3/20... Training loss: 0.1338
Epoch: 3/20... Training loss: 0.1332
Epoch: 3/20... Training loss: 0.1368
Epoch: 3/20... Training loss: 0.1356
Epoch: 3/20... Training loss: 0.1301
Epoch: 3/20... Training loss: 0.1319
Epoch: 3/20... Training loss: 0.1305
Epoch: 3/20... Training loss: 0.1372
Epoch: 3/20... Training loss: 0.1308
Epoch: 3/20... Training loss: 0.1311
Epoch: 3/20... Training loss: 0.1352
Epoch: 3/20... Training loss: 0.1331
Epoch: 3/20... Training loss: 0.1341
Epoch: 3/20... Training loss: 0.1349
Epoch: 3/20... Training loss: 0.1310
Epoch: 3/20... Training loss: 0.1244
Epoch: 3/20... Training loss: 0.1369
Epoch: 3/20... Training loss: 0.1368
Epoch: 3/20... Training loss: 0.1313
Epoch: 3/20... Training loss: 0.1304
Epoch: 3/20... Training loss: 0.1293
Epoch: 3/20... Training loss: 0.1368
Epoch: 3/20... Training loss: 0.1329
Epoch: 3/20... Training loss: 0.1353
Epoch: 3/20... Training loss: 0.1254
Epoch: 3/20... Training loss: 0.1309
Epoch: 3/20... Training loss: 0.1325
Epoch: 3/20... Training loss: 0.1409
Epoch: 3/20... Training loss: 0.1282
Epoch: 3/20... Training loss: 0.1324
Epoch: 3/20... Training loss: 0.1297
Epoch: 3/20... Training loss: 0.1260
Epoch: 3/20... Training loss: 0.1253
Epoch: 3/20... Training loss: 0.1303
Epoch: 3/20... Training loss: 0.1256
Epoch: 3/20... Training loss: 0.1293
Epoch: 3/20... Training loss: 0.1351
Epoch: 3/20... Training loss: 0.1271
Epoch: 3/20... Training loss: 0.1343
Epoch: 3/20... Training loss: 0.1347
Epoch: 3/20... Training loss: 0.1331
Epoch: 3/20... Training loss: 0.1305
Epoch: 3/20... Training loss: 0.1305
Epoch: 3/20... Training loss: 0.1323
Epoch: 3/20... Training loss: 0.1296
Epoch: 3/20... Training loss: 0.1292
Epoch: 3/20... Training loss: 0.1313
Epoch: 3/20... Training loss: 0.1337
Epoch: 3/20... Training loss: 0.1315
Epoch: 3/20... Training loss: 0.1341
Epoch: 3/20... Training loss: 0.1272
Epoch: 3/20... Training loss: 0.1322
Epoch: 3/20... Training loss: 0.1265
Epoch: 3/20... Training loss: 0.1286
Epoch: 3/20... Training loss: 0.1281
Epoch: 3/20... Training loss: 0.1335
Epoch: 3/20... Training loss: 0.1295
Epoch: 3/20... Training loss: 0.1286
Epoch: 3/20... Training loss: 0.1271
Epoch: 3/20... Training loss: 0.1318
Epoch: 3/20... Training loss: 0.1309
Epoch: 3/20... Training loss: 0.1291
Epoch: 3/20... Training loss: 0.1318
Epoch: 3/20... Training loss: 0.1287
Epoch: 3/20... Training loss: 0.1264
Epoch: 3/20... Training loss: 0.1307
Epoch: 3/20... Training loss: 0.1331
Epoch: 3/20... Training loss: 0.1356
Epoch: 3/20... Training loss: 0.1296
Epoch: 3/20... Training loss: 0.1310
Epoch: 3/20... Training loss: 0.1336
Epoch: 3/20... Training loss: 0.1262
Epoch: 3/20... Training loss: 0.1304
Epoch: 3/20... Training loss: 0.1275
Epoch: 3/20... Training loss: 0.1284
Epoch: 3/20... Training loss: 0.1325
Epoch: 3/20... Training loss: 0.1292
Epoch: 3/20... Training loss: 0.1368
Epoch: 3/20... Training loss: 0.1314
Epoch: 3/20... Training loss: 0.1325
Epoch: 3/20... Training loss: 0.1299
Epoch: 3/20... Training loss: 0.1316
Epoch: 3/20... Training loss: 0.1312
Epoch: 3/20... Training loss: 0.1325
Epoch: 3/20... Training loss: 0.1321
Epoch: 3/20... Training loss: 0.1304
Epoch: 3/20... Training loss: 0.1254
Epoch: 3/20... Training loss: 0.1302
Epoch: 3/20... Training loss: 0.1287
Epoch: 3/20... Training loss: 0.1287
Epoch: 3/20... Training loss: 0.1312
Epoch: 3/20... Training loss: 0.1282
Epoch: 3/20... Training loss: 0.1294
Epoch: 3/20... Training loss: 0.1273
Epoch: 3/20... Training loss: 0.1281
Epoch: 3/20... Training loss: 0.1302
Epoch: 3/20... Training loss: 0.1289
Epoch: 3/20... Training loss: 0.1310
Epoch: 3/20... Training loss: 0.1331
Epoch: 3/20... Training loss: 0.1244
Epoch: 3/20... Training loss: 0.1285
Epoch: 3/20... Training loss: 0.1304
Epoch: 3/20... Training loss: 0.1281
Epoch: 3/20... Training loss: 0.1296
Epoch: 3/20... Training loss: 0.1265
Epoch: 3/20... Training loss: 0.1296
Epoch: 3/20... Training loss: 0.1272
Epoch: 3/20... Training loss: 0.1292
Epoch: 3/20... Training loss: 0.1248
Epoch: 3/20... Training loss: 0.1280
Epoch: 3/20... Training loss: 0.1299
Epoch: 3/20... Training loss: 0.1296
Epoch: 3/20... Training loss: 0.1306
Epoch: 3/20... Training loss: 0.1283
Epoch: 3/20... Training loss: 0.1288
Epoch: 3/20... Training loss: 0.1288
Epoch: 3/20... Training loss: 0.1308
Epoch: 3/20... Training loss: 0.1261
Epoch: 3/20... Training loss: 0.1272
Epoch: 3/20... Training loss: 0.1276
Epoch: 3/20... Training loss: 0.1252
Epoch: 3/20... Training loss: 0.1268
Epoch: 3/20... Training loss: 0.1248
Epoch: 3/20... Training loss: 0.1310
Epoch: 3/20... Training loss: 0.1249
Epoch: 3/20... Training loss: 0.1280
Epoch: 3/20... Training loss: 0.1289
Epoch: 3/20... Training loss: 0.1262
Epoch: 3/20... Training loss: 0.1276
Epoch: 3/20... Training loss: 0.1259
Epoch: 3/20... Training loss: 0.1309
Epoch: 3/20... Training loss: 0.1288
Epoch: 3/20... Training loss: 0.1297
Epoch: 3/20... Training loss: 0.1310
Epoch: 3/20... Training loss: 0.1251
Epoch: 3/20... Training loss: 0.1257
Epoch: 3/20... Training loss: 0.1236
Epoch: 3/20... Training loss: 0.1306
Epoch: 3/20... Training loss: 0.1252
Epoch: 3/20... Training loss: 0.1284
Epoch: 3/20... Training loss: 0.1274
Epoch: 3/20... Training loss: 0.1286
Epoch: 3/20... Training loss: 0.1209
Epoch: 3/20... Training loss: 0.1262
Epoch: 3/20... Training loss: 0.1261
Epoch: 3/20... Training loss: 0.1233
Epoch: 3/20... Training loss: 0.1299
Epoch: 3/20... Training loss: 0.1224
Epoch: 3/20... Training loss: 0.1276
Epoch: 3/20... Training loss: 0.1255
Epoch: 3/20... Training loss: 0.1261
Epoch: 3/20... Training loss: 0.1282
Epoch: 3/20... Training loss: 0.1247
Epoch: 3/20... Training loss: 0.1262
Epoch: 3/20... Training loss: 0.1267
Epoch: 3/20... Training loss: 0.1285
Epoch: 3/20... Training loss: 0.1294
Epoch: 3/20... Training loss: 0.1282
Epoch: 3/20... Training loss: 0.1281
Epoch: 3/20... Training loss: 0.1290
Epoch: 3/20... Training loss: 0.1294
Epoch: 3/20... Training loss: 0.1255
Epoch: 3/20... Training loss: 0.1283
Epoch: 3/20... Training loss: 0.1294
Epoch: 3/20... Training loss: 0.1292
Epoch: 3/20... Training loss: 0.1248
Epoch: 3/20... Training loss: 0.1327
Epoch: 3/20... Training loss: 0.1306
Epoch: 3/20... Training loss: 0.1299
Epoch: 3/20... Training loss: 0.1296
Epoch: 3/20... Training loss: 0.1229
Epoch: 3/20... Training loss: 0.1290
Epoch: 3/20... Training loss: 0.1254
Epoch: 3/20... Training loss: 0.1279
Epoch: 3/20... Training loss: 0.1287
Epoch: 3/20... Training loss: 0.1281
Epoch: 3/20... Training loss: 0.1233
Epoch: 3/20... Training loss: 0.1302
Epoch: 3/20... Training loss: 0.1292
Epoch: 3/20... Training loss: 0.1237
Epoch: 3/20... Training loss: 0.1311
Epoch: 3/20... Training loss: 0.1317
Epoch: 3/20... Training loss: 0.1287
Epoch: 3/20... Training loss: 0.1258
Epoch: 3/20... Training loss: 0.1260
Epoch: 3/20... Training loss: 0.1275
Epoch: 3/20... Training loss: 0.1269
Epoch: 3/20... Training loss: 0.1234
Epoch: 3/20... Training loss: 0.1315
Epoch: 3/20... Training loss: 0.1270
Epoch: 3/20... Training loss: 0.1235
Epoch: 3/20... Training loss: 0.1286
Epoch: 3/20... Training loss: 0.1242
Epoch: 3/20... Training loss: 0.1235
Epoch: 3/20... Training loss: 0.1244
Epoch: 3/20... Training loss: 0.1295
Epoch: 3/20... Training loss: 0.1272
Epoch: 3/20... Training loss: 0.1224
Epoch: 3/20... Training loss: 0.1312
Epoch: 3/20... Training loss: 0.1269
Epoch: 3/20... Training loss: 0.1219
Epoch: 3/20... Training loss: 0.1279
Epoch: 3/20... Training loss: 0.1206
Epoch: 3/20... Training loss: 0.1240
Epoch: 3/20... Training loss: 0.1299
Epoch: 3/20... Training loss: 0.1245
Epoch: 3/20... Training loss: 0.1269
Epoch: 3/20... Training loss: 0.1239
Epoch: 3/20... Training loss: 0.1244
Epoch: 3/20... Training loss: 0.1222
Epoch: 3/20... Training loss: 0.1281
Epoch: 3/20... Training loss: 0.1216
Epoch: 3/20... Training loss: 0.1320
Epoch: 3/20... Training loss: 0.1212
Epoch: 3/20... Training loss: 0.1291
Epoch: 3/20... Training loss: 0.1238
Epoch: 3/20... Training loss: 0.1263
Epoch: 3/20... Training loss: 0.1256
Epoch: 3/20... Training loss: 0.1241
Epoch: 3/20... Training loss: 0.1247
Epoch: 3/20... Training loss: 0.1262
Epoch: 3/20... Training loss: 0.1222
Epoch: 3/20... Training loss: 0.1233
Epoch: 3/20... Training loss: 0.1229
Epoch: 3/20... Training loss: 0.1257
Epoch: 3/20... Training loss: 0.1265
Epoch: 3/20... Training loss: 0.1290
Epoch: 3/20... Training loss: 0.1278
Epoch: 3/20... Training loss: 0.1232
Epoch: 3/20... Training loss: 0.1271
Epoch: 3/20... Training loss: 0.1318
Epoch: 3/20... Training loss: 0.1206
Epoch: 3/20... Training loss: 0.1285
Epoch: 3/20... Training loss: 0.1204
Epoch: 3/20... Training loss: 0.1204
Epoch: 3/20... Training loss: 0.1238
Epoch: 3/20... Training loss: 0.1207
Epoch: 3/20... Training loss: 0.1233
Epoch: 3/20... Training loss: 0.1231
Epoch: 3/20... Training loss: 0.1265
Epoch: 3/20... Training loss: 0.1282
Epoch: 3/20... Training loss: 0.1273
Epoch: 3/20... Training loss: 0.1265
Epoch: 3/20... Training loss: 0.1251
Epoch: 3/20... Training loss: 0.1286
Epoch: 3/20... Training loss: 0.1302
Epoch: 3/20... Training loss: 0.1267
Epoch: 3/20... Training loss: 0.1236
Epoch: 3/20... Training loss: 0.1241
Epoch: 3/20... Training loss: 0.1262
Epoch: 3/20... Training loss: 0.1285
Epoch: 3/20... Training loss: 0.1272
Epoch: 3/20... Training loss: 0.1301
Epoch: 3/20... Training loss: 0.1266
Epoch: 3/20... Training loss: 0.1258
Epoch: 3/20... Training loss: 0.1243
Epoch: 3/20... Training loss: 0.1269
Epoch: 3/20... Training loss: 0.1228
Epoch: 3/20... Training loss: 0.1223
Epoch: 3/20... Training loss: 0.1265
Epoch: 3/20... Training loss: 0.1271
Epoch: 3/20... Training loss: 0.1250
Epoch: 3/20... Training loss: 0.1213
Epoch: 3/20... Training loss: 0.1218
Epoch: 3/20... Training loss: 0.1234
Epoch: 3/20... Training loss: 0.1203
Epoch: 3/20... Training loss: 0.1212
Epoch: 3/20... Training loss: 0.1242
Epoch: 3/20... Training loss: 0.1210
Epoch: 3/20... Training loss: 0.1284
Epoch: 3/20... Training loss: 0.1195
Epoch: 3/20... Training loss: 0.1255
Epoch: 3/20... Training loss: 0.1277
Epoch: 3/20... Training loss: 0.1241
Epoch: 3/20... Training loss: 0.1243
Epoch: 3/20... Training loss: 0.1241
Epoch: 3/20... Training loss: 0.1229
Epoch: 4/20... Training loss: 0.1192
Epoch: 4/20... Training loss: 0.1196
Epoch: 4/20... Training loss: 0.1257
Epoch: 4/20... Training loss: 0.1219
Epoch: 4/20... Training loss: 0.1282
Epoch: 4/20... Training loss: 0.1254
Epoch: 4/20... Training loss: 0.1249
Epoch: 4/20... Training loss: 0.1261
Epoch: 4/20... Training loss: 0.1210
Epoch: 4/20... Training loss: 0.1237
Epoch: 4/20... Training loss: 0.1237
Epoch: 4/20... Training loss: 0.1249
Epoch: 4/20... Training loss: 0.1194
Epoch: 4/20... Training loss: 0.1238
Epoch: 4/20... Training loss: 0.1243
Epoch: 4/20... Training loss: 0.1258
Epoch: 4/20... Training loss: 0.1245
Epoch: 4/20... Training loss: 0.1262
Epoch: 4/20... Training loss: 0.1246
Epoch: 4/20... Training loss: 0.1240
Epoch: 4/20... Training loss: 0.1302
Epoch: 4/20... Training loss: 0.1205
Epoch: 4/20... Training loss: 0.1250
Epoch: 4/20... Training loss: 0.1240
Epoch: 4/20... Training loss: 0.1261
Epoch: 4/20... Training loss: 0.1305
Epoch: 4/20... Training loss: 0.1233
Epoch: 4/20... Training loss: 0.1274
Epoch: 4/20... Training loss: 0.1229
Epoch: 4/20... Training loss: 0.1294
Epoch: 4/20... Training loss: 0.1195
Epoch: 4/20... Training loss: 0.1290
Epoch: 4/20... Training loss: 0.1232
Epoch: 4/20... Training loss: 0.1246
Epoch: 4/20... Training loss: 0.1291
Epoch: 4/20... Training loss: 0.1244
Epoch: 4/20... Training loss: 0.1244
Epoch: 4/20... Training loss: 0.1219
Epoch: 4/20... Training loss: 0.1233
Epoch: 4/20... Training loss: 0.1187
Epoch: 4/20... Training loss: 0.1295
Epoch: 4/20... Training loss: 0.1232
Epoch: 4/20... Training loss: 0.1255
Epoch: 4/20... Training loss: 0.1265
Epoch: 4/20... Training loss: 0.1221
Epoch: 4/20... Training loss: 0.1274
Epoch: 4/20... Training loss: 0.1223
Epoch: 4/20... Training loss: 0.1235
Epoch: 4/20... Training loss: 0.1213
Epoch: 4/20... Training loss: 0.1227
Epoch: 4/20... Training loss: 0.1204
Epoch: 4/20... Training loss: 0.1216
Epoch: 4/20... Training loss: 0.1237
Epoch: 4/20... Training loss: 0.1257
Epoch: 4/20... Training loss: 0.1195
Epoch: 4/20... Training loss: 0.1194
Epoch: 4/20... Training loss: 0.1265
Epoch: 4/20... Training loss: 0.1218
Epoch: 4/20... Training loss: 0.1193
Epoch: 4/20... Training loss: 0.1171
Epoch: 4/20... Training loss: 0.1259
Epoch: 4/20... Training loss: 0.1235
Epoch: 4/20... Training loss: 0.1234
Epoch: 4/20... Training loss: 0.1248
Epoch: 4/20... Training loss: 0.1228
Epoch: 4/20... Training loss: 0.1201
Epoch: 4/20... Training loss: 0.1234
Epoch: 4/20... Training loss: 0.1241
Epoch: 4/20... Training loss: 0.1266
Epoch: 4/20... Training loss: 0.1192
Epoch: 4/20... Training loss: 0.1226
Epoch: 4/20... Training loss: 0.1224
Epoch: 4/20... Training loss: 0.1206
Epoch: 4/20... Training loss: 0.1207
Epoch: 4/20... Training loss: 0.1261
Epoch: 4/20... Training loss: 0.1250
Epoch: 4/20... Training loss: 0.1214
Epoch: 4/20... Training loss: 0.1237
Epoch: 4/20... Training loss: 0.1210
Epoch: 4/20... Training loss: 0.1215
Epoch: 4/20... Training loss: 0.1172
Epoch: 4/20... Training loss: 0.1202
Epoch: 4/20... Training loss: 0.1227
Epoch: 4/20... Training loss: 0.1197
Epoch: 4/20... Training loss: 0.1200
Epoch: 4/20... Training loss: 0.1232
Epoch: 4/20... Training loss: 0.1235
Epoch: 4/20... Training loss: 0.1206
Epoch: 4/20... Training loss: 0.1266
Epoch: 4/20... Training loss: 0.1201
Epoch: 4/20... Training loss: 0.1230
Epoch: 4/20... Training loss: 0.1213
Epoch: 4/20... Training loss: 0.1187
Epoch: 4/20... Training loss: 0.1206
Epoch: 4/20... Training loss: 0.1252
Epoch: 4/20... Training loss: 0.1204
Epoch: 4/20... Training loss: 0.1223
Epoch: 4/20... Training loss: 0.1176
Epoch: 4/20... Training loss: 0.1202
Epoch: 4/20... Training loss: 0.1190
Epoch: 4/20... Training loss: 0.1206
Epoch: 4/20... Training loss: 0.1232
Epoch: 4/20... Training loss: 0.1214
Epoch: 4/20... Training loss: 0.1209
Epoch: 4/20... Training loss: 0.1182
Epoch: 4/20... Training loss: 0.1276
Epoch: 4/20... Training loss: 0.1238
Epoch: 4/20... Training loss: 0.1223
Epoch: 4/20... Training loss: 0.1160
Epoch: 4/20... Training loss: 0.1215
Epoch: 4/20... Training loss: 0.1237
Epoch: 4/20... Training loss: 0.1188
Epoch: 4/20... Training loss: 0.1238
Epoch: 4/20... Training loss: 0.1226
Epoch: 4/20... Training loss: 0.1196
Epoch: 4/20... Training loss: 0.1184
Epoch: 4/20... Training loss: 0.1202
Epoch: 4/20... Training loss: 0.1205
Epoch: 4/20... Training loss: 0.1255
Epoch: 4/20... Training loss: 0.1213
Epoch: 4/20... Training loss: 0.1268
Epoch: 4/20... Training loss: 0.1191
Epoch: 4/20... Training loss: 0.1199
Epoch: 4/20... Training loss: 0.1244
Epoch: 4/20... Training loss: 0.1228
Epoch: 4/20... Training loss: 0.1211
Epoch: 4/20... Training loss: 0.1192
Epoch: 4/20... Training loss: 0.1236
Epoch: 4/20... Training loss: 0.1224
Epoch: 4/20... Training loss: 0.1197
Epoch: 4/20... Training loss: 0.1197
Epoch: 4/20... Training loss: 0.1238
Epoch: 4/20... Training loss: 0.1210
Epoch: 4/20... Training loss: 0.1181
Epoch: 4/20... Training loss: 0.1204
Epoch: 4/20... Training loss: 0.1189
Epoch: 4/20... Training loss: 0.1205
Epoch: 4/20... Training loss: 0.1202
Epoch: 4/20... Training loss: 0.1230
Epoch: 4/20... Training loss: 0.1234
Epoch: 4/20... Training loss: 0.1246
Epoch: 4/20... Training loss: 0.1196
Epoch: 4/20... Training loss: 0.1193
Epoch: 4/20... Training loss: 0.1276
Epoch: 4/20... Training loss: 0.1172
Epoch: 4/20... Training loss: 0.1192
Epoch: 4/20... Training loss: 0.1182
Epoch: 4/20... Training loss: 0.1246
Epoch: 4/20... Training loss: 0.1215
Epoch: 4/20... Training loss: 0.1210
Epoch: 4/20... Training loss: 0.1228
Epoch: 4/20... Training loss: 0.1200
Epoch: 4/20... Training loss: 0.1244
Epoch: 4/20... Training loss: 0.1284
Epoch: 4/20... Training loss: 0.1234
Epoch: 4/20... Training loss: 0.1198
Epoch: 4/20... Training loss: 0.1226
Epoch: 4/20... Training loss: 0.1258
Epoch: 4/20... Training loss: 0.1170
Epoch: 4/20... Training loss: 0.1200
Epoch: 4/20... Training loss: 0.1239
Epoch: 4/20... Training loss: 0.1193
Epoch: 4/20... Training loss: 0.1228
Epoch: 4/20... Training loss: 0.1264
Epoch: 4/20... Training loss: 0.1259
Epoch: 4/20... Training loss: 0.1202
Epoch: 4/20... Training loss: 0.1194
Epoch: 4/20... Training loss: 0.1191
Epoch: 4/20... Training loss: 0.1203
Epoch: 4/20... Training loss: 0.1209
Epoch: 4/20... Training loss: 0.1196
Epoch: 4/20... Training loss: 0.1127
Epoch: 4/20... Training loss: 0.1192
Epoch: 4/20... Training loss: 0.1190
Epoch: 4/20... Training loss: 0.1191
Epoch: 4/20... Training loss: 0.1190
Epoch: 4/20... Training loss: 0.1188
Epoch: 4/20... Training loss: 0.1216
Epoch: 4/20... Training loss: 0.1164
Epoch: 4/20... Training loss: 0.1191
Epoch: 4/20... Training loss: 0.1181
Epoch: 4/20... Training loss: 0.1198
Epoch: 4/20... Training loss: 0.1193
Epoch: 4/20... Training loss: 0.1210
Epoch: 4/20... Training loss: 0.1198
Epoch: 4/20... Training loss: 0.1175
Epoch: 4/20... Training loss: 0.1191
Epoch: 4/20... Training loss: 0.1266
Epoch: 4/20... Training loss: 0.1219
Epoch: 4/20... Training loss: 0.1208
Epoch: 4/20... Training loss: 0.1228
Epoch: 4/20... Training loss: 0.1223
Epoch: 4/20... Training loss: 0.1258
Epoch: 4/20... Training loss: 0.1144
Epoch: 4/20... Training loss: 0.1244
Epoch: 4/20... Training loss: 0.1216
Epoch: 4/20... Training loss: 0.1251
Epoch: 4/20... Training loss: 0.1210
Epoch: 4/20... Training loss: 0.1237
Epoch: 4/20... Training loss: 0.1255
Epoch: 4/20... Training loss: 0.1225
Epoch: 4/20... Training loss: 0.1197
Epoch: 4/20... Training loss: 0.1207
Epoch: 4/20... Training loss: 0.1217
Epoch: 4/20... Training loss: 0.1217
Epoch: 4/20... Training loss: 0.1196
Epoch: 4/20... Training loss: 0.1234
Epoch: 4/20... Training loss: 0.1192
Epoch: 4/20... Training loss: 0.1195
Epoch: 4/20... Training loss: 0.1204
Epoch: 4/20... Training loss: 0.1221
Epoch: 4/20... Training loss: 0.1195
Epoch: 4/20... Training loss: 0.1193
Epoch: 4/20... Training loss: 0.1208
Epoch: 4/20... Training loss: 0.1198
Epoch: 4/20... Training loss: 0.1229
Epoch: 4/20... Training loss: 0.1169
Epoch: 4/20... Training loss: 0.1214
Epoch: 4/20... Training loss: 0.1196
Epoch: 4/20... Training loss: 0.1197
Epoch: 4/20... Training loss: 0.1204
Epoch: 4/20... Training loss: 0.1223
Epoch: 4/20... Training loss: 0.1218
Epoch: 4/20... Training loss: 0.1227
Epoch: 4/20... Training loss: 0.1148
Epoch: 4/20... Training loss: 0.1210
Epoch: 4/20... Training loss: 0.1243
Epoch: 4/20... Training loss: 0.1202
Epoch: 4/20... Training loss: 0.1235
Epoch: 4/20... Training loss: 0.1191
Epoch: 4/20... Training loss: 0.1248
Epoch: 4/20... Training loss: 0.1219
Epoch: 4/20... Training loss: 0.1202
Epoch: 4/20... Training loss: 0.1134
Epoch: 4/20... Training loss: 0.1134
Epoch: 4/20... Training loss: 0.1184
Epoch: 4/20... Training loss: 0.1194
Epoch: 4/20... Training loss: 0.1233
Epoch: 4/20... Training loss: 0.1188
Epoch: 4/20... Training loss: 0.1187
Epoch: 4/20... Training loss: 0.1202
Epoch: 4/20... Training loss: 0.1225
Epoch: 4/20... Training loss: 0.1215
Epoch: 4/20... Training loss: 0.1202
Epoch: 4/20... Training loss: 0.1234
Epoch: 4/20... Training loss: 0.1213
Epoch: 4/20... Training loss: 0.1278
Epoch: 4/20... Training loss: 0.1180
Epoch: 4/20... Training loss: 0.1171
Epoch: 4/20... Training loss: 0.1209
Epoch: 4/20... Training loss: 0.1253
Epoch: 4/20... Training loss: 0.1198
Epoch: 4/20... Training loss: 0.1217
Epoch: 4/20... Training loss: 0.1232
Epoch: 4/20... Training loss: 0.1172
Epoch: 4/20... Training loss: 0.1222
Epoch: 4/20... Training loss: 0.1205
Epoch: 4/20... Training loss: 0.1197
Epoch: 4/20... Training loss: 0.1162
Epoch: 4/20... Training loss: 0.1168
Epoch: 4/20... Training loss: 0.1195
Epoch: 4/20... Training loss: 0.1204
Epoch: 4/20... Training loss: 0.1252
Epoch: 4/20... Training loss: 0.1274
Epoch: 4/20... Training loss: 0.1243
Epoch: 4/20... Training loss: 0.1193
Epoch: 4/20... Training loss: 0.1193
Epoch: 4/20... Training loss: 0.1203
Epoch: 4/20... Training loss: 0.1207
Epoch: 4/20... Training loss: 0.1191
Epoch: 4/20... Training loss: 0.1229
Epoch: 4/20... Training loss: 0.1205
Epoch: 4/20... Training loss: 0.1153
Epoch: 4/20... Training loss: 0.1123
Epoch: 4/20... Training loss: 0.1155
Epoch: 4/20... Training loss: 0.1166
Epoch: 4/20... Training loss: 0.1210
Epoch: 4/20... Training loss: 0.1221
Epoch: 4/20... Training loss: 0.1160
Epoch: 4/20... Training loss: 0.1173
Epoch: 4/20... Training loss: 0.1245
Epoch: 4/20... Training loss: 0.1153
Epoch: 4/20... Training loss: 0.1204
Epoch: 4/20... Training loss: 0.1211
Epoch: 4/20... Training loss: 0.1193
Epoch: 4/20... Training loss: 0.1211
Epoch: 4/20... Training loss: 0.1200
Epoch: 4/20... Training loss: 0.1196
Epoch: 4/20... Training loss: 0.1195
Epoch: 4/20... Training loss: 0.1217
Epoch: 4/20... Training loss: 0.1194
Epoch: 4/20... Training loss: 0.1156
Epoch: 4/20... Training loss: 0.1213
Epoch: 4/20... Training loss: 0.1171
Epoch: 4/20... Training loss: 0.1193
Epoch: 4/20... Training loss: 0.1184
Epoch: 4/20... Training loss: 0.1166
Epoch: 4/20... Training loss: 0.1191
Epoch: 4/20... Training loss: 0.1179
Epoch: 4/20... Training loss: 0.1216
Epoch: 5/20... Training loss: 0.1161
Epoch: 5/20... Training loss: 0.1150
Epoch: 5/20... Training loss: 0.1197
Epoch: 5/20... Training loss: 0.1188
Epoch: 5/20... Training loss: 0.1150
Epoch: 5/20... Training loss: 0.1185
Epoch: 5/20... Training loss: 0.1248
Epoch: 5/20... Training loss: 0.1213
Epoch: 5/20... Training loss: 0.1174
Epoch: 5/20... Training loss: 0.1182
Epoch: 5/20... Training loss: 0.1157
Epoch: 5/20... Training loss: 0.1177
Epoch: 5/20... Training loss: 0.1156
Epoch: 5/20... Training loss: 0.1224
Epoch: 5/20... Training loss: 0.1250
Epoch: 5/20... Training loss: 0.1190
Epoch: 5/20... Training loss: 0.1165
Epoch: 5/20... Training loss: 0.1176
Epoch: 5/20... Training loss: 0.1154
Epoch: 5/20... Training loss: 0.1188
Epoch: 5/20... Training loss: 0.1238
Epoch: 5/20... Training loss: 0.1191
Epoch: 5/20... Training loss: 0.1182
Epoch: 5/20... Training loss: 0.1178
Epoch: 5/20... Training loss: 0.1202
Epoch: 5/20... Training loss: 0.1195
Epoch: 5/20... Training loss: 0.1187
Epoch: 5/20... Training loss: 0.1198
Epoch: 5/20... Training loss: 0.1206
Epoch: 5/20... Training loss: 0.1143
Epoch: 5/20... Training loss: 0.1233
Epoch: 5/20... Training loss: 0.1186
Epoch: 5/20... Training loss: 0.1200
Epoch: 5/20... Training loss: 0.1204
Epoch: 5/20... Training loss: 0.1224
Epoch: 5/20... Training loss: 0.1175
Epoch: 5/20... Training loss: 0.1167
Epoch: 5/20... Training loss: 0.1179
Epoch: 5/20... Training loss: 0.1170
Epoch: 5/20... Training loss: 0.1182
Epoch: 5/20... Training loss: 0.1157
Epoch: 5/20... Training loss: 0.1223
Epoch: 5/20... Training loss: 0.1197
Epoch: 5/20... Training loss: 0.1171
Epoch: 5/20... Training loss: 0.1233
Epoch: 5/20... Training loss: 0.1200
Epoch: 5/20... Training loss: 0.1189
Epoch: 5/20... Training loss: 0.1206
Epoch: 5/20... Training loss: 0.1198
Epoch: 5/20... Training loss: 0.1190
Epoch: 5/20... Training loss: 0.1159
Epoch: 5/20... Training loss: 0.1267
Epoch: 5/20... Training loss: 0.1150
Epoch: 5/20... Training loss: 0.1236
Epoch: 5/20... Training loss: 0.1171
Epoch: 5/20... Training loss: 0.1161
Epoch: 5/20... Training loss: 0.1180
Epoch: 5/20... Training loss: 0.1205
Epoch: 5/20... Training loss: 0.1176
Epoch: 5/20... Training loss: 0.1154
Epoch: 5/20... Training loss: 0.1171
Epoch: 5/20... Training loss: 0.1177
Epoch: 5/20... Training loss: 0.1162
Epoch: 5/20... Training loss: 0.1139
Epoch: 5/20... Training loss: 0.1146
Epoch: 5/20... Training loss: 0.1178
Epoch: 5/20... Training loss: 0.1195
Epoch: 5/20... Training loss: 0.1176
Epoch: 5/20... Training loss: 0.1183
Epoch: 5/20... Training loss: 0.1202
Epoch: 5/20... Training loss: 0.1190
Epoch: 5/20... Training loss: 0.1210
Epoch: 5/20... Training loss: 0.1159
Epoch: 5/20... Training loss: 0.1194
Epoch: 5/20... Training loss: 0.1180
Epoch: 5/20... Training loss: 0.1231
Epoch: 5/20... Training loss: 0.1170
Epoch: 5/20... Training loss: 0.1210
Epoch: 5/20... Training loss: 0.1170
Epoch: 5/20... Training loss: 0.1204
Epoch: 5/20... Training loss: 0.1189
Epoch: 5/20... Training loss: 0.1184
Epoch: 5/20... Training loss: 0.1198
Epoch: 5/20... Training loss: 0.1158
Epoch: 5/20... Training loss: 0.1194
Epoch: 5/20... Training loss: 0.1204
Epoch: 5/20... Training loss: 0.1181
Epoch: 5/20... Training loss: 0.1122
Epoch: 5/20... Training loss: 0.1219
Epoch: 5/20... Training loss: 0.1183
Epoch: 5/20... Training loss: 0.1156
Epoch: 5/20... Training loss: 0.1184
Epoch: 5/20... Training loss: 0.1191
Epoch: 5/20... Training loss: 0.1183
Epoch: 5/20... Training loss: 0.1191
Epoch: 5/20... Training loss: 0.1133
Epoch: 5/20... Training loss: 0.1116
Epoch: 5/20... Training loss: 0.1155
Epoch: 5/20... Training loss: 0.1189
Epoch: 5/20... Training loss: 0.1168
Epoch: 5/20... Training loss: 0.1168
Epoch: 5/20... Training loss: 0.1213
Epoch: 5/20... Training loss: 0.1196
Epoch: 5/20... Training loss: 0.1185
Epoch: 5/20... Training loss: 0.1225
Epoch: 5/20... Training loss: 0.1159
Epoch: 5/20... Training loss: 0.1190
Epoch: 5/20... Training loss: 0.1172
Epoch: 5/20... Training loss: 0.1212
Epoch: 5/20... Training loss: 0.1159
Epoch: 5/20... Training loss: 0.1184
Epoch: 5/20... Training loss: 0.1153
Epoch: 5/20... Training loss: 0.1188
Epoch: 5/20... Training loss: 0.1176
Epoch: 5/20... Training loss: 0.1147
Epoch: 5/20... Training loss: 0.1210
Epoch: 5/20... Training loss: 0.1183
Epoch: 5/20... Training loss: 0.1189
Epoch: 5/20... Training loss: 0.1198
Epoch: 5/20... Training loss: 0.1143
Epoch: 5/20... Training loss: 0.1190
Epoch: 5/20... Training loss: 0.1209
Epoch: 5/20... Training loss: 0.1186
Epoch: 5/20... Training loss: 0.1172
Epoch: 5/20... Training loss: 0.1202
Epoch: 5/20... Training loss: 0.1171
Epoch: 5/20... Training loss: 0.1159
Epoch: 5/20... Training loss: 0.1216
Epoch: 5/20... Training loss: 0.1188
Epoch: 5/20... Training loss: 0.1190
Epoch: 5/20... Training loss: 0.1157
Epoch: 5/20... Training loss: 0.1162
Epoch: 5/20... Training loss: 0.1154
Epoch: 5/20... Training loss: 0.1117
Epoch: 5/20... Training loss: 0.1154
Epoch: 5/20... Training loss: 0.1182
Epoch: 5/20... Training loss: 0.1190
Epoch: 5/20... Training loss: 0.1172
Epoch: 5/20... Training loss: 0.1172
Epoch: 5/20... Training loss: 0.1192
Epoch: 5/20... Training loss: 0.1202
Epoch: 5/20... Training loss: 0.1116
Epoch: 5/20... Training loss: 0.1155
Epoch: 5/20... Training loss: 0.1159
Epoch: 5/20... Training loss: 0.1186
Epoch: 5/20... Training loss: 0.1154
Epoch: 5/20... Training loss: 0.1138
Epoch: 5/20... Training loss: 0.1218
Epoch: 5/20... Training loss: 0.1152
Epoch: 5/20... Training loss: 0.1140
Epoch: 5/20... Training loss: 0.1181
Epoch: 5/20... Training loss: 0.1161
Epoch: 5/20... Training loss: 0.1182
Epoch: 5/20... Training loss: 0.1131
Epoch: 5/20... Training loss: 0.1138
Epoch: 5/20... Training loss: 0.1194
Epoch: 5/20... Training loss: 0.1157
Epoch: 5/20... Training loss: 0.1206
Epoch: 5/20... Training loss: 0.1163
Epoch: 5/20... Training loss: 0.1203
Epoch: 5/20... Training loss: 0.1190
Epoch: 5/20... Training loss: 0.1175
Epoch: 5/20... Training loss: 0.1146
Epoch: 5/20... Training loss: 0.1202
Epoch: 5/20... Training loss: 0.1152
Epoch: 5/20... Training loss: 0.1168
Epoch: 5/20... Training loss: 0.1201
Epoch: 5/20... Training loss: 0.1165
Epoch: 5/20... Training loss: 0.1178
Epoch: 5/20... Training loss: 0.1168
Epoch: 5/20... Training loss: 0.1140
Epoch: 5/20... Training loss: 0.1160
Epoch: 5/20... Training loss: 0.1124
Epoch: 5/20... Training loss: 0.1189
Epoch: 5/20... Training loss: 0.1144
Epoch: 5/20... Training loss: 0.1230
Epoch: 5/20... Training loss: 0.1193
Epoch: 5/20... Training loss: 0.1140
Epoch: 5/20... Training loss: 0.1126
Epoch: 5/20... Training loss: 0.1107
Epoch: 5/20... Training loss: 0.1195
Epoch: 5/20... Training loss: 0.1192
Epoch: 5/20... Training loss: 0.1178
Epoch: 5/20... Training loss: 0.1211
Epoch: 5/20... Training loss: 0.1184
Epoch: 5/20... Training loss: 0.1168
Epoch: 5/20... Training loss: 0.1134
Epoch: 5/20... Training loss: 0.1194
Epoch: 5/20... Training loss: 0.1172
Epoch: 5/20... Training loss: 0.1162
Epoch: 5/20... Training loss: 0.1156
Epoch: 5/20... Training loss: 0.1194
Epoch: 5/20... Training loss: 0.1155
Epoch: 5/20... Training loss: 0.1141
Epoch: 5/20... Training loss: 0.1132
Epoch: 5/20... Training loss: 0.1119
Epoch: 5/20... Training loss: 0.1174
Epoch: 5/20... Training loss: 0.1143
Epoch: 5/20... Training loss: 0.1166
Epoch: 5/20... Training loss: 0.1200
Epoch: 5/20... Training loss: 0.1149
Epoch: 5/20... Training loss: 0.1183
Epoch: 5/20... Training loss: 0.1141
Epoch: 5/20... Training loss: 0.1155
