Character Sequence to Sequence

In this notebook, we'll build a model that takes in a sequence of letters, and outputs a sorted version of that sequence. We'll do that using what we've learned so far about Sequence to Sequence models.

Dataset

The dataset lives in the /data/ folder. At the moment, it is made up of the following files:

  • letters_source.txt: The list of input letter sequences. Each sequence is its own line.
  • letters_target.txt: The list of target sequences we'll use in the training process. Each sequence here is a response to the input sequence in letters_source.txt with the same line number.

In [1]:
import helper

source_path = 'data/letters_source.txt'
target_path = 'data/letters_target.txt'

source_sentences = helper.load_data(source_path)
target_sentences = helper.load_data(target_path)

Let's start by examining the current state of the dataset. source_sentences contains the entire input sequence file as text delimited by newline symbols.


In [2]:
source_sentences[:50].split('\n')


Out[2]:
['bsaqq',
 'npy',
 'lbwuj',
 'bqv',
 'kial',
 'tddam',
 'edxpjpg',
 'nspv',
 'huloz',
 '']

target_sentences contains the entire output sequence file as text delimited by newline symbols. Each line corresponds to the line from source_sentences. target_sentences contains a sorted characters of the line.


In [3]:
target_sentences[:50].split('\n')


Out[3]:
['abqqs',
 'npy',
 'bjluw',
 'bqv',
 'aikl',
 'addmt',
 'degjppx',
 'npsv',
 'hlouz',
 '']

Preprocess

To do anything useful with it, we'll need to turn the characters into a list of integers:


In [4]:
def extract_character_vocab(data):
    special_words = ['<pad>', '<unk>', '<s>',  '<\s>']

    set_words = set([character for line in data.split('\n') for character in line])
    int_to_vocab = {word_i: word for word_i, word in enumerate(special_words + list(set_words))}
    vocab_to_int = {word: word_i for word_i, word in int_to_vocab.items()}

    return int_to_vocab, vocab_to_int

# Build int2letter and letter2int dicts
source_int_to_letter, source_letter_to_int = extract_character_vocab(source_sentences)
target_int_to_letter, target_letter_to_int = extract_character_vocab(target_sentences)

# Convert characters to ids
source_letter_ids = [[source_letter_to_int.get(letter, source_letter_to_int['<unk>']) for letter in line] for line in source_sentences.split('\n')]
target_letter_ids = [[target_letter_to_int.get(letter, target_letter_to_int['<unk>']) for letter in line] for line in target_sentences.split('\n')]

print("Example source sequence")
print(source_letter_ids[:3])
print("\n")
print("Example target sequence")
print(target_letter_ids[:3])


Example source sequence
[[14, 4, 5, 26, 26], [22, 6, 17], [28, 14, 11, 27, 19]]


Example target sequence
[[5, 14, 26, 26, 4], [22, 6, 17], [14, 19, 28, 27, 11]]

The last step in the preprocessing stage is to determine the the longest sequence size in the dataset we'll be using, then pad all the sequences to that length.


In [5]:
def pad_id_sequences(source_ids, source_letter_to_int, target_ids, target_letter_to_int, sequence_length):
    new_source_ids = [sentence + [source_letter_to_int['<pad>']] * (sequence_length - len(sentence)) \
                      for sentence in source_ids]
    new_target_ids = [sentence + [target_letter_to_int['<pad>']] * (sequence_length - len(sentence)) \
                      for sentence in target_ids]

    return new_source_ids, new_target_ids


# Use the longest sequence as sequence length
sequence_length = max(
        [len(sentence) for sentence in source_letter_ids] + [len(sentence) for sentence in target_letter_ids])

# Pad all sequences up to sequence length
source_ids, target_ids = pad_id_sequences(source_letter_ids, source_letter_to_int, 
                                          target_letter_ids, target_letter_to_int, sequence_length)

print("Sequence Length")
print(sequence_length)
print("\n")
print("Input sequence example")
print(source_ids[:3])
print("\n")
print("Target sequence example")
print(target_ids[:3])


Sequence Length
7


Input sequence example
[[14, 4, 5, 26, 26, 0, 0], [22, 6, 17, 0, 0, 0, 0], [28, 14, 11, 27, 19, 0, 0]]


Target sequence example
[[5, 14, 26, 26, 4, 0, 0], [22, 6, 17, 0, 0, 0, 0], [14, 19, 28, 27, 11, 0, 0]]

This is the final shape we need them to be in. We can now proceed to building the model.

Model

Check the Version of TensorFlow

This will check to make sure you have the correct version of TensorFlow


In [6]:
from distutils.version import LooseVersion
import tensorflow as tf

# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer'
print('TensorFlow Version: {}'.format(tf.__version__))


TensorFlow Version: 1.0.0

Hyperparameters


In [7]:
# Number of Epochs
epochs = 60
# Batch Size
batch_size = 128
# RNN Size
rnn_size = 50
# Number of Layers
num_layers = 2
# Embedding Size
encoding_embedding_size = 13
decoding_embedding_size = 13
# Learning Rate
learning_rate = 0.001

Input


In [8]:
input_data = tf.placeholder(tf.int32, [batch_size, sequence_length])
targets = tf.placeholder(tf.int32, [batch_size, sequence_length])
lr = tf.placeholder(tf.float32)

Sequence to Sequence

The decoder is probably the most complex part of this model. We need to declare a decoder for the training phase, and a decoder for the inference/prediction phase. These two decoders will share their parameters (so that all the weights and biases that are set during the training phase can be used when we deploy the model).

First, we'll need to define the type of cell we'll be using for our decoder RNNs. We opted for LSTM.

Then, we'll need to hookup a fully connected layer to the output of decoder. The output of this layer tells us which word the RNN is choosing to output at each time step.

Let's first look at the inference/prediction decoder. It is the one we'll use when we deploy our chatbot to the wild (even though it comes second in the actual code).

We'll hand our encoder hidden state to the inference decoder and have it process its output. TensorFlow handles most of the logic for us. We just have to use tf.contrib.seq2seq.simple_decoder_fn_inference and tf.contrib.seq2seq.dynamic_rnn_decoder and supply them with the appropriate inputs.

Notice that the inference decoder feeds the output of each time step as an input to the next.

As for the training decoder, we can think of it as looking like this:

The training decoder does not feed the output of each time step to the next. Rather, the inputs to the decoder time steps are the target sequence from the training dataset (the orange letters).

Encoding


In [9]:
source_vocab_size = len(source_letter_to_int)

# Encoder embedding
enc_embed_input = tf.contrib.layers.embed_sequence(input_data, source_vocab_size, encoding_embedding_size)

# Encoder
enc_cell = tf.contrib.rnn.MultiRNNCell([tf.contrib.rnn.BasicLSTMCell(rnn_size)] * num_layers)
_, enc_state = tf.nn.dynamic_rnn(enc_cell, enc_embed_input, dtype=tf.float32)

Process Decoding Input


In [10]:
import numpy as np

# Process the input we'll feed to the decoder
ending = tf.strided_slice(targets, [0, 0], [batch_size, -1], [1, 1])
dec_input = tf.concat([tf.fill([batch_size, 1], target_letter_to_int['<s>']), ending], 1)

demonstration_outputs = np.reshape(range(batch_size * sequence_length), (batch_size, sequence_length))

sess = tf.InteractiveSession()
print("Targets")
print(demonstration_outputs[:2])
print("\n")
print("Processed Decoding Input")
print(sess.run(dec_input, {targets: demonstration_outputs})[:2])


Targets
[[ 0  1  2  3  4  5  6]
 [ 7  8  9 10 11 12 13]]


Processed Decoding Input
[[ 2  0  1  2  3  4  5]
 [ 2  7  8  9 10 11 12]]

Decoding

  • Embed the decoding input
  • Build the decoding RNNs
  • Build the output layer in the decoding scope, so the weight and bias can be shared between the training and inference decoders.

In [11]:
target_vocab_size = len(target_letter_to_int)

# Decoder Embedding
dec_embeddings = tf.Variable(tf.random_uniform([target_vocab_size, decoding_embedding_size]))
dec_embed_input = tf.nn.embedding_lookup(dec_embeddings, dec_input)

# Decoder RNNs
dec_cell = tf.contrib.rnn.MultiRNNCell([tf.contrib.rnn.BasicLSTMCell(rnn_size)] * num_layers)

with tf.variable_scope("decoding") as decoding_scope:
    # Output Layer
    output_fn = lambda x: tf.contrib.layers.fully_connected(x, target_vocab_size, None, scope=decoding_scope)

Decoder During Training


In [12]:
with tf.variable_scope("decoding") as decoding_scope:
    # Training Decoder
    train_decoder_fn = tf.contrib.seq2seq.simple_decoder_fn_train(enc_state)
    train_pred, _, _ = tf.contrib.seq2seq.dynamic_rnn_decoder(
        dec_cell, train_decoder_fn, dec_embed_input, sequence_length, scope=decoding_scope)
    
    # Apply output function
    train_logits =  output_fn(train_pred)

Decoder During Inference


In [13]:
with tf.variable_scope("decoding", reuse=True) as decoding_scope:
    # Inference Decoder
    infer_decoder_fn = tf.contrib.seq2seq.simple_decoder_fn_inference(
        output_fn, enc_state, dec_embeddings, target_letter_to_int['<s>'], target_letter_to_int['<\s>'], 
        sequence_length - 1, target_vocab_size)
    inference_logits, _, _ = tf.contrib.seq2seq.dynamic_rnn_decoder(dec_cell, infer_decoder_fn, scope=decoding_scope)

Optimization

Our loss function is tf.contrib.seq2seq.sequence_loss provided by the tensor flow seq2seq module. It calculates a weighted cross-entropy loss for the output logits.


In [14]:
# Loss function
cost = tf.contrib.seq2seq.sequence_loss(
    train_logits,
    targets,
    tf.ones([batch_size, sequence_length]))

# Optimizer
optimizer = tf.train.AdamOptimizer(lr)

# Gradient Clipping
gradients = optimizer.compute_gradients(cost)
capped_gradients = [(tf.clip_by_value(grad, -1., 1.), var) for grad, var in gradients if grad is not None]
train_op = optimizer.apply_gradients(capped_gradients)

Train

We're now ready to train our model. If you run into OOM (out of memory) issues during training, try to decrease the batch_size.


In [15]:
import numpy as np

train_source = source_ids[batch_size:]
train_target = target_ids[batch_size:]

valid_source = source_ids[:batch_size]
valid_target = target_ids[:batch_size]

sess.run(tf.global_variables_initializer())

for epoch_i in range(epochs):
    for batch_i, (source_batch, target_batch) in enumerate(
            helper.batch_data(train_source, train_target, batch_size)):
        _, loss = sess.run(
            [train_op, cost],
            {input_data: source_batch, targets: target_batch, lr: learning_rate})
        batch_train_logits = sess.run(
            inference_logits,
            {input_data: source_batch})
        batch_valid_logits = sess.run(
            inference_logits,
            {input_data: valid_source})

        train_acc = np.mean(np.equal(target_batch, np.argmax(batch_train_logits, 2)))
        valid_acc = np.mean(np.equal(valid_target, np.argmax(batch_valid_logits, 2)))
        print('Epoch {:>3} Batch {:>4}/{} - Train Accuracy: {:>6.3f}, Validation Accuracy: {:>6.3f}, Loss: {:>6.3f}'
              .format(epoch_i, batch_i, len(source_ids) // batch_size, train_acc, valid_acc, loss))


