A Simple Autoencoder

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

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



In [1]:

    
%matplotlib inline

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



In [2]:

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









    



Successfully downloaded train-images-idx3-ubyte.gz 9912422 bytes.
Extracting MNIST_data\train-images-idx3-ubyte.gz
Successfully downloaded train-labels-idx1-ubyte.gz 28881 bytes.
Extracting MNIST_data\train-labels-idx1-ubyte.gz
Successfully downloaded t10k-images-idx3-ubyte.gz 1648877 bytes.
Extracting MNIST_data\t10k-images-idx3-ubyte.gz
Successfully downloaded t10k-labels-idx1-ubyte.gz 4542 bytes.
Extracting MNIST_data\t10k-labels-idx1-ubyte.gz

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



In [3]:

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









    Out[3]:





<matplotlib.image.AxesImage at 0x2b01ce1f860>



In [10]:

    
print(mnist.train.images.shape)
len(mnist.train.images)









    



(60000, 784)






    Out[10]:





60000

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

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



In [31]:

    
# Size of the encoding layer (the hidden layer)
encoding_dim = 32 # feel free to change this value

# The pixels of images
image_size = mnist.train.images.shape[1]

# Input and target placeholders
inputs_ = tf.placeholder(tf.float32, (None, image_size), "inputs")
targets_ = tf.placeholder(tf.float32, (None, image_size), "outputs")

# Output of hidden layer, single fully connected layer here with ReLU activation
encoded = tf.layers.dense(inputs_, encoding_dim, activation=tf.nn.relu, 
                          kernel_initializer=tf.truncated_normal_initializer(stddev=0.1))

# Output layer logits, fully connected layer with no activation
logits = tf.layers.dense(encoded, image_size, 
                         kernel_initializer=tf.truncated_normal_initializer(stddev=0.1))
# Sigmoid output from logits
decoded = tf.nn.sigmoid(logits)

# Sigmoid cross-entropy loss
loss = tf.nn.sigmoid_cross_entropy_with_logits(labels=targets_, logits=logits)

# Mean of the loss
cost = tf.reduce_mean(loss)

# Adam optimizer
opt = tf.train.AdamOptimizer(learning_rate=0.001).minimize(cost)

Training



In [29]:

    
# Create the session
sess = tf.Session()

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

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



In [32]:

    
epochs = 10
batch_size = 256
sess.run(tf.global_variables_initializer())
for e in range(epochs):
    for ii in range(mnist.train.num_examples//batch_size):
        batch = mnist.train.next_batch(batch_size)
        feed = {inputs_: batch[0], targets_: batch[0]}
        batch_cost, _ = sess.run([cost, opt], feed_dict=feed)

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









    