Epoch: 5/20... Training loss: 0.1162
Epoch: 5/20... Training loss: 0.1155
Epoch: 5/20... Training loss: 0.1156
Epoch: 5/20... Training loss: 0.1128
Epoch: 5/20... Training loss: 0.1164
Epoch: 5/20... Training loss: 0.1156
Epoch: 5/20... Training loss: 0.1202
Epoch: 5/20... Training loss: 0.1155
Epoch: 5/20... Training loss: 0.1159
Epoch: 5/20... Training loss: 0.1136
Epoch: 5/20... Training loss: 0.1172
Epoch: 5/20... Training loss: 0.1123
Epoch: 5/20... Training loss: 0.1154
Epoch: 5/20... Training loss: 0.1141
Epoch: 5/20... Training loss: 0.1183
Epoch: 5/20... Training loss: 0.1146
Epoch: 5/20... Training loss: 0.1168
Epoch: 5/20... Training loss: 0.1156
Epoch: 5/20... Training loss: 0.1171
Epoch: 5/20... Training loss: 0.1149
Epoch: 5/20... Training loss: 0.1134
Epoch: 5/20... Training loss: 0.1190
Epoch: 5/20... Training loss: 0.1198
Epoch: 5/20... Training loss: 0.1134
Epoch: 5/20... Training loss: 0.1163
Epoch: 5/20... Training loss: 0.1162
Epoch: 5/20... Training loss: 0.1169
Epoch: 5/20... Training loss: 0.1163
Epoch: 5/20... Training loss: 0.1142
Epoch: 5/20... Training loss: 0.1147
Epoch: 5/20... Training loss: 0.1132
Epoch: 5/20... Training loss: 0.1155
Epoch: 5/20... Training loss: 0.1162
Epoch: 5/20... Training loss: 0.1135
Epoch: 5/20... Training loss: 0.1177
Epoch: 5/20... Training loss: 0.1170
Epoch: 5/20... Training loss: 0.1141
Epoch: 5/20... Training loss: 0.1169
Epoch: 5/20... Training loss: 0.1146
Epoch: 5/20... Training loss: 0.1186
Epoch: 5/20... Training loss: 0.1150
Epoch: 5/20... Training loss: 0.1160
Epoch: 5/20... Training loss: 0.1227
Epoch: 5/20... Training loss: 0.1155
Epoch: 5/20... Training loss: 0.1138
Epoch: 5/20... Training loss: 0.1165
Epoch: 5/20... Training loss: 0.1145
Epoch: 5/20... Training loss: 0.1186
Epoch: 5/20... Training loss: 0.1234
Epoch: 5/20... Training loss: 0.1121
Epoch: 5/20... Training loss: 0.1148
Epoch: 5/20... Training loss: 0.1149
Epoch: 5/20... Training loss: 0.1174
Epoch: 5/20... Training loss: 0.1156
Epoch: 5/20... Training loss: 0.1156
Epoch: 5/20... Training loss: 0.1180
Epoch: 5/20... Training loss: 0.1159
Epoch: 5/20... Training loss: 0.1160
Epoch: 5/20... Training loss: 0.1135
Epoch: 5/20... Training loss: 0.1113
Epoch: 5/20... Training loss: 0.1150
Epoch: 5/20... Training loss: 0.1182
Epoch: 5/20... Training loss: 0.1180
Epoch: 5/20... Training loss: 0.1133
Epoch: 5/20... Training loss: 0.1168
Epoch: 5/20... Training loss: 0.1189
Epoch: 5/20... Training loss: 0.1151
Epoch: 5/20... Training loss: 0.1154
Epoch: 5/20... Training loss: 0.1145
Epoch: 5/20... Training loss: 0.1144
Epoch: 5/20... Training loss: 0.1182
Epoch: 5/20... Training loss: 0.1160
Epoch: 5/20... Training loss: 0.1171
Epoch: 5/20... Training loss: 0.1101
Epoch: 5/20... Training loss: 0.1105
Epoch: 5/20... Training loss: 0.1150
Epoch: 5/20... Training loss: 0.1146
Epoch: 5/20... Training loss: 0.1161
Epoch: 5/20... Training loss: 0.1169
Epoch: 5/20... Training loss: 0.1186
Epoch: 5/20... Training loss: 0.1207
Epoch: 5/20... Training loss: 0.1196
Epoch: 5/20... Training loss: 0.1163
Epoch: 5/20... Training loss: 0.1156
Epoch: 5/20... Training loss: 0.1180
Epoch: 5/20... Training loss: 0.1141
Epoch: 5/20... Training loss: 0.1146
Epoch: 5/20... Training loss: 0.1163
Epoch: 5/20... Training loss: 0.1162
Epoch: 5/20... Training loss: 0.1174
Epoch: 5/20... Training loss: 0.1154
Epoch: 5/20... Training loss: 0.1176
Epoch: 5/20... Training loss: 0.1158
Epoch: 5/20... Training loss: 0.1150
Epoch: 5/20... Training loss: 0.1156
Epoch: 5/20... Training loss: 0.1134
Epoch: 6/20... Training loss: 0.1177
Epoch: 6/20... Training loss: 0.1134
Epoch: 6/20... Training loss: 0.1156
Epoch: 6/20... Training loss: 0.1181
Epoch: 6/20... Training loss: 0.1147
Epoch: 6/20... Training loss: 0.1163
Epoch: 6/20... Training loss: 0.1129
Epoch: 6/20... Training loss: 0.1195
Epoch: 6/20... Training loss: 0.1133
Epoch: 6/20... Training loss: 0.1156
Epoch: 6/20... Training loss: 0.1178
Epoch: 6/20... Training loss: 0.1151
Epoch: 6/20... Training loss: 0.1145
Epoch: 6/20... Training loss: 0.1148
Epoch: 6/20... Training loss: 0.1157
Epoch: 6/20... Training loss: 0.1143
Epoch: 6/20... Training loss: 0.1145
Epoch: 6/20... Training loss: 0.1138
Epoch: 6/20... Training loss: 0.1153
Epoch: 6/20... Training loss: 0.1193
Epoch: 6/20... Training loss: 0.1123
Epoch: 6/20... Training loss: 0.1127
Epoch: 6/20... Training loss: 0.1134
Epoch: 6/20... Training loss: 0.1172
Epoch: 6/20... Training loss: 0.1162
Epoch: 6/20... Training loss: 0.1163
Epoch: 6/20... Training loss: 0.1175
Epoch: 6/20... Training loss: 0.1172
Epoch: 6/20... Training loss: 0.1169
Epoch: 6/20... Training loss: 0.1132
Epoch: 6/20... Training loss: 0.1156
Epoch: 6/20... Training loss: 0.1156
Epoch: 6/20... Training loss: 0.1172
Epoch: 6/20... Training loss: 0.1184
Epoch: 6/20... Training loss: 0.1157
Epoch: 6/20... Training loss: 0.1114
Epoch: 6/20... Training loss: 0.1115
Epoch: 6/20... Training loss: 0.1153
Epoch: 6/20... Training loss: 0.1162
Epoch: 6/20... Training loss: 0.1185
Epoch: 6/20... Training loss: 0.1163
Epoch: 6/20... Training loss: 0.1149
Epoch: 6/20... Training loss: 0.1187
Epoch: 6/20... Training loss: 0.1167
Epoch: 6/20... Training loss: 0.1161
Epoch: 6/20... Training loss: 0.1149
Epoch: 6/20... Training loss: 0.1142
Epoch: 6/20... Training loss: 0.1162
Epoch: 6/20... Training loss: 0.1138
Epoch: 6/20... Training loss: 0.1140
Epoch: 6/20... Training loss: 0.1131
Epoch: 6/20... Training loss: 0.1130
Epoch: 6/20... Training loss: 0.1137
Epoch: 6/20... Training loss: 0.1185
Epoch: 6/20... Training loss: 0.1199
Epoch: 6/20... Training loss: 0.1127
Epoch: 6/20... Training loss: 0.1108
Epoch: 6/20... Training loss: 0.1121
Epoch: 6/20... Training loss: 0.1159
Epoch: 6/20... Training loss: 0.1154
Epoch: 6/20... Training loss: 0.1172
Epoch: 6/20... Training loss: 0.1176
Epoch: 6/20... Training loss: 0.1151
Epoch: 6/20... Training loss: 0.1162
Epoch: 6/20... Training loss: 0.1161
Epoch: 6/20... Training loss: 0.1120
Epoch: 6/20... Training loss: 0.1150
Epoch: 6/20... Training loss: 0.1127
Epoch: 6/20... Training loss: 0.1159
Epoch: 6/20... Training loss: 0.1098
Epoch: 6/20... Training loss: 0.1133
Epoch: 6/20... Training loss: 0.1170
Epoch: 6/20... Training loss: 0.1191
Epoch: 6/20... Training loss: 0.1180
Epoch: 6/20... Training loss: 0.1162
Epoch: 6/20... Training loss: 0.1108
Epoch: 6/20... Training loss: 0.1181
Epoch: 6/20... Training loss: 0.1142
Epoch: 6/20... Training loss: 0.1137
Epoch: 6/20... Training loss: 0.1173
Epoch: 6/20... Training loss: 0.1183
Epoch: 6/20... Training loss: 0.1153
Epoch: 6/20... Training loss: 0.1179
Epoch: 6/20... Training loss: 0.1131
Epoch: 6/20... Training loss: 0.1163
Epoch: 6/20... Training loss: 0.1113
Epoch: 6/20... Training loss: 0.1164
Epoch: 6/20... Training loss: 0.1124
Epoch: 6/20... Training loss: 0.1118
Epoch: 6/20... Training loss: 0.1129
Epoch: 6/20... Training loss: 0.1155
Epoch: 6/20... Training loss: 0.1140
Epoch: 6/20... Training loss: 0.1109
Epoch: 6/20... Training loss: 0.1157
Epoch: 6/20... Training loss: 0.1213
Epoch: 6/20... Training loss: 0.1140
Epoch: 6/20... Training loss: 0.1153
Epoch: 6/20... Training loss: 0.1105
Epoch: 6/20... Training loss: 0.1158
Epoch: 6/20... Training loss: 0.1169
Epoch: 6/20... Training loss: 0.1170
Epoch: 6/20... Training loss: 0.1132
Epoch: 6/20... Training loss: 0.1162
Epoch: 6/20... Training loss: 0.1157
Epoch: 6/20... Training loss: 0.1156
Epoch: 6/20... Training loss: 0.1149
Epoch: 6/20... Training loss: 0.1116
Epoch: 6/20... Training loss: 0.1107
Epoch: 6/20... Training loss: 0.1100
Epoch: 6/20... Training loss: 0.1170
Epoch: 6/20... Training loss: 0.1136
Epoch: 6/20... Training loss: 0.1169
Epoch: 6/20... Training loss: 0.1167
Epoch: 6/20... Training loss: 0.1104
Epoch: 6/20... Training loss: 0.1152
Epoch: 6/20... Training loss: 0.1115
Epoch: 6/20... Training loss: 0.1129
Epoch: 6/20... Training loss: 0.1091
Epoch: 6/20... Training loss: 0.1163
Epoch: 6/20... Training loss: 0.1129
Epoch: 6/20... Training loss: 0.1153
Epoch: 6/20... Training loss: 0.1203
Epoch: 6/20... Training loss: 0.1133
Epoch: 6/20... Training loss: 0.1193
Epoch: 6/20... Training loss: 0.1115
Epoch: 6/20... Training loss: 0.1186
Epoch: 6/20... Training loss: 0.1114
Epoch: 6/20... Training loss: 0.1174
Epoch: 6/20... Training loss: 0.1114
Epoch: 6/20... Training loss: 0.1153
Epoch: 6/20... Training loss: 0.1127
Epoch: 6/20... Training loss: 0.1142
Epoch: 6/20... Training loss: 0.1140
Epoch: 6/20... Training loss: 0.1155
Epoch: 6/20... Training loss: 0.1146
Epoch: 6/20... Training loss: 0.1100
Epoch: 6/20... Training loss: 0.1124
Epoch: 6/20... Training loss: 0.1134
Epoch: 6/20... Training loss: 0.1146
Epoch: 6/20... Training loss: 0.1193
Epoch: 6/20... Training loss: 0.1143
Epoch: 6/20... Training loss: 0.1140
Epoch: 6/20... Training loss: 0.1147
Epoch: 6/20... Training loss: 0.1120
Epoch: 6/20... Training loss: 0.1096
Epoch: 6/20... Training loss: 0.1103
Epoch: 6/20... Training loss: 0.1139
Epoch: 6/20... Training loss: 0.1131
Epoch: 6/20... Training loss: 0.1184
Epoch: 6/20... Training loss: 0.1094
Epoch: 6/20... Training loss: 0.1128
Epoch: 6/20... Training loss: 0.1155
Epoch: 6/20... Training loss: 0.1137
Epoch: 6/20... Training loss: 0.1159
Epoch: 6/20... Training loss: 0.1130
Epoch: 6/20... Training loss: 0.1147
Epoch: 6/20... Training loss: 0.1099
Epoch: 6/20... Training loss: 0.1162
Epoch: 6/20... Training loss: 0.1121
Epoch: 6/20... Training loss: 0.1153
Epoch: 6/20... Training loss: 0.1153
Epoch: 6/20... Training loss: 0.1139
Epoch: 6/20... Training loss: 0.1122
Epoch: 6/20... Training loss: 0.1093
Epoch: 6/20... Training loss: 0.1115
Epoch: 6/20... Training loss: 0.1116
Epoch: 6/20... Training loss: 0.1182
Epoch: 6/20... Training loss: 0.1167
Epoch: 6/20... Training loss: 0.1143
Epoch: 6/20... Training loss: 0.1139
Epoch: 6/20... Training loss: 0.1150
Epoch: 6/20... Training loss: 0.1170
Epoch: 6/20... Training loss: 0.1151
Epoch: 6/20... Training loss: 0.1158
Epoch: 6/20... Training loss: 0.1116
Epoch: 6/20... Training loss: 0.1123
Epoch: 6/20... Training loss: 0.1130
Epoch: 6/20... Training loss: 0.1151
Epoch: 6/20... Training loss: 0.1179
Epoch: 6/20... Training loss: 0.1149
Epoch: 6/20... Training loss: 0.1141
Epoch: 6/20... Training loss: 0.1100
Epoch: 6/20... Training loss: 0.1149
Epoch: 6/20... Training loss: 0.1106
Epoch: 6/20... Training loss: 0.1087
Epoch: 6/20... Training loss: 0.1187
Epoch: 6/20... Training loss: 0.1092
Epoch: 6/20... Training loss: 0.1171
Epoch: 6/20... Training loss: 0.1114
Epoch: 6/20... Training loss: 0.1145
Epoch: 6/20... Training loss: 0.1091
Epoch: 6/20... Training loss: 0.1089
Epoch: 6/20... Training loss: 0.1148
Epoch: 6/20... Training loss: 0.1144
Epoch: 6/20... Training loss: 0.1145
Epoch: 6/20... Training loss: 0.1190
Epoch: 6/20... Training loss: 0.1165
Epoch: 6/20... Training loss: 0.1091
Epoch: 6/20... Training loss: 0.1135
Epoch: 6/20... Training loss: 0.1161
Epoch: 6/20... Training loss: 0.1103
Epoch: 6/20... Training loss: 0.1139
Epoch: 6/20... Training loss: 0.1133
Epoch: 6/20... Training loss: 0.1165
Epoch: 6/20... Training loss: 0.1126
Epoch: 6/20... Training loss: 0.1141
Epoch: 6/20... Training loss: 0.1128
Epoch: 6/20... Training loss: 0.1142
Epoch: 6/20... Training loss: 0.1151
Epoch: 6/20... Training loss: 0.1143
Epoch: 6/20... Training loss: 0.1158
Epoch: 6/20... Training loss: 0.1144
Epoch: 6/20... Training loss: 0.1187
Epoch: 6/20... Training loss: 0.1128
Epoch: 6/20... Training loss: 0.1122
Epoch: 6/20... Training loss: 0.1099
Epoch: 6/20... Training loss: 0.1142
Epoch: 6/20... Training loss: 0.1141
Epoch: 6/20... Training loss: 0.1143
Epoch: 6/20... Training loss: 0.1144
Epoch: 6/20... Training loss: 0.1154
Epoch: 6/20... Training loss: 0.1142
Epoch: 6/20... Training loss: 0.1148
Epoch: 6/20... Training loss: 0.1137
Epoch: 6/20... Training loss: 0.1108
Epoch: 6/20... Training loss: 0.1142
Epoch: 6/20... Training loss: 0.1102
Epoch: 6/20... Training loss: 0.1141
Epoch: 6/20... Training loss: 0.1085
Epoch: 6/20... Training loss: 0.1127
Epoch: 6/20... Training loss: 0.1130
Epoch: 6/20... Training loss: 0.1148
Epoch: 6/20... Training loss: 0.1171
Epoch: 6/20... Training loss: 0.1108
Epoch: 6/20... Training loss: 0.1127
Epoch: 6/20... Training loss: 0.1161
Epoch: 6/20... Training loss: 0.1140
Epoch: 6/20... Training loss: 0.1120
Epoch: 6/20... Training loss: 0.1135
Epoch: 6/20... Training loss: 0.1142
Epoch: 6/20... Training loss: 0.1148
Epoch: 6/20... Training loss: 0.1159
Epoch: 6/20... Training loss: 0.1131
Epoch: 6/20... Training loss: 0.1173
Epoch: 6/20... Training loss: 0.1126
Epoch: 6/20... Training loss: 0.1167
Epoch: 6/20... Training loss: 0.1092
Epoch: 6/20... Training loss: 0.1110
Epoch: 6/20... Training loss: 0.1132
Epoch: 6/20... Training loss: 0.1136
Epoch: 6/20... Training loss: 0.1118
Epoch: 6/20... Training loss: 0.1147
Epoch: 6/20... Training loss: 0.1210
Epoch: 6/20... Training loss: 0.1189
Epoch: 6/20... Training loss: 0.1123
Epoch: 6/20... Training loss: 0.1152
Epoch: 6/20... Training loss: 0.1126
Epoch: 6/20... Training loss: 0.1145
Epoch: 6/20... Training loss: 0.1151
Epoch: 6/20... Training loss: 0.1159
Epoch: 6/20... Training loss: 0.1131
Epoch: 6/20... Training loss: 0.1133
Epoch: 6/20... Training loss: 0.1123
Epoch: 6/20... Training loss: 0.1130
Epoch: 6/20... Training loss: 0.1102
Epoch: 6/20... Training loss: 0.1111
Epoch: 6/20... Training loss: 0.1171
Epoch: 6/20... Training loss: 0.1156
Epoch: 6/20... Training loss: 0.1072
Epoch: 6/20... Training loss: 0.1099
Epoch: 6/20... Training loss: 0.1157
Epoch: 6/20... Training loss: 0.1126
Epoch: 6/20... Training loss: 0.1125
Epoch: 6/20... Training loss: 0.1101
Epoch: 6/20... Training loss: 0.1110
Epoch: 6/20... Training loss: 0.1147
Epoch: 6/20... Training loss: 0.1135
Epoch: 6/20... Training loss: 0.1135
Epoch: 6/20... Training loss: 0.1098
Epoch: 6/20... Training loss: 0.1189
Epoch: 6/20... Training loss: 0.1125
Epoch: 6/20... Training loss: 0.1167
Epoch: 6/20... Training loss: 0.1140
Epoch: 6/20... Training loss: 0.1154
Epoch: 6/20... Training loss: 0.1082
Epoch: 6/20... Training loss: 0.1155
Epoch: 6/20... Training loss: 0.1170
Epoch: 6/20... Training loss: 0.1178
Epoch: 6/20... Training loss: 0.1137
Epoch: 6/20... Training loss: 0.1121
Epoch: 6/20... Training loss: 0.1167
Epoch: 6/20... Training loss: 0.1138
Epoch: 6/20... Training loss: 0.1168
Epoch: 6/20... Training loss: 0.1079
Epoch: 6/20... Training loss: 0.1116
Epoch: 6/20... Training loss: 0.1153
Epoch: 6/20... Training loss: 0.1122
Epoch: 6/20... Training loss: 0.1117
Epoch: 6/20... Training loss: 0.1125
Epoch: 6/20... Training loss: 0.1093
Epoch: 7/20... Training loss: 0.1117
Epoch: 7/20... Training loss: 0.1132
Epoch: 7/20... Training loss: 0.1129
Epoch: 7/20... Training loss: 0.1111
Epoch: 7/20... Training loss: 0.1131
Epoch: 7/20... Training loss: 0.1112
Epoch: 7/20... Training loss: 0.1110
Epoch: 7/20... Training loss: 0.1106
Epoch: 7/20... Training loss: 0.1122
Epoch: 7/20... Training loss: 0.1158
Epoch: 7/20... Training loss: 0.1133
Epoch: 7/20... Training loss: 0.1135
Epoch: 7/20... Training loss: 0.1114
Epoch: 7/20... Training loss: 0.1134
Epoch: 7/20... Training loss: 0.1138
Epoch: 7/20... Training loss: 0.1147
Epoch: 7/20... Training loss: 0.1125
Epoch: 7/20... Training loss: 0.1164
Epoch: 7/20... Training loss: 0.1077
Epoch: 7/20... Training loss: 0.1124
Epoch: 7/20... Training loss: 0.1096
Epoch: 7/20... Training loss: 0.1086
Epoch: 7/20... Training loss: 0.1176
Epoch: 7/20... Training loss: 0.1164
Epoch: 7/20... Training loss: 0.1115
Epoch: 7/20... Training loss: 0.1144
Epoch: 7/20... Training loss: 0.1136
Epoch: 7/20... Training loss: 0.1114
Epoch: 7/20... Training loss: 0.1124
Epoch: 7/20... Training loss: 0.1132
Epoch: 7/20... Training loss: 0.1105
Epoch: 7/20... Training loss: 0.1137
Epoch: 7/20... Training loss: 0.1148
Epoch: 7/20... Training loss: 0.1134
Epoch: 7/20... Training loss: 0.1118
Epoch: 7/20... Training loss: 0.1104
Epoch: 7/20... Training loss: 0.1121
Epoch: 7/20... Training loss: 0.1134
Epoch: 7/20... Training loss: 0.1089
Epoch: 7/20... Training loss: 0.1156
Epoch: 7/20... Training loss: 0.1169
Epoch: 7/20... Training loss: 0.1145
Epoch: 7/20... Training loss: 0.1117
Epoch: 7/20... Training loss: 0.1126
Epoch: 7/20... Training loss: 0.1149
Epoch: 7/20... Training loss: 0.1126
Epoch: 7/20... Training loss: 0.1160
Epoch: 7/20... Training loss: 0.1136
Epoch: 7/20... Training loss: 0.1168
Epoch: 7/20... Training loss: 0.1127
Epoch: 7/20... Training loss: 0.1089
Epoch: 7/20... Training loss: 0.1079
Epoch: 7/20... Training loss: 0.1148
Epoch: 7/20... Training loss: 0.1160
Epoch: 7/20... Training loss: 0.1158
Epoch: 7/20... Training loss: 0.1140
Epoch: 7/20... Training loss: 0.1131
Epoch: 7/20... Training loss: 0.1185
Epoch: 7/20... Training loss: 0.1088
Epoch: 7/20... Training loss: 0.1148
Epoch: 7/20... Training loss: 0.1117
Epoch: 7/20... Training loss: 0.1113
Epoch: 7/20... Training loss: 0.1127
Epoch: 7/20... Training loss: 0.1088
Epoch: 7/20... Training loss: 0.1142
Epoch: 7/20... Training loss: 0.1139
Epoch: 7/20... Training loss: 0.1119
Epoch: 7/20... Training loss: 0.1135
Epoch: 7/20... Training loss: 0.1094
Epoch: 7/20... Training loss: 0.1132
Epoch: 7/20... Training loss: 0.1144
Epoch: 7/20... Training loss: 0.1114
Epoch: 7/20... Training loss: 0.1098
Epoch: 7/20... Training loss: 0.1119
Epoch: 7/20... Training loss: 0.1139
Epoch: 7/20... Training loss: 0.1131
Epoch: 7/20... Training loss: 0.1174
Epoch: 7/20... Training loss: 0.1129
Epoch: 7/20... Training loss: 0.1127
Epoch: 7/20... Training loss: 0.1144
Epoch: 7/20... Training loss: 0.1113
Epoch: 7/20... Training loss: 0.1136
Epoch: 7/20... Training loss: 0.1092
Epoch: 7/20... Training loss: 0.1057
Epoch: 7/20... Training loss: 0.1150
Epoch: 7/20... Training loss: 0.1110
Epoch: 7/20... Training loss: 0.1080
Epoch: 7/20... Training loss: 0.1144
Epoch: 7/20... Training loss: 0.1140
Epoch: 7/20... Training loss: 0.1103
Epoch: 7/20... Training loss: 0.1139
Epoch: 7/20... Training loss: 0.1142
Epoch: 7/20... Training loss: 0.1127
Epoch: 7/20... Training loss: 0.1083
Epoch: 7/20... Training loss: 0.1144
Epoch: 7/20... Training loss: 0.1057
Epoch: 7/20... Training loss: 0.1087
Epoch: 7/20... Training loss: 0.1120
Epoch: 7/20... Training loss: 0.1114
Epoch: 7/20... Training loss: 0.1131
Epoch: 7/20... Training loss: 0.1105
Epoch: 7/20... Training loss: 0.1112
Epoch: 7/20... Training loss: 0.1102
Epoch: 7/20... Training loss: 0.1081
Epoch: 7/20... Training loss: 0.1107
Epoch: 7/20... Training loss: 0.1147
Epoch: 7/20... Training loss: 0.1104
Epoch: 7/20... Training loss: 0.1095
Epoch: 7/20... Training loss: 0.1136
Epoch: 7/20... Training loss: 0.1152
Epoch: 7/20... Training loss: 0.1133
Epoch: 7/20... Training loss: 0.1094
Epoch: 7/20... Training loss: 0.1108
Epoch: 7/20... Training loss: 0.1146
Epoch: 7/20... Training loss: 0.1110
Epoch: 7/20... Training loss: 0.1088
Epoch: 7/20... Training loss: 0.1095
Epoch: 7/20... Training loss: 0.1126
Epoch: 7/20... Training loss: 0.1113
Epoch: 7/20... Training loss: 0.1119
Epoch: 7/20... Training loss: 0.1159
Epoch: 7/20... Training loss: 0.1100
Epoch: 7/20... Training loss: 0.1134
Epoch: 7/20... Training loss: 0.1140
Epoch: 7/20... Training loss: 0.1126
Epoch: 7/20... Training loss: 0.1115
Epoch: 7/20... Training loss: 0.1131
Epoch: 7/20... Training loss: 0.1138
Epoch: 7/20... Training loss: 0.1089
Epoch: 7/20... Training loss: 0.1084
Epoch: 7/20... Training loss: 0.1138
Epoch: 7/20... Training loss: 0.1106
Epoch: 7/20... Training loss: 0.1150
Epoch: 7/20... Training loss: 0.1126
Epoch: 7/20... Training loss: 0.1113
Epoch: 7/20... Training loss: 0.1161
Epoch: 7/20... Training loss: 0.1128
Epoch: 7/20... Training loss: 0.1119
Epoch: 7/20... Training loss: 0.1133
Epoch: 7/20... Training loss: 0.1106
Epoch: 7/20... Training loss: 0.1111
Epoch: 7/20... Training loss: 0.1112
Epoch: 7/20... Training loss: 0.1089
Epoch: 7/20... Training loss: 0.1071
Epoch: 7/20... Training loss: 0.1129
Epoch: 7/20... Training loss: 0.1125
Epoch: 7/20... Training loss: 0.1096
Epoch: 7/20... Training loss: 0.1147
Epoch: 7/20... Training loss: 0.1115
Epoch: 7/20... Training loss: 0.1096
Epoch: 7/20... Training loss: 0.1111
Epoch: 7/20... Training loss: 0.1092
Epoch: 7/20... Training loss: 0.1141
Epoch: 7/20... Training loss: 0.1126
Epoch: 7/20... Training loss: 0.1138
Epoch: 7/20... Training loss: 0.1118
Epoch: 7/20... Training loss: 0.1122
Epoch: 7/20... Training loss: 0.1145
Epoch: 7/20... Training loss: 0.1147
Epoch: 7/20... Training loss: 0.1140
Epoch: 7/20... Training loss: 0.1163
Epoch: 7/20... Training loss: 0.1164
Epoch: 7/20... Training loss: 0.1140
Epoch: 7/20... Training loss: 0.1108
Epoch: 7/20... Training loss: 0.1119
Epoch: 7/20... Training loss: 0.1072
Epoch: 7/20... Training loss: 0.1098
Epoch: 7/20... Training loss: 0.1099
Epoch: 7/20... Training loss: 0.1156
Epoch: 7/20... Training loss: 0.1128
Epoch: 7/20... Training loss: 0.1109
Epoch: 7/20... Training loss: 0.1171
Epoch: 7/20... Training loss: 0.1103
Epoch: 7/20... Training loss: 0.1116
Epoch: 7/20... Training loss: 0.1070
Epoch: 7/20... Training loss: 0.1132
Epoch: 7/20... Training loss: 0.1122
Epoch: 7/20... Training loss: 0.1118
Epoch: 7/20... Training loss: 0.1110
Epoch: 7/20... Training loss: 0.1113
Epoch: 7/20... Training loss: 0.1126
Epoch: 7/20... Training loss: 0.1136
Epoch: 7/20... Training loss: 0.1152
Epoch: 7/20... Training loss: 0.1112
Epoch: 7/20... Training loss: 0.1084
Epoch: 7/20... Training loss: 0.1075
Epoch: 7/20... Training loss: 0.1099
Epoch: 7/20... Training loss: 0.1125
Epoch: 7/20... Training loss: 0.1152
Epoch: 7/20... Training loss: 0.1153
Epoch: 7/20... Training loss: 0.1117
Epoch: 7/20... Training loss: 0.1149
Epoch: 7/20... Training loss: 0.1121
Epoch: 7/20... Training loss: 0.1095
Epoch: 7/20... Training loss: 0.1123
Epoch: 7/20... Training loss: 0.1154
Epoch: 7/20... Training loss: 0.1115
Epoch: 7/20... Training loss: 0.1122
Epoch: 7/20... Training loss: 0.1087
Epoch: 7/20... Training loss: 0.1122
Epoch: 7/20... Training loss: 0.1114
Epoch: 7/20... Training loss: 0.1096
Epoch: 7/20... Training loss: 0.1102
Epoch: 7/20... Training loss: 0.1157
Epoch: 7/20... Training loss: 0.1141
Epoch: 7/20... Training loss: 0.1167
Epoch: 7/20... Training loss: 0.1163
Epoch: 7/20... Training loss: 0.1106
Epoch: 7/20... Training loss: 0.1115
Epoch: 7/20... Training loss: 0.1125
Epoch: 7/20... Training loss: 0.1081
Epoch: 7/20... Training loss: 0.1113
Epoch: 7/20... Training loss: 0.1110
Epoch: 7/20... Training loss: 0.1095
Epoch: 7/20... Training loss: 0.1101
Epoch: 7/20... Training loss: 0.1148
Epoch: 7/20... Training loss: 0.1103
Epoch: 7/20... Training loss: 0.1107
Epoch: 7/20... Training loss: 0.1155
Epoch: 7/20... Training loss: 0.1097
Epoch: 7/20... Training loss: 0.1116
Epoch: 7/20... Training loss: 0.1123
Epoch: 7/20... Training loss: 0.1147
Epoch: 7/20... Training loss: 0.1105
Epoch: 7/20... Training loss: 0.1089
Epoch: 7/20... Training loss: 0.1084
Epoch: 7/20... Training loss: 0.1161
Epoch: 7/20... Training loss: 0.1132
Epoch: 7/20... Training loss: 0.1129
Epoch: 7/20... Training loss: 0.1078
Epoch: 7/20... Training loss: 0.1101
Epoch: 7/20... Training loss: 0.1149
Epoch: 7/20... Training loss: 0.1129
Epoch: 7/20... Training loss: 0.1123
Epoch: 7/20... Training loss: 0.1119
Epoch: 7/20... Training loss: 0.1139
Epoch: 7/20... Training loss: 0.1131
Epoch: 7/20... Training loss: 0.1144
Epoch: 7/20... Training loss: 0.1133
Epoch: 7/20... Training loss: 0.1130
Epoch: 7/20... Training loss: 0.1086
Epoch: 7/20... Training loss: 0.1091
Epoch: 7/20... Training loss: 0.1068
Epoch: 7/20... Training loss: 0.1116
Epoch: 7/20... Training loss: 0.1113
Epoch: 7/20... Training loss: 0.1110
Epoch: 7/20... Training loss: 0.1088
Epoch: 7/20... Training loss: 0.1086
Epoch: 7/20... Training loss: 0.1104
Epoch: 7/20... Training loss: 0.1062
Epoch: 7/20... Training loss: 0.1094
Epoch: 7/20... Training loss: 0.1088
Epoch: 7/20... Training loss: 0.1097
Epoch: 7/20... Training loss: 0.1066
Epoch: 7/20... Training loss: 0.1107
Epoch: 7/20... Training loss: 0.1120
Epoch: 7/20... Training loss: 0.1126
Epoch: 7/20... Training loss: 0.1111
Epoch: 7/20... Training loss: 0.1079
Epoch: 7/20... Training loss: 0.1134
Epoch: 7/20... Training loss: 0.1102
Epoch: 7/20... Training loss: 0.1116
Epoch: 7/20... Training loss: 0.1118
Epoch: 7/20... Training loss: 0.1109
Epoch: 7/20... Training loss: 0.1091
Epoch: 7/20... Training loss: 0.1116
Epoch: 7/20... Training loss: 0.1078
Epoch: 7/20... Training loss: 0.1130
Epoch: 7/20... Training loss: 0.1103
Epoch: 7/20... Training loss: 0.1142
Epoch: 7/20... Training loss: 0.1115
Epoch: 7/20... Training loss: 0.1137
Epoch: 7/20... Training loss: 0.1120
Epoch: 7/20... Training loss: 0.1133
Epoch: 7/20... Training loss: 0.1104
Epoch: 7/20... Training loss: 0.1140
Epoch: 7/20... Training loss: 0.1143
Epoch: 7/20... Training loss: 0.1114
Epoch: 7/20... Training loss: 0.1097
Epoch: 7/20... Training loss: 0.1145
Epoch: 7/20... Training loss: 0.1122
Epoch: 7/20... Training loss: 0.1122
Epoch: 7/20... Training loss: 0.1110
Epoch: 7/20... Training loss: 0.1087
Epoch: 7/20... Training loss: 0.1097
Epoch: 7/20... Training loss: 0.1120
Epoch: 7/20... Training loss: 0.1052
Epoch: 7/20... Training loss: 0.1102
Epoch: 7/20... Training loss: 0.1154
Epoch: 7/20... Training loss: 0.1123
Epoch: 7/20... Training loss: 0.1108
Epoch: 7/20... Training loss: 0.1048
Epoch: 7/20... Training loss: 0.1083
Epoch: 7/20... Training loss: 0.1087
Epoch: 7/20... Training loss: 0.1113
Epoch: 7/20... Training loss: 0.1121
Epoch: 7/20... Training loss: 0.1136
Epoch: 7/20... Training loss: 0.1117
Epoch: 7/20... Training loss: 0.1102
Epoch: 7/20... Training loss: 0.1135
Epoch: 8/20... Training loss: 0.1131
Epoch: 8/20... Training loss: 0.1146
Epoch: 8/20... Training loss: 0.1151
Epoch: 8/20... Training loss: 0.1117
Epoch: 8/20... Training loss: 0.1098
Epoch: 8/20... Training loss: 0.1126
Epoch: 8/20... Training loss: 0.1106
Epoch: 8/20... Training loss: 0.1087
Epoch: 8/20... Training loss: 0.1169
Epoch: 8/20... Training loss: 0.1134
Epoch: 8/20... Training loss: 0.1134
Epoch: 8/20... Training loss: 0.1095
Epoch: 8/20... Training loss: 0.1141
Epoch: 8/20... Training loss: 0.1104
Epoch: 8/20... Training loss: 0.1108
Epoch: 8/20... Training loss: 0.1122
Epoch: 8/20... Training loss: 0.1055
Epoch: 8/20... Training loss: 0.1121
Epoch: 8/20... Training loss: 0.1132
Epoch: 8/20... Training loss: 0.1101
Epoch: 8/20... Training loss: 0.1101
Epoch: 8/20... Training loss: 0.1099
Epoch: 8/20... Training loss: 0.1090
Epoch: 8/20... Training loss: 0.1106
Epoch: 8/20... Training loss: 0.1121
Epoch: 8/20... Training loss: 0.1124
Epoch: 8/20... Training loss: 0.1109
Epoch: 8/20... Training loss: 0.1119
Epoch: 8/20... Training loss: 0.1106
Epoch: 8/20... Training loss: 0.1105
Epoch: 8/20... Training loss: 0.1090
Epoch: 8/20... Training loss: 0.1049
Epoch: 8/20... Training loss: 0.1077
Epoch: 8/20... Training loss: 0.1108
Epoch: 8/20... Training loss: 0.1074
Epoch: 8/20... Training loss: 0.1136
Epoch: 8/20... Training loss: 0.1112
Epoch: 8/20... Training loss: 0.1086
Epoch: 8/20... Training loss: 0.1066
Epoch: 8/20... Training loss: 0.1114
Epoch: 8/20... Training loss: 0.1141
Epoch: 8/20... Training loss: 0.1119
Epoch: 8/20... Training loss: 0.1120
Epoch: 8/20... Training loss: 0.1114
Epoch: 8/20... Training loss: 0.1096
Epoch: 8/20... Training loss: 0.1068
Epoch: 8/20... Training loss: 0.1112
Epoch: 8/20... Training loss: 0.1108
Epoch: 8/20... Training loss: 0.1080
Epoch: 8/20... Training loss: 0.1078
Epoch: 8/20... Training loss: 0.1121
Epoch: 8/20... Training loss: 0.1078
Epoch: 8/20... Training loss: 0.1110
Epoch: 8/20... Training loss: 0.1091
Epoch: 8/20... Training loss: 0.1109
Epoch: 8/20... Training loss: 0.1080
Epoch: 8/20... Training loss: 0.1080
Epoch: 8/20... Training loss: 0.1114
Epoch: 8/20... Training loss: 0.1147
Epoch: 8/20... Training loss: 0.1167
Epoch: 8/20... Training loss: 0.1082
Epoch: 8/20... Training loss: 0.1148
Epoch: 8/20... Training loss: 0.1119
Epoch: 8/20... Training loss: 0.1143
Epoch: 8/20... Training loss: 0.1112
Epoch: 8/20... Training loss: 0.1111
Epoch: 8/20... Training loss: 0.1064
Epoch: 8/20... Training loss: 0.1073
Epoch: 8/20... Training loss: 0.1108
Epoch: 8/20... Training loss: 0.1103
Epoch: 8/20... Training loss: 0.1081
Epoch: 8/20... Training loss: 0.1132
Epoch: 8/20... Training loss: 0.1116
Epoch: 8/20... Training loss: 0.1155
Epoch: 8/20... Training loss: 0.1048
Epoch: 8/20... Training loss: 0.1068
Epoch: 8/20... Training loss: 0.1046
Epoch: 8/20... Training loss: 0.1138
Epoch: 8/20... Training loss: 0.1103
Epoch: 8/20... Training loss: 0.1096
Epoch: 8/20... Training loss: 0.1115
Epoch: 8/20... Training loss: 0.1096
Epoch: 8/20... Training loss: 0.1107
Epoch: 8/20... Training loss: 0.1077
Epoch: 8/20... Training loss: 0.1115