Epoch   0 Batch    0/78 - Train Accuracy:  0.018, Validation Accuracy:  0.018, Loss:  3.415
Epoch   0 Batch    1/78 - Train Accuracy:  0.374, Validation Accuracy:  0.398, Loss:  3.387
Epoch   0 Batch    2/78 - Train Accuracy:  0.461, Validation Accuracy:  0.449, Loss:  3.356
Epoch   0 Batch    3/78 - Train Accuracy:  0.450, Validation Accuracy:  0.449, Loss:  3.327
Epoch   0 Batch    4/78 - Train Accuracy:  0.446, Validation Accuracy:  0.449, Loss:  3.297
Epoch   0 Batch    5/78 - Train Accuracy:  0.445, Validation Accuracy:  0.449, Loss:  3.267
Epoch   0 Batch    6/78 - Train Accuracy:  0.432, Validation Accuracy:  0.449, Loss:  3.238
Epoch   0 Batch    7/78 - Train Accuracy:  0.432, Validation Accuracy:  0.449, Loss:  3.197
Epoch   0 Batch    8/78 - Train Accuracy:  0.417, Validation Accuracy:  0.449, Loss:  3.165
Epoch   0 Batch    9/78 - Train Accuracy:  0.451, Validation Accuracy:  0.449, Loss:  3.093
Epoch   0 Batch   10/78 - Train Accuracy:  0.402, Validation Accuracy:  0.449, Loss:  3.078
Epoch   0 Batch   11/78 - Train Accuracy:  0.392, Validation Accuracy:  0.449, Loss:  3.032
Epoch   0 Batch   12/78 - Train Accuracy:  0.403, Validation Accuracy:  0.449, Loss:  2.969
Epoch   0 Batch   13/78 - Train Accuracy:  0.406, Validation Accuracy:  0.449, Loss:  2.894
Epoch   0 Batch   14/78 - Train Accuracy:  0.481, Validation Accuracy:  0.449, Loss:  2.722
Epoch   0 Batch   15/78 - Train Accuracy:  0.402, Validation Accuracy:  0.449, Loss:  2.773
Epoch   0 Batch   16/78 - Train Accuracy:  0.452, Validation Accuracy:  0.449, Loss:  2.598
Epoch   0 Batch   17/78 - Train Accuracy:  0.464, Validation Accuracy:  0.449, Loss:  2.498
Epoch   0 Batch   18/78 - Train Accuracy:  0.417, Validation Accuracy:  0.449, Loss:  2.539
Epoch   0 Batch   19/78 - Train Accuracy:  0.445, Validation Accuracy:  0.449, Loss:  2.399
Epoch   0 Batch   20/78 - Train Accuracy:  0.478, Validation Accuracy:  0.449, Loss:  2.247
Epoch   0 Batch   21/78 - Train Accuracy:  0.398, Validation Accuracy:  0.449, Loss:  2.483
Epoch   0 Batch   22/78 - Train Accuracy:  0.426, Validation Accuracy:  0.449, Loss:  2.397
Epoch   0 Batch   23/78 - Train Accuracy:  0.472, Validation Accuracy:  0.449, Loss:  2.249
Epoch   0 Batch   24/78 - Train Accuracy:  0.438, Validation Accuracy:  0.449, Loss:  2.387
Epoch   0 Batch   25/78 - Train Accuracy:  0.424, Validation Accuracy:  0.449, Loss:  2.454
Epoch   0 Batch   26/78 - Train Accuracy:  0.392, Validation Accuracy:  0.449, Loss:  2.586
Epoch   0 Batch   27/78 - Train Accuracy:  0.414, Validation Accuracy:  0.449, Loss:  2.456
Epoch   0 Batch   28/78 - Train Accuracy:  0.413, Validation Accuracy:  0.449, Loss:  2.461
Epoch   0 Batch   29/78 - Train Accuracy:  0.451, Validation Accuracy:  0.449, Loss:  2.316
Epoch   0 Batch   30/78 - Train Accuracy:  0.442, Validation Accuracy:  0.449, Loss:  2.324
Epoch   0 Batch   31/78 - Train Accuracy:  0.461, Validation Accuracy:  0.449, Loss:  2.235
Epoch   0 Batch   32/78 - Train Accuracy:  0.433, Validation Accuracy:  0.449, Loss:  2.330
Epoch   0 Batch   33/78 - Train Accuracy:  0.404, Validation Accuracy:  0.449, Loss:  2.406
Epoch   0 Batch   34/78 - Train Accuracy:  0.440, Validation Accuracy:  0.449, Loss:  2.265
Epoch   0 Batch   35/78 - Train Accuracy:  0.430, Validation Accuracy:  0.449, Loss:  2.285
Epoch   0 Batch   36/78 - Train Accuracy:  0.412, Validation Accuracy:  0.449, Loss:  2.337
Epoch   0 Batch   37/78 - Train Accuracy:  0.420, Validation Accuracy:  0.449, Loss:  2.321
Epoch   0 Batch   38/78 - Train Accuracy:  0.425, Validation Accuracy:  0.449, Loss:  2.269
Epoch   0 Batch   39/78 - Train Accuracy:  0.402, Validation Accuracy:  0.449, Loss:  2.376
Epoch   0 Batch   40/78 - Train Accuracy:  0.434, Validation Accuracy:  0.449, Loss:  2.254
Epoch   0 Batch   41/78 - Train Accuracy:  0.393, Validation Accuracy:  0.449, Loss:  2.379
Epoch   0 Batch   42/78 - Train Accuracy:  0.431, Validation Accuracy:  0.449, Loss:  2.255
Epoch   0 Batch   43/78 - Train Accuracy:  0.384, Validation Accuracy:  0.449, Loss:  2.398
Epoch   0 Batch   44/78 - Train Accuracy:  0.434, Validation Accuracy:  0.449, Loss:  2.226
Epoch   0 Batch   45/78 - Train Accuracy:  0.424, Validation Accuracy:  0.450, Loss:  2.250
Epoch   0 Batch   46/78 - Train Accuracy:  0.413, Validation Accuracy:  0.450, Loss:  2.276
Epoch   0 Batch   47/78 - Train Accuracy:  0.468, Validation Accuracy:  0.451, Loss:  2.100
Epoch   0 Batch   48/78 - Train Accuracy:  0.467, Validation Accuracy:  0.452, Loss:  2.086
Epoch   0 Batch   49/78 - Train Accuracy:  0.408, Validation Accuracy:  0.453, Loss:  2.244
Epoch   0 Batch   50/78 - Train Accuracy:  0.365, Validation Accuracy:  0.453, Loss:  2.385
Epoch   0 Batch   51/78 - Train Accuracy:  0.434, Validation Accuracy:  0.453, Loss:  2.146
Epoch   0 Batch   52/78 - Train Accuracy:  0.436, Validation Accuracy:  0.453, Loss:  2.142
Epoch   0 Batch   53/78 - Train Accuracy:  0.430, Validation Accuracy:  0.453, Loss:  2.159
Epoch   0 Batch   54/78 - Train Accuracy:  0.408, Validation Accuracy:  0.454, Loss:  2.221
Epoch   0 Batch   55/78 - Train Accuracy:  0.403, Validation Accuracy:  0.455, Loss:  2.237
Epoch   0 Batch   56/78 - Train Accuracy:  0.427, Validation Accuracy:  0.456, Loss:  2.145
Epoch   0 Batch   57/78 - Train Accuracy:  0.401, Validation Accuracy:  0.458, Loss:  2.219
Epoch   0 Batch   58/78 - Train Accuracy:  0.395, Validation Accuracy:  0.458, Loss:  2.245
Epoch   0 Batch   59/78 - Train Accuracy:  0.411, Validation Accuracy:  0.459, Loss:  2.180
Epoch   0 Batch   60/78 - Train Accuracy:  0.475, Validation Accuracy:  0.461, Loss:  1.952
Epoch   0 Batch   61/78 - Train Accuracy:  0.423, Validation Accuracy:  0.462, Loss:  2.188
Epoch   0 Batch   62/78 - Train Accuracy:  0.448, Validation Accuracy:  0.462, Loss:  2.085
Epoch   0 Batch   63/78 - Train Accuracy:  0.465, Validation Accuracy:  0.462, Loss:  2.008
Epoch   0 Batch   64/78 - Train Accuracy:  0.444, Validation Accuracy:  0.462, Loss:  2.034
Epoch   0 Batch   65/78 - Train Accuracy:  0.454, Validation Accuracy:  0.462, Loss:  2.002
Epoch   0 Batch   66/78 - Train Accuracy:  0.461, Validation Accuracy:  0.462, Loss:  2.006
Epoch   0 Batch   67/78 - Train Accuracy:  0.465, Validation Accuracy:  0.462, Loss:  1.988
Epoch   0 Batch   68/78 - Train Accuracy:  0.436, Validation Accuracy:  0.462, Loss:  2.077
Epoch   0 Batch   69/78 - Train Accuracy:  0.499, Validation Accuracy:  0.462, Loss:  1.844
Epoch   0 Batch   70/78 - Train Accuracy:  0.445, Validation Accuracy:  0.462, Loss:  2.044
Epoch   0 Batch   71/78 - Train Accuracy:  0.463, Validation Accuracy:  0.463, Loss:  1.955
Epoch   0 Batch   72/78 - Train Accuracy:  0.422, Validation Accuracy:  0.463, Loss:  2.098
Epoch   0 Batch   73/78 - Train Accuracy:  0.392, Validation Accuracy:  0.463, Loss:  2.214
Epoch   0 Batch   74/78 - Train Accuracy:  0.445, Validation Accuracy:  0.465, Loss:  1.988
Epoch   0 Batch   75/78 - Train Accuracy:  0.444, Validation Accuracy:  0.465, Loss:  1.985
Epoch   0 Batch   76/78 - Train Accuracy:  0.407, Validation Accuracy:  0.467, Loss:  2.099
Epoch   1 Batch    0/78 - Train Accuracy:  0.427, Validation Accuracy:  0.467, Loss:  2.057
Epoch   1 Batch    1/78 - Train Accuracy:  0.442, Validation Accuracy:  0.467, Loss:  2.003
Epoch   1 Batch    2/78 - Train Accuracy:  0.474, Validation Accuracy:  0.467, Loss:  1.877
Epoch   1 Batch    3/78 - Train Accuracy:  0.464, Validation Accuracy:  0.467, Loss:  1.901
Epoch   1 Batch    4/78 - Train Accuracy:  0.472, Validation Accuracy:  0.467, Loss:  1.905
Epoch   1 Batch    5/78 - Train Accuracy:  0.460, Validation Accuracy:  0.467, Loss:  1.899
Epoch   1 Batch    6/78 - Train Accuracy:  0.458, Validation Accuracy:  0.467, Loss:  1.940
Epoch   1 Batch    7/78 - Train Accuracy:  0.448, Validation Accuracy:  0.467, Loss:  1.938
Epoch   1 Batch    8/78 - Train Accuracy:  0.432, Validation Accuracy:  0.468, Loss:  1.979
Epoch   1 Batch    9/78 - Train Accuracy:  0.467, Validation Accuracy:  0.468, Loss:  1.870
Epoch   1 Batch   10/78 - Train Accuracy:  0.432, Validation Accuracy:  0.468, Loss:  2.013
Epoch   1 Batch   11/78 - Train Accuracy:  0.417, Validation Accuracy:  0.468, Loss:  2.032
Epoch   1 Batch   12/78 - Train Accuracy:  0.433, Validation Accuracy:  0.468, Loss:  2.002
Epoch   1 Batch   13/78 - Train Accuracy:  0.435, Validation Accuracy:  0.469, Loss:  1.979
Epoch   1 Batch   14/78 - Train Accuracy:  0.497, Validation Accuracy:  0.468, Loss:  1.748
Epoch   1 Batch   15/78 - Train Accuracy:  0.420, Validation Accuracy:  0.469, Loss:  1.990
Epoch   1 Batch   16/78 - Train Accuracy:  0.465, Validation Accuracy:  0.468, Loss:  1.826
Epoch   1 Batch   17/78 - Train Accuracy:  0.483, Validation Accuracy:  0.468, Loss:  1.782
Epoch   1 Batch   18/78 - Train Accuracy:  0.441, Validation Accuracy:  0.468, Loss:  1.905
Epoch   1 Batch   19/78 - Train Accuracy:  0.470, Validation Accuracy:  0.468, Loss:  1.824
Epoch   1 Batch   20/78 - Train Accuracy:  0.496, Validation Accuracy:  0.469, Loss:  1.718
Epoch   1 Batch   21/78 - Train Accuracy:  0.426, Validation Accuracy:  0.470, Loss:  1.948
Epoch   1 Batch   22/78 - Train Accuracy:  0.442, Validation Accuracy:  0.473, Loss:  1.853
Epoch   1 Batch   23/78 - Train Accuracy:  0.497, Validation Accuracy:  0.472, Loss:  1.717
Epoch   1 Batch   24/78 - Train Accuracy:  0.462, Validation Accuracy:  0.472, Loss:  1.809
Epoch   1 Batch   25/78 - Train Accuracy:  0.450, Validation Accuracy:  0.475, Loss:  1.855
Epoch   1 Batch   26/78 - Train Accuracy:  0.434, Validation Accuracy:  0.481, Loss:  1.920
Epoch   1 Batch   27/78 - Train Accuracy:  0.442, Validation Accuracy:  0.482, Loss:  1.876
Epoch   1 Batch   28/78 - Train Accuracy:  0.446, Validation Accuracy:  0.484, Loss:  1.861
Epoch   1 Batch   29/78 - Train Accuracy:  0.484, Validation Accuracy:  0.488, Loss:  1.736
Epoch   1 Batch   30/78 - Train Accuracy:  0.475, Validation Accuracy:  0.487, Loss:  1.761
Epoch   1 Batch   31/78 - Train Accuracy:  0.489, Validation Accuracy:  0.489, Loss:  1.693
Epoch   1 Batch   32/78 - Train Accuracy:  0.467, Validation Accuracy:  0.488, Loss:  1.783
Epoch   1 Batch   33/78 - Train Accuracy:  0.444, Validation Accuracy:  0.489, Loss:  1.845
Epoch   1 Batch   34/78 - Train Accuracy:  0.475, Validation Accuracy:  0.492, Loss:  1.746
Epoch   1 Batch   35/78 - Train Accuracy:  0.479, Validation Accuracy:  0.490, Loss:  1.761
Epoch   1 Batch   36/78 - Train Accuracy:  0.465, Validation Accuracy:  0.490, Loss:  1.795
Epoch   1 Batch   37/78 - Train Accuracy:  0.470, Validation Accuracy:  0.488, Loss:  1.785
Epoch   1 Batch   38/78 - Train Accuracy:  0.460, Validation Accuracy:  0.487, Loss:  1.761
Epoch   1 Batch   39/78 - Train Accuracy:  0.444, Validation Accuracy:  0.488, Loss:  1.827
Epoch   1 Batch   40/78 - Train Accuracy:  0.475, Validation Accuracy:  0.485, Loss:  1.720
Epoch   1 Batch   41/78 - Train Accuracy:  0.445, Validation Accuracy:  0.485, Loss:  1.833
Epoch   1 Batch   42/78 - Train Accuracy:  0.490, Validation Accuracy:  0.483, Loss:  1.704
Epoch   1 Batch   43/78 - Train Accuracy:  0.433, Validation Accuracy:  0.485, Loss:  1.832
Epoch   1 Batch   44/78 - Train Accuracy:  0.488, Validation Accuracy:  0.488, Loss:  1.689
Epoch   1 Batch   45/78 - Train Accuracy:  0.478, Validation Accuracy:  0.490, Loss:  1.692
Epoch   1 Batch   46/78 - Train Accuracy:  0.456, Validation Accuracy:  0.489, Loss:  1.751
Epoch   1 Batch   47/78 - Train Accuracy:  0.515, Validation Accuracy:  0.489, Loss:  1.585
Epoch   1 Batch   48/78 - Train Accuracy:  0.502, Validation Accuracy:  0.489, Loss:  1.593
Epoch   1 Batch   49/78 - Train Accuracy:  0.451, Validation Accuracy:  0.488, Loss:  1.736
Epoch   1 Batch   50/78 - Train Accuracy:  0.423, Validation Accuracy:  0.490, Loss:  1.837
Epoch   1 Batch   51/78 - Train Accuracy:  0.477, Validation Accuracy:  0.492, Loss:  1.646
Epoch   1 Batch   52/78 - Train Accuracy:  0.485, Validation Accuracy:  0.497, Loss:  1.644
Epoch   1 Batch   53/78 - Train Accuracy:  0.483, Validation Accuracy:  0.494, Loss:  1.660
Epoch   1 Batch   54/78 - Train Accuracy:  0.458, Validation Accuracy:  0.498, Loss:  1.724
Epoch   1 Batch   55/78 - Train Accuracy:  0.449, Validation Accuracy:  0.499, Loss:  1.738
Epoch   1 Batch   56/78 - Train Accuracy:  0.474, Validation Accuracy:  0.499, Loss:  1.668
Epoch   1 Batch   57/78 - Train Accuracy:  0.453, Validation Accuracy:  0.499, Loss:  1.725
Epoch   1 Batch   58/78 - Train Accuracy:  0.452, Validation Accuracy:  0.504, Loss:  1.762
Epoch   1 Batch   59/78 - Train Accuracy:  0.463, Validation Accuracy:  0.507, Loss:  1.713
Epoch   1 Batch   60/78 - Train Accuracy:  0.522, Validation Accuracy:  0.509, Loss:  1.532
Epoch   1 Batch   61/78 - Train Accuracy:  0.453, Validation Accuracy:  0.510, Loss:  1.717
Epoch   1 Batch   62/78 - Train Accuracy:  0.481, Validation Accuracy:  0.510, Loss:  1.632
Epoch   1 Batch   63/78 - Train Accuracy:  0.509, Validation Accuracy:  0.513, Loss:  1.550
Epoch   1 Batch   64/78 - Train Accuracy:  0.497, Validation Accuracy:  0.512, Loss:  1.565
Epoch   1 Batch   65/78 - Train Accuracy:  0.502, Validation Accuracy:  0.521, Loss:  1.561
Epoch   1 Batch   66/78 - Train Accuracy:  0.519, Validation Accuracy:  0.523, Loss:  1.551
Epoch   1 Batch   67/78 - Train Accuracy:  0.520, Validation Accuracy:  0.523, Loss:  1.523
Epoch   1 Batch   68/78 - Train Accuracy:  0.497, Validation Accuracy:  0.526, Loss:  1.611
Epoch   1 Batch   69/78 - Train Accuracy:  0.565, Validation Accuracy:  0.529, Loss:  1.415
Epoch   1 Batch   70/78 - Train Accuracy:  0.498, Validation Accuracy:  0.530, Loss:  1.578
Epoch   1 Batch   71/78 - Train Accuracy:  0.537, Validation Accuracy:  0.526, Loss:  1.494
Epoch   1 Batch   72/78 - Train Accuracy:  0.478, Validation Accuracy:  0.520, Loss:  1.617
Epoch   1 Batch   73/78 - Train Accuracy:  0.465, Validation Accuracy:  0.518, Loss:  1.697
Epoch   1 Batch   74/78 - Train Accuracy:  0.512, Validation Accuracy:  0.521, Loss:  1.537
Epoch   1 Batch   75/78 - Train Accuracy:  0.512, Validation Accuracy:  0.523, Loss:  1.530
Epoch   1 Batch   76/78 - Train Accuracy:  0.497, Validation Accuracy:  0.527, Loss:  1.581
Epoch   2 Batch    0/78 - Train Accuracy:  0.516, Validation Accuracy:  0.529, Loss:  1.571
Epoch   2 Batch    1/78 - Train Accuracy:  0.521, Validation Accuracy:  0.531, Loss:  1.520
Epoch   2 Batch    2/78 - Train Accuracy:  0.552, Validation Accuracy:  0.530, Loss:  1.422
Epoch   2 Batch    3/78 - Train Accuracy:  0.549, Validation Accuracy:  0.537, Loss:  1.438
Epoch   2 Batch    4/78 - Train Accuracy:  0.546, Validation Accuracy:  0.539, Loss:  1.442
Epoch   2 Batch    5/78 - Train Accuracy:  0.550, Validation Accuracy:  0.536, Loss:  1.434
Epoch   2 Batch    6/78 - Train Accuracy:  0.547, Validation Accuracy:  0.539, Loss:  1.454
Epoch   2 Batch    7/78 - Train Accuracy:  0.547, Validation Accuracy:  0.548, Loss:  1.445
Epoch   2 Batch    8/78 - Train Accuracy:  0.530, Validation Accuracy:  0.542, Loss:  1.487
Epoch   2 Batch    9/78 - Train Accuracy:  0.554, Validation Accuracy:  0.546, Loss:  1.390
Epoch   2 Batch   10/78 - Train Accuracy:  0.533, Validation Accuracy:  0.540, Loss:  1.491
Epoch   2 Batch   11/78 - Train Accuracy:  0.525, Validation Accuracy:  0.549, Loss:  1.534
Epoch   2 Batch   12/78 - Train Accuracy:  0.517, Validation Accuracy:  0.554, Loss:  1.494
Epoch   2 Batch   13/78 - Train Accuracy:  0.527, Validation Accuracy:  0.556, Loss:  1.479
Epoch   2 Batch   14/78 - Train Accuracy:  0.594, Validation Accuracy:  0.551, Loss:  1.294
Epoch   2 Batch   15/78 - Train Accuracy:  0.529, Validation Accuracy:  0.552, Loss:  1.479
Epoch   2 Batch   16/78 - Train Accuracy:  0.565, Validation Accuracy:  0.557, Loss:  1.379
Epoch   2 Batch   17/78 - Train Accuracy:  0.574, Validation Accuracy:  0.561, Loss:  1.334
Epoch   2 Batch   18/78 - Train Accuracy:  0.560, Validation Accuracy:  0.555, Loss:  1.414
Epoch   2 Batch   19/78 - Train Accuracy:  0.576, Validation Accuracy:  0.556, Loss:  1.343
Epoch   2 Batch   20/78 - Train Accuracy:  0.597, Validation Accuracy:  0.565, Loss:  1.300
Epoch   2 Batch   21/78 - Train Accuracy:  0.539, Validation Accuracy:  0.561, Loss:  1.453
Epoch   2 Batch   22/78 - Train Accuracy:  0.536, Validation Accuracy:  0.558, Loss:  1.395
Epoch   2 Batch   23/78 - Train Accuracy:  0.584, Validation Accuracy:  0.561, Loss:  1.280
Epoch   2 Batch   24/78 - Train Accuracy:  0.565, Validation Accuracy:  0.565, Loss:  1.345
Epoch   2 Batch   25/78 - Train Accuracy:  0.567, Validation Accuracy:  0.561, Loss:  1.383
Epoch   2 Batch   26/78 - Train Accuracy:  0.533, Validation Accuracy:  0.560, Loss:  1.454
Epoch   2 Batch   27/78 - Train Accuracy:  0.566, Validation Accuracy:  0.579, Loss:  1.386
Epoch   2 Batch   28/78 - Train Accuracy:  0.557, Validation Accuracy:  0.580, Loss:  1.401
Epoch   2 Batch   29/78 - Train Accuracy:  0.584, Validation Accuracy:  0.576, Loss:  1.317
Epoch   2 Batch   30/78 - Train Accuracy:  0.568, Validation Accuracy:  0.573, Loss:  1.328
Epoch   2 Batch   31/78 - Train Accuracy:  0.603, Validation Accuracy:  0.584, Loss:  1.266
Epoch   2 Batch   32/78 - Train Accuracy:  0.575, Validation Accuracy:  0.578, Loss:  1.329
Epoch   2 Batch   33/78 - Train Accuracy:  0.542, Validation Accuracy:  0.571, Loss:  1.399
Epoch   2 Batch   34/78 - Train Accuracy:  0.575, Validation Accuracy:  0.577, Loss:  1.312
Epoch   2 Batch   35/78 - Train Accuracy:  0.597, Validation Accuracy:  0.585, Loss:  1.340
Epoch   2 Batch   36/78 - Train Accuracy:  0.573, Validation Accuracy:  0.585, Loss:  1.366
Epoch   2 Batch   37/78 - Train Accuracy:  0.569, Validation Accuracy:  0.584, Loss:  1.361
Epoch   2 Batch   38/78 - Train Accuracy:  0.573, Validation Accuracy:  0.587, Loss:  1.336
Epoch   2 Batch   39/78 - Train Accuracy:  0.576, Validation Accuracy:  0.595, Loss:  1.379
Epoch   2 Batch   40/78 - Train Accuracy:  0.597, Validation Accuracy:  0.583, Loss:  1.316
Epoch   2 Batch   41/78 - Train Accuracy:  0.544, Validation Accuracy:  0.580, Loss:  1.382
Epoch   2 Batch   42/78 - Train Accuracy:  0.584, Validation Accuracy:  0.587, Loss:  1.302
Epoch   2 Batch   43/78 - Train Accuracy:  0.547, Validation Accuracy:  0.598, Loss:  1.396
Epoch   2 Batch   44/78 - Train Accuracy:  0.596, Validation Accuracy:  0.590, Loss:  1.284
Epoch   2 Batch   45/78 - Train Accuracy:  0.604, Validation Accuracy:  0.592, Loss:  1.282
Epoch   2 Batch   46/78 - Train Accuracy:  0.581, Validation Accuracy:  0.602, Loss:  1.365
Epoch   2 Batch   47/78 - Train Accuracy:  0.632, Validation Accuracy:  0.603, Loss:  1.205
Epoch   2 Batch   48/78 - Train Accuracy:  0.629, Validation Accuracy:  0.606, Loss:  1.212
Epoch   2 Batch   49/78 - Train Accuracy:  0.573, Validation Accuracy:  0.604, Loss:  1.359
Epoch   2 Batch   50/78 - Train Accuracy:  0.558, Validation Accuracy:  0.604, Loss:  1.421
Epoch   2 Batch   51/78 - Train Accuracy:  0.604, Validation Accuracy:  0.606, Loss:  1.268
Epoch   2 Batch   52/78 - Train Accuracy:  0.612, Validation Accuracy:  0.623, Loss:  1.265
Epoch   2 Batch   53/78 - Train Accuracy:  0.597, Validation Accuracy:  0.621, Loss:  1.273
Epoch   2 Batch   54/78 - Train Accuracy:  0.603, Validation Accuracy:  0.606, Loss:  1.308
Epoch   2 Batch   55/78 - Train Accuracy:  0.574, Validation Accuracy:  0.615, Loss:  1.337
Epoch   2 Batch   56/78 - Train Accuracy:  0.599, Validation Accuracy:  0.627, Loss:  1.280
Epoch   2 Batch   57/78 - Train Accuracy:  0.571, Validation Accuracy:  0.613, Loss:  1.330
Epoch   2 Batch   58/78 - Train Accuracy:  0.586, Validation Accuracy:  0.622, Loss:  1.353
Epoch   2 Batch   59/78 - Train Accuracy:  0.570, Validation Accuracy:  0.631, Loss:  1.326
Epoch   2 Batch   60/78 - Train Accuracy:  0.642, Validation Accuracy:  0.635, Loss:  1.167
Epoch   2 Batch   61/78 - Train Accuracy:  0.566, Validation Accuracy:  0.622, Loss:  1.335
Epoch   2 Batch   62/78 - Train Accuracy:  0.586, Validation Accuracy:  0.629, Loss:  1.253
Epoch   2 Batch   63/78 - Train Accuracy:  0.637, Validation Accuracy:  0.632, Loss:  1.179
Epoch   2 Batch   64/78 - Train Accuracy:  0.617, Validation Accuracy:  0.634, Loss:  1.207
Epoch   2 Batch   65/78 - Train Accuracy:  0.606, Validation Accuracy:  0.616, Loss:  1.204
Epoch   2 Batch   66/78 - Train Accuracy:  0.633, Validation Accuracy:  0.615, Loss:  1.165
Epoch   2 Batch   67/78 - Train Accuracy:  0.623, Validation Accuracy:  0.632, Loss:  1.176
Epoch   2 Batch   68/78 - Train Accuracy:  0.608, Validation Accuracy:  0.632, Loss:  1.261
Epoch   2 Batch   69/78 - Train Accuracy:  0.666, Validation Accuracy:  0.627, Loss:  1.084
Epoch   2 Batch   70/78 - Train Accuracy:  0.613, Validation Accuracy:  0.631, Loss:  1.232
Epoch   2 Batch   71/78 - Train Accuracy:  0.650, Validation Accuracy:  0.642, Loss:  1.156
Epoch   2 Batch   72/78 - Train Accuracy:  0.597, Validation Accuracy:  0.641, Loss:  1.266
Epoch   2 Batch   73/78 - Train Accuracy:  0.565, Validation Accuracy:  0.636, Loss:  1.344
Epoch   2 Batch   74/78 - Train Accuracy:  0.622, Validation Accuracy:  0.629, Loss:  1.192
Epoch   2 Batch   75/78 - Train Accuracy:  0.612, Validation Accuracy:  0.645, Loss:  1.206
Epoch   2 Batch   76/78 - Train Accuracy:  0.602, Validation Accuracy:  0.645, Loss:  1.243
Epoch   3 Batch    0/78 - Train Accuracy:  0.622, Validation Accuracy:  0.640, Loss:  1.234
Epoch   3 Batch    1/78 - Train Accuracy:  0.638, Validation Accuracy:  0.645, Loss:  1.189
Epoch   3 Batch    2/78 - Train Accuracy:  0.655, Validation Accuracy:  0.652, Loss:  1.099
Epoch   3 Batch    3/78 - Train Accuracy:  0.656, Validation Accuracy:  0.653, Loss:  1.131
Epoch   3 Batch    4/78 - Train Accuracy:  0.642, Validation Accuracy:  0.647, Loss:  1.137
Epoch   3 Batch    5/78 - Train Accuracy:  0.643, Validation Accuracy:  0.643, Loss:  1.143
Epoch   3 Batch    6/78 - Train Accuracy:  0.656, Validation Accuracy:  0.650, Loss:  1.148
Epoch   3 Batch    7/78 - Train Accuracy:  0.654, Validation Accuracy:  0.651, Loss:  1.134
Epoch   3 Batch    8/78 - Train Accuracy:  0.617, Validation Accuracy:  0.655, Loss:  1.190
Epoch   3 Batch    9/78 - Train Accuracy:  0.676, Validation Accuracy:  0.657, Loss:  1.081
Epoch   3 Batch   10/78 - Train Accuracy:  0.654, Validation Accuracy:  0.658, Loss:  1.163
Epoch   3 Batch   11/78 - Train Accuracy:  0.622, Validation Accuracy:  0.660, Loss:  1.222
Epoch   3 Batch   12/78 - Train Accuracy:  0.638, Validation Accuracy:  0.654, Loss:  1.180
Epoch   3 Batch   13/78 - Train Accuracy:  0.638, Validation Accuracy:  0.660, Loss:  1.174
Epoch   3 Batch   14/78 - Train Accuracy:  0.681, Validation Accuracy:  0.665, Loss:  1.019
Epoch   3 Batch   15/78 - Train Accuracy:  0.627, Validation Accuracy:  0.655, Loss:  1.181
Epoch   3 Batch   16/78 - Train Accuracy:  0.674, Validation Accuracy:  0.667, Loss:  1.069
Epoch   3 Batch   17/78 - Train Accuracy:  0.679, Validation Accuracy:  0.664, Loss:  1.047
Epoch   3 Batch   18/78 - Train Accuracy:  0.641, Validation Accuracy:  0.662, Loss:  1.145
Epoch   3 Batch   19/78 - Train Accuracy:  0.681, Validation Accuracy:  0.652, Loss:  1.059
Epoch   3 Batch   20/78 - Train Accuracy:  0.689, Validation Accuracy:  0.661, Loss:  1.028
Epoch   3 Batch   21/78 - Train Accuracy:  0.628, Validation Accuracy:  0.665, Loss:  1.166
Epoch   3 Batch   22/78 - Train Accuracy:  0.642, Validation Accuracy:  0.662, Loss:  1.132
Epoch   3 Batch   23/78 - Train Accuracy:  0.688, Validation Accuracy:  0.661, Loss:  0.999
Epoch   3 Batch   24/78 - Train Accuracy:  0.669, Validation Accuracy:  0.674, Loss:  1.077
Epoch   3 Batch   25/78 - Train Accuracy:  0.655, Validation Accuracy:  0.675, Loss:  1.096
Epoch   3 Batch   26/78 - Train Accuracy:  0.646, Validation Accuracy:  0.670, Loss:  1.164
Epoch   3 Batch   27/78 - Train Accuracy:  0.664, Validation Accuracy:  0.670, Loss:  1.106
Epoch   3 Batch   28/78 - Train Accuracy:  0.666, Validation Accuracy:  0.673, Loss:  1.121