Epoch: 1/10... Training loss: 0.7055
Epoch: 1/10... Training loss: 0.6995
Epoch: 1/10... Training loss: 0.6945
Epoch: 1/10... Training loss: 0.6901
Epoch: 1/10... Training loss: 0.6871
Epoch: 1/10... Training loss: 0.6836
Epoch: 1/10... Training loss: 0.6800
Epoch: 1/10... Training loss: 0.6763
Epoch: 1/10... Training loss: 0.6720
Epoch: 1/10... Training loss: 0.6674
Epoch: 1/10... Training loss: 0.6611
Epoch: 1/10... Training loss: 0.6551
Epoch: 1/10... Training loss: 0.6471
Epoch: 1/10... Training loss: 0.6382
Epoch: 1/10... Training loss: 0.6307
Epoch: 1/10... Training loss: 0.6200
Epoch: 1/10... Training loss: 0.6078
Epoch: 1/10... Training loss: 0.5968
Epoch: 1/10... Training loss: 0.5829
Epoch: 1/10... Training loss: 0.5707
Epoch: 1/10... Training loss: 0.5571
Epoch: 1/10... Training loss: 0.5421
Epoch: 1/10... Training loss: 0.5291
Epoch: 1/10... Training loss: 0.5154
Epoch: 1/10... Training loss: 0.4962
Epoch: 1/10... Training loss: 0.4843
Epoch: 1/10... Training loss: 0.4653
Epoch: 1/10... Training loss: 0.4498
Epoch: 1/10... Training loss: 0.4447
Epoch: 1/10... Training loss: 0.4289
Epoch: 1/10... Training loss: 0.4231
Epoch: 1/10... Training loss: 0.4020
Epoch: 1/10... Training loss: 0.3927
Epoch: 1/10... Training loss: 0.3871
Epoch: 1/10... Training loss: 0.3694
Epoch: 1/10... Training loss: 0.3632
Epoch: 1/10... Training loss: 0.3433
Epoch: 1/10... Training loss: 0.3416
Epoch: 1/10... Training loss: 0.3335
Epoch: 1/10... Training loss: 0.3295
Epoch: 1/10... Training loss: 0.3232
Epoch: 1/10... Training loss: 0.3220
Epoch: 1/10... Training loss: 0.3146
Epoch: 1/10... Training loss: 0.3159
Epoch: 1/10... Training loss: 0.3119
Epoch: 1/10... Training loss: 0.3033
Epoch: 1/10... Training loss: 0.2974
Epoch: 1/10... Training loss: 0.2922
Epoch: 1/10... Training loss: 0.2923
Epoch: 1/10... Training loss: 0.2867
Epoch: 1/10... Training loss: 0.2870
Epoch: 1/10... Training loss: 0.2848
Epoch: 1/10... Training loss: 0.2861
Epoch: 1/10... Training loss: 0.2826
Epoch: 1/10... Training loss: 0.2730
Epoch: 1/10... Training loss: 0.2750
Epoch: 1/10... Training loss: 0.2803
Epoch: 1/10... Training loss: 0.2755
Epoch: 1/10... Training loss: 0.2747
Epoch: 1/10... Training loss: 0.2727
Epoch: 1/10... Training loss: 0.2778
Epoch: 1/10... Training loss: 0.2770
Epoch: 1/10... Training loss: 0.2709
Epoch: 1/10... Training loss: 0.2772
Epoch: 1/10... Training loss: 0.2698
Epoch: 1/10... Training loss: 0.2669
Epoch: 1/10... Training loss: 0.2710
Epoch: 1/10... Training loss: 0.2681
Epoch: 1/10... Training loss: 0.2718
Epoch: 1/10... Training loss: 0.2635
Epoch: 1/10... Training loss: 0.2649
Epoch: 1/10... Training loss: 0.2690
Epoch: 1/10... Training loss: 0.2590
Epoch: 1/10... Training loss: 0.2608
Epoch: 1/10... Training loss: 0.2653
Epoch: 1/10... Training loss: 0.2593
Epoch: 1/10... Training loss: 0.2587
Epoch: 1/10... Training loss: 0.2673
Epoch: 1/10... Training loss: 0.2590
Epoch: 1/10... Training loss: 0.2620
Epoch: 1/10... Training loss: 0.2628
Epoch: 1/10... Training loss: 0.2557
Epoch: 1/10... Training loss: 0.2555
Epoch: 1/10... Training loss: 0.2561
Epoch: 1/10... Training loss: 0.2561
Epoch: 1/10... Training loss: 0.2512
Epoch: 1/10... Training loss: 0.2516
Epoch: 1/10... Training loss: 0.2517
Epoch: 1/10... Training loss: 0.2559
Epoch: 1/10... Training loss: 0.2489
Epoch: 1/10... Training loss: 0.2523
Epoch: 1/10... Training loss: 0.2486
Epoch: 1/10... Training loss: 0.2498
Epoch: 1/10... Training loss: 0.2489
Epoch: 1/10... Training loss: 0.2411
Epoch: 1/10... Training loss: 0.2501
Epoch: 1/10... Training loss: 0.2506
Epoch: 1/10... Training loss: 0.2440
Epoch: 1/10... Training loss: 0.2460
Epoch: 1/10... Training loss: 0.2427
Epoch: 1/10... Training loss: 0.2454
Epoch: 1/10... Training loss: 0.2473
Epoch: 1/10... Training loss: 0.2408
Epoch: 1/10... Training loss: 0.2404
Epoch: 1/10... Training loss: 0.2421
Epoch: 1/10... Training loss: 0.2427
Epoch: 1/10... Training loss: 0.2378
Epoch: 1/10... Training loss: 0.2338
Epoch: 1/10... Training loss: 0.2371
Epoch: 1/10... Training loss: 0.2398
Epoch: 1/10... Training loss: 0.2419
Epoch: 1/10... Training loss: 0.2381
Epoch: 1/10... Training loss: 0.2422
Epoch: 1/10... Training loss: 0.2338
Epoch: 1/10... Training loss: 0.2330
Epoch: 1/10... Training loss: 0.2383
Epoch: 1/10... Training loss: 0.2319
Epoch: 1/10... Training loss: 0.2330
Epoch: 1/10... Training loss: 0.2328
Epoch: 1/10... Training loss: 0.2342
Epoch: 1/10... Training loss: 0.2314
Epoch: 1/10... Training loss: 0.2255
Epoch: 1/10... Training loss: 0.2315
Epoch: 1/10... Training loss: 0.2304
Epoch: 1/10... Training loss: 0.2310
Epoch: 1/10... Training loss: 0.2263
Epoch: 1/10... Training loss: 0.2276
Epoch: 1/10... Training loss: 0.2268
Epoch: 1/10... Training loss: 0.2262
Epoch: 1/10... Training loss: 0.2281
Epoch: 1/10... Training loss: 0.2249
Epoch: 1/10... Training loss: 0.2210
Epoch: 1/10... Training loss: 0.2287
Epoch: 1/10... Training loss: 0.2273
Epoch: 1/10... Training loss: 0.2190
Epoch: 1/10... Training loss: 0.2219
Epoch: 1/10... Training loss: 0.2219
Epoch: 1/10... Training loss: 0.2178
Epoch: 1/10... Training loss: 0.2217
Epoch: 1/10... Training loss: 0.2212
Epoch: 1/10... Training loss: 0.2169
Epoch: 1/10... Training loss: 0.2179
Epoch: 1/10... Training loss: 0.2201
Epoch: 1/10... Training loss: 0.2153
Epoch: 1/10... Training loss: 0.2167
Epoch: 1/10... Training loss: 0.2200
Epoch: 1/10... Training loss: 0.2133
Epoch: 1/10... Training loss: 0.2202
Epoch: 1/10... Training loss: 0.2185
Epoch: 1/10... Training loss: 0.2197
Epoch: 1/10... Training loss: 0.2200
Epoch: 1/10... Training loss: 0.2138
Epoch: 1/10... Training loss: 0.2163
Epoch: 1/10... Training loss: 0.2147
Epoch: 1/10... Training loss: 0.2143
Epoch: 1/10... Training loss: 0.2084
Epoch: 1/10... Training loss: 0.2121
Epoch: 1/10... Training loss: 0.2149
Epoch: 1/10... Training loss: 0.2090
Epoch: 1/10... Training loss: 0.2092
Epoch: 1/10... Training loss: 0.2138
Epoch: 1/10... Training loss: 0.2159
Epoch: 1/10... Training loss: 0.2057
Epoch: 1/10... Training loss: 0.2090
Epoch: 1/10... Training loss: 0.2096
Epoch: 1/10... Training loss: 0.2098
Epoch: 1/10... Training loss: 0.2130
Epoch: 1/10... Training loss: 0.2105
Epoch: 1/10... Training loss: 0.2036
Epoch: 1/10... Training loss: 0.2092
Epoch: 1/10... Training loss: 0.2063
Epoch: 1/10... Training loss: 0.2096
Epoch: 1/10... Training loss: 0.2004
Epoch: 1/10... Training loss: 0.2062
Epoch: 1/10... Training loss: 0.2032
Epoch: 1/10... Training loss: 0.2096
Epoch: 1/10... Training loss: 0.1937
Epoch: 1/10... Training loss: 0.2020
Epoch: 1/10... Training loss: 0.2014
Epoch: 1/10... Training loss: 0.1983
Epoch: 1/10... Training loss: 0.1996
Epoch: 1/10... Training loss: 0.2063
Epoch: 1/10... Training loss: 0.2018
Epoch: 1/10... Training loss: 0.2063
Epoch: 1/10... Training loss: 0.2033
Epoch: 1/10... Training loss: 0.1985
Epoch: 1/10... Training loss: 0.1977
Epoch: 1/10... Training loss: 0.2020
Epoch: 1/10... Training loss: 0.1980
Epoch: 1/10... Training loss: 0.2012
Epoch: 1/10... Training loss: 0.1922
Epoch: 1/10... Training loss: 0.2043
Epoch: 1/10... Training loss: 0.1978
Epoch: 1/10... Training loss: 0.1993
Epoch: 1/10... Training loss: 0.1954
Epoch: 1/10... Training loss: 0.1954
Epoch: 1/10... Training loss: 0.1968
Epoch: 1/10... Training loss: 0.2026
Epoch: 1/10... Training loss: 0.1959
Epoch: 1/10... Training loss: 0.1923
Epoch: 1/10... Training loss: 0.1934
Epoch: 1/10... Training loss: 0.1928
Epoch: 1/10... Training loss: 0.1999
Epoch: 1/10... Training loss: 0.1950
Epoch: 1/10... Training loss: 0.1957
Epoch: 1/10... Training loss: 0.1944
Epoch: 1/10... Training loss: 0.1978
Epoch: 1/10... Training loss: 0.1939
Epoch: 1/10... Training loss: 0.1875
Epoch: 1/10... Training loss: 0.1894
Epoch: 1/10... Training loss: 0.1960
Epoch: 1/10... Training loss: 0.1929
Epoch: 1/10... Training loss: 0.1895
Epoch: 1/10... Training loss: 0.1988
Epoch: 1/10... Training loss: 0.1868
Epoch: 1/10... Training loss: 0.1878
Epoch: 1/10... Training loss: 0.1893
Epoch: 1/10... Training loss: 0.1903
Epoch: 1/10... Training loss: 0.1885
Epoch: 1/10... Training loss: 0.1887
Epoch: 1/10... Training loss: 0.1895
Epoch: 1/10... Training loss: 0.1909
Epoch: 1/10... Training loss: 0.1873
Epoch: 1/10... Training loss: 0.1871
Epoch: 1/10... Training loss: 0.1884
Epoch: 1/10... Training loss: 0.1934
Epoch: 1/10... Training loss: 0.1918
Epoch: 1/10... Training loss: 0.1831
Epoch: 1/10... Training loss: 0.1862
Epoch: 1/10... Training loss: 0.1858
Epoch: 1/10... Training loss: 0.1848
Epoch: 1/10... Training loss: 0.1880
Epoch: 1/10... Training loss: 0.1855
Epoch: 1/10... Training loss: 0.1857
Epoch: 2/10... Training loss: 0.1799
Epoch: 2/10... Training loss: 0.1849
Epoch: 2/10... Training loss: 0.1860
Epoch: 2/10... Training loss: 0.1809
Epoch: 2/10... Training loss: 0.1836
Epoch: 2/10... Training loss: 0.1884
Epoch: 2/10... Training loss: 0.1851
Epoch: 2/10... Training loss: 0.1815
Epoch: 2/10... Training loss: 0.1754
Epoch: 2/10... Training loss: 0.1873
Epoch: 2/10... Training loss: 0.1839
Epoch: 2/10... Training loss: 0.1858
Epoch: 2/10... Training loss: 0.1760
Epoch: 2/10... Training loss: 0.1821
Epoch: 2/10... Training loss: 0.1834
Epoch: 2/10... Training loss: 0.1813
Epoch: 2/10... Training loss: 0.1887
Epoch: 2/10... Training loss: 0.1803
Epoch: 2/10... Training loss: 0.1767
Epoch: 2/10... Training loss: 0.1810
Epoch: 2/10... Training loss: 0.1783
Epoch: 2/10... Training loss: 0.1794
Epoch: 2/10... Training loss: 0.1868
Epoch: 2/10... Training loss: 0.1799
Epoch: 2/10... Training loss: 0.1815
Epoch: 2/10... Training loss: 0.1777
Epoch: 2/10... Training loss: 0.1806
Epoch: 2/10... Training loss: 0.1770
Epoch: 2/10... Training loss: 0.1815
Epoch: 2/10... Training loss: 0.1770
Epoch: 2/10... Training loss: 0.1824
Epoch: 2/10... Training loss: 0.1836
Epoch: 2/10... Training loss: 0.1768
Epoch: 2/10... Training loss: 0.1795
Epoch: 2/10... Training loss: 0.1751
Epoch: 2/10... Training loss: 0.1768
Epoch: 2/10... Training loss: 0.1751
Epoch: 2/10... Training loss: 0.1790
Epoch: 2/10... Training loss: 0.1791
Epoch: 2/10... Training loss: 0.1719
Epoch: 2/10... Training loss: 0.1802
Epoch: 2/10... Training loss: 0.1769
Epoch: 2/10... Training loss: 0.1732
Epoch: 2/10... Training loss: 0.1791
Epoch: 2/10... Training loss: 0.1722
Epoch: 2/10... Training loss: 0.1795
Epoch: 2/10... Training loss: 0.1742
Epoch: 2/10... Training loss: 0.1844
Epoch: 2/10... Training loss: 0.1777
Epoch: 2/10... Training loss: 0.1806
Epoch: 2/10... Training loss: 0.1709
Epoch: 2/10... Training loss: 0.1726
Epoch: 2/10... Training loss: 0.1756
Epoch: 2/10... Training loss: 0.1758
Epoch: 2/10... Training loss: 0.1725
Epoch: 2/10... Training loss: 0.1720
Epoch: 2/10... Training loss: 0.1785
Epoch: 2/10... Training loss: 0.1712
Epoch: 2/10... Training loss: 0.1676
Epoch: 2/10... Training loss: 0.1714
Epoch: 2/10... Training loss: 0.1778
Epoch: 2/10... Training loss: 0.1679
Epoch: 2/10... Training loss: 0.1737
Epoch: 2/10... Training loss: 0.1693
Epoch: 2/10... Training loss: 0.1690
Epoch: 2/10... Training loss: 0.1760
Epoch: 2/10... Training loss: 0.1677
Epoch: 2/10... Training loss: 0.1739
Epoch: 2/10... Training loss: 0.1731
Epoch: 2/10... Training loss: 0.1693
Epoch: 2/10... Training loss: 0.1729
Epoch: 2/10... Training loss: 0.1726
Epoch: 2/10... Training loss: 0.1670
Epoch: 2/10... Training loss: 0.1698
Epoch: 2/10... Training loss: 0.1706
Epoch: 2/10... Training loss: 0.1653
Epoch: 2/10... Training loss: 0.1704
Epoch: 2/10... Training loss: 0.1711
Epoch: 2/10... Training loss: 0.1675
Epoch: 2/10... Training loss: 0.1706
Epoch: 2/10... Training loss: 0.1668
Epoch: 2/10... Training loss: 0.1690
Epoch: 2/10... Training loss: 0.1712
Epoch: 2/10... Training loss: 0.1703
Epoch: 2/10... Training loss: 0.1727
Epoch: 2/10... Training loss: 0.1682
Epoch: 2/10... Training loss: 0.1632
Epoch: 2/10... Training loss: 0.1678
Epoch: 2/10... Training loss: 0.1668
Epoch: 2/10... Training loss: 0.1695
Epoch: 2/10... Training loss: 0.1722
Epoch: 2/10... Training loss: 0.1739
Epoch: 2/10... Training loss: 0.1709
Epoch: 2/10... Training loss: 0.1697
Epoch: 2/10... Training loss: 0.1705
Epoch: 2/10... Training loss: 0.1626
Epoch: 2/10... Training loss: 0.1755
Epoch: 2/10... Training loss: 0.1656
Epoch: 2/10... Training loss: 0.1679
Epoch: 2/10... Training loss: 0.1653
Epoch: 2/10... Training loss: 0.1675
Epoch: 2/10... Training loss: 0.1610
Epoch: 2/10... Training loss: 0.1606