Epoch: 8/20... Training loss: 0.1123
Epoch: 8/20... Training loss: 0.1098
Epoch: 8/20... Training loss: 0.1108
Epoch: 8/20... Training loss: 0.1098
Epoch: 8/20... Training loss: 0.1114
Epoch: 8/20... Training loss: 0.1120
Epoch: 8/20... Training loss: 0.1117
Epoch: 8/20... Training loss: 0.1116
Epoch: 8/20... Training loss: 0.1087
Epoch: 8/20... Training loss: 0.1100
Epoch: 8/20... Training loss: 0.1080
Epoch: 8/20... Training loss: 0.1096
Epoch: 8/20... Training loss: 0.1101
Epoch: 8/20... Training loss: 0.1098
Epoch: 8/20... Training loss: 0.1104
Epoch: 8/20... Training loss: 0.1124
Epoch: 8/20... Training loss: 0.1140
Epoch: 8/20... Training loss: 0.1061
Epoch: 8/20... Training loss: 0.1090
Epoch: 8/20... Training loss: 0.1125
Epoch: 8/20... Training loss: 0.1091
Epoch: 8/20... Training loss: 0.1110
Epoch: 8/20... Training loss: 0.1079
Epoch: 8/20... Training loss: 0.1117
Epoch: 8/20... Training loss: 0.1123
Epoch: 8/20... Training loss: 0.1143
Epoch: 8/20... Training loss: 0.1104
Epoch: 8/20... Training loss: 0.1131
Epoch: 8/20... Training loss: 0.1082
Epoch: 8/20... Training loss: 0.1095
Epoch: 8/20... Training loss: 0.1136
Epoch: 8/20... Training loss: 0.1102
Epoch: 8/20... Training loss: 0.1113
Epoch: 8/20... Training loss: 0.1080
Epoch: 8/20... Training loss: 0.1122
Epoch: 8/20... Training loss: 0.1105
Epoch: 8/20... Training loss: 0.1086
Epoch: 8/20... Training loss: 0.1100
Epoch: 8/20... Training loss: 0.1109
Epoch: 8/20... Training loss: 0.1131
Epoch: 8/20... Training loss: 0.1090
Epoch: 8/20... Training loss: 0.1127
Epoch: 8/20... Training loss: 0.1111
Epoch: 8/20... Training loss: 0.1149
Epoch: 8/20... Training loss: 0.1148
Epoch: 8/20... Training loss: 0.1139
Epoch: 8/20... Training loss: 0.1120
Epoch: 8/20... Training loss: 0.1132
Epoch: 8/20... Training loss: 0.1110
Epoch: 8/20... Training loss: 0.1093
Epoch: 8/20... Training loss: 0.1098
Epoch: 8/20... Training loss: 0.1084
Epoch: 8/20... Training loss: 0.1125
Epoch: 8/20... Training loss: 0.1095
Epoch: 8/20... Training loss: 0.1089
Epoch: 8/20... Training loss: 0.1124
Epoch: 8/20... Training loss: 0.1126
Epoch: 8/20... Training loss: 0.1086
Epoch: 8/20... Training loss: 0.1130
Epoch: 8/20... Training loss: 0.1086
Epoch: 8/20... Training loss: 0.1149
Epoch: 8/20... Training loss: 0.1114
Epoch: 8/20... Training loss: 0.1084
Epoch: 8/20... Training loss: 0.1063
Epoch: 8/20... Training loss: 0.1144
Epoch: 8/20... Training loss: 0.1083
Epoch: 8/20... Training loss: 0.1112
Epoch: 8/20... Training loss: 0.1113
Epoch: 8/20... Training loss: 0.1092
Epoch: 8/20... Training loss: 0.1075
Epoch: 8/20... Training loss: 0.1104
Epoch: 8/20... Training loss: 0.1034
Epoch: 8/20... Training loss: 0.1112
Epoch: 8/20... Training loss: 0.1108
Epoch: 8/20... Training loss: 0.1107
Epoch: 8/20... Training loss: 0.1078
Epoch: 8/20... Training loss: 0.1122
Epoch: 8/20... Training loss: 0.1111
Epoch: 8/20... Training loss: 0.1071
Epoch: 8/20... Training loss: 0.1135
Epoch: 8/20... Training loss: 0.1134
Epoch: 8/20... Training loss: 0.1091
Epoch: 8/20... Training loss: 0.1070
Epoch: 8/20... Training loss: 0.1102
Epoch: 8/20... Training loss: 0.1066
Epoch: 8/20... Training loss: 0.1083
Epoch: 8/20... Training loss: 0.1116
Epoch: 8/20... Training loss: 0.1062
Epoch: 8/20... Training loss: 0.1090
Epoch: 8/20... Training loss: 0.1117
Epoch: 8/20... Training loss: 0.1076
Epoch: 8/20... Training loss: 0.1091
Epoch: 8/20... Training loss: 0.1160
Epoch: 8/20... Training loss: 0.1082
Epoch: 8/20... Training loss: 0.1123
Epoch: 8/20... Training loss: 0.1086
Epoch: 8/20... Training loss: 0.1116
Epoch: 8/20... Training loss: 0.1094
Epoch: 8/20... Training loss: 0.1125
Epoch: 8/20... Training loss: 0.1109
Epoch: 8/20... Training loss: 0.1114
Epoch: 8/20... Training loss: 0.1117
Epoch: 8/20... Training loss: 0.1092
Epoch: 8/20... Training loss: 0.1049
Epoch: 8/20... Training loss: 0.1122
Epoch: 8/20... Training loss: 0.1094
Epoch: 8/20... Training loss: 0.1087
Epoch: 8/20... Training loss: 0.1118
Epoch: 8/20... Training loss: 0.1045
Epoch: 8/20... Training loss: 0.1112
Epoch: 8/20... Training loss: 0.1127
Epoch: 8/20... Training loss: 0.1103
Epoch: 8/20... Training loss: 0.1086
Epoch: 8/20... Training loss: 0.1084
Epoch: 8/20... Training loss: 0.1071
Epoch: 8/20... Training loss: 0.1089
Epoch: 8/20... Training loss: 0.1126
Epoch: 8/20... Training loss: 0.1088
Epoch: 8/20... Training loss: 0.1106
Epoch: 8/20... Training loss: 0.1060
Epoch: 8/20... Training loss: 0.1108
Epoch: 8/20... Training loss: 0.1172
Epoch: 8/20... Training loss: 0.1100
Epoch: 8/20... Training loss: 0.1065
Epoch: 8/20... Training loss: 0.1106
Epoch: 8/20... Training loss: 0.1125
Epoch: 8/20... Training loss: 0.1120
Epoch: 8/20... Training loss: 0.1052
Epoch: 8/20... Training loss: 0.1115
Epoch: 8/20... Training loss: 0.1095
Epoch: 8/20... Training loss: 0.1138
Epoch: 8/20... Training loss: 0.1091
Epoch: 8/20... Training loss: 0.1086
Epoch: 8/20... Training loss: 0.1076
Epoch: 8/20... Training loss: 0.1096
Epoch: 8/20... Training loss: 0.1117
Epoch: 8/20... Training loss: 0.1107
Epoch: 8/20... Training loss: 0.1123
Epoch: 8/20... Training loss: 0.1113
Epoch: 8/20... Training loss: 0.1084
Epoch: 8/20... Training loss: 0.1080
Epoch: 8/20... Training loss: 0.1102
Epoch: 8/20... Training loss: 0.1130
Epoch: 8/20... Training loss: 0.1056
Epoch: 8/20... Training loss: 0.1103
Epoch: 8/20... Training loss: 0.1040
Epoch: 8/20... Training loss: 0.1106
Epoch: 8/20... Training loss: 0.1077
Epoch: 8/20... Training loss: 0.1143
Epoch: 8/20... Training loss: 0.1114
Epoch: 8/20... Training loss: 0.1075
Epoch: 8/20... Training loss: 0.1077
Epoch: 8/20... Training loss: 0.1103
Epoch: 8/20... Training loss: 0.1067
Epoch: 8/20... Training loss: 0.1087
Epoch: 8/20... Training loss: 0.1129
Epoch: 8/20... Training loss: 0.1137
Epoch: 8/20... Training loss: 0.1085
Epoch: 8/20... Training loss: 0.1052
Epoch: 8/20... Training loss: 0.1119
Epoch: 8/20... Training loss: 0.1136
Epoch: 8/20... Training loss: 0.1143
Epoch: 8/20... Training loss: 0.1094
Epoch: 8/20... Training loss: 0.1127
Epoch: 8/20... Training loss: 0.1118
Epoch: 8/20... Training loss: 0.1062
Epoch: 8/20... Training loss: 0.1084
Epoch: 8/20... Training loss: 0.1140
Epoch: 8/20... Training loss: 0.1104
Epoch: 8/20... Training loss: 0.1083
Epoch: 8/20... Training loss: 0.1101
Epoch: 8/20... Training loss: 0.1098
Epoch: 8/20... Training loss: 0.1088
Epoch: 8/20... Training loss: 0.1108
Epoch: 8/20... Training loss: 0.1054
Epoch: 8/20... Training loss: 0.1058
Epoch: 8/20... Training loss: 0.1106
Epoch: 8/20... Training loss: 0.1070
Epoch: 8/20... Training loss: 0.1110
Epoch: 8/20... Training loss: 0.1084
Epoch: 8/20... Training loss: 0.1129
Epoch: 8/20... Training loss: 0.1094
Epoch: 8/20... Training loss: 0.1122
Epoch: 8/20... Training loss: 0.1109
Epoch: 8/20... Training loss: 0.1122
Epoch: 8/20... Training loss: 0.1066
Epoch: 8/20... Training loss: 0.1115
Epoch: 8/20... Training loss: 0.1082
Epoch: 8/20... Training loss: 0.1101
Epoch: 8/20... Training loss: 0.1100
Epoch: 8/20... Training loss: 0.1079
Epoch: 8/20... Training loss: 0.1114
Epoch: 8/20... Training loss: 0.1095
Epoch: 8/20... Training loss: 0.1075
Epoch: 8/20... Training loss: 0.1138
Epoch: 8/20... Training loss: 0.1092
Epoch: 8/20... Training loss: 0.1075
Epoch: 8/20... Training loss: 0.1097
Epoch: 8/20... Training loss: 0.1137
Epoch: 8/20... Training loss: 0.1123
Epoch: 8/20... Training loss: 0.1096
Epoch: 8/20... Training loss: 0.1118
Epoch: 8/20... Training loss: 0.1135
Epoch: 8/20... Training loss: 0.1080
Epoch: 8/20... Training loss: 0.1110
Epoch: 8/20... Training loss: 0.1073
Epoch: 8/20... Training loss: 0.1128
Epoch: 8/20... Training loss: 0.1085
Epoch: 8/20... Training loss: 0.1126
Epoch: 8/20... Training loss: 0.1162
Epoch: 8/20... Training loss: 0.1078
Epoch: 8/20... Training loss: 0.1070
Epoch: 8/20... Training loss: 0.1099
Epoch: 8/20... Training loss: 0.1132
Epoch: 8/20... Training loss: 0.1059
Epoch: 9/20... Training loss: 0.1071
Epoch: 9/20... Training loss: 0.1081
Epoch: 9/20... Training loss: 0.1101
Epoch: 9/20... Training loss: 0.1089
Epoch: 9/20... Training loss: 0.1077
Epoch: 9/20... Training loss: 0.1095
Epoch: 9/20... Training loss: 0.1099
Epoch: 9/20... Training loss: 0.1076
Epoch: 9/20... Training loss: 0.1101
Epoch: 9/20... Training loss: 0.1080
Epoch: 9/20... Training loss: 0.1118
Epoch: 9/20... Training loss: 0.1073
Epoch: 9/20... Training loss: 0.1063
Epoch: 9/20... Training loss: 0.1096
Epoch: 9/20... Training loss: 0.1042
Epoch: 9/20... Training loss: 0.1069
Epoch: 9/20... Training loss: 0.1109
Epoch: 9/20... Training loss: 0.1082
Epoch: 9/20... Training loss: 0.1084
Epoch: 9/20... Training loss: 0.1079
Epoch: 9/20... Training loss: 0.1082
Epoch: 9/20... Training loss: 0.1094
Epoch: 9/20... Training loss: 0.1071
Epoch: 9/20... Training loss: 0.1059
Epoch: 9/20... Training loss: 0.1105
Epoch: 9/20... Training loss: 0.1136
Epoch: 9/20... Training loss: 0.1101
Epoch: 9/20... Training loss: 0.1050
Epoch: 9/20... Training loss: 0.1143
Epoch: 9/20... Training loss: 0.1067
Epoch: 9/20... Training loss: 0.1111
Epoch: 9/20... Training loss: 0.1091
Epoch: 9/20... Training loss: 0.1098
Epoch: 9/20... Training loss: 0.1114
Epoch: 9/20... Training loss: 0.1109
Epoch: 9/20... Training loss: 0.1090
Epoch: 9/20... Training loss: 0.1115
Epoch: 9/20... Training loss: 0.1056
Epoch: 9/20... Training loss: 0.1093
Epoch: 9/20... Training loss: 0.1048
Epoch: 9/20... Training loss: 0.1100
Epoch: 9/20... Training loss: 0.1114
Epoch: 9/20... Training loss: 0.1091
Epoch: 9/20... Training loss: 0.1083
Epoch: 9/20... Training loss: 0.1139
Epoch: 9/20... Training loss: 0.1120
Epoch: 9/20... Training loss: 0.1108
Epoch: 9/20... Training loss: 0.1086
Epoch: 9/20... Training loss: 0.1074
Epoch: 9/20... Training loss: 0.1073
Epoch: 9/20... Training loss: 0.1080
Epoch: 9/20... Training loss: 0.1070
Epoch: 9/20... Training loss: 0.1082
Epoch: 9/20... Training loss: 0.1137
Epoch: 9/20... Training loss: 0.1097
Epoch: 9/20... Training loss: 0.1092
Epoch: 9/20... Training loss: 0.1119
Epoch: 9/20... Training loss: 0.1085
Epoch: 9/20... Training loss: 0.1070
Epoch: 9/20... Training loss: 0.1083
Epoch: 9/20... Training loss: 0.1113
Epoch: 9/20... Training loss: 0.1037
Epoch: 9/20... Training loss: 0.1047
Epoch: 9/20... Training loss: 0.1103
Epoch: 9/20... Training loss: 0.1052
Epoch: 9/20... Training loss: 0.1111
Epoch: 9/20... Training loss: 0.1062
Epoch: 9/20... Training loss: 0.1083
Epoch: 9/20... Training loss: 0.1107
Epoch: 9/20... Training loss: 0.1093
Epoch: 9/20... Training loss: 0.1106
Epoch: 9/20... Training loss: 0.1077
Epoch: 9/20... Training loss: 0.1074
Epoch: 9/20... Training loss: 0.1067
Epoch: 9/20... Training loss: 0.1116
Epoch: 9/20... Training loss: 0.1097
Epoch: 9/20... Training loss: 0.1071
Epoch: 9/20... Training loss: 0.1078
Epoch: 9/20... Training loss: 0.1085
Epoch: 9/20... Training loss: 0.1090
Epoch: 9/20... Training loss: 0.1099
Epoch: 9/20... Training loss: 0.1069
Epoch: 9/20... Training loss: 0.1115
Epoch: 9/20... Training loss: 0.1089
Epoch: 9/20... Training loss: 0.1103
Epoch: 9/20... Training loss: 0.1114
Epoch: 9/20... Training loss: 0.1063
Epoch: 9/20... Training loss: 0.1089
Epoch: 9/20... Training loss: 0.1089
Epoch: 9/20... Training loss: 0.1048
Epoch: 9/20... Training loss: 0.1112
Epoch: 9/20... Training loss: 0.1086
Epoch: 9/20... Training loss: 0.1076
Epoch: 9/20... Training loss: 0.1112
Epoch: 9/20... Training loss: 0.1124
Epoch: 9/20... Training loss: 0.1095
Epoch: 9/20... Training loss: 0.1120
Epoch: 9/20... Training loss: 0.1124
Epoch: 9/20... Training loss: 0.1128
Epoch: 9/20... Training loss: 0.1073
Epoch: 9/20... Training loss: 0.1109
Epoch: 9/20... Training loss: 0.1111
Epoch: 9/20... Training loss: 0.1085
Epoch: 9/20... Training loss: 0.1085
Epoch: 9/20... Training loss: 0.1121
Epoch: 9/20... Training loss: 0.1094
Epoch: 9/20... Training loss: 0.1083
Epoch: 9/20... Training loss: 0.1082
Epoch: 9/20... Training loss: 0.1112
Epoch: 9/20... Training loss: 0.1098
Epoch: 9/20... Training loss: 0.1106
Epoch: 9/20... Training loss: 0.1100
Epoch: 9/20... Training loss: 0.1089
Epoch: 9/20... Training loss: 0.1127
Epoch: 9/20... Training loss: 0.1044
Epoch: 9/20... Training loss: 0.1070
Epoch: 9/20... Training loss: 0.1089
Epoch: 9/20... Training loss: 0.1101
Epoch: 9/20... Training loss: 0.1072
Epoch: 9/20... Training loss: 0.1120
Epoch: 9/20... Training loss: 0.1064
Epoch: 9/20... Training loss: 0.1083
Epoch: 9/20... Training loss: 0.1081
Epoch: 9/20... Training loss: 0.1088
Epoch: 9/20... Training loss: 0.1106
Epoch: 9/20... Training loss: 0.1030
Epoch: 9/20... Training loss: 0.1096
Epoch: 9/20... Training loss: 0.1104
Epoch: 9/20... Training loss: 0.1092
Epoch: 9/20... Training loss: 0.1117
Epoch: 9/20... Training loss: 0.1070
Epoch: 9/20... Training loss: 0.1109
Epoch: 9/20... Training loss: 0.1078
Epoch: 9/20... Training loss: 0.1100
Epoch: 9/20... Training loss: 0.1122
Epoch: 9/20... Training loss: 0.1080
Epoch: 9/20... Training loss: 0.1101
Epoch: 9/20... Training loss: 0.1076
Epoch: 9/20... Training loss: 0.1085
Epoch: 9/20... Training loss: 0.1063
Epoch: 9/20... Training loss: 0.1116
Epoch: 9/20... Training loss: 0.1109
Epoch: 9/20... Training loss: 0.1091
Epoch: 9/20... Training loss: 0.1094
Epoch: 9/20... Training loss: 0.1108
Epoch: 9/20... Training loss: 0.1107
Epoch: 9/20... Training loss: 0.1122
Epoch: 9/20... Training loss: 0.1105
Epoch: 9/20... Training loss: 0.1122
Epoch: 9/20... Training loss: 0.1076
Epoch: 9/20... Training loss: 0.1097
Epoch: 9/20... Training loss: 0.1070
Epoch: 9/20... Training loss: 0.1120
Epoch: 9/20... Training loss: 0.1074
Epoch: 9/20... Training loss: 0.1084
Epoch: 9/20... Training loss: 0.1086
Epoch: 9/20... Training loss: 0.1110
Epoch: 9/20... Training loss: 0.1060
Epoch: 9/20... Training loss: 0.1082
Epoch: 9/20... Training loss: 0.1078
Epoch: 9/20... Training loss: 0.1069
Epoch: 9/20... Training loss: 0.1100
Epoch: 9/20... Training loss: 0.1102
Epoch: 9/20... Training loss: 0.1103
Epoch: 9/20... Training loss: 0.1113
Epoch: 9/20... Training loss: 0.1086
Epoch: 9/20... Training loss: 0.1129
Epoch: 9/20... Training loss: 0.1074
Epoch: 9/20... Training loss: 0.1094
Epoch: 9/20... Training loss: 0.1050
Epoch: 9/20... Training loss: 0.1127
Epoch: 9/20... Training loss: 0.1079
Epoch: 9/20... Training loss: 0.1096
Epoch: 9/20... Training loss: 0.1110
Epoch: 9/20... Training loss: 0.1094
Epoch: 9/20... Training loss: 0.1111
Epoch: 9/20... Training loss: 0.1094
Epoch: 9/20... Training loss: 0.1087
Epoch: 9/20... Training loss: 0.1103
Epoch: 9/20... Training loss: 0.1108
Epoch: 9/20... Training loss: 0.1117
Epoch: 9/20... Training loss: 0.1106
Epoch: 9/20... Training loss: 0.1122
Epoch: 9/20... Training loss: 0.1086
Epoch: 9/20... Training loss: 0.1101
Epoch: 9/20... Training loss: 0.1147
Epoch: 9/20... Training loss: 0.1087
Epoch: 9/20... Training loss: 0.1116
Epoch: 9/20... Training loss: 0.1115
Epoch: 9/20... Training loss: 0.1106
Epoch: 9/20... Training loss: 0.1074
Epoch: 9/20... Training loss: 0.1095
Epoch: 9/20... Training loss: 0.1096
Epoch: 9/20... Training loss: 0.1117
Epoch: 9/20... Training loss: 0.1048
Epoch: 9/20... Training loss: 0.1110
Epoch: 9/20... Training loss: 0.1087
Epoch: 9/20... Training loss: 0.1064
Epoch: 9/20... Training loss: 0.1093
Epoch: 9/20... Training loss: 0.1032
Epoch: 9/20... Training loss: 0.1089
Epoch: 9/20... Training loss: 0.1077
Epoch: 9/20... Training loss: 0.1078
Epoch: 9/20... Training loss: 0.1052
Epoch: 9/20... Training loss: 0.1118
Epoch: 9/20... Training loss: 0.1118
Epoch: 9/20... Training loss: 0.1081
Epoch: 9/20... Training loss: 0.1086
Epoch: 9/20... Training loss: 0.1046
Epoch: 9/20... Training loss: 0.1130
Epoch: 9/20... Training loss: 0.1080
Epoch: 9/20... Training loss: 0.1103
Epoch: 9/20... Training loss: 0.1085
Epoch: 9/20... Training loss: 0.1099
Epoch: 9/20... Training loss: 0.1105
Epoch: 9/20... Training loss: 0.1068
Epoch: 9/20... Training loss: 0.1126
Epoch: 9/20... Training loss: 0.1099
Epoch: 9/20... Training loss: 0.1092
Epoch: 9/20... Training loss: 0.1080
Epoch: 9/20... Training loss: 0.1035
Epoch: 9/20... Training loss: 0.1074
Epoch: 9/20... Training loss: 0.1050
Epoch: 9/20... Training loss: 0.1093
Epoch: 9/20... Training loss: 0.1111
Epoch: 9/20... Training loss: 0.1109
Epoch: 9/20... Training loss: 0.1090
Epoch: 9/20... Training loss: 0.1121
Epoch: 9/20... Training loss: 0.1057
Epoch: 9/20... Training loss: 0.1084
Epoch: 9/20... Training loss: 0.1092
Epoch: 9/20... Training loss: 0.1055
Epoch: 9/20... Training loss: 0.1105
Epoch: 9/20... Training loss: 0.1094
Epoch: 9/20... Training loss: 0.1114
Epoch: 9/20... Training loss: 0.1096
Epoch: 9/20... Training loss: 0.1087
Epoch: 9/20... Training loss: 0.1119
Epoch: 9/20... Training loss: 0.1106
Epoch: 9/20... Training loss: 0.1065
Epoch: 9/20... Training loss: 0.1098
Epoch: 9/20... Training loss: 0.1105
Epoch: 9/20... Training loss: 0.1051
Epoch: 9/20... Training loss: 0.1076
Epoch: 9/20... Training loss: 0.1073
Epoch: 9/20... Training loss: 0.1067
Epoch: 9/20... Training loss: 0.1089
Epoch: 9/20... Training loss: 0.1115
Epoch: 9/20... Training loss: 0.1097
Epoch: 9/20... Training loss: 0.1081
Epoch: 9/20... Training loss: 0.1096
Epoch: 9/20... Training loss: 0.1069
Epoch: 9/20... Training loss: 0.1045
Epoch: 9/20... Training loss: 0.1030
Epoch: 9/20... Training loss: 0.1101
Epoch: 9/20... Training loss: 0.1104
Epoch: 9/20... Training loss: 0.1059
Epoch: 9/20... Training loss: 0.1086
Epoch: 9/20... Training loss: 0.1079
Epoch: 9/20... Training loss: 0.1110
Epoch: 9/20... Training loss: 0.1103
Epoch: 9/20... Training loss: 0.1065
Epoch: 9/20... Training loss: 0.1056
Epoch: 9/20... Training loss: 0.1111
Epoch: 9/20... Training loss: 0.1067
Epoch: 9/20... Training loss: 0.1054
Epoch: 9/20... Training loss: 0.1084
Epoch: 9/20... Training loss: 0.1088
Epoch: 9/20... Training loss: 0.1091
Epoch: 9/20... Training loss: 0.1101
Epoch: 9/20... Training loss: 0.1064
Epoch: 9/20... Training loss: 0.1062
Epoch: 9/20... Training loss: 0.1111
Epoch: 9/20... Training loss: 0.1055
Epoch: 9/20... Training loss: 0.1091
Epoch: 9/20... Training loss: 0.1059
Epoch: 9/20... Training loss: 0.1048
Epoch: 9/20... Training loss: 0.1143
Epoch: 9/20... Training loss: 0.1136
Epoch: 9/20... Training loss: 0.1090
Epoch: 9/20... Training loss: 0.1053
Epoch: 9/20... Training loss: 0.1032
Epoch: 9/20... Training loss: 0.1080
Epoch: 9/20... Training loss: 0.1134
Epoch: 9/20... Training loss: 0.1087
Epoch: 9/20... Training loss: 0.1099
Epoch: 9/20... Training loss: 0.1054
Epoch: 9/20... Training loss: 0.1112
Epoch: 9/20... Training loss: 0.1071
Epoch: 9/20... Training loss: 0.1040
Epoch: 9/20... Training loss: 0.1116
Epoch: 9/20... Training loss: 0.1114
Epoch: 9/20... Training loss: 0.1067
Epoch: 9/20... Training loss: 0.1054
Epoch: 9/20... Training loss: 0.1083
Epoch: 9/20... Training loss: 0.1097
Epoch: 9/20... Training loss: 0.1094
Epoch: 9/20... Training loss: 0.1071
Epoch: 9/20... Training loss: 0.1130
Epoch: 9/20... Training loss: 0.1126
Epoch: 10/20... Training loss: 0.1069
Epoch: 10/20... Training loss: 0.1096
Epoch: 10/20... Training loss: 0.1095
Epoch: 10/20... Training loss: 0.1111
Epoch: 10/20... Training loss: 0.1073
Epoch: 10/20... Training loss: 0.1086
Epoch: 10/20... Training loss: 0.1121
Epoch: 10/20... Training loss: 0.1083
Epoch: 10/20... Training loss: 0.1089
Epoch: 10/20... Training loss: 0.1041
Epoch: 10/20... Training loss: 0.1048
Epoch: 10/20... Training loss: 0.1072
Epoch: 10/20... Training loss: 0.1068
Epoch: 10/20... Training loss: 0.1073
Epoch: 10/20... Training loss: 0.1089
Epoch: 10/20... Training loss: 0.1105
Epoch: 10/20... Training loss: 0.1067
Epoch: 10/20... Training loss: 0.1091
Epoch: 10/20... Training loss: 0.1050
Epoch: 10/20... Training loss: 0.1068
Epoch: 10/20... Training loss: 0.1149
Epoch: 10/20... Training loss: 0.1100
Epoch: 10/20... Training loss: 0.1031
Epoch: 10/20... Training loss: 0.1086
Epoch: 10/20... Training loss: 0.1082
Epoch: 10/20... Training loss: 0.1070
Epoch: 10/20... Training loss: 0.1104
Epoch: 10/20... Training loss: 0.1097
Epoch: 10/20... Training loss: 0.1067
Epoch: 10/20... Training loss: 0.1096
Epoch: 10/20... Training loss: 0.1092
Epoch: 10/20... Training loss: 0.1102
Epoch: 10/20... Training loss: 0.1098
Epoch: 10/20... Training loss: 0.1054
Epoch: 10/20... Training loss: 0.1104
Epoch: 10/20... Training loss: 0.1073
Epoch: 10/20... Training loss: 0.1071
Epoch: 10/20... Training loss: 0.1063
Epoch: 10/20... Training loss: 0.1104
Epoch: 10/20... Training loss: 0.1079
Epoch: 10/20... Training loss: 0.1075
Epoch: 10/20... Training loss: 0.1075
Epoch: 10/20... Training loss: 0.1125
Epoch: 10/20... Training loss: 0.1093
Epoch: 10/20... Training loss: 0.1059
Epoch: 10/20... Training loss: 0.1063
Epoch: 10/20... Training loss: 0.1133
Epoch: 10/20... Training loss: 0.1062
Epoch: 10/20... Training loss: 0.1079
Epoch: 10/20... Training loss: 0.1097
Epoch: 10/20... Training loss: 0.1024
Epoch: 10/20... Training loss: 0.1104
Epoch: 10/20... Training loss: 0.1092
Epoch: 10/20... Training loss: 0.1059
Epoch: 10/20... Training loss: 0.1063
Epoch: 10/20... Training loss: 0.1053
Epoch: 10/20... Training loss: 0.1117
Epoch: 10/20... Training loss: 0.1079
Epoch: 10/20... Training loss: 0.1047
Epoch: 10/20... Training loss: 0.1076
Epoch: 10/20... Training loss: 0.1065
Epoch: 10/20... Training loss: 0.1086
Epoch: 10/20... Training loss: 0.1079
Epoch: 10/20... Training loss: 0.1082
Epoch: 10/20... Training loss: 0.1081
Epoch: 10/20... Training loss: 0.1113
Epoch: 10/20... Training loss: 0.1038
Epoch: 10/20... Training loss: 0.1058
Epoch: 10/20... Training loss: 0.1130
Epoch: 10/20... Training loss: 0.1087
Epoch: 10/20... Training loss: 0.1125
Epoch: 10/20... Training loss: 0.1105
Epoch: 10/20... Training loss: 0.1093
Epoch: 10/20... Training loss: 0.1108
Epoch: 10/20... Training loss: 0.1051
Epoch: 10/20... Training loss: 0.1090
Epoch: 10/20... Training loss: 0.1105
Epoch: 10/20... Training loss: 0.1063
Epoch: 10/20... Training loss: 0.1120
Epoch: 10/20... Training loss: 0.1112
Epoch: 10/20... Training loss: 0.1072
Epoch: 10/20... Training loss: 0.1091
Epoch: 10/20... Training loss: 0.1056
Epoch: 10/20... Training loss: 0.1088
Epoch: 10/20... Training loss: 0.1101
Epoch: 10/20... Training loss: 0.1083
Epoch: 10/20... Training loss: 0.1085
Epoch: 10/20... Training loss: 0.1127
Epoch: 10/20... Training loss: 0.1098
Epoch: 10/20... Training loss: 0.1106
Epoch: 10/20... Training loss: 0.1039
Epoch: 10/20... Training loss: 0.1080
Epoch: 10/20... Training loss: 0.1060
Epoch: 10/20... Training loss: 0.1122
Epoch: 10/20... Training loss: 0.1040
Epoch: 10/20... Training loss: 0.1056
Epoch: 10/20... Training loss: 0.1101
Epoch: 10/20... Training loss: 0.1096
Epoch: 10/20... Training loss: 0.1060
Epoch: 10/20... Training loss: 0.1089
Epoch: 10/20... Training loss: 0.1036
Epoch: 10/20... Training loss: 0.1066
Epoch: 10/20... Training loss: 0.1059
Epoch: 10/20... Training loss: 0.1097
Epoch: 10/20... Training loss: 0.1090
Epoch: 10/20... Training loss: 0.1077
Epoch: 10/20... Training loss: 0.1077
Epoch: 10/20... Training loss: 0.1064
Epoch: 10/20... Training loss: 0.1081
Epoch: 10/20... Training loss: 0.1103
Epoch: 10/20... Training loss: 0.1083
Epoch: 10/20... Training loss: 0.1094
Epoch: 10/20... Training loss: 0.1056
Epoch: 10/20... Training loss: 0.1028
Epoch: 10/20... Training loss: 0.1081
Epoch: 10/20... Training loss: 0.1096
Epoch: 10/20... Training loss: 0.1114
Epoch: 10/20... Training loss: 0.1076
Epoch: 10/20... Training loss: 0.1112
Epoch: 10/20... Training loss: 0.1079
Epoch: 10/20... Training loss: 0.1083
Epoch: 10/20... Training loss: 0.1090
Epoch: 10/20... Training loss: 0.1076
Epoch: 10/20... Training loss: 0.1045
Epoch: 10/20... Training loss: 0.1073
Epoch: 10/20... Training loss: 0.1109
Epoch: 10/20... Training loss: 0.1116
Epoch: 10/20... Training loss: 0.1109
Epoch: 10/20... Training loss: 0.1069
Epoch: 10/20... Training loss: 0.1056
Epoch: 10/20... Training loss: 0.1045
Epoch: 10/20... Training loss: 0.1096
Epoch: 10/20... Training loss: 0.1064
Epoch: 10/20... Training loss: 0.1035
Epoch: 10/20... Training loss: 0.1049
Epoch: 10/20... Training loss: 0.1076
Epoch: 10/20... Training loss: 0.1101
Epoch: 10/20... Training loss: 0.1102
Epoch: 10/20... Training loss: 0.1037
Epoch: 10/20... Training loss: 0.1082
Epoch: 10/20... Training loss: 0.1040
Epoch: 10/20... Training loss: 0.1040
Epoch: 10/20... Training loss: 0.1061
Epoch: 10/20... Training loss: 0.1096
Epoch: 10/20... Training loss: 0.1069
Epoch: 10/20... Training loss: 0.1057
Epoch: 10/20... Training loss: 0.1059
Epoch: 10/20... Training loss: 0.1084
Epoch: 10/20... Training loss: 0.1046
Epoch: 10/20... Training loss: 0.1063
Epoch: 10/20... Training loss: 0.1108
Epoch: 10/20... Training loss: 0.1081
Epoch: 10/20... Training loss: 0.0987
Epoch: 10/20... Training loss: 0.1077
Epoch: 10/20... Training loss: 0.1051
Epoch: 10/20... Training loss: 0.1069
Epoch: 10/20... Training loss: 0.1107
Epoch: 10/20... Training loss: 0.1126
Epoch: 10/20... Training loss: 0.1073
Epoch: 10/20... Training loss: 0.1112
Epoch: 10/20... Training loss: 0.1063
Epoch: 10/20... Training loss: 0.1071
Epoch: 10/20... Training loss: 0.1059
Epoch: 10/20... Training loss: 0.1108
Epoch: 10/20... Training loss: 0.1091
Epoch: 10/20... Training loss: 0.1113
Epoch: 10/20... Training loss: 0.1090
Epoch: 10/20... Training loss: 0.1094
Epoch: 10/20... Training loss: 0.1074
Epoch: 10/20... Training loss: 0.1101
Epoch: 10/20... Training loss: 0.1092
Epoch: 10/20... Training loss: 0.1115
Epoch: 10/20... Training loss: 0.1096
Epoch: 10/20... Training loss: 0.1064
Epoch: 10/20... Training loss: 0.1055
Epoch: 10/20... Training loss: 0.1101
Epoch: 10/20... Training loss: 0.1096
Epoch: 10/20... Training loss: 0.1083
Epoch: 10/20... Training loss: 0.1079
Epoch: 10/20... Training loss: 0.1106
Epoch: 10/20... Training loss: 0.1057
Epoch: 10/20... Training loss: 0.1065
Epoch: 10/20... Training loss: 0.1076
Epoch: 10/20... Training loss: 0.1066
Epoch: 10/20... Training loss: 0.1073
Epoch: 10/20... Training loss: 0.1082
Epoch: 10/20... Training loss: 0.1102
Epoch: 10/20... Training loss: 0.1041
Epoch: 10/20... Training loss: 0.1066
Epoch: 10/20... Training loss: 0.1069
Epoch: 10/20... Training loss: 0.1037
Epoch: 10/20... Training loss: 0.1033
Epoch: 10/20... Training loss: 0.1026
Epoch: 10/20... Training loss: 0.1060
Epoch: 10/20... Training loss: 0.1065
Epoch: 10/20... Training loss: 0.1096
Epoch: 10/20... Training loss: 0.1055
Epoch: 10/20... Training loss: 0.1067
Epoch: 10/20... Training loss: 0.1052
Epoch: 10/20... Training loss: 0.1100
Epoch: 10/20... Training loss: 0.1079
Epoch: 10/20... Training loss: 0.1135
Epoch: 10/20... Training loss: 0.1083
Epoch: 10/20... Training loss: 0.1074
Epoch: 10/20... Training loss: 0.1062
Epoch: 10/20... Training loss: 0.1090
Epoch: 10/20... Training loss: 0.1030
Epoch: 10/20... Training loss: 0.1085
Epoch: 10/20... Training loss: 0.1087
Epoch: 10/20... Training loss: 0.1129
Epoch: 10/20... Training loss: 0.1097
Epoch: 10/20... Training loss: 0.1059
Epoch: 10/20... Training loss: 0.1058
Epoch: 10/20... Training loss: 0.1072
Epoch: 10/20... Training loss: 0.1107
Epoch: 10/20... Training loss: 0.1089
Epoch: 10/20... Training loss: 0.1036
Epoch: 10/20... Training loss: 0.1051
Epoch: 10/20... Training loss: 0.1092
Epoch: 10/20... Training loss: 0.1113
Epoch: 10/20... Training loss: 0.1068
Epoch: 10/20... Training loss: 0.1100
Epoch: 10/20... Training loss: 0.1071
Epoch: 10/20... Training loss: 0.1081
Epoch: 10/20... Training loss: 0.1059
Epoch: 10/20... Training loss: 0.1114
Epoch: 10/20... Training loss: 0.1087
Epoch: 10/20... Training loss: 0.1090
Epoch: 10/20... Training loss: 0.1083
Epoch: 10/20... Training loss: 0.1101
Epoch: 10/20... Training loss: 0.1085
Epoch: 10/20... Training loss: 0.1059
Epoch: 10/20... Training loss: 0.1039
Epoch: 10/20... Training loss: 0.1089
Epoch: 10/20... Training loss: 0.1075
Epoch: 10/20... Training loss: 0.1068
Epoch: 10/20... Training loss: 0.1055
Epoch: 10/20... Training loss: 0.1074
Epoch: 10/20... Training loss: 0.1069
Epoch: 10/20... Training loss: 0.1076
Epoch: 10/20... Training loss: 0.1060
Epoch: 10/20... Training loss: 0.1084
Epoch: 10/20... Training loss: 0.1074
Epoch: 10/20... Training loss: 0.1042
Epoch: 10/20... Training loss: 0.1093
Epoch: 10/20... Training loss: 0.1097
Epoch: 10/20... Training loss: 0.1079
Epoch: 10/20... Training loss: 0.1039
Epoch: 10/20... Training loss: 0.1116
Epoch: 10/20... Training loss: 0.1110
Epoch: 10/20... Training loss: 0.1066
Epoch: 10/20... Training loss: 0.1093
Epoch: 10/20... Training loss: 0.1088
Epoch: 10/20... Training loss: 0.1048
Epoch: 10/20... Training loss: 0.1070
Epoch: 10/20... Training loss: 0.1092
Epoch: 10/20... Training loss: 0.1065
Epoch: 10/20... Training loss: 0.1011
Epoch: 10/20... Training loss: 0.1040