Epoch   3 Batch   29/78 - Train Accuracy:  0.674, Validation Accuracy:  0.677, Loss:  1.048
Epoch   3 Batch   30/78 - Train Accuracy:  0.670, Validation Accuracy:  0.675, Loss:  1.058
Epoch   3 Batch   31/78 - Train Accuracy:  0.684, Validation Accuracy:  0.674, Loss:  1.003
Epoch   3 Batch   32/78 - Train Accuracy:  0.673, Validation Accuracy:  0.679, Loss:  1.040
Epoch   3 Batch   33/78 - Train Accuracy:  0.661, Validation Accuracy:  0.682, Loss:  1.117
Epoch   3 Batch   34/78 - Train Accuracy:  0.665, Validation Accuracy:  0.683, Loss:  1.054
Epoch   3 Batch   35/78 - Train Accuracy:  0.674, Validation Accuracy:  0.686, Loss:  1.062
Epoch   3 Batch   36/78 - Train Accuracy:  0.657, Validation Accuracy:  0.682, Loss:  1.100
Epoch   3 Batch   37/78 - Train Accuracy:  0.658, Validation Accuracy:  0.680, Loss:  1.090
Epoch   3 Batch   38/78 - Train Accuracy:  0.654, Validation Accuracy:  0.681, Loss:  1.070
Epoch   3 Batch   39/78 - Train Accuracy:  0.650, Validation Accuracy:  0.682, Loss:  1.099
Epoch   3 Batch   40/78 - Train Accuracy:  0.679, Validation Accuracy:  0.679, Loss:  1.042
Epoch   3 Batch   41/78 - Train Accuracy:  0.637, Validation Accuracy:  0.682, Loss:  1.123
Epoch   3 Batch   42/78 - Train Accuracy:  0.665, Validation Accuracy:  0.679, Loss:  1.041
Epoch   3 Batch   43/78 - Train Accuracy:  0.648, Validation Accuracy:  0.681, Loss:  1.127
Epoch   3 Batch   44/78 - Train Accuracy:  0.680, Validation Accuracy:  0.683, Loss:  1.025
Epoch   3 Batch   45/78 - Train Accuracy:  0.682, Validation Accuracy:  0.683, Loss:  1.028
Epoch   3 Batch   46/78 - Train Accuracy:  0.644, Validation Accuracy:  0.689, Loss:  1.105
Epoch   3 Batch   47/78 - Train Accuracy:  0.696, Validation Accuracy:  0.682, Loss:  0.960
Epoch   3 Batch   48/78 - Train Accuracy:  0.695, Validation Accuracy:  0.685, Loss:  0.960
Epoch   3 Batch   49/78 - Train Accuracy:  0.669, Validation Accuracy:  0.686, Loss:  1.081
Epoch   3 Batch   50/78 - Train Accuracy:  0.650, Validation Accuracy:  0.696, Loss:  1.163
Epoch   3 Batch   51/78 - Train Accuracy:  0.676, Validation Accuracy:  0.691, Loss:  1.018
Epoch   3 Batch   52/78 - Train Accuracy:  0.686, Validation Accuracy:  0.694, Loss:  1.009
Epoch   3 Batch   53/78 - Train Accuracy:  0.679, Validation Accuracy:  0.693, Loss:  1.011
Epoch   3 Batch   54/78 - Train Accuracy:  0.688, Validation Accuracy:  0.691, Loss:  1.046
Epoch   3 Batch   55/78 - Train Accuracy:  0.664, Validation Accuracy:  0.690, Loss:  1.070
Epoch   3 Batch   56/78 - Train Accuracy:  0.688, Validation Accuracy:  0.698, Loss:  1.020
Epoch   3 Batch   57/78 - Train Accuracy:  0.671, Validation Accuracy:  0.703, Loss:  1.072
Epoch   3 Batch   58/78 - Train Accuracy:  0.673, Validation Accuracy:  0.704, Loss:  1.085
Epoch   3 Batch   59/78 - Train Accuracy:  0.632, Validation Accuracy:  0.705, Loss:  1.072
Epoch   3 Batch   60/78 - Train Accuracy:  0.722, Validation Accuracy:  0.711, Loss:  0.917
Epoch   3 Batch   61/78 - Train Accuracy:  0.661, Validation Accuracy:  0.709, Loss:  1.065
Epoch   3 Batch   62/78 - Train Accuracy:  0.680, Validation Accuracy:  0.704, Loss:  1.002
Epoch   3 Batch   63/78 - Train Accuracy:  0.709, Validation Accuracy:  0.708, Loss:  0.944
Epoch   3 Batch   64/78 - Train Accuracy:  0.696, Validation Accuracy:  0.711, Loss:  0.973
Epoch   3 Batch   65/78 - Train Accuracy:  0.702, Validation Accuracy:  0.706, Loss:  0.958
Epoch   3 Batch   66/78 - Train Accuracy:  0.734, Validation Accuracy:  0.709, Loss:  0.906
Epoch   3 Batch   67/78 - Train Accuracy:  0.704, Validation Accuracy:  0.718, Loss:  0.936
Epoch   3 Batch   68/78 - Train Accuracy:  0.694, Validation Accuracy:  0.721, Loss:  1.005
Epoch   3 Batch   69/78 - Train Accuracy:  0.734, Validation Accuracy:  0.717, Loss:  0.859
Epoch   3 Batch   70/78 - Train Accuracy:  0.686, Validation Accuracy:  0.711, Loss:  0.989
Epoch   3 Batch   71/78 - Train Accuracy:  0.723, Validation Accuracy:  0.718, Loss:  0.928
Epoch   3 Batch   72/78 - Train Accuracy:  0.690, Validation Accuracy:  0.725, Loss:  1.006
Epoch   3 Batch   73/78 - Train Accuracy:  0.642, Validation Accuracy:  0.708, Loss:  1.106
Epoch   3 Batch   74/78 - Train Accuracy:  0.692, Validation Accuracy:  0.715, Loss:  0.970
Epoch   3 Batch   75/78 - Train Accuracy:  0.720, Validation Accuracy:  0.725, Loss:  0.979
Epoch   3 Batch   76/78 - Train Accuracy:  0.703, Validation Accuracy:  0.728, Loss:  1.006
Epoch   4 Batch    0/78 - Train Accuracy:  0.680, Validation Accuracy:  0.713, Loss:  1.002
Epoch   4 Batch    1/78 - Train Accuracy:  0.711, Validation Accuracy:  0.712, Loss:  0.946
Epoch   4 Batch    2/78 - Train Accuracy:  0.729, Validation Accuracy:  0.725, Loss:  0.879
Epoch   4 Batch    3/78 - Train Accuracy:  0.734, Validation Accuracy:  0.722, Loss:  0.910
Epoch   4 Batch    4/78 - Train Accuracy:  0.708, Validation Accuracy:  0.724, Loss:  0.918
Epoch   4 Batch    5/78 - Train Accuracy:  0.708, Validation Accuracy:  0.723, Loss:  0.920
Epoch   4 Batch    6/78 - Train Accuracy:  0.729, Validation Accuracy:  0.738, Loss:  0.934
Epoch   4 Batch    7/78 - Train Accuracy:  0.725, Validation Accuracy:  0.738, Loss:  0.915
Epoch   4 Batch    8/78 - Train Accuracy:  0.709, Validation Accuracy:  0.737, Loss:  0.957
Epoch   4 Batch    9/78 - Train Accuracy:  0.737, Validation Accuracy:  0.733, Loss:  0.856
Epoch   4 Batch   10/78 - Train Accuracy:  0.715, Validation Accuracy:  0.734, Loss:  0.944
Epoch   4 Batch   11/78 - Train Accuracy:  0.695, Validation Accuracy:  0.741, Loss:  0.984
Epoch   4 Batch   12/78 - Train Accuracy:  0.708, Validation Accuracy:  0.739, Loss:  0.960
Epoch   4 Batch   13/78 - Train Accuracy:  0.702, Validation Accuracy:  0.731, Loss:  0.955
Epoch   4 Batch   14/78 - Train Accuracy:  0.754, Validation Accuracy:  0.737, Loss:  0.817
Epoch   4 Batch   15/78 - Train Accuracy:  0.709, Validation Accuracy:  0.739, Loss:  0.953
Epoch   4 Batch   16/78 - Train Accuracy:  0.744, Validation Accuracy:  0.734, Loss:  0.852
Epoch   4 Batch   17/78 - Train Accuracy:  0.741, Validation Accuracy:  0.737, Loss:  0.853
Epoch   4 Batch   18/78 - Train Accuracy:  0.720, Validation Accuracy:  0.735, Loss:  0.928
Epoch   4 Batch   19/78 - Train Accuracy:  0.749, Validation Accuracy:  0.737, Loss:  0.856
Epoch   4 Batch   20/78 - Train Accuracy:  0.759, Validation Accuracy:  0.742, Loss:  0.811
Epoch   4 Batch   21/78 - Train Accuracy:  0.709, Validation Accuracy:  0.743, Loss:  0.955
Epoch   4 Batch   22/78 - Train Accuracy:  0.703, Validation Accuracy:  0.735, Loss:  0.914
Epoch   4 Batch   23/78 - Train Accuracy:  0.783, Validation Accuracy:  0.733, Loss:  0.796
Epoch   4 Batch   24/78 - Train Accuracy:  0.748, Validation Accuracy:  0.740, Loss:  0.862
Epoch   4 Batch   25/78 - Train Accuracy:  0.720, Validation Accuracy:  0.740, Loss:  0.889
Epoch   4 Batch   26/78 - Train Accuracy:  0.723, Validation Accuracy:  0.737, Loss:  0.937
Epoch   4 Batch   27/78 - Train Accuracy:  0.738, Validation Accuracy:  0.749, Loss:  0.889
Epoch   4 Batch   28/78 - Train Accuracy:  0.720, Validation Accuracy:  0.748, Loss:  0.906
Epoch   4 Batch   29/78 - Train Accuracy:  0.735, Validation Accuracy:  0.746, Loss:  0.832
Epoch   4 Batch   30/78 - Train Accuracy:  0.737, Validation Accuracy:  0.741, Loss:  0.856
Epoch   4 Batch   31/78 - Train Accuracy:  0.753, Validation Accuracy:  0.742, Loss:  0.799
Epoch   4 Batch   32/78 - Train Accuracy:  0.739, Validation Accuracy:  0.740, Loss:  0.835
Epoch   4 Batch   33/78 - Train Accuracy:  0.740, Validation Accuracy:  0.743, Loss:  0.884
Epoch   4 Batch   34/78 - Train Accuracy:  0.738, Validation Accuracy:  0.744, Loss:  0.853
Epoch   4 Batch   35/78 - Train Accuracy:  0.742, Validation Accuracy:  0.747, Loss:  0.853
Epoch   4 Batch   36/78 - Train Accuracy:  0.729, Validation Accuracy:  0.747, Loss:  0.886
Epoch   4 Batch   37/78 - Train Accuracy:  0.720, Validation Accuracy:  0.748, Loss:  0.890
Epoch   4 Batch   38/78 - Train Accuracy:  0.744, Validation Accuracy:  0.746, Loss:  0.847
Epoch   4 Batch   39/78 - Train Accuracy:  0.728, Validation Accuracy:  0.748, Loss:  0.895
Epoch   4 Batch   40/78 - Train Accuracy:  0.752, Validation Accuracy:  0.754, Loss:  0.834
Epoch   4 Batch   41/78 - Train Accuracy:  0.718, Validation Accuracy:  0.756, Loss:  0.908
Epoch   4 Batch   42/78 - Train Accuracy:  0.746, Validation Accuracy:  0.758, Loss:  0.839
Epoch   4 Batch   43/78 - Train Accuracy:  0.721, Validation Accuracy:  0.749, Loss:  0.917
Epoch   4 Batch   44/78 - Train Accuracy:  0.729, Validation Accuracy:  0.749, Loss:  0.828
Epoch   4 Batch   45/78 - Train Accuracy:  0.763, Validation Accuracy:  0.750, Loss:  0.839
Epoch   4 Batch   46/78 - Train Accuracy:  0.731, Validation Accuracy:  0.753, Loss:  0.904
Epoch   4 Batch   47/78 - Train Accuracy:  0.751, Validation Accuracy:  0.752, Loss:  0.777
Epoch   4 Batch   48/78 - Train Accuracy:  0.771, Validation Accuracy:  0.753, Loss:  0.765
Epoch   4 Batch   49/78 - Train Accuracy:  0.751, Validation Accuracy:  0.756, Loss:  0.871
Epoch   4 Batch   50/78 - Train Accuracy:  0.720, Validation Accuracy:  0.761, Loss:  0.959
Epoch   4 Batch   51/78 - Train Accuracy:  0.752, Validation Accuracy:  0.759, Loss:  0.822
Epoch   4 Batch   52/78 - Train Accuracy:  0.741, Validation Accuracy:  0.759, Loss:  0.818
Epoch   4 Batch   53/78 - Train Accuracy:  0.751, Validation Accuracy:  0.758, Loss:  0.816
Epoch   4 Batch   54/78 - Train Accuracy:  0.766, Validation Accuracy:  0.757, Loss:  0.841
Epoch   4 Batch   55/78 - Train Accuracy:  0.718, Validation Accuracy:  0.754, Loss:  0.870
Epoch   4 Batch   56/78 - Train Accuracy:  0.737, Validation Accuracy:  0.762, Loss:  0.836
Epoch   4 Batch   57/78 - Train Accuracy:  0.715, Validation Accuracy:  0.762, Loss:  0.875
Epoch   4 Batch   58/78 - Train Accuracy:  0.732, Validation Accuracy:  0.768, Loss:  0.904
Epoch   4 Batch   59/78 - Train Accuracy:  0.718, Validation Accuracy:  0.768, Loss:  0.867
Epoch   4 Batch   60/78 - Train Accuracy:  0.786, Validation Accuracy:  0.768, Loss:  0.747
Epoch   4 Batch   61/78 - Train Accuracy:  0.743, Validation Accuracy:  0.772, Loss:  0.863
Epoch   4 Batch   62/78 - Train Accuracy:  0.749, Validation Accuracy:  0.766, Loss:  0.809
Epoch   4 Batch   63/78 - Train Accuracy:  0.767, Validation Accuracy:  0.769, Loss:  0.766
Epoch   4 Batch   64/78 - Train Accuracy:  0.746, Validation Accuracy:  0.771, Loss:  0.798
Epoch   4 Batch   65/78 - Train Accuracy:  0.757, Validation Accuracy:  0.769, Loss:  0.785
Epoch   4 Batch   66/78 - Train Accuracy:  0.785, Validation Accuracy:  0.773, Loss:  0.733
Epoch   4 Batch   67/78 - Train Accuracy:  0.753, Validation Accuracy:  0.769, Loss:  0.766
Epoch   4 Batch   68/78 - Train Accuracy:  0.762, Validation Accuracy:  0.773, Loss:  0.830
Epoch   4 Batch   69/78 - Train Accuracy:  0.795, Validation Accuracy:  0.770, Loss:  0.691
Epoch   4 Batch   70/78 - Train Accuracy:  0.746, Validation Accuracy:  0.767, Loss:  0.809
Epoch   4 Batch   71/78 - Train Accuracy:  0.779, Validation Accuracy:  0.768, Loss:  0.746
Epoch   4 Batch   72/78 - Train Accuracy:  0.740, Validation Accuracy:  0.767, Loss:  0.822
Epoch   4 Batch   73/78 - Train Accuracy:  0.712, Validation Accuracy:  0.769, Loss:  0.913
Epoch   4 Batch   74/78 - Train Accuracy:  0.758, Validation Accuracy:  0.768, Loss:  0.795
Epoch   4 Batch   75/78 - Train Accuracy:  0.749, Validation Accuracy:  0.766, Loss:  0.811
Epoch   4 Batch   76/78 - Train Accuracy:  0.756, Validation Accuracy:  0.775, Loss:  0.809
Epoch   5 Batch    0/78 - Train Accuracy:  0.758, Validation Accuracy:  0.777, Loss:  0.819
Epoch   5 Batch    1/78 - Train Accuracy:  0.766, Validation Accuracy:  0.768, Loss:  0.776
Epoch   5 Batch    2/78 - Train Accuracy:  0.773, Validation Accuracy:  0.765, Loss:  0.726
Epoch   5 Batch    3/78 - Train Accuracy:  0.767, Validation Accuracy:  0.768, Loss:  0.756
Epoch   5 Batch    4/78 - Train Accuracy:  0.775, Validation Accuracy:  0.767, Loss:  0.761
Epoch   5 Batch    5/78 - Train Accuracy:  0.772, Validation Accuracy:  0.769, Loss:  0.751
Epoch   5 Batch    6/78 - Train Accuracy:  0.772, Validation Accuracy:  0.767, Loss:  0.769
Epoch   5 Batch    7/78 - Train Accuracy:  0.770, Validation Accuracy:  0.768, Loss:  0.753
Epoch   5 Batch    8/78 - Train Accuracy:  0.778, Validation Accuracy:  0.769, Loss:  0.785
Epoch   5 Batch    9/78 - Train Accuracy:  0.788, Validation Accuracy:  0.769, Loss:  0.706
Epoch   5 Batch   10/78 - Train Accuracy:  0.759, Validation Accuracy:  0.759, Loss:  0.788
Epoch   5 Batch   11/78 - Train Accuracy:  0.759, Validation Accuracy:  0.767, Loss:  0.824
Epoch   5 Batch   12/78 - Train Accuracy:  0.759, Validation Accuracy:  0.768, Loss:  0.805
Epoch   5 Batch   13/78 - Train Accuracy:  0.740, Validation Accuracy:  0.767, Loss:  0.809
Epoch   5 Batch   14/78 - Train Accuracy:  0.794, Validation Accuracy:  0.765, Loss:  0.673
Epoch   5 Batch   15/78 - Train Accuracy:  0.762, Validation Accuracy:  0.772, Loss:  0.789
Epoch   5 Batch   16/78 - Train Accuracy:  0.786, Validation Accuracy:  0.778, Loss:  0.716
Epoch   5 Batch   17/78 - Train Accuracy:  0.780, Validation Accuracy:  0.771, Loss:  0.711
Epoch   5 Batch   18/78 - Train Accuracy:  0.757, Validation Accuracy:  0.769, Loss:  0.779
Epoch   5 Batch   19/78 - Train Accuracy:  0.785, Validation Accuracy:  0.773, Loss:  0.718
Epoch   5 Batch   20/78 - Train Accuracy:  0.802, Validation Accuracy:  0.780, Loss:  0.671
Epoch   5 Batch   21/78 - Train Accuracy:  0.762, Validation Accuracy:  0.781, Loss:  0.815
Epoch   5 Batch   22/78 - Train Accuracy:  0.758, Validation Accuracy:  0.778, Loss:  0.778
Epoch   5 Batch   23/78 - Train Accuracy:  0.806, Validation Accuracy:  0.779, Loss:  0.664
Epoch   5 Batch   24/78 - Train Accuracy:  0.777, Validation Accuracy:  0.773, Loss:  0.730
Epoch   5 Batch   25/78 - Train Accuracy:  0.771, Validation Accuracy:  0.780, Loss:  0.748
Epoch   5 Batch   26/78 - Train Accuracy:  0.775, Validation Accuracy:  0.773, Loss:  0.795
Epoch   5 Batch   27/78 - Train Accuracy:  0.772, Validation Accuracy:  0.782, Loss:  0.749
Epoch   5 Batch   28/78 - Train Accuracy:  0.763, Validation Accuracy:  0.779, Loss:  0.769
Epoch   5 Batch   29/78 - Train Accuracy:  0.781, Validation Accuracy:  0.775, Loss:  0.702
Epoch   5 Batch   30/78 - Train Accuracy:  0.763, Validation Accuracy:  0.770, Loss:  0.735
Epoch   5 Batch   31/78 - Train Accuracy:  0.782, Validation Accuracy:  0.771, Loss:  0.672
Epoch   5 Batch   32/78 - Train Accuracy:  0.757, Validation Accuracy:  0.776, Loss:  0.713
Epoch   5 Batch   33/78 - Train Accuracy:  0.767, Validation Accuracy:  0.783, Loss:  0.749
Epoch   5 Batch   34/78 - Train Accuracy:  0.780, Validation Accuracy:  0.794, Loss:  0.723
Epoch   5 Batch   35/78 - Train Accuracy:  0.767, Validation Accuracy:  0.789, Loss:  0.735
Epoch   5 Batch   36/78 - Train Accuracy:  0.760, Validation Accuracy:  0.781, Loss:  0.755
Epoch   5 Batch   37/78 - Train Accuracy:  0.767, Validation Accuracy:  0.778, Loss:  0.757
Epoch   5 Batch   38/78 - Train Accuracy:  0.792, Validation Accuracy:  0.778, Loss:  0.710
Epoch   5 Batch   39/78 - Train Accuracy:  0.763, Validation Accuracy:  0.772, Loss:  0.765
Epoch   5 Batch   40/78 - Train Accuracy:  0.792, Validation Accuracy:  0.776, Loss:  0.705
Epoch   5 Batch   41/78 - Train Accuracy:  0.748, Validation Accuracy:  0.773, Loss:  0.788
Epoch   5 Batch   42/78 - Train Accuracy:  0.777, Validation Accuracy:  0.778, Loss:  0.716
Epoch   5 Batch   43/78 - Train Accuracy:  0.753, Validation Accuracy:  0.777, Loss:  0.798
Epoch   5 Batch   44/78 - Train Accuracy:  0.771, Validation Accuracy:  0.777, Loss:  0.710
Epoch   5 Batch   45/78 - Train Accuracy:  0.789, Validation Accuracy:  0.789, Loss:  0.723
Epoch   5 Batch   46/78 - Train Accuracy:  0.766, Validation Accuracy:  0.786, Loss:  0.767
Epoch   5 Batch   47/78 - Train Accuracy:  0.781, Validation Accuracy:  0.790, Loss:  0.682
Epoch   5 Batch   48/78 - Train Accuracy:  0.798, Validation Accuracy:  0.785, Loss:  0.647
Epoch   5 Batch   49/78 - Train Accuracy:  0.785, Validation Accuracy:  0.789, Loss:  0.757
Epoch   5 Batch   50/78 - Train Accuracy:  0.754, Validation Accuracy:  0.788, Loss:  0.822
Epoch   5 Batch   51/78 - Train Accuracy:  0.777, Validation Accuracy:  0.787, Loss:  0.713
Epoch   5 Batch   52/78 - Train Accuracy:  0.768, Validation Accuracy:  0.785, Loss:  0.697
Epoch   5 Batch   53/78 - Train Accuracy:  0.781, Validation Accuracy:  0.787, Loss:  0.704
Epoch   5 Batch   54/78 - Train Accuracy:  0.800, Validation Accuracy:  0.791, Loss:  0.713
Epoch   5 Batch   55/78 - Train Accuracy:  0.761, Validation Accuracy:  0.791, Loss:  0.757
Epoch   5 Batch   56/78 - Train Accuracy:  0.776, Validation Accuracy:  0.795, Loss:  0.704
Epoch   5 Batch   57/78 - Train Accuracy:  0.773, Validation Accuracy:  0.799, Loss:  0.756
Epoch   5 Batch   58/78 - Train Accuracy:  0.769, Validation Accuracy:  0.794, Loss:  0.779
Epoch   5 Batch   59/78 - Train Accuracy:  0.761, Validation Accuracy:  0.798, Loss:  0.750
Epoch   5 Batch   60/78 - Train Accuracy:  0.824, Validation Accuracy:  0.802, Loss:  0.639
Epoch   5 Batch   61/78 - Train Accuracy:  0.772, Validation Accuracy:  0.808, Loss:  0.738
Epoch   5 Batch   62/78 - Train Accuracy:  0.798, Validation Accuracy:  0.800, Loss:  0.690
Epoch   5 Batch   63/78 - Train Accuracy:  0.808, Validation Accuracy:  0.798, Loss:  0.655
Epoch   5 Batch   64/78 - Train Accuracy:  0.788, Validation Accuracy:  0.799, Loss:  0.684
Epoch   5 Batch   65/78 - Train Accuracy:  0.782, Validation Accuracy:  0.802, Loss:  0.677
Epoch   5 Batch   66/78 - Train Accuracy:  0.802, Validation Accuracy:  0.800, Loss:  0.620
Epoch   5 Batch   67/78 - Train Accuracy:  0.795, Validation Accuracy:  0.799, Loss:  0.658
Epoch   5 Batch   68/78 - Train Accuracy:  0.789, Validation Accuracy:  0.797, Loss:  0.714
Epoch   5 Batch   69/78 - Train Accuracy:  0.819, Validation Accuracy:  0.804, Loss:  0.590
Epoch   5 Batch   70/78 - Train Accuracy:  0.792, Validation Accuracy:  0.807, Loss:  0.699
Epoch   5 Batch   71/78 - Train Accuracy:  0.818, Validation Accuracy:  0.802, Loss:  0.633
Epoch   5 Batch   72/78 - Train Accuracy:  0.768, Validation Accuracy:  0.799, Loss:  0.707
Epoch   5 Batch   73/78 - Train Accuracy:  0.753, Validation Accuracy:  0.799, Loss:  0.790
Epoch   5 Batch   74/78 - Train Accuracy:  0.787, Validation Accuracy:  0.804, Loss:  0.686
Epoch   5 Batch   75/78 - Train Accuracy:  0.781, Validation Accuracy:  0.808, Loss:  0.698
Epoch   5 Batch   76/78 - Train Accuracy:  0.790, Validation Accuracy:  0.810, Loss:  0.691
Epoch   6 Batch    0/78 - Train Accuracy:  0.783, Validation Accuracy:  0.805, Loss:  0.702
Epoch   6 Batch    1/78 - Train Accuracy:  0.807, Validation Accuracy:  0.802, Loss:  0.665
Epoch   6 Batch    2/78 - Train Accuracy:  0.802, Validation Accuracy:  0.805, Loss:  0.627
Epoch   6 Batch    3/78 - Train Accuracy:  0.799, Validation Accuracy:  0.802, Loss:  0.659
Epoch   6 Batch    4/78 - Train Accuracy:  0.805, Validation Accuracy:  0.805, Loss:  0.654
Epoch   6 Batch    5/78 - Train Accuracy:  0.815, Validation Accuracy:  0.801, Loss:  0.632
Epoch   6 Batch    6/78 - Train Accuracy:  0.815, Validation Accuracy:  0.800, Loss:  0.663
Epoch   6 Batch    7/78 - Train Accuracy:  0.809, Validation Accuracy:  0.799, Loss:  0.641
Epoch   6 Batch    8/78 - Train Accuracy:  0.796, Validation Accuracy:  0.799, Loss:  0.664
Epoch   6 Batch    9/78 - Train Accuracy:  0.825, Validation Accuracy:  0.800, Loss:  0.605
Epoch   6 Batch   10/78 - Train Accuracy:  0.786, Validation Accuracy:  0.797, Loss:  0.676
Epoch   6 Batch   11/78 - Train Accuracy:  0.777, Validation Accuracy:  0.806, Loss:  0.713
Epoch   6 Batch   12/78 - Train Accuracy:  0.800, Validation Accuracy:  0.801, Loss:  0.700
Epoch   6 Batch   13/78 - Train Accuracy:  0.773, Validation Accuracy:  0.798, Loss:  0.705
Epoch   6 Batch   14/78 - Train Accuracy:  0.830, Validation Accuracy:  0.802, Loss:  0.573
Epoch   6 Batch   15/78 - Train Accuracy:  0.791, Validation Accuracy:  0.808, Loss:  0.683
Epoch   6 Batch   16/78 - Train Accuracy:  0.819, Validation Accuracy:  0.806, Loss:  0.619
Epoch   6 Batch   17/78 - Train Accuracy:  0.809, Validation Accuracy:  0.801, Loss:  0.615
Epoch   6 Batch   18/78 - Train Accuracy:  0.792, Validation Accuracy:  0.799, Loss:  0.669
Epoch   6 Batch   19/78 - Train Accuracy:  0.810, Validation Accuracy:  0.799, Loss:  0.622
Epoch   6 Batch   20/78 - Train Accuracy:  0.844, Validation Accuracy:  0.806, Loss:  0.570
Epoch   6 Batch   21/78 - Train Accuracy:  0.792, Validation Accuracy:  0.812, Loss:  0.707
Epoch   6 Batch   22/78 - Train Accuracy:  0.779, Validation Accuracy:  0.811, Loss:  0.677
Epoch   6 Batch   23/78 - Train Accuracy:  0.824, Validation Accuracy:  0.809, Loss:  0.574
Epoch   6 Batch   24/78 - Train Accuracy:  0.805, Validation Accuracy:  0.812, Loss:  0.633
Epoch   6 Batch   25/78 - Train Accuracy:  0.801, Validation Accuracy:  0.808, Loss:  0.645
Epoch   6 Batch   26/78 - Train Accuracy:  0.791, Validation Accuracy:  0.805, Loss:  0.688
Epoch   6 Batch   27/78 - Train Accuracy:  0.799, Validation Accuracy:  0.808, Loss:  0.650
Epoch   6 Batch   28/78 - Train Accuracy:  0.794, Validation Accuracy:  0.806, Loss:  0.658
Epoch   6 Batch   29/78 - Train Accuracy:  0.809, Validation Accuracy:  0.804, Loss:  0.613
Epoch   6 Batch   30/78 - Train Accuracy:  0.799, Validation Accuracy:  0.808, Loss:  0.636
Epoch   6 Batch   31/78 - Train Accuracy:  0.820, Validation Accuracy:  0.808, Loss:  0.582
Epoch   6 Batch   32/78 - Train Accuracy:  0.795, Validation Accuracy:  0.811, Loss:  0.615
Epoch   6 Batch   33/78 - Train Accuracy:  0.789, Validation Accuracy:  0.815, Loss:  0.656
Epoch   6 Batch   34/78 - Train Accuracy:  0.807, Validation Accuracy:  0.816, Loss:  0.622
Epoch   6 Batch   35/78 - Train Accuracy:  0.801, Validation Accuracy:  0.811, Loss:  0.645
Epoch   6 Batch   36/78 - Train Accuracy:  0.787, Validation Accuracy:  0.811, Loss:  0.664
Epoch   6 Batch   37/78 - Train Accuracy:  0.782, Validation Accuracy:  0.810, Loss:  0.660
Epoch   6 Batch   38/78 - Train Accuracy:  0.819, Validation Accuracy:  0.808, Loss:  0.616
Epoch   6 Batch   39/78 - Train Accuracy:  0.782, Validation Accuracy:  0.807, Loss:  0.663
Epoch   6 Batch   40/78 - Train Accuracy:  0.817, Validation Accuracy:  0.815, Loss:  0.616
Epoch   6 Batch   41/78 - Train Accuracy:  0.787, Validation Accuracy:  0.810, Loss:  0.691
Epoch   6 Batch   42/78 - Train Accuracy:  0.798, Validation Accuracy:  0.815, Loss:  0.625
Epoch   6 Batch   43/78 - Train Accuracy:  0.778, Validation Accuracy:  0.807, Loss:  0.700
Epoch   6 Batch   44/78 - Train Accuracy:  0.796, Validation Accuracy:  0.812, Loss:  0.625
Epoch   6 Batch   45/78 - Train Accuracy:  0.818, Validation Accuracy:  0.814, Loss:  0.632
Epoch   6 Batch   46/78 - Train Accuracy:  0.786, Validation Accuracy:  0.817, Loss:  0.673
Epoch   6 Batch   47/78 - Train Accuracy:  0.806, Validation Accuracy:  0.815, Loss:  0.599
Epoch   6 Batch   48/78 - Train Accuracy:  0.826, Validation Accuracy:  0.809, Loss:  0.566
Epoch   6 Batch   49/78 - Train Accuracy:  0.801, Validation Accuracy:  0.815, Loss:  0.664
Epoch   6 Batch   50/78 - Train Accuracy:  0.769, Validation Accuracy:  0.816, Loss:  0.731
Epoch   6 Batch   51/78 - Train Accuracy:  0.804, Validation Accuracy:  0.814, Loss:  0.626
Epoch   6 Batch   52/78 - Train Accuracy:  0.808, Validation Accuracy:  0.815, Loss:  0.606
Epoch   6 Batch   53/78 - Train Accuracy:  0.808, Validation Accuracy:  0.814, Loss:  0.615
Epoch   6 Batch   54/78 - Train Accuracy:  0.830, Validation Accuracy:  0.815, Loss:  0.625
Epoch   6 Batch   55/78 - Train Accuracy:  0.775, Validation Accuracy:  0.807, Loss:  0.671
Epoch   6 Batch   56/78 - Train Accuracy:  0.801, Validation Accuracy:  0.810, Loss:  0.613
Epoch   6 Batch   57/78 - Train Accuracy:  0.795, Validation Accuracy:  0.815, Loss:  0.662