Epoch: 2/10... Training loss: 0.1674
Epoch: 2/10... Training loss: 0.1600
Epoch: 2/10... Training loss: 0.1651
Epoch: 2/10... Training loss: 0.1670
Epoch: 2/10... Training loss: 0.1643
Epoch: 2/10... Training loss: 0.1640
Epoch: 2/10... Training loss: 0.1634
Epoch: 2/10... Training loss: 0.1599
Epoch: 2/10... Training loss: 0.1627
Epoch: 2/10... Training loss: 0.1631
Epoch: 2/10... Training loss: 0.1640
Epoch: 2/10... Training loss: 0.1654
Epoch: 2/10... Training loss: 0.1673
Epoch: 2/10... Training loss: 0.1622
Epoch: 2/10... Training loss: 0.1635
Epoch: 2/10... Training loss: 0.1647
Epoch: 2/10... Training loss: 0.1619
Epoch: 2/10... Training loss: 0.1656
Epoch: 2/10... Training loss: 0.1603
Epoch: 2/10... Training loss: 0.1666
Epoch: 2/10... Training loss: 0.1665
Epoch: 2/10... Training loss: 0.1636
Epoch: 2/10... Training loss: 0.1676
Epoch: 2/10... Training loss: 0.1607
Epoch: 2/10... Training loss: 0.1606
Epoch: 2/10... Training loss: 0.1687
Epoch: 2/10... Training loss: 0.1622
Epoch: 2/10... Training loss: 0.1632
Epoch: 2/10... Training loss: 0.1644
Epoch: 2/10... Training loss: 0.1597
Epoch: 2/10... Training loss: 0.1641
Epoch: 2/10... Training loss: 0.1577
Epoch: 2/10... Training loss: 0.1637
Epoch: 2/10... Training loss: 0.1663
Epoch: 2/10... Training loss: 0.1656
Epoch: 2/10... Training loss: 0.1647
Epoch: 2/10... Training loss: 0.1555
Epoch: 2/10... Training loss: 0.1588
Epoch: 2/10... Training loss: 0.1692
Epoch: 2/10... Training loss: 0.1683
Epoch: 2/10... Training loss: 0.1670
Epoch: 2/10... Training loss: 0.1558
Epoch: 2/10... Training loss: 0.1602
Epoch: 2/10... Training loss: 0.1560
Epoch: 2/10... Training loss: 0.1526
Epoch: 2/10... Training loss: 0.1568
Epoch: 2/10... Training loss: 0.1582
Epoch: 2/10... Training loss: 0.1653
Epoch: 2/10... Training loss: 0.1598
Epoch: 2/10... Training loss: 0.1578
Epoch: 2/10... Training loss: 0.1587
Epoch: 2/10... Training loss: 0.1634
Epoch: 2/10... Training loss: 0.1576
Epoch: 2/10... Training loss: 0.1584
Epoch: 2/10... Training loss: 0.1602
Epoch: 2/10... Training loss: 0.1574
Epoch: 2/10... Training loss: 0.1589
Epoch: 2/10... Training loss: 0.1636
Epoch: 2/10... Training loss: 0.1576
Epoch: 2/10... Training loss: 0.1629
Epoch: 2/10... Training loss: 0.1561
Epoch: 2/10... Training loss: 0.1566
Epoch: 2/10... Training loss: 0.1542
Epoch: 2/10... Training loss: 0.1593
Epoch: 2/10... Training loss: 0.1595
Epoch: 2/10... Training loss: 0.1575
Epoch: 2/10... Training loss: 0.1540
Epoch: 2/10... Training loss: 0.1595
Epoch: 2/10... Training loss: 0.1551
Epoch: 2/10... Training loss: 0.1485
Epoch: 2/10... Training loss: 0.1570
Epoch: 2/10... Training loss: 0.1513
Epoch: 2/10... Training loss: 0.1595
Epoch: 2/10... Training loss: 0.1566
Epoch: 2/10... Training loss: 0.1555
Epoch: 2/10... Training loss: 0.1555
Epoch: 2/10... Training loss: 0.1557
Epoch: 2/10... Training loss: 0.1575
Epoch: 2/10... Training loss: 0.1548
Epoch: 2/10... Training loss: 0.1530
Epoch: 2/10... Training loss: 0.1597
Epoch: 2/10... Training loss: 0.1555
Epoch: 2/10... Training loss: 0.1571
Epoch: 2/10... Training loss: 0.1547
Epoch: 2/10... Training loss: 0.1585
Epoch: 2/10... Training loss: 0.1547
Epoch: 2/10... Training loss: 0.1562
Epoch: 2/10... Training loss: 0.1501
Epoch: 2/10... Training loss: 0.1577
Epoch: 2/10... Training loss: 0.1570
Epoch: 2/10... Training loss: 0.1583
Epoch: 2/10... Training loss: 0.1545
Epoch: 2/10... Training loss: 0.1532
Epoch: 2/10... Training loss: 0.1530
Epoch: 2/10... Training loss: 0.1507
Epoch: 2/10... Training loss: 0.1584
Epoch: 2/10... Training loss: 0.1518
Epoch: 2/10... Training loss: 0.1505
Epoch: 2/10... Training loss: 0.1524
Epoch: 2/10... Training loss: 0.1500
Epoch: 2/10... Training loss: 0.1502
Epoch: 2/10... Training loss: 0.1558
Epoch: 2/10... Training loss: 0.1526
Epoch: 2/10... Training loss: 0.1554
Epoch: 2/10... Training loss: 0.1562
Epoch: 2/10... Training loss: 0.1533
Epoch: 2/10... Training loss: 0.1564
Epoch: 2/10... Training loss: 0.1486
Epoch: 2/10... Training loss: 0.1528
Epoch: 2/10... Training loss: 0.1539
Epoch: 2/10... Training loss: 0.1485
Epoch: 2/10... Training loss: 0.1560
Epoch: 2/10... Training loss: 0.1504
Epoch: 2/10... Training loss: 0.1490
Epoch: 2/10... Training loss: 0.1566
Epoch: 2/10... Training loss: 0.1480
Epoch: 2/10... Training loss: 0.1591
Epoch: 2/10... Training loss: 0.1503
Epoch: 2/10... Training loss: 0.1500
Epoch: 2/10... Training loss: 0.1528
Epoch: 2/10... Training loss: 0.1531
Epoch: 2/10... Training loss: 0.1490
Epoch: 2/10... Training loss: 0.1543
Epoch: 2/10... Training loss: 0.1519
Epoch: 2/10... Training loss: 0.1502
Epoch: 2/10... Training loss: 0.1518
Epoch: 2/10... Training loss: 0.1460
Epoch: 2/10... Training loss: 0.1487
Epoch: 2/10... Training loss: 0.1520
Epoch: 2/10... Training loss: 0.1482
Epoch: 2/10... Training loss: 0.1504
Epoch: 3/10... Training loss: 0.1536
Epoch: 3/10... Training loss: 0.1508
Epoch: 3/10... Training loss: 0.1542
Epoch: 3/10... Training loss: 0.1498
Epoch: 3/10... Training loss: 0.1500
Epoch: 3/10... Training loss: 0.1490
Epoch: 3/10... Training loss: 0.1496
Epoch: 3/10... Training loss: 0.1516
Epoch: 3/10... Training loss: 0.1439
Epoch: 3/10... Training loss: 0.1506
Epoch: 3/10... Training loss: 0.1432
Epoch: 3/10... Training loss: 0.1453
Epoch: 3/10... Training loss: 0.1512
Epoch: 3/10... Training loss: 0.1510
Epoch: 3/10... Training loss: 0.1470
Epoch: 3/10... Training loss: 0.1491
Epoch: 3/10... Training loss: 0.1483
Epoch: 3/10... Training loss: 0.1460
Epoch: 3/10... Training loss: 0.1439
Epoch: 3/10... Training loss: 0.1494
Epoch: 3/10... Training loss: 0.1475
Epoch: 3/10... Training loss: 0.1508
Epoch: 3/10... Training loss: 0.1469
Epoch: 3/10... Training loss: 0.1495
Epoch: 3/10... Training loss: 0.1515
Epoch: 3/10... Training loss: 0.1399
Epoch: 3/10... Training loss: 0.1483
Epoch: 3/10... Training loss: 0.1529
Epoch: 3/10... Training loss: 0.1445
Epoch: 3/10... Training loss: 0.1475
Epoch: 3/10... Training loss: 0.1509
Epoch: 3/10... Training loss: 0.1466
Epoch: 3/10... Training loss: 0.1481
Epoch: 3/10... Training loss: 0.1488
Epoch: 3/10... Training loss: 0.1503
Epoch: 3/10... Training loss: 0.1514
Epoch: 3/10... Training loss: 0.1438
Epoch: 3/10... Training loss: 0.1450
Epoch: 3/10... Training loss: 0.1455
Epoch: 3/10... Training loss: 0.1448
Epoch: 3/10... Training loss: 0.1473
Epoch: 3/10... Training loss: 0.1481
Epoch: 3/10... Training loss: 0.1461
Epoch: 3/10... Training loss: 0.1509
Epoch: 3/10... Training loss: 0.1446
Epoch: 3/10... Training loss: 0.1494
Epoch: 3/10... Training loss: 0.1487
Epoch: 3/10... Training loss: 0.1463
Epoch: 3/10... Training loss: 0.1474
Epoch: 3/10... Training loss: 0.1484
Epoch: 3/10... Training loss: 0.1414
Epoch: 3/10... Training loss: 0.1448
Epoch: 3/10... Training loss: 0.1472
Epoch: 3/10... Training loss: 0.1485
Epoch: 3/10... Training loss: 0.1500
Epoch: 3/10... Training loss: 0.1434
Epoch: 3/10... Training loss: 0.1461
Epoch: 3/10... Training loss: 0.1481
Epoch: 3/10... Training loss: 0.1417
Epoch: 3/10... Training loss: 0.1423
Epoch: 3/10... Training loss: 0.1415
Epoch: 3/10... Training loss: 0.1469
Epoch: 3/10... Training loss: 0.1461
Epoch: 3/10... Training loss: 0.1488
Epoch: 3/10... Training loss: 0.1472
Epoch: 3/10... Training loss: 0.1504
Epoch: 3/10... Training loss: 0.1436
Epoch: 3/10... Training loss: 0.1440
Epoch: 3/10... Training loss: 0.1480
Epoch: 3/10... Training loss: 0.1412
Epoch: 3/10... Training loss: 0.1463
Epoch: 3/10... Training loss: 0.1425
Epoch: 3/10... Training loss: 0.1424
Epoch: 3/10... Training loss: 0.1447
Epoch: 3/10... Training loss: 0.1406
Epoch: 3/10... Training loss: 0.1469
Epoch: 3/10... Training loss: 0.1399
Epoch: 3/10... Training loss: 0.1445
Epoch: 3/10... Training loss: 0.1373
Epoch: 3/10... Training loss: 0.1409
Epoch: 3/10... Training loss: 0.1393
Epoch: 3/10... Training loss: 0.1362
Epoch: 3/10... Training loss: 0.1418
Epoch: 3/10... Training loss: 0.1429
Epoch: 3/10... Training loss: 0.1423
Epoch: 3/10... Training loss: 0.1467
Epoch: 3/10... Training loss: 0.1463
Epoch: 3/10... Training loss: 0.1442
Epoch: 3/10... Training loss: 0.1403
Epoch: 3/10... Training loss: 0.1452
Epoch: 3/10... Training loss: 0.1399
Epoch: 3/10... Training loss: 0.1385
Epoch: 3/10... Training loss: 0.1439
Epoch: 3/10... Training loss: 0.1443
Epoch: 3/10... Training loss: 0.1407
Epoch: 3/10... Training loss: 0.1412
Epoch: 3/10... Training loss: 0.1395
Epoch: 3/10... Training loss: 0.1380
Epoch: 3/10... Training loss: 0.1406
Epoch: 3/10... Training loss: 0.1437
Epoch: 3/10... Training loss: 0.1397
Epoch: 3/10... Training loss: 0.1450
Epoch: 3/10... Training loss: 0.1403
Epoch: 3/10... Training loss: 0.1379
Epoch: 3/10... Training loss: 0.1419
Epoch: 3/10... Training loss: 0.1397
Epoch: 3/10... Training loss: 0.1399
Epoch: 3/10... Training loss: 0.1432
Epoch: 3/10... Training loss: 0.1434
Epoch: 3/10... Training loss: 0.1392
Epoch: 3/10... Training loss: 0.1463
Epoch: 3/10... Training loss: 0.1385
Epoch: 3/10... Training loss: 0.1408
Epoch: 3/10... Training loss: 0.1413
Epoch: 3/10... Training loss: 0.1449
Epoch: 3/10... Training loss: 0.1395
Epoch: 3/10... Training loss: 0.1382
Epoch: 3/10... Training loss: 0.1412
Epoch: 3/10... Training loss: 0.1375
Epoch: 3/10... Training loss: 0.1425
Epoch: 3/10... Training loss: 0.1455
Epoch: 3/10... Training loss: 0.1456
Epoch: 3/10... Training loss: 0.1357
Epoch: 3/10... Training loss: 0.1391
Epoch: 3/10... Training loss: 0.1423
Epoch: 3/10... Training loss: 0.1416
Epoch: 3/10... Training loss: 0.1389
Epoch: 3/10... Training loss: 0.1396
Epoch: 3/10... Training loss: 0.1389
Epoch: 3/10... Training loss: 0.1419
Epoch: 3/10... Training loss: 0.1381
Epoch: 3/10... Training loss: 0.1412
Epoch: 3/10... Training loss: 0.1376
Epoch: 3/10... Training loss: 0.1397
Epoch: 3/10... Training loss: 0.1364
Epoch: 3/10... Training loss: 0.1372
Epoch: 3/10... Training loss: 0.1360
Epoch: 3/10... Training loss: 0.1369
Epoch: 3/10... Training loss: 0.1387
Epoch: 3/10... Training loss: 0.1398
Epoch: 3/10... Training loss: 0.1409
Epoch: 3/10... Training loss: 0.1386
Epoch: 3/10... Training loss: 0.1388
Epoch: 3/10... Training loss: 0.1370
Epoch: 3/10... Training loss: 0.1407
Epoch: 3/10... Training loss: 0.1333
Epoch: 3/10... Training loss: 0.1390
Epoch: 3/10... Training loss: 0.1401
Epoch: 3/10... Training loss: 0.1359
Epoch: 3/10... Training loss: 0.1373
Epoch: 3/10... Training loss: 0.1375
Epoch: 3/10... Training loss: 0.1381
Epoch: 3/10... Training loss: 0.1356
Epoch: 3/10... Training loss: 0.1374
Epoch: 3/10... Training loss: 0.1376
Epoch: 3/10... Training loss: 0.1372
Epoch: 3/10... Training loss: 0.1328
Epoch: 3/10... Training loss: 0.1417
Epoch: 3/10... Training loss: 0.1371
Epoch: 3/10... Training loss: 0.1365
Epoch: 3/10... Training loss: 0.1350
Epoch: 3/10... Training loss: 0.1399
Epoch: 3/10... Training loss: 0.1377
Epoch: 3/10... Training loss: 0.1345
Epoch: 3/10... Training loss: 0.1316
Epoch: 3/10... Training loss: 0.1385
Epoch: 3/10... Training loss: 0.1351
Epoch: 3/10... Training loss: 0.1367
Epoch: 3/10... Training loss: 0.1386
Epoch: 3/10... Training loss: 0.1361
Epoch: 3/10... Training loss: 0.1313
Epoch: 3/10... Training loss: 0.1377
Epoch: 3/10... Training loss: 0.1384
Epoch: 3/10... Training loss: 0.1355
Epoch: 3/10... Training loss: 0.1356
Epoch: 3/10... Training loss: 0.1379
Epoch: 3/10... Training loss: 0.1386
Epoch: 3/10... Training loss: 0.1378
Epoch: 3/10... Training loss: 0.1366
Epoch: 3/10... Training loss: 0.1361
Epoch: 3/10... Training loss: 0.1357
Epoch: 3/10... Training loss: 0.1357
Epoch: 3/10... Training loss: 0.1360
Epoch: 3/10... Training loss: 0.1377
Epoch: 3/10... Training loss: 0.1354
Epoch: 3/10... Training loss: 0.1301
Epoch: 3/10... Training loss: 0.1354
Epoch: 3/10... Training loss: 0.1380
Epoch: 3/10... Training loss: 0.1323
Epoch: 3/10... Training loss: 0.1393
Epoch: 3/10... Training loss: 0.1345
Epoch: 3/10... Training loss: 0.1343
Epoch: 3/10... Training loss: 0.1335
Epoch: 3/10... Training loss: 0.1344
Epoch: 3/10... Training loss: 0.1333
Epoch: 3/10... Training loss: 0.1284
Epoch: 3/10... Training loss: 0.1309
Epoch: 3/10... Training loss: 0.1352
Epoch: 3/10... Training loss: 0.1370
Epoch: 3/10... Training loss: 0.1342
Epoch: 3/10... Training loss: 0.1339
Epoch: 3/10... Training loss: 0.1405
Epoch: 3/10... Training loss: 0.1321
Epoch: 3/10... Training loss: 0.1313
Epoch: 3/10... Training loss: 0.1272
Epoch: 3/10... Training loss: 0.1338