Epoch: 10/20... Training loss: 0.1089
Epoch: 10/20... Training loss: 0.1082
Epoch: 10/20... Training loss: 0.1052
Epoch: 10/20... Training loss: 0.1070
Epoch: 10/20... Training loss: 0.1080
Epoch: 10/20... Training loss: 0.1093
Epoch: 10/20... Training loss: 0.1092
Epoch: 10/20... Training loss: 0.1073
Epoch: 10/20... Training loss: 0.1107
Epoch: 10/20... Training loss: 0.1070
Epoch: 10/20... Training loss: 0.1066
Epoch: 10/20... Training loss: 0.1099
Epoch: 10/20... Training loss: 0.1063
Epoch: 10/20... Training loss: 0.1104
Epoch: 10/20... Training loss: 0.1069
Epoch: 10/20... Training loss: 0.1066
Epoch: 10/20... Training loss: 0.1029
Epoch: 10/20... Training loss: 0.1106
Epoch: 10/20... Training loss: 0.1097
Epoch: 10/20... Training loss: 0.1038
Epoch: 10/20... Training loss: 0.1073
Epoch: 10/20... Training loss: 0.1045
Epoch: 10/20... Training loss: 0.1101
Epoch: 10/20... Training loss: 0.1068
Epoch: 10/20... Training loss: 0.1086
Epoch: 10/20... Training loss: 0.1086
Epoch: 10/20... Training loss: 0.1134
Epoch: 10/20... Training loss: 0.1113
Epoch: 10/20... Training loss: 0.1057
Epoch: 10/20... Training loss: 0.1118
Epoch: 10/20... Training loss: 0.1093
Epoch: 10/20... Training loss: 0.1077
Epoch: 10/20... Training loss: 0.1061
Epoch: 10/20... Training loss: 0.1075
Epoch: 10/20... Training loss: 0.1076
Epoch: 10/20... Training loss: 0.1031
Epoch: 10/20... Training loss: 0.1071
Epoch: 10/20... Training loss: 0.1044
Epoch: 10/20... Training loss: 0.1097
Epoch: 10/20... Training loss: 0.1047
Epoch: 10/20... Training loss: 0.1091
Epoch: 11/20... Training loss: 0.1057
Epoch: 11/20... Training loss: 0.1038
Epoch: 11/20... Training loss: 0.1071
Epoch: 11/20... Training loss: 0.1045
Epoch: 11/20... Training loss: 0.1085
Epoch: 11/20... Training loss: 0.1076
Epoch: 11/20... Training loss: 0.1047
Epoch: 11/20... Training loss: 0.1069
Epoch: 11/20... Training loss: 0.1097
Epoch: 11/20... Training loss: 0.1064
Epoch: 11/20... Training loss: 0.1062
Epoch: 11/20... Training loss: 0.1091
Epoch: 11/20... Training loss: 0.1089
Epoch: 11/20... Training loss: 0.1066
Epoch: 11/20... Training loss: 0.1082
Epoch: 11/20... Training loss: 0.1053
Epoch: 11/20... Training loss: 0.1098
Epoch: 11/20... Training loss: 0.1082
Epoch: 11/20... Training loss: 0.1008
Epoch: 11/20... Training loss: 0.1075
Epoch: 11/20... Training loss: 0.1075
Epoch: 11/20... Training loss: 0.1108
Epoch: 11/20... Training loss: 0.1084
Epoch: 11/20... Training loss: 0.1088
Epoch: 11/20... Training loss: 0.1052
Epoch: 11/20... Training loss: 0.1105
Epoch: 11/20... Training loss: 0.1109
Epoch: 11/20... Training loss: 0.1059
Epoch: 11/20... Training loss: 0.1093
Epoch: 11/20... Training loss: 0.1072
Epoch: 11/20... Training loss: 0.1081
Epoch: 11/20... Training loss: 0.1090
Epoch: 11/20... Training loss: 0.1091
Epoch: 11/20... Training loss: 0.1072
Epoch: 11/20... Training loss: 0.1055
Epoch: 11/20... Training loss: 0.1084
Epoch: 11/20... Training loss: 0.1046
Epoch: 11/20... Training loss: 0.1079
Epoch: 11/20... Training loss: 0.1066
Epoch: 11/20... Training loss: 0.1059
Epoch: 11/20... Training loss: 0.1109
Epoch: 11/20... Training loss: 0.1072
Epoch: 11/20... Training loss: 0.1069
Epoch: 11/20... Training loss: 0.1090
Epoch: 11/20... Training loss: 0.1110
Epoch: 11/20... Training loss: 0.1108
Epoch: 11/20... Training loss: 0.1098
Epoch: 11/20... Training loss: 0.1025
Epoch: 11/20... Training loss: 0.1080
Epoch: 11/20... Training loss: 0.1051
Epoch: 11/20... Training loss: 0.1086
Epoch: 11/20... Training loss: 0.1077
Epoch: 11/20... Training loss: 0.1063
Epoch: 11/20... Training loss: 0.1097
Epoch: 11/20... Training loss: 0.1084
Epoch: 11/20... Training loss: 0.1067
Epoch: 11/20... Training loss: 0.1052
Epoch: 11/20... Training loss: 0.1063
Epoch: 11/20... Training loss: 0.1092
Epoch: 11/20... Training loss: 0.1093
Epoch: 11/20... Training loss: 0.1109
Epoch: 11/20... Training loss: 0.1100
Epoch: 11/20... Training loss: 0.1073
Epoch: 11/20... Training loss: 0.1011
Epoch: 11/20... Training loss: 0.1072
Epoch: 11/20... Training loss: 0.1098
Epoch: 11/20... Training loss: 0.1076
Epoch: 11/20... Training loss: 0.1048
Epoch: 11/20... Training loss: 0.1086
Epoch: 11/20... Training loss: 0.1072
Epoch: 11/20... Training loss: 0.1081
Epoch: 11/20... Training loss: 0.1050
Epoch: 11/20... Training loss: 0.1060
Epoch: 11/20... Training loss: 0.1082
Epoch: 11/20... Training loss: 0.1050
Epoch: 11/20... Training loss: 0.1027
Epoch: 11/20... Training loss: 0.1075
Epoch: 11/20... Training loss: 0.1031
Epoch: 11/20... Training loss: 0.1084
Epoch: 11/20... Training loss: 0.1111
Epoch: 11/20... Training loss: 0.1106
Epoch: 11/20... Training loss: 0.1088
Epoch: 11/20... Training loss: 0.1080
Epoch: 11/20... Training loss: 0.1075
Epoch: 11/20... Training loss: 0.1086
Epoch: 11/20... Training loss: 0.1091
Epoch: 11/20... Training loss: 0.1042
Epoch: 11/20... Training loss: 0.1053
Epoch: 11/20... Training loss: 0.1085
Epoch: 11/20... Training loss: 0.1045
Epoch: 11/20... Training loss: 0.1069
Epoch: 11/20... Training loss: 0.1077
Epoch: 11/20... Training loss: 0.1069
Epoch: 11/20... Training loss: 0.1038
Epoch: 11/20... Training loss: 0.1104
Epoch: 11/20... Training loss: 0.1081
Epoch: 11/20... Training loss: 0.1085
Epoch: 11/20... Training loss: 0.1067
Epoch: 11/20... Training loss: 0.1046
Epoch: 11/20... Training loss: 0.1073
Epoch: 11/20... Training loss: 0.1066
Epoch: 11/20... Training loss: 0.1059
Epoch: 11/20... Training loss: 0.1136
Epoch: 11/20... Training loss: 0.1083
Epoch: 11/20... Training loss: 0.1045
Epoch: 11/20... Training loss: 0.1068
Epoch: 11/20... Training loss: 0.1037
Epoch: 11/20... Training loss: 0.1086
Epoch: 11/20... Training loss: 0.1091
Epoch: 11/20... Training loss: 0.1024
Epoch: 11/20... Training loss: 0.1051
Epoch: 11/20... Training loss: 0.1081
Epoch: 11/20... Training loss: 0.1070
Epoch: 11/20... Training loss: 0.1115
Epoch: 11/20... Training loss: 0.1088
Epoch: 11/20... Training loss: 0.1058
Epoch: 11/20... Training loss: 0.1069
Epoch: 11/20... Training loss: 0.1098
Epoch: 11/20... Training loss: 0.1097
Epoch: 11/20... Training loss: 0.1049
Epoch: 11/20... Training loss: 0.1063
Epoch: 11/20... Training loss: 0.1121
Epoch: 11/20... Training loss: 0.1056
Epoch: 11/20... Training loss: 0.1098
Epoch: 11/20... Training loss: 0.1087
Epoch: 11/20... Training loss: 0.1075
Epoch: 11/20... Training loss: 0.1047
Epoch: 11/20... Training loss: 0.1062
Epoch: 11/20... Training loss: 0.1107
Epoch: 11/20... Training loss: 0.1073
Epoch: 11/20... Training loss: 0.1054
Epoch: 11/20... Training loss: 0.1045
Epoch: 11/20... Training loss: 0.1077
Epoch: 11/20... Training loss: 0.1064
Epoch: 11/20... Training loss: 0.1041
Epoch: 11/20... Training loss: 0.1032
Epoch: 11/20... Training loss: 0.1073
Epoch: 11/20... Training loss: 0.1095
Epoch: 11/20... Training loss: 0.1095
Epoch: 11/20... Training loss: 0.1102
Epoch: 11/20... Training loss: 0.1062
Epoch: 11/20... Training loss: 0.1066
Epoch: 11/20... Training loss: 0.1041
Epoch: 11/20... Training loss: 0.1059
Epoch: 11/20... Training loss: 0.1127
Epoch: 11/20... Training loss: 0.1050
Epoch: 11/20... Training loss: 0.1095
Epoch: 11/20... Training loss: 0.1049
Epoch: 11/20... Training loss: 0.1054
Epoch: 11/20... Training loss: 0.1077
Epoch: 11/20... Training loss: 0.1050
Epoch: 11/20... Training loss: 0.1052
Epoch: 11/20... Training loss: 0.1136
Epoch: 11/20... Training loss: 0.1073
Epoch: 11/20... Training loss: 0.1061
Epoch: 11/20... Training loss: 0.1075
Epoch: 11/20... Training loss: 0.1113
Epoch: 11/20... Training loss: 0.1127
Epoch: 11/20... Training loss: 0.1035
Epoch: 11/20... Training loss: 0.1082
Epoch: 11/20... Training loss: 0.1072
Epoch: 11/20... Training loss: 0.1048
Epoch: 11/20... Training loss: 0.1091
Epoch: 11/20... Training loss: 0.1061
Epoch: 11/20... Training loss: 0.1137
Epoch: 11/20... Training loss: 0.1082
Epoch: 11/20... Training loss: 0.1094
Epoch: 11/20... Training loss: 0.1075
Epoch: 11/20... Training loss: 0.1059
Epoch: 11/20... Training loss: 0.1085
Epoch: 11/20... Training loss: 0.1099
Epoch: 11/20... Training loss: 0.1081
Epoch: 11/20... Training loss: 0.1077
Epoch: 11/20... Training loss: 0.1125
Epoch: 11/20... Training loss: 0.1085
Epoch: 11/20... Training loss: 0.1082
Epoch: 11/20... Training loss: 0.1054
Epoch: 11/20... Training loss: 0.1106
Epoch: 11/20... Training loss: 0.1061
Epoch: 11/20... Training loss: 0.1005
Epoch: 11/20... Training loss: 0.1095
Epoch: 11/20... Training loss: 0.1062
Epoch: 11/20... Training loss: 0.1066
Epoch: 11/20... Training loss: 0.1055
Epoch: 11/20... Training loss: 0.1015
Epoch: 11/20... Training loss: 0.1054
Epoch: 11/20... Training loss: 0.1070
Epoch: 11/20... Training loss: 0.1055
Epoch: 11/20... Training loss: 0.1097
Epoch: 11/20... Training loss: 0.1065
Epoch: 11/20... Training loss: 0.1064
Epoch: 11/20... Training loss: 0.1131
Epoch: 11/20... Training loss: 0.1033
Epoch: 11/20... Training loss: 0.1065
Epoch: 11/20... Training loss: 0.1077
Epoch: 11/20... Training loss: 0.1096
Epoch: 11/20... Training loss: 0.1033
Epoch: 11/20... Training loss: 0.1141
Epoch: 11/20... Training loss: 0.1088
Epoch: 11/20... Training loss: 0.1073
Epoch: 11/20... Training loss: 0.1087
Epoch: 11/20... Training loss: 0.1024
Epoch: 11/20... Training loss: 0.1049
Epoch: 11/20... Training loss: 0.1027
Epoch: 11/20... Training loss: 0.1055
Epoch: 11/20... Training loss: 0.1112
Epoch: 11/20... Training loss: 0.1021
Epoch: 11/20... Training loss: 0.1021
Epoch: 11/20... Training loss: 0.1079
Epoch: 11/20... Training loss: 0.1070
Epoch: 11/20... Training loss: 0.1065
Epoch: 11/20... Training loss: 0.1079
Epoch: 11/20... Training loss: 0.1069
Epoch: 11/20... Training loss: 0.1079
Epoch: 11/20... Training loss: 0.1043
Epoch: 11/20... Training loss: 0.1045
Epoch: 11/20... Training loss: 0.0989
Epoch: 11/20... Training loss: 0.1069
Epoch: 11/20... Training loss: 0.1043
Epoch: 11/20... Training loss: 0.1067
Epoch: 11/20... Training loss: 0.1012
Epoch: 11/20... Training loss: 0.1087
Epoch: 11/20... Training loss: 0.1100
Epoch: 11/20... Training loss: 0.1063
Epoch: 11/20... Training loss: 0.1062
Epoch: 11/20... Training loss: 0.1116
Epoch: 11/20... Training loss: 0.1086
Epoch: 11/20... Training loss: 0.1036
Epoch: 11/20... Training loss: 0.0997
Epoch: 11/20... Training loss: 0.1099
Epoch: 11/20... Training loss: 0.1063
Epoch: 11/20... Training loss: 0.1076
Epoch: 11/20... Training loss: 0.1066
Epoch: 11/20... Training loss: 0.1069
Epoch: 11/20... Training loss: 0.0993
Epoch: 11/20... Training loss: 0.1087
Epoch: 11/20... Training loss: 0.1075
Epoch: 11/20... Training loss: 0.1063
Epoch: 11/20... Training loss: 0.1086
Epoch: 11/20... Training loss: 0.1060
Epoch: 11/20... Training loss: 0.1046
Epoch: 11/20... Training loss: 0.1014
Epoch: 11/20... Training loss: 0.1074
Epoch: 11/20... Training loss: 0.1038
Epoch: 11/20... Training loss: 0.1054
Epoch: 11/20... Training loss: 0.1063
Epoch: 11/20... Training loss: 0.1050
Epoch: 11/20... Training loss: 0.1065
Epoch: 11/20... Training loss: 0.1082
Epoch: 11/20... Training loss: 0.1079
Epoch: 11/20... Training loss: 0.1115
Epoch: 11/20... Training loss: 0.1069
Epoch: 11/20... Training loss: 0.1041
Epoch: 11/20... Training loss: 0.1086
Epoch: 11/20... Training loss: 0.1105
Epoch: 11/20... Training loss: 0.1071
Epoch: 11/20... Training loss: 0.1050
Epoch: 11/20... Training loss: 0.1044
Epoch: 11/20... Training loss: 0.1050
Epoch: 11/20... Training loss: 0.1037
Epoch: 11/20... Training loss: 0.1069
Epoch: 11/20... Training loss: 0.1058
Epoch: 11/20... Training loss: 0.1066
Epoch: 11/20... Training loss: 0.1025
Epoch: 11/20... Training loss: 0.1058
Epoch: 11/20... Training loss: 0.1033
Epoch: 11/20... Training loss: 0.1066
Epoch: 11/20... Training loss: 0.1082
Epoch: 11/20... Training loss: 0.1072
Epoch: 11/20... Training loss: 0.1075
Epoch: 11/20... Training loss: 0.1006
Epoch: 11/20... Training loss: 0.1085
Epoch: 11/20... Training loss: 0.1015
Epoch: 11/20... Training loss: 0.1061
Epoch: 11/20... Training loss: 0.1107
Epoch: 11/20... Training loss: 0.1045
Epoch: 11/20... Training loss: 0.1048
Epoch: 11/20... Training loss: 0.1092
Epoch: 11/20... Training loss: 0.1049
Epoch: 11/20... Training loss: 0.1056
Epoch: 11/20... Training loss: 0.1054
Epoch: 11/20... Training loss: 0.1044
Epoch: 11/20... Training loss: 0.1080
Epoch: 11/20... Training loss: 0.1096
Epoch: 11/20... Training loss: 0.0998
Epoch: 11/20... Training loss: 0.1064
Epoch: 11/20... Training loss: 0.1047
Epoch: 11/20... Training loss: 0.1107
Epoch: 11/20... Training loss: 0.1041
Epoch: 11/20... Training loss: 0.1071
Epoch: 11/20... Training loss: 0.1095
Epoch: 11/20... Training loss: 0.1064
Epoch: 11/20... Training loss: 0.1037
Epoch: 11/20... Training loss: 0.1066
Epoch: 11/20... Training loss: 0.1047
Epoch: 11/20... Training loss: 0.1084
Epoch: 11/20... Training loss: 0.1105
Epoch: 11/20... Training loss: 0.1081
Epoch: 11/20... Training loss: 0.1071
Epoch: 11/20... Training loss: 0.1083
Epoch: 12/20... Training loss: 0.1063
Epoch: 12/20... Training loss: 0.1041
Epoch: 12/20... Training loss: 0.1045
Epoch: 12/20... Training loss: 0.1069
Epoch: 12/20... Training loss: 0.1058
Epoch: 12/20... Training loss: 0.1076
Epoch: 12/20... Training loss: 0.1051
Epoch: 12/20... Training loss: 0.1037
Epoch: 12/20... Training loss: 0.1054
Epoch: 12/20... Training loss: 0.1037
Epoch: 12/20... Training loss: 0.1097
Epoch: 12/20... Training loss: 0.1060
Epoch: 12/20... Training loss: 0.1100
Epoch: 12/20... Training loss: 0.1060
Epoch: 12/20... Training loss: 0.1098
Epoch: 12/20... Training loss: 0.1072
Epoch: 12/20... Training loss: 0.1059
Epoch: 12/20... Training loss: 0.1053
Epoch: 12/20... Training loss: 0.1069
Epoch: 12/20... Training loss: 0.1039
Epoch: 12/20... Training loss: 0.1048
Epoch: 12/20... Training loss: 0.1077
Epoch: 12/20... Training loss: 0.1029
Epoch: 12/20... Training loss: 0.1079
Epoch: 12/20... Training loss: 0.1055
Epoch: 12/20... Training loss: 0.1056
Epoch: 12/20... Training loss: 0.1048
Epoch: 12/20... Training loss: 0.1073
Epoch: 12/20... Training loss: 0.1040
Epoch: 12/20... Training loss: 0.1063
Epoch: 12/20... Training loss: 0.1067
Epoch: 12/20... Training loss: 0.1040
Epoch: 12/20... Training loss: 0.1092
Epoch: 12/20... Training loss: 0.1079
Epoch: 12/20... Training loss: 0.1065
Epoch: 12/20... Training loss: 0.1052
Epoch: 12/20... Training loss: 0.1069
Epoch: 12/20... Training loss: 0.1056
Epoch: 12/20... Training loss: 0.1053
Epoch: 12/20... Training loss: 0.1044
Epoch: 12/20... Training loss: 0.1004
Epoch: 12/20... Training loss: 0.1077
Epoch: 12/20... Training loss: 0.1078
Epoch: 12/20... Training loss: 0.1039
Epoch: 12/20... Training loss: 0.1074
Epoch: 12/20... Training loss: 0.1052
Epoch: 12/20... Training loss: 0.1074
Epoch: 12/20... Training loss: 0.1068
Epoch: 12/20... Training loss: 0.1080
Epoch: 12/20... Training loss: 0.1069
Epoch: 12/20... Training loss: 0.1056
Epoch: 12/20... Training loss: 0.1073
Epoch: 12/20... Training loss: 0.1046
Epoch: 12/20... Training loss: 0.1091
Epoch: 12/20... Training loss: 0.1037
Epoch: 12/20... Training loss: 0.1108
Epoch: 12/20... Training loss: 0.1062
Epoch: 12/20... Training loss: 0.1065
Epoch: 12/20... Training loss: 0.1047
Epoch: 12/20... Training loss: 0.1043
Epoch: 12/20... Training loss: 0.1060
Epoch: 12/20... Training loss: 0.1074
Epoch: 12/20... Training loss: 0.1059
Epoch: 12/20... Training loss: 0.1074
Epoch: 12/20... Training loss: 0.1041
Epoch: 12/20... Training loss: 0.1030
Epoch: 12/20... Training loss: 0.1036
Epoch: 12/20... Training loss: 0.1096
Epoch: 12/20... Training loss: 0.1079
Epoch: 12/20... Training loss: 0.1091
Epoch: 12/20... Training loss: 0.1072
Epoch: 12/20... Training loss: 0.1083
Epoch: 12/20... Training loss: 0.1058
Epoch: 12/20... Training loss: 0.1084
Epoch: 12/20... Training loss: 0.1046
Epoch: 12/20... Training loss: 0.1094
Epoch: 12/20... Training loss: 0.1040
Epoch: 12/20... Training loss: 0.1041
Epoch: 12/20... Training loss: 0.1077
Epoch: 12/20... Training loss: 0.1094
Epoch: 12/20... Training loss: 0.1058
Epoch: 12/20... Training loss: 0.1095
Epoch: 12/20... Training loss: 0.1041
Epoch: 12/20... Training loss: 0.1035
Epoch: 12/20... Training loss: 0.1054
Epoch: 12/20... Training loss: 0.1091
Epoch: 12/20... Training loss: 0.1079
Epoch: 12/20... Training loss: 0.1089
Epoch: 12/20... Training loss: 0.1060
Epoch: 12/20... Training loss: 0.1121
Epoch: 12/20... Training loss: 0.1014
Epoch: 12/20... Training loss: 0.1100
Epoch: 12/20... Training loss: 0.1043
Epoch: 12/20... Training loss: 0.1062
Epoch: 12/20... Training loss: 0.1071
Epoch: 12/20... Training loss: 0.1057
Epoch: 12/20... Training loss: 0.1049
Epoch: 12/20... Training loss: 0.1030
Epoch: 12/20... Training loss: 0.1092
Epoch: 12/20... Training loss: 0.1018
Epoch: 12/20... Training loss: 0.1117
Epoch: 12/20... Training loss: 0.1062
Epoch: 12/20... Training loss: 0.1064
Epoch: 12/20... Training loss: 0.1043
Epoch: 12/20... Training loss: 0.1018
Epoch: 12/20... Training loss: 0.1087
Epoch: 12/20... Training loss: 0.1016
Epoch: 12/20... Training loss: 0.1069
Epoch: 12/20... Training loss: 0.1042
Epoch: 12/20... Training loss: 0.1088
Epoch: 12/20... Training loss: 0.1019
Epoch: 12/20... Training loss: 0.1051
Epoch: 12/20... Training loss: 0.1062
Epoch: 12/20... Training loss: 0.1098
Epoch: 12/20... Training loss: 0.1027
Epoch: 12/20... Training loss: 0.1055
Epoch: 12/20... Training loss: 0.1054
Epoch: 12/20... Training loss: 0.1030
Epoch: 12/20... Training loss: 0.1085
Epoch: 12/20... Training loss: 0.1068
Epoch: 12/20... Training loss: 0.1065
Epoch: 12/20... Training loss: 0.1057
Epoch: 12/20... Training loss: 0.1088
Epoch: 12/20... Training loss: 0.1023
Epoch: 12/20... Training loss: 0.1012
Epoch: 12/20... Training loss: 0.1060
Epoch: 12/20... Training loss: 0.1065
Epoch: 12/20... Training loss: 0.1077
Epoch: 12/20... Training loss: 0.1104
Epoch: 12/20... Training loss: 0.1053
Epoch: 12/20... Training loss: 0.1061
Epoch: 12/20... Training loss: 0.1064
Epoch: 12/20... Training loss: 0.1067
Epoch: 12/20... Training loss: 0.1081
Epoch: 12/20... Training loss: 0.1030
Epoch: 12/20... Training loss: 0.1030
Epoch: 12/20... Training loss: 0.1027
Epoch: 12/20... Training loss: 0.1048
Epoch: 12/20... Training loss: 0.1068
Epoch: 12/20... Training loss: 0.1081
Epoch: 12/20... Training loss: 0.1070
Epoch: 12/20... Training loss: 0.1063
Epoch: 12/20... Training loss: 0.1076
Epoch: 12/20... Training loss: 0.1086
Epoch: 12/20... Training loss: 0.1071
Epoch: 12/20... Training loss: 0.1088
Epoch: 12/20... Training loss: 0.1056
Epoch: 12/20... Training loss: 0.1056
Epoch: 12/20... Training loss: 0.1068
Epoch: 12/20... Training loss: 0.1046
Epoch: 12/20... Training loss: 0.1071
Epoch: 12/20... Training loss: 0.1086
Epoch: 12/20... Training loss: 0.1004
Epoch: 12/20... Training loss: 0.1102
Epoch: 12/20... Training loss: 0.1088
Epoch: 12/20... Training loss: 0.1074
Epoch: 12/20... Training loss: 0.1060
Epoch: 12/20... Training loss: 0.1057
Epoch: 12/20... Training loss: 0.1082
Epoch: 12/20... Training loss: 0.1101
Epoch: 12/20... Training loss: 0.1024
Epoch: 12/20... Training loss: 0.1062
Epoch: 12/20... Training loss: 0.1072
Epoch: 12/20... Training loss: 0.1021
Epoch: 12/20... Training loss: 0.1044
Epoch: 12/20... Training loss: 0.1027
Epoch: 12/20... Training loss: 0.1095
Epoch: 12/20... Training loss: 0.1064
Epoch: 12/20... Training loss: 0.1074
Epoch: 12/20... Training loss: 0.1048
Epoch: 12/20... Training loss: 0.1077
Epoch: 12/20... Training loss: 0.1079
Epoch: 12/20... Training loss: 0.1100
Epoch: 12/20... Training loss: 0.1034
Epoch: 12/20... Training loss: 0.1080
Epoch: 12/20... Training loss: 0.1085
Epoch: 12/20... Training loss: 0.1081
Epoch: 12/20... Training loss: 0.1088
Epoch: 12/20... Training loss: 0.1081
Epoch: 12/20... Training loss: 0.1056
Epoch: 12/20... Training loss: 0.1060
Epoch: 12/20... Training loss: 0.1100
Epoch: 12/20... Training loss: 0.1056
Epoch: 12/20... Training loss: 0.1112
Epoch: 12/20... Training loss: 0.1082
Epoch: 12/20... Training loss: 0.1061
Epoch: 12/20... Training loss: 0.1078
Epoch: 12/20... Training loss: 0.1068
Epoch: 12/20... Training loss: 0.1062
Epoch: 12/20... Training loss: 0.1062
Epoch: 12/20... Training loss: 0.1042
Epoch: 12/20... Training loss: 0.1078
Epoch: 12/20... Training loss: 0.1094
Epoch: 12/20... Training loss: 0.1082
Epoch: 12/20... Training loss: 0.1013
Epoch: 12/20... Training loss: 0.1061
Epoch: 12/20... Training loss: 0.1042
Epoch: 12/20... Training loss: 0.1048
Epoch: 12/20... Training loss: 0.1078
Epoch: 12/20... Training loss: 0.1060
Epoch: 12/20... Training loss: 0.1052
Epoch: 12/20... Training loss: 0.1089
Epoch: 12/20... Training loss: 0.1072
Epoch: 12/20... Training loss: 0.1027
Epoch: 12/20... Training loss: 0.1077
Epoch: 12/20... Training loss: 0.1067
Epoch: 12/20... Training loss: 0.1062
Epoch: 12/20... Training loss: 0.1086
Epoch: 12/20... Training loss: 0.1049
Epoch: 12/20... Training loss: 0.1058
Epoch: 12/20... Training loss: 0.1034
Epoch: 12/20... Training loss: 0.1090
Epoch: 12/20... Training loss: 0.1094
Epoch: 12/20... Training loss: 0.1040
Epoch: 12/20... Training loss: 0.1084
Epoch: 12/20... Training loss: 0.1049
Epoch: 12/20... Training loss: 0.1073
Epoch: 12/20... Training loss: 0.1049
Epoch: 12/20... Training loss: 0.1044
Epoch: 12/20... Training loss: 0.1058
Epoch: 12/20... Training loss: 0.1058
Epoch: 12/20... Training loss: 0.1057
Epoch: 12/20... Training loss: 0.1036
Epoch: 12/20... Training loss: 0.1086
Epoch: 12/20... Training loss: 0.1031
Epoch: 12/20... Training loss: 0.1042
Epoch: 12/20... Training loss: 0.1051
Epoch: 12/20... Training loss: 0.1015
Epoch: 12/20... Training loss: 0.1046
Epoch: 12/20... Training loss: 0.1043
Epoch: 12/20... Training loss: 0.1064
Epoch: 12/20... Training loss: 0.1052
Epoch: 12/20... Training loss: 0.1079
Epoch: 12/20... Training loss: 0.1041
Epoch: 12/20... Training loss: 0.1051
Epoch: 12/20... Training loss: 0.1044
Epoch: 12/20... Training loss: 0.1092
Epoch: 12/20... Training loss: 0.1062
Epoch: 12/20... Training loss: 0.1094
Epoch: 12/20... Training loss: 0.1019
Epoch: 12/20... Training loss: 0.1069
Epoch: 12/20... Training loss: 0.1029
Epoch: 12/20... Training loss: 0.1057
Epoch: 12/20... Training loss: 0.1052
Epoch: 12/20... Training loss: 0.1060
Epoch: 12/20... Training loss: 0.1071
Epoch: 12/20... Training loss: 0.1069
Epoch: 12/20... Training loss: 0.1061
Epoch: 12/20... Training loss: 0.1046
Epoch: 12/20... Training loss: 0.1027
Epoch: 12/20... Training loss: 0.1092
Epoch: 12/20... Training loss: 0.1092
Epoch: 12/20... Training loss: 0.1070
Epoch: 12/20... Training loss: 0.1073
Epoch: 12/20... Training loss: 0.1062
Epoch: 12/20... Training loss: 0.1088
Epoch: 12/20... Training loss: 0.1032
Epoch: 12/20... Training loss: 0.1075
Epoch: 12/20... Training loss: 0.1045
Epoch: 12/20... Training loss: 0.1050
Epoch: 12/20... Training loss: 0.1109
Epoch: 12/20... Training loss: 0.1054
Epoch: 12/20... Training loss: 0.1022
Epoch: 12/20... Training loss: 0.1055
Epoch: 12/20... Training loss: 0.1055
Epoch: 12/20... Training loss: 0.1033
Epoch: 12/20... Training loss: 0.1058
Epoch: 12/20... Training loss: 0.1034
Epoch: 12/20... Training loss: 0.1043
Epoch: 12/20... Training loss: 0.1104
Epoch: 12/20... Training loss: 0.1042
Epoch: 12/20... Training loss: 0.1042
Epoch: 12/20... Training loss: 0.1059
Epoch: 12/20... Training loss: 0.1041
Epoch: 12/20... Training loss: 0.1052
Epoch: 12/20... Training loss: 0.1038
Epoch: 12/20... Training loss: 0.1074
Epoch: 12/20... Training loss: 0.1080
Epoch: 12/20... Training loss: 0.1058
Epoch: 12/20... Training loss: 0.1033
Epoch: 12/20... Training loss: 0.1025
Epoch: 12/20... Training loss: 0.1102
Epoch: 12/20... Training loss: 0.1047
Epoch: 12/20... Training loss: 0.1065
Epoch: 12/20... Training loss: 0.1071
Epoch: 12/20... Training loss: 0.1038
Epoch: 12/20... Training loss: 0.1050
Epoch: 12/20... Training loss: 0.1047
Epoch: 12/20... Training loss: 0.1064
Epoch: 12/20... Training loss: 0.1030
Epoch: 12/20... Training loss: 0.1058
Epoch: 12/20... Training loss: 0.1051
Epoch: 12/20... Training loss: 0.1035
Epoch: 12/20... Training loss: 0.1064
Epoch: 12/20... Training loss: 0.1080
Epoch: 12/20... Training loss: 0.1046
Epoch: 12/20... Training loss: 0.1085
Epoch: 12/20... Training loss: 0.1024
Epoch: 12/20... Training loss: 0.1076
Epoch: 12/20... Training loss: 0.1054
Epoch: 13/20... Training loss: 0.1061
Epoch: 13/20... Training loss: 0.1109
Epoch: 13/20... Training loss: 0.1051
Epoch: 13/20... Training loss: 0.1074
Epoch: 13/20... Training loss: 0.1038
Epoch: 13/20... Training loss: 0.1072
Epoch: 13/20... Training loss: 0.1034
Epoch: 13/20... Training loss: 0.1046
Epoch: 13/20... Training loss: 0.1042
Epoch: 13/20... Training loss: 0.1061
Epoch: 13/20... Training loss: 0.1029
Epoch: 13/20... Training loss: 0.1063
Epoch: 13/20... Training loss: 0.1056
Epoch: 13/20... Training loss: 0.1091
Epoch: 13/20... Training loss: 0.1064
Epoch: 13/20... Training loss: 0.1060
Epoch: 13/20... Training loss: 0.1063
Epoch: 13/20... Training loss: 0.1014
Epoch: 13/20... Training loss: 0.1045
Epoch: 13/20... Training loss: 0.1071
Epoch: 13/20... Training loss: 0.1057
Epoch: 13/20... Training loss: 0.1032
Epoch: 13/20... Training loss: 0.1054
Epoch: 13/20... Training loss: 0.1019
Epoch: 13/20... Training loss: 0.1021
Epoch: 13/20... Training loss: 0.1046
Epoch: 13/20... Training loss: 0.1012
Epoch: 13/20... Training loss: 0.1013
Epoch: 13/20... Training loss: 0.1076
Epoch: 13/20... Training loss: 0.1049
Epoch: 13/20... Training loss: 0.1100
Epoch: 13/20... Training loss: 0.1029
Epoch: 13/20... Training loss: 0.1048
Epoch: 13/20... Training loss: 0.1074
Epoch: 13/20... Training loss: 0.1015
Epoch: 13/20... Training loss: 0.1068
Epoch: 13/20... Training loss: 0.1056
Epoch: 13/20... Training loss: 0.1052
Epoch: 13/20... Training loss: 0.1066
Epoch: 13/20... Training loss: 0.1016
Epoch: 13/20... Training loss: 0.1081
Epoch: 13/20... Training loss: 0.1081
Epoch: 13/20... Training loss: 0.1001
Epoch: 13/20... Training loss: 0.1107
Epoch: 13/20... Training loss: 0.1060
Epoch: 13/20... Training loss: 0.1047
Epoch: 13/20... Training loss: 0.1043
Epoch: 13/20... Training loss: 0.1072
Epoch: 13/20... Training loss: 0.1034
Epoch: 13/20... Training loss: 0.1053
Epoch: 13/20... Training loss: 0.1050
Epoch: 13/20... Training loss: 0.1074
Epoch: 13/20... Training loss: 0.1048
Epoch: 13/20... Training loss: 0.1053
Epoch: 13/20... Training loss: 0.1032
Epoch: 13/20... Training loss: 0.1066
Epoch: 13/20... Training loss: 0.1028
Epoch: 13/20... Training loss: 0.1050
Epoch: 13/20... Training loss: 0.1050
Epoch: 13/20... Training loss: 0.1043
Epoch: 13/20... Training loss: 0.1034
Epoch: 13/20... Training loss: 0.1025
Epoch: 13/20... Training loss: 0.1048
Epoch: 13/20... Training loss: 0.1084
Epoch: 13/20... Training loss: 0.1024
Epoch: 13/20... Training loss: 0.1051
Epoch: 13/20... Training loss: 0.1038
Epoch: 13/20... Training loss: 0.1092
Epoch: 13/20... Training loss: 0.1076
Epoch: 13/20... Training loss: 0.1027
Epoch: 13/20... Training loss: 0.1051
Epoch: 13/20... Training loss: 0.1055
Epoch: 13/20... Training loss: 0.1030
Epoch: 13/20... Training loss: 0.1046
Epoch: 13/20... Training loss: 0.1041
Epoch: 13/20... Training loss: 0.1041
Epoch: 13/20... Training loss: 0.1020
Epoch: 13/20... Training loss: 0.1080
Epoch: 13/20... Training loss: 0.1059
Epoch: 13/20... Training loss: 0.1080
Epoch: 13/20... Training loss: 0.1070
Epoch: 13/20... Training loss: 0.1073
Epoch: 13/20... Training loss: 0.1096
Epoch: 13/20... Training loss: 0.1088
Epoch: 13/20... Training loss: 0.1056
Epoch: 13/20... Training loss: 0.1092
Epoch: 13/20... Training loss: 0.1106
Epoch: 13/20... Training loss: 0.1050
Epoch: 13/20... Training loss: 0.1028
Epoch: 13/20... Training loss: 0.1027
Epoch: 13/20... Training loss: 0.1052
Epoch: 13/20... Training loss: 0.1081
Epoch: 13/20... Training loss: 0.1063
Epoch: 13/20... Training loss: 0.1043
Epoch: 13/20... Training loss: 0.1032
Epoch: 13/20... Training loss: 0.1079
Epoch: 13/20... Training loss: 0.1038
Epoch: 13/20... Training loss: 0.1073
Epoch: 13/20... Training loss: 0.1084
Epoch: 13/20... Training loss: 0.1040
Epoch: 13/20... Training loss: 0.1071
Epoch: 13/20... Training loss: 0.1102
Epoch: 13/20... Training loss: 0.1056
Epoch: 13/20... Training loss: 0.1101
Epoch: 13/20... Training loss: 0.1066
Epoch: 13/20... Training loss: 0.0997
Epoch: 13/20... Training loss: 0.1078
Epoch: 13/20... Training loss: 0.1091
Epoch: 13/20... Training loss: 0.1018
Epoch: 13/20... Training loss: 0.1021
Epoch: 13/20... Training loss: 0.1093
Epoch: 13/20... Training loss: 0.1035
Epoch: 13/20... Training loss: 0.1057
Epoch: 13/20... Training loss: 0.1071
Epoch: 13/20... Training loss: 0.1065
Epoch: 13/20... Training loss: 0.1066
Epoch: 13/20... Training loss: 0.1041
Epoch: 13/20... Training loss: 0.1013
Epoch: 13/20... Training loss: 0.1072