Epoch   6 Batch   58/78 - Train Accuracy:  0.799, Validation Accuracy:  0.821, Loss:  0.686
Epoch   6 Batch   59/78 - Train Accuracy:  0.776, Validation Accuracy:  0.825, Loss:  0.660
Epoch   6 Batch   60/78 - Train Accuracy:  0.834, Validation Accuracy:  0.821, Loss:  0.558
Epoch   6 Batch   61/78 - Train Accuracy:  0.814, Validation Accuracy:  0.817, Loss:  0.650
Epoch   6 Batch   62/78 - Train Accuracy:  0.814, Validation Accuracy:  0.820, Loss:  0.602
Epoch   6 Batch   63/78 - Train Accuracy:  0.825, Validation Accuracy:  0.823, Loss:  0.577
Epoch   6 Batch   64/78 - Train Accuracy:  0.807, Validation Accuracy:  0.823, Loss:  0.603
Epoch   6 Batch   65/78 - Train Accuracy:  0.810, Validation Accuracy:  0.823, Loss:  0.598
Epoch   6 Batch   66/78 - Train Accuracy:  0.827, Validation Accuracy:  0.821, Loss:  0.542
Epoch   6 Batch   67/78 - Train Accuracy:  0.811, Validation Accuracy:  0.821, Loss:  0.581
Epoch   6 Batch   68/78 - Train Accuracy:  0.810, Validation Accuracy:  0.820, Loss:  0.632
Epoch   6 Batch   69/78 - Train Accuracy:  0.850, Validation Accuracy:  0.821, Loss:  0.516
Epoch   6 Batch   70/78 - Train Accuracy:  0.815, Validation Accuracy:  0.824, Loss:  0.621
Epoch   6 Batch   71/78 - Train Accuracy:  0.836, Validation Accuracy:  0.826, Loss:  0.552
Epoch   6 Batch   72/78 - Train Accuracy:  0.789, Validation Accuracy:  0.819, Loss:  0.629
Epoch   6 Batch   73/78 - Train Accuracy:  0.773, Validation Accuracy:  0.819, Loss:  0.697
Epoch   6 Batch   74/78 - Train Accuracy:  0.809, Validation Accuracy:  0.821, Loss:  0.606
Epoch   6 Batch   75/78 - Train Accuracy:  0.812, Validation Accuracy:  0.824, Loss:  0.616
Epoch   6 Batch   76/78 - Train Accuracy:  0.802, Validation Accuracy:  0.823, Loss:  0.605
Epoch   7 Batch    0/78 - Train Accuracy:  0.799, Validation Accuracy:  0.818, Loss:  0.620
Epoch   7 Batch    1/78 - Train Accuracy:  0.825, Validation Accuracy:  0.825, Loss:  0.589
Epoch   7 Batch    2/78 - Train Accuracy:  0.824, Validation Accuracy:  0.823, Loss:  0.553
Epoch   7 Batch    3/78 - Train Accuracy:  0.817, Validation Accuracy:  0.821, Loss:  0.590
Epoch   7 Batch    4/78 - Train Accuracy:  0.821, Validation Accuracy:  0.820, Loss:  0.575
Epoch   7 Batch    5/78 - Train Accuracy:  0.836, Validation Accuracy:  0.825, Loss:  0.557
Epoch   7 Batch    6/78 - Train Accuracy:  0.825, Validation Accuracy:  0.821, Loss:  0.584
Epoch   7 Batch    7/78 - Train Accuracy:  0.829, Validation Accuracy:  0.823, Loss:  0.566
Epoch   7 Batch    8/78 - Train Accuracy:  0.821, Validation Accuracy:  0.825, Loss:  0.578
Epoch   7 Batch    9/78 - Train Accuracy:  0.847, Validation Accuracy:  0.827, Loss:  0.532
Epoch   7 Batch   10/78 - Train Accuracy:  0.824, Validation Accuracy:  0.827, Loss:  0.593
Epoch   7 Batch   11/78 - Train Accuracy:  0.797, Validation Accuracy:  0.829, Loss:  0.630
Epoch   7 Batch   12/78 - Train Accuracy:  0.814, Validation Accuracy:  0.827, Loss:  0.627
Epoch   7 Batch   13/78 - Train Accuracy:  0.798, Validation Accuracy:  0.823, Loss:  0.625
Epoch   7 Batch   14/78 - Train Accuracy:  0.842, Validation Accuracy:  0.828, Loss:  0.506
Epoch   7 Batch   15/78 - Train Accuracy:  0.806, Validation Accuracy:  0.824, Loss:  0.603
Epoch   7 Batch   16/78 - Train Accuracy:  0.834, Validation Accuracy:  0.831, Loss:  0.542
Epoch   7 Batch   17/78 - Train Accuracy:  0.821, Validation Accuracy:  0.827, Loss:  0.542
Epoch   7 Batch   18/78 - Train Accuracy:  0.817, Validation Accuracy:  0.833, Loss:  0.590
Epoch   7 Batch   19/78 - Train Accuracy:  0.835, Validation Accuracy:  0.829, Loss:  0.549
Epoch   7 Batch   20/78 - Train Accuracy:  0.856, Validation Accuracy:  0.828, Loss:  0.495
Epoch   7 Batch   21/78 - Train Accuracy:  0.812, Validation Accuracy:  0.827, Loss:  0.626
Epoch   7 Batch   22/78 - Train Accuracy:  0.806, Validation Accuracy:  0.830, Loss:  0.599
Epoch   7 Batch   23/78 - Train Accuracy:  0.830, Validation Accuracy:  0.831, Loss:  0.511
Epoch   7 Batch   24/78 - Train Accuracy:  0.837, Validation Accuracy:  0.836, Loss:  0.554
Epoch   7 Batch   25/78 - Train Accuracy:  0.815, Validation Accuracy:  0.835, Loss:  0.570
Epoch   7 Batch   26/78 - Train Accuracy:  0.809, Validation Accuracy:  0.833, Loss:  0.609
Epoch   7 Batch   27/78 - Train Accuracy:  0.818, Validation Accuracy:  0.833, Loss:  0.577
Epoch   7 Batch   28/78 - Train Accuracy:  0.811, Validation Accuracy:  0.834, Loss:  0.577
Epoch   7 Batch   29/78 - Train Accuracy:  0.828, Validation Accuracy:  0.835, Loss:  0.544
Epoch   7 Batch   30/78 - Train Accuracy:  0.826, Validation Accuracy:  0.834, Loss:  0.560
Epoch   7 Batch   31/78 - Train Accuracy:  0.843, Validation Accuracy:  0.835, Loss:  0.516
Epoch   7 Batch   32/78 - Train Accuracy:  0.821, Validation Accuracy:  0.829, Loss:  0.540
Epoch   7 Batch   33/78 - Train Accuracy:  0.824, Validation Accuracy:  0.831, Loss:  0.584
Epoch   7 Batch   34/78 - Train Accuracy:  0.830, Validation Accuracy:  0.827, Loss:  0.548
Epoch   7 Batch   35/78 - Train Accuracy:  0.815, Validation Accuracy:  0.835, Loss:  0.572
Epoch   7 Batch   36/78 - Train Accuracy:  0.808, Validation Accuracy:  0.826, Loss:  0.589
Epoch   7 Batch   37/78 - Train Accuracy:  0.811, Validation Accuracy:  0.827, Loss:  0.585
Epoch   7 Batch   38/78 - Train Accuracy:  0.839, Validation Accuracy:  0.828, Loss:  0.543
Epoch   7 Batch   39/78 - Train Accuracy:  0.802, Validation Accuracy:  0.828, Loss:  0.585
Epoch   7 Batch   40/78 - Train Accuracy:  0.840, Validation Accuracy:  0.828, Loss:  0.543
Epoch   7 Batch   41/78 - Train Accuracy:  0.796, Validation Accuracy:  0.828, Loss:  0.610
Epoch   7 Batch   42/78 - Train Accuracy:  0.820, Validation Accuracy:  0.829, Loss:  0.549
Epoch   7 Batch   43/78 - Train Accuracy:  0.802, Validation Accuracy:  0.833, Loss:  0.617
Epoch   7 Batch   44/78 - Train Accuracy:  0.810, Validation Accuracy:  0.829, Loss:  0.554
Epoch   7 Batch   45/78 - Train Accuracy:  0.836, Validation Accuracy:  0.836, Loss:  0.560
Epoch   7 Batch   46/78 - Train Accuracy:  0.801, Validation Accuracy:  0.836, Loss:  0.597
Epoch   7 Batch   47/78 - Train Accuracy:  0.834, Validation Accuracy:  0.835, Loss:  0.525
Epoch   7 Batch   48/78 - Train Accuracy:  0.856, Validation Accuracy:  0.833, Loss:  0.497
Epoch   7 Batch   49/78 - Train Accuracy:  0.821, Validation Accuracy:  0.837, Loss:  0.581
Epoch   7 Batch   50/78 - Train Accuracy:  0.792, Validation Accuracy:  0.839, Loss:  0.654
Epoch   7 Batch   51/78 - Train Accuracy:  0.828, Validation Accuracy:  0.846, Loss:  0.554
Epoch   7 Batch   52/78 - Train Accuracy:  0.838, Validation Accuracy:  0.840, Loss:  0.527
Epoch   7 Batch   53/78 - Train Accuracy:  0.825, Validation Accuracy:  0.845, Loss:  0.541
Epoch   7 Batch   54/78 - Train Accuracy:  0.847, Validation Accuracy:  0.839, Loss:  0.556
Epoch   7 Batch   55/78 - Train Accuracy:  0.814, Validation Accuracy:  0.839, Loss:  0.589
Epoch   7 Batch   56/78 - Train Accuracy:  0.830, Validation Accuracy:  0.842, Loss:  0.536
Epoch   7 Batch   57/78 - Train Accuracy:  0.818, Validation Accuracy:  0.846, Loss:  0.586
Epoch   7 Batch   58/78 - Train Accuracy:  0.823, Validation Accuracy:  0.847, Loss:  0.607
Epoch   7 Batch   59/78 - Train Accuracy:  0.804, Validation Accuracy:  0.843, Loss:  0.581
Epoch   7 Batch   60/78 - Train Accuracy:  0.855, Validation Accuracy:  0.843, Loss:  0.491
Epoch   7 Batch   61/78 - Train Accuracy:  0.843, Validation Accuracy:  0.844, Loss:  0.573
Epoch   7 Batch   62/78 - Train Accuracy:  0.837, Validation Accuracy:  0.845, Loss:  0.532
Epoch   7 Batch   63/78 - Train Accuracy:  0.837, Validation Accuracy:  0.842, Loss:  0.507
Epoch   7 Batch   64/78 - Train Accuracy:  0.835, Validation Accuracy:  0.840, Loss:  0.534
Epoch   7 Batch   65/78 - Train Accuracy:  0.833, Validation Accuracy:  0.845, Loss:  0.531
Epoch   7 Batch   66/78 - Train Accuracy:  0.854, Validation Accuracy:  0.848, Loss:  0.479
Epoch   7 Batch   67/78 - Train Accuracy:  0.845, Validation Accuracy:  0.847, Loss:  0.516
Epoch   7 Batch   68/78 - Train Accuracy:  0.824, Validation Accuracy:  0.842, Loss:  0.564
Epoch   7 Batch   69/78 - Train Accuracy:  0.853, Validation Accuracy:  0.844, Loss:  0.452
Epoch   7 Batch   70/78 - Train Accuracy:  0.831, Validation Accuracy:  0.846, Loss:  0.552
Epoch   7 Batch   71/78 - Train Accuracy:  0.858, Validation Accuracy:  0.846, Loss:  0.482
Epoch   7 Batch   72/78 - Train Accuracy:  0.808, Validation Accuracy:  0.850, Loss:  0.561
Epoch   7 Batch   73/78 - Train Accuracy:  0.802, Validation Accuracy:  0.848, Loss:  0.615
Epoch   7 Batch   74/78 - Train Accuracy:  0.835, Validation Accuracy:  0.847, Loss:  0.543
Epoch   7 Batch   75/78 - Train Accuracy:  0.828, Validation Accuracy:  0.850, Loss:  0.543
Epoch   7 Batch   76/78 - Train Accuracy:  0.818, Validation Accuracy:  0.846, Loss:  0.533
Epoch   8 Batch    0/78 - Train Accuracy:  0.812, Validation Accuracy:  0.846, Loss:  0.548
Epoch   8 Batch    1/78 - Train Accuracy:  0.852, Validation Accuracy:  0.846, Loss:  0.519
Epoch   8 Batch    2/78 - Train Accuracy:  0.839, Validation Accuracy:  0.845, Loss:  0.487
Epoch   8 Batch    3/78 - Train Accuracy:  0.826, Validation Accuracy:  0.846, Loss:  0.527
Epoch   8 Batch    4/78 - Train Accuracy:  0.837, Validation Accuracy:  0.845, Loss:  0.509
Epoch   8 Batch    5/78 - Train Accuracy:  0.856, Validation Accuracy:  0.845, Loss:  0.494
Epoch   8 Batch    6/78 - Train Accuracy:  0.834, Validation Accuracy:  0.845, Loss:  0.515
Epoch   8 Batch    7/78 - Train Accuracy:  0.858, Validation Accuracy:  0.850, Loss:  0.506
Epoch   8 Batch    8/78 - Train Accuracy:  0.847, Validation Accuracy:  0.846, Loss:  0.507
Epoch   8 Batch    9/78 - Train Accuracy:  0.867, Validation Accuracy:  0.845, Loss:  0.469
Epoch   8 Batch   10/78 - Train Accuracy:  0.844, Validation Accuracy:  0.847, Loss:  0.520
Epoch   8 Batch   11/78 - Train Accuracy:  0.824, Validation Accuracy:  0.850, Loss:  0.561
Epoch   8 Batch   12/78 - Train Accuracy:  0.827, Validation Accuracy:  0.838, Loss:  0.558
Epoch   8 Batch   13/78 - Train Accuracy:  0.814, Validation Accuracy:  0.846, Loss:  0.556
Epoch   8 Batch   14/78 - Train Accuracy:  0.856, Validation Accuracy:  0.849, Loss:  0.445
Epoch   8 Batch   15/78 - Train Accuracy:  0.820, Validation Accuracy:  0.848, Loss:  0.537
Epoch   8 Batch   16/78 - Train Accuracy:  0.849, Validation Accuracy:  0.853, Loss:  0.475
Epoch   8 Batch   17/78 - Train Accuracy:  0.843, Validation Accuracy:  0.847, Loss:  0.482
Epoch   8 Batch   18/78 - Train Accuracy:  0.834, Validation Accuracy:  0.849, Loss:  0.523
Epoch   8 Batch   19/78 - Train Accuracy:  0.850, Validation Accuracy:  0.847, Loss:  0.486
Epoch   8 Batch   20/78 - Train Accuracy:  0.871, Validation Accuracy:  0.854, Loss:  0.432
Epoch   8 Batch   21/78 - Train Accuracy:  0.843, Validation Accuracy:  0.852, Loss:  0.551
Epoch   8 Batch   22/78 - Train Accuracy:  0.827, Validation Accuracy:  0.852, Loss:  0.529
Epoch   8 Batch   23/78 - Train Accuracy:  0.848, Validation Accuracy:  0.854, Loss:  0.454
Epoch   8 Batch   24/78 - Train Accuracy:  0.847, Validation Accuracy:  0.854, Loss:  0.484
Epoch   8 Batch   25/78 - Train Accuracy:  0.834, Validation Accuracy:  0.855, Loss:  0.506
Epoch   8 Batch   26/78 - Train Accuracy:  0.821, Validation Accuracy:  0.853, Loss:  0.541
Epoch   8 Batch   27/78 - Train Accuracy:  0.846, Validation Accuracy:  0.854, Loss:  0.512
Epoch   8 Batch   28/78 - Train Accuracy:  0.823, Validation Accuracy:  0.857, Loss:  0.508
Epoch   8 Batch   29/78 - Train Accuracy:  0.839, Validation Accuracy:  0.863, Loss:  0.484
Epoch   8 Batch   30/78 - Train Accuracy:  0.845, Validation Accuracy:  0.860, Loss:  0.500
Epoch   8 Batch   31/78 - Train Accuracy:  0.862, Validation Accuracy:  0.858, Loss:  0.458
Epoch   8 Batch   32/78 - Train Accuracy:  0.829, Validation Accuracy:  0.856, Loss:  0.477
Epoch   8 Batch   33/78 - Train Accuracy:  0.838, Validation Accuracy:  0.849, Loss:  0.520
Epoch   8 Batch   34/78 - Train Accuracy:  0.853, Validation Accuracy:  0.855, Loss:  0.484
Epoch   8 Batch   35/78 - Train Accuracy:  0.846, Validation Accuracy:  0.853, Loss:  0.507
Epoch   8 Batch   36/78 - Train Accuracy:  0.830, Validation Accuracy:  0.852, Loss:  0.523
Epoch   8 Batch   37/78 - Train Accuracy:  0.837, Validation Accuracy:  0.849, Loss:  0.516
Epoch   8 Batch   38/78 - Train Accuracy:  0.854, Validation Accuracy:  0.852, Loss:  0.479
Epoch   8 Batch   39/78 - Train Accuracy:  0.836, Validation Accuracy:  0.848, Loss:  0.517
Epoch   8 Batch   40/78 - Train Accuracy:  0.864, Validation Accuracy:  0.846, Loss:  0.478
Epoch   8 Batch   41/78 - Train Accuracy:  0.826, Validation Accuracy:  0.844, Loss:  0.541
Epoch   8 Batch   42/78 - Train Accuracy:  0.835, Validation Accuracy:  0.844, Loss:  0.485
Epoch   8 Batch   43/78 - Train Accuracy:  0.817, Validation Accuracy:  0.848, Loss:  0.551
Epoch   8 Batch   44/78 - Train Accuracy:  0.831, Validation Accuracy:  0.855, Loss:  0.493
Epoch   8 Batch   45/78 - Train Accuracy:  0.846, Validation Accuracy:  0.848, Loss:  0.500
Epoch   8 Batch   46/78 - Train Accuracy:  0.817, Validation Accuracy:  0.854, Loss:  0.532
Epoch   8 Batch   47/78 - Train Accuracy:  0.843, Validation Accuracy:  0.857, Loss:  0.467
Epoch   8 Batch   48/78 - Train Accuracy:  0.866, Validation Accuracy:  0.863, Loss:  0.436
Epoch   8 Batch   49/78 - Train Accuracy:  0.839, Validation Accuracy:  0.857, Loss:  0.515
Epoch   8 Batch   50/78 - Train Accuracy:  0.802, Validation Accuracy:  0.860, Loss:  0.588
Epoch   8 Batch   51/78 - Train Accuracy:  0.850, Validation Accuracy:  0.869, Loss:  0.495
Epoch   8 Batch   52/78 - Train Accuracy:  0.857, Validation Accuracy:  0.871, Loss:  0.464
Epoch   8 Batch   53/78 - Train Accuracy:  0.838, Validation Accuracy:  0.866, Loss:  0.486
Epoch   8 Batch   54/78 - Train Accuracy:  0.856, Validation Accuracy:  0.871, Loss:  0.496
Epoch   8 Batch   55/78 - Train Accuracy:  0.834, Validation Accuracy:  0.867, Loss:  0.525
Epoch   8 Batch   56/78 - Train Accuracy:  0.844, Validation Accuracy:  0.868, Loss:  0.472
Epoch   8 Batch   57/78 - Train Accuracy:  0.845, Validation Accuracy:  0.859, Loss:  0.527
Epoch   8 Batch   58/78 - Train Accuracy:  0.836, Validation Accuracy:  0.860, Loss:  0.539
Epoch   8 Batch   59/78 - Train Accuracy:  0.825, Validation Accuracy:  0.862, Loss:  0.520
Epoch   8 Batch   60/78 - Train Accuracy:  0.865, Validation Accuracy:  0.864, Loss:  0.435
Epoch   8 Batch   61/78 - Train Accuracy:  0.856, Validation Accuracy:  0.860, Loss:  0.513
Epoch   8 Batch   62/78 - Train Accuracy:  0.853, Validation Accuracy:  0.869, Loss:  0.471
Epoch   8 Batch   63/78 - Train Accuracy:  0.854, Validation Accuracy:  0.875, Loss:  0.452
Epoch   8 Batch   64/78 - Train Accuracy:  0.846, Validation Accuracy:  0.866, Loss:  0.479
Epoch   8 Batch   65/78 - Train Accuracy:  0.845, Validation Accuracy:  0.872, Loss:  0.476
Epoch   8 Batch   66/78 - Train Accuracy:  0.865, Validation Accuracy:  0.874, Loss:  0.431
Epoch   8 Batch   67/78 - Train Accuracy:  0.857, Validation Accuracy:  0.868, Loss:  0.459
Epoch   8 Batch   68/78 - Train Accuracy:  0.837, Validation Accuracy:  0.866, Loss:  0.512
Epoch   8 Batch   69/78 - Train Accuracy:  0.869, Validation Accuracy:  0.863, Loss:  0.399
Epoch   8 Batch   70/78 - Train Accuracy:  0.847, Validation Accuracy:  0.867, Loss:  0.496
Epoch   8 Batch   71/78 - Train Accuracy:  0.877, Validation Accuracy:  0.862, Loss:  0.422
Epoch   8 Batch   72/78 - Train Accuracy:  0.831, Validation Accuracy:  0.868, Loss:  0.501
Epoch   8 Batch   73/78 - Train Accuracy:  0.811, Validation Accuracy:  0.866, Loss:  0.543
Epoch   8 Batch   74/78 - Train Accuracy:  0.847, Validation Accuracy:  0.867, Loss:  0.493
Epoch   8 Batch   75/78 - Train Accuracy:  0.845, Validation Accuracy:  0.865, Loss:  0.474
Epoch   8 Batch   76/78 - Train Accuracy:  0.853, Validation Accuracy:  0.863, Loss:  0.479
Epoch   9 Batch    0/78 - Train Accuracy:  0.831, Validation Accuracy:  0.868, Loss:  0.483
Epoch   9 Batch    1/78 - Train Accuracy:  0.860, Validation Accuracy:  0.867, Loss:  0.458
Epoch   9 Batch    2/78 - Train Accuracy:  0.864, Validation Accuracy:  0.866, Loss:  0.430
Epoch   9 Batch    3/78 - Train Accuracy:  0.842, Validation Accuracy:  0.860, Loss:  0.465
Epoch   9 Batch    4/78 - Train Accuracy:  0.862, Validation Accuracy:  0.866, Loss:  0.451
Epoch   9 Batch    5/78 - Train Accuracy:  0.873, Validation Accuracy:  0.871, Loss:  0.432
Epoch   9 Batch    6/78 - Train Accuracy:  0.865, Validation Accuracy:  0.866, Loss:  0.460
Epoch   9 Batch    7/78 - Train Accuracy:  0.866, Validation Accuracy:  0.868, Loss:  0.448
Epoch   9 Batch    8/78 - Train Accuracy:  0.872, Validation Accuracy:  0.866, Loss:  0.451
Epoch   9 Batch    9/78 - Train Accuracy:  0.875, Validation Accuracy:  0.864, Loss:  0.419
Epoch   9 Batch   10/78 - Train Accuracy:  0.865, Validation Accuracy:  0.862, Loss:  0.458
Epoch   9 Batch   11/78 - Train Accuracy:  0.839, Validation Accuracy:  0.863, Loss:  0.505
Epoch   9 Batch   12/78 - Train Accuracy:  0.843, Validation Accuracy:  0.866, Loss:  0.495
Epoch   9 Batch   13/78 - Train Accuracy:  0.848, Validation Accuracy:  0.866, Loss:  0.502
Epoch   9 Batch   14/78 - Train Accuracy:  0.882, Validation Accuracy:  0.869, Loss:  0.392
Epoch   9 Batch   15/78 - Train Accuracy:  0.838, Validation Accuracy:  0.869, Loss:  0.486
Epoch   9 Batch   16/78 - Train Accuracy:  0.868, Validation Accuracy:  0.871, Loss:  0.419
Epoch   9 Batch   17/78 - Train Accuracy:  0.867, Validation Accuracy:  0.874, Loss:  0.434
Epoch   9 Batch   18/78 - Train Accuracy:  0.838, Validation Accuracy:  0.873, Loss:  0.469
Epoch   9 Batch   19/78 - Train Accuracy:  0.864, Validation Accuracy:  0.871, Loss:  0.432
Epoch   9 Batch   20/78 - Train Accuracy:  0.883, Validation Accuracy:  0.873, Loss:  0.386
Epoch   9 Batch   21/78 - Train Accuracy:  0.849, Validation Accuracy:  0.872, Loss:  0.486
Epoch   9 Batch   22/78 - Train Accuracy:  0.846, Validation Accuracy:  0.869, Loss:  0.469
Epoch   9 Batch   23/78 - Train Accuracy:  0.867, Validation Accuracy:  0.874, Loss:  0.408
Epoch   9 Batch   24/78 - Train Accuracy:  0.862, Validation Accuracy:  0.871, Loss:  0.427
Epoch   9 Batch   25/78 - Train Accuracy:  0.843, Validation Accuracy:  0.868, Loss:  0.451
Epoch   9 Batch   26/78 - Train Accuracy:  0.835, Validation Accuracy:  0.869, Loss:  0.483
Epoch   9 Batch   27/78 - Train Accuracy:  0.859, Validation Accuracy:  0.876, Loss:  0.456
Epoch   9 Batch   28/78 - Train Accuracy:  0.848, Validation Accuracy:  0.876, Loss:  0.450
Epoch   9 Batch   29/78 - Train Accuracy:  0.855, Validation Accuracy:  0.881, Loss:  0.436
Epoch   9 Batch   30/78 - Train Accuracy:  0.850, Validation Accuracy:  0.885, Loss:  0.447
Epoch   9 Batch   31/78 - Train Accuracy:  0.873, Validation Accuracy:  0.883, Loss:  0.411
Epoch   9 Batch   32/78 - Train Accuracy:  0.843, Validation Accuracy:  0.879, Loss:  0.427
Epoch   9 Batch   33/78 - Train Accuracy:  0.845, Validation Accuracy:  0.874, Loss:  0.464
Epoch   9 Batch   34/78 - Train Accuracy:  0.869, Validation Accuracy:  0.876, Loss:  0.434
Epoch   9 Batch   35/78 - Train Accuracy:  0.860, Validation Accuracy:  0.875, Loss:  0.453
Epoch   9 Batch   36/78 - Train Accuracy:  0.849, Validation Accuracy:  0.867, Loss:  0.463
Epoch   9 Batch   37/78 - Train Accuracy:  0.857, Validation Accuracy:  0.876, Loss:  0.457
Epoch   9 Batch   38/78 - Train Accuracy:  0.865, Validation Accuracy:  0.874, Loss:  0.427
Epoch   9 Batch   39/78 - Train Accuracy:  0.865, Validation Accuracy:  0.875, Loss:  0.459
Epoch   9 Batch   40/78 - Train Accuracy:  0.871, Validation Accuracy:  0.875, Loss:  0.424
Epoch   9 Batch   41/78 - Train Accuracy:  0.846, Validation Accuracy:  0.875, Loss:  0.485
Epoch   9 Batch   42/78 - Train Accuracy:  0.860, Validation Accuracy:  0.871, Loss:  0.432
Epoch   9 Batch   43/78 - Train Accuracy:  0.828, Validation Accuracy:  0.862, Loss:  0.493
Epoch   9 Batch   44/78 - Train Accuracy:  0.843, Validation Accuracy:  0.867, Loss:  0.440
Epoch   9 Batch   45/78 - Train Accuracy:  0.860, Validation Accuracy:  0.867, Loss:  0.449
Epoch   9 Batch   46/78 - Train Accuracy:  0.836, Validation Accuracy:  0.872, Loss:  0.474
Epoch   9 Batch   47/78 - Train Accuracy:  0.859, Validation Accuracy:  0.877, Loss:  0.420
Epoch   9 Batch   48/78 - Train Accuracy:  0.875, Validation Accuracy:  0.874, Loss:  0.381
Epoch   9 Batch   49/78 - Train Accuracy:  0.853, Validation Accuracy:  0.875, Loss:  0.458
Epoch   9 Batch   50/78 - Train Accuracy:  0.827, Validation Accuracy:  0.867, Loss:  0.522
Epoch   9 Batch   51/78 - Train Accuracy:  0.865, Validation Accuracy:  0.876, Loss:  0.444
Epoch   9 Batch   52/78 - Train Accuracy:  0.866, Validation Accuracy:  0.877, Loss:  0.405
Epoch   9 Batch   53/78 - Train Accuracy:  0.859, Validation Accuracy:  0.879, Loss:  0.433
Epoch   9 Batch   54/78 - Train Accuracy:  0.863, Validation Accuracy:  0.885, Loss:  0.444
Epoch   9 Batch   55/78 - Train Accuracy:  0.860, Validation Accuracy:  0.884, Loss:  0.466
Epoch   9 Batch   56/78 - Train Accuracy:  0.869, Validation Accuracy:  0.877, Loss:  0.414
Epoch   9 Batch   57/78 - Train Accuracy:  0.859, Validation Accuracy:  0.881, Loss:  0.466
Epoch   9 Batch   58/78 - Train Accuracy:  0.857, Validation Accuracy:  0.877, Loss:  0.481
Epoch   9 Batch   59/78 - Train Accuracy:  0.847, Validation Accuracy:  0.878, Loss:  0.455
Epoch   9 Batch   60/78 - Train Accuracy:  0.886, Validation Accuracy:  0.879, Loss:  0.390
Epoch   9 Batch   61/78 - Train Accuracy:  0.868, Validation Accuracy:  0.876, Loss:  0.453
Epoch   9 Batch   62/78 - Train Accuracy:  0.872, Validation Accuracy:  0.885, Loss:  0.427
Epoch   9 Batch   63/78 - Train Accuracy:  0.863, Validation Accuracy:  0.883, Loss:  0.395
Epoch   9 Batch   64/78 - Train Accuracy:  0.863, Validation Accuracy:  0.886, Loss:  0.433
Epoch   9 Batch   65/78 - Train Accuracy:  0.856, Validation Accuracy:  0.882, Loss:  0.419
Epoch   9 Batch   66/78 - Train Accuracy:  0.884, Validation Accuracy:  0.879, Loss:  0.379
Epoch   9 Batch   67/78 - Train Accuracy:  0.882, Validation Accuracy:  0.876, Loss:  0.404
Epoch   9 Batch   68/78 - Train Accuracy:  0.852, Validation Accuracy:  0.874, Loss:  0.452
Epoch   9 Batch   69/78 - Train Accuracy:  0.885, Validation Accuracy:  0.878, Loss:  0.353
Epoch   9 Batch   70/78 - Train Accuracy:  0.865, Validation Accuracy:  0.875, Loss:  0.434
Epoch   9 Batch   71/78 - Train Accuracy:  0.885, Validation Accuracy:  0.876, Loss:  0.372
Epoch   9 Batch   72/78 - Train Accuracy:  0.848, Validation Accuracy:  0.876, Loss:  0.433
Epoch   9 Batch   73/78 - Train Accuracy:  0.844, Validation Accuracy:  0.879, Loss:  0.480
Epoch   9 Batch   74/78 - Train Accuracy:  0.867, Validation Accuracy:  0.882, Loss:  0.426
Epoch   9 Batch   75/78 - Train Accuracy:  0.865, Validation Accuracy:  0.876, Loss:  0.415
Epoch   9 Batch   76/78 - Train Accuracy:  0.874, Validation Accuracy:  0.875, Loss:  0.415
Epoch  10 Batch    0/78 - Train Accuracy:  0.864, Validation Accuracy:  0.874, Loss:  0.425
Epoch  10 Batch    1/78 - Train Accuracy:  0.883, Validation Accuracy:  0.876, Loss:  0.397
Epoch  10 Batch    2/78 - Train Accuracy:  0.885, Validation Accuracy:  0.869, Loss:  0.377
Epoch  10 Batch    3/78 - Train Accuracy:  0.864, Validation Accuracy:  0.871, Loss:  0.413
Epoch  10 Batch    4/78 - Train Accuracy:  0.868, Validation Accuracy:  0.875, Loss:  0.392
Epoch  10 Batch    5/78 - Train Accuracy:  0.884, Validation Accuracy:  0.882, Loss:  0.381
Epoch  10 Batch    6/78 - Train Accuracy:  0.875, Validation Accuracy:  0.878, Loss:  0.397
Epoch  10 Batch    7/78 - Train Accuracy:  0.878, Validation Accuracy:  0.879, Loss:  0.400
Epoch  10 Batch    8/78 - Train Accuracy:  0.885, Validation Accuracy:  0.877, Loss:  0.396
Epoch  10 Batch    9/78 - Train Accuracy:  0.890, Validation Accuracy:  0.876, Loss:  0.370