Epoch: 3/10... Training loss: 0.1335
Epoch: 3/10... Training loss: 0.1321
Epoch: 3/10... Training loss: 0.1359
Epoch: 3/10... Training loss: 0.1351
Epoch: 3/10... Training loss: 0.1313
Epoch: 3/10... Training loss: 0.1336
Epoch: 3/10... Training loss: 0.1318
Epoch: 3/10... Training loss: 0.1361
Epoch: 3/10... Training loss: 0.1299
Epoch: 3/10... Training loss: 0.1347
Epoch: 3/10... Training loss: 0.1344
Epoch: 3/10... Training loss: 0.1317
Epoch: 3/10... Training loss: 0.1319
Epoch: 3/10... Training loss: 0.1299
Epoch: 3/10... Training loss: 0.1343
Epoch: 3/10... Training loss: 0.1270
Epoch: 3/10... Training loss: 0.1335
Epoch: 3/10... Training loss: 0.1359
Epoch: 3/10... Training loss: 0.1324
Epoch: 3/10... Training loss: 0.1337
Epoch: 3/10... Training loss: 0.1314
Epoch: 3/10... Training loss: 0.1348
Epoch: 3/10... Training loss: 0.1297
Epoch: 3/10... Training loss: 0.1355
Epoch: 3/10... Training loss: 0.1338
Epoch: 3/10... Training loss: 0.1284
Epoch: 3/10... Training loss: 0.1313
Epoch: 3/10... Training loss: 0.1307
Epoch: 4/10... Training loss: 0.1337
Epoch: 4/10... Training loss: 0.1279
Epoch: 4/10... Training loss: 0.1302
Epoch: 4/10... Training loss: 0.1329
Epoch: 4/10... Training loss: 0.1340
Epoch: 4/10... Training loss: 0.1309
Epoch: 4/10... Training loss: 0.1280
Epoch: 4/10... Training loss: 0.1324
Epoch: 4/10... Training loss: 0.1281
Epoch: 4/10... Training loss: 0.1342
Epoch: 4/10... Training loss: 0.1305
Epoch: 4/10... Training loss: 0.1324
Epoch: 4/10... Training loss: 0.1316
Epoch: 4/10... Training loss: 0.1320
Epoch: 4/10... Training loss: 0.1316
Epoch: 4/10... Training loss: 0.1351
Epoch: 4/10... Training loss: 0.1333
Epoch: 4/10... Training loss: 0.1284
Epoch: 4/10... Training loss: 0.1311
Epoch: 4/10... Training loss: 0.1316
Epoch: 4/10... Training loss: 0.1329
Epoch: 4/10... Training loss: 0.1319
Epoch: 4/10... Training loss: 0.1289
Epoch: 4/10... Training loss: 0.1343
Epoch: 4/10... Training loss: 0.1294
Epoch: 4/10... Training loss: 0.1343
Epoch: 4/10... Training loss: 0.1305
Epoch: 4/10... Training loss: 0.1297
Epoch: 4/10... Training loss: 0.1243
Epoch: 4/10... Training loss: 0.1240
Epoch: 4/10... Training loss: 0.1297
Epoch: 4/10... Training loss: 0.1308
Epoch: 4/10... Training loss: 0.1310
Epoch: 4/10... Training loss: 0.1301
Epoch: 4/10... Training loss: 0.1329
Epoch: 4/10... Training loss: 0.1287
Epoch: 4/10... Training loss: 0.1248
Epoch: 4/10... Training loss: 0.1290
Epoch: 4/10... Training loss: 0.1272
Epoch: 4/10... Training loss: 0.1312
Epoch: 4/10... Training loss: 0.1315
Epoch: 4/10... Training loss: 0.1291
Epoch: 4/10... Training loss: 0.1297
Epoch: 4/10... Training loss: 0.1271
Epoch: 4/10... Training loss: 0.1279
Epoch: 4/10... Training loss: 0.1315
Epoch: 4/10... Training loss: 0.1338
Epoch: 4/10... Training loss: 0.1270
Epoch: 4/10... Training loss: 0.1285
Epoch: 4/10... Training loss: 0.1270
Epoch: 4/10... Training loss: 0.1312
Epoch: 4/10... Training loss: 0.1324
Epoch: 4/10... Training loss: 0.1327
Epoch: 4/10... Training loss: 0.1348
Epoch: 4/10... Training loss: 0.1275
Epoch: 4/10... Training loss: 0.1279
Epoch: 4/10... Training loss: 0.1316
Epoch: 4/10... Training loss: 0.1328
Epoch: 4/10... Training loss: 0.1259
Epoch: 4/10... Training loss: 0.1283
Epoch: 4/10... Training loss: 0.1297
Epoch: 4/10... Training loss: 0.1235
Epoch: 4/10... Training loss: 0.1266
Epoch: 4/10... Training loss: 0.1282
Epoch: 4/10... Training loss: 0.1350
Epoch: 4/10... Training loss: 0.1295
Epoch: 4/10... Training loss: 0.1252
Epoch: 4/10... Training loss: 0.1307
Epoch: 4/10... Training loss: 0.1240
Epoch: 4/10... Training loss: 0.1263
Epoch: 4/10... Training loss: 0.1291
Epoch: 4/10... Training loss: 0.1317
Epoch: 4/10... Training loss: 0.1276
Epoch: 4/10... Training loss: 0.1261
Epoch: 4/10... Training loss: 0.1315
Epoch: 4/10... Training loss: 0.1259
Epoch: 4/10... Training loss: 0.1285
Epoch: 4/10... Training loss: 0.1277
Epoch: 4/10... Training loss: 0.1278
Epoch: 4/10... Training loss: 0.1270
Epoch: 4/10... Training loss: 0.1220
Epoch: 4/10... Training loss: 0.1272
Epoch: 4/10... Training loss: 0.1257
Epoch: 4/10... Training loss: 0.1233
Epoch: 4/10... Training loss: 0.1293
Epoch: 4/10... Training loss: 0.1253
Epoch: 4/10... Training loss: 0.1266
Epoch: 4/10... Training loss: 0.1295
Epoch: 4/10... Training loss: 0.1293
Epoch: 4/10... Training loss: 0.1279
Epoch: 4/10... Training loss: 0.1295
Epoch: 4/10... Training loss: 0.1277
Epoch: 4/10... Training loss: 0.1275
Epoch: 4/10... Training loss: 0.1261
Epoch: 4/10... Training loss: 0.1232
Epoch: 4/10... Training loss: 0.1278
Epoch: 4/10... Training loss: 0.1250
Epoch: 4/10... Training loss: 0.1251
Epoch: 4/10... Training loss: 0.1251
Epoch: 4/10... Training loss: 0.1271
Epoch: 4/10... Training loss: 0.1266
Epoch: 4/10... Training loss: 0.1255
Epoch: 4/10... Training loss: 0.1279
Epoch: 4/10... Training loss: 0.1271
Epoch: 4/10... Training loss: 0.1296
Epoch: 4/10... Training loss: 0.1337
Epoch: 4/10... Training loss: 0.1301
Epoch: 4/10... Training loss: 0.1230
Epoch: 4/10... Training loss: 0.1276
Epoch: 4/10... Training loss: 0.1264
Epoch: 4/10... Training loss: 0.1272
Epoch: 4/10... Training loss: 0.1201
Epoch: 4/10... Training loss: 0.1247
Epoch: 4/10... Training loss: 0.1232
Epoch: 4/10... Training loss: 0.1240
Epoch: 4/10... Training loss: 0.1289
Epoch: 4/10... Training loss: 0.1257
Epoch: 4/10... Training loss: 0.1218
Epoch: 4/10... Training loss: 0.1290
Epoch: 4/10... Training loss: 0.1218
Epoch: 4/10... Training loss: 0.1244
Epoch: 4/10... Training loss: 0.1290
Epoch: 4/10... Training loss: 0.1225
Epoch: 4/10... Training loss: 0.1260
Epoch: 4/10... Training loss: 0.1251
Epoch: 4/10... Training loss: 0.1245
Epoch: 4/10... Training loss: 0.1264
Epoch: 4/10... Training loss: 0.1246
Epoch: 4/10... Training loss: 0.1219
Epoch: 4/10... Training loss: 0.1249
Epoch: 4/10... Training loss: 0.1247
Epoch: 4/10... Training loss: 0.1224
Epoch: 4/10... Training loss: 0.1289
Epoch: 4/10... Training loss: 0.1270
Epoch: 4/10... Training loss: 0.1241
Epoch: 4/10... Training loss: 0.1271
Epoch: 4/10... Training loss: 0.1265
Epoch: 4/10... Training loss: 0.1272
Epoch: 4/10... Training loss: 0.1222
Epoch: 4/10... Training loss: 0.1236
Epoch: 4/10... Training loss: 0.1236
Epoch: 4/10... Training loss: 0.1262
Epoch: 4/10... Training loss: 0.1246
Epoch: 4/10... Training loss: 0.1220
Epoch: 4/10... Training loss: 0.1247
Epoch: 4/10... Training loss: 0.1271
Epoch: 4/10... Training loss: 0.1267
Epoch: 4/10... Training loss: 0.1257
Epoch: 4/10... Training loss: 0.1249
Epoch: 4/10... Training loss: 0.1232
Epoch: 4/10... Training loss: 0.1223
Epoch: 4/10... Training loss: 0.1259
Epoch: 4/10... Training loss: 0.1235
Epoch: 4/10... Training loss: 0.1237
Epoch: 4/10... Training loss: 0.1225
Epoch: 4/10... Training loss: 0.1243
Epoch: 4/10... Training loss: 0.1274
Epoch: 4/10... Training loss: 0.1272
Epoch: 4/10... Training loss: 0.1195
Epoch: 4/10... Training loss: 0.1238
Epoch: 4/10... Training loss: 0.1223
Epoch: 4/10... Training loss: 0.1209
Epoch: 4/10... Training loss: 0.1258
Epoch: 4/10... Training loss: 0.1205
Epoch: 4/10... Training loss: 0.1211
Epoch: 4/10... Training loss: 0.1184
Epoch: 4/10... Training loss: 0.1248
Epoch: 4/10... Training loss: 0.1224
Epoch: 4/10... Training loss: 0.1205
Epoch: 4/10... Training loss: 0.1237
Epoch: 4/10... Training loss: 0.1207
Epoch: 4/10... Training loss: 0.1253
Epoch: 4/10... Training loss: 0.1251
Epoch: 4/10... Training loss: 0.1219
Epoch: 4/10... Training loss: 0.1250
Epoch: 4/10... Training loss: 0.1230
Epoch: 4/10... Training loss: 0.1252
Epoch: 4/10... Training loss: 0.1221
Epoch: 4/10... Training loss: 0.1193
Epoch: 4/10... Training loss: 0.1208
Epoch: 4/10... Training loss: 0.1187
Epoch: 4/10... Training loss: 0.1232
Epoch: 4/10... Training loss: 0.1207
Epoch: 4/10... Training loss: 0.1229
Epoch: 4/10... Training loss: 0.1197
Epoch: 4/10... Training loss: 0.1205
Epoch: 4/10... Training loss: 0.1248
Epoch: 4/10... Training loss: 0.1248
Epoch: 4/10... Training loss: 0.1194
Epoch: 4/10... Training loss: 0.1202
Epoch: 4/10... Training loss: 0.1229
Epoch: 4/10... Training loss: 0.1200
Epoch: 4/10... Training loss: 0.1239
Epoch: 4/10... Training loss: 0.1169
Epoch: 4/10... Training loss: 0.1202
Epoch: 4/10... Training loss: 0.1201
Epoch: 4/10... Training loss: 0.1197
Epoch: 4/10... Training loss: 0.1223
Epoch: 4/10... Training loss: 0.1241
Epoch: 4/10... Training loss: 0.1190
Epoch: 4/10... Training loss: 0.1211
Epoch: 4/10... Training loss: 0.1179
Epoch: 4/10... Training loss: 0.1231
Epoch: 4/10... Training loss: 0.1233
Epoch: 4/10... Training loss: 0.1215
Epoch: 4/10... Training loss: 0.1224
Epoch: 4/10... Training loss: 0.1202
Epoch: 4/10... Training loss: 0.1206
Epoch: 4/10... Training loss: 0.1213
Epoch: 4/10... Training loss: 0.1221
Epoch: 4/10... Training loss: 0.1196
Epoch: 4/10... Training loss: 0.1235
Epoch: 4/10... Training loss: 0.1211
Epoch: 4/10... Training loss: 0.1256
Epoch: 4/10... Training loss: 0.1247
Epoch: 4/10... Training loss: 0.1215
Epoch: 4/10... Training loss: 0.1178
Epoch: 4/10... Training loss: 0.1193
Epoch: 4/10... Training loss: 0.1182
Epoch: 4/10... Training loss: 0.1196
Epoch: 4/10... Training loss: 0.1199
Epoch: 4/10... Training loss: 0.1237
Epoch: 4/10... Training loss: 0.1184
Epoch: 4/10... Training loss: 0.1217
Epoch: 4/10... Training loss: 0.1163
Epoch: 4/10... Training loss: 0.1208
Epoch: 4/10... Training loss: 0.1194
Epoch: 4/10... Training loss: 0.1210
Epoch: 4/10... Training loss: 0.1207
Epoch: 4/10... Training loss: 0.1215
Epoch: 4/10... Training loss: 0.1243
Epoch: 4/10... Training loss: 0.1226
Epoch: 4/10... Training loss: 0.1209
Epoch: 4/10... Training loss: 0.1247
Epoch: 5/10... Training loss: 0.1201
Epoch: 5/10... Training loss: 0.1216
Epoch: 5/10... Training loss: 0.1175
Epoch: 5/10... Training loss: 0.1205
Epoch: 5/10... Training loss: 0.1178
Epoch: 5/10... Training loss: 0.1206
Epoch: 5/10... Training loss: 0.1247
Epoch: 5/10... Training loss: 0.1185
Epoch: 5/10... Training loss: 0.1200
Epoch: 5/10... Training loss: 0.1208
Epoch: 5/10... Training loss: 0.1182
Epoch: 5/10... Training loss: 0.1146
Epoch: 5/10... Training loss: 0.1163
Epoch: 5/10... Training loss: 0.1171
Epoch: 5/10... Training loss: 0.1207
Epoch: 5/10... Training loss: 0.1216
Epoch: 5/10... Training loss: 0.1156
Epoch: 5/10... Training loss: 0.1203
Epoch: 5/10... Training loss: 0.1183
Epoch: 5/10... Training loss: 0.1174
Epoch: 5/10... Training loss: 0.1226
Epoch: 5/10... Training loss: 0.1190
Epoch: 5/10... Training loss: 0.1196
Epoch: 5/10... Training loss: 0.1154
Epoch: 5/10... Training loss: 0.1213
Epoch: 5/10... Training loss: 0.1190
Epoch: 5/10... Training loss: 0.1213
Epoch: 5/10... Training loss: 0.1224
Epoch: 5/10... Training loss: 0.1234
Epoch: 5/10... Training loss: 0.1184
Epoch: 5/10... Training loss: 0.1224
Epoch: 5/10... Training loss: 0.1200
Epoch: 5/10... Training loss: 0.1216
Epoch: 5/10... Training loss: 0.1221
Epoch: 5/10... Training loss: 0.1236
Epoch: 5/10... Training loss: 0.1163
Epoch: 5/10... Training loss: 0.1161
Epoch: 5/10... Training loss: 0.1174
Epoch: 5/10... Training loss: 0.1140
Epoch: 5/10... Training loss: 0.1181
Epoch: 5/10... Training loss: 0.1245
Epoch: 5/10... Training loss: 0.1190
Epoch: 5/10... Training loss: 0.1177
Epoch: 5/10... Training loss: 0.1204
Epoch: 5/10... Training loss: 0.1189
Epoch: 5/10... Training loss: 0.1137
Epoch: 5/10... Training loss: 0.1186
Epoch: 5/10... Training loss: 0.1213
Epoch: 5/10... Training loss: 0.1184
Epoch: 5/10... Training loss: 0.1209
Epoch: 5/10... Training loss: 0.1189
Epoch: 5/10... Training loss: 0.1177
Epoch: 5/10... Training loss: 0.1187
Epoch: 5/10... Training loss: 0.1201
Epoch: 5/10... Training loss: 0.1185
Epoch: 5/10... Training loss: 0.1174
Epoch: 5/10... Training loss: 0.1181
Epoch: 5/10... Training loss: 0.1171
Epoch: 5/10... Training loss: 0.1172
Epoch: 5/10... Training loss: 0.1157
Epoch: 5/10... Training loss: 0.1193
Epoch: 5/10... Training loss: 0.1205
Epoch: 5/10... Training loss: 0.1165
Epoch: 5/10... Training loss: 0.1200
Epoch: 5/10... Training loss: 0.1199
Epoch: 5/10... Training loss: 0.1165
Epoch: 5/10... Training loss: 0.1164
Epoch: 5/10... Training loss: 0.1205
Epoch: 5/10... Training loss: 0.1193
Epoch: 5/10... Training loss: 0.1152
Epoch: 5/10... Training loss: 0.1158
Epoch: 5/10... Training loss: 0.1144
Epoch: 5/10... Training loss: 0.1201
Epoch: 5/10... Training loss: 0.1169
Epoch: 5/10... Training loss: 0.1180
Epoch: 5/10... Training loss: 0.1180