Epoch: 13/20... Training loss: 0.1063
Epoch: 13/20... Training loss: 0.1048
Epoch: 13/20... Training loss: 0.1026
Epoch: 13/20... Training loss: 0.1003
Epoch: 13/20... Training loss: 0.1088
Epoch: 13/20... Training loss: 0.1026
Epoch: 13/20... Training loss: 0.1113
Epoch: 13/20... Training loss: 0.1054
Epoch: 13/20... Training loss: 0.1037
Epoch: 13/20... Training loss: 0.1060
Epoch: 13/20... Training loss: 0.1023
Epoch: 13/20... Training loss: 0.1053
Epoch: 13/20... Training loss: 0.1053
Epoch: 13/20... Training loss: 0.1059
Epoch: 13/20... Training loss: 0.1041
Epoch: 13/20... Training loss: 0.1055
Epoch: 13/20... Training loss: 0.1073
Epoch: 13/20... Training loss: 0.1046
Epoch: 13/20... Training loss: 0.1022
Epoch: 13/20... Training loss: 0.1095
Epoch: 13/20... Training loss: 0.1047
Epoch: 13/20... Training loss: 0.1060
Epoch: 13/20... Training loss: 0.1048
Epoch: 13/20... Training loss: 0.1085
Epoch: 13/20... Training loss: 0.1058
Epoch: 13/20... Training loss: 0.1073
Epoch: 13/20... Training loss: 0.1064
Epoch: 13/20... Training loss: 0.1089
Epoch: 13/20... Training loss: 0.1023
Epoch: 13/20... Training loss: 0.1075
Epoch: 13/20... Training loss: 0.1028
Epoch: 13/20... Training loss: 0.1075
Epoch: 13/20... Training loss: 0.1072
Epoch: 13/20... Training loss: 0.1055
Epoch: 13/20... Training loss: 0.1034
Epoch: 13/20... Training loss: 0.1066
Epoch: 13/20... Training loss: 0.1038
Epoch: 13/20... Training loss: 0.1090
Epoch: 13/20... Training loss: 0.1065
Epoch: 13/20... Training loss: 0.1080
Epoch: 13/20... Training loss: 0.1029
Epoch: 13/20... Training loss: 0.1044
Epoch: 13/20... Training loss: 0.1084
Epoch: 13/20... Training loss: 0.1069
Epoch: 13/20... Training loss: 0.1032
Epoch: 13/20... Training loss: 0.1058
Epoch: 13/20... Training loss: 0.1062
Epoch: 13/20... Training loss: 0.1009
Epoch: 13/20... Training loss: 0.1044
Epoch: 13/20... Training loss: 0.1088
Epoch: 13/20... Training loss: 0.1076
Epoch: 13/20... Training loss: 0.1025
Epoch: 13/20... Training loss: 0.1027
Epoch: 13/20... Training loss: 0.1065
Epoch: 13/20... Training loss: 0.1046
Epoch: 13/20... Training loss: 0.1032
Epoch: 13/20... Training loss: 0.1020
Epoch: 13/20... Training loss: 0.1083
Epoch: 13/20... Training loss: 0.1022
Epoch: 13/20... Training loss: 0.1034
Epoch: 13/20... Training loss: 0.1043
Epoch: 13/20... Training loss: 0.0980
Epoch: 13/20... Training loss: 0.1023
Epoch: 13/20... Training loss: 0.1054
Epoch: 13/20... Training loss: 0.1038
Epoch: 13/20... Training loss: 0.1046
Epoch: 13/20... Training loss: 0.1070
Epoch: 13/20... Training loss: 0.1057
Epoch: 13/20... Training loss: 0.1031
Epoch: 13/20... Training loss: 0.1066
Epoch: 13/20... Training loss: 0.1082
Epoch: 13/20... Training loss: 0.1039
Epoch: 13/20... Training loss: 0.1091
Epoch: 13/20... Training loss: 0.1097
Epoch: 13/20... Training loss: 0.1078
Epoch: 13/20... Training loss: 0.1025
Epoch: 13/20... Training loss: 0.1058
Epoch: 13/20... Training loss: 0.1053
Epoch: 13/20... Training loss: 0.1079
Epoch: 13/20... Training loss: 0.1085
Epoch: 13/20... Training loss: 0.1072
Epoch: 13/20... Training loss: 0.1055
Epoch: 13/20... Training loss: 0.1078
Epoch: 13/20... Training loss: 0.1073
Epoch: 13/20... Training loss: 0.1054
Epoch: 13/20... Training loss: 0.1040
Epoch: 13/20... Training loss: 0.1046
Epoch: 13/20... Training loss: 0.1056
Epoch: 13/20... Training loss: 0.1052
Epoch: 13/20... Training loss: 0.1062
Epoch: 13/20... Training loss: 0.1030
Epoch: 13/20... Training loss: 0.1071
Epoch: 13/20... Training loss: 0.1070
Epoch: 13/20... Training loss: 0.1061
Epoch: 13/20... Training loss: 0.1073
Epoch: 13/20... Training loss: 0.1069
Epoch: 13/20... Training loss: 0.1074
Epoch: 13/20... Training loss: 0.1010
Epoch: 13/20... Training loss: 0.1085
Epoch: 13/20... Training loss: 0.1023
Epoch: 13/20... Training loss: 0.1050
Epoch: 13/20... Training loss: 0.1039
Epoch: 13/20... Training loss: 0.1029
Epoch: 13/20... Training loss: 0.1061
Epoch: 13/20... Training loss: 0.1040
Epoch: 13/20... Training loss: 0.1073
Epoch: 13/20... Training loss: 0.1039
Epoch: 13/20... Training loss: 0.1024
Epoch: 13/20... Training loss: 0.1033
Epoch: 13/20... Training loss: 0.1028
Epoch: 13/20... Training loss: 0.1042
Epoch: 13/20... Training loss: 0.1058
Epoch: 13/20... Training loss: 0.1105
Epoch: 13/20... Training loss: 0.1093
Epoch: 13/20... Training loss: 0.1035
Epoch: 13/20... Training loss: 0.1012
Epoch: 13/20... Training loss: 0.1068
Epoch: 13/20... Training loss: 0.1062
Epoch: 13/20... Training loss: 0.1085
Epoch: 13/20... Training loss: 0.1064
Epoch: 13/20... Training loss: 0.1058
Epoch: 13/20... Training loss: 0.1087
Epoch: 13/20... Training loss: 0.1080
Epoch: 13/20... Training loss: 0.1039
Epoch: 13/20... Training loss: 0.1029
Epoch: 13/20... Training loss: 0.1035
Epoch: 13/20... Training loss: 0.1064
Epoch: 13/20... Training loss: 0.1036
Epoch: 13/20... Training loss: 0.1045
Epoch: 13/20... Training loss: 0.1058
Epoch: 13/20... Training loss: 0.1056
Epoch: 13/20... Training loss: 0.1063
Epoch: 13/20... Training loss: 0.1105
Epoch: 13/20... Training loss: 0.1061
Epoch: 13/20... Training loss: 0.1036
Epoch: 13/20... Training loss: 0.1039
Epoch: 13/20... Training loss: 0.1029
Epoch: 13/20... Training loss: 0.1050
Epoch: 13/20... Training loss: 0.1053
Epoch: 13/20... Training loss: 0.1044
Epoch: 13/20... Training loss: 0.1028
Epoch: 13/20... Training loss: 0.1066
Epoch: 13/20... Training loss: 0.1029
Epoch: 13/20... Training loss: 0.1103
Epoch: 13/20... Training loss: 0.1110
Epoch: 13/20... Training loss: 0.1051
Epoch: 13/20... Training loss: 0.1030
Epoch: 13/20... Training loss: 0.1029
Epoch: 13/20... Training loss: 0.1057
Epoch: 13/20... Training loss: 0.1051
Epoch: 13/20... Training loss: 0.1093
Epoch: 13/20... Training loss: 0.1077
Epoch: 13/20... Training loss: 0.1048
Epoch: 13/20... Training loss: 0.1082
Epoch: 13/20... Training loss: 0.1034
Epoch: 13/20... Training loss: 0.1043
Epoch: 13/20... Training loss: 0.1046
Epoch: 13/20... Training loss: 0.1041
Epoch: 13/20... Training loss: 0.1052
Epoch: 13/20... Training loss: 0.1065
Epoch: 13/20... Training loss: 0.1018
Epoch: 13/20... Training loss: 0.1081
Epoch: 13/20... Training loss: 0.1031
Epoch: 13/20... Training loss: 0.1021
Epoch: 13/20... Training loss: 0.1025
Epoch: 13/20... Training loss: 0.1041
Epoch: 13/20... Training loss: 0.1063
Epoch: 13/20... Training loss: 0.1056
Epoch: 13/20... Training loss: 0.1005
Epoch: 13/20... Training loss: 0.1039
Epoch: 13/20... Training loss: 0.1032
Epoch: 13/20... Training loss: 0.1108
Epoch: 13/20... Training loss: 0.1076
Epoch: 13/20... Training loss: 0.1026
Epoch: 13/20... Training loss: 0.1069
Epoch: 13/20... Training loss: 0.1014
Epoch: 13/20... Training loss: 0.1060
Epoch: 13/20... Training loss: 0.1028
Epoch: 13/20... Training loss: 0.1057
Epoch: 13/20... Training loss: 0.1004
Epoch: 13/20... Training loss: 0.1052
Epoch: 14/20... Training loss: 0.1019
Epoch: 14/20... Training loss: 0.1032
Epoch: 14/20... Training loss: 0.1044
Epoch: 14/20... Training loss: 0.1067
Epoch: 14/20... Training loss: 0.1025
Epoch: 14/20... Training loss: 0.1085
Epoch: 14/20... Training loss: 0.1044
Epoch: 14/20... Training loss: 0.1014
Epoch: 14/20... Training loss: 0.1049
Epoch: 14/20... Training loss: 0.1094
Epoch: 14/20... Training loss: 0.1047
Epoch: 14/20... Training loss: 0.1003
Epoch: 14/20... Training loss: 0.1065
Epoch: 14/20... Training loss: 0.1058
Epoch: 14/20... Training loss: 0.1045
Epoch: 14/20... Training loss: 0.1063
Epoch: 14/20... Training loss: 0.1033
Epoch: 14/20... Training loss: 0.1053
Epoch: 14/20... Training loss: 0.1058
Epoch: 14/20... Training loss: 0.1022
Epoch: 14/20... Training loss: 0.1053
Epoch: 14/20... Training loss: 0.1033
Epoch: 14/20... Training loss: 0.1050
Epoch: 14/20... Training loss: 0.1030
Epoch: 14/20... Training loss: 0.1058
Epoch: 14/20... Training loss: 0.1051
Epoch: 14/20... Training loss: 0.1049
Epoch: 14/20... Training loss: 0.1047
Epoch: 14/20... Training loss: 0.1067
Epoch: 14/20... Training loss: 0.1045
Epoch: 14/20... Training loss: 0.1063
Epoch: 14/20... Training loss: 0.1076
Epoch: 14/20... Training loss: 0.1059
Epoch: 14/20... Training loss: 0.1025
Epoch: 14/20... Training loss: 0.1082
Epoch: 14/20... Training loss: 0.1063
Epoch: 14/20... Training loss: 0.1022
Epoch: 14/20... Training loss: 0.1094
Epoch: 14/20... Training loss: 0.1060
Epoch: 14/20... Training loss: 0.1042
Epoch: 14/20... Training loss: 0.1067
Epoch: 14/20... Training loss: 0.1037
Epoch: 14/20... Training loss: 0.1036
Epoch: 14/20... Training loss: 0.1032
Epoch: 14/20... Training loss: 0.1079
Epoch: 14/20... Training loss: 0.1009
Epoch: 14/20... Training loss: 0.1040
Epoch: 14/20... Training loss: 0.1037
Epoch: 14/20... Training loss: 0.1030
Epoch: 14/20... Training loss: 0.1045
Epoch: 14/20... Training loss: 0.1016
Epoch: 14/20... Training loss: 0.1022
Epoch: 14/20... Training loss: 0.1038
Epoch: 14/20... Training loss: 0.1036
Epoch: 14/20... Training loss: 0.1021
Epoch: 14/20... Training loss: 0.1063
Epoch: 14/20... Training loss: 0.1018
Epoch: 14/20... Training loss: 0.1078
Epoch: 14/20... Training loss: 0.1044
Epoch: 14/20... Training loss: 0.1054
Epoch: 14/20... Training loss: 0.1017
Epoch: 14/20... Training loss: 0.1011
Epoch: 14/20... Training loss: 0.1051
Epoch: 14/20... Training loss: 0.1034
Epoch: 14/20... Training loss: 0.1055
Epoch: 14/20... Training loss: 0.1037
Epoch: 14/20... Training loss: 0.1047
Epoch: 14/20... Training loss: 0.1013
Epoch: 14/20... Training loss: 0.1079
Epoch: 14/20... Training loss: 0.1060
Epoch: 14/20... Training loss: 0.1082
Epoch: 14/20... Training loss: 0.1097
Epoch: 14/20... Training loss: 0.1046
Epoch: 14/20... Training loss: 0.1041
Epoch: 14/20... Training loss: 0.1031
Epoch: 14/20... Training loss: 0.1059
Epoch: 14/20... Training loss: 0.1068
Epoch: 14/20... Training loss: 0.1068
Epoch: 14/20... Training loss: 0.1073
Epoch: 14/20... Training loss: 0.1064
Epoch: 14/20... Training loss: 0.1036
Epoch: 14/20... Training loss: 0.1010
Epoch: 14/20... Training loss: 0.1069
Epoch: 14/20... Training loss: 0.0999
Epoch: 14/20... Training loss: 0.1018
Epoch: 14/20... Training loss: 0.1035
Epoch: 14/20... Training loss: 0.1081
Epoch: 14/20... Training loss: 0.1034
Epoch: 14/20... Training loss: 0.1032
Epoch: 14/20... Training loss: 0.1070
Epoch: 14/20... Training loss: 0.1072
Epoch: 14/20... Training loss: 0.1019
Epoch: 14/20... Training loss: 0.1062
Epoch: 14/20... Training loss: 0.1025
Epoch: 14/20... Training loss: 0.1015
Epoch: 14/20... Training loss: 0.1066
Epoch: 14/20... Training loss: 0.1074
Epoch: 14/20... Training loss: 0.1057
Epoch: 14/20... Training loss: 0.1070
Epoch: 14/20... Training loss: 0.1057
Epoch: 14/20... Training loss: 0.1049
Epoch: 14/20... Training loss: 0.1052
Epoch: 14/20... Training loss: 0.1056
Epoch: 14/20... Training loss: 0.1072
Epoch: 14/20... Training loss: 0.1046
Epoch: 14/20... Training loss: 0.1001
Epoch: 14/20... Training loss: 0.1053
Epoch: 14/20... Training loss: 0.1051
Epoch: 14/20... Training loss: 0.1032
Epoch: 14/20... Training loss: 0.1037
Epoch: 14/20... Training loss: 0.1074
Epoch: 14/20... Training loss: 0.1003
Epoch: 14/20... Training loss: 0.1089
Epoch: 14/20... Training loss: 0.1085
Epoch: 14/20... Training loss: 0.1043
Epoch: 14/20... Training loss: 0.1047
Epoch: 14/20... Training loss: 0.1095
Epoch: 14/20... Training loss: 0.1063
Epoch: 14/20... Training loss: 0.1056
Epoch: 14/20... Training loss: 0.1094
Epoch: 14/20... Training loss: 0.1082
Epoch: 14/20... Training loss: 0.1036
Epoch: 14/20... Training loss: 0.1052
Epoch: 14/20... Training loss: 0.1040
Epoch: 14/20... Training loss: 0.1046
Epoch: 14/20... Training loss: 0.1035
Epoch: 14/20... Training loss: 0.1027
Epoch: 14/20... Training loss: 0.1063
Epoch: 14/20... Training loss: 0.1083
Epoch: 14/20... Training loss: 0.1041
Epoch: 14/20... Training loss: 0.1025
Epoch: 14/20... Training loss: 0.1042
Epoch: 14/20... Training loss: 0.1063
Epoch: 14/20... Training loss: 0.1008
Epoch: 14/20... Training loss: 0.0998
Epoch: 14/20... Training loss: 0.1040
Epoch: 14/20... Training loss: 0.1078
Epoch: 14/20... Training loss: 0.1018
Epoch: 14/20... Training loss: 0.1066
Epoch: 14/20... Training loss: 0.1059
Epoch: 14/20... Training loss: 0.1041
Epoch: 14/20... Training loss: 0.1033
Epoch: 14/20... Training loss: 0.1021
Epoch: 14/20... Training loss: 0.1013
Epoch: 14/20... Training loss: 0.1082
Epoch: 14/20... Training loss: 0.1041
Epoch: 14/20... Training loss: 0.1037
Epoch: 14/20... Training loss: 0.1031
Epoch: 14/20... Training loss: 0.1070
Epoch: 14/20... Training loss: 0.1041
Epoch: 14/20... Training loss: 0.1021
Epoch: 14/20... Training loss: 0.1045
Epoch: 14/20... Training loss: 0.1035
Epoch: 14/20... Training loss: 0.1071
Epoch: 14/20... Training loss: 0.1085
Epoch: 14/20... Training loss: 0.1030
Epoch: 14/20... Training loss: 0.1056
Epoch: 14/20... Training loss: 0.1098
Epoch: 14/20... Training loss: 0.1039
Epoch: 14/20... Training loss: 0.1027
Epoch: 14/20... Training loss: 0.1066
Epoch: 14/20... Training loss: 0.1025
Epoch: 14/20... Training loss: 0.1040
Epoch: 14/20... Training loss: 0.1032
Epoch: 14/20... Training loss: 0.1082
Epoch: 14/20... Training loss: 0.1064
Epoch: 14/20... Training loss: 0.1057
Epoch: 14/20... Training loss: 0.1065
Epoch: 14/20... Training loss: 0.1060
Epoch: 14/20... Training loss: 0.1043
Epoch: 14/20... Training loss: 0.0999
Epoch: 14/20... Training loss: 0.1039
Epoch: 14/20... Training loss: 0.1035
Epoch: 14/20... Training loss: 0.1045
Epoch: 14/20... Training loss: 0.1045
Epoch: 14/20... Training loss: 0.1087
Epoch: 14/20... Training loss: 0.1063
Epoch: 14/20... Training loss: 0.1028
Epoch: 14/20... Training loss: 0.1063
Epoch: 14/20... Training loss: 0.1047
Epoch: 14/20... Training loss: 0.1036
Epoch: 14/20... Training loss: 0.1052
Epoch: 14/20... Training loss: 0.1059
Epoch: 14/20... Training loss: 0.1059
Epoch: 14/20... Training loss: 0.1075
Epoch: 14/20... Training loss: 0.1039
Epoch: 14/20... Training loss: 0.1066
Epoch: 14/20... Training loss: 0.1059
Epoch: 14/20... Training loss: 0.1050
Epoch: 14/20... Training loss: 0.1061
Epoch: 14/20... Training loss: 0.1083
Epoch: 14/20... Training loss: 0.1087
Epoch: 14/20... Training loss: 0.1023
Epoch: 14/20... Training loss: 0.1048
Epoch: 14/20... Training loss: 0.1061
Epoch: 14/20... Training loss: 0.1073
Epoch: 14/20... Training loss: 0.1084
Epoch: 14/20... Training loss: 0.0997
Epoch: 14/20... Training loss: 0.1007
Epoch: 14/20... Training loss: 0.1070
Epoch: 14/20... Training loss: 0.1063
Epoch: 14/20... Training loss: 0.1016
Epoch: 14/20... Training loss: 0.1003
Epoch: 14/20... Training loss: 0.1020
Epoch: 14/20... Training loss: 0.1038
Epoch: 14/20... Training loss: 0.1024
Epoch: 14/20... Training loss: 0.1031
Epoch: 14/20... Training loss: 0.1038
Epoch: 14/20... Training loss: 0.1030
Epoch: 14/20... Training loss: 0.1084
Epoch: 14/20... Training loss: 0.1035
Epoch: 14/20... Training loss: 0.1071
Epoch: 14/20... Training loss: 0.1064
Epoch: 14/20... Training loss: 0.1007
Epoch: 14/20... Training loss: 0.1073
Epoch: 14/20... Training loss: 0.1072
Epoch: 14/20... Training loss: 0.1052
Epoch: 14/20... Training loss: 0.1035
Epoch: 14/20... Training loss: 0.1058
Epoch: 14/20... Training loss: 0.1037
Epoch: 14/20... Training loss: 0.1024
Epoch: 14/20... Training loss: 0.0992
Epoch: 14/20... Training loss: 0.1022
Epoch: 14/20... Training loss: 0.1052
Epoch: 14/20... Training loss: 0.1080
Epoch: 14/20... Training loss: 0.1054
Epoch: 14/20... Training loss: 0.1020
Epoch: 14/20... Training loss: 0.1042
Epoch: 14/20... Training loss: 0.1033
Epoch: 14/20... Training loss: 0.1059
Epoch: 14/20... Training loss: 0.1048
Epoch: 14/20... Training loss: 0.1036
Epoch: 14/20... Training loss: 0.1090
Epoch: 14/20... Training loss: 0.1068
Epoch: 14/20... Training loss: 0.1041
Epoch: 14/20... Training loss: 0.0992
Epoch: 14/20... Training loss: 0.1040
Epoch: 14/20... Training loss: 0.1037
Epoch: 14/20... Training loss: 0.0991
Epoch: 14/20... Training loss: 0.1049
Epoch: 14/20... Training loss: 0.1083
Epoch: 14/20... Training loss: 0.1049
Epoch: 14/20... Training loss: 0.1023
Epoch: 14/20... Training loss: 0.1061
Epoch: 14/20... Training loss: 0.1051
Epoch: 14/20... Training loss: 0.1025
Epoch: 14/20... Training loss: 0.1053
Epoch: 14/20... Training loss: 0.1044
Epoch: 14/20... Training loss: 0.1053
Epoch: 14/20... Training loss: 0.1041
Epoch: 14/20... Training loss: 0.1021
Epoch: 14/20... Training loss: 0.1036
Epoch: 14/20... Training loss: 0.1038
Epoch: 14/20... Training loss: 0.1033
Epoch: 14/20... Training loss: 0.1053
Epoch: 14/20... Training loss: 0.1047
Epoch: 14/20... Training loss: 0.1064
Epoch: 14/20... Training loss: 0.1067
Epoch: 14/20... Training loss: 0.1060
Epoch: 14/20... Training loss: 0.1106
Epoch: 14/20... Training loss: 0.1012
Epoch: 14/20... Training loss: 0.1039
Epoch: 14/20... Training loss: 0.1045
Epoch: 14/20... Training loss: 0.1024
Epoch: 14/20... Training loss: 0.1011
Epoch: 14/20... Training loss: 0.1037
Epoch: 14/20... Training loss: 0.1030
Epoch: 14/20... Training loss: 0.1065
Epoch: 14/20... Training loss: 0.1061
Epoch: 14/20... Training loss: 0.1071
Epoch: 14/20... Training loss: 0.1037
Epoch: 14/20... Training loss: 0.1044
Epoch: 14/20... Training loss: 0.1060
Epoch: 14/20... Training loss: 0.1021
Epoch: 14/20... Training loss: 0.1058
Epoch: 14/20... Training loss: 0.1033
Epoch: 14/20... Training loss: 0.1017
Epoch: 14/20... Training loss: 0.1068
Epoch: 14/20... Training loss: 0.1067
Epoch: 14/20... Training loss: 0.1030
Epoch: 14/20... Training loss: 0.1016
Epoch: 14/20... Training loss: 0.1055
Epoch: 14/20... Training loss: 0.1029
Epoch: 14/20... Training loss: 0.1067
Epoch: 14/20... Training loss: 0.1074
Epoch: 14/20... Training loss: 0.1070
Epoch: 14/20... Training loss: 0.1034
Epoch: 14/20... Training loss: 0.1046
Epoch: 14/20... Training loss: 0.1054
Epoch: 14/20... Training loss: 0.1057
Epoch: 14/20... Training loss: 0.1010
Epoch: 14/20... Training loss: 0.1048
Epoch: 14/20... Training loss: 0.1041
Epoch: 14/20... Training loss: 0.1044
Epoch: 14/20... Training loss: 0.1077
Epoch: 14/20... Training loss: 0.1064
Epoch: 14/20... Training loss: 0.1073
Epoch: 14/20... Training loss: 0.1020
Epoch: 14/20... Training loss: 0.1070
Epoch: 14/20... Training loss: 0.1028
Epoch: 15/20... Training loss: 0.1001
Epoch: 15/20... Training loss: 0.1007
Epoch: 15/20... Training loss: 0.1051
Epoch: 15/20... Training loss: 0.1023
Epoch: 15/20... Training loss: 0.1046
Epoch: 15/20... Training loss: 0.1070
Epoch: 15/20... Training loss: 0.1056
Epoch: 15/20... Training loss: 0.1055
Epoch: 15/20... Training loss: 0.1042
Epoch: 15/20... Training loss: 0.1063
Epoch: 15/20... Training loss: 0.1050
Epoch: 15/20... Training loss: 0.1068
Epoch: 15/20... Training loss: 0.1024
Epoch: 15/20... Training loss: 0.1062
Epoch: 15/20... Training loss: 0.1073
Epoch: 15/20... Training loss: 0.1040
Epoch: 15/20... Training loss: 0.1037
Epoch: 15/20... Training loss: 0.1072
Epoch: 15/20... Training loss: 0.1100
Epoch: 15/20... Training loss: 0.0996
Epoch: 15/20... Training loss: 0.1059
Epoch: 15/20... Training loss: 0.1051
Epoch: 15/20... Training loss: 0.1032
Epoch: 15/20... Training loss: 0.1072
Epoch: 15/20... Training loss: 0.1044
Epoch: 15/20... Training loss: 0.1012
Epoch: 15/20... Training loss: 0.1040
Epoch: 15/20... Training loss: 0.1054
Epoch: 15/20... Training loss: 0.1046
Epoch: 15/20... Training loss: 0.1052
Epoch: 15/20... Training loss: 0.1039
Epoch: 15/20... Training loss: 0.1018
Epoch: 15/20... Training loss: 0.1076
Epoch: 15/20... Training loss: 0.1118
Epoch: 15/20... Training loss: 0.1022
Epoch: 15/20... Training loss: 0.1006
Epoch: 15/20... Training loss: 0.1037
Epoch: 15/20... Training loss: 0.1107
Epoch: 15/20... Training loss: 0.1052
Epoch: 15/20... Training loss: 0.1021
Epoch: 15/20... Training loss: 0.1064
Epoch: 15/20... Training loss: 0.1025
Epoch: 15/20... Training loss: 0.1053
Epoch: 15/20... Training loss: 0.1008
Epoch: 15/20... Training loss: 0.1059
Epoch: 15/20... Training loss: 0.1044
Epoch: 15/20... Training loss: 0.1038
Epoch: 15/20... Training loss: 0.1008
Epoch: 15/20... Training loss: 0.1034
Epoch: 15/20... Training loss: 0.1090
Epoch: 15/20... Training loss: 0.0989
Epoch: 15/20... Training loss: 0.1031
Epoch: 15/20... Training loss: 0.1018
Epoch: 15/20... Training loss: 0.1047
Epoch: 15/20... Training loss: 0.1052
Epoch: 15/20... Training loss: 0.1056
Epoch: 15/20... Training loss: 0.1062
Epoch: 15/20... Training loss: 0.1079
Epoch: 15/20... Training loss: 0.1010
Epoch: 15/20... Training loss: 0.0996
Epoch: 15/20... Training loss: 0.1032
Epoch: 15/20... Training loss: 0.1055
Epoch: 15/20... Training loss: 0.1090
Epoch: 15/20... Training loss: 0.1013
Epoch: 15/20... Training loss: 0.1041
Epoch: 15/20... Training loss: 0.1034
Epoch: 15/20... Training loss: 0.1044
Epoch: 15/20... Training loss: 0.1075
Epoch: 15/20... Training loss: 0.1020
Epoch: 15/20... Training loss: 0.1026
Epoch: 15/20... Training loss: 0.1054
Epoch: 15/20... Training loss: 0.1033
Epoch: 15/20... Training loss: 0.1033
Epoch: 15/20... Training loss: 0.1020
Epoch: 15/20... Training loss: 0.1040
Epoch: 15/20... Training loss: 0.1049
Epoch: 15/20... Training loss: 0.1095
Epoch: 15/20... Training loss: 0.1001
Epoch: 15/20... Training loss: 0.1060
Epoch: 15/20... Training loss: 0.1040
Epoch: 15/20... Training loss: 0.1056
Epoch: 15/20... Training loss: 0.1068
Epoch: 15/20... Training loss: 0.1072
Epoch: 15/20... Training loss: 0.1048
Epoch: 15/20... Training loss: 0.1028
Epoch: 15/20... Training loss: 0.1017
Epoch: 15/20... Training loss: 0.1024
Epoch: 15/20... Training loss: 0.1080
Epoch: 15/20... Training loss: 0.1052
Epoch: 15/20... Training loss: 0.1063
Epoch: 15/20... Training loss: 0.0990
Epoch: 15/20... Training loss: 0.1059
Epoch: 15/20... Training loss: 0.1074
Epoch: 15/20... Training loss: 0.1048
Epoch: 15/20... Training loss: 0.1059
Epoch: 15/20... Training loss: 0.1035
Epoch: 15/20... Training loss: 0.1019
Epoch: 15/20... Training loss: 0.1047
Epoch: 15/20... Training loss: 0.1069
Epoch: 15/20... Training loss: 0.1023
Epoch: 15/20... Training loss: 0.1044
Epoch: 15/20... Training loss: 0.1033
Epoch: 15/20... Training loss: 0.1037
Epoch: 15/20... Training loss: 0.1057
Epoch: 15/20... Training loss: 0.1051
Epoch: 15/20... Training loss: 0.1049
Epoch: 15/20... Training loss: 0.1058
Epoch: 15/20... Training loss: 0.1086
Epoch: 15/20... Training loss: 0.1044
Epoch: 15/20... Training loss: 0.1046
Epoch: 15/20... Training loss: 0.1058
Epoch: 15/20... Training loss: 0.1071
Epoch: 15/20... Training loss: 0.1079
Epoch: 15/20... Training loss: 0.1055
Epoch: 15/20... Training loss: 0.1056
Epoch: 15/20... Training loss: 0.1088
Epoch: 15/20... Training loss: 0.1002
Epoch: 15/20... Training loss: 0.1035
Epoch: 15/20... Training loss: 0.1007
Epoch: 15/20... Training loss: 0.1039
Epoch: 15/20... Training loss: 0.1086
Epoch: 15/20... Training loss: 0.1030
Epoch: 15/20... Training loss: 0.1009
Epoch: 15/20... Training loss: 0.0993
Epoch: 15/20... Training loss: 0.1058
Epoch: 15/20... Training loss: 0.1068
Epoch: 15/20... Training loss: 0.1023
Epoch: 15/20... Training loss: 0.1007
Epoch: 15/20... Training loss: 0.1032
Epoch: 15/20... Training loss: 0.1065
Epoch: 15/20... Training loss: 0.1054
Epoch: 15/20... Training loss: 0.1031
Epoch: 15/20... Training loss: 0.1011
Epoch: 15/20... Training loss: 0.1034
Epoch: 15/20... Training loss: 0.1062
Epoch: 15/20... Training loss: 0.1034
Epoch: 15/20... Training loss: 0.1028
Epoch: 15/20... Training loss: 0.1014
Epoch: 15/20... Training loss: 0.1028
Epoch: 15/20... Training loss: 0.1032
Epoch: 15/20... Training loss: 0.1064
Epoch: 15/20... Training loss: 0.1014
Epoch: 15/20... Training loss: 0.1002
Epoch: 15/20... Training loss: 0.1061
Epoch: 15/20... Training loss: 0.1039
Epoch: 15/20... Training loss: 0.1054
Epoch: 15/20... Training loss: 0.1045
Epoch: 15/20... Training loss: 0.1003
Epoch: 15/20... Training loss: 0.1010
Epoch: 15/20... Training loss: 0.1056
Epoch: 15/20... Training loss: 0.1074
Epoch: 15/20... Training loss: 0.1059
Epoch: 15/20... Training loss: 0.1037
Epoch: 15/20... Training loss: 0.1066
Epoch: 15/20... Training loss: 0.1021
Epoch: 15/20... Training loss: 0.1039
Epoch: 15/20... Training loss: 0.1032
Epoch: 15/20... Training loss: 0.1079
Epoch: 15/20... Training loss: 0.1008
Epoch: 15/20... Training loss: 0.1027
Epoch: 15/20... Training loss: 0.1051
Epoch: 15/20... Training loss: 0.0999
Epoch: 15/20... Training loss: 0.1016
Epoch: 15/20... Training loss: 0.1015
Epoch: 15/20... Training loss: 0.1033
Epoch: 15/20... Training loss: 0.1074
Epoch: 15/20... Training loss: 0.1069
Epoch: 15/20... Training loss: 0.1064
Epoch: 15/20... Training loss: 0.1037
Epoch: 15/20... Training loss: 0.1058
Epoch: 15/20... Training loss: 0.1034
Epoch: 15/20... Training loss: 0.1017
Epoch: 15/20... Training loss: 0.0999
Epoch: 15/20... Training loss: 0.1067
Epoch: 15/20... Training loss: 0.1034
Epoch: 15/20... Training loss: 0.1060
Epoch: 15/20... Training loss: 0.1068
Epoch: 15/20... Training loss: 0.1046
Epoch: 15/20... Training loss: 0.1044
Epoch: 15/20... Training loss: 0.1038
Epoch: 15/20... Training loss: 0.1041
Epoch: 15/20... Training loss: 0.1047
Epoch: 15/20... Training loss: 0.1046
Epoch: 15/20... Training loss: 0.1006
Epoch: 15/20... Training loss: 0.1051
Epoch: 15/20... Training loss: 0.1071
Epoch: 15/20... Training loss: 0.1059
Epoch: 15/20... Training loss: 0.1038
Epoch: 15/20... Training loss: 0.1069
Epoch: 15/20... Training loss: 0.1006
Epoch: 15/20... Training loss: 0.1048
Epoch: 15/20... Training loss: 0.1027
Epoch: 15/20... Training loss: 0.1027
Epoch: 15/20... Training loss: 0.1042
Epoch: 15/20... Training loss: 0.1040
Epoch: 15/20... Training loss: 0.1069
Epoch: 15/20... Training loss: 0.1030
Epoch: 15/20... Training loss: 0.1007
Epoch: 15/20... Training loss: 0.1032
Epoch: 15/20... Training loss: 0.1056
Epoch: 15/20... Training loss: 0.1020
Epoch: 15/20... Training loss: 0.1058
Epoch: 15/20... Training loss: 0.1047
Epoch: 15/20... Training loss: 0.1075
Epoch: 15/20... Training loss: 0.1044
Epoch: 15/20... Training loss: 0.1022
Epoch: 15/20... Training loss: 0.1055
Epoch: 15/20... Training loss: 0.1006
Epoch: 15/20... Training loss: 0.1063
Epoch: 15/20... Training loss: 0.1073
Epoch: 15/20... Training loss: 0.1018
Epoch: 15/20... Training loss: 0.1059
Epoch: 15/20... Training loss: 0.1066
Epoch: 15/20... Training loss: 0.1025
Epoch: 15/20... Training loss: 0.1032
Epoch: 15/20... Training loss: 0.1051
Epoch: 15/20... Training loss: 0.1017
Epoch: 15/20... Training loss: 0.0996
Epoch: 15/20... Training loss: 0.1064
Epoch: 15/20... Training loss: 0.1041
Epoch: 15/20... Training loss: 0.1062
Epoch: 15/20... Training loss: 0.1058
Epoch: 15/20... Training loss: 0.1022
Epoch: 15/20... Training loss: 0.1030
Epoch: 15/20... Training loss: 0.1029
Epoch: 15/20... Training loss: 0.1053
Epoch: 15/20... Training loss: 0.1027
Epoch: 15/20... Training loss: 0.1012
Epoch: 15/20... Training loss: 0.1036
Epoch: 15/20... Training loss: 0.1025
Epoch: 15/20... Training loss: 0.1054
Epoch: 15/20... Training loss: 0.1057
Epoch: 15/20... Training loss: 0.1031
Epoch: 15/20... Training loss: 0.1031
Epoch: 15/20... Training loss: 0.1029
Epoch: 15/20... Training loss: 0.1067
Epoch: 15/20... Training loss: 0.1066
Epoch: 15/20... Training loss: 0.1042
Epoch: 15/20... Training loss: 0.1074
Epoch: 15/20... Training loss: 0.1025
Epoch: 15/20... Training loss: 0.1094
Epoch: 15/20... Training loss: 0.1082
Epoch: 15/20... Training loss: 0.1029
Epoch: 15/20... Training loss: 0.1012
Epoch: 15/20... Training loss: 0.1029
Epoch: 15/20... Training loss: 0.1049
Epoch: 15/20... Training loss: 0.1055
Epoch: 15/20... Training loss: 0.0990
Epoch: 15/20... Training loss: 0.1027
Epoch: 15/20... Training loss: 0.1043
Epoch: 15/20... Training loss: 0.1057
Epoch: 15/20... Training loss: 0.1037
Epoch: 15/20... Training loss: 0.1017
Epoch: 15/20... Training loss: 0.1020
Epoch: 15/20... Training loss: 0.1038
Epoch: 15/20... Training loss: 0.0992
Epoch: 15/20... Training loss: 0.1062
Epoch: 15/20... Training loss: 0.1091
Epoch: 15/20... Training loss: 0.1055
Epoch: 15/20... Training loss: 0.1064
Epoch: 15/20... Training loss: 0.1038
Epoch: 15/20... Training loss: 0.1019
Epoch: 15/20... Training loss: 0.1018
Epoch: 15/20... Training loss: 0.0988
Epoch: 15/20... Training loss: 0.1028
Epoch: 15/20... Training loss: 0.1093
Epoch: 15/20... Training loss: 0.1088
Epoch: 15/20... Training loss: 0.1028
Epoch: 15/20... Training loss: 0.1038
Epoch: 15/20... Training loss: 0.1013
Epoch: 15/20... Training loss: 0.1023
Epoch: 15/20... Training loss: 0.1083
Epoch: 15/20... Training loss: 0.1036
Epoch: 15/20... Training loss: 0.1045
Epoch: 15/20... Training loss: 0.1044
Epoch: 15/20... Training loss: 0.1039
Epoch: 15/20... Training loss: 0.1013
Epoch: 15/20... Training loss: 0.0993
Epoch: 15/20... Training loss: 0.1041