Epoch  10 Batch   10/78 - Train Accuracy:  0.878, Validation Accuracy:  0.879, Loss:  0.402
Epoch  10 Batch   11/78 - Train Accuracy:  0.856, Validation Accuracy:  0.878, Loss:  0.447
Epoch  10 Batch   12/78 - Train Accuracy:  0.865, Validation Accuracy:  0.877, Loss:  0.437
Epoch  10 Batch   13/78 - Train Accuracy:  0.867, Validation Accuracy:  0.878, Loss:  0.442
Epoch  10 Batch   14/78 - Train Accuracy:  0.888, Validation Accuracy:  0.883, Loss:  0.344
Epoch  10 Batch   15/78 - Train Accuracy:  0.867, Validation Accuracy:  0.883, Loss:  0.429
Epoch  10 Batch   16/78 - Train Accuracy:  0.879, Validation Accuracy:  0.884, Loss:  0.370
Epoch  10 Batch   17/78 - Train Accuracy:  0.878, Validation Accuracy:  0.884, Loss:  0.379
Epoch  10 Batch   18/78 - Train Accuracy:  0.863, Validation Accuracy:  0.882, Loss:  0.417
Epoch  10 Batch   19/78 - Train Accuracy:  0.872, Validation Accuracy:  0.887, Loss:  0.377
Epoch  10 Batch   20/78 - Train Accuracy:  0.892, Validation Accuracy:  0.886, Loss:  0.338
Epoch  10 Batch   21/78 - Train Accuracy:  0.866, Validation Accuracy:  0.882, Loss:  0.427
Epoch  10 Batch   22/78 - Train Accuracy:  0.884, Validation Accuracy:  0.881, Loss:  0.411
Epoch  10 Batch   23/78 - Train Accuracy:  0.888, Validation Accuracy:  0.878, Loss:  0.364
Epoch  10 Batch   24/78 - Train Accuracy:  0.890, Validation Accuracy:  0.881, Loss:  0.371
Epoch  10 Batch   25/78 - Train Accuracy:  0.863, Validation Accuracy:  0.877, Loss:  0.400
Epoch  10 Batch   26/78 - Train Accuracy:  0.865, Validation Accuracy:  0.884, Loss:  0.428
Epoch  10 Batch   27/78 - Train Accuracy:  0.871, Validation Accuracy:  0.888, Loss:  0.405
Epoch  10 Batch   28/78 - Train Accuracy:  0.856, Validation Accuracy:  0.887, Loss:  0.397
Epoch  10 Batch   29/78 - Train Accuracy:  0.868, Validation Accuracy:  0.886, Loss:  0.389
Epoch  10 Batch   30/78 - Train Accuracy:  0.865, Validation Accuracy:  0.879, Loss:  0.400
Epoch  10 Batch   31/78 - Train Accuracy:  0.878, Validation Accuracy:  0.884, Loss:  0.365
Epoch  10 Batch   32/78 - Train Accuracy:  0.855, Validation Accuracy:  0.882, Loss:  0.383
Epoch  10 Batch   33/78 - Train Accuracy:  0.864, Validation Accuracy:  0.882, Loss:  0.412
Epoch  10 Batch   34/78 - Train Accuracy:  0.878, Validation Accuracy:  0.882, Loss:  0.390
Epoch  10 Batch   35/78 - Train Accuracy:  0.873, Validation Accuracy:  0.883, Loss:  0.405
Epoch  10 Batch   36/78 - Train Accuracy:  0.864, Validation Accuracy:  0.878, Loss:  0.406
Epoch  10 Batch   37/78 - Train Accuracy:  0.876, Validation Accuracy:  0.882, Loss:  0.406
Epoch  10 Batch   38/78 - Train Accuracy:  0.884, Validation Accuracy:  0.886, Loss:  0.381
Epoch  10 Batch   39/78 - Train Accuracy:  0.875, Validation Accuracy:  0.885, Loss:  0.406
Epoch  10 Batch   40/78 - Train Accuracy:  0.891, Validation Accuracy:  0.881, Loss:  0.372
Epoch  10 Batch   41/78 - Train Accuracy:  0.854, Validation Accuracy:  0.882, Loss:  0.439
Epoch  10 Batch   42/78 - Train Accuracy:  0.876, Validation Accuracy:  0.881, Loss:  0.383
Epoch  10 Batch   43/78 - Train Accuracy:  0.849, Validation Accuracy:  0.881, Loss:  0.441
Epoch  10 Batch   44/78 - Train Accuracy:  0.858, Validation Accuracy:  0.874, Loss:  0.392
Epoch  10 Batch   45/78 - Train Accuracy:  0.873, Validation Accuracy:  0.881, Loss:  0.406
Epoch  10 Batch   46/78 - Train Accuracy:  0.849, Validation Accuracy:  0.886, Loss:  0.423
Epoch  10 Batch   47/78 - Train Accuracy:  0.879, Validation Accuracy:  0.885, Loss:  0.379
Epoch  10 Batch   48/78 - Train Accuracy:  0.900, Validation Accuracy:  0.879, Loss:  0.335
Epoch  10 Batch   49/78 - Train Accuracy:  0.874, Validation Accuracy:  0.888, Loss:  0.409
Epoch  10 Batch   50/78 - Train Accuracy:  0.836, Validation Accuracy:  0.882, Loss:  0.467
Epoch  10 Batch   51/78 - Train Accuracy:  0.882, Validation Accuracy:  0.886, Loss:  0.394
Epoch  10 Batch   52/78 - Train Accuracy:  0.875, Validation Accuracy:  0.888, Loss:  0.358
Epoch  10 Batch   53/78 - Train Accuracy:  0.875, Validation Accuracy:  0.894, Loss:  0.382
Epoch  10 Batch   54/78 - Train Accuracy:  0.875, Validation Accuracy:  0.891, Loss:  0.397
Epoch  10 Batch   55/78 - Train Accuracy:  0.882, Validation Accuracy:  0.888, Loss:  0.410
Epoch  10 Batch   56/78 - Train Accuracy:  0.881, Validation Accuracy:  0.888, Loss:  0.369
Epoch  10 Batch   57/78 - Train Accuracy:  0.874, Validation Accuracy:  0.878, Loss:  0.409
Epoch  10 Batch   58/78 - Train Accuracy:  0.869, Validation Accuracy:  0.885, Loss:  0.427
Epoch  10 Batch   59/78 - Train Accuracy:  0.862, Validation Accuracy:  0.883, Loss:  0.399
Epoch  10 Batch   60/78 - Train Accuracy:  0.888, Validation Accuracy:  0.879, Loss:  0.349
Epoch  10 Batch   61/78 - Train Accuracy:  0.873, Validation Accuracy:  0.884, Loss:  0.408
Epoch  10 Batch   62/78 - Train Accuracy:  0.885, Validation Accuracy:  0.883, Loss:  0.382
Epoch  10 Batch   63/78 - Train Accuracy:  0.888, Validation Accuracy:  0.893, Loss:  0.350
Epoch  10 Batch   64/78 - Train Accuracy:  0.882, Validation Accuracy:  0.891, Loss:  0.381
Epoch  10 Batch   65/78 - Train Accuracy:  0.876, Validation Accuracy:  0.893, Loss:  0.371
Epoch  10 Batch   66/78 - Train Accuracy:  0.894, Validation Accuracy:  0.894, Loss:  0.331
Epoch  10 Batch   67/78 - Train Accuracy:  0.897, Validation Accuracy:  0.894, Loss:  0.356
Epoch  10 Batch   68/78 - Train Accuracy:  0.872, Validation Accuracy:  0.885, Loss:  0.405
Epoch  10 Batch   69/78 - Train Accuracy:  0.895, Validation Accuracy:  0.885, Loss:  0.309
Epoch  10 Batch   70/78 - Train Accuracy:  0.881, Validation Accuracy:  0.888, Loss:  0.385
Epoch  10 Batch   71/78 - Train Accuracy:  0.897, Validation Accuracy:  0.884, Loss:  0.326
Epoch  10 Batch   72/78 - Train Accuracy:  0.874, Validation Accuracy:  0.881, Loss:  0.383
Epoch  10 Batch   73/78 - Train Accuracy:  0.865, Validation Accuracy:  0.885, Loss:  0.429
Epoch  10 Batch   74/78 - Train Accuracy:  0.868, Validation Accuracy:  0.881, Loss:  0.381
Epoch  10 Batch   75/78 - Train Accuracy:  0.873, Validation Accuracy:  0.884, Loss:  0.365
Epoch  10 Batch   76/78 - Train Accuracy:  0.874, Validation Accuracy:  0.882, Loss:  0.369
Epoch  11 Batch    0/78 - Train Accuracy:  0.876, Validation Accuracy:  0.884, Loss:  0.377
Epoch  11 Batch    1/78 - Train Accuracy:  0.898, Validation Accuracy:  0.879, Loss:  0.349
Epoch  11 Batch    2/78 - Train Accuracy:  0.892, Validation Accuracy:  0.877, Loss:  0.330
Epoch  11 Batch    3/78 - Train Accuracy:  0.873, Validation Accuracy:  0.878, Loss:  0.371
Epoch  11 Batch    4/78 - Train Accuracy:  0.879, Validation Accuracy:  0.879, Loss:  0.342
Epoch  11 Batch    5/78 - Train Accuracy:  0.903, Validation Accuracy:  0.881, Loss:  0.337
Epoch  11 Batch    6/78 - Train Accuracy:  0.898, Validation Accuracy:  0.885, Loss:  0.347
Epoch  11 Batch    7/78 - Train Accuracy:  0.882, Validation Accuracy:  0.883, Loss:  0.358
Epoch  11 Batch    8/78 - Train Accuracy:  0.895, Validation Accuracy:  0.886, Loss:  0.352
Epoch  11 Batch    9/78 - Train Accuracy:  0.895, Validation Accuracy:  0.884, Loss:  0.327
Epoch  11 Batch   10/78 - Train Accuracy:  0.891, Validation Accuracy:  0.883, Loss:  0.353
Epoch  11 Batch   11/78 - Train Accuracy:  0.864, Validation Accuracy:  0.890, Loss:  0.395
Epoch  11 Batch   12/78 - Train Accuracy:  0.871, Validation Accuracy:  0.893, Loss:  0.386
Epoch  11 Batch   13/78 - Train Accuracy:  0.883, Validation Accuracy:  0.888, Loss:  0.389
Epoch  11 Batch   14/78 - Train Accuracy:  0.894, Validation Accuracy:  0.891, Loss:  0.302
Epoch  11 Batch   15/78 - Train Accuracy:  0.879, Validation Accuracy:  0.885, Loss:  0.382
Epoch  11 Batch   16/78 - Train Accuracy:  0.890, Validation Accuracy:  0.888, Loss:  0.325
Epoch  11 Batch   17/78 - Train Accuracy:  0.891, Validation Accuracy:  0.893, Loss:  0.336
Epoch  11 Batch   18/78 - Train Accuracy:  0.882, Validation Accuracy:  0.888, Loss:  0.368
Epoch  11 Batch   19/78 - Train Accuracy:  0.892, Validation Accuracy:  0.891, Loss:  0.331
Epoch  11 Batch   20/78 - Train Accuracy:  0.906, Validation Accuracy:  0.891, Loss:  0.296
Epoch  11 Batch   21/78 - Train Accuracy:  0.881, Validation Accuracy:  0.892, Loss:  0.376
Epoch  11 Batch   22/78 - Train Accuracy:  0.888, Validation Accuracy:  0.894, Loss:  0.362
Epoch  11 Batch   23/78 - Train Accuracy:  0.908, Validation Accuracy:  0.893, Loss:  0.321
Epoch  11 Batch   24/78 - Train Accuracy:  0.901, Validation Accuracy:  0.893, Loss:  0.325
Epoch  11 Batch   25/78 - Train Accuracy:  0.881, Validation Accuracy:  0.893, Loss:  0.350
Epoch  11 Batch   26/78 - Train Accuracy:  0.877, Validation Accuracy:  0.895, Loss:  0.381
Epoch  11 Batch   27/78 - Train Accuracy:  0.883, Validation Accuracy:  0.896, Loss:  0.358
Epoch  11 Batch   28/78 - Train Accuracy:  0.875, Validation Accuracy:  0.891, Loss:  0.351
Epoch  11 Batch   29/78 - Train Accuracy:  0.882, Validation Accuracy:  0.891, Loss:  0.346
Epoch  11 Batch   30/78 - Train Accuracy:  0.881, Validation Accuracy:  0.890, Loss:  0.356
Epoch  11 Batch   31/78 - Train Accuracy:  0.894, Validation Accuracy:  0.888, Loss:  0.324
Epoch  11 Batch   32/78 - Train Accuracy:  0.875, Validation Accuracy:  0.892, Loss:  0.340
Epoch  11 Batch   33/78 - Train Accuracy:  0.878, Validation Accuracy:  0.888, Loss:  0.366
Epoch  11 Batch   34/78 - Train Accuracy:  0.890, Validation Accuracy:  0.888, Loss:  0.347
Epoch  11 Batch   35/78 - Train Accuracy:  0.876, Validation Accuracy:  0.894, Loss:  0.364
Epoch  11 Batch   36/78 - Train Accuracy:  0.893, Validation Accuracy:  0.894, Loss:  0.357
Epoch  11 Batch   37/78 - Train Accuracy:  0.892, Validation Accuracy:  0.891, Loss:  0.361
Epoch  11 Batch   38/78 - Train Accuracy:  0.901, Validation Accuracy:  0.892, Loss:  0.340
Epoch  11 Batch   39/78 - Train Accuracy:  0.888, Validation Accuracy:  0.888, Loss:  0.362
Epoch  11 Batch   40/78 - Train Accuracy:  0.900, Validation Accuracy:  0.890, Loss:  0.329
Epoch  11 Batch   41/78 - Train Accuracy:  0.859, Validation Accuracy:  0.887, Loss:  0.403
Epoch  11 Batch   42/78 - Train Accuracy:  0.881, Validation Accuracy:  0.884, Loss:  0.348
Epoch  11 Batch   43/78 - Train Accuracy:  0.855, Validation Accuracy:  0.894, Loss:  0.402
Epoch  11 Batch   44/78 - Train Accuracy:  0.869, Validation Accuracy:  0.886, Loss:  0.352
Epoch  11 Batch   45/78 - Train Accuracy:  0.879, Validation Accuracy:  0.892, Loss:  0.377
Epoch  11 Batch   46/78 - Train Accuracy:  0.873, Validation Accuracy:  0.890, Loss:  0.378
Epoch  11 Batch   47/78 - Train Accuracy:  0.890, Validation Accuracy:  0.895, Loss:  0.352
Epoch  11 Batch   48/78 - Train Accuracy:  0.905, Validation Accuracy:  0.884, Loss:  0.295
Epoch  11 Batch   49/78 - Train Accuracy:  0.886, Validation Accuracy:  0.888, Loss:  0.372
Epoch  11 Batch   50/78 - Train Accuracy:  0.845, Validation Accuracy:  0.886, Loss:  0.421
Epoch  11 Batch   51/78 - Train Accuracy:  0.894, Validation Accuracy:  0.896, Loss:  0.355
Epoch  11 Batch   52/78 - Train Accuracy:  0.895, Validation Accuracy:  0.901, Loss:  0.323
Epoch  11 Batch   53/78 - Train Accuracy:  0.882, Validation Accuracy:  0.901, Loss:  0.334
Epoch  11 Batch   54/78 - Train Accuracy:  0.875, Validation Accuracy:  0.903, Loss:  0.363
Epoch  11 Batch   55/78 - Train Accuracy:  0.881, Validation Accuracy:  0.894, Loss:  0.361
Epoch  11 Batch   56/78 - Train Accuracy:  0.900, Validation Accuracy:  0.895, Loss:  0.338
Epoch  11 Batch   57/78 - Train Accuracy:  0.885, Validation Accuracy:  0.898, Loss:  0.362
Epoch  11 Batch   58/78 - Train Accuracy:  0.878, Validation Accuracy:  0.897, Loss:  0.383
Epoch  11 Batch   59/78 - Train Accuracy:  0.884, Validation Accuracy:  0.891, Loss:  0.359
Epoch  11 Batch   60/78 - Train Accuracy:  0.893, Validation Accuracy:  0.896, Loss:  0.313
Epoch  11 Batch   61/78 - Train Accuracy:  0.881, Validation Accuracy:  0.891, Loss:  0.377
Epoch  11 Batch   62/78 - Train Accuracy:  0.881, Validation Accuracy:  0.887, Loss:  0.337
Epoch  11 Batch   63/78 - Train Accuracy:  0.888, Validation Accuracy:  0.897, Loss:  0.316
Epoch  11 Batch   64/78 - Train Accuracy:  0.893, Validation Accuracy:  0.897, Loss:  0.339
Epoch  11 Batch   65/78 - Train Accuracy:  0.888, Validation Accuracy:  0.895, Loss:  0.331
Epoch  11 Batch   66/78 - Train Accuracy:  0.903, Validation Accuracy:  0.900, Loss:  0.301
Epoch  11 Batch   67/78 - Train Accuracy:  0.895, Validation Accuracy:  0.897, Loss:  0.318
Epoch  11 Batch   68/78 - Train Accuracy:  0.876, Validation Accuracy:  0.900, Loss:  0.369
Epoch  11 Batch   69/78 - Train Accuracy:  0.908, Validation Accuracy:  0.892, Loss:  0.276
Epoch  11 Batch   70/78 - Train Accuracy:  0.895, Validation Accuracy:  0.893, Loss:  0.342
Epoch  11 Batch   71/78 - Train Accuracy:  0.908, Validation Accuracy:  0.888, Loss:  0.293
Epoch  11 Batch   72/78 - Train Accuracy:  0.877, Validation Accuracy:  0.884, Loss:  0.339
Epoch  11 Batch   73/78 - Train Accuracy:  0.871, Validation Accuracy:  0.886, Loss:  0.387
Epoch  11 Batch   74/78 - Train Accuracy:  0.878, Validation Accuracy:  0.892, Loss:  0.342
Epoch  11 Batch   75/78 - Train Accuracy:  0.881, Validation Accuracy:  0.891, Loss:  0.327
Epoch  11 Batch   76/78 - Train Accuracy:  0.883, Validation Accuracy:  0.891, Loss:  0.335
Epoch  12 Batch    0/78 - Train Accuracy:  0.871, Validation Accuracy:  0.895, Loss:  0.336
Epoch  12 Batch    1/78 - Train Accuracy:  0.901, Validation Accuracy:  0.897, Loss:  0.315
Epoch  12 Batch    2/78 - Train Accuracy:  0.895, Validation Accuracy:  0.892, Loss:  0.293
Epoch  12 Batch    3/78 - Train Accuracy:  0.882, Validation Accuracy:  0.890, Loss:  0.334
Epoch  12 Batch    4/78 - Train Accuracy:  0.901, Validation Accuracy:  0.895, Loss:  0.304
Epoch  12 Batch    5/78 - Train Accuracy:  0.905, Validation Accuracy:  0.892, Loss:  0.301
Epoch  12 Batch    6/78 - Train Accuracy:  0.904, Validation Accuracy:  0.890, Loss:  0.315
Epoch  12 Batch    7/78 - Train Accuracy:  0.894, Validation Accuracy:  0.890, Loss:  0.325
Epoch  12 Batch    8/78 - Train Accuracy:  0.901, Validation Accuracy:  0.897, Loss:  0.317
Epoch  12 Batch    9/78 - Train Accuracy:  0.904, Validation Accuracy:  0.898, Loss:  0.294
Epoch  12 Batch   10/78 - Train Accuracy:  0.892, Validation Accuracy:  0.897, Loss:  0.314
Epoch  12 Batch   11/78 - Train Accuracy:  0.873, Validation Accuracy:  0.898, Loss:  0.356
Epoch  12 Batch   12/78 - Train Accuracy:  0.879, Validation Accuracy:  0.901, Loss:  0.343
Epoch  12 Batch   13/78 - Train Accuracy:  0.885, Validation Accuracy:  0.897, Loss:  0.347
Epoch  12 Batch   14/78 - Train Accuracy:  0.912, Validation Accuracy:  0.898, Loss:  0.271
Epoch  12 Batch   15/78 - Train Accuracy:  0.888, Validation Accuracy:  0.901, Loss:  0.344
Epoch  12 Batch   16/78 - Train Accuracy:  0.900, Validation Accuracy:  0.892, Loss:  0.291
Epoch  12 Batch   17/78 - Train Accuracy:  0.897, Validation Accuracy:  0.892, Loss:  0.300
Epoch  12 Batch   18/78 - Train Accuracy:  0.894, Validation Accuracy:  0.894, Loss:  0.328
Epoch  12 Batch   19/78 - Train Accuracy:  0.905, Validation Accuracy:  0.905, Loss:  0.298
Epoch  12 Batch   20/78 - Train Accuracy:  0.919, Validation Accuracy:  0.902, Loss:  0.261
Epoch  12 Batch   21/78 - Train Accuracy:  0.882, Validation Accuracy:  0.901, Loss:  0.333
Epoch  12 Batch   22/78 - Train Accuracy:  0.898, Validation Accuracy:  0.904, Loss:  0.324
Epoch  12 Batch   23/78 - Train Accuracy:  0.914, Validation Accuracy:  0.904, Loss:  0.285
Epoch  12 Batch   24/78 - Train Accuracy:  0.914, Validation Accuracy:  0.903, Loss:  0.288
Epoch  12 Batch   25/78 - Train Accuracy:  0.897, Validation Accuracy:  0.900, Loss:  0.308
Epoch  12 Batch   26/78 - Train Accuracy:  0.879, Validation Accuracy:  0.902, Loss:  0.343
Epoch  12 Batch   27/78 - Train Accuracy:  0.903, Validation Accuracy:  0.902, Loss:  0.316
Epoch  12 Batch   28/78 - Train Accuracy:  0.887, Validation Accuracy:  0.902, Loss:  0.313
Epoch  12 Batch   29/78 - Train Accuracy:  0.887, Validation Accuracy:  0.900, Loss:  0.312
Epoch  12 Batch   30/78 - Train Accuracy:  0.897, Validation Accuracy:  0.904, Loss:  0.317
Epoch  12 Batch   31/78 - Train Accuracy:  0.906, Validation Accuracy:  0.902, Loss:  0.293
Epoch  12 Batch   32/78 - Train Accuracy:  0.894, Validation Accuracy:  0.897, Loss:  0.303
Epoch  12 Batch   33/78 - Train Accuracy:  0.888, Validation Accuracy:  0.901, Loss:  0.329
Epoch  12 Batch   34/78 - Train Accuracy:  0.898, Validation Accuracy:  0.901, Loss:  0.311
Epoch  12 Batch   35/78 - Train Accuracy:  0.896, Validation Accuracy:  0.897, Loss:  0.325
Epoch  12 Batch   36/78 - Train Accuracy:  0.890, Validation Accuracy:  0.903, Loss:  0.320
Epoch  12 Batch   37/78 - Train Accuracy:  0.898, Validation Accuracy:  0.902, Loss:  0.320
Epoch  12 Batch   38/78 - Train Accuracy:  0.907, Validation Accuracy:  0.901, Loss:  0.309
Epoch  12 Batch   39/78 - Train Accuracy:  0.894, Validation Accuracy:  0.894, Loss:  0.329
Epoch  12 Batch   40/78 - Train Accuracy:  0.908, Validation Accuracy:  0.887, Loss:  0.293
Epoch  12 Batch   41/78 - Train Accuracy:  0.874, Validation Accuracy:  0.901, Loss:  0.384
Epoch  12 Batch   42/78 - Train Accuracy:  0.876, Validation Accuracy:  0.886, Loss:  0.311
Epoch  12 Batch   43/78 - Train Accuracy:  0.866, Validation Accuracy:  0.902, Loss:  0.376
Epoch  12 Batch   44/78 - Train Accuracy:  0.882, Validation Accuracy:  0.893, Loss:  0.313
Epoch  12 Batch   45/78 - Train Accuracy:  0.876, Validation Accuracy:  0.900, Loss:  0.345
Epoch  12 Batch   46/78 - Train Accuracy:  0.881, Validation Accuracy:  0.895, Loss:  0.342
Epoch  12 Batch   47/78 - Train Accuracy:  0.893, Validation Accuracy:  0.894, Loss:  0.311
Epoch  12 Batch   48/78 - Train Accuracy:  0.916, Validation Accuracy:  0.893, Loss:  0.264
Epoch  12 Batch   49/78 - Train Accuracy:  0.888, Validation Accuracy:  0.901, Loss:  0.317
Epoch  12 Batch   50/78 - Train Accuracy:  0.867, Validation Accuracy:  0.894, Loss:  0.379
Epoch  12 Batch   51/78 - Train Accuracy:  0.904, Validation Accuracy:  0.900, Loss:  0.307
Epoch  12 Batch   52/78 - Train Accuracy:  0.905, Validation Accuracy:  0.897, Loss:  0.286
Epoch  12 Batch   53/78 - Train Accuracy:  0.901, Validation Accuracy:  0.898, Loss:  0.298
Epoch  12 Batch   54/78 - Train Accuracy:  0.885, Validation Accuracy:  0.904, Loss:  0.316
Epoch  12 Batch   55/78 - Train Accuracy:  0.893, Validation Accuracy:  0.908, Loss:  0.328
Epoch  12 Batch   56/78 - Train Accuracy:  0.907, Validation Accuracy:  0.901, Loss:  0.293
Epoch  12 Batch   57/78 - Train Accuracy:  0.895, Validation Accuracy:  0.900, Loss:  0.330
Epoch  12 Batch   58/78 - Train Accuracy:  0.890, Validation Accuracy:  0.896, Loss:  0.344
Epoch  12 Batch   59/78 - Train Accuracy:  0.893, Validation Accuracy:  0.890, Loss:  0.317
Epoch  12 Batch   60/78 - Train Accuracy:  0.904, Validation Accuracy:  0.891, Loss:  0.285
Epoch  12 Batch   61/78 - Train Accuracy:  0.895, Validation Accuracy:  0.902, Loss:  0.327
Epoch  12 Batch   62/78 - Train Accuracy:  0.895, Validation Accuracy:  0.906, Loss:  0.303
Epoch  12 Batch   63/78 - Train Accuracy:  0.900, Validation Accuracy:  0.910, Loss:  0.275
Epoch  12 Batch   64/78 - Train Accuracy:  0.894, Validation Accuracy:  0.910, Loss:  0.299
Epoch  12 Batch   65/78 - Train Accuracy:  0.895, Validation Accuracy:  0.905, Loss:  0.292
Epoch  12 Batch   66/78 - Train Accuracy:  0.908, Validation Accuracy:  0.897, Loss:  0.265
Epoch  12 Batch   67/78 - Train Accuracy:  0.904, Validation Accuracy:  0.897, Loss:  0.286
Epoch  12 Batch   68/78 - Train Accuracy:  0.890, Validation Accuracy:  0.896, Loss:  0.328
Epoch  12 Batch   69/78 - Train Accuracy:  0.920, Validation Accuracy:  0.892, Loss:  0.245
Epoch  12 Batch   70/78 - Train Accuracy:  0.904, Validation Accuracy:  0.894, Loss:  0.302
Epoch  12 Batch   71/78 - Train Accuracy:  0.923, Validation Accuracy:  0.893, Loss:  0.259
Epoch  12 Batch   72/78 - Train Accuracy:  0.884, Validation Accuracy:  0.900, Loss:  0.304
Epoch  12 Batch   73/78 - Train Accuracy:  0.888, Validation Accuracy:  0.902, Loss:  0.340
Epoch  12 Batch   74/78 - Train Accuracy:  0.886, Validation Accuracy:  0.894, Loss:  0.307
Epoch  12 Batch   75/78 - Train Accuracy:  0.893, Validation Accuracy:  0.898, Loss:  0.286
Epoch  12 Batch   76/78 - Train Accuracy:  0.887, Validation Accuracy:  0.900, Loss:  0.300
Epoch  13 Batch    0/78 - Train Accuracy:  0.886, Validation Accuracy:  0.898, Loss:  0.297
Epoch  13 Batch    1/78 - Train Accuracy:  0.905, Validation Accuracy:  0.897, Loss:  0.274
Epoch  13 Batch    2/78 - Train Accuracy:  0.908, Validation Accuracy:  0.894, Loss:  0.259
Epoch  13 Batch    3/78 - Train Accuracy:  0.898, Validation Accuracy:  0.894, Loss:  0.294
Epoch  13 Batch    4/78 - Train Accuracy:  0.912, Validation Accuracy:  0.898, Loss:  0.262
Epoch  13 Batch    5/78 - Train Accuracy:  0.915, Validation Accuracy:  0.892, Loss:  0.270
Epoch  13 Batch    6/78 - Train Accuracy:  0.913, Validation Accuracy:  0.895, Loss:  0.273
Epoch  13 Batch    7/78 - Train Accuracy:  0.896, Validation Accuracy:  0.898, Loss:  0.291
Epoch  13 Batch    8/78 - Train Accuracy:  0.913, Validation Accuracy:  0.902, Loss:  0.284
Epoch  13 Batch    9/78 - Train Accuracy:  0.923, Validation Accuracy:  0.901, Loss:  0.264
Epoch  13 Batch   10/78 - Train Accuracy:  0.897, Validation Accuracy:  0.903, Loss:  0.283
Epoch  13 Batch   11/78 - Train Accuracy:  0.886, Validation Accuracy:  0.898, Loss:  0.313
Epoch  13 Batch   12/78 - Train Accuracy:  0.895, Validation Accuracy:  0.903, Loss:  0.310
Epoch  13 Batch   13/78 - Train Accuracy:  0.891, Validation Accuracy:  0.906, Loss:  0.302
Epoch  13 Batch   14/78 - Train Accuracy:  0.911, Validation Accuracy:  0.901, Loss:  0.240
Epoch  13 Batch   15/78 - Train Accuracy:  0.894, Validation Accuracy:  0.903, Loss:  0.314
Epoch  13 Batch   16/78 - Train Accuracy:  0.908, Validation Accuracy:  0.900, Loss:  0.257
Epoch  13 Batch   17/78 - Train Accuracy:  0.907, Validation Accuracy:  0.904, Loss:  0.270
Epoch  13 Batch   18/78 - Train Accuracy:  0.906, Validation Accuracy:  0.903, Loss:  0.296
Epoch  13 Batch   19/78 - Train Accuracy:  0.913, Validation Accuracy:  0.897, Loss:  0.265
Epoch  13 Batch   20/78 - Train Accuracy:  0.930, Validation Accuracy:  0.902, Loss:  0.233
Epoch  13 Batch   21/78 - Train Accuracy:  0.896, Validation Accuracy:  0.904, Loss:  0.295
Epoch  13 Batch   22/78 - Train Accuracy:  0.907, Validation Accuracy:  0.902, Loss:  0.292
Epoch  13 Batch   23/78 - Train Accuracy:  0.916, Validation Accuracy:  0.902, Loss:  0.250
Epoch  13 Batch   24/78 - Train Accuracy:  0.922, Validation Accuracy:  0.903, Loss:  0.253
Epoch  13 Batch   25/78 - Train Accuracy:  0.904, Validation Accuracy:  0.905, Loss:  0.276
Epoch  13 Batch   26/78 - Train Accuracy:  0.888, Validation Accuracy:  0.905, Loss:  0.305
Epoch  13 Batch   27/78 - Train Accuracy:  0.910, Validation Accuracy:  0.903, Loss:  0.283
Epoch  13 Batch   28/78 - Train Accuracy:  0.896, Validation Accuracy:  0.905, Loss:  0.280
Epoch  13 Batch   29/78 - Train Accuracy:  0.910, Validation Accuracy:  0.910, Loss:  0.284
Epoch  13 Batch   30/78 - Train Accuracy:  0.905, Validation Accuracy:  0.912, Loss:  0.281
Epoch  13 Batch   31/78 - Train Accuracy:  0.905, Validation Accuracy:  0.908, Loss:  0.265
Epoch  13 Batch   32/78 - Train Accuracy:  0.908, Validation Accuracy:  0.902, Loss:  0.273
Epoch  13 Batch   33/78 - Train Accuracy:  0.901, Validation Accuracy:  0.901, Loss:  0.294
Epoch  13 Batch   34/78 - Train Accuracy:  0.908, Validation Accuracy:  0.904, Loss:  0.278
Epoch  13 Batch   35/78 - Train Accuracy:  0.911, Validation Accuracy:  0.905, Loss:  0.293
Epoch  13 Batch   36/78 - Train Accuracy:  0.906, Validation Accuracy:  0.905, Loss:  0.279
Epoch  13 Batch   37/78 - Train Accuracy:  0.900, Validation Accuracy:  0.904, Loss:  0.288