Epoch: 5/10... Training loss: 0.1156
Epoch: 5/10... Training loss: 0.1155
Epoch: 5/10... Training loss: 0.1204
Epoch: 5/10... Training loss: 0.1211
Epoch: 5/10... Training loss: 0.1183
Epoch: 5/10... Training loss: 0.1191
Epoch: 5/10... Training loss: 0.1126
Epoch: 5/10... Training loss: 0.1165
Epoch: 5/10... Training loss: 0.1193
Epoch: 5/10... Training loss: 0.1192
Epoch: 5/10... Training loss: 0.1170
Epoch: 5/10... Training loss: 0.1168
Epoch: 5/10... Training loss: 0.1135
Epoch: 5/10... Training loss: 0.1151
Epoch: 5/10... Training loss: 0.1163
Epoch: 5/10... Training loss: 0.1125
Epoch: 5/10... Training loss: 0.1199
Epoch: 5/10... Training loss: 0.1209
Epoch: 5/10... Training loss: 0.1170
Epoch: 5/10... Training loss: 0.1179
Epoch: 5/10... Training loss: 0.1169
Epoch: 5/10... Training loss: 0.1198
Epoch: 5/10... Training loss: 0.1140
Epoch: 5/10... Training loss: 0.1168
Epoch: 5/10... Training loss: 0.1177
Epoch: 5/10... Training loss: 0.1146
Epoch: 5/10... Training loss: 0.1198
Epoch: 5/10... Training loss: 0.1161
Epoch: 5/10... Training loss: 0.1172
Epoch: 5/10... Training loss: 0.1168
Epoch: 5/10... Training loss: 0.1164
Epoch: 5/10... Training loss: 0.1153
Epoch: 5/10... Training loss: 0.1164
Epoch: 5/10... Training loss: 0.1168
Epoch: 5/10... Training loss: 0.1135
Epoch: 5/10... Training loss: 0.1177
Epoch: 5/10... Training loss: 0.1163
Epoch: 5/10... Training loss: 0.1172
Epoch: 5/10... Training loss: 0.1161
Epoch: 5/10... Training loss: 0.1176
Epoch: 5/10... Training loss: 0.1170
Epoch: 5/10... Training loss: 0.1180
Epoch: 5/10... Training loss: 0.1130
Epoch: 5/10... Training loss: 0.1192
Epoch: 5/10... Training loss: 0.1154
Epoch: 5/10... Training loss: 0.1170
Epoch: 5/10... Training loss: 0.1182
Epoch: 5/10... Training loss: 0.1163
Epoch: 5/10... Training loss: 0.1176
Epoch: 5/10... Training loss: 0.1151
Epoch: 5/10... Training loss: 0.1174
Epoch: 5/10... Training loss: 0.1188
Epoch: 5/10... Training loss: 0.1159
Epoch: 5/10... Training loss: 0.1135
Epoch: 5/10... Training loss: 0.1159
Epoch: 5/10... Training loss: 0.1128
Epoch: 5/10... Training loss: 0.1156
Epoch: 5/10... Training loss: 0.1134
Epoch: 5/10... Training loss: 0.1177
Epoch: 5/10... Training loss: 0.1167
Epoch: 5/10... Training loss: 0.1116
Epoch: 5/10... Training loss: 0.1177
Epoch: 5/10... Training loss: 0.1156
Epoch: 5/10... Training loss: 0.1125
Epoch: 5/10... Training loss: 0.1183
Epoch: 5/10... Training loss: 0.1168
Epoch: 5/10... Training loss: 0.1118
Epoch: 5/10... Training loss: 0.1182
Epoch: 5/10... Training loss: 0.1104
Epoch: 5/10... Training loss: 0.1165
Epoch: 5/10... Training loss: 0.1199
Epoch: 5/10... Training loss: 0.1143
Epoch: 5/10... Training loss: 0.1152
Epoch: 5/10... Training loss: 0.1137
Epoch: 5/10... Training loss: 0.1175
Epoch: 5/10... Training loss: 0.1142
Epoch: 5/10... Training loss: 0.1157
Epoch: 5/10... Training loss: 0.1152
Epoch: 5/10... Training loss: 0.1118
Epoch: 5/10... Training loss: 0.1170
Epoch: 5/10... Training loss: 0.1151
Epoch: 5/10... Training loss: 0.1148
Epoch: 5/10... Training loss: 0.1135
Epoch: 5/10... Training loss: 0.1131
Epoch: 5/10... Training loss: 0.1188
Epoch: 5/10... Training loss: 0.1140
Epoch: 5/10... Training loss: 0.1112
Epoch: 5/10... Training loss: 0.1122
Epoch: 5/10... Training loss: 0.1155
Epoch: 5/10... Training loss: 0.1170
Epoch: 5/10... Training loss: 0.1194
Epoch: 5/10... Training loss: 0.1160
Epoch: 5/10... Training loss: 0.1152
Epoch: 5/10... Training loss: 0.1126
Epoch: 5/10... Training loss: 0.1120
Epoch: 5/10... Training loss: 0.1117
Epoch: 5/10... Training loss: 0.1165
Epoch: 5/10... Training loss: 0.1127
Epoch: 5/10... Training loss: 0.1127
Epoch: 5/10... Training loss: 0.1143
Epoch: 5/10... Training loss: 0.1157
Epoch: 5/10... Training loss: 0.1139
Epoch: 5/10... Training loss: 0.1134
Epoch: 5/10... Training loss: 0.1123
Epoch: 5/10... Training loss: 0.1172
Epoch: 5/10... Training loss: 0.1149
Epoch: 5/10... Training loss: 0.1149
Epoch: 5/10... Training loss: 0.1136
Epoch: 5/10... Training loss: 0.1127
Epoch: 5/10... Training loss: 0.1121
Epoch: 5/10... Training loss: 0.1140
Epoch: 5/10... Training loss: 0.1104
Epoch: 5/10... Training loss: 0.1132
Epoch: 5/10... Training loss: 0.1180
Epoch: 5/10... Training loss: 0.1103
Epoch: 5/10... Training loss: 0.1157
Epoch: 5/10... Training loss: 0.1109
Epoch: 5/10... Training loss: 0.1142
Epoch: 5/10... Training loss: 0.1133
Epoch: 5/10... Training loss: 0.1169
Epoch: 5/10... Training loss: 0.1145
Epoch: 5/10... Training loss: 0.1147
Epoch: 5/10... Training loss: 0.1146
Epoch: 5/10... Training loss: 0.1145
Epoch: 5/10... Training loss: 0.1139
Epoch: 5/10... Training loss: 0.1180
Epoch: 5/10... Training loss: 0.1144
Epoch: 5/10... Training loss: 0.1119
Epoch: 5/10... Training loss: 0.1118
Epoch: 5/10... Training loss: 0.1124
Epoch: 5/10... Training loss: 0.1096
Epoch: 5/10... Training loss: 0.1116
Epoch: 5/10... Training loss: 0.1123
Epoch: 5/10... Training loss: 0.1087
Epoch: 5/10... Training loss: 0.1142
Epoch: 5/10... Training loss: 0.1124
Epoch: 5/10... Training loss: 0.1114
Epoch: 5/10... Training loss: 0.1147
Epoch: 5/10... Training loss: 0.1100
Epoch: 5/10... Training loss: 0.1139
Epoch: 5/10... Training loss: 0.1129
Epoch: 5/10... Training loss: 0.1113
Epoch: 5/10... Training loss: 0.1124
Epoch: 5/10... Training loss: 0.1124
Epoch: 5/10... Training loss: 0.1126
Epoch: 5/10... Training loss: 0.1146
Epoch: 5/10... Training loss: 0.1129
Epoch: 5/10... Training loss: 0.1141
Epoch: 5/10... Training loss: 0.1128
Epoch: 5/10... Training loss: 0.1115
Epoch: 5/10... Training loss: 0.1152
Epoch: 5/10... Training loss: 0.1088
Epoch: 5/10... Training loss: 0.1115
Epoch: 5/10... Training loss: 0.1104
Epoch: 5/10... Training loss: 0.1160
Epoch: 5/10... Training loss: 0.1113
Epoch: 5/10... Training loss: 0.1164
Epoch: 5/10... Training loss: 0.1124
Epoch: 6/10... Training loss: 0.1148
Epoch: 6/10... Training loss: 0.1099
Epoch: 6/10... Training loss: 0.1129
Epoch: 6/10... Training loss: 0.1097
Epoch: 6/10... Training loss: 0.1148
Epoch: 6/10... Training loss: 0.1110
Epoch: 6/10... Training loss: 0.1148
Epoch: 6/10... Training loss: 0.1100
Epoch: 6/10... Training loss: 0.1099
Epoch: 6/10... Training loss: 0.1138
Epoch: 6/10... Training loss: 0.1074
Epoch: 6/10... Training loss: 0.1113
Epoch: 6/10... Training loss: 0.1136
Epoch: 6/10... Training loss: 0.1112
Epoch: 6/10... Training loss: 0.1117
Epoch: 6/10... Training loss: 0.1111
Epoch: 6/10... Training loss: 0.1123
Epoch: 6/10... Training loss: 0.1128
Epoch: 6/10... Training loss: 0.1111
Epoch: 6/10... Training loss: 0.1088
Epoch: 6/10... Training loss: 0.1157
Epoch: 6/10... Training loss: 0.1119
Epoch: 6/10... Training loss: 0.1085
Epoch: 6/10... Training loss: 0.1143
Epoch: 6/10... Training loss: 0.1116
Epoch: 6/10... Training loss: 0.1159
Epoch: 6/10... Training loss: 0.1122
Epoch: 6/10... Training loss: 0.1117
Epoch: 6/10... Training loss: 0.1126
Epoch: 6/10... Training loss: 0.1067
Epoch: 6/10... Training loss: 0.1097
Epoch: 6/10... Training loss: 0.1116
Epoch: 6/10... Training loss: 0.1104
Epoch: 6/10... Training loss: 0.1088
Epoch: 6/10... Training loss: 0.1125
Epoch: 6/10... Training loss: 0.1143
Epoch: 6/10... Training loss: 0.1106
Epoch: 6/10... Training loss: 0.1111
Epoch: 6/10... Training loss: 0.1096
Epoch: 6/10... Training loss: 0.1099
Epoch: 6/10... Training loss: 0.1112
Epoch: 6/10... Training loss: 0.1090
Epoch: 6/10... Training loss: 0.1133
Epoch: 6/10... Training loss: 0.1086
Epoch: 6/10... Training loss: 0.1131
Epoch: 6/10... Training loss: 0.1127
Epoch: 6/10... Training loss: 0.1099
Epoch: 6/10... Training loss: 0.1085
Epoch: 6/10... Training loss: 0.1112
Epoch: 6/10... Training loss: 0.1087
Epoch: 6/10... Training loss: 0.1143
Epoch: 6/10... Training loss: 0.1074
Epoch: 6/10... Training loss: 0.1147
Epoch: 6/10... Training loss: 0.1109
Epoch: 6/10... Training loss: 0.1128
Epoch: 6/10... Training loss: 0.1114
Epoch: 6/10... Training loss: 0.1109
Epoch: 6/10... Training loss: 0.1096
Epoch: 6/10... Training loss: 0.1081
Epoch: 6/10... Training loss: 0.1136
Epoch: 6/10... Training loss: 0.1127
Epoch: 6/10... Training loss: 0.1115
Epoch: 6/10... Training loss: 0.1118
Epoch: 6/10... Training loss: 0.1064
Epoch: 6/10... Training loss: 0.1065
Epoch: 6/10... Training loss: 0.1094
Epoch: 6/10... Training loss: 0.1104
Epoch: 6/10... Training loss: 0.1122
Epoch: 6/10... Training loss: 0.1095
Epoch: 6/10... Training loss: 0.1089
Epoch: 6/10... Training loss: 0.1106
Epoch: 6/10... Training loss: 0.1100
Epoch: 6/10... Training loss: 0.1092
Epoch: 6/10... Training loss: 0.1137
Epoch: 6/10... Training loss: 0.1075
Epoch: 6/10... Training loss: 0.1079
Epoch: 6/10... Training loss: 0.1117
Epoch: 6/10... Training loss: 0.1097
Epoch: 6/10... Training loss: 0.1104
Epoch: 6/10... Training loss: 0.1077
Epoch: 6/10... Training loss: 0.1090
Epoch: 6/10... Training loss: 0.1113
Epoch: 6/10... Training loss: 0.1136
Epoch: 6/10... Training loss: 0.1103
Epoch: 6/10... Training loss: 0.1107
Epoch: 6/10... Training loss: 0.1095
Epoch: 6/10... Training loss: 0.1129
Epoch: 6/10... Training loss: 0.1078
Epoch: 6/10... Training loss: 0.1113
Epoch: 6/10... Training loss: 0.1111
Epoch: 6/10... Training loss: 0.1113
Epoch: 6/10... Training loss: 0.1079
Epoch: 6/10... Training loss: 0.1132
Epoch: 6/10... Training loss: 0.1119
Epoch: 6/10... Training loss: 0.1117
Epoch: 6/10... Training loss: 0.1098
Epoch: 6/10... Training loss: 0.1114
Epoch: 6/10... Training loss: 0.1113
Epoch: 6/10... Training loss: 0.1104
Epoch: 6/10... Training loss: 0.1106
Epoch: 6/10... Training loss: 0.1110
Epoch: 6/10... Training loss: 0.1070
Epoch: 6/10... Training loss: 0.1067
Epoch: 6/10... Training loss: 0.1107
Epoch: 6/10... Training loss: 0.1069
Epoch: 6/10... Training loss: 0.1109
Epoch: 6/10... Training loss: 0.1109
Epoch: 6/10... Training loss: 0.1102
Epoch: 6/10... Training loss: 0.1113
Epoch: 6/10... Training loss: 0.1109
Epoch: 6/10... Training loss: 0.1085
Epoch: 6/10... Training loss: 0.1064
Epoch: 6/10... Training loss: 0.1115
Epoch: 6/10... Training loss: 0.1105
Epoch: 6/10... Training loss: 0.1098
Epoch: 6/10... Training loss: 0.1089
Epoch: 6/10... Training loss: 0.1128
Epoch: 6/10... Training loss: 0.1082
Epoch: 6/10... Training loss: 0.1094
Epoch: 6/10... Training loss: 0.1092
Epoch: 6/10... Training loss: 0.1092
Epoch: 6/10... Training loss: 0.1096
Epoch: 6/10... Training loss: 0.1078
Epoch: 6/10... Training loss: 0.1082
Epoch: 6/10... Training loss: 0.1102
Epoch: 6/10... Training loss: 0.1093
Epoch: 6/10... Training loss: 0.1087
Epoch: 6/10... Training loss: 0.1076
Epoch: 6/10... Training loss: 0.1105
Epoch: 6/10... Training loss: 0.1067
Epoch: 6/10... Training loss: 0.1131
Epoch: 6/10... Training loss: 0.1060
Epoch: 6/10... Training loss: 0.1065
Epoch: 6/10... Training loss: 0.1057
Epoch: 6/10... Training loss: 0.1055
Epoch: 6/10... Training loss: 0.1053
Epoch: 6/10... Training loss: 0.1112
Epoch: 6/10... Training loss: 0.1076
Epoch: 6/10... Training loss: 0.1069
Epoch: 6/10... Training loss: 0.1083
Epoch: 6/10... Training loss: 0.1084
Epoch: 6/10... Training loss: 0.1091
Epoch: 6/10... Training loss: 0.1075
Epoch: 6/10... Training loss: 0.1111
Epoch: 6/10... Training loss: 0.1048
Epoch: 6/10... Training loss: 0.1101
Epoch: 6/10... Training loss: 0.1073
Epoch: 6/10... Training loss: 0.1104
Epoch: 6/10... Training loss: 0.1096
Epoch: 6/10... Training loss: 0.1113
Epoch: 6/10... Training loss: 0.1115
Epoch: 6/10... Training loss: 0.1128
Epoch: 6/10... Training loss: 0.1059
Epoch: 6/10... Training loss: 0.1109
Epoch: 6/10... Training loss: 0.1090
Epoch: 6/10... Training loss: 0.1090
Epoch: 6/10... Training loss: 0.1092
Epoch: 6/10... Training loss: 0.1038
Epoch: 6/10... Training loss: 0.1061
Epoch: 6/10... Training loss: 0.1066
Epoch: 6/10... Training loss: 0.1088
Epoch: 6/10... Training loss: 0.1088
Epoch: 6/10... Training loss: 0.1129
Epoch: 6/10... Training loss: 0.1095
Epoch: 6/10... Training loss: 0.1074
Epoch: 6/10... Training loss: 0.1029
Epoch: 6/10... Training loss: 0.1076
Epoch: 6/10... Training loss: 0.1107
Epoch: 6/10... Training loss: 0.1067
Epoch: 6/10... Training loss: 0.1094
Epoch: 6/10... Training loss: 0.1051
Epoch: 6/10... Training loss: 0.1096
Epoch: 6/10... Training loss: 0.1107
Epoch: 6/10... Training loss: 0.1099
Epoch: 6/10... Training loss: 0.1096
Epoch: 6/10... Training loss: 0.1055
Epoch: 6/10... Training loss: 0.1105
Epoch: 6/10... Training loss: 0.1089
Epoch: 6/10... Training loss: 0.1102