Epoch: 15/20... Training loss: 0.1049
Epoch: 15/20... Training loss: 0.1034
Epoch: 15/20... Training loss: 0.1022
Epoch: 15/20... Training loss: 0.1043
Epoch: 15/20... Training loss: 0.1015
Epoch: 15/20... Training loss: 0.1047
Epoch: 15/20... Training loss: 0.1064
Epoch: 15/20... Training loss: 0.1006
Epoch: 15/20... Training loss: 0.1045
Epoch: 15/20... Training loss: 0.1040
Epoch: 15/20... Training loss: 0.1028
Epoch: 15/20... Training loss: 0.1030
Epoch: 15/20... Training loss: 0.1013
Epoch: 15/20... Training loss: 0.1039
Epoch: 15/20... Training loss: 0.1067
Epoch: 15/20... Training loss: 0.1065
Epoch: 15/20... Training loss: 0.1037
Epoch: 15/20... Training loss: 0.1017
Epoch: 15/20... Training loss: 0.1043
Epoch: 15/20... Training loss: 0.1049
Epoch: 15/20... Training loss: 0.1034
Epoch: 16/20... Training loss: 0.1040
Epoch: 16/20... Training loss: 0.1023
Epoch: 16/20... Training loss: 0.1049
Epoch: 16/20... Training loss: 0.1075
Epoch: 16/20... Training loss: 0.1045
Epoch: 16/20... Training loss: 0.1012
Epoch: 16/20... Training loss: 0.1058
Epoch: 16/20... Training loss: 0.1019
Epoch: 16/20... Training loss: 0.1058
Epoch: 16/20... Training loss: 0.1044
Epoch: 16/20... Training loss: 0.1082
Epoch: 16/20... Training loss: 0.1040
Epoch: 16/20... Training loss: 0.1066
Epoch: 16/20... Training loss: 0.1045
Epoch: 16/20... Training loss: 0.1030
Epoch: 16/20... Training loss: 0.1067
Epoch: 16/20... Training loss: 0.1014
Epoch: 16/20... Training loss: 0.1009
Epoch: 16/20... Training loss: 0.1048
Epoch: 16/20... Training loss: 0.1070
Epoch: 16/20... Training loss: 0.1013
Epoch: 16/20... Training loss: 0.1076
Epoch: 16/20... Training loss: 0.1039
Epoch: 16/20... Training loss: 0.1067
Epoch: 16/20... Training loss: 0.1023
Epoch: 16/20... Training loss: 0.1009
Epoch: 16/20... Training loss: 0.1022
Epoch: 16/20... Training loss: 0.1037
Epoch: 16/20... Training loss: 0.0991
Epoch: 16/20... Training loss: 0.1086
Epoch: 16/20... Training loss: 0.1022
Epoch: 16/20... Training loss: 0.1036
Epoch: 16/20... Training loss: 0.1020
Epoch: 16/20... Training loss: 0.1044
Epoch: 16/20... Training loss: 0.1051
Epoch: 16/20... Training loss: 0.1046
Epoch: 16/20... Training loss: 0.1045
Epoch: 16/20... Training loss: 0.1038
Epoch: 16/20... Training loss: 0.1050
Epoch: 16/20... Training loss: 0.1079
Epoch: 16/20... Training loss: 0.1084
Epoch: 16/20... Training loss: 0.1047
Epoch: 16/20... Training loss: 0.1039
Epoch: 16/20... Training loss: 0.1020
Epoch: 16/20... Training loss: 0.1001
Epoch: 16/20... Training loss: 0.1085
Epoch: 16/20... Training loss: 0.1048
Epoch: 16/20... Training loss: 0.1029
Epoch: 16/20... Training loss: 0.1050
Epoch: 16/20... Training loss: 0.1072
Epoch: 16/20... Training loss: 0.1024
Epoch: 16/20... Training loss: 0.1031
Epoch: 16/20... Training loss: 0.1060
Epoch: 16/20... Training loss: 0.1063
Epoch: 16/20... Training loss: 0.1093
Epoch: 16/20... Training loss: 0.1054
Epoch: 16/20... Training loss: 0.1002
Epoch: 16/20... Training loss: 0.1013
Epoch: 16/20... Training loss: 0.1038
Epoch: 16/20... Training loss: 0.1026
Epoch: 16/20... Training loss: 0.1001
Epoch: 16/20... Training loss: 0.1013
Epoch: 16/20... Training loss: 0.1007
Epoch: 16/20... Training loss: 0.1037
Epoch: 16/20... Training loss: 0.1061
Epoch: 16/20... Training loss: 0.1053
Epoch: 16/20... Training loss: 0.1028
Epoch: 16/20... Training loss: 0.1029
Epoch: 16/20... Training loss: 0.1005
Epoch: 16/20... Training loss: 0.1064
Epoch: 16/20... Training loss: 0.1016
Epoch: 16/20... Training loss: 0.1062
Epoch: 16/20... Training loss: 0.1060
Epoch: 16/20... Training loss: 0.1090
Epoch: 16/20... Training loss: 0.1046
Epoch: 16/20... Training loss: 0.1045
Epoch: 16/20... Training loss: 0.1043
Epoch: 16/20... Training loss: 0.1049
Epoch: 16/20... Training loss: 0.1079
Epoch: 16/20... Training loss: 0.1060
Epoch: 16/20... Training loss: 0.1020
Epoch: 16/20... Training loss: 0.1036
Epoch: 16/20... Training loss: 0.1104
Epoch: 16/20... Training loss: 0.1043
Epoch: 16/20... Training loss: 0.1055
Epoch: 16/20... Training loss: 0.1033
Epoch: 16/20... Training loss: 0.1008
Epoch: 16/20... Training loss: 0.1051
Epoch: 16/20... Training loss: 0.1004
Epoch: 16/20... Training loss: 0.1037
Epoch: 16/20... Training loss: 0.1071
Epoch: 16/20... Training loss: 0.1078
Epoch: 16/20... Training loss: 0.1035
Epoch: 16/20... Training loss: 0.1020
Epoch: 16/20... Training loss: 0.1022
Epoch: 16/20... Training loss: 0.1042
Epoch: 16/20... Training loss: 0.1033
Epoch: 16/20... Training loss: 0.1032
Epoch: 16/20... Training loss: 0.1046
Epoch: 16/20... Training loss: 0.1044
Epoch: 16/20... Training loss: 0.1005
Epoch: 16/20... Training loss: 0.1015
Epoch: 16/20... Training loss: 0.1033
Epoch: 16/20... Training loss: 0.1050
Epoch: 16/20... Training loss: 0.0953
Epoch: 16/20... Training loss: 0.1041
Epoch: 16/20... Training loss: 0.1054
Epoch: 16/20... Training loss: 0.1011
Epoch: 16/20... Training loss: 0.1059
Epoch: 16/20... Training loss: 0.1049
Epoch: 16/20... Training loss: 0.1037
Epoch: 16/20... Training loss: 0.1085
Epoch: 16/20... Training loss: 0.1076
Epoch: 16/20... Training loss: 0.1082
Epoch: 16/20... Training loss: 0.0995
Epoch: 16/20... Training loss: 0.1025
Epoch: 16/20... Training loss: 0.1037
Epoch: 16/20... Training loss: 0.0998
Epoch: 16/20... Training loss: 0.1021
Epoch: 16/20... Training loss: 0.1015
Epoch: 16/20... Training loss: 0.1020
Epoch: 16/20... Training loss: 0.1056
Epoch: 16/20... Training loss: 0.1066
Epoch: 16/20... Training loss: 0.1032
Epoch: 16/20... Training loss: 0.1066
Epoch: 16/20... Training loss: 0.1049
Epoch: 16/20... Training loss: 0.1041
Epoch: 16/20... Training loss: 0.0997
Epoch: 16/20... Training loss: 0.1038
Epoch: 16/20... Training loss: 0.1043
Epoch: 16/20... Training loss: 0.1002
Epoch: 16/20... Training loss: 0.1029
Epoch: 16/20... Training loss: 0.1036
Epoch: 16/20... Training loss: 0.1048
Epoch: 16/20... Training loss: 0.1037
Epoch: 16/20... Training loss: 0.1033
Epoch: 16/20... Training loss: 0.1050
Epoch: 16/20... Training loss: 0.1037
Epoch: 16/20... Training loss: 0.1056
Epoch: 16/20... Training loss: 0.1060
Epoch: 16/20... Training loss: 0.1010
Epoch: 16/20... Training loss: 0.1052
Epoch: 16/20... Training loss: 0.1025
Epoch: 16/20... Training loss: 0.1050
Epoch: 16/20... Training loss: 0.1028
Epoch: 16/20... Training loss: 0.1003
Epoch: 16/20... Training loss: 0.1058
Epoch: 16/20... Training loss: 0.1019
Epoch: 16/20... Training loss: 0.1054
Epoch: 16/20... Training loss: 0.1046
Epoch: 16/20... Training loss: 0.1014
Epoch: 16/20... Training loss: 0.1017
Epoch: 16/20... Training loss: 0.1058
Epoch: 16/20... Training loss: 0.1044
Epoch: 16/20... Training loss: 0.1054
Epoch: 16/20... Training loss: 0.1049
Epoch: 16/20... Training loss: 0.1019
Epoch: 16/20... Training loss: 0.1043
Epoch: 16/20... Training loss: 0.1045
Epoch: 16/20... Training loss: 0.1040
Epoch: 16/20... Training loss: 0.1034
Epoch: 16/20... Training loss: 0.1010
Epoch: 16/20... Training loss: 0.1095
Epoch: 16/20... Training loss: 0.1018
Epoch: 16/20... Training loss: 0.1010
Epoch: 16/20... Training loss: 0.1010
Epoch: 16/20... Training loss: 0.1024
Epoch: 16/20... Training loss: 0.1059
Epoch: 16/20... Training loss: 0.1016
Epoch: 16/20... Training loss: 0.1008
Epoch: 16/20... Training loss: 0.0997
Epoch: 16/20... Training loss: 0.1043
Epoch: 16/20... Training loss: 0.1060
Epoch: 16/20... Training loss: 0.1029
Epoch: 16/20... Training loss: 0.1034
Epoch: 16/20... Training loss: 0.1019
Epoch: 16/20... Training loss: 0.1036
Epoch: 16/20... Training loss: 0.1026
Epoch: 16/20... Training loss: 0.1033
Epoch: 16/20... Training loss: 0.1023
Epoch: 16/20... Training loss: 0.1017
Epoch: 16/20... Training loss: 0.0992
Epoch: 16/20... Training loss: 0.1001
Epoch: 16/20... Training loss: 0.1015
Epoch: 16/20... Training loss: 0.1036
Epoch: 16/20... Training loss: 0.1072
Epoch: 16/20... Training loss: 0.1043
Epoch: 16/20... Training loss: 0.1044
Epoch: 16/20... Training loss: 0.1031
Epoch: 16/20... Training loss: 0.1018
Epoch: 16/20... Training loss: 0.1031
Epoch: 16/20... Training loss: 0.1026
Epoch: 16/20... Training loss: 0.1050
Epoch: 16/20... Training loss: 0.1019
Epoch: 16/20... Training loss: 0.1027
Epoch: 16/20... Training loss: 0.1017
Epoch: 16/20... Training loss: 0.1021
Epoch: 16/20... Training loss: 0.1026
Epoch: 16/20... Training loss: 0.1076
Epoch: 16/20... Training loss: 0.1062
Epoch: 16/20... Training loss: 0.1065
Epoch: 16/20... Training loss: 0.1030
Epoch: 16/20... Training loss: 0.1009
Epoch: 16/20... Training loss: 0.1023
Epoch: 16/20... Training loss: 0.1019
Epoch: 16/20... Training loss: 0.1028
Epoch: 16/20... Training loss: 0.1042
Epoch: 16/20... Training loss: 0.1031
Epoch: 16/20... Training loss: 0.1061
Epoch: 16/20... Training loss: 0.1048
Epoch: 16/20... Training loss: 0.1029
Epoch: 16/20... Training loss: 0.1048
Epoch: 16/20... Training loss: 0.1042
Epoch: 16/20... Training loss: 0.1027
Epoch: 16/20... Training loss: 0.1020
Epoch: 16/20... Training loss: 0.1006
Epoch: 16/20... Training loss: 0.1051
Epoch: 16/20... Training loss: 0.1029
Epoch: 16/20... Training loss: 0.1024
Epoch: 16/20... Training loss: 0.1053
Epoch: 16/20... Training loss: 0.1024
Epoch: 16/20... Training loss: 0.1051
Epoch: 16/20... Training loss: 0.1046
Epoch: 16/20... Training loss: 0.1000
Epoch: 16/20... Training loss: 0.1057
Epoch: 16/20... Training loss: 0.1031
Epoch: 16/20... Training loss: 0.1023
Epoch: 16/20... Training loss: 0.1041
Epoch: 16/20... Training loss: 0.1027
Epoch: 16/20... Training loss: 0.1023
Epoch: 16/20... Training loss: 0.0993
Epoch: 16/20... Training loss: 0.1024
Epoch: 16/20... Training loss: 0.1012
Epoch: 16/20... Training loss: 0.1005
Epoch: 16/20... Training loss: 0.1038
Epoch: 16/20... Training loss: 0.1031
Epoch: 16/20... Training loss: 0.1032
Epoch: 16/20... Training loss: 0.1011
Epoch: 16/20... Training loss: 0.1031
Epoch: 16/20... Training loss: 0.1045
Epoch: 16/20... Training loss: 0.1009
Epoch: 16/20... Training loss: 0.1022
Epoch: 16/20... Training loss: 0.1041
Epoch: 16/20... Training loss: 0.1044
Epoch: 16/20... Training loss: 0.1031
Epoch: 16/20... Training loss: 0.1076
Epoch: 16/20... Training loss: 0.1042
Epoch: 16/20... Training loss: 0.1051
Epoch: 16/20... Training loss: 0.1034
Epoch: 16/20... Training loss: 0.1076
Epoch: 16/20... Training loss: 0.1066
Epoch: 16/20... Training loss: 0.1026
Epoch: 16/20... Training loss: 0.1040
Epoch: 16/20... Training loss: 0.1037
Epoch: 16/20... Training loss: 0.1034
Epoch: 16/20... Training loss: 0.1006
Epoch: 16/20... Training loss: 0.1019
Epoch: 16/20... Training loss: 0.1036
Epoch: 16/20... Training loss: 0.1010
Epoch: 16/20... Training loss: 0.1024
Epoch: 16/20... Training loss: 0.1017
Epoch: 16/20... Training loss: 0.1035
Epoch: 16/20... Training loss: 0.1019
Epoch: 16/20... Training loss: 0.1002
Epoch: 16/20... Training loss: 0.1068
Epoch: 16/20... Training loss: 0.1021
Epoch: 16/20... Training loss: 0.1034
Epoch: 16/20... Training loss: 0.1054
Epoch: 16/20... Training loss: 0.0993
Epoch: 16/20... Training loss: 0.1032
Epoch: 16/20... Training loss: 0.1038
Epoch: 16/20... Training loss: 0.0972
Epoch: 16/20... Training loss: 0.1025
Epoch: 16/20... Training loss: 0.1065
Epoch: 16/20... Training loss: 0.1051
Epoch: 16/20... Training loss: 0.1084
Epoch: 16/20... Training loss: 0.1037
Epoch: 16/20... Training loss: 0.1038
Epoch: 16/20... Training loss: 0.1006
Epoch: 16/20... Training loss: 0.1028
Epoch: 16/20... Training loss: 0.1038
Epoch: 16/20... Training loss: 0.1027
Epoch: 16/20... Training loss: 0.1033
Epoch: 16/20... Training loss: 0.1022
Epoch: 16/20... Training loss: 0.1071
Epoch: 16/20... Training loss: 0.1085
Epoch: 16/20... Training loss: 0.1044
Epoch: 16/20... Training loss: 0.1073
Epoch: 16/20... Training loss: 0.1050
Epoch: 16/20... Training loss: 0.1077
Epoch: 16/20... Training loss: 0.1056
Epoch: 16/20... Training loss: 0.1009
Epoch: 16/20... Training loss: 0.1058
Epoch: 16/20... Training loss: 0.1010
Epoch: 16/20... Training loss: 0.1016
Epoch: 16/20... Training loss: 0.1041
Epoch: 16/20... Training loss: 0.1056
Epoch: 16/20... Training loss: 0.1079
Epoch: 16/20... Training loss: 0.1053
Epoch: 16/20... Training loss: 0.1068
Epoch: 17/20... Training loss: 0.1035
Epoch: 17/20... Training loss: 0.1033
Epoch: 17/20... Training loss: 0.1027
Epoch: 17/20... Training loss: 0.1027
Epoch: 17/20... Training loss: 0.1015
Epoch: 17/20... Training loss: 0.1018
Epoch: 17/20... Training loss: 0.1042
Epoch: 17/20... Training loss: 0.1044
Epoch: 17/20... Training loss: 0.1017
Epoch: 17/20... Training loss: 0.1043
Epoch: 17/20... Training loss: 0.1059
Epoch: 17/20... Training loss: 0.1038
Epoch: 17/20... Training loss: 0.1026
Epoch: 17/20... Training loss: 0.0986
Epoch: 17/20... Training loss: 0.1021
Epoch: 17/20... Training loss: 0.1003
Epoch: 17/20... Training loss: 0.0999
Epoch: 17/20... Training loss: 0.1037
Epoch: 17/20... Training loss: 0.1072
Epoch: 17/20... Training loss: 0.1037
Epoch: 17/20... Training loss: 0.1036
Epoch: 17/20... Training loss: 0.1022
Epoch: 17/20... Training loss: 0.1067
Epoch: 17/20... Training loss: 0.1030
Epoch: 17/20... Training loss: 0.1075
Epoch: 17/20... Training loss: 0.1011
Epoch: 17/20... Training loss: 0.1027
Epoch: 17/20... Training loss: 0.1006
Epoch: 17/20... Training loss: 0.1062
Epoch: 17/20... Training loss: 0.1038
Epoch: 17/20... Training loss: 0.0992
Epoch: 17/20... Training loss: 0.1054
Epoch: 17/20... Training loss: 0.1049
Epoch: 17/20... Training loss: 0.1068
Epoch: 17/20... Training loss: 0.1013
Epoch: 17/20... Training loss: 0.1014
Epoch: 17/20... Training loss: 0.1045
Epoch: 17/20... Training loss: 0.1012
Epoch: 17/20... Training loss: 0.1051
Epoch: 17/20... Training loss: 0.1030
Epoch: 17/20... Training loss: 0.1053
Epoch: 17/20... Training loss: 0.1024
Epoch: 17/20... Training loss: 0.1028
Epoch: 17/20... Training loss: 0.1014
Epoch: 17/20... Training loss: 0.1000
Epoch: 17/20... Training loss: 0.1031
Epoch: 17/20... Training loss: 0.1047
Epoch: 17/20... Training loss: 0.1036
Epoch: 17/20... Training loss: 0.1023
Epoch: 17/20... Training loss: 0.1062
Epoch: 17/20... Training loss: 0.0982
Epoch: 17/20... Training loss: 0.0996
Epoch: 17/20... Training loss: 0.1039
Epoch: 17/20... Training loss: 0.1012
Epoch: 17/20... Training loss: 0.1059
Epoch: 17/20... Training loss: 0.0999
Epoch: 17/20... Training loss: 0.1049
Epoch: 17/20... Training loss: 0.0997
Epoch: 17/20... Training loss: 0.1012
Epoch: 17/20... Training loss: 0.1021
Epoch: 17/20... Training loss: 0.0983
Epoch: 17/20... Training loss: 0.1062
Epoch: 17/20... Training loss: 0.1035
Epoch: 17/20... Training loss: 0.1012
Epoch: 17/20... Training loss: 0.1037
Epoch: 17/20... Training loss: 0.1030
Epoch: 17/20... Training loss: 0.1022
Epoch: 17/20... Training loss: 0.1043
Epoch: 17/20... Training loss: 0.0987
Epoch: 17/20... Training loss: 0.1060
Epoch: 17/20... Training loss: 0.1016
Epoch: 17/20... Training loss: 0.1012
Epoch: 17/20... Training loss: 0.0983
Epoch: 17/20... Training loss: 0.1044
Epoch: 17/20... Training loss: 0.1008
Epoch: 17/20... Training loss: 0.1020
Epoch: 17/20... Training loss: 0.1036
Epoch: 17/20... Training loss: 0.1043
Epoch: 17/20... Training loss: 0.1036
Epoch: 17/20... Training loss: 0.1020
Epoch: 17/20... Training loss: 0.1050
Epoch: 17/20... Training loss: 0.1031
Epoch: 17/20... Training loss: 0.1058
Epoch: 17/20... Training loss: 0.1035
Epoch: 17/20... Training loss: 0.1019
Epoch: 17/20... Training loss: 0.1024
Epoch: 17/20... Training loss: 0.1031
Epoch: 17/20... Training loss: 0.1007
Epoch: 17/20... Training loss: 0.1065
Epoch: 17/20... Training loss: 0.1051
Epoch: 17/20... Training loss: 0.1034
Epoch: 17/20... Training loss: 0.1036
Epoch: 17/20... Training loss: 0.0999
Epoch: 17/20... Training loss: 0.1019
Epoch: 17/20... Training loss: 0.1051
Epoch: 17/20... Training loss: 0.1013
Epoch: 17/20... Training loss: 0.1035
Epoch: 17/20... Training loss: 0.1021
Epoch: 17/20... Training loss: 0.1057
Epoch: 17/20... Training loss: 0.1026
Epoch: 17/20... Training loss: 0.1052
Epoch: 17/20... Training loss: 0.1005
Epoch: 17/20... Training loss: 0.1007
Epoch: 17/20... Training loss: 0.0998
Epoch: 17/20... Training loss: 0.1074
Epoch: 17/20... Training loss: 0.1059
Epoch: 17/20... Training loss: 0.1026
Epoch: 17/20... Training loss: 0.1088
Epoch: 17/20... Training loss: 0.1071
Epoch: 17/20... Training loss: 0.1028
Epoch: 17/20... Training loss: 0.1053
Epoch: 17/20... Training loss: 0.1031
Epoch: 17/20... Training loss: 0.1062
Epoch: 17/20... Training loss: 0.1003
Epoch: 17/20... Training loss: 0.1008
Epoch: 17/20... Training loss: 0.1025
Epoch: 17/20... Training loss: 0.1044
Epoch: 17/20... Training loss: 0.1089
Epoch: 17/20... Training loss: 0.1047
Epoch: 17/20... Training loss: 0.0993
Epoch: 17/20... Training loss: 0.1015
Epoch: 17/20... Training loss: 0.1033
Epoch: 17/20... Training loss: 0.1030
Epoch: 17/20... Training loss: 0.1039
Epoch: 17/20... Training loss: 0.1025
Epoch: 17/20... Training loss: 0.1031
Epoch: 17/20... Training loss: 0.1051
Epoch: 17/20... Training loss: 0.0999
Epoch: 17/20... Training loss: 0.1058
Epoch: 17/20... Training loss: 0.1031
Epoch: 17/20... Training loss: 0.0988
Epoch: 17/20... Training loss: 0.1024
Epoch: 17/20... Training loss: 0.1006
Epoch: 17/20... Training loss: 0.1043
Epoch: 17/20... Training loss: 0.1005
Epoch: 17/20... Training loss: 0.1047
Epoch: 17/20... Training loss: 0.1008
Epoch: 17/20... Training loss: 0.1023
Epoch: 17/20... Training loss: 0.1050
Epoch: 17/20... Training loss: 0.1036
Epoch: 17/20... Training loss: 0.1028
Epoch: 17/20... Training loss: 0.1070
Epoch: 17/20... Training loss: 0.0999
Epoch: 17/20... Training loss: 0.1016
Epoch: 17/20... Training loss: 0.1060
Epoch: 17/20... Training loss: 0.1017
Epoch: 17/20... Training loss: 0.1061
Epoch: 17/20... Training loss: 0.1030
Epoch: 17/20... Training loss: 0.1029
Epoch: 17/20... Training loss: 0.1020
Epoch: 17/20... Training loss: 0.1022
Epoch: 17/20... Training loss: 0.1047
Epoch: 17/20... Training loss: 0.1012
Epoch: 17/20... Training loss: 0.1027
Epoch: 17/20... Training loss: 0.0992
Epoch: 17/20... Training loss: 0.1001
Epoch: 17/20... Training loss: 0.1004
Epoch: 17/20... Training loss: 0.1031
Epoch: 17/20... Training loss: 0.1061
Epoch: 17/20... Training loss: 0.1038
Epoch: 17/20... Training loss: 0.1042
Epoch: 17/20... Training loss: 0.1026
Epoch: 17/20... Training loss: 0.1022
Epoch: 17/20... Training loss: 0.1032
Epoch: 17/20... Training loss: 0.1032
Epoch: 17/20... Training loss: 0.1096
Epoch: 17/20... Training loss: 0.1024
Epoch: 17/20... Training loss: 0.1040
Epoch: 17/20... Training loss: 0.1047
Epoch: 17/20... Training loss: 0.0997
Epoch: 17/20... Training loss: 0.1030
Epoch: 17/20... Training loss: 0.1048
Epoch: 17/20... Training loss: 0.1043
Epoch: 17/20... Training loss: 0.1059
Epoch: 17/20... Training loss: 0.1031
Epoch: 17/20... Training loss: 0.1036
Epoch: 17/20... Training loss: 0.1020
Epoch: 17/20... Training loss: 0.1064
Epoch: 17/20... Training loss: 0.1079
Epoch: 17/20... Training loss: 0.1029
Epoch: 17/20... Training loss: 0.1093
Epoch: 17/20... Training loss: 0.1079
Epoch: 17/20... Training loss: 0.1045
Epoch: 17/20... Training loss: 0.1056
Epoch: 17/20... Training loss: 0.1015
Epoch: 17/20... Training loss: 0.1034
Epoch: 17/20... Training loss: 0.1025
Epoch: 17/20... Training loss: 0.1042
Epoch: 17/20... Training loss: 0.1057
Epoch: 17/20... Training loss: 0.1032
Epoch: 17/20... Training loss: 0.1014
Epoch: 17/20... Training loss: 0.1045
Epoch: 17/20... Training loss: 0.1045
Epoch: 17/20... Training loss: 0.1039
Epoch: 17/20... Training loss: 0.1065
Epoch: 17/20... Training loss: 0.0989
Epoch: 17/20... Training loss: 0.1019
Epoch: 17/20... Training loss: 0.1028
Epoch: 17/20... Training loss: 0.1014
Epoch: 17/20... Training loss: 0.1046
Epoch: 17/20... Training loss: 0.1072
Epoch: 17/20... Training loss: 0.1029
Epoch: 17/20... Training loss: 0.1031
Epoch: 17/20... Training loss: 0.1007
Epoch: 17/20... Training loss: 0.1058
Epoch: 17/20... Training loss: 0.1037
Epoch: 17/20... Training loss: 0.0974
Epoch: 17/20... Training loss: 0.1022
Epoch: 17/20... Training loss: 0.1024
Epoch: 17/20... Training loss: 0.1052
Epoch: 17/20... Training loss: 0.1033
Epoch: 17/20... Training loss: 0.1023
Epoch: 17/20... Training loss: 0.1053
Epoch: 17/20... Training loss: 0.1022
Epoch: 17/20... Training loss: 0.1035
Epoch: 17/20... Training loss: 0.1032
Epoch: 17/20... Training loss: 0.1079
Epoch: 17/20... Training loss: 0.1019
Epoch: 17/20... Training loss: 0.1007
Epoch: 17/20... Training loss: 0.1014
Epoch: 17/20... Training loss: 0.1008
Epoch: 17/20... Training loss: 0.1035
Epoch: 17/20... Training loss: 0.1016
Epoch: 17/20... Training loss: 0.1070
Epoch: 17/20... Training loss: 0.1040
Epoch: 17/20... Training loss: 0.1039
Epoch: 17/20... Training loss: 0.1019
Epoch: 17/20... Training loss: 0.1052
Epoch: 17/20... Training loss: 0.0989
Epoch: 17/20... Training loss: 0.1002
Epoch: 17/20... Training loss: 0.1036
Epoch: 17/20... Training loss: 0.1049
Epoch: 17/20... Training loss: 0.1008
Epoch: 17/20... Training loss: 0.1038
Epoch: 17/20... Training loss: 0.1056
Epoch: 17/20... Training loss: 0.1011
Epoch: 17/20... Training loss: 0.1010
Epoch: 17/20... Training loss: 0.1044
Epoch: 17/20... Training loss: 0.1027
Epoch: 17/20... Training loss: 0.1009
Epoch: 17/20... Training loss: 0.1016
Epoch: 17/20... Training loss: 0.1065
Epoch: 17/20... Training loss: 0.1029
Epoch: 17/20... Training loss: 0.1038
Epoch: 17/20... Training loss: 0.1024
Epoch: 17/20... Training loss: 0.1025
Epoch: 17/20... Training loss: 0.1035
Epoch: 17/20... Training loss: 0.1029
Epoch: 17/20... Training loss: 0.1045
Epoch: 17/20... Training loss: 0.1020
Epoch: 17/20... Training loss: 0.1055
Epoch: 17/20... Training loss: 0.1049
Epoch: 17/20... Training loss: 0.0977
Epoch: 17/20... Training loss: 0.1080
Epoch: 17/20... Training loss: 0.1021
Epoch: 17/20... Training loss: 0.1032
Epoch: 17/20... Training loss: 0.1038
Epoch: 17/20... Training loss: 0.1055
Epoch: 17/20... Training loss: 0.1006
Epoch: 17/20... Training loss: 0.1041
Epoch: 17/20... Training loss: 0.1039
Epoch: 17/20... Training loss: 0.1056
Epoch: 17/20... Training loss: 0.1043
Epoch: 17/20... Training loss: 0.1016
Epoch: 17/20... Training loss: 0.0990
Epoch: 17/20... Training loss: 0.1008
Epoch: 17/20... Training loss: 0.1073
Epoch: 17/20... Training loss: 0.1082
Epoch: 17/20... Training loss: 0.1044
Epoch: 17/20... Training loss: 0.1041
Epoch: 17/20... Training loss: 0.1057
Epoch: 17/20... Training loss: 0.1006
Epoch: 17/20... Training loss: 0.1000
Epoch: 17/20... Training loss: 0.1035
Epoch: 17/20... Training loss: 0.1054
Epoch: 17/20... Training loss: 0.1039
Epoch: 17/20... Training loss: 0.1045
Epoch: 17/20... Training loss: 0.1003
Epoch: 17/20... Training loss: 0.1037
Epoch: 17/20... Training loss: 0.1021
Epoch: 17/20... Training loss: 0.0994
Epoch: 17/20... Training loss: 0.1007
Epoch: 17/20... Training loss: 0.1012
Epoch: 17/20... Training loss: 0.1041
Epoch: 17/20... Training loss: 0.0984
Epoch: 17/20... Training loss: 0.1018
Epoch: 17/20... Training loss: 0.1049
Epoch: 17/20... Training loss: 0.1057
Epoch: 17/20... Training loss: 0.1049
Epoch: 17/20... Training loss: 0.0996
Epoch: 17/20... Training loss: 0.1048
Epoch: 17/20... Training loss: 0.1068
Epoch: 17/20... Training loss: 0.1058
Epoch: 17/20... Training loss: 0.1033
Epoch: 17/20... Training loss: 0.0997
Epoch: 17/20... Training loss: 0.1048
Epoch: 17/20... Training loss: 0.1003
Epoch: 17/20... Training loss: 0.1028
Epoch: 17/20... Training loss: 0.1056
Epoch: 17/20... Training loss: 0.1043
Epoch: 18/20... Training loss: 0.1010
Epoch: 18/20... Training loss: 0.1032
Epoch: 18/20... Training loss: 0.1047
Epoch: 18/20... Training loss: 0.1040
Epoch: 18/20... Training loss: 0.1027
Epoch: 18/20... Training loss: 0.1049
Epoch: 18/20... Training loss: 0.1042
Epoch: 18/20... Training loss: 0.0968
Epoch: 18/20... Training loss: 0.1044
Epoch: 18/20... Training loss: 0.1044
Epoch: 18/20... Training loss: 0.1028
Epoch: 18/20... Training loss: 0.1067
Epoch: 18/20... Training loss: 0.0974
Epoch: 18/20... Training loss: 0.1055
Epoch: 18/20... Training loss: 0.1038
Epoch: 18/20... Training loss: 0.0982
Epoch: 18/20... Training loss: 0.1015
Epoch: 18/20... Training loss: 0.1056
Epoch: 18/20... Training loss: 0.1006
Epoch: 18/20... Training loss: 0.1042
Epoch: 18/20... Training loss: 0.1028
Epoch: 18/20... Training loss: 0.1016
Epoch: 18/20... Training loss: 0.1076
Epoch: 18/20... Training loss: 0.1008
Epoch: 18/20... Training loss: 0.1016
Epoch: 18/20... Training loss: 0.1046
Epoch: 18/20... Training loss: 0.0989
Epoch: 18/20... Training loss: 0.1015
Epoch: 18/20... Training loss: 0.1052
Epoch: 18/20... Training loss: 0.1049
Epoch: 18/20... Training loss: 0.1025
Epoch: 18/20... Training loss: 0.1017
Epoch: 18/20... Training loss: 0.1012
Epoch: 18/20... Training loss: 0.1025
Epoch: 18/20... Training loss: 0.1058
Epoch: 18/20... Training loss: 0.1030
Epoch: 18/20... Training loss: 0.1016
Epoch: 18/20... Training loss: 0.1019
Epoch: 18/20... Training loss: 0.1017
Epoch: 18/20... Training loss: 0.0993
Epoch: 18/20... Training loss: 0.0994
Epoch: 18/20... Training loss: 0.1045
Epoch: 18/20... Training loss: 0.1048
Epoch: 18/20... Training loss: 0.1049
Epoch: 18/20... Training loss: 0.1011
Epoch: 18/20... Training loss: 0.0981
Epoch: 18/20... Training loss: 0.1042
Epoch: 18/20... Training loss: 0.1047
Epoch: 18/20... Training loss: 0.1068
Epoch: 18/20... Training loss: 0.1027
Epoch: 18/20... Training loss: 0.1023
Epoch: 18/20... Training loss: 0.1030
Epoch: 18/20... Training loss: 0.1019
Epoch: 18/20... Training loss: 0.1040
Epoch: 18/20... Training loss: 0.0998
Epoch: 18/20... Training loss: 0.1031
Epoch: 18/20... Training loss: 0.1051
Epoch: 18/20... Training loss: 0.1001
Epoch: 18/20... Training loss: 0.1040
Epoch: 18/20... Training loss: 0.1038
Epoch: 18/20... Training loss: 0.1000
Epoch: 18/20... Training loss: 0.1002
Epoch: 18/20... Training loss: 0.1001
Epoch: 18/20... Training loss: 0.1037
Epoch: 18/20... Training loss: 0.1048
Epoch: 18/20... Training loss: 0.1044
Epoch: 18/20... Training loss: 0.1035
Epoch: 18/20... Training loss: 0.1047
Epoch: 18/20... Training loss: 0.1066
Epoch: 18/20... Training loss: 0.1013
Epoch: 18/20... Training loss: 0.1052
Epoch: 18/20... Training loss: 0.1064
Epoch: 18/20... Training loss: 0.1044
Epoch: 18/20... Training loss: 0.1036
Epoch: 18/20... Training loss: 0.1034
Epoch: 18/20... Training loss: 0.0990
Epoch: 18/20... Training loss: 0.0997
Epoch: 18/20... Training loss: 0.1028
Epoch: 18/20... Training loss: 0.1025
Epoch: 18/20... Training loss: 0.1035
Epoch: 18/20... Training loss: 0.1010
Epoch: 18/20... Training loss: 0.0966
Epoch: 18/20... Training loss: 0.1033
Epoch: 18/20... Training loss: 0.1003
Epoch: 18/20... Training loss: 0.1037
Epoch: 18/20... Training loss: 0.1000
Epoch: 18/20... Training loss: 0.1034
Epoch: 18/20... Training loss: 0.1016
Epoch: 18/20... Training loss: 0.1019
Epoch: 18/20... Training loss: 0.1024
Epoch: 18/20... Training loss: 0.1001
Epoch: 18/20... Training loss: 0.1007
Epoch: 18/20... Training loss: 0.1012
Epoch: 18/20... Training loss: 0.1044
Epoch: 18/20... Training loss: 0.1035
Epoch: 18/20... Training loss: 0.1018
Epoch: 18/20... Training loss: 0.1051
Epoch: 18/20... Training loss: 0.0990
Epoch: 18/20... Training loss: 0.0995
Epoch: 18/20... Training loss: 0.1058
Epoch: 18/20... Training loss: 0.1043
Epoch: 18/20... Training loss: 0.1063
Epoch: 18/20... Training loss: 0.1057
Epoch: 18/20... Training loss: 0.1029
Epoch: 18/20... Training loss: 0.1051
Epoch: 18/20... Training loss: 0.0998
Epoch: 18/20... Training loss: 0.1039
Epoch: 18/20... Training loss: 0.1048
Epoch: 18/20... Training loss: 0.1046
Epoch: 18/20... Training loss: 0.1013
Epoch: 18/20... Training loss: 0.1019
Epoch: 18/20... Training loss: 0.1054
Epoch: 18/20... Training loss: 0.1054
Epoch: 18/20... Training loss: 0.1034
Epoch: 18/20... Training loss: 0.1024
Epoch: 18/20... Training loss: 0.1080
Epoch: 18/20... Training loss: 0.0995
Epoch: 18/20... Training loss: 0.1061
Epoch: 18/20... Training loss: 0.1000
Epoch: 18/20... Training loss: 0.1085
Epoch: 18/20... Training loss: 0.0974
Epoch: 18/20... Training loss: 0.1039
Epoch: 18/20... Training loss: 0.1023
Epoch: 18/20... Training loss: 0.1058
Epoch: 18/20... Training loss: 0.1023
Epoch: 18/20... Training loss: 0.1059
Epoch: 18/20... Training loss: 0.1047
Epoch: 18/20... Training loss: 0.1033
Epoch: 18/20... Training loss: 0.1011
Epoch: 18/20... Training loss: 0.1045
Epoch: 18/20... Training loss: 0.0986
Epoch: 18/20... Training loss: 0.1027
Epoch: 18/20... Training loss: 0.1040
Epoch: 18/20... Training loss: 0.1040
Epoch: 18/20... Training loss: 0.1034
Epoch: 18/20... Training loss: 0.1036
Epoch: 18/20... Training loss: 0.1036
Epoch: 18/20... Training loss: 0.1054
Epoch: 18/20... Training loss: 0.1013
Epoch: 18/20... Training loss: 0.1036