Epoch  13 Batch   38/78 - Train Accuracy:  0.913, Validation Accuracy:  0.905, Loss:  0.275
Epoch  13 Batch   39/78 - Train Accuracy:  0.900, Validation Accuracy:  0.900, Loss:  0.297
Epoch  13 Batch   40/78 - Train Accuracy:  0.915, Validation Accuracy:  0.894, Loss:  0.261
Epoch  13 Batch   41/78 - Train Accuracy:  0.871, Validation Accuracy:  0.898, Loss:  0.343
Epoch  13 Batch   42/78 - Train Accuracy:  0.883, Validation Accuracy:  0.890, Loss:  0.280
Epoch  13 Batch   43/78 - Train Accuracy:  0.881, Validation Accuracy:  0.897, Loss:  0.329
Epoch  13 Batch   44/78 - Train Accuracy:  0.886, Validation Accuracy:  0.910, Loss:  0.283
Epoch  13 Batch   45/78 - Train Accuracy:  0.878, Validation Accuracy:  0.910, Loss:  0.302
Epoch  13 Batch   46/78 - Train Accuracy:  0.900, Validation Accuracy:  0.898, Loss:  0.307
Epoch  13 Batch   47/78 - Train Accuracy:  0.901, Validation Accuracy:  0.901, Loss:  0.268
Epoch  13 Batch   48/78 - Train Accuracy:  0.927, Validation Accuracy:  0.908, Loss:  0.233
Epoch  13 Batch   49/78 - Train Accuracy:  0.898, Validation Accuracy:  0.905, Loss:  0.281
Epoch  13 Batch   50/78 - Train Accuracy:  0.877, Validation Accuracy:  0.908, Loss:  0.333
Epoch  13 Batch   51/78 - Train Accuracy:  0.913, Validation Accuracy:  0.908, Loss:  0.271
Epoch  13 Batch   52/78 - Train Accuracy:  0.919, Validation Accuracy:  0.908, Loss:  0.252
Epoch  13 Batch   53/78 - Train Accuracy:  0.904, Validation Accuracy:  0.904, Loss:  0.262
Epoch  13 Batch   54/78 - Train Accuracy:  0.892, Validation Accuracy:  0.902, Loss:  0.282
Epoch  13 Batch   55/78 - Train Accuracy:  0.903, Validation Accuracy:  0.905, Loss:  0.290
Epoch  13 Batch   56/78 - Train Accuracy:  0.921, Validation Accuracy:  0.915, Loss:  0.262
Epoch  13 Batch   57/78 - Train Accuracy:  0.895, Validation Accuracy:  0.914, Loss:  0.294
Epoch  13 Batch   58/78 - Train Accuracy:  0.905, Validation Accuracy:  0.908, Loss:  0.305
Epoch  13 Batch   59/78 - Train Accuracy:  0.904, Validation Accuracy:  0.906, Loss:  0.280
Epoch  13 Batch   60/78 - Train Accuracy:  0.910, Validation Accuracy:  0.903, Loss:  0.255
Epoch  13 Batch   61/78 - Train Accuracy:  0.900, Validation Accuracy:  0.907, Loss:  0.293
Epoch  13 Batch   62/78 - Train Accuracy:  0.903, Validation Accuracy:  0.912, Loss:  0.273
Epoch  13 Batch   63/78 - Train Accuracy:  0.913, Validation Accuracy:  0.915, Loss:  0.244
Epoch  13 Batch   64/78 - Train Accuracy:  0.910, Validation Accuracy:  0.912, Loss:  0.264
Epoch  13 Batch   65/78 - Train Accuracy:  0.911, Validation Accuracy:  0.906, Loss:  0.258
Epoch  13 Batch   66/78 - Train Accuracy:  0.914, Validation Accuracy:  0.906, Loss:  0.238
Epoch  13 Batch   67/78 - Train Accuracy:  0.914, Validation Accuracy:  0.913, Loss:  0.256
Epoch  13 Batch   68/78 - Train Accuracy:  0.906, Validation Accuracy:  0.910, Loss:  0.291
Epoch  13 Batch   69/78 - Train Accuracy:  0.922, Validation Accuracy:  0.906, Loss:  0.221
Epoch  13 Batch   70/78 - Train Accuracy:  0.906, Validation Accuracy:  0.897, Loss:  0.269
Epoch  13 Batch   71/78 - Train Accuracy:  0.920, Validation Accuracy:  0.901, Loss:  0.230
Epoch  13 Batch   72/78 - Train Accuracy:  0.893, Validation Accuracy:  0.900, Loss:  0.273
Epoch  13 Batch   73/78 - Train Accuracy:  0.906, Validation Accuracy:  0.897, Loss:  0.300
Epoch  13 Batch   74/78 - Train Accuracy:  0.894, Validation Accuracy:  0.897, Loss:  0.278
Epoch  13 Batch   75/78 - Train Accuracy:  0.902, Validation Accuracy:  0.897, Loss:  0.255
Epoch  13 Batch   76/78 - Train Accuracy:  0.897, Validation Accuracy:  0.902, Loss:  0.267
Epoch  14 Batch    0/78 - Train Accuracy:  0.902, Validation Accuracy:  0.903, Loss:  0.268
Epoch  14 Batch    1/78 - Train Accuracy:  0.906, Validation Accuracy:  0.904, Loss:  0.244
Epoch  14 Batch    2/78 - Train Accuracy:  0.913, Validation Accuracy:  0.902, Loss:  0.227
Epoch  14 Batch    3/78 - Train Accuracy:  0.907, Validation Accuracy:  0.898, Loss:  0.263
Epoch  14 Batch    4/78 - Train Accuracy:  0.919, Validation Accuracy:  0.904, Loss:  0.231
Epoch  14 Batch    5/78 - Train Accuracy:  0.925, Validation Accuracy:  0.902, Loss:  0.241
Epoch  14 Batch    6/78 - Train Accuracy:  0.919, Validation Accuracy:  0.902, Loss:  0.244
Epoch  14 Batch    7/78 - Train Accuracy:  0.896, Validation Accuracy:  0.904, Loss:  0.264
Epoch  14 Batch    8/78 - Train Accuracy:  0.921, Validation Accuracy:  0.913, Loss:  0.252
Epoch  14 Batch    9/78 - Train Accuracy:  0.925, Validation Accuracy:  0.913, Loss:  0.239
Epoch  14 Batch   10/78 - Train Accuracy:  0.914, Validation Accuracy:  0.910, Loss:  0.246
Epoch  14 Batch   11/78 - Train Accuracy:  0.902, Validation Accuracy:  0.908, Loss:  0.280
Epoch  14 Batch   12/78 - Train Accuracy:  0.900, Validation Accuracy:  0.910, Loss:  0.274
Epoch  14 Batch   13/78 - Train Accuracy:  0.890, Validation Accuracy:  0.914, Loss:  0.268
Epoch  14 Batch   14/78 - Train Accuracy:  0.924, Validation Accuracy:  0.915, Loss:  0.210
Epoch  14 Batch   15/78 - Train Accuracy:  0.906, Validation Accuracy:  0.912, Loss:  0.281
Epoch  14 Batch   16/78 - Train Accuracy:  0.917, Validation Accuracy:  0.904, Loss:  0.228
Epoch  14 Batch   17/78 - Train Accuracy:  0.907, Validation Accuracy:  0.905, Loss:  0.241
Epoch  14 Batch   18/78 - Train Accuracy:  0.915, Validation Accuracy:  0.911, Loss:  0.265
Epoch  14 Batch   19/78 - Train Accuracy:  0.924, Validation Accuracy:  0.911, Loss:  0.236
Epoch  14 Batch   20/78 - Train Accuracy:  0.935, Validation Accuracy:  0.913, Loss:  0.203
Epoch  14 Batch   21/78 - Train Accuracy:  0.908, Validation Accuracy:  0.912, Loss:  0.264
Epoch  14 Batch   22/78 - Train Accuracy:  0.908, Validation Accuracy:  0.911, Loss:  0.257
Epoch  14 Batch   23/78 - Train Accuracy:  0.922, Validation Accuracy:  0.908, Loss:  0.224
Epoch  14 Batch   24/78 - Train Accuracy:  0.929, Validation Accuracy:  0.907, Loss:  0.224
Epoch  14 Batch   25/78 - Train Accuracy:  0.910, Validation Accuracy:  0.904, Loss:  0.244
Epoch  14 Batch   26/78 - Train Accuracy:  0.898, Validation Accuracy:  0.903, Loss:  0.273
Epoch  14 Batch   27/78 - Train Accuracy:  0.910, Validation Accuracy:  0.905, Loss:  0.254
Epoch  14 Batch   28/78 - Train Accuracy:  0.900, Validation Accuracy:  0.908, Loss:  0.250
Epoch  14 Batch   29/78 - Train Accuracy:  0.916, Validation Accuracy:  0.912, Loss:  0.259
Epoch  14 Batch   30/78 - Train Accuracy:  0.910, Validation Accuracy:  0.906, Loss:  0.249
Epoch  14 Batch   31/78 - Train Accuracy:  0.913, Validation Accuracy:  0.903, Loss:  0.241
Epoch  14 Batch   32/78 - Train Accuracy:  0.917, Validation Accuracy:  0.910, Loss:  0.246
Epoch  14 Batch   33/78 - Train Accuracy:  0.903, Validation Accuracy:  0.908, Loss:  0.263
Epoch  14 Batch   34/78 - Train Accuracy:  0.914, Validation Accuracy:  0.902, Loss:  0.247
Epoch  14 Batch   35/78 - Train Accuracy:  0.902, Validation Accuracy:  0.906, Loss:  0.263
Epoch  14 Batch   36/78 - Train Accuracy:  0.912, Validation Accuracy:  0.904, Loss:  0.247
Epoch  14 Batch   37/78 - Train Accuracy:  0.905, Validation Accuracy:  0.904, Loss:  0.261
Epoch  14 Batch   38/78 - Train Accuracy:  0.915, Validation Accuracy:  0.910, Loss:  0.246
Epoch  14 Batch   39/78 - Train Accuracy:  0.905, Validation Accuracy:  0.906, Loss:  0.265
Epoch  14 Batch   40/78 - Train Accuracy:  0.925, Validation Accuracy:  0.904, Loss:  0.235
Epoch  14 Batch   41/78 - Train Accuracy:  0.881, Validation Accuracy:  0.903, Loss:  0.305
Epoch  14 Batch   42/78 - Train Accuracy:  0.890, Validation Accuracy:  0.904, Loss:  0.252
Epoch  14 Batch   43/78 - Train Accuracy:  0.883, Validation Accuracy:  0.911, Loss:  0.294
Epoch  14 Batch   44/78 - Train Accuracy:  0.891, Validation Accuracy:  0.915, Loss:  0.255
Epoch  14 Batch   45/78 - Train Accuracy:  0.878, Validation Accuracy:  0.911, Loss:  0.272
Epoch  14 Batch   46/78 - Train Accuracy:  0.905, Validation Accuracy:  0.907, Loss:  0.272
Epoch  14 Batch   47/78 - Train Accuracy:  0.908, Validation Accuracy:  0.910, Loss:  0.238
Epoch  14 Batch   48/78 - Train Accuracy:  0.938, Validation Accuracy:  0.921, Loss:  0.208
Epoch  14 Batch   49/78 - Train Accuracy:  0.914, Validation Accuracy:  0.919, Loss:  0.252
Epoch  14 Batch   50/78 - Train Accuracy:  0.878, Validation Accuracy:  0.917, Loss:  0.295
Epoch  14 Batch   51/78 - Train Accuracy:  0.925, Validation Accuracy:  0.911, Loss:  0.241
Epoch  14 Batch   52/78 - Train Accuracy:  0.920, Validation Accuracy:  0.912, Loss:  0.223
Epoch  14 Batch   53/78 - Train Accuracy:  0.903, Validation Accuracy:  0.913, Loss:  0.231
Epoch  14 Batch   54/78 - Train Accuracy:  0.896, Validation Accuracy:  0.915, Loss:  0.255
Epoch  14 Batch   55/78 - Train Accuracy:  0.915, Validation Accuracy:  0.917, Loss:  0.260
Epoch  14 Batch   56/78 - Train Accuracy:  0.924, Validation Accuracy:  0.914, Loss:  0.235
Epoch  14 Batch   57/78 - Train Accuracy:  0.902, Validation Accuracy:  0.916, Loss:  0.266
Epoch  14 Batch   58/78 - Train Accuracy:  0.908, Validation Accuracy:  0.914, Loss:  0.272
Epoch  14 Batch   59/78 - Train Accuracy:  0.904, Validation Accuracy:  0.917, Loss:  0.250
Epoch  14 Batch   60/78 - Train Accuracy:  0.904, Validation Accuracy:  0.920, Loss:  0.230
Epoch  14 Batch   61/78 - Train Accuracy:  0.910, Validation Accuracy:  0.921, Loss:  0.263
Epoch  14 Batch   62/78 - Train Accuracy:  0.912, Validation Accuracy:  0.924, Loss:  0.246
Epoch  14 Batch   63/78 - Train Accuracy:  0.916, Validation Accuracy:  0.921, Loss:  0.218
Epoch  14 Batch   64/78 - Train Accuracy:  0.919, Validation Accuracy:  0.919, Loss:  0.234
Epoch  14 Batch   65/78 - Train Accuracy:  0.920, Validation Accuracy:  0.919, Loss:  0.230
Epoch  14 Batch   66/78 - Train Accuracy:  0.917, Validation Accuracy:  0.923, Loss:  0.214
Epoch  14 Batch   67/78 - Train Accuracy:  0.913, Validation Accuracy:  0.922, Loss:  0.229
Epoch  14 Batch   68/78 - Train Accuracy:  0.907, Validation Accuracy:  0.922, Loss:  0.259
Epoch  14 Batch   69/78 - Train Accuracy:  0.924, Validation Accuracy:  0.921, Loss:  0.200
Epoch  14 Batch   70/78 - Train Accuracy:  0.912, Validation Accuracy:  0.917, Loss:  0.239
Epoch  14 Batch   71/78 - Train Accuracy:  0.926, Validation Accuracy:  0.916, Loss:  0.204
Epoch  14 Batch   72/78 - Train Accuracy:  0.904, Validation Accuracy:  0.912, Loss:  0.246
Epoch  14 Batch   73/78 - Train Accuracy:  0.912, Validation Accuracy:  0.907, Loss:  0.265
Epoch  14 Batch   74/78 - Train Accuracy:  0.896, Validation Accuracy:  0.911, Loss:  0.253
Epoch  14 Batch   75/78 - Train Accuracy:  0.904, Validation Accuracy:  0.916, Loss:  0.228
Epoch  14 Batch   76/78 - Train Accuracy:  0.907, Validation Accuracy:  0.912, Loss:  0.238
Epoch  15 Batch    0/78 - Train Accuracy:  0.911, Validation Accuracy:  0.913, Loss:  0.240
Epoch  15 Batch    1/78 - Train Accuracy:  0.919, Validation Accuracy:  0.917, Loss:  0.220
Epoch  15 Batch    2/78 - Train Accuracy:  0.924, Validation Accuracy:  0.914, Loss:  0.201
Epoch  15 Batch    3/78 - Train Accuracy:  0.915, Validation Accuracy:  0.914, Loss:  0.236
Epoch  15 Batch    4/78 - Train Accuracy:  0.923, Validation Accuracy:  0.915, Loss:  0.204
Epoch  15 Batch    5/78 - Train Accuracy:  0.926, Validation Accuracy:  0.910, Loss:  0.215
Epoch  15 Batch    6/78 - Train Accuracy:  0.925, Validation Accuracy:  0.916, Loss:  0.217
Epoch  15 Batch    7/78 - Train Accuracy:  0.902, Validation Accuracy:  0.919, Loss:  0.241
Epoch  15 Batch    8/78 - Train Accuracy:  0.926, Validation Accuracy:  0.919, Loss:  0.224
Epoch  15 Batch    9/78 - Train Accuracy:  0.933, Validation Accuracy:  0.920, Loss:  0.218
Epoch  15 Batch   10/78 - Train Accuracy:  0.920, Validation Accuracy:  0.927, Loss:  0.219
Epoch  15 Batch   11/78 - Train Accuracy:  0.908, Validation Accuracy:  0.920, Loss:  0.249
Epoch  15 Batch   12/78 - Train Accuracy:  0.902, Validation Accuracy:  0.912, Loss:  0.247
Epoch  15 Batch   13/78 - Train Accuracy:  0.906, Validation Accuracy:  0.913, Loss:  0.240
Epoch  15 Batch   14/78 - Train Accuracy:  0.929, Validation Accuracy:  0.915, Loss:  0.185
Epoch  15 Batch   15/78 - Train Accuracy:  0.908, Validation Accuracy:  0.916, Loss:  0.254
Epoch  15 Batch   16/78 - Train Accuracy:  0.927, Validation Accuracy:  0.914, Loss:  0.204
Epoch  15 Batch   17/78 - Train Accuracy:  0.913, Validation Accuracy:  0.914, Loss:  0.217
Epoch  15 Batch   18/78 - Train Accuracy:  0.912, Validation Accuracy:  0.921, Loss:  0.239
Epoch  15 Batch   19/78 - Train Accuracy:  0.924, Validation Accuracy:  0.922, Loss:  0.211
Epoch  15 Batch   20/78 - Train Accuracy:  0.941, Validation Accuracy:  0.926, Loss:  0.180
Epoch  15 Batch   21/78 - Train Accuracy:  0.924, Validation Accuracy:  0.919, Loss:  0.236
Epoch  15 Batch   22/78 - Train Accuracy:  0.906, Validation Accuracy:  0.922, Loss:  0.229
Epoch  15 Batch   23/78 - Train Accuracy:  0.929, Validation Accuracy:  0.917, Loss:  0.201
Epoch  15 Batch   24/78 - Train Accuracy:  0.927, Validation Accuracy:  0.917, Loss:  0.200
Epoch  15 Batch   25/78 - Train Accuracy:  0.922, Validation Accuracy:  0.926, Loss:  0.219
Epoch  15 Batch   26/78 - Train Accuracy:  0.907, Validation Accuracy:  0.925, Loss:  0.245
Epoch  15 Batch   27/78 - Train Accuracy:  0.914, Validation Accuracy:  0.922, Loss:  0.227
Epoch  15 Batch   28/78 - Train Accuracy:  0.908, Validation Accuracy:  0.931, Loss:  0.227
Epoch  15 Batch   29/78 - Train Accuracy:  0.901, Validation Accuracy:  0.921, Loss:  0.236
Epoch  15 Batch   30/78 - Train Accuracy:  0.915, Validation Accuracy:  0.920, Loss:  0.222
Epoch  15 Batch   31/78 - Train Accuracy:  0.920, Validation Accuracy:  0.919, Loss:  0.218
Epoch  15 Batch   32/78 - Train Accuracy:  0.925, Validation Accuracy:  0.924, Loss:  0.223
Epoch  15 Batch   33/78 - Train Accuracy:  0.905, Validation Accuracy:  0.920, Loss:  0.236
Epoch  15 Batch   34/78 - Train Accuracy:  0.916, Validation Accuracy:  0.916, Loss:  0.220
Epoch  15 Batch   35/78 - Train Accuracy:  0.905, Validation Accuracy:  0.912, Loss:  0.236
Epoch  15 Batch   36/78 - Train Accuracy:  0.924, Validation Accuracy:  0.910, Loss:  0.220
Epoch  15 Batch   37/78 - Train Accuracy:  0.913, Validation Accuracy:  0.910, Loss:  0.235
Epoch  15 Batch   38/78 - Train Accuracy:  0.924, Validation Accuracy:  0.916, Loss:  0.220
Epoch  15 Batch   39/78 - Train Accuracy:  0.907, Validation Accuracy:  0.919, Loss:  0.239
Epoch  15 Batch   40/78 - Train Accuracy:  0.932, Validation Accuracy:  0.921, Loss:  0.211
Epoch  15 Batch   41/78 - Train Accuracy:  0.893, Validation Accuracy:  0.923, Loss:  0.272
Epoch  15 Batch   42/78 - Train Accuracy:  0.900, Validation Accuracy:  0.914, Loss:  0.225
Epoch  15 Batch   43/78 - Train Accuracy:  0.893, Validation Accuracy:  0.917, Loss:  0.263
Epoch  15 Batch   44/78 - Train Accuracy:  0.900, Validation Accuracy:  0.926, Loss:  0.229
Epoch  15 Batch   45/78 - Train Accuracy:  0.881, Validation Accuracy:  0.917, Loss:  0.242
Epoch  15 Batch   46/78 - Train Accuracy:  0.911, Validation Accuracy:  0.922, Loss:  0.241
Epoch  15 Batch   47/78 - Train Accuracy:  0.922, Validation Accuracy:  0.921, Loss:  0.210
Epoch  15 Batch   48/78 - Train Accuracy:  0.940, Validation Accuracy:  0.924, Loss:  0.187
Epoch  15 Batch   49/78 - Train Accuracy:  0.911, Validation Accuracy:  0.930, Loss:  0.227
Epoch  15 Batch   50/78 - Train Accuracy:  0.883, Validation Accuracy:  0.930, Loss:  0.261
Epoch  15 Batch   51/78 - Train Accuracy:  0.939, Validation Accuracy:  0.930, Loss:  0.215
Epoch  15 Batch   52/78 - Train Accuracy:  0.929, Validation Accuracy:  0.925, Loss:  0.200
Epoch  15 Batch   53/78 - Train Accuracy:  0.914, Validation Accuracy:  0.926, Loss:  0.205
Epoch  15 Batch   54/78 - Train Accuracy:  0.903, Validation Accuracy:  0.926, Loss:  0.229
Epoch  15 Batch   55/78 - Train Accuracy:  0.920, Validation Accuracy:  0.926, Loss:  0.236
Epoch  15 Batch   56/78 - Train Accuracy:  0.933, Validation Accuracy:  0.930, Loss:  0.211
Epoch  15 Batch   57/78 - Train Accuracy:  0.905, Validation Accuracy:  0.920, Loss:  0.242
Epoch  15 Batch   58/78 - Train Accuracy:  0.912, Validation Accuracy:  0.912, Loss:  0.244
Epoch  15 Batch   59/78 - Train Accuracy:  0.910, Validation Accuracy:  0.916, Loss:  0.225
Epoch  15 Batch   60/78 - Train Accuracy:  0.912, Validation Accuracy:  0.913, Loss:  0.208
Epoch  15 Batch   61/78 - Train Accuracy:  0.916, Validation Accuracy:  0.915, Loss:  0.239
Epoch  15 Batch   62/78 - Train Accuracy:  0.913, Validation Accuracy:  0.921, Loss:  0.223
Epoch  15 Batch   63/78 - Train Accuracy:  0.919, Validation Accuracy:  0.917, Loss:  0.195
Epoch  15 Batch   64/78 - Train Accuracy:  0.929, Validation Accuracy:  0.916, Loss:  0.208
Epoch  15 Batch   65/78 - Train Accuracy:  0.919, Validation Accuracy:  0.923, Loss:  0.206
Epoch  15 Batch   66/78 - Train Accuracy:  0.921, Validation Accuracy:  0.920, Loss:  0.193
Epoch  15 Batch   67/78 - Train Accuracy:  0.916, Validation Accuracy:  0.925, Loss:  0.206
Epoch  15 Batch   68/78 - Train Accuracy:  0.921, Validation Accuracy:  0.926, Loss:  0.232
Epoch  15 Batch   69/78 - Train Accuracy:  0.930, Validation Accuracy:  0.923, Loss:  0.181
Epoch  15 Batch   70/78 - Train Accuracy:  0.920, Validation Accuracy:  0.916, Loss:  0.215
Epoch  15 Batch   71/78 - Train Accuracy:  0.935, Validation Accuracy:  0.916, Loss:  0.180
Epoch  15 Batch   72/78 - Train Accuracy:  0.908, Validation Accuracy:  0.919, Loss:  0.221
Epoch  15 Batch   73/78 - Train Accuracy:  0.914, Validation Accuracy:  0.917, Loss:  0.235
Epoch  15 Batch   74/78 - Train Accuracy:  0.913, Validation Accuracy:  0.917, Loss:  0.231
Epoch  15 Batch   75/78 - Train Accuracy:  0.910, Validation Accuracy:  0.923, Loss:  0.204
Epoch  15 Batch   76/78 - Train Accuracy:  0.922, Validation Accuracy:  0.921, Loss:  0.214
Epoch  16 Batch    0/78 - Train Accuracy:  0.915, Validation Accuracy:  0.919, Loss:  0.215
Epoch  16 Batch    1/78 - Train Accuracy:  0.929, Validation Accuracy:  0.915, Loss:  0.198
Epoch  16 Batch    2/78 - Train Accuracy:  0.930, Validation Accuracy:  0.923, Loss:  0.178
Epoch  16 Batch    3/78 - Train Accuracy:  0.920, Validation Accuracy:  0.924, Loss:  0.211
Epoch  16 Batch    4/78 - Train Accuracy:  0.930, Validation Accuracy:  0.929, Loss:  0.182
Epoch  16 Batch    5/78 - Train Accuracy:  0.930, Validation Accuracy:  0.924, Loss:  0.192
Epoch  16 Batch    6/78 - Train Accuracy:  0.932, Validation Accuracy:  0.924, Loss:  0.192
Epoch  16 Batch    7/78 - Train Accuracy:  0.908, Validation Accuracy:  0.930, Loss:  0.220
Epoch  16 Batch    8/78 - Train Accuracy:  0.936, Validation Accuracy:  0.917, Loss:  0.199
Epoch  16 Batch    9/78 - Train Accuracy:  0.931, Validation Accuracy:  0.921, Loss:  0.198
Epoch  16 Batch   10/78 - Train Accuracy:  0.926, Validation Accuracy:  0.921, Loss:  0.194
Epoch  16 Batch   11/78 - Train Accuracy:  0.919, Validation Accuracy:  0.922, Loss:  0.224
Epoch  16 Batch   12/78 - Train Accuracy:  0.908, Validation Accuracy:  0.925, Loss:  0.223
Epoch  16 Batch   13/78 - Train Accuracy:  0.916, Validation Accuracy:  0.926, Loss:  0.215
Epoch  16 Batch   14/78 - Train Accuracy:  0.939, Validation Accuracy:  0.925, Loss:  0.163
Epoch  16 Batch   15/78 - Train Accuracy:  0.913, Validation Accuracy:  0.921, Loss:  0.230
Epoch  16 Batch   16/78 - Train Accuracy:  0.941, Validation Accuracy:  0.919, Loss:  0.184
Epoch  16 Batch   17/78 - Train Accuracy:  0.924, Validation Accuracy:  0.924, Loss:  0.198
Epoch  16 Batch   18/78 - Train Accuracy:  0.921, Validation Accuracy:  0.926, Loss:  0.214
Epoch  16 Batch   19/78 - Train Accuracy:  0.932, Validation Accuracy:  0.922, Loss:  0.191
Epoch  16 Batch   20/78 - Train Accuracy:  0.949, Validation Accuracy:  0.921, Loss:  0.159
Epoch  16 Batch   21/78 - Train Accuracy:  0.925, Validation Accuracy:  0.921, Loss:  0.211
Epoch  16 Batch   22/78 - Train Accuracy:  0.922, Validation Accuracy:  0.924, Loss:  0.205
Epoch  16 Batch   23/78 - Train Accuracy:  0.932, Validation Accuracy:  0.920, Loss:  0.182
Epoch  16 Batch   24/78 - Train Accuracy:  0.925, Validation Accuracy:  0.921, Loss:  0.180
Epoch  16 Batch   25/78 - Train Accuracy:  0.931, Validation Accuracy:  0.930, Loss:  0.197
Epoch  16 Batch   26/78 - Train Accuracy:  0.914, Validation Accuracy:  0.930, Loss:  0.220
Epoch  16 Batch   27/78 - Train Accuracy:  0.927, Validation Accuracy:  0.930, Loss:  0.203
Epoch  16 Batch   28/78 - Train Accuracy:  0.913, Validation Accuracy:  0.938, Loss:  0.206
Epoch  16 Batch   29/78 - Train Accuracy:  0.907, Validation Accuracy:  0.932, Loss:  0.215
Epoch  16 Batch   30/78 - Train Accuracy:  0.926, Validation Accuracy:  0.927, Loss:  0.199
Epoch  16 Batch   31/78 - Train Accuracy:  0.925, Validation Accuracy:  0.924, Loss:  0.197
Epoch  16 Batch   32/78 - Train Accuracy:  0.933, Validation Accuracy:  0.926, Loss:  0.202
Epoch  16 Batch   33/78 - Train Accuracy:  0.913, Validation Accuracy:  0.921, Loss:  0.213
Epoch  16 Batch   34/78 - Train Accuracy:  0.927, Validation Accuracy:  0.911, Loss:  0.196
Epoch  16 Batch   35/78 - Train Accuracy:  0.900, Validation Accuracy:  0.916, Loss:  0.215
Epoch  16 Batch   36/78 - Train Accuracy:  0.934, Validation Accuracy:  0.914, Loss:  0.200
Epoch  16 Batch   37/78 - Train Accuracy:  0.914, Validation Accuracy:  0.913, Loss:  0.211
Epoch  16 Batch   38/78 - Train Accuracy:  0.927, Validation Accuracy:  0.917, Loss:  0.196
Epoch  16 Batch   39/78 - Train Accuracy:  0.919, Validation Accuracy:  0.916, Loss:  0.217
Epoch  16 Batch   40/78 - Train Accuracy:  0.933, Validation Accuracy:  0.925, Loss:  0.190
Epoch  16 Batch   41/78 - Train Accuracy:  0.900, Validation Accuracy:  0.929, Loss:  0.245
Epoch  16 Batch   42/78 - Train Accuracy:  0.896, Validation Accuracy:  0.926, Loss:  0.203
Epoch  16 Batch   43/78 - Train Accuracy:  0.903, Validation Accuracy:  0.923, Loss:  0.237
Epoch  16 Batch   44/78 - Train Accuracy:  0.895, Validation Accuracy:  0.915, Loss:  0.204
Epoch  16 Batch   45/78 - Train Accuracy:  0.890, Validation Accuracy:  0.924, Loss:  0.215
Epoch  16 Batch   46/78 - Train Accuracy:  0.915, Validation Accuracy:  0.926, Loss:  0.215
Epoch  16 Batch   47/78 - Train Accuracy:  0.929, Validation Accuracy:  0.930, Loss:  0.184
Epoch  16 Batch   48/78 - Train Accuracy:  0.946, Validation Accuracy:  0.933, Loss:  0.169
Epoch  16 Batch   49/78 - Train Accuracy:  0.903, Validation Accuracy:  0.934, Loss:  0.206
Epoch  16 Batch   50/78 - Train Accuracy:  0.901, Validation Accuracy:  0.932, Loss:  0.230
Epoch  16 Batch   51/78 - Train Accuracy:  0.936, Validation Accuracy:  0.926, Loss:  0.192
Epoch  16 Batch   52/78 - Train Accuracy:  0.938, Validation Accuracy:  0.933, Loss:  0.180
Epoch  16 Batch   53/78 - Train Accuracy:  0.924, Validation Accuracy:  0.929, Loss:  0.183
Epoch  16 Batch   54/78 - Train Accuracy:  0.919, Validation Accuracy:  0.933, Loss:  0.206
Epoch  16 Batch   55/78 - Train Accuracy:  0.925, Validation Accuracy:  0.927, Loss:  0.215
Epoch  16 Batch   56/78 - Train Accuracy:  0.939, Validation Accuracy:  0.931, Loss:  0.190
Epoch  16 Batch   57/78 - Train Accuracy:  0.919, Validation Accuracy:  0.924, Loss:  0.217
Epoch  16 Batch   58/78 - Train Accuracy:  0.922, Validation Accuracy:  0.915, Loss:  0.219
Epoch  16 Batch   59/78 - Train Accuracy:  0.921, Validation Accuracy:  0.920, Loss:  0.200
Epoch  16 Batch   60/78 - Train Accuracy:  0.917, Validation Accuracy:  0.916, Loss:  0.187
Epoch  16 Batch   61/78 - Train Accuracy:  0.924, Validation Accuracy:  0.915, Loss:  0.215
Epoch  16 Batch   62/78 - Train Accuracy:  0.911, Validation Accuracy:  0.917, Loss:  0.203
Epoch  16 Batch   63/78 - Train Accuracy:  0.930, Validation Accuracy:  0.929, Loss:  0.175
Epoch  16 Batch   64/78 - Train Accuracy:  0.932, Validation Accuracy:  0.919, Loss:  0.183
Epoch  16 Batch   65/78 - Train Accuracy:  0.925, Validation Accuracy:  0.917, Loss:  0.187
Epoch  16 Batch   66/78 - Train Accuracy:  0.923, Validation Accuracy:  0.925, Loss:  0.172