Epoch: 6/10... Training loss: 0.1078
Epoch: 6/10... Training loss: 0.1060
Epoch: 6/10... Training loss: 0.1060
Epoch: 6/10... Training loss: 0.1078
Epoch: 6/10... Training loss: 0.1106
Epoch: 6/10... Training loss: 0.1038
Epoch: 6/10... Training loss: 0.1046
Epoch: 6/10... Training loss: 0.1080
Epoch: 6/10... Training loss: 0.1068
Epoch: 6/10... Training loss: 0.1094
Epoch: 6/10... Training loss: 0.1070
Epoch: 6/10... Training loss: 0.1073
Epoch: 6/10... Training loss: 0.1069
Epoch: 6/10... Training loss: 0.1053
Epoch: 6/10... Training loss: 0.1083
Epoch: 6/10... Training loss: 0.1071
Epoch: 6/10... Training loss: 0.1061
Epoch: 6/10... Training loss: 0.1070
Epoch: 6/10... Training loss: 0.1081
Epoch: 6/10... Training loss: 0.1089
Epoch: 6/10... Training loss: 0.1076
Epoch: 6/10... Training loss: 0.1075
Epoch: 6/10... Training loss: 0.1065
Epoch: 6/10... Training loss: 0.1057
Epoch: 6/10... Training loss: 0.1041
Epoch: 6/10... Training loss: 0.1103
Epoch: 6/10... Training loss: 0.1075
Epoch: 6/10... Training loss: 0.1090
Epoch: 6/10... Training loss: 0.1112
Epoch: 6/10... Training loss: 0.1060
Epoch: 6/10... Training loss: 0.1078
Epoch: 6/10... Training loss: 0.1068
Epoch: 6/10... Training loss: 0.1096
Epoch: 6/10... Training loss: 0.1110
Epoch: 6/10... Training loss: 0.1054
Epoch: 6/10... Training loss: 0.1043
Epoch: 6/10... Training loss: 0.1069
Epoch: 6/10... Training loss: 0.1111
Epoch: 6/10... Training loss: 0.1055
Epoch: 6/10... Training loss: 0.1070
Epoch: 6/10... Training loss: 0.1073
Epoch: 6/10... Training loss: 0.1080
Epoch: 6/10... Training loss: 0.1089
Epoch: 6/10... Training loss: 0.1079
Epoch: 6/10... Training loss: 0.1092
Epoch: 6/10... Training loss: 0.1091
Epoch: 6/10... Training loss: 0.1062
Epoch: 6/10... Training loss: 0.1038
Epoch: 6/10... Training loss: 0.1091
Epoch: 6/10... Training loss: 0.1033
Epoch: 6/10... Training loss: 0.1087
Epoch: 6/10... Training loss: 0.1056
Epoch: 6/10... Training loss: 0.1067
Epoch: 6/10... Training loss: 0.1042
Epoch: 6/10... Training loss: 0.1061
Epoch: 7/10... Training loss: 0.1068
Epoch: 7/10... Training loss: 0.1034
Epoch: 7/10... Training loss: 0.1063
Epoch: 7/10... Training loss: 0.1101
Epoch: 7/10... Training loss: 0.1039
Epoch: 7/10... Training loss: 0.1070
Epoch: 7/10... Training loss: 0.1061
Epoch: 7/10... Training loss: 0.1068
Epoch: 7/10... Training loss: 0.1079
Epoch: 7/10... Training loss: 0.1075
Epoch: 7/10... Training loss: 0.1105
Epoch: 7/10... Training loss: 0.1050
Epoch: 7/10... Training loss: 0.1055
Epoch: 7/10... Training loss: 0.1043
Epoch: 7/10... Training loss: 0.1055
Epoch: 7/10... Training loss: 0.1065
Epoch: 7/10... Training loss: 0.1100
Epoch: 7/10... Training loss: 0.1108
Epoch: 7/10... Training loss: 0.1073
Epoch: 7/10... Training loss: 0.1026
Epoch: 7/10... Training loss: 0.1075
Epoch: 7/10... Training loss: 0.1060
Epoch: 7/10... Training loss: 0.1044
Epoch: 7/10... Training loss: 0.1101
Epoch: 7/10... Training loss: 0.1091
Epoch: 7/10... Training loss: 0.1052
Epoch: 7/10... Training loss: 0.1079
Epoch: 7/10... Training loss: 0.1055
Epoch: 7/10... Training loss: 0.1032
Epoch: 7/10... Training loss: 0.1050
Epoch: 7/10... Training loss: 0.1043
Epoch: 7/10... Training loss: 0.1022
Epoch: 7/10... Training loss: 0.1029
Epoch: 7/10... Training loss: 0.1064
Epoch: 7/10... Training loss: 0.1077
Epoch: 7/10... Training loss: 0.1042
Epoch: 7/10... Training loss: 0.1018
Epoch: 7/10... Training loss: 0.1061
Epoch: 7/10... Training loss: 0.1043
Epoch: 7/10... Training loss: 0.1054
Epoch: 7/10... Training loss: 0.1095
Epoch: 7/10... Training loss: 0.1068
Epoch: 7/10... Training loss: 0.1065
Epoch: 7/10... Training loss: 0.1041
Epoch: 7/10... Training loss: 0.1059
Epoch: 7/10... Training loss: 0.1055
Epoch: 7/10... Training loss: 0.1055
Epoch: 7/10... Training loss: 0.1037
Epoch: 7/10... Training loss: 0.1032
Epoch: 7/10... Training loss: 0.1065
Epoch: 7/10... Training loss: 0.1072
Epoch: 7/10... Training loss: 0.1013
Epoch: 7/10... Training loss: 0.1062
Epoch: 7/10... Training loss: 0.1072
Epoch: 7/10... Training loss: 0.1042
Epoch: 7/10... Training loss: 0.1049
Epoch: 7/10... Training loss: 0.1048
Epoch: 7/10... Training loss: 0.1080
Epoch: 7/10... Training loss: 0.1070
Epoch: 7/10... Training loss: 0.1045
Epoch: 7/10... Training loss: 0.1046
Epoch: 7/10... Training loss: 0.1034
Epoch: 7/10... Training loss: 0.1000
Epoch: 7/10... Training loss: 0.1068
Epoch: 7/10... Training loss: 0.1072
Epoch: 7/10... Training loss: 0.1085
Epoch: 7/10... Training loss: 0.1050
Epoch: 7/10... Training loss: 0.1026
Epoch: 7/10... Training loss: 0.1055
Epoch: 7/10... Training loss: 0.1076
Epoch: 7/10... Training loss: 0.1099
Epoch: 7/10... Training loss: 0.1076
Epoch: 7/10... Training loss: 0.1019
Epoch: 7/10... Training loss: 0.1024
Epoch: 7/10... Training loss: 0.1048
Epoch: 7/10... Training loss: 0.1074
Epoch: 7/10... Training loss: 0.1020
Epoch: 7/10... Training loss: 0.1043
Epoch: 7/10... Training loss: 0.1064
Epoch: 7/10... Training loss: 0.1076
Epoch: 7/10... Training loss: 0.1077
Epoch: 7/10... Training loss: 0.1039
Epoch: 7/10... Training loss: 0.1064
Epoch: 7/10... Training loss: 0.1039
Epoch: 7/10... Training loss: 0.1006
Epoch: 7/10... Training loss: 0.1038
Epoch: 7/10... Training loss: 0.1053
Epoch: 7/10... Training loss: 0.1029
Epoch: 7/10... Training loss: 0.1034
Epoch: 7/10... Training loss: 0.1056
Epoch: 7/10... Training loss: 0.1030
Epoch: 7/10... Training loss: 0.1028
Epoch: 7/10... Training loss: 0.1043
Epoch: 7/10... Training loss: 0.1035
Epoch: 7/10... Training loss: 0.1048
Epoch: 7/10... Training loss: 0.1025
Epoch: 7/10... Training loss: 0.1027
Epoch: 7/10... Training loss: 0.1043
Epoch: 7/10... Training loss: 0.1055
Epoch: 7/10... Training loss: 0.1043
Epoch: 7/10... Training loss: 0.1037
Epoch: 7/10... Training loss: 0.1040
Epoch: 7/10... Training loss: 0.1017
Epoch: 7/10... Training loss: 0.1048
Epoch: 7/10... Training loss: 0.1024
Epoch: 7/10... Training loss: 0.1073
Epoch: 7/10... Training loss: 0.1009
Epoch: 7/10... Training loss: 0.1031
Epoch: 7/10... Training loss: 0.1060
Epoch: 7/10... Training loss: 0.1066
Epoch: 7/10... Training loss: 0.1047
Epoch: 7/10... Training loss: 0.1039
Epoch: 7/10... Training loss: 0.1057
Epoch: 7/10... Training loss: 0.1050
Epoch: 7/10... Training loss: 0.1027
Epoch: 7/10... Training loss: 0.1031
Epoch: 7/10... Training loss: 0.1033
Epoch: 7/10... Training loss: 0.1041
Epoch: 7/10... Training loss: 0.1055
Epoch: 7/10... Training loss: 0.1077
Epoch: 7/10... Training loss: 0.1037
Epoch: 7/10... Training loss: 0.1046
Epoch: 7/10... Training loss: 0.1050
Epoch: 7/10... Training loss: 0.1058
Epoch: 7/10... Training loss: 0.1074
Epoch: 7/10... Training loss: 0.1057
Epoch: 7/10... Training loss: 0.0992
Epoch: 7/10... Training loss: 0.1043
Epoch: 7/10... Training loss: 0.1051
Epoch: 7/10... Training loss: 0.1050
Epoch: 7/10... Training loss: 0.1030
Epoch: 7/10... Training loss: 0.1033
Epoch: 7/10... Training loss: 0.1048
Epoch: 7/10... Training loss: 0.1045
Epoch: 7/10... Training loss: 0.1052
Epoch: 7/10... Training loss: 0.1020
Epoch: 7/10... Training loss: 0.1039
Epoch: 7/10... Training loss: 0.1080
Epoch: 7/10... Training loss: 0.1022
Epoch: 7/10... Training loss: 0.1038
Epoch: 7/10... Training loss: 0.1049
Epoch: 7/10... Training loss: 0.1032
Epoch: 7/10... Training loss: 0.1049
Epoch: 7/10... Training loss: 0.1046
Epoch: 7/10... Training loss: 0.1035
Epoch: 7/10... Training loss: 0.1067
Epoch: 7/10... Training loss: 0.1018
Epoch: 7/10... Training loss: 0.0996
Epoch: 7/10... Training loss: 0.1046
Epoch: 7/10... Training loss: 0.1039
Epoch: 7/10... Training loss: 0.1037
Epoch: 7/10... Training loss: 0.1008
Epoch: 7/10... Training loss: 0.1025
Epoch: 7/10... Training loss: 0.1044
Epoch: 7/10... Training loss: 0.1015
Epoch: 7/10... Training loss: 0.1013
Epoch: 7/10... Training loss: 0.1026
Epoch: 7/10... Training loss: 0.1017
Epoch: 7/10... Training loss: 0.1028
Epoch: 7/10... Training loss: 0.1041
Epoch: 7/10... Training loss: 0.1031
Epoch: 7/10... Training loss: 0.1030
Epoch: 7/10... Training loss: 0.1022
Epoch: 7/10... Training loss: 0.1075
Epoch: 7/10... Training loss: 0.1043
Epoch: 7/10... Training loss: 0.1010
Epoch: 7/10... Training loss: 0.1008
Epoch: 7/10... Training loss: 0.1092
Epoch: 7/10... Training loss: 0.1049
Epoch: 7/10... Training loss: 0.0992
Epoch: 7/10... Training loss: 0.1018
Epoch: 7/10... Training loss: 0.1003
Epoch: 7/10... Training loss: 0.1037
Epoch: 7/10... Training loss: 0.1041
Epoch: 7/10... Training loss: 0.1022
Epoch: 7/10... Training loss: 0.1017
Epoch: 7/10... Training loss: 0.0975
Epoch: 7/10... Training loss: 0.1018
Epoch: 7/10... Training loss: 0.1008
Epoch: 7/10... Training loss: 0.1035
Epoch: 7/10... Training loss: 0.1033
Epoch: 7/10... Training loss: 0.1034
Epoch: 7/10... Training loss: 0.1023
Epoch: 7/10... Training loss: 0.1039
Epoch: 7/10... Training loss: 0.1050
Epoch: 7/10... Training loss: 0.1040
Epoch: 7/10... Training loss: 0.1008
Epoch: 7/10... Training loss: 0.1049
Epoch: 7/10... Training loss: 0.1048
Epoch: 7/10... Training loss: 0.1053
Epoch: 7/10... Training loss: 0.1017
Epoch: 7/10... Training loss: 0.1038
Epoch: 7/10... Training loss: 0.1027
Epoch: 7/10... Training loss: 0.1042
Epoch: 7/10... Training loss: 0.1063
Epoch: 7/10... Training loss: 0.1046
Epoch: 7/10... Training loss: 0.1030
Epoch: 7/10... Training loss: 0.1037
Epoch: 7/10... Training loss: 0.1015
Epoch: 7/10... Training loss: 0.1028
Epoch: 7/10... Training loss: 0.1063
Epoch: 7/10... Training loss: 0.1056
Epoch: 7/10... Training loss: 0.0995
Epoch: 7/10... Training loss: 0.1016
Epoch: 7/10... Training loss: 0.1035
Epoch: 7/10... Training loss: 0.1021
Epoch: 7/10... Training loss: 0.1016
Epoch: 7/10... Training loss: 0.1015
Epoch: 7/10... Training loss: 0.1037
Epoch: 7/10... Training loss: 0.1010
Epoch: 7/10... Training loss: 0.1007
Epoch: 7/10... Training loss: 0.1047
Epoch: 7/10... Training loss: 0.1010
Epoch: 7/10... Training loss: 0.1021
Epoch: 7/10... Training loss: 0.0986
Epoch: 7/10... Training loss: 0.1032
Epoch: 7/10... Training loss: 0.1059
Epoch: 7/10... Training loss: 0.1032
Epoch: 7/10... Training loss: 0.1028
Epoch: 7/10... Training loss: 0.1051
Epoch: 7/10... Training loss: 0.1007
Epoch: 7/10... Training loss: 0.0974
Epoch: 7/10... Training loss: 0.1063
Epoch: 7/10... Training loss: 0.1020
Epoch: 7/10... Training loss: 0.1057
Epoch: 7/10... Training loss: 0.1006
Epoch: 7/10... Training loss: 0.1003
Epoch: 7/10... Training loss: 0.1015
Epoch: 7/10... Training loss: 0.1038
Epoch: 7/10... Training loss: 0.1023
Epoch: 7/10... Training loss: 0.1017
Epoch: 7/10... Training loss: 0.1052
Epoch: 7/10... Training loss: 0.1022
Epoch: 7/10... Training loss: 0.1027
Epoch: 8/10... Training loss: 0.1059
Epoch: 8/10... Training loss: 0.1039
Epoch: 8/10... Training loss: 0.0998
Epoch: 8/10... Training loss: 0.1027
Epoch: 8/10... Training loss: 0.1025
Epoch: 8/10... Training loss: 0.1055
Epoch: 8/10... Training loss: 0.0989
Epoch: 8/10... Training loss: 0.1012
Epoch: 8/10... Training loss: 0.1032
Epoch: 8/10... Training loss: 0.0995
Epoch: 8/10... Training loss: 0.1021
Epoch: 8/10... Training loss: 0.1023
Epoch: 8/10... Training loss: 0.0986
Epoch: 8/10... Training loss: 0.1070
Epoch: 8/10... Training loss: 0.1026
Epoch: 8/10... Training loss: 0.1018
Epoch: 8/10... Training loss: 0.1037
Epoch: 8/10... Training loss: 0.1029
Epoch: 8/10... Training loss: 0.1025
Epoch: 8/10... Training loss: 0.1034
Epoch: 8/10... Training loss: 0.1007
Epoch: 8/10... Training loss: 0.1005
Epoch: 8/10... Training loss: 0.1000
Epoch: 8/10... Training loss: 0.1012
Epoch: 8/10... Training loss: 0.1042
Epoch: 8/10... Training loss: 0.1014
Epoch: 8/10... Training loss: 0.1005
Epoch: 8/10... Training loss: 0.1040
Epoch: 8/10... Training loss: 0.1037
Epoch: 8/10... Training loss: 0.0997
Epoch: 8/10... Training loss: 0.0988
Epoch: 8/10... Training loss: 0.0995
Epoch: 8/10... Training loss: 0.1020
Epoch: 8/10... Training loss: 0.1026
Epoch: 8/10... Training loss: 0.1001
Epoch: 8/10... Training loss: 0.1038
Epoch: 8/10... Training loss: 0.1018
Epoch: 8/10... Training loss: 0.1014
Epoch: 8/10... Training loss: 0.1031
Epoch: 8/10... Training loss: 0.1027
Epoch: 8/10... Training loss: 0.0991
Epoch: 8/10... Training loss: 0.1009
Epoch: 8/10... Training loss: 0.1007
Epoch: 8/10... Training loss: 0.1035
Epoch: 8/10... Training loss: 0.1021
Epoch: 8/10... Training loss: 0.0983
Epoch: 8/10... Training loss: 0.1015
Epoch: 8/10... Training loss: 0.1028