Epoch: 18/20... Training loss: 0.1059
Epoch: 18/20... Training loss: 0.0982
Epoch: 18/20... Training loss: 0.0997
Epoch: 18/20... Training loss: 0.1049
Epoch: 18/20... Training loss: 0.1049
Epoch: 18/20... Training loss: 0.0990
Epoch: 18/20... Training loss: 0.1020
Epoch: 18/20... Training loss: 0.1006
Epoch: 18/20... Training loss: 0.1045
Epoch: 18/20... Training loss: 0.0991
Epoch: 18/20... Training loss: 0.1046
Epoch: 18/20... Training loss: 0.0987
Epoch: 18/20... Training loss: 0.1005
Epoch: 18/20... Training loss: 0.0991
Epoch: 18/20... Training loss: 0.1019
Epoch: 18/20... Training loss: 0.1022
Epoch: 18/20... Training loss: 0.1011
Epoch: 18/20... Training loss: 0.1081
Epoch: 18/20... Training loss: 0.1047
Epoch: 18/20... Training loss: 0.1056
Epoch: 18/20... Training loss: 0.1054
Epoch: 18/20... Training loss: 0.1035
Epoch: 18/20... Training loss: 0.1021
Epoch: 18/20... Training loss: 0.1009
Epoch: 18/20... Training loss: 0.1027
Epoch: 18/20... Training loss: 0.1055
Epoch: 18/20... Training loss: 0.1041
Epoch: 18/20... Training loss: 0.1028
Epoch: 18/20... Training loss: 0.1053
Epoch: 18/20... Training loss: 0.1027
Epoch: 18/20... Training loss: 0.1034
Epoch: 18/20... Training loss: 0.1029
Epoch: 18/20... Training loss: 0.0996
Epoch: 18/20... Training loss: 0.1037
Epoch: 18/20... Training loss: 0.1041
Epoch: 18/20... Training loss: 0.1005
Epoch: 18/20... Training loss: 0.1036
Epoch: 18/20... Training loss: 0.1015
Epoch: 18/20... Training loss: 0.0999
Epoch: 18/20... Training loss: 0.1058
Epoch: 18/20... Training loss: 0.1035
Epoch: 18/20... Training loss: 0.0994
Epoch: 18/20... Training loss: 0.1066
Epoch: 18/20... Training loss: 0.1019
Epoch: 18/20... Training loss: 0.1081
Epoch: 18/20... Training loss: 0.1007
Epoch: 18/20... Training loss: 0.0979
Epoch: 18/20... Training loss: 0.1025
Epoch: 18/20... Training loss: 0.1001
Epoch: 18/20... Training loss: 0.1031
Epoch: 18/20... Training loss: 0.1054
Epoch: 18/20... Training loss: 0.1046
Epoch: 18/20... Training loss: 0.1071
Epoch: 18/20... Training loss: 0.1040
Epoch: 18/20... Training loss: 0.1040
Epoch: 18/20... Training loss: 0.1055
Epoch: 18/20... Training loss: 0.1030
Epoch: 18/20... Training loss: 0.1067
Epoch: 18/20... Training loss: 0.0982
Epoch: 18/20... Training loss: 0.1038
Epoch: 18/20... Training loss: 0.1029
Epoch: 18/20... Training loss: 0.1033
Epoch: 18/20... Training loss: 0.0997
Epoch: 18/20... Training loss: 0.1070
Epoch: 18/20... Training loss: 0.1070
Epoch: 18/20... Training loss: 0.1016
Epoch: 18/20... Training loss: 0.1031
Epoch: 18/20... Training loss: 0.1018
Epoch: 18/20... Training loss: 0.0985
Epoch: 18/20... Training loss: 0.1002
Epoch: 18/20... Training loss: 0.0983
Epoch: 18/20... Training loss: 0.1025
Epoch: 18/20... Training loss: 0.1021
Epoch: 18/20... Training loss: 0.1009
Epoch: 18/20... Training loss: 0.1062
Epoch: 18/20... Training loss: 0.1046
Epoch: 18/20... Training loss: 0.0972
Epoch: 18/20... Training loss: 0.1012
Epoch: 18/20... Training loss: 0.1029
Epoch: 18/20... Training loss: 0.1036
Epoch: 18/20... Training loss: 0.1010
Epoch: 18/20... Training loss: 0.1048
Epoch: 18/20... Training loss: 0.1049
Epoch: 18/20... Training loss: 0.1003
Epoch: 18/20... Training loss: 0.0972
Epoch: 18/20... Training loss: 0.1001
Epoch: 18/20... Training loss: 0.1085
Epoch: 18/20... Training loss: 0.1029
Epoch: 18/20... Training loss: 0.1030
Epoch: 18/20... Training loss: 0.1045
Epoch: 18/20... Training loss: 0.1071
Epoch: 18/20... Training loss: 0.1046
Epoch: 18/20... Training loss: 0.1049
Epoch: 18/20... Training loss: 0.1048
Epoch: 18/20... Training loss: 0.1009
Epoch: 18/20... Training loss: 0.1031
Epoch: 18/20... Training loss: 0.1022
Epoch: 18/20... Training loss: 0.1009
Epoch: 18/20... Training loss: 0.1032
Epoch: 18/20... Training loss: 0.1036
Epoch: 18/20... Training loss: 0.1019
Epoch: 18/20... Training loss: 0.1024
Epoch: 18/20... Training loss: 0.1007
Epoch: 18/20... Training loss: 0.1048
Epoch: 18/20... Training loss: 0.1043
Epoch: 18/20... Training loss: 0.1045
Epoch: 18/20... Training loss: 0.1019
Epoch: 18/20... Training loss: 0.1057
Epoch: 18/20... Training loss: 0.1044
Epoch: 18/20... Training loss: 0.1053
Epoch: 18/20... Training loss: 0.1034
Epoch: 18/20... Training loss: 0.1034
Epoch: 18/20... Training loss: 0.1048
Epoch: 18/20... Training loss: 0.1026
Epoch: 18/20... Training loss: 0.1021
Epoch: 18/20... Training loss: 0.1028
Epoch: 18/20... Training loss: 0.1025
Epoch: 18/20... Training loss: 0.1007
Epoch: 18/20... Training loss: 0.1031
Epoch: 18/20... Training loss: 0.1046
Epoch: 18/20... Training loss: 0.1048
Epoch: 18/20... Training loss: 0.1035
Epoch: 18/20... Training loss: 0.1041
Epoch: 18/20... Training loss: 0.1029
Epoch: 18/20... Training loss: 0.1005
Epoch: 18/20... Training loss: 0.1025
Epoch: 18/20... Training loss: 0.1050
Epoch: 18/20... Training loss: 0.1026
Epoch: 18/20... Training loss: 0.1019
Epoch: 18/20... Training loss: 0.0984
Epoch: 18/20... Training loss: 0.1044
Epoch: 18/20... Training loss: 0.1030
Epoch: 18/20... Training loss: 0.1004
Epoch: 18/20... Training loss: 0.1033
Epoch: 18/20... Training loss: 0.0971
Epoch: 18/20... Training loss: 0.1017
Epoch: 18/20... Training loss: 0.1029
Epoch: 18/20... Training loss: 0.1031
Epoch: 18/20... Training loss: 0.1028
Epoch: 18/20... Training loss: 0.1025
Epoch: 18/20... Training loss: 0.1035
Epoch: 18/20... Training loss: 0.1024
Epoch: 18/20... Training loss: 0.1008
Epoch: 18/20... Training loss: 0.1028
Epoch: 18/20... Training loss: 0.1010
Epoch: 18/20... Training loss: 0.1029
Epoch: 18/20... Training loss: 0.1028
Epoch: 18/20... Training loss: 0.1038
Epoch: 18/20... Training loss: 0.1008
Epoch: 18/20... Training loss: 0.1064
Epoch: 18/20... Training loss: 0.0980
Epoch: 18/20... Training loss: 0.0993
Epoch: 18/20... Training loss: 0.1021
Epoch: 18/20... Training loss: 0.1024
Epoch: 18/20... Training loss: 0.0968
Epoch: 18/20... Training loss: 0.1017
Epoch: 18/20... Training loss: 0.1027
Epoch: 18/20... Training loss: 0.1040
Epoch: 18/20... Training loss: 0.0987
Epoch: 18/20... Training loss: 0.1068
Epoch: 19/20... Training loss: 0.1040
Epoch: 19/20... Training loss: 0.1027
Epoch: 19/20... Training loss: 0.1027
Epoch: 19/20... Training loss: 0.1044
Epoch: 19/20... Training loss: 0.1037
Epoch: 19/20... Training loss: 0.1019
Epoch: 19/20... Training loss: 0.1046
Epoch: 19/20... Training loss: 0.1026
Epoch: 19/20... Training loss: 0.1026
Epoch: 19/20... Training loss: 0.1033
Epoch: 19/20... Training loss: 0.1029
Epoch: 19/20... Training loss: 0.1081
Epoch: 19/20... Training loss: 0.1062
Epoch: 19/20... Training loss: 0.0994
Epoch: 19/20... Training loss: 0.1028
Epoch: 19/20... Training loss: 0.1022
Epoch: 19/20... Training loss: 0.1012
Epoch: 19/20... Training loss: 0.1054
Epoch: 19/20... Training loss: 0.1032
Epoch: 19/20... Training loss: 0.1030
Epoch: 19/20... Training loss: 0.0989
Epoch: 19/20... Training loss: 0.0996
Epoch: 19/20... Training loss: 0.1009
Epoch: 19/20... Training loss: 0.1024
Epoch: 19/20... Training loss: 0.1008
Epoch: 19/20... Training loss: 0.1021
Epoch: 19/20... Training loss: 0.1017
Epoch: 19/20... Training loss: 0.1036
Epoch: 19/20... Training loss: 0.1039
Epoch: 19/20... Training loss: 0.1023
Epoch: 19/20... Training loss: 0.1018
Epoch: 19/20... Training loss: 0.1013
Epoch: 19/20... Training loss: 0.0987
Epoch: 19/20... Training loss: 0.1077
Epoch: 19/20... Training loss: 0.0971
Epoch: 19/20... Training loss: 0.1033
Epoch: 19/20... Training loss: 0.1008
Epoch: 19/20... Training loss: 0.1029
Epoch: 19/20... Training loss: 0.1010
Epoch: 19/20... Training loss: 0.1069
Epoch: 19/20... Training loss: 0.0990
Epoch: 19/20... Training loss: 0.1046
Epoch: 19/20... Training loss: 0.1018
Epoch: 19/20... Training loss: 0.1021
Epoch: 19/20... Training loss: 0.1020
Epoch: 19/20... Training loss: 0.1014
Epoch: 19/20... Training loss: 0.0992
Epoch: 19/20... Training loss: 0.0979
Epoch: 19/20... Training loss: 0.1000
Epoch: 19/20... Training loss: 0.1045
Epoch: 19/20... Training loss: 0.1098
Epoch: 19/20... Training loss: 0.1023
Epoch: 19/20... Training loss: 0.1015
Epoch: 19/20... Training loss: 0.0986
Epoch: 19/20... Training loss: 0.1059
Epoch: 19/20... Training loss: 0.1058
Epoch: 19/20... Training loss: 0.1028
Epoch: 19/20... Training loss: 0.1045
Epoch: 19/20... Training loss: 0.1010
Epoch: 19/20... Training loss: 0.1009
Epoch: 19/20... Training loss: 0.1020
Epoch: 19/20... Training loss: 0.1078
Epoch: 19/20... Training loss: 0.0983
Epoch: 19/20... Training loss: 0.1004
Epoch: 19/20... Training loss: 0.0989
Epoch: 19/20... Training loss: 0.1043
Epoch: 19/20... Training loss: 0.0999
Epoch: 19/20... Training loss: 0.0995
Epoch: 19/20... Training loss: 0.1025
Epoch: 19/20... Training loss: 0.1012
Epoch: 19/20... Training loss: 0.1040
Epoch: 19/20... Training loss: 0.1007
Epoch: 19/20... Training loss: 0.1024
Epoch: 19/20... Training loss: 0.1020
Epoch: 19/20... Training loss: 0.1010
Epoch: 19/20... Training loss: 0.1024
Epoch: 19/20... Training loss: 0.1013
Epoch: 19/20... Training loss: 0.1030
Epoch: 19/20... Training loss: 0.1016
Epoch: 19/20... Training loss: 0.1028
Epoch: 19/20... Training loss: 0.0999
Epoch: 19/20... Training loss: 0.1016
Epoch: 19/20... Training loss: 0.1013
Epoch: 19/20... Training loss: 0.0983
Epoch: 19/20... Training loss: 0.1004
Epoch: 19/20... Training loss: 0.0997
Epoch: 19/20... Training loss: 0.1003
Epoch: 19/20... Training loss: 0.1016
Epoch: 19/20... Training loss: 0.1011
Epoch: 19/20... Training loss: 0.1028
Epoch: 19/20... Training loss: 0.0969
Epoch: 19/20... Training loss: 0.1006
Epoch: 19/20... Training loss: 0.1040
Epoch: 19/20... Training loss: 0.1024
Epoch: 19/20... Training loss: 0.1002
Epoch: 19/20... Training loss: 0.1020
Epoch: 19/20... Training loss: 0.1022
Epoch: 19/20... Training loss: 0.1011
Epoch: 19/20... Training loss: 0.1043
Epoch: 19/20... Training loss: 0.1009
Epoch: 19/20... Training loss: 0.1033
Epoch: 19/20... Training loss: 0.1027
Epoch: 19/20... Training loss: 0.1062
Epoch: 19/20... Training loss: 0.1027
Epoch: 19/20... Training loss: 0.1045
Epoch: 19/20... Training loss: 0.0982
Epoch: 19/20... Training loss: 0.1026
Epoch: 19/20... Training loss: 0.1007
Epoch: 19/20... Training loss: 0.0984
Epoch: 19/20... Training loss: 0.1013
Epoch: 19/20... Training loss: 0.1016
Epoch: 19/20... Training loss: 0.1036
Epoch: 19/20... Training loss: 0.1004
Epoch: 19/20... Training loss: 0.0944
Epoch: 19/20... Training loss: 0.1042
Epoch: 19/20... Training loss: 0.1075
Epoch: 19/20... Training loss: 0.1014
Epoch: 19/20... Training loss: 0.1029
Epoch: 19/20... Training loss: 0.1082
Epoch: 19/20... Training loss: 0.1037
Epoch: 19/20... Training loss: 0.1009
Epoch: 19/20... Training loss: 0.1044
Epoch: 19/20... Training loss: 0.1079
Epoch: 19/20... Training loss: 0.1056
Epoch: 19/20... Training loss: 0.1066
Epoch: 19/20... Training loss: 0.1035
Epoch: 19/20... Training loss: 0.1011
Epoch: 19/20... Training loss: 0.0998
Epoch: 19/20... Training loss: 0.1051
Epoch: 19/20... Training loss: 0.1058
Epoch: 19/20... Training loss: 0.1032
Epoch: 19/20... Training loss: 0.0993
Epoch: 19/20... Training loss: 0.0999
Epoch: 19/20... Training loss: 0.1002
Epoch: 19/20... Training loss: 0.1044
Epoch: 19/20... Training loss: 0.0985
Epoch: 19/20... Training loss: 0.0997
Epoch: 19/20... Training loss: 0.0993
Epoch: 19/20... Training loss: 0.1060
Epoch: 19/20... Training loss: 0.1018
Epoch: 19/20... Training loss: 0.1008
Epoch: 19/20... Training loss: 0.1015
Epoch: 19/20... Training loss: 0.1065
Epoch: 19/20... Training loss: 0.1020
Epoch: 19/20... Training loss: 0.1041
Epoch: 19/20... Training loss: 0.1035
Epoch: 19/20... Training loss: 0.0992
Epoch: 19/20... Training loss: 0.1043
Epoch: 19/20... Training loss: 0.1032
Epoch: 19/20... Training loss: 0.1020
Epoch: 19/20... Training loss: 0.1049
Epoch: 19/20... Training loss: 0.1025
Epoch: 19/20... Training loss: 0.1015
Epoch: 19/20... Training loss: 0.1021
Epoch: 19/20... Training loss: 0.1043
Epoch: 19/20... Training loss: 0.1028
Epoch: 19/20... Training loss: 0.1019
Epoch: 19/20... Training loss: 0.1033
Epoch: 19/20... Training loss: 0.1027
Epoch: 19/20... Training loss: 0.1032
Epoch: 19/20... Training loss: 0.1025
Epoch: 19/20... Training loss: 0.1028
Epoch: 19/20... Training loss: 0.1060
Epoch: 19/20... Training loss: 0.1070
Epoch: 19/20... Training loss: 0.1061
Epoch: 19/20... Training loss: 0.1015
Epoch: 19/20... Training loss: 0.1033
Epoch: 19/20... Training loss: 0.1055
Epoch: 19/20... Training loss: 0.1016
Epoch: 19/20... Training loss: 0.1036
Epoch: 19/20... Training loss: 0.1032
Epoch: 19/20... Training loss: 0.0997
Epoch: 19/20... Training loss: 0.1042
Epoch: 19/20... Training loss: 0.1026
Epoch: 19/20... Training loss: 0.1037
Epoch: 19/20... Training loss: 0.1047
Epoch: 19/20... Training loss: 0.1045
Epoch: 19/20... Training loss: 0.1044
Epoch: 19/20... Training loss: 0.1002
Epoch: 19/20... Training loss: 0.1064
Epoch: 19/20... Training loss: 0.1028
Epoch: 19/20... Training loss: 0.1038
Epoch: 19/20... Training loss: 0.1005
Epoch: 19/20... Training loss: 0.1030
Epoch: 19/20... Training loss: 0.0999
Epoch: 19/20... Training loss: 0.1020
Epoch: 19/20... Training loss: 0.1010
Epoch: 19/20... Training loss: 0.1032
Epoch: 19/20... Training loss: 0.1039
Epoch: 19/20... Training loss: 0.0983
Epoch: 19/20... Training loss: 0.1018
Epoch: 19/20... Training loss: 0.1016
Epoch: 19/20... Training loss: 0.1039
Epoch: 19/20... Training loss: 0.1006
Epoch: 19/20... Training loss: 0.1030
Epoch: 19/20... Training loss: 0.1006
Epoch: 19/20... Training loss: 0.1034
Epoch: 19/20... Training loss: 0.1055
Epoch: 19/20... Training loss: 0.0984
Epoch: 19/20... Training loss: 0.1022
Epoch: 19/20... Training loss: 0.0977
Epoch: 19/20... Training loss: 0.1027
Epoch: 19/20... Training loss: 0.1012
Epoch: 19/20... Training loss: 0.1013
Epoch: 19/20... Training loss: 0.1003
Epoch: 19/20... Training loss: 0.1061
Epoch: 19/20... Training loss: 0.1026
Epoch: 19/20... Training loss: 0.1065
Epoch: 19/20... Training loss: 0.1027
Epoch: 19/20... Training loss: 0.0985
Epoch: 19/20... Training loss: 0.1029
Epoch: 19/20... Training loss: 0.0999
Epoch: 19/20... Training loss: 0.1040
Epoch: 19/20... Training loss: 0.0984
Epoch: 19/20... Training loss: 0.1016
Epoch: 19/20... Training loss: 0.1023
Epoch: 19/20... Training loss: 0.1052
Epoch: 19/20... Training loss: 0.0996
Epoch: 19/20... Training loss: 0.1035
Epoch: 19/20... Training loss: 0.1022
Epoch: 19/20... Training loss: 0.1007
Epoch: 19/20... Training loss: 0.0992
Epoch: 19/20... Training loss: 0.1005
Epoch: 19/20... Training loss: 0.1019
Epoch: 19/20... Training loss: 0.1018
Epoch: 19/20... Training loss: 0.1007
Epoch: 19/20... Training loss: 0.1038
Epoch: 19/20... Training loss: 0.1021
Epoch: 19/20... Training loss: 0.1038
Epoch: 19/20... Training loss: 0.1051
Epoch: 19/20... Training loss: 0.1032
Epoch: 19/20... Training loss: 0.1042
Epoch: 19/20... Training loss: 0.1005
Epoch: 19/20... Training loss: 0.1037
Epoch: 19/20... Training loss: 0.1056
Epoch: 19/20... Training loss: 0.1035
Epoch: 19/20... Training loss: 0.0988
Epoch: 19/20... Training loss: 0.0989
Epoch: 19/20... Training loss: 0.1021
Epoch: 19/20... Training loss: 0.1002
Epoch: 19/20... Training loss: 0.1033
Epoch: 19/20... Training loss: 0.0978
Epoch: 19/20... Training loss: 0.1018
Epoch: 19/20... Training loss: 0.1024
Epoch: 19/20... Training loss: 0.1057
Epoch: 19/20... Training loss: 0.1046
Epoch: 19/20... Training loss: 0.1043
Epoch: 19/20... Training loss: 0.1038
Epoch: 19/20... Training loss: 0.1060
Epoch: 19/20... Training loss: 0.1044
Epoch: 19/20... Training loss: 0.1020
Epoch: 19/20... Training loss: 0.0988
Epoch: 19/20... Training loss: 0.0997
Epoch: 19/20... Training loss: 0.1028
Epoch: 19/20... Training loss: 0.1061
Epoch: 19/20... Training loss: 0.1029
Epoch: 19/20... Training loss: 0.1056
Epoch: 19/20... Training loss: 0.1030
Epoch: 19/20... Training loss: 0.1056
Epoch: 19/20... Training loss: 0.1036
Epoch: 19/20... Training loss: 0.1023
Epoch: 19/20... Training loss: 0.1029
Epoch: 19/20... Training loss: 0.1013
Epoch: 19/20... Training loss: 0.1026
Epoch: 19/20... Training loss: 0.1009
Epoch: 19/20... Training loss: 0.1042
Epoch: 19/20... Training loss: 0.1029
Epoch: 19/20... Training loss: 0.1037
Epoch: 19/20... Training loss: 0.0995
Epoch: 19/20... Training loss: 0.1029
Epoch: 19/20... Training loss: 0.1040
Epoch: 19/20... Training loss: 0.1008
Epoch: 19/20... Training loss: 0.1011
Epoch: 19/20... Training loss: 0.1021
Epoch: 19/20... Training loss: 0.1022
Epoch: 19/20... Training loss: 0.1062
Epoch: 19/20... Training loss: 0.1020
Epoch: 19/20... Training loss: 0.1012
Epoch: 19/20... Training loss: 0.1020
Epoch: 19/20... Training loss: 0.1020
Epoch: 19/20... Training loss: 0.1047
Epoch: 19/20... Training loss: 0.1053
Epoch: 19/20... Training loss: 0.1029
Epoch: 19/20... Training loss: 0.0987
Epoch: 19/20... Training loss: 0.1036
Epoch: 19/20... Training loss: 0.0962
Epoch: 19/20... Training loss: 0.0992
Epoch: 19/20... Training loss: 0.1013
Epoch: 19/20... Training loss: 0.1045
Epoch: 19/20... Training loss: 0.1036
Epoch: 19/20... Training loss: 0.1038
Epoch: 19/20... Training loss: 0.1043
Epoch: 19/20... Training loss: 0.0993
Epoch: 19/20... Training loss: 0.1003
Epoch: 19/20... Training loss: 0.1041
Epoch: 19/20... Training loss: 0.1023
Epoch: 19/20... Training loss: 0.0949
Epoch: 19/20... Training loss: 0.0985
Epoch: 19/20... Training loss: 0.1010
Epoch: 19/20... Training loss: 0.1036
Epoch: 20/20... Training loss: 0.1018
Epoch: 20/20... Training loss: 0.1026
Epoch: 20/20... Training loss: 0.1001
Epoch: 20/20... Training loss: 0.1010
Epoch: 20/20... Training loss: 0.1068
Epoch: 20/20... Training loss: 0.0984
Epoch: 20/20... Training loss: 0.1014
Epoch: 20/20... Training loss: 0.1025
Epoch: 20/20... Training loss: 0.1030
Epoch: 20/20... Training loss: 0.1017
Epoch: 20/20... Training loss: 0.1039
Epoch: 20/20... Training loss: 0.1022
Epoch: 20/20... Training loss: 0.1016
Epoch: 20/20... Training loss: 0.0979
Epoch: 20/20... Training loss: 0.0979
Epoch: 20/20... Training loss: 0.1014
Epoch: 20/20... Training loss: 0.1014
Epoch: 20/20... Training loss: 0.1025
Epoch: 20/20... Training loss: 0.1037
Epoch: 20/20... Training loss: 0.1007
Epoch: 20/20... Training loss: 0.0993
Epoch: 20/20... Training loss: 0.1006
Epoch: 20/20... Training loss: 0.1051
Epoch: 20/20... Training loss: 0.1040
Epoch: 20/20... Training loss: 0.1033
Epoch: 20/20... Training loss: 0.0993
Epoch: 20/20... Training loss: 0.1028
Epoch: 20/20... Training loss: 0.1005
Epoch: 20/20... Training loss: 0.1009
Epoch: 20/20... Training loss: 0.1032
Epoch: 20/20... Training loss: 0.1026
Epoch: 20/20... Training loss: 0.0993
Epoch: 20/20... Training loss: 0.1002
Epoch: 20/20... Training loss: 0.1009
Epoch: 20/20... Training loss: 0.1043
Epoch: 20/20... Training loss: 0.1029
Epoch: 20/20... Training loss: 0.0972
Epoch: 20/20... Training loss: 0.0997
Epoch: 20/20... Training loss: 0.1036
Epoch: 20/20... Training loss: 0.1038
Epoch: 20/20... Training loss: 0.1005
Epoch: 20/20... Training loss: 0.1023
Epoch: 20/20... Training loss: 0.1005
Epoch: 20/20... Training loss: 0.1001
Epoch: 20/20... Training loss: 0.1020
Epoch: 20/20... Training loss: 0.1035
Epoch: 20/20... Training loss: 0.0989
Epoch: 20/20... Training loss: 0.1019
Epoch: 20/20... Training loss: 0.1029
Epoch: 20/20... Training loss: 0.1101
Epoch: 20/20... Training loss: 0.1025
Epoch: 20/20... Training loss: 0.1074
Epoch: 20/20... Training loss: 0.0972
Epoch: 20/20... Training loss: 0.0992
Epoch: 20/20... Training loss: 0.1058
Epoch: 20/20... Training loss: 0.1003
Epoch: 20/20... Training loss: 0.1043
Epoch: 20/20... Training loss: 0.1020
Epoch: 20/20... Training loss: 0.1049
Epoch: 20/20... Training loss: 0.0986
Epoch: 20/20... Training loss: 0.1014
Epoch: 20/20... Training loss: 0.1028
Epoch: 20/20... Training loss: 0.1037
Epoch: 20/20... Training loss: 0.1027
Epoch: 20/20... Training loss: 0.1027
Epoch: 20/20... Training loss: 0.1030
Epoch: 20/20... Training loss: 0.1035
Epoch: 20/20... Training loss: 0.1002
Epoch: 20/20... Training loss: 0.1023
Epoch: 20/20... Training loss: 0.1003
Epoch: 20/20... Training loss: 0.1030
Epoch: 20/20... Training loss: 0.0994
Epoch: 20/20... Training loss: 0.0983
Epoch: 20/20... Training loss: 0.1065
Epoch: 20/20... Training loss: 0.1006
Epoch: 20/20... Training loss: 0.1024
Epoch: 20/20... Training loss: 0.1025
Epoch: 20/20... Training loss: 0.1055
Epoch: 20/20... Training loss: 0.1020
Epoch: 20/20... Training loss: 0.0968
Epoch: 20/20... Training loss: 0.1021
Epoch: 20/20... Training loss: 0.1016
Epoch: 20/20... Training loss: 0.1030
Epoch: 20/20... Training loss: 0.1052
Epoch: 20/20... Training loss: 0.1040
Epoch: 20/20... Training loss: 0.1026
Epoch: 20/20... Training loss: 0.1031
Epoch: 20/20... Training loss: 0.1033
Epoch: 20/20... Training loss: 0.1023
Epoch: 20/20... Training loss: 0.1012
Epoch: 20/20... Training loss: 0.1000
Epoch: 20/20... Training loss: 0.1035
Epoch: 20/20... Training loss: 0.1022
Epoch: 20/20... Training loss: 0.1007
Epoch: 20/20... Training loss: 0.1049
Epoch: 20/20... Training loss: 0.0994
Epoch: 20/20... Training loss: 0.1026
Epoch: 20/20... Training loss: 0.1080
Epoch: 20/20... Training loss: 0.1028
Epoch: 20/20... Training loss: 0.1032
Epoch: 20/20... Training loss: 0.1020
Epoch: 20/20... Training loss: 0.1026
Epoch: 20/20... Training loss: 0.1011
Epoch: 20/20... Training loss: 0.1009
Epoch: 20/20... Training loss: 0.1011
Epoch: 20/20... Training loss: 0.0996
Epoch: 20/20... Training loss: 0.1029
Epoch: 20/20... Training loss: 0.1010
Epoch: 20/20... Training loss: 0.1017
Epoch: 20/20... Training loss: 0.1015
Epoch: 20/20... Training loss: 0.1038
Epoch: 20/20... Training loss: 0.1034
Epoch: 20/20... Training loss: 0.1020
Epoch: 20/20... Training loss: 0.1059
Epoch: 20/20... Training loss: 0.1069
Epoch: 20/20... Training loss: 0.1011
Epoch: 20/20... Training loss: 0.1001
Epoch: 20/20... Training loss: 0.1000
Epoch: 20/20... Training loss: 0.1037
Epoch: 20/20... Training loss: 0.1063
Epoch: 20/20... Training loss: 0.1007
Epoch: 20/20... Training loss: 0.1001
Epoch: 20/20... Training loss: 0.1015
Epoch: 20/20... Training loss: 0.1030
Epoch: 20/20... Training loss: 0.1007
Epoch: 20/20... Training loss: 0.1034
Epoch: 20/20... Training loss: 0.1012
Epoch: 20/20... Training loss: 0.1007
Epoch: 20/20... Training loss: 0.1050
Epoch: 20/20... Training loss: 0.1029
Epoch: 20/20... Training loss: 0.1026
Epoch: 20/20... Training loss: 0.1012
Epoch: 20/20... Training loss: 0.1042
Epoch: 20/20... Training loss: 0.0994
Epoch: 20/20... Training loss: 0.1017
Epoch: 20/20... Training loss: 0.1011
Epoch: 20/20... Training loss: 0.1004
Epoch: 20/20... Training loss: 0.0983
Epoch: 20/20... Training loss: 0.1005
Epoch: 20/20... Training loss: 0.1019
Epoch: 20/20... Training loss: 0.1015
Epoch: 20/20... Training loss: 0.1056
Epoch: 20/20... Training loss: 0.1004
Epoch: 20/20... Training loss: 0.1019
Epoch: 20/20... Training loss: 0.1036
Epoch: 20/20... Training loss: 0.0956
Epoch: 20/20... Training loss: 0.0993
Epoch: 20/20... Training loss: 0.1021
Epoch: 20/20... Training loss: 0.0997
Epoch: 20/20... Training loss: 0.1010
Epoch: 20/20... Training loss: 0.1027
Epoch: 20/20... Training loss: 0.1033
Epoch: 20/20... Training loss: 0.0971
Epoch: 20/20... Training loss: 0.0999
Epoch: 20/20... Training loss: 0.1055
Epoch: 20/20... Training loss: 0.1052
Epoch: 20/20... Training loss: 0.1018
Epoch: 20/20... Training loss: 0.1025
Epoch: 20/20... Training loss: 0.0998
Epoch: 20/20... Training loss: 0.1060
Epoch: 20/20... Training loss: 0.1030
Epoch: 20/20... Training loss: 0.1018
Epoch: 20/20... Training loss: 0.1026
Epoch: 20/20... Training loss: 0.1012
Epoch: 20/20... Training loss: 0.0997
Epoch: 20/20... Training loss: 0.1027
Epoch: 20/20... Training loss: 0.1008
Epoch: 20/20... Training loss: 0.1005
Epoch: 20/20... Training loss: 0.1038
Epoch: 20/20... Training loss: 0.1015
Epoch: 20/20... Training loss: 0.1029
Epoch: 20/20... Training loss: 0.0985
Epoch: 20/20... Training loss: 0.1052
Epoch: 20/20... Training loss: 0.0999
Epoch: 20/20... Training loss: 0.1027
Epoch: 20/20... Training loss: 0.1066
Epoch: 20/20... Training loss: 0.0996
Epoch: 20/20... Training loss: 0.1046
Epoch: 20/20... Training loss: 0.1056
Epoch: 20/20... Training loss: 0.1004
Epoch: 20/20... Training loss: 0.1013
Epoch: 20/20... Training loss: 0.1015
Epoch: 20/20... Training loss: 0.1011
Epoch: 20/20... Training loss: 0.1060
Epoch: 20/20... Training loss: 0.1037
Epoch: 20/20... Training loss: 0.0997
Epoch: 20/20... Training loss: 0.1042
Epoch: 20/20... Training loss: 0.1035
Epoch: 20/20... Training loss: 0.1012
Epoch: 20/20... Training loss: 0.1010
Epoch: 20/20... Training loss: 0.1017
Epoch: 20/20... Training loss: 0.1015
Epoch: 20/20... Training loss: 0.1009
Epoch: 20/20... Training loss: 0.1023
Epoch: 20/20... Training loss: 0.1024
Epoch: 20/20... Training loss: 0.1006
Epoch: 20/20... Training loss: 0.1024
Epoch: 20/20... Training loss: 0.1004
Epoch: 20/20... Training loss: 0.0996
Epoch: 20/20... Training loss: 0.0980
Epoch: 20/20... Training loss: 0.1017
Epoch: 20/20... Training loss: 0.1019
Epoch: 20/20... Training loss: 0.1018
Epoch: 20/20... Training loss: 0.1011
Epoch: 20/20... Training loss: 0.1066
Epoch: 20/20... Training loss: 0.1035
Epoch: 20/20... Training loss: 0.1032
Epoch: 20/20... Training loss: 0.1018
Epoch: 20/20... Training loss: 0.1023
Epoch: 20/20... Training loss: 0.1022
Epoch: 20/20... Training loss: 0.0992
Epoch: 20/20... Training loss: 0.1047
Epoch: 20/20... Training loss: 0.1030
Epoch: 20/20... Training loss: 0.1041
Epoch: 20/20... Training loss: 0.1044
Epoch: 20/20... Training loss: 0.1010
Epoch: 20/20... Training loss: 0.1010
Epoch: 20/20... Training loss: 0.1049
Epoch: 20/20... Training loss: 0.0989
Epoch: 20/20... Training loss: 0.1037
Epoch: 20/20... Training loss: 0.1029
Epoch: 20/20... Training loss: 0.1029
Epoch: 20/20... Training loss: 0.0995
Epoch: 20/20... Training loss: 0.0983
Epoch: 20/20... Training loss: 0.1024
Epoch: 20/20... Training loss: 0.0983
Epoch: 20/20... Training loss: 0.1004
Epoch: 20/20... Training loss: 0.0997
Epoch: 20/20... Training loss: 0.1030
Epoch: 20/20... Training loss: 0.1064
Epoch: 20/20... Training loss: 0.0990
Epoch: 20/20... Training loss: 0.1029
Epoch: 20/20... Training loss: 0.1011
Epoch: 20/20... Training loss: 0.1051
Epoch: 20/20... Training loss: 0.0992
Epoch: 20/20... Training loss: 0.1032
Epoch: 20/20... Training loss: 0.0999
Epoch: 20/20... Training loss: 0.1005
Epoch: 20/20... Training loss: 0.1007
Epoch: 20/20... Training loss: 0.1014
Epoch: 20/20... Training loss: 0.0967
Epoch: 20/20... Training loss: 0.0984
Epoch: 20/20... Training loss: 0.0987
Epoch: 20/20... Training loss: 0.1038
Epoch: 20/20... Training loss: 0.1006
Epoch: 20/20... Training loss: 0.1000
Epoch: 20/20... Training loss: 0.1051
Epoch: 20/20... Training loss: 0.1000
Epoch: 20/20... Training loss: 0.1061
Epoch: 20/20... Training loss: 0.1009
Epoch: 20/20... Training loss: 0.1036
Epoch: 20/20... Training loss: 0.1044
Epoch: 20/20... Training loss: 0.0996
Epoch: 20/20... Training loss: 0.0994
Epoch: 20/20... Training loss: 0.1044
Epoch: 20/20... Training loss: 0.0998
Epoch: 20/20... Training loss: 0.1017
Epoch: 20/20... Training loss: 0.1033
Epoch: 20/20... Training loss: 0.1025
Epoch: 20/20... Training loss: 0.0994
Epoch: 20/20... Training loss: 0.1063
Epoch: 20/20... Training loss: 0.1019
Epoch: 20/20... Training loss: 0.1042
Epoch: 20/20... Training loss: 0.1034
Epoch: 20/20... Training loss: 0.1030
Epoch: 20/20... Training loss: 0.1013
Epoch: 20/20... Training loss: 0.1023
Epoch: 20/20... Training loss: 0.1020
Epoch: 20/20... Training loss: 0.1019
Epoch: 20/20... Training loss: 0.0975
Epoch: 20/20... Training loss: 0.1015
Epoch: 20/20... Training loss: 0.1021
Epoch: 20/20... Training loss: 0.1021
Epoch: 20/20... Training loss: 0.0999
Epoch: 20/20... Training loss: 0.1031
Epoch: 20/20... Training loss: 0.1032
Epoch: 20/20... Training loss: 0.1022
Epoch: 20/20... Training loss: 0.1024
Epoch: 20/20... Training loss: 0.0985
Epoch: 20/20... Training loss: 0.1058
Epoch: 20/20... Training loss: 0.1014
Epoch: 20/20... Training loss: 0.1000
Epoch: 20/20... Training loss: 0.1015
Epoch: 20/20... Training loss: 0.1048
Epoch: 20/20... Training loss: 0.0995
Epoch: 20/20... Training loss: 0.1002
Epoch: 20/20... Training loss: 0.1017
Epoch: 20/20... Training loss: 0.1050
Epoch: 20/20... Training loss: 0.1052
Epoch: 20/20... Training loss: 0.1004
Epoch: 20/20... Training loss: 0.1010
Epoch: 20/20... Training loss: 0.1038
Epoch: 20/20... Training loss: 0.1013
Epoch: 20/20... Training loss: 0.1007
Epoch: 20/20... Training loss: 0.1026
Epoch: 20/20... Training loss: 0.1014
Epoch: 20/20... Training loss: 0.1002
Epoch: 20/20... Training loss: 0.0987
Epoch: 20/20... Training loss: 0.1002
Epoch: 20/20... Training loss: 0.1056