Epoch  16 Batch   67/78 - Train Accuracy:  0.931, Validation Accuracy:  0.925, Loss:  0.183
Epoch  16 Batch   68/78 - Train Accuracy:  0.933, Validation Accuracy:  0.924, Loss:  0.207
Epoch  16 Batch   69/78 - Train Accuracy:  0.948, Validation Accuracy:  0.924, Loss:  0.159
Epoch  16 Batch   70/78 - Train Accuracy:  0.924, Validation Accuracy:  0.922, Loss:  0.192
Epoch  16 Batch   71/78 - Train Accuracy:  0.943, Validation Accuracy:  0.913, Loss:  0.157
Epoch  16 Batch   72/78 - Train Accuracy:  0.906, Validation Accuracy:  0.912, Loss:  0.197
Epoch  16 Batch   73/78 - Train Accuracy:  0.913, Validation Accuracy:  0.911, Loss:  0.210
Epoch  16 Batch   74/78 - Train Accuracy:  0.915, Validation Accuracy:  0.913, Loss:  0.206
Epoch  16 Batch   75/78 - Train Accuracy:  0.911, Validation Accuracy:  0.922, Loss:  0.182
Epoch  16 Batch   76/78 - Train Accuracy:  0.926, Validation Accuracy:  0.929, Loss:  0.191
Epoch  17 Batch    0/78 - Train Accuracy:  0.923, Validation Accuracy:  0.925, Loss:  0.196
Epoch  17 Batch    1/78 - Train Accuracy:  0.941, Validation Accuracy:  0.924, Loss:  0.171
Epoch  17 Batch    2/78 - Train Accuracy:  0.948, Validation Accuracy:  0.922, Loss:  0.156
Epoch  17 Batch    3/78 - Train Accuracy:  0.920, Validation Accuracy:  0.926, Loss:  0.188
Epoch  17 Batch    4/78 - Train Accuracy:  0.942, Validation Accuracy:  0.927, Loss:  0.159
Epoch  17 Batch    5/78 - Train Accuracy:  0.936, Validation Accuracy:  0.921, Loss:  0.172
Epoch  17 Batch    6/78 - Train Accuracy:  0.933, Validation Accuracy:  0.923, Loss:  0.170
Epoch  17 Batch    7/78 - Train Accuracy:  0.919, Validation Accuracy:  0.924, Loss:  0.198
Epoch  17 Batch    8/78 - Train Accuracy:  0.942, Validation Accuracy:  0.914, Loss:  0.173
Epoch  17 Batch    9/78 - Train Accuracy:  0.941, Validation Accuracy:  0.917, Loss:  0.178
Epoch  17 Batch   10/78 - Train Accuracy:  0.933, Validation Accuracy:  0.926, Loss:  0.171
Epoch  17 Batch   11/78 - Train Accuracy:  0.920, Validation Accuracy:  0.931, Loss:  0.202
Epoch  17 Batch   12/78 - Train Accuracy:  0.925, Validation Accuracy:  0.932, Loss:  0.201
Epoch  17 Batch   13/78 - Train Accuracy:  0.923, Validation Accuracy:  0.936, Loss:  0.194
Epoch  17 Batch   14/78 - Train Accuracy:  0.955, Validation Accuracy:  0.940, Loss:  0.144
Epoch  17 Batch   15/78 - Train Accuracy:  0.917, Validation Accuracy:  0.929, Loss:  0.207
Epoch  17 Batch   16/78 - Train Accuracy:  0.948, Validation Accuracy:  0.927, Loss:  0.164
Epoch  17 Batch   17/78 - Train Accuracy:  0.924, Validation Accuracy:  0.934, Loss:  0.179
Epoch  17 Batch   18/78 - Train Accuracy:  0.925, Validation Accuracy:  0.930, Loss:  0.192
Epoch  17 Batch   19/78 - Train Accuracy:  0.934, Validation Accuracy:  0.926, Loss:  0.170
Epoch  17 Batch   20/78 - Train Accuracy:  0.951, Validation Accuracy:  0.921, Loss:  0.142
Epoch  17 Batch   21/78 - Train Accuracy:  0.931, Validation Accuracy:  0.925, Loss:  0.189
Epoch  17 Batch   22/78 - Train Accuracy:  0.929, Validation Accuracy:  0.931, Loss:  0.184
Epoch  17 Batch   23/78 - Train Accuracy:  0.935, Validation Accuracy:  0.921, Loss:  0.168
Epoch  17 Batch   24/78 - Train Accuracy:  0.927, Validation Accuracy:  0.921, Loss:  0.157
Epoch  17 Batch   25/78 - Train Accuracy:  0.933, Validation Accuracy:  0.927, Loss:  0.177
Epoch  17 Batch   26/78 - Train Accuracy:  0.914, Validation Accuracy:  0.931, Loss:  0.199
Epoch  17 Batch   27/78 - Train Accuracy:  0.930, Validation Accuracy:  0.927, Loss:  0.183
Epoch  17 Batch   28/78 - Train Accuracy:  0.925, Validation Accuracy:  0.926, Loss:  0.188
Epoch  17 Batch   29/78 - Train Accuracy:  0.908, Validation Accuracy:  0.924, Loss:  0.192
Epoch  17 Batch   30/78 - Train Accuracy:  0.938, Validation Accuracy:  0.930, Loss:  0.179
Epoch  17 Batch   31/78 - Train Accuracy:  0.929, Validation Accuracy:  0.925, Loss:  0.177
Epoch  17 Batch   32/78 - Train Accuracy:  0.938, Validation Accuracy:  0.919, Loss:  0.178
Epoch  17 Batch   33/78 - Train Accuracy:  0.911, Validation Accuracy:  0.920, Loss:  0.198
Epoch  17 Batch   34/78 - Train Accuracy:  0.939, Validation Accuracy:  0.911, Loss:  0.174
Epoch  17 Batch   35/78 - Train Accuracy:  0.914, Validation Accuracy:  0.914, Loss:  0.197
Epoch  17 Batch   36/78 - Train Accuracy:  0.944, Validation Accuracy:  0.919, Loss:  0.184
Epoch  17 Batch   37/78 - Train Accuracy:  0.913, Validation Accuracy:  0.930, Loss:  0.189
Epoch  17 Batch   38/78 - Train Accuracy:  0.936, Validation Accuracy:  0.925, Loss:  0.178
Epoch  17 Batch   39/78 - Train Accuracy:  0.923, Validation Accuracy:  0.925, Loss:  0.196
Epoch  17 Batch   40/78 - Train Accuracy:  0.946, Validation Accuracy:  0.925, Loss:  0.170
Epoch  17 Batch   41/78 - Train Accuracy:  0.911, Validation Accuracy:  0.930, Loss:  0.227
Epoch  17 Batch   42/78 - Train Accuracy:  0.902, Validation Accuracy:  0.933, Loss:  0.184
Epoch  17 Batch   43/78 - Train Accuracy:  0.914, Validation Accuracy:  0.927, Loss:  0.220
Epoch  17 Batch   44/78 - Train Accuracy:  0.910, Validation Accuracy:  0.929, Loss:  0.185
Epoch  17 Batch   45/78 - Train Accuracy:  0.906, Validation Accuracy:  0.927, Loss:  0.193
Epoch  17 Batch   46/78 - Train Accuracy:  0.924, Validation Accuracy:  0.927, Loss:  0.196
Epoch  17 Batch   47/78 - Train Accuracy:  0.929, Validation Accuracy:  0.925, Loss:  0.163
Epoch  17 Batch   48/78 - Train Accuracy:  0.948, Validation Accuracy:  0.933, Loss:  0.153
Epoch  17 Batch   49/78 - Train Accuracy:  0.921, Validation Accuracy:  0.936, Loss:  0.187
Epoch  17 Batch   50/78 - Train Accuracy:  0.908, Validation Accuracy:  0.933, Loss:  0.203
Epoch  17 Batch   51/78 - Train Accuracy:  0.939, Validation Accuracy:  0.927, Loss:  0.169
Epoch  17 Batch   52/78 - Train Accuracy:  0.944, Validation Accuracy:  0.927, Loss:  0.162
Epoch  17 Batch   53/78 - Train Accuracy:  0.935, Validation Accuracy:  0.933, Loss:  0.163
Epoch  17 Batch   54/78 - Train Accuracy:  0.929, Validation Accuracy:  0.945, Loss:  0.184
Epoch  17 Batch   55/78 - Train Accuracy:  0.929, Validation Accuracy:  0.933, Loss:  0.191
Epoch  17 Batch   56/78 - Train Accuracy:  0.945, Validation Accuracy:  0.932, Loss:  0.174
Epoch  17 Batch   57/78 - Train Accuracy:  0.922, Validation Accuracy:  0.926, Loss:  0.194
Epoch  17 Batch   58/78 - Train Accuracy:  0.921, Validation Accuracy:  0.924, Loss:  0.197
Epoch  17 Batch   59/78 - Train Accuracy:  0.927, Validation Accuracy:  0.914, Loss:  0.177
Epoch  17 Batch   60/78 - Train Accuracy:  0.921, Validation Accuracy:  0.914, Loss:  0.168
Epoch  17 Batch   61/78 - Train Accuracy:  0.922, Validation Accuracy:  0.915, Loss:  0.190
Epoch  17 Batch   62/78 - Train Accuracy:  0.911, Validation Accuracy:  0.925, Loss:  0.188
Epoch  17 Batch   63/78 - Train Accuracy:  0.940, Validation Accuracy:  0.934, Loss:  0.159
Epoch  17 Batch   64/78 - Train Accuracy:  0.938, Validation Accuracy:  0.929, Loss:  0.162
Epoch  17 Batch   65/78 - Train Accuracy:  0.927, Validation Accuracy:  0.926, Loss:  0.169
Epoch  17 Batch   66/78 - Train Accuracy:  0.940, Validation Accuracy:  0.927, Loss:  0.154
Epoch  17 Batch   67/78 - Train Accuracy:  0.931, Validation Accuracy:  0.925, Loss:  0.162
Epoch  17 Batch   68/78 - Train Accuracy:  0.939, Validation Accuracy:  0.929, Loss:  0.184
Epoch  17 Batch   69/78 - Train Accuracy:  0.949, Validation Accuracy:  0.927, Loss:  0.140
Epoch  17 Batch   70/78 - Train Accuracy:  0.932, Validation Accuracy:  0.933, Loss:  0.170
Epoch  17 Batch   71/78 - Train Accuracy:  0.955, Validation Accuracy:  0.929, Loss:  0.138
Epoch  17 Batch   72/78 - Train Accuracy:  0.913, Validation Accuracy:  0.930, Loss:  0.176
Epoch  17 Batch   73/78 - Train Accuracy:  0.938, Validation Accuracy:  0.926, Loss:  0.187
Epoch  17 Batch   74/78 - Train Accuracy:  0.919, Validation Accuracy:  0.927, Loss:  0.183
Epoch  17 Batch   75/78 - Train Accuracy:  0.927, Validation Accuracy:  0.931, Loss:  0.161
Epoch  17 Batch   76/78 - Train Accuracy:  0.931, Validation Accuracy:  0.932, Loss:  0.176
Epoch  18 Batch    0/78 - Train Accuracy:  0.926, Validation Accuracy:  0.934, Loss:  0.175
Epoch  18 Batch    1/78 - Train Accuracy:  0.948, Validation Accuracy:  0.932, Loss:  0.148
Epoch  18 Batch    2/78 - Train Accuracy:  0.945, Validation Accuracy:  0.930, Loss:  0.138
Epoch  18 Batch    3/78 - Train Accuracy:  0.913, Validation Accuracy:  0.929, Loss:  0.168
Epoch  18 Batch    4/78 - Train Accuracy:  0.943, Validation Accuracy:  0.930, Loss:  0.140
Epoch  18 Batch    5/78 - Train Accuracy:  0.935, Validation Accuracy:  0.929, Loss:  0.151
Epoch  18 Batch    6/78 - Train Accuracy:  0.938, Validation Accuracy:  0.927, Loss:  0.150
Epoch  18 Batch    7/78 - Train Accuracy:  0.931, Validation Accuracy:  0.925, Loss:  0.177
Epoch  18 Batch    8/78 - Train Accuracy:  0.943, Validation Accuracy:  0.924, Loss:  0.151
Epoch  18 Batch    9/78 - Train Accuracy:  0.949, Validation Accuracy:  0.920, Loss:  0.160
Epoch  18 Batch   10/78 - Train Accuracy:  0.940, Validation Accuracy:  0.925, Loss:  0.152
Epoch  18 Batch   11/78 - Train Accuracy:  0.927, Validation Accuracy:  0.935, Loss:  0.180
Epoch  18 Batch   12/78 - Train Accuracy:  0.934, Validation Accuracy:  0.932, Loss:  0.178
Epoch  18 Batch   13/78 - Train Accuracy:  0.924, Validation Accuracy:  0.934, Loss:  0.171
Epoch  18 Batch   14/78 - Train Accuracy:  0.970, Validation Accuracy:  0.936, Loss:  0.126
Epoch  18 Batch   15/78 - Train Accuracy:  0.917, Validation Accuracy:  0.939, Loss:  0.183
Epoch  18 Batch   16/78 - Train Accuracy:  0.954, Validation Accuracy:  0.934, Loss:  0.146
Epoch  18 Batch   17/78 - Train Accuracy:  0.922, Validation Accuracy:  0.932, Loss:  0.155
Epoch  18 Batch   18/78 - Train Accuracy:  0.929, Validation Accuracy:  0.932, Loss:  0.172
Epoch  18 Batch   19/78 - Train Accuracy:  0.939, Validation Accuracy:  0.925, Loss:  0.152
Epoch  18 Batch   20/78 - Train Accuracy:  0.962, Validation Accuracy:  0.920, Loss:  0.120
Epoch  18 Batch   21/78 - Train Accuracy:  0.932, Validation Accuracy:  0.923, Loss:  0.168
Epoch  18 Batch   22/78 - Train Accuracy:  0.936, Validation Accuracy:  0.938, Loss:  0.162
Epoch  18 Batch   23/78 - Train Accuracy:  0.939, Validation Accuracy:  0.936, Loss:  0.147
Epoch  18 Batch   24/78 - Train Accuracy:  0.939, Validation Accuracy:  0.935, Loss:  0.137
Epoch  18 Batch   25/78 - Train Accuracy:  0.942, Validation Accuracy:  0.930, Loss:  0.155
Epoch  18 Batch   26/78 - Train Accuracy:  0.915, Validation Accuracy:  0.931, Loss:  0.180
Epoch  18 Batch   27/78 - Train Accuracy:  0.933, Validation Accuracy:  0.932, Loss:  0.160
Epoch  18 Batch   28/78 - Train Accuracy:  0.929, Validation Accuracy:  0.930, Loss:  0.168
Epoch  18 Batch   29/78 - Train Accuracy:  0.913, Validation Accuracy:  0.925, Loss:  0.172
Epoch  18 Batch   30/78 - Train Accuracy:  0.942, Validation Accuracy:  0.932, Loss:  0.157
Epoch  18 Batch   31/78 - Train Accuracy:  0.924, Validation Accuracy:  0.922, Loss:  0.158
Epoch  18 Batch   32/78 - Train Accuracy:  0.932, Validation Accuracy:  0.921, Loss:  0.159
Epoch  18 Batch   33/78 - Train Accuracy:  0.917, Validation Accuracy:  0.911, Loss:  0.176
Epoch  18 Batch   34/78 - Train Accuracy:  0.941, Validation Accuracy:  0.908, Loss:  0.155
Epoch  18 Batch   35/78 - Train Accuracy:  0.927, Validation Accuracy:  0.906, Loss:  0.173
Epoch  18 Batch   36/78 - Train Accuracy:  0.945, Validation Accuracy:  0.922, Loss:  0.166
Epoch  18 Batch   37/78 - Train Accuracy:  0.936, Validation Accuracy:  0.934, Loss:  0.167
Epoch  18 Batch   38/78 - Train Accuracy:  0.946, Validation Accuracy:  0.929, Loss:  0.155
Epoch  18 Batch   39/78 - Train Accuracy:  0.931, Validation Accuracy:  0.925, Loss:  0.177
Epoch  18 Batch   40/78 - Train Accuracy:  0.951, Validation Accuracy:  0.925, Loss:  0.151
Epoch  18 Batch   41/78 - Train Accuracy:  0.913, Validation Accuracy:  0.926, Loss:  0.201
Epoch  18 Batch   42/78 - Train Accuracy:  0.902, Validation Accuracy:  0.932, Loss:  0.164
Epoch  18 Batch   43/78 - Train Accuracy:  0.920, Validation Accuracy:  0.934, Loss:  0.196
Epoch  18 Batch   44/78 - Train Accuracy:  0.929, Validation Accuracy:  0.935, Loss:  0.169
Epoch  18 Batch   45/78 - Train Accuracy:  0.912, Validation Accuracy:  0.932, Loss:  0.171
Epoch  18 Batch   46/78 - Train Accuracy:  0.933, Validation Accuracy:  0.929, Loss:  0.175
Epoch  18 Batch   47/78 - Train Accuracy:  0.943, Validation Accuracy:  0.921, Loss:  0.146
Epoch  18 Batch   48/78 - Train Accuracy:  0.942, Validation Accuracy:  0.924, Loss:  0.137
Epoch  18 Batch   49/78 - Train Accuracy:  0.932, Validation Accuracy:  0.936, Loss:  0.168
Epoch  18 Batch   50/78 - Train Accuracy:  0.911, Validation Accuracy:  0.934, Loss:  0.182
Epoch  18 Batch   51/78 - Train Accuracy:  0.946, Validation Accuracy:  0.936, Loss:  0.148
Epoch  18 Batch   52/78 - Train Accuracy:  0.951, Validation Accuracy:  0.934, Loss:  0.144
Epoch  18 Batch   53/78 - Train Accuracy:  0.944, Validation Accuracy:  0.939, Loss:  0.147
Epoch  18 Batch   54/78 - Train Accuracy:  0.930, Validation Accuracy:  0.939, Loss:  0.164
Epoch  18 Batch   55/78 - Train Accuracy:  0.938, Validation Accuracy:  0.938, Loss:  0.172
Epoch  18 Batch   56/78 - Train Accuracy:  0.948, Validation Accuracy:  0.931, Loss:  0.159
Epoch  18 Batch   57/78 - Train Accuracy:  0.914, Validation Accuracy:  0.930, Loss:  0.173
Epoch  18 Batch   58/78 - Train Accuracy:  0.934, Validation Accuracy:  0.934, Loss:  0.176
Epoch  18 Batch   59/78 - Train Accuracy:  0.929, Validation Accuracy:  0.930, Loss:  0.158
Epoch  18 Batch   60/78 - Train Accuracy:  0.926, Validation Accuracy:  0.935, Loss:  0.152
Epoch  18 Batch   61/78 - Train Accuracy:  0.933, Validation Accuracy:  0.930, Loss:  0.168
Epoch  18 Batch   62/78 - Train Accuracy:  0.922, Validation Accuracy:  0.927, Loss:  0.173
Epoch  18 Batch   63/78 - Train Accuracy:  0.939, Validation Accuracy:  0.932, Loss:  0.145
Epoch  18 Batch   64/78 - Train Accuracy:  0.943, Validation Accuracy:  0.935, Loss:  0.143
Epoch  18 Batch   65/78 - Train Accuracy:  0.933, Validation Accuracy:  0.931, Loss:  0.153
Epoch  18 Batch   66/78 - Train Accuracy:  0.942, Validation Accuracy:  0.933, Loss:  0.139
Epoch  18 Batch   67/78 - Train Accuracy:  0.953, Validation Accuracy:  0.931, Loss:  0.146
Epoch  18 Batch   68/78 - Train Accuracy:  0.945, Validation Accuracy:  0.931, Loss:  0.163
Epoch  18 Batch   69/78 - Train Accuracy:  0.951, Validation Accuracy:  0.926, Loss:  0.126
Epoch  18 Batch   70/78 - Train Accuracy:  0.940, Validation Accuracy:  0.932, Loss:  0.155
Epoch  18 Batch   71/78 - Train Accuracy:  0.962, Validation Accuracy:  0.934, Loss:  0.122
Epoch  18 Batch   72/78 - Train Accuracy:  0.921, Validation Accuracy:  0.938, Loss:  0.157
Epoch  18 Batch   73/78 - Train Accuracy:  0.942, Validation Accuracy:  0.939, Loss:  0.168
Epoch  18 Batch   74/78 - Train Accuracy:  0.925, Validation Accuracy:  0.942, Loss:  0.167
Epoch  18 Batch   75/78 - Train Accuracy:  0.938, Validation Accuracy:  0.940, Loss:  0.142
Epoch  18 Batch   76/78 - Train Accuracy:  0.939, Validation Accuracy:  0.936, Loss:  0.157
Epoch  19 Batch    0/78 - Train Accuracy:  0.930, Validation Accuracy:  0.935, Loss:  0.156
Epoch  19 Batch    1/78 - Train Accuracy:  0.951, Validation Accuracy:  0.945, Loss:  0.130
Epoch  19 Batch    2/78 - Train Accuracy:  0.955, Validation Accuracy:  0.941, Loss:  0.122
Epoch  19 Batch    3/78 - Train Accuracy:  0.919, Validation Accuracy:  0.941, Loss:  0.149
Epoch  19 Batch    4/78 - Train Accuracy:  0.948, Validation Accuracy:  0.941, Loss:  0.125
Epoch  19 Batch    5/78 - Train Accuracy:  0.943, Validation Accuracy:  0.936, Loss:  0.134
Epoch  19 Batch    6/78 - Train Accuracy:  0.946, Validation Accuracy:  0.932, Loss:  0.132
Epoch  19 Batch    7/78 - Train Accuracy:  0.923, Validation Accuracy:  0.934, Loss:  0.160
Epoch  19 Batch    8/78 - Train Accuracy:  0.955, Validation Accuracy:  0.936, Loss:  0.133
Epoch  19 Batch    9/78 - Train Accuracy:  0.956, Validation Accuracy:  0.930, Loss:  0.142
Epoch  19 Batch   10/78 - Train Accuracy:  0.952, Validation Accuracy:  0.936, Loss:  0.135
Epoch  19 Batch   11/78 - Train Accuracy:  0.936, Validation Accuracy:  0.935, Loss:  0.161
Epoch  19 Batch   12/78 - Train Accuracy:  0.932, Validation Accuracy:  0.939, Loss:  0.160
Epoch  19 Batch   13/78 - Train Accuracy:  0.923, Validation Accuracy:  0.942, Loss:  0.151
Epoch  19 Batch   14/78 - Train Accuracy:  0.969, Validation Accuracy:  0.934, Loss:  0.112
Epoch  19 Batch   15/78 - Train Accuracy:  0.924, Validation Accuracy:  0.942, Loss:  0.165
Epoch  19 Batch   16/78 - Train Accuracy:  0.956, Validation Accuracy:  0.936, Loss:  0.130
Epoch  19 Batch   17/78 - Train Accuracy:  0.926, Validation Accuracy:  0.938, Loss:  0.139
Epoch  19 Batch   18/78 - Train Accuracy:  0.930, Validation Accuracy:  0.942, Loss:  0.155
Epoch  19 Batch   19/78 - Train Accuracy:  0.943, Validation Accuracy:  0.940, Loss:  0.138
Epoch  19 Batch   20/78 - Train Accuracy:  0.964, Validation Accuracy:  0.929, Loss:  0.105
Epoch  19 Batch   21/78 - Train Accuracy:  0.934, Validation Accuracy:  0.927, Loss:  0.150
Epoch  19 Batch   22/78 - Train Accuracy:  0.941, Validation Accuracy:  0.940, Loss:  0.145
Epoch  19 Batch   23/78 - Train Accuracy:  0.944, Validation Accuracy:  0.950, Loss:  0.133
Epoch  19 Batch   24/78 - Train Accuracy:  0.959, Validation Accuracy:  0.944, Loss:  0.121
Epoch  19 Batch   25/78 - Train Accuracy:  0.944, Validation Accuracy:  0.940, Loss:  0.138
Epoch  19 Batch   26/78 - Train Accuracy:  0.927, Validation Accuracy:  0.935, Loss:  0.163
Epoch  19 Batch   27/78 - Train Accuracy:  0.948, Validation Accuracy:  0.935, Loss:  0.143
Epoch  19 Batch   28/78 - Train Accuracy:  0.932, Validation Accuracy:  0.935, Loss:  0.151
Epoch  19 Batch   29/78 - Train Accuracy:  0.932, Validation Accuracy:  0.932, Loss:  0.157
Epoch  19 Batch   30/78 - Train Accuracy:  0.951, Validation Accuracy:  0.941, Loss:  0.142
Epoch  19 Batch   31/78 - Train Accuracy:  0.923, Validation Accuracy:  0.932, Loss:  0.142
Epoch  19 Batch   32/78 - Train Accuracy:  0.939, Validation Accuracy:  0.929, Loss:  0.142
Epoch  19 Batch   33/78 - Train Accuracy:  0.922, Validation Accuracy:  0.931, Loss:  0.163
Epoch  19 Batch   34/78 - Train Accuracy:  0.942, Validation Accuracy:  0.925, Loss:  0.139
Epoch  19 Batch   35/78 - Train Accuracy:  0.936, Validation Accuracy:  0.911, Loss:  0.155
Epoch  19 Batch   36/78 - Train Accuracy:  0.949, Validation Accuracy:  0.924, Loss:  0.155
Epoch  19 Batch   37/78 - Train Accuracy:  0.949, Validation Accuracy:  0.933, Loss:  0.148
Epoch  19 Batch   38/78 - Train Accuracy:  0.950, Validation Accuracy:  0.932, Loss:  0.139
Epoch  19 Batch   39/78 - Train Accuracy:  0.932, Validation Accuracy:  0.924, Loss:  0.161
Epoch  19 Batch   40/78 - Train Accuracy:  0.955, Validation Accuracy:  0.929, Loss:  0.140
Epoch  19 Batch   41/78 - Train Accuracy:  0.917, Validation Accuracy:  0.931, Loss:  0.180
Epoch  19 Batch   42/78 - Train Accuracy:  0.914, Validation Accuracy:  0.936, Loss:  0.148
Epoch  19 Batch   43/78 - Train Accuracy:  0.921, Validation Accuracy:  0.938, Loss:  0.177
Epoch  19 Batch   44/78 - Train Accuracy:  0.935, Validation Accuracy:  0.939, Loss:  0.153
Epoch  19 Batch   45/78 - Train Accuracy:  0.917, Validation Accuracy:  0.942, Loss:  0.153
Epoch  19 Batch   46/78 - Train Accuracy:  0.934, Validation Accuracy:  0.939, Loss:  0.156
Epoch  19 Batch   47/78 - Train Accuracy:  0.954, Validation Accuracy:  0.941, Loss:  0.132
Epoch  19 Batch   48/78 - Train Accuracy:  0.952, Validation Accuracy:  0.936, Loss:  0.121
Epoch  19 Batch   49/78 - Train Accuracy:  0.944, Validation Accuracy:  0.941, Loss:  0.152
Epoch  19 Batch   50/78 - Train Accuracy:  0.932, Validation Accuracy:  0.941, Loss:  0.167
Epoch  19 Batch   51/78 - Train Accuracy:  0.952, Validation Accuracy:  0.938, Loss:  0.130
Epoch  19 Batch   52/78 - Train Accuracy:  0.956, Validation Accuracy:  0.933, Loss:  0.131
Epoch  19 Batch   53/78 - Train Accuracy:  0.950, Validation Accuracy:  0.942, Loss:  0.135
Epoch  19 Batch   54/78 - Train Accuracy:  0.945, Validation Accuracy:  0.950, Loss:  0.147
Epoch  19 Batch   55/78 - Train Accuracy:  0.952, Validation Accuracy:  0.949, Loss:  0.152
Epoch  19 Batch   56/78 - Train Accuracy:  0.946, Validation Accuracy:  0.934, Loss:  0.148
Epoch  19 Batch   57/78 - Train Accuracy:  0.920, Validation Accuracy:  0.938, Loss:  0.157
Epoch  19 Batch   58/78 - Train Accuracy:  0.935, Validation Accuracy:  0.939, Loss:  0.157
Epoch  19 Batch   59/78 - Train Accuracy:  0.943, Validation Accuracy:  0.940, Loss:  0.140
Epoch  19 Batch   60/78 - Train Accuracy:  0.934, Validation Accuracy:  0.941, Loss:  0.142
Epoch  19 Batch   61/78 - Train Accuracy:  0.942, Validation Accuracy:  0.938, Loss:  0.149
Epoch  19 Batch   62/78 - Train Accuracy:  0.924, Validation Accuracy:  0.936, Loss:  0.157
Epoch  19 Batch   63/78 - Train Accuracy:  0.940, Validation Accuracy:  0.935, Loss:  0.133
Epoch  19 Batch   64/78 - Train Accuracy:  0.944, Validation Accuracy:  0.936, Loss:  0.131
Epoch  19 Batch   65/78 - Train Accuracy:  0.935, Validation Accuracy:  0.938, Loss:  0.139
Epoch  19 Batch   66/78 - Train Accuracy:  0.944, Validation Accuracy:  0.932, Loss:  0.124
Epoch  19 Batch   67/78 - Train Accuracy:  0.958, Validation Accuracy:  0.936, Loss:  0.134
Epoch  19 Batch   68/78 - Train Accuracy:  0.952, Validation Accuracy:  0.934, Loss:  0.147
Epoch  19 Batch   69/78 - Train Accuracy:  0.949, Validation Accuracy:  0.932, Loss:  0.113
Epoch  19 Batch   70/78 - Train Accuracy:  0.945, Validation Accuracy:  0.932, Loss:  0.142
Epoch  19 Batch   71/78 - Train Accuracy:  0.958, Validation Accuracy:  0.939, Loss:  0.113
Epoch  19 Batch   72/78 - Train Accuracy:  0.939, Validation Accuracy:  0.946, Loss:  0.144
Epoch  19 Batch   73/78 - Train Accuracy:  0.952, Validation Accuracy:  0.936, Loss:  0.147
Epoch  19 Batch   74/78 - Train Accuracy:  0.934, Validation Accuracy:  0.944, Loss:  0.154
Epoch  19 Batch   75/78 - Train Accuracy:  0.950, Validation Accuracy:  0.945, Loss:  0.128
Epoch  19 Batch   76/78 - Train Accuracy:  0.942, Validation Accuracy:  0.943, Loss:  0.139
Epoch  20 Batch    0/78 - Train Accuracy:  0.929, Validation Accuracy:  0.945, Loss:  0.143
Epoch  20 Batch    1/78 - Train Accuracy:  0.960, Validation Accuracy:  0.949, Loss:  0.121
Epoch  20 Batch    2/78 - Train Accuracy:  0.956, Validation Accuracy:  0.944, Loss:  0.113
Epoch  20 Batch    3/78 - Train Accuracy:  0.920, Validation Accuracy:  0.942, Loss:  0.135
Epoch  20 Batch    4/78 - Train Accuracy:  0.962, Validation Accuracy:  0.942, Loss:  0.113
Epoch  20 Batch    5/78 - Train Accuracy:  0.950, Validation Accuracy:  0.939, Loss:  0.126
Epoch  20 Batch    6/78 - Train Accuracy:  0.954, Validation Accuracy:  0.934, Loss:  0.120
Epoch  20 Batch    7/78 - Train Accuracy:  0.927, Validation Accuracy:  0.931, Loss:  0.144
Epoch  20 Batch    8/78 - Train Accuracy:  0.975, Validation Accuracy:  0.939, Loss:  0.121
Epoch  20 Batch    9/78 - Train Accuracy:  0.960, Validation Accuracy:  0.942, Loss:  0.130
Epoch  20 Batch   10/78 - Train Accuracy:  0.958, Validation Accuracy:  0.939, Loss:  0.122
Epoch  20 Batch   11/78 - Train Accuracy:  0.953, Validation Accuracy:  0.942, Loss:  0.142
Epoch  20 Batch   12/78 - Train Accuracy:  0.949, Validation Accuracy:  0.941, Loss:  0.147
Epoch  20 Batch   13/78 - Train Accuracy:  0.925, Validation Accuracy:  0.941, Loss:  0.133
Epoch  20 Batch   14/78 - Train Accuracy:  0.969, Validation Accuracy:  0.942, Loss:  0.101
Epoch  20 Batch   15/78 - Train Accuracy:  0.941, Validation Accuracy:  0.941, Loss:  0.151
Epoch  20 Batch   16/78 - Train Accuracy:  0.958, Validation Accuracy:  0.944, Loss:  0.118
Epoch  20 Batch   17/78 - Train Accuracy:  0.931, Validation Accuracy:  0.948, Loss:  0.129
Epoch  20 Batch   18/78 - Train Accuracy:  0.939, Validation Accuracy:  0.942, Loss:  0.140