Epoch: 8/10... Training loss: 0.1006
Epoch: 8/10... Training loss: 0.1045
Epoch: 8/10... Training loss: 0.0996
Epoch: 8/10... Training loss: 0.1021
Epoch: 8/10... Training loss: 0.1011
Epoch: 8/10... Training loss: 0.0978
Epoch: 8/10... Training loss: 0.1015
Epoch: 8/10... Training loss: 0.1040
Epoch: 8/10... Training loss: 0.1009
Epoch: 8/10... Training loss: 0.0988
Epoch: 8/10... Training loss: 0.1029
Epoch: 8/10... Training loss: 0.1012
Epoch: 8/10... Training loss: 0.1024
Epoch: 8/10... Training loss: 0.1017
Epoch: 8/10... Training loss: 0.0996
Epoch: 8/10... Training loss: 0.1005
Epoch: 8/10... Training loss: 0.0993
Epoch: 8/10... Training loss: 0.1015
Epoch: 8/10... Training loss: 0.1020
Epoch: 8/10... Training loss: 0.0991
Epoch: 8/10... Training loss: 0.1026
Epoch: 8/10... Training loss: 0.0982
Epoch: 8/10... Training loss: 0.0990
Epoch: 8/10... Training loss: 0.1027
Epoch: 8/10... Training loss: 0.0983
Epoch: 8/10... Training loss: 0.1001
Epoch: 8/10... Training loss: 0.0988
Epoch: 8/10... Training loss: 0.1019
Epoch: 8/10... Training loss: 0.1023
Epoch: 8/10... Training loss: 0.1023
Epoch: 8/10... Training loss: 0.1021
Epoch: 8/10... Training loss: 0.1004
Epoch: 8/10... Training loss: 0.1020
Epoch: 8/10... Training loss: 0.1032
Epoch: 8/10... Training loss: 0.1013
Epoch: 8/10... Training loss: 0.1006
Epoch: 8/10... Training loss: 0.0997
Epoch: 8/10... Training loss: 0.1007
Epoch: 8/10... Training loss: 0.1022
Epoch: 8/10... Training loss: 0.1004
Epoch: 8/10... Training loss: 0.0983
Epoch: 8/10... Training loss: 0.1039
Epoch: 8/10... Training loss: 0.0958
Epoch: 8/10... Training loss: 0.1020
Epoch: 8/10... Training loss: 0.1021
Epoch: 8/10... Training loss: 0.1016
Epoch: 8/10... Training loss: 0.1011
Epoch: 8/10... Training loss: 0.1019
Epoch: 8/10... Training loss: 0.1037
Epoch: 8/10... Training loss: 0.0992
Epoch: 8/10... Training loss: 0.1039
Epoch: 8/10... Training loss: 0.0994
Epoch: 8/10... Training loss: 0.1013
Epoch: 8/10... Training loss: 0.1016
Epoch: 8/10... Training loss: 0.1048
Epoch: 8/10... Training loss: 0.1056
Epoch: 8/10... Training loss: 0.0999
Epoch: 8/10... Training loss: 0.0965
Epoch: 8/10... Training loss: 0.1037
Epoch: 8/10... Training loss: 0.1009
Epoch: 8/10... Training loss: 0.1029
Epoch: 8/10... Training loss: 0.1037
Epoch: 8/10... Training loss: 0.1011
Epoch: 8/10... Training loss: 0.0985
Epoch: 8/10... Training loss: 0.0992
Epoch: 8/10... Training loss: 0.0999
Epoch: 8/10... Training loss: 0.1008
Epoch: 8/10... Training loss: 0.0993
Epoch: 8/10... Training loss: 0.1023
Epoch: 8/10... Training loss: 0.0988
Epoch: 8/10... Training loss: 0.1030
Epoch: 8/10... Training loss: 0.0967
Epoch: 8/10... Training loss: 0.1002
Epoch: 8/10... Training loss: 0.1007
Epoch: 8/10... Training loss: 0.1004
Epoch: 8/10... Training loss: 0.0968
Epoch: 8/10... Training loss: 0.1045
Epoch: 8/10... Training loss: 0.1009
Epoch: 8/10... Training loss: 0.0985
Epoch: 8/10... Training loss: 0.0974
Epoch: 8/10... Training loss: 0.0993
Epoch: 8/10... Training loss: 0.0956
Epoch: 8/10... Training loss: 0.0981
Epoch: 8/10... Training loss: 0.1004
Epoch: 8/10... Training loss: 0.1000
Epoch: 8/10... Training loss: 0.1013
Epoch: 8/10... Training loss: 0.0995
Epoch: 8/10... Training loss: 0.1005
Epoch: 8/10... Training loss: 0.0977
Epoch: 8/10... Training loss: 0.1028
Epoch: 8/10... Training loss: 0.0989
Epoch: 8/10... Training loss: 0.0990
Epoch: 8/10... Training loss: 0.1022
Epoch: 8/10... Training loss: 0.0982
Epoch: 8/10... Training loss: 0.1017
Epoch: 8/10... Training loss: 0.1011
Epoch: 8/10... Training loss: 0.1032
Epoch: 8/10... Training loss: 0.0992
Epoch: 8/10... Training loss: 0.1010
Epoch: 8/10... Training loss: 0.1011
Epoch: 8/10... Training loss: 0.1002
Epoch: 8/10... Training loss: 0.0980
Epoch: 8/10... Training loss: 0.1019
Epoch: 8/10... Training loss: 0.0996
Epoch: 8/10... Training loss: 0.1002
Epoch: 8/10... Training loss: 0.1007
Epoch: 8/10... Training loss: 0.1015
Epoch: 8/10... Training loss: 0.1021
Epoch: 8/10... Training loss: 0.0991
Epoch: 8/10... Training loss: 0.1009
Epoch: 8/10... Training loss: 0.1005
Epoch: 8/10... Training loss: 0.0985
Epoch: 8/10... Training loss: 0.1026
Epoch: 8/10... Training loss: 0.0988
Epoch: 8/10... Training loss: 0.1025
Epoch: 8/10... Training loss: 0.0984
Epoch: 8/10... Training loss: 0.0992
Epoch: 8/10... Training loss: 0.1005
Epoch: 8/10... Training loss: 0.0992
Epoch: 8/10... Training loss: 0.1024
Epoch: 8/10... Training loss: 0.0996
Epoch: 8/10... Training loss: 0.1028
Epoch: 8/10... Training loss: 0.0995
Epoch: 8/10... Training loss: 0.0991
Epoch: 8/10... Training loss: 0.0966
Epoch: 8/10... Training loss: 0.0979
Epoch: 8/10... Training loss: 0.1014
Epoch: 8/10... Training loss: 0.0999
Epoch: 8/10... Training loss: 0.1002
Epoch: 8/10... Training loss: 0.1009
Epoch: 8/10... Training loss: 0.1001
Epoch: 8/10... Training loss: 0.1009
Epoch: 8/10... Training loss: 0.1010
Epoch: 8/10... Training loss: 0.0994
Epoch: 8/10... Training loss: 0.0992
Epoch: 8/10... Training loss: 0.0978
Epoch: 8/10... Training loss: 0.0995
Epoch: 8/10... Training loss: 0.1031
Epoch: 8/10... Training loss: 0.0987
Epoch: 8/10... Training loss: 0.0982
Epoch: 8/10... Training loss: 0.1003
Epoch: 8/10... Training loss: 0.1011
Epoch: 8/10... Training loss: 0.1001
Epoch: 8/10... Training loss: 0.0996
Epoch: 8/10... Training loss: 0.1012
Epoch: 8/10... Training loss: 0.0977
Epoch: 8/10... Training loss: 0.0979
Epoch: 8/10... Training loss: 0.1028
Epoch: 8/10... Training loss: 0.1000
Epoch: 8/10... Training loss: 0.0975
Epoch: 8/10... Training loss: 0.0992
Epoch: 8/10... Training loss: 0.1010
Epoch: 8/10... Training loss: 0.0988
Epoch: 8/10... Training loss: 0.1014
Epoch: 8/10... Training loss: 0.0991
Epoch: 8/10... Training loss: 0.1014
Epoch: 8/10... Training loss: 0.0952
Epoch: 8/10... Training loss: 0.1019
Epoch: 8/10... Training loss: 0.1033
Epoch: 8/10... Training loss: 0.0977
Epoch: 8/10... Training loss: 0.0947
Epoch: 8/10... Training loss: 0.1002
Epoch: 8/10... Training loss: 0.0996
Epoch: 8/10... Training loss: 0.0982
Epoch: 8/10... Training loss: 0.1013
Epoch: 8/10... Training loss: 0.0990
Epoch: 8/10... Training loss: 0.0992
Epoch: 8/10... Training loss: 0.0972
Epoch: 8/10... Training loss: 0.0979
Epoch: 8/10... Training loss: 0.0957
Epoch: 8/10... Training loss: 0.1004
Epoch: 8/10... Training loss: 0.0984
Epoch: 8/10... Training loss: 0.1018
Epoch: 8/10... Training loss: 0.1000
Epoch: 8/10... Training loss: 0.1030
Epoch: 8/10... Training loss: 0.1002
Epoch: 8/10... Training loss: 0.1000
Epoch: 8/10... Training loss: 0.1000
Epoch: 8/10... Training loss: 0.1008
Epoch: 8/10... Training loss: 0.1004
Epoch: 8/10... Training loss: 0.1016
Epoch: 8/10... Training loss: 0.0996
Epoch: 8/10... Training loss: 0.0997
Epoch: 8/10... Training loss: 0.1004
Epoch: 8/10... Training loss: 0.0995
Epoch: 8/10... Training loss: 0.1003
Epoch: 9/10... Training loss: 0.0997
Epoch: 9/10... Training loss: 0.0949
Epoch: 9/10... Training loss: 0.1002
Epoch: 9/10... Training loss: 0.1018
Epoch: 9/10... Training loss: 0.0995
Epoch: 9/10... Training loss: 0.0982
Epoch: 9/10... Training loss: 0.1004
Epoch: 9/10... Training loss: 0.0979
Epoch: 9/10... Training loss: 0.0981
Epoch: 9/10... Training loss: 0.0992
Epoch: 9/10... Training loss: 0.0994
Epoch: 9/10... Training loss: 0.0978
Epoch: 9/10... Training loss: 0.0990
Epoch: 9/10... Training loss: 0.1013
Epoch: 9/10... Training loss: 0.0981
Epoch: 9/10... Training loss: 0.1024
Epoch: 9/10... Training loss: 0.0986
Epoch: 9/10... Training loss: 0.0938
Epoch: 9/10... Training loss: 0.1008
Epoch: 9/10... Training loss: 0.1015
Epoch: 9/10... Training loss: 0.1001
Epoch: 9/10... Training loss: 0.0968
Epoch: 9/10... Training loss: 0.0985
Epoch: 9/10... Training loss: 0.0990
Epoch: 9/10... Training loss: 0.0965
Epoch: 9/10... Training loss: 0.0973
Epoch: 9/10... Training loss: 0.0964
Epoch: 9/10... Training loss: 0.0999
Epoch: 9/10... Training loss: 0.0973
Epoch: 9/10... Training loss: 0.1009
Epoch: 9/10... Training loss: 0.0979
Epoch: 9/10... Training loss: 0.0987
Epoch: 9/10... Training loss: 0.0978
Epoch: 9/10... Training loss: 0.0981
Epoch: 9/10... Training loss: 0.0997
Epoch: 9/10... Training loss: 0.0987
Epoch: 9/10... Training loss: 0.0990
Epoch: 9/10... Training loss: 0.0981
Epoch: 9/10... Training loss: 0.0982
Epoch: 9/10... Training loss: 0.1008
Epoch: 9/10... Training loss: 0.0996
Epoch: 9/10... Training loss: 0.1002
Epoch: 9/10... Training loss: 0.0960
Epoch: 9/10... Training loss: 0.0959
Epoch: 9/10... Training loss: 0.0980
Epoch: 9/10... Training loss: 0.0990
Epoch: 9/10... Training loss: 0.0979
Epoch: 9/10... Training loss: 0.0953
Epoch: 9/10... Training loss: 0.0988
Epoch: 9/10... Training loss: 0.0988
Epoch: 9/10... Training loss: 0.0988
Epoch: 9/10... Training loss: 0.0951
Epoch: 9/10... Training loss: 0.1000
Epoch: 9/10... Training loss: 0.0964
Epoch: 9/10... Training loss: 0.1005
Epoch: 9/10... Training loss: 0.1009
Epoch: 9/10... Training loss: 0.1008
Epoch: 9/10... Training loss: 0.1002
Epoch: 9/10... Training loss: 0.1017
Epoch: 9/10... Training loss: 0.0996
Epoch: 9/10... Training loss: 0.0965
Epoch: 9/10... Training loss: 0.1008
Epoch: 9/10... Training loss: 0.1031
Epoch: 9/10... Training loss: 0.1012
Epoch: 9/10... Training loss: 0.1021
Epoch: 9/10... Training loss: 0.0997
Epoch: 9/10... Training loss: 0.0978
Epoch: 9/10... Training loss: 0.0951
Epoch: 9/10... Training loss: 0.0978
Epoch: 9/10... Training loss: 0.0963
Epoch: 9/10... Training loss: 0.0986
Epoch: 9/10... Training loss: 0.0980
Epoch: 9/10... Training loss: 0.1005
Epoch: 9/10... Training loss: 0.0991
Epoch: 9/10... Training loss: 0.0969
Epoch: 9/10... Training loss: 0.0974
Epoch: 9/10... Training loss: 0.0969
Epoch: 9/10... Training loss: 0.0977
Epoch: 9/10... Training loss: 0.1006
Epoch: 9/10... Training loss: 0.0983
Epoch: 9/10... Training loss: 0.0987
Epoch: 9/10... Training loss: 0.0988
Epoch: 9/10... Training loss: 0.0948
Epoch: 9/10... Training loss: 0.0970
Epoch: 9/10... Training loss: 0.0959
Epoch: 9/10... Training loss: 0.1001
Epoch: 9/10... Training loss: 0.0984
Epoch: 9/10... Training loss: 0.0983
Epoch: 9/10... Training loss: 0.0969
Epoch: 9/10... Training loss: 0.1006
Epoch: 9/10... Training loss: 0.0981
Epoch: 9/10... Training loss: 0.1025
Epoch: 9/10... Training loss: 0.0983
Epoch: 9/10... Training loss: 0.1000
Epoch: 9/10... Training loss: 0.0943
Epoch: 9/10... Training loss: 0.0964
Epoch: 9/10... Training loss: 0.0982
Epoch: 9/10... Training loss: 0.0991
Epoch: 9/10... Training loss: 0.0988
Epoch: 9/10... Training loss: 0.0989
Epoch: 9/10... Training loss: 0.0999
Epoch: 9/10... Training loss: 0.1016
Epoch: 9/10... Training loss: 0.0987
Epoch: 9/10... Training loss: 0.0981
Epoch: 9/10... Training loss: 0.0999
Epoch: 9/10... Training loss: 0.1003
Epoch: 9/10... Training loss: 0.0941
Epoch: 9/10... Training loss: 0.1001
Epoch: 9/10... Training loss: 0.0989
Epoch: 9/10... Training loss: 0.0976
Epoch: 9/10... Training loss: 0.0980
Epoch: 9/10... Training loss: 0.1013
Epoch: 9/10... Training loss: 0.0992
Epoch: 9/10... Training loss: 0.0976
Epoch: 9/10... Training loss: 0.0979
Epoch: 9/10... Training loss: 0.1004
Epoch: 9/10... Training loss: 0.0980
Epoch: 9/10... Training loss: 0.0960
Epoch: 9/10... Training loss: 0.0986
Epoch: 9/10... Training loss: 0.1003
Epoch: 9/10... Training loss: 0.1003
Epoch: 9/10... Training loss: 0.0981
Epoch: 9/10... Training loss: 0.0991
Epoch: 9/10... Training loss: 0.0979
Epoch: 9/10... Training loss: 0.0976
Epoch: 9/10... Training loss: 0.0971
Epoch: 9/10... Training loss: 0.1001
Epoch: 9/10... Training loss: 0.0997
Epoch: 9/10... Training loss: 0.0960
Epoch: 9/10... Training loss: 0.0961
Epoch: 9/10... Training loss: 0.0975
Epoch: 9/10... Training loss: 0.0959
Epoch: 9/10... Training loss: 0.0966
Epoch: 9/10... Training loss: 0.0978
Epoch: 9/10... Training loss: 0.0967
Epoch: 9/10... Training loss: 0.1000
Epoch: 9/10... Training loss: 0.0979
Epoch: 9/10... Training loss: 0.0973
Epoch: 9/10... Training loss: 0.0998
Epoch: 9/10... Training loss: 0.0975
Epoch: 9/10... Training loss: 0.0982
Epoch: 9/10... Training loss: 0.0977
Epoch: 9/10... Training loss: 0.0970
Epoch: 9/10... Training loss: 0.0971
Epoch: 9/10... Training loss: 0.0997
Epoch: 9/10... Training loss: 0.0995
Epoch: 9/10... Training loss: 0.0995
Epoch: 9/10... Training loss: 0.0999
Epoch: 9/10... Training loss: 0.0983
Epoch: 9/10... Training loss: 0.0988
Epoch: 9/10... Training loss: 0.0986