In [13]:
fig, axes = plt.subplots(nrows=2, ncols=10, sharex=True, sharey=True, figsize=(20,4))
in_imgs = mnist.test.images[:10]
reconstructed = sess.run(decoded, feed_dict={inputs_: in_imgs.reshape((10, 28, 28, 1))})

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 [19]:
sess.close()

Denoising

As I've mentioned before, autoencoders like the ones you've built so far aren't too useful in practive. However, they can be used to denoise images quite successfully just by training the network on noisy images. We can create the noisy images ourselves by adding Gaussian noise to the training images, then clipping the values to be between 0 and 1. We'll use noisy images as input and the original, clean images as targets. Here's an example of the noisy images I generated and the denoised images.

Since this is a harder problem for the network, we'll want to use deeper convolutional layers here, more feature maps. I suggest something like 32-32-16 for the depths of the convolutional layers in the encoder, and the same depths going backward through the decoder. Otherwise the architecture is the same as before.

Exercise: Build the network for the denoising autoencoder. It's the same as before, but with deeper layers. I suggest 32-32-16 for the depths, but you can play with these numbers, or add more layers.


In [21]:
learning_rate = 0.001
inputs_ = tf.placeholder(tf.float32, (None, 28, 28, 1), name='inputs')
targets_ = tf.placeholder(tf.float32, (None, 28, 28, 1), name='targets')

### Encoder
conv1 = 
# Now 28x28x32
maxpool1 = 
# Now 14x14x32
conv2 = 
# Now 14x14x32
maxpool2 = 
# Now 7x7x32
conv3 = 
# Now 7x7x16
encoded = 
# Now 4x4x16

### Decoder
upsample1 = 
# Now 7x7x16
conv4 = 
# Now 7x7x16
upsample2 = 
# Now 14x14x16
conv5 = 
# Now 14x14x32
upsample3 = 
# Now 28x28x32
conv6 = 
# Now 28x28x32

logits = 
#Now 28x28x1

# Pass logits through sigmoid to get reconstructed image
decoded =

# Pass logits through sigmoid and calculate the cross-entropy loss
loss = 

# Get cost and define the optimizer
cost = tf.reduce_mean(loss)
opt = tf.train.AdamOptimizer(learning_rate).minimize(cost)

In [22]:
sess = tf.Session()

In [ ]:
epochs = 100
batch_size = 200
# Set's how much noise we're adding to the MNIST images
noise_factor = 0.5
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)
        # Get images from the batch
        imgs = batch[0].reshape((-1, 28, 28, 1))
        
        # Add random noise to the input images
        noisy_imgs = imgs + noise_factor * np.random.randn(*imgs.shape)
        # Clip the images to be between 0 and 1
        noisy_imgs = np.clip(noisy_imgs, 0., 1.)
        
        # Noisy images as inputs, original images as targets
        batch_cost, _ = sess.run([cost, opt], feed_dict={inputs_: noisy_imgs,
                                                         targets_: imgs})

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

Checking out the performance

Here I'm adding noise to the test images and passing them through the autoencoder. It does a suprisingly great job of removing the noise, even though it's sometimes difficult to tell what the original number is.


In [29]:
fig, axes = plt.subplots(nrows=2, ncols=10, sharex=True, sharey=True, figsize=(20,4))
in_imgs = mnist.test.images[:10]
noisy_imgs = in_imgs + noise_factor * np.random.randn(*in_imgs.shape)
noisy_imgs = np.clip(noisy_imgs, 0., 1.)

reconstructed = sess.run(decoded, feed_dict={inputs_: noisy_imgs.reshape((10, 28, 28, 1))})

for images, row in zip([noisy_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)