Epoch: 9/10... Training loss: 0.0968
Epoch: 9/10... Training loss: 0.0975
Epoch: 9/10... Training loss: 0.1024
Epoch: 9/10... Training loss: 0.0980
Epoch: 9/10... Training loss: 0.0961
Epoch: 9/10... Training loss: 0.0964
Epoch: 9/10... Training loss: 0.0951
Epoch: 9/10... Training loss: 0.0966
Epoch: 9/10... Training loss: 0.0961
Epoch: 9/10... Training loss: 0.0978
Epoch: 9/10... Training loss: 0.0976
Epoch: 9/10... Training loss: 0.0994
Epoch: 9/10... Training loss: 0.0991
Epoch: 9/10... Training loss: 0.0971
Epoch: 9/10... Training loss: 0.0950
Epoch: 9/10... Training loss: 0.0956
Epoch: 9/10... Training loss: 0.0982
Epoch: 9/10... Training loss: 0.0984
Epoch: 9/10... Training loss: 0.0990
Epoch: 9/10... Training loss: 0.1024
Epoch: 9/10... Training loss: 0.0995
Epoch: 9/10... Training loss: 0.0950
Epoch: 9/10... Training loss: 0.0951
Epoch: 9/10... Training loss: 0.0987
Epoch: 9/10... Training loss: 0.0985
Epoch: 9/10... Training loss: 0.1024
Epoch: 9/10... Training loss: 0.0940
Epoch: 9/10... Training loss: 0.0962
Epoch: 9/10... Training loss: 0.1019
Epoch: 9/10... Training loss: 0.0993
Epoch: 9/10... Training loss: 0.0959
Epoch: 9/10... Training loss: 0.0980
Epoch: 9/10... Training loss: 0.0991
Epoch: 9/10... Training loss: 0.0987
Epoch: 9/10... Training loss: 0.0963
Epoch: 9/10... Training loss: 0.0945
Epoch: 9/10... Training loss: 0.0962
Epoch: 9/10... Training loss: 0.0965
Epoch: 9/10... Training loss: 0.0990
Epoch: 9/10... Training loss: 0.0950
Epoch: 9/10... Training loss: 0.0991
Epoch: 9/10... Training loss: 0.0990
Epoch: 9/10... Training loss: 0.0995
Epoch: 9/10... Training loss: 0.0989
Epoch: 9/10... Training loss: 0.0978
Epoch: 9/10... Training loss: 0.0952
Epoch: 9/10... Training loss: 0.0999
Epoch: 9/10... Training loss: 0.0956
Epoch: 9/10... Training loss: 0.0983
Epoch: 9/10... Training loss: 0.0994
Epoch: 9/10... Training loss: 0.0969
Epoch: 9/10... Training loss: 0.0991
Epoch: 9/10... Training loss: 0.1002
Epoch: 9/10... Training loss: 0.0979
Epoch: 9/10... Training loss: 0.0991
Epoch: 9/10... Training loss: 0.0981
Epoch: 9/10... Training loss: 0.0973
Epoch: 9/10... Training loss: 0.0967
Epoch: 9/10... Training loss: 0.0940
Epoch: 9/10... Training loss: 0.0954
Epoch: 9/10... Training loss: 0.0958
Epoch: 9/10... Training loss: 0.0990
Epoch: 9/10... Training loss: 0.0965
Epoch: 9/10... Training loss: 0.1025
Epoch: 9/10... Training loss: 0.0989
Epoch: 9/10... Training loss: 0.0970
Epoch: 9/10... Training loss: 0.1010
Epoch: 9/10... Training loss: 0.0970
Epoch: 9/10... Training loss: 0.0979
Epoch: 9/10... Training loss: 0.0987
Epoch: 9/10... Training loss: 0.0965
Epoch: 9/10... Training loss: 0.0989
Epoch: 9/10... Training loss: 0.0957
Epoch: 9/10... Training loss: 0.0956
Epoch: 9/10... Training loss: 0.0984
Epoch: 9/10... Training loss: 0.0970
Epoch: 9/10... Training loss: 0.0989
Epoch: 9/10... Training loss: 0.0955
Epoch: 9/10... Training loss: 0.0946
Epoch: 9/10... Training loss: 0.0974
Epoch: 9/10... Training loss: 0.0951
Epoch: 9/10... Training loss: 0.0975
Epoch: 9/10... Training loss: 0.0975
Epoch: 10/10... Training loss: 0.0993
Epoch: 10/10... Training loss: 0.1011
Epoch: 10/10... Training loss: 0.0983
Epoch: 10/10... Training loss: 0.0980
Epoch: 10/10... Training loss: 0.0941
Epoch: 10/10... Training loss: 0.0974
Epoch: 10/10... Training loss: 0.0986
Epoch: 10/10... Training loss: 0.0967
Epoch: 10/10... Training loss: 0.0959
Epoch: 10/10... Training loss: 0.0939
Epoch: 10/10... Training loss: 0.0996
Epoch: 10/10... Training loss: 0.0999
Epoch: 10/10... Training loss: 0.0963
Epoch: 10/10... Training loss: 0.0960
Epoch: 10/10... Training loss: 0.0983
Epoch: 10/10... Training loss: 0.0960
Epoch: 10/10... Training loss: 0.0964
Epoch: 10/10... Training loss: 0.0990
Epoch: 10/10... Training loss: 0.0981
Epoch: 10/10... Training loss: 0.0958
Epoch: 10/10... Training loss: 0.1002
Epoch: 10/10... Training loss: 0.0961
Epoch: 10/10... Training loss: 0.0961
Epoch: 10/10... Training loss: 0.0947
Epoch: 10/10... Training loss: 0.0957
Epoch: 10/10... Training loss: 0.0986
Epoch: 10/10... Training loss: 0.0956
Epoch: 10/10... Training loss: 0.0971
Epoch: 10/10... Training loss: 0.0985
Epoch: 10/10... Training loss: 0.0953
Epoch: 10/10... Training loss: 0.0973
Epoch: 10/10... Training loss: 0.0968
Epoch: 10/10... Training loss: 0.0949
Epoch: 10/10... Training loss: 0.0971
Epoch: 10/10... Training loss: 0.0971
Epoch: 10/10... Training loss: 0.0953
Epoch: 10/10... Training loss: 0.1001
Epoch: 10/10... Training loss: 0.0973
Epoch: 10/10... Training loss: 0.0972
Epoch: 10/10... Training loss: 0.0961
Epoch: 10/10... Training loss: 0.0971
Epoch: 10/10... Training loss: 0.0959
Epoch: 10/10... Training loss: 0.0968
Epoch: 10/10... Training loss: 0.0959
Epoch: 10/10... Training loss: 0.0951
Epoch: 10/10... Training loss: 0.0963
Epoch: 10/10... Training loss: 0.0974
Epoch: 10/10... Training loss: 0.0961
Epoch: 10/10... Training loss: 0.0963
Epoch: 10/10... Training loss: 0.0951
Epoch: 10/10... Training loss: 0.0957
Epoch: 10/10... Training loss: 0.0972
Epoch: 10/10... Training loss: 0.0972
Epoch: 10/10... Training loss: 0.0970
Epoch: 10/10... Training loss: 0.0977
Epoch: 10/10... Training loss: 0.0958
Epoch: 10/10... Training loss: 0.1005
Epoch: 10/10... Training loss: 0.0952
Epoch: 10/10... Training loss: 0.1000
Epoch: 10/10... Training loss: 0.0968
Epoch: 10/10... Training loss: 0.0973
Epoch: 10/10... Training loss: 0.0948
Epoch: 10/10... Training loss: 0.0976
Epoch: 10/10... Training loss: 0.0957
Epoch: 10/10... Training loss: 0.0968
Epoch: 10/10... Training loss: 0.0945
Epoch: 10/10... Training loss: 0.0987
Epoch: 10/10... Training loss: 0.0982
Epoch: 10/10... Training loss: 0.0948
Epoch: 10/10... Training loss: 0.0983
Epoch: 10/10... Training loss: 0.0981
Epoch: 10/10... Training loss: 0.0970
Epoch: 10/10... Training loss: 0.0960
Epoch: 10/10... Training loss: 0.1011
Epoch: 10/10... Training loss: 0.0948
Epoch: 10/10... Training loss: 0.0960
Epoch: 10/10... Training loss: 0.0943
Epoch: 10/10... Training loss: 0.0988
Epoch: 10/10... Training loss: 0.0998
Epoch: 10/10... Training loss: 0.0976
Epoch: 10/10... Training loss: 0.0969
Epoch: 10/10... Training loss: 0.0951
Epoch: 10/10... Training loss: 0.0969
Epoch: 10/10... Training loss: 0.0974
Epoch: 10/10... Training loss: 0.0951
Epoch: 10/10... Training loss: 0.0997
Epoch: 10/10... Training loss: 0.0978
Epoch: 10/10... Training loss: 0.0997
Epoch: 10/10... Training loss: 0.0966
Epoch: 10/10... Training loss: 0.0986
Epoch: 10/10... Training loss: 0.0959
Epoch: 10/10... Training loss: 0.0990
Epoch: 10/10... Training loss: 0.0973
Epoch: 10/10... Training loss: 0.0973
Epoch: 10/10... Training loss: 0.0954
Epoch: 10/10... Training loss: 0.0996
Epoch: 10/10... Training loss: 0.0951
Epoch: 10/10... Training loss: 0.0969
Epoch: 10/10... Training loss: 0.0998
Epoch: 10/10... Training loss: 0.1009
Epoch: 10/10... Training loss: 0.0963
Epoch: 10/10... Training loss: 0.0938
Epoch: 10/10... Training loss: 0.0955
Epoch: 10/10... Training loss: 0.0946
Epoch: 10/10... Training loss: 0.0983
Epoch: 10/10... Training loss: 0.0981
Epoch: 10/10... Training loss: 0.0988
Epoch: 10/10... Training loss: 0.0955
Epoch: 10/10... Training loss: 0.0974
Epoch: 10/10... Training loss: 0.0950
Epoch: 10/10... Training loss: 0.0957
Epoch: 10/10... Training loss: 0.0973
Epoch: 10/10... Training loss: 0.1010
Epoch: 10/10... Training loss: 0.0959
Epoch: 10/10... Training loss: 0.0990
Epoch: 10/10... Training loss: 0.0985
Epoch: 10/10... Training loss: 0.0942
Epoch: 10/10... Training loss: 0.0984
Epoch: 10/10... Training loss: 0.0979
Epoch: 10/10... Training loss: 0.0981
Epoch: 10/10... Training loss: 0.0975
Epoch: 10/10... Training loss: 0.0972
Epoch: 10/10... Training loss: 0.0987
Epoch: 10/10... Training loss: 0.0953
Epoch: 10/10... Training loss: 0.0937
Epoch: 10/10... Training loss: 0.0949
Epoch: 10/10... Training loss: 0.0942
Epoch: 10/10... Training loss: 0.0982
Epoch: 10/10... Training loss: 0.0971
Epoch: 10/10... Training loss: 0.0972
Epoch: 10/10... Training loss: 0.0971
Epoch: 10/10... Training loss: 0.0972
Epoch: 10/10... Training loss: 0.0956
Epoch: 10/10... Training loss: 0.0965
Epoch: 10/10... Training loss: 0.0956
Epoch: 10/10... Training loss: 0.0956
Epoch: 10/10... Training loss: 0.1009
Epoch: 10/10... Training loss: 0.0994
Epoch: 10/10... Training loss: 0.0973
Epoch: 10/10... Training loss: 0.0972
Epoch: 10/10... Training loss: 0.1001
Epoch: 10/10... Training loss: 0.0960
Epoch: 10/10... Training loss: 0.0980
Epoch: 10/10... Training loss: 0.0984
Epoch: 10/10... Training loss: 0.0954
Epoch: 10/10... Training loss: 0.0959
Epoch: 10/10... Training loss: 0.0953
Epoch: 10/10... Training loss: 0.0966
Epoch: 10/10... Training loss: 0.0954
Epoch: 10/10... Training loss: 0.0980
Epoch: 10/10... Training loss: 0.0966
Epoch: 10/10... Training loss: 0.0975
Epoch: 10/10... Training loss: 0.0968
Epoch: 10/10... Training loss: 0.0968
Epoch: 10/10... Training loss: 0.0962
Epoch: 10/10... Training loss: 0.0967
Epoch: 10/10... Training loss: 0.1000
Epoch: 10/10... Training loss: 0.0966
Epoch: 10/10... Training loss: 0.0958
Epoch: 10/10... Training loss: 0.0978
Epoch: 10/10... Training loss: 0.0989
Epoch: 10/10... Training loss: 0.0945
Epoch: 10/10... Training loss: 0.0979
Epoch: 10/10... Training loss: 0.0983
Epoch: 10/10... Training loss: 0.0963
Epoch: 10/10... Training loss: 0.0968
Epoch: 10/10... Training loss: 0.0976
Epoch: 10/10... Training loss: 0.0990
Epoch: 10/10... Training loss: 0.0962
Epoch: 10/10... Training loss: 0.0979
Epoch: 10/10... Training loss: 0.0930
Epoch: 10/10... Training loss: 0.0973
Epoch: 10/10... Training loss: 0.0977
Epoch: 10/10... Training loss: 0.1002
Epoch: 10/10... Training loss: 0.0984
Epoch: 10/10... Training loss: 0.0967
Epoch: 10/10... Training loss: 0.0980
Epoch: 10/10... Training loss: 0.0961
Epoch: 10/10... Training loss: 0.0987
Epoch: 10/10... Training loss: 0.0966
Epoch: 10/10... Training loss: 0.0977
Epoch: 10/10... Training loss: 0.0966
Epoch: 10/10... Training loss: 0.0953
Epoch: 10/10... Training loss: 0.0951
Epoch: 10/10... Training loss: 0.0972
Epoch: 10/10... Training loss: 0.0985
Epoch: 10/10... Training loss: 0.0968
Epoch: 10/10... Training loss: 0.0943
Epoch: 10/10... Training loss: 0.0940
Epoch: 10/10... Training loss: 0.0967
Epoch: 10/10... Training loss: 0.0963
Epoch: 10/10... Training loss: 0.0947
Epoch: 10/10... Training loss: 0.0942
Epoch: 10/10... Training loss: 0.0941
Epoch: 10/10... Training loss: 0.0953
Epoch: 10/10... Training loss: 0.0932
Epoch: 10/10... Training loss: 0.0958
Epoch: 10/10... Training loss: 0.0954
Epoch: 10/10... Training loss: 0.0962
Epoch: 10/10... Training loss: 0.0936
Epoch: 10/10... Training loss: 0.0973
Epoch: 10/10... Training loss: 0.0944
Epoch: 10/10... Training loss: 0.0973
Epoch: 10/10... Training loss: 0.0982
Epoch: 10/10... Training loss: 0.0946
Epoch: 10/10... Training loss: 0.0984
Epoch: 10/10... Training loss: 0.0952
Epoch: 10/10... Training loss: 0.0943
Epoch: 10/10... Training loss: 0.0982
Epoch: 10/10... Training loss: 0.0986
Epoch: 10/10... Training loss: 0.0996
Epoch: 10/10... Training loss: 0.0953
Epoch: 10/10... Training loss: 0.0948
Epoch: 10/10... Training loss: 0.0994
Epoch: 10/10... Training loss: 0.0940
Epoch: 10/10... Training loss: 0.0957
Epoch: 10/10... Training loss: 0.0955
Epoch: 10/10... Training loss: 0.0967
Epoch: 10/10... Training loss: 0.0974
Epoch: 10/10... Training loss: 0.0969
Epoch: 10/10... Training loss: 0.0966
Epoch: 10/10... Training loss: 0.0973
Epoch: 10/10... Training loss: 0.0937
Epoch: 10/10... Training loss: 0.0971
Epoch: 10/10... Training loss: 0.0947
Epoch: 10/10... Training loss: 0.0918
Epoch: 10/10... Training loss: 0.0944
Epoch: 10/10... Training loss: 0.0964
Epoch: 10/10... Training loss: 0.0939
Epoch: 10/10... Training loss: 0.0929
Epoch: 10/10... Training loss: 0.0977
Epoch: 10/10... Training loss: 0.0960
Epoch: 10/10... Training loss: 0.0953
Epoch: 10/10... Training loss: 0.0939



In [23]:

    
fig, axes = plt.subplots(nrows=2, ncols=10, sharex=True, sharey=True)
input_images = mnist.test.images[:10]
print(axes.shape)

Checking out the results

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



In [33]:

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

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

fig.tight_layout(pad=0.1)



In [34]:

    
sess.close()

Up Next

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

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