Epoch  20 Batch   19/78 - Train Accuracy:  0.944, Validation Accuracy:  0.940, Loss:  0.129
Epoch  20 Batch   20/78 - Train Accuracy:  0.974, Validation Accuracy:  0.941, Loss:  0.095
Epoch  20 Batch   21/78 - Train Accuracy:  0.935, Validation Accuracy:  0.949, Loss:  0.135
Epoch  20 Batch   22/78 - Train Accuracy:  0.941, Validation Accuracy:  0.945, Loss:  0.131
Epoch  20 Batch   23/78 - Train Accuracy:  0.945, Validation Accuracy:  0.945, Loss:  0.124
Epoch  20 Batch   24/78 - Train Accuracy:  0.973, Validation Accuracy:  0.944, Loss:  0.108
Epoch  20 Batch   25/78 - Train Accuracy:  0.954, Validation Accuracy:  0.941, Loss:  0.126
Epoch  20 Batch   26/78 - Train Accuracy:  0.933, Validation Accuracy:  0.942, Loss:  0.150
Epoch  20 Batch   27/78 - Train Accuracy:  0.953, Validation Accuracy:  0.941, Loss:  0.131
Epoch  20 Batch   28/78 - Train Accuracy:  0.943, Validation Accuracy:  0.941, Loss:  0.139
Epoch  20 Batch   29/78 - Train Accuracy:  0.929, Validation Accuracy:  0.932, Loss:  0.145
Epoch  20 Batch   30/78 - Train Accuracy:  0.948, Validation Accuracy:  0.933, Loss:  0.134
Epoch  20 Batch   31/78 - Train Accuracy:  0.924, Validation Accuracy:  0.933, Loss:  0.133
Epoch  20 Batch   32/78 - Train Accuracy:  0.948, Validation Accuracy:  0.936, Loss:  0.126
Epoch  20 Batch   33/78 - Train Accuracy:  0.941, Validation Accuracy:  0.941, Loss:  0.156
Epoch  20 Batch   34/78 - Train Accuracy:  0.951, Validation Accuracy:  0.932, Loss:  0.130
Epoch  20 Batch   35/78 - Train Accuracy:  0.939, Validation Accuracy:  0.917, Loss:  0.137
Epoch  20 Batch   36/78 - Train Accuracy:  0.954, Validation Accuracy:  0.925, Loss:  0.147
Epoch  20 Batch   37/78 - Train Accuracy:  0.958, Validation Accuracy:  0.933, Loss:  0.137
Epoch  20 Batch   38/78 - Train Accuracy:  0.952, Validation Accuracy:  0.930, Loss:  0.124
Epoch  20 Batch   39/78 - Train Accuracy:  0.946, Validation Accuracy:  0.938, Loss:  0.144
Epoch  20 Batch   40/78 - Train Accuracy:  0.951, Validation Accuracy:  0.929, Loss:  0.131
Epoch  20 Batch   41/78 - Train Accuracy:  0.912, Validation Accuracy:  0.929, Loss:  0.161
Epoch  20 Batch   42/78 - Train Accuracy:  0.930, Validation Accuracy:  0.935, Loss:  0.131
Epoch  20 Batch   43/78 - Train Accuracy:  0.924, Validation Accuracy:  0.938, Loss:  0.155
Epoch  20 Batch   44/78 - Train Accuracy:  0.955, Validation Accuracy:  0.942, Loss:  0.147
Epoch  20 Batch   45/78 - Train Accuracy:  0.946, Validation Accuracy:  0.941, Loss:  0.138
Epoch  20 Batch   46/78 - Train Accuracy:  0.940, Validation Accuracy:  0.944, Loss:  0.135
Epoch  20 Batch   47/78 - Train Accuracy:  0.952, Validation Accuracy:  0.949, Loss:  0.120
Epoch  20 Batch   48/78 - Train Accuracy:  0.955, Validation Accuracy:  0.946, Loss:  0.108
Epoch  20 Batch   49/78 - Train Accuracy:  0.945, Validation Accuracy:  0.946, Loss:  0.137
Epoch  20 Batch   50/78 - Train Accuracy:  0.943, Validation Accuracy:  0.949, Loss:  0.156
Epoch  20 Batch   51/78 - Train Accuracy:  0.953, Validation Accuracy:  0.952, Loss:  0.117
Epoch  20 Batch   52/78 - Train Accuracy:  0.954, Validation Accuracy:  0.946, Loss:  0.119
Epoch  20 Batch   53/78 - Train Accuracy:  0.950, Validation Accuracy:  0.954, Loss:  0.120
Epoch  20 Batch   54/78 - Train Accuracy:  0.943, Validation Accuracy:  0.949, Loss:  0.134
Epoch  20 Batch   55/78 - Train Accuracy:  0.959, Validation Accuracy:  0.950, Loss:  0.132
Epoch  20 Batch   56/78 - Train Accuracy:  0.958, Validation Accuracy:  0.951, Loss:  0.136
Epoch  20 Batch   57/78 - Train Accuracy:  0.921, Validation Accuracy:  0.952, Loss:  0.143
Epoch  20 Batch   58/78 - Train Accuracy:  0.941, Validation Accuracy:  0.946, Loss:  0.144
Epoch  20 Batch   59/78 - Train Accuracy:  0.959, Validation Accuracy:  0.944, Loss:  0.122
Epoch  20 Batch   60/78 - Train Accuracy:  0.936, Validation Accuracy:  0.950, Loss:  0.130
Epoch  20 Batch   61/78 - Train Accuracy:  0.942, Validation Accuracy:  0.942, Loss:  0.136
Epoch  20 Batch   62/78 - Train Accuracy:  0.930, Validation Accuracy:  0.945, Loss:  0.139
Epoch  20 Batch   63/78 - Train Accuracy:  0.945, Validation Accuracy:  0.941, Loss:  0.119
Epoch  20 Batch   64/78 - Train Accuracy:  0.948, Validation Accuracy:  0.944, Loss:  0.123
Epoch  20 Batch   65/78 - Train Accuracy:  0.943, Validation Accuracy:  0.948, Loss:  0.129
Epoch  20 Batch   66/78 - Train Accuracy:  0.955, Validation Accuracy:  0.941, Loss:  0.109
Epoch  20 Batch   67/78 - Train Accuracy:  0.959, Validation Accuracy:  0.939, Loss:  0.118
Epoch  20 Batch   68/78 - Train Accuracy:  0.951, Validation Accuracy:  0.942, Loss:  0.138
Epoch  20 Batch   69/78 - Train Accuracy:  0.953, Validation Accuracy:  0.940, Loss:  0.105
Epoch  20 Batch   70/78 - Train Accuracy:  0.952, Validation Accuracy:  0.939, Loss:  0.128
Epoch  20 Batch   71/78 - Train Accuracy:  0.963, Validation Accuracy:  0.932, Loss:  0.100
Epoch  20 Batch   72/78 - Train Accuracy:  0.948, Validation Accuracy:  0.939, Loss:  0.136
Epoch  20 Batch   73/78 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.132
Epoch  20 Batch   74/78 - Train Accuracy:  0.929, Validation Accuracy:  0.944, Loss:  0.134
Epoch  20 Batch   75/78 - Train Accuracy:  0.958, Validation Accuracy:  0.945, Loss:  0.117
Epoch  20 Batch   76/78 - Train Accuracy:  0.956, Validation Accuracy:  0.948, Loss:  0.131
Epoch  21 Batch    0/78 - Train Accuracy:  0.938, Validation Accuracy:  0.954, Loss:  0.126
Epoch  21 Batch    1/78 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.108
Epoch  21 Batch    2/78 - Train Accuracy:  0.959, Validation Accuracy:  0.949, Loss:  0.102
Epoch  21 Batch    3/78 - Train Accuracy:  0.923, Validation Accuracy:  0.946, Loss:  0.127
Epoch  21 Batch    4/78 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.102
Epoch  21 Batch    5/78 - Train Accuracy:  0.952, Validation Accuracy:  0.946, Loss:  0.110
Epoch  21 Batch    6/78 - Train Accuracy:  0.956, Validation Accuracy:  0.946, Loss:  0.111
Epoch  21 Batch    7/78 - Train Accuracy:  0.943, Validation Accuracy:  0.951, Loss:  0.133
Epoch  21 Batch    8/78 - Train Accuracy:  0.975, Validation Accuracy:  0.942, Loss:  0.104
Epoch  21 Batch    9/78 - Train Accuracy:  0.955, Validation Accuracy:  0.948, Loss:  0.115
Epoch  21 Batch   10/78 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.113
Epoch  21 Batch   11/78 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.129
Epoch  21 Batch   12/78 - Train Accuracy:  0.943, Validation Accuracy:  0.949, Loss:  0.130
Epoch  21 Batch   13/78 - Train Accuracy:  0.940, Validation Accuracy:  0.948, Loss:  0.123
Epoch  21 Batch   14/78 - Train Accuracy:  0.974, Validation Accuracy:  0.948, Loss:  0.096
Epoch  21 Batch   15/78 - Train Accuracy:  0.941, Validation Accuracy:  0.942, Loss:  0.136
Epoch  21 Batch   16/78 - Train Accuracy:  0.960, Validation Accuracy:  0.948, Loss:  0.105
Epoch  21 Batch   17/78 - Train Accuracy:  0.943, Validation Accuracy:  0.945, Loss:  0.112
Epoch  21 Batch   18/78 - Train Accuracy:  0.941, Validation Accuracy:  0.940, Loss:  0.130
Epoch  21 Batch   19/78 - Train Accuracy:  0.945, Validation Accuracy:  0.948, Loss:  0.113
Epoch  21 Batch   20/78 - Train Accuracy:  0.974, Validation Accuracy:  0.946, Loss:  0.084
Epoch  21 Batch   21/78 - Train Accuracy:  0.945, Validation Accuracy:  0.950, Loss:  0.123
Epoch  21 Batch   22/78 - Train Accuracy:  0.953, Validation Accuracy:  0.948, Loss:  0.118
Epoch  21 Batch   23/78 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.108
Epoch  21 Batch   24/78 - Train Accuracy:  0.974, Validation Accuracy:  0.943, Loss:  0.096
Epoch  21 Batch   25/78 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.110
Epoch  21 Batch   26/78 - Train Accuracy:  0.935, Validation Accuracy:  0.950, Loss:  0.131
Epoch  21 Batch   27/78 - Train Accuracy:  0.961, Validation Accuracy:  0.945, Loss:  0.114
Epoch  21 Batch   28/78 - Train Accuracy:  0.946, Validation Accuracy:  0.946, Loss:  0.121
Epoch  21 Batch   29/78 - Train Accuracy:  0.939, Validation Accuracy:  0.951, Loss:  0.126
Epoch  21 Batch   30/78 - Train Accuracy:  0.958, Validation Accuracy:  0.951, Loss:  0.116
Epoch  21 Batch   31/78 - Train Accuracy:  0.942, Validation Accuracy:  0.946, Loss:  0.112
Epoch  21 Batch   32/78 - Train Accuracy:  0.952, Validation Accuracy:  0.945, Loss:  0.113
Epoch  21 Batch   33/78 - Train Accuracy:  0.944, Validation Accuracy:  0.943, Loss:  0.131
Epoch  21 Batch   34/78 - Train Accuracy:  0.963, Validation Accuracy:  0.945, Loss:  0.111
Epoch  21 Batch   35/78 - Train Accuracy:  0.949, Validation Accuracy:  0.934, Loss:  0.123
Epoch  21 Batch   36/78 - Train Accuracy:  0.956, Validation Accuracy:  0.938, Loss:  0.115
Epoch  21 Batch   37/78 - Train Accuracy:  0.954, Validation Accuracy:  0.938, Loss:  0.120
Epoch  21 Batch   38/78 - Train Accuracy:  0.955, Validation Accuracy:  0.949, Loss:  0.105
Epoch  21 Batch   39/78 - Train Accuracy:  0.944, Validation Accuracy:  0.945, Loss:  0.122
Epoch  21 Batch   40/78 - Train Accuracy:  0.968, Validation Accuracy:  0.942, Loss:  0.111
Epoch  21 Batch   41/78 - Train Accuracy:  0.940, Validation Accuracy:  0.946, Loss:  0.134
Epoch  21 Batch   42/78 - Train Accuracy:  0.942, Validation Accuracy:  0.944, Loss:  0.115
Epoch  21 Batch   43/78 - Train Accuracy:  0.942, Validation Accuracy:  0.941, Loss:  0.139
Epoch  21 Batch   44/78 - Train Accuracy:  0.972, Validation Accuracy:  0.944, Loss:  0.122
Epoch  21 Batch   45/78 - Train Accuracy:  0.948, Validation Accuracy:  0.946, Loss:  0.126
Epoch  21 Batch   46/78 - Train Accuracy:  0.950, Validation Accuracy:  0.958, Loss:  0.117
Epoch  21 Batch   47/78 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.101
Epoch  21 Batch   48/78 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.099
Epoch  21 Batch   49/78 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.127
Epoch  21 Batch   50/78 - Train Accuracy:  0.950, Validation Accuracy:  0.949, Loss:  0.136
Epoch  21 Batch   51/78 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.109
Epoch  21 Batch   52/78 - Train Accuracy:  0.959, Validation Accuracy:  0.951, Loss:  0.108
Epoch  21 Batch   53/78 - Train Accuracy:  0.965, Validation Accuracy:  0.948, Loss:  0.098
Epoch  21 Batch   54/78 - Train Accuracy:  0.945, Validation Accuracy:  0.954, Loss:  0.121
Epoch  21 Batch   55/78 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.117
Epoch  21 Batch   56/78 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.119
Epoch  21 Batch   57/78 - Train Accuracy:  0.932, Validation Accuracy:  0.954, Loss:  0.129
Epoch  21 Batch   58/78 - Train Accuracy:  0.941, Validation Accuracy:  0.955, Loss:  0.125
Epoch  21 Batch   59/78 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.108
Epoch  21 Batch   60/78 - Train Accuracy:  0.955, Validation Accuracy:  0.948, Loss:  0.114
Epoch  21 Batch   61/78 - Train Accuracy:  0.952, Validation Accuracy:  0.948, Loss:  0.119
Epoch  21 Batch   62/78 - Train Accuracy:  0.940, Validation Accuracy:  0.940, Loss:  0.127
Epoch  21 Batch   63/78 - Train Accuracy:  0.952, Validation Accuracy:  0.941, Loss:  0.111
Epoch  21 Batch   64/78 - Train Accuracy:  0.942, Validation Accuracy:  0.939, Loss:  0.108
Epoch  21 Batch   65/78 - Train Accuracy:  0.941, Validation Accuracy:  0.948, Loss:  0.116
Epoch  21 Batch   66/78 - Train Accuracy:  0.958, Validation Accuracy:  0.941, Loss:  0.102
Epoch  21 Batch   67/78 - Train Accuracy:  0.961, Validation Accuracy:  0.938, Loss:  0.101
Epoch  21 Batch   68/78 - Train Accuracy:  0.959, Validation Accuracy:  0.944, Loss:  0.124
Epoch  21 Batch   69/78 - Train Accuracy:  0.953, Validation Accuracy:  0.946, Loss:  0.091
Epoch  21 Batch   70/78 - Train Accuracy:  0.951, Validation Accuracy:  0.946, Loss:  0.114
Epoch  21 Batch   71/78 - Train Accuracy:  0.964, Validation Accuracy:  0.944, Loss:  0.090
Epoch  21 Batch   72/78 - Train Accuracy:  0.951, Validation Accuracy:  0.949, Loss:  0.114
Epoch  21 Batch   73/78 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.117
Epoch  21 Batch   74/78 - Train Accuracy:  0.942, Validation Accuracy:  0.949, Loss:  0.123
Epoch  21 Batch   75/78 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.098
Epoch  21 Batch   76/78 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.114
Epoch  22 Batch    0/78 - Train Accuracy:  0.941, Validation Accuracy:  0.954, Loss:  0.112
Epoch  22 Batch    1/78 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.089
Epoch  22 Batch    2/78 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.090
Epoch  22 Batch    3/78 - Train Accuracy:  0.923, Validation Accuracy:  0.954, Loss:  0.112
Epoch  22 Batch    4/78 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.089
Epoch  22 Batch    5/78 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.097
Epoch  22 Batch    6/78 - Train Accuracy:  0.950, Validation Accuracy:  0.954, Loss:  0.098
Epoch  22 Batch    7/78 - Train Accuracy:  0.951, Validation Accuracy:  0.955, Loss:  0.117
Epoch  22 Batch    8/78 - Train Accuracy:  0.981, Validation Accuracy:  0.953, Loss:  0.095
Epoch  22 Batch    9/78 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.102
Epoch  22 Batch   10/78 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.097
Epoch  22 Batch   11/78 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.119
Epoch  22 Batch   12/78 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.115
Epoch  22 Batch   13/78 - Train Accuracy:  0.939, Validation Accuracy:  0.954, Loss:  0.108
Epoch  22 Batch   14/78 - Train Accuracy:  0.978, Validation Accuracy:  0.955, Loss:  0.084
Epoch  22 Batch   15/78 - Train Accuracy:  0.948, Validation Accuracy:  0.949, Loss:  0.123
Epoch  22 Batch   16/78 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.094
Epoch  22 Batch   17/78 - Train Accuracy:  0.942, Validation Accuracy:  0.953, Loss:  0.101
Epoch  22 Batch   18/78 - Train Accuracy:  0.952, Validation Accuracy:  0.950, Loss:  0.115
Epoch  22 Batch   19/78 - Train Accuracy:  0.956, Validation Accuracy:  0.945, Loss:  0.100
Epoch  22 Batch   20/78 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.078
Epoch  22 Batch   21/78 - Train Accuracy:  0.953, Validation Accuracy:  0.950, Loss:  0.110
Epoch  22 Batch   22/78 - Train Accuracy:  0.955, Validation Accuracy:  0.946, Loss:  0.105
Epoch  22 Batch   23/78 - Train Accuracy:  0.963, Validation Accuracy:  0.946, Loss:  0.097
Epoch  22 Batch   24/78 - Train Accuracy:  0.975, Validation Accuracy:  0.952, Loss:  0.086
Epoch  22 Batch   25/78 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.096
Epoch  22 Batch   26/78 - Train Accuracy:  0.944, Validation Accuracy:  0.949, Loss:  0.121
Epoch  22 Batch   27/78 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.104
Epoch  22 Batch   28/78 - Train Accuracy:  0.943, Validation Accuracy:  0.951, Loss:  0.109
Epoch  22 Batch   29/78 - Train Accuracy:  0.939, Validation Accuracy:  0.956, Loss:  0.118
Epoch  22 Batch   30/78 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.103
Epoch  22 Batch   31/78 - Train Accuracy:  0.944, Validation Accuracy:  0.948, Loss:  0.102
Epoch  22 Batch   32/78 - Train Accuracy:  0.960, Validation Accuracy:  0.948, Loss:  0.104
Epoch  22 Batch   33/78 - Train Accuracy:  0.951, Validation Accuracy:  0.945, Loss:  0.119
Epoch  22 Batch   34/78 - Train Accuracy:  0.963, Validation Accuracy:  0.944, Loss:  0.100
Epoch  22 Batch   35/78 - Train Accuracy:  0.954, Validation Accuracy:  0.945, Loss:  0.114
Epoch  22 Batch   36/78 - Train Accuracy:  0.960, Validation Accuracy:  0.944, Loss:  0.106
Epoch  22 Batch   37/78 - Train Accuracy:  0.970, Validation Accuracy:  0.946, Loss:  0.108
Epoch  22 Batch   38/78 - Train Accuracy:  0.955, Validation Accuracy:  0.946, Loss:  0.099
Epoch  22 Batch   39/78 - Train Accuracy:  0.945, Validation Accuracy:  0.949, Loss:  0.112
Epoch  22 Batch   40/78 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.099
Epoch  22 Batch   41/78 - Train Accuracy:  0.943, Validation Accuracy:  0.949, Loss:  0.122
Epoch  22 Batch   42/78 - Train Accuracy:  0.948, Validation Accuracy:  0.949, Loss:  0.103
Epoch  22 Batch   43/78 - Train Accuracy:  0.945, Validation Accuracy:  0.949, Loss:  0.126
Epoch  22 Batch   44/78 - Train Accuracy:  0.973, Validation Accuracy:  0.946, Loss:  0.109
Epoch  22 Batch   45/78 - Train Accuracy:  0.960, Validation Accuracy:  0.946, Loss:  0.115
Epoch  22 Batch   46/78 - Train Accuracy:  0.954, Validation Accuracy:  0.951, Loss:  0.105
Epoch  22 Batch   47/78 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.091
Epoch  22 Batch   48/78 - Train Accuracy:  0.972, Validation Accuracy:  0.949, Loss:  0.093
Epoch  22 Batch   49/78 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.116
Epoch  22 Batch   50/78 - Train Accuracy:  0.954, Validation Accuracy:  0.951, Loss:  0.125
Epoch  22 Batch   51/78 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.099
Epoch  22 Batch   52/78 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.099
Epoch  22 Batch   53/78 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.087
Epoch  22 Batch   54/78 - Train Accuracy:  0.951, Validation Accuracy:  0.959, Loss:  0.109
Epoch  22 Batch   55/78 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.107
Epoch  22 Batch   56/78 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.107
Epoch  22 Batch   57/78 - Train Accuracy:  0.950, Validation Accuracy:  0.956, Loss:  0.116
Epoch  22 Batch   58/78 - Train Accuracy:  0.950, Validation Accuracy:  0.952, Loss:  0.114
Epoch  22 Batch   59/78 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.097
Epoch  22 Batch   60/78 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.104
Epoch  22 Batch   61/78 - Train Accuracy:  0.955, Validation Accuracy:  0.948, Loss:  0.110
Epoch  22 Batch   62/78 - Train Accuracy:  0.935, Validation Accuracy:  0.941, Loss:  0.114
Epoch  22 Batch   63/78 - Train Accuracy:  0.956, Validation Accuracy:  0.939, Loss:  0.102
Epoch  22 Batch   64/78 - Train Accuracy:  0.953, Validation Accuracy:  0.940, Loss:  0.098
Epoch  22 Batch   65/78 - Train Accuracy:  0.950, Validation Accuracy:  0.943, Loss:  0.103
Epoch  22 Batch   66/78 - Train Accuracy:  0.961, Validation Accuracy:  0.942, Loss:  0.092
Epoch  22 Batch   67/78 - Train Accuracy:  0.962, Validation Accuracy:  0.942, Loss:  0.091
Epoch  22 Batch   68/78 - Train Accuracy:  0.963, Validation Accuracy:  0.943, Loss:  0.106
Epoch  22 Batch   69/78 - Train Accuracy:  0.954, Validation Accuracy:  0.948, Loss:  0.083
Epoch  22 Batch   70/78 - Train Accuracy:  0.949, Validation Accuracy:  0.949, Loss:  0.103
Epoch  22 Batch   71/78 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.078
Epoch  22 Batch   72/78 - Train Accuracy:  0.953, Validation Accuracy:  0.948, Loss:  0.103
Epoch  22 Batch   73/78 - Train Accuracy:  0.962, Validation Accuracy:  0.952, Loss:  0.106
Epoch  22 Batch   74/78 - Train Accuracy:  0.950, Validation Accuracy:  0.952, Loss:  0.110
Epoch  22 Batch   75/78 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.088
Epoch  22 Batch   76/78 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.101
Epoch  23 Batch    0/78 - Train Accuracy:  0.951, Validation Accuracy:  0.963, Loss:  0.100
Epoch  23 Batch    1/78 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.078
Epoch  23 Batch    2/78 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.083
Epoch  23 Batch    3/78 - Train Accuracy:  0.936, Validation Accuracy:  0.961, Loss:  0.102
Epoch  23 Batch    4/78 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.081
Epoch  23 Batch    5/78 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.087
Epoch  23 Batch    6/78 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.086
Epoch  23 Batch    7/78 - Train Accuracy:  0.951, Validation Accuracy:  0.958, Loss:  0.106
Epoch  23 Batch    8/78 - Train Accuracy:  0.990, Validation Accuracy:  0.954, Loss:  0.084
Epoch  23 Batch    9/78 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.090
Epoch  23 Batch   10/78 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.087
Epoch  23 Batch   11/78 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.104
Epoch  23 Batch   12/78 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.104
Epoch  23 Batch   13/78 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.096
Epoch  23 Batch   14/78 - Train Accuracy:  0.980, Validation Accuracy:  0.959, Loss:  0.074
Epoch  23 Batch   15/78 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.112
Epoch  23 Batch   16/78 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.085
Epoch  23 Batch   17/78 - Train Accuracy:  0.945, Validation Accuracy:  0.954, Loss:  0.089
Epoch  23 Batch   18/78 - Train Accuracy:  0.953, Validation Accuracy:  0.952, Loss:  0.103
Epoch  23 Batch   19/78 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.090
Epoch  23 Batch   20/78 - Train Accuracy:  0.978, Validation Accuracy:  0.952, Loss:  0.067
Epoch  23 Batch   21/78 - Train Accuracy:  0.956, Validation Accuracy:  0.948, Loss:  0.098
Epoch  23 Batch   22/78 - Train Accuracy:  0.956, Validation Accuracy:  0.946, Loss:  0.095
Epoch  23 Batch   23/78 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.086
Epoch  23 Batch   24/78 - Train Accuracy:  0.984, Validation Accuracy:  0.956, Loss:  0.077
Epoch  23 Batch   25/78 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.084
Epoch  23 Batch   26/78 - Train Accuracy:  0.946, Validation Accuracy:  0.951, Loss:  0.108
Epoch  23 Batch   27/78 - Train Accuracy:  0.972, Validation Accuracy:  0.951, Loss:  0.092
Epoch  23 Batch   28/78 - Train Accuracy:  0.952, Validation Accuracy:  0.952, Loss:  0.098
Epoch  23 Batch   29/78 - Train Accuracy:  0.952, Validation Accuracy:  0.954, Loss:  0.105
Epoch  23 Batch   30/78 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.093
Epoch  23 Batch   31/78 - Train Accuracy:  0.954, Validation Accuracy:  0.954, Loss:  0.091
Epoch  23 Batch   32/78 - Train Accuracy:  0.960, Validation Accuracy:  0.944, Loss:  0.093
Epoch  23 Batch   33/78 - Train Accuracy:  0.949, Validation Accuracy:  0.946, Loss:  0.109
Epoch  23 Batch   34/78 - Train Accuracy:  0.977, Validation Accuracy:  0.943, Loss:  0.089
Epoch  23 Batch   35/78 - Train Accuracy:  0.959, Validation Accuracy:  0.949, Loss:  0.100
Epoch  23 Batch   36/78 - Train Accuracy:  0.964, Validation Accuracy:  0.939, Loss:  0.098
Epoch  23 Batch   37/78 - Train Accuracy:  0.969, Validation Accuracy:  0.946, Loss:  0.100
Epoch  23 Batch   38/78 - Train Accuracy:  0.952, Validation Accuracy:  0.945, Loss:  0.087
Epoch  23 Batch   39/78 - Train Accuracy:  0.954, Validation Accuracy:  0.948, Loss:  0.105
Epoch  23 Batch   40/78 - Train Accuracy:  0.970, Validation Accuracy:  0.943, Loss:  0.091
Epoch  23 Batch   41/78 - Train Accuracy:  0.948, Validation Accuracy:  0.956, Loss:  0.108
Epoch  23 Batch   42/78 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.093
Epoch  23 Batch   43/78 - Train Accuracy:  0.950, Validation Accuracy:  0.954, Loss:  0.117
Epoch  23 Batch   44/78 - Train Accuracy:  0.972, Validation Accuracy:  0.948, Loss:  0.099
Epoch  23 Batch   45/78 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.108
Epoch  23 Batch   46/78 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.093
Epoch  23 Batch   47/78 - Train Accuracy:  0.970, Validation Accuracy:  0.946, Loss:  0.082
Epoch  23 Batch   48/78 - Train Accuracy:  0.979, Validation Accuracy:  0.949, Loss:  0.089
Epoch  23 Batch   49/78 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.107
Epoch  23 Batch   50/78 - Train Accuracy:  0.956, Validation Accuracy:  0.951, Loss:  0.115
Epoch  23 Batch   51/78 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.091
Epoch  23 Batch   52/78 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.090
Epoch  23 Batch   53/78 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.079
Epoch  23 Batch   54/78 - Train Accuracy:  0.951, Validation Accuracy:  0.959, Loss:  0.100
Epoch  23 Batch   55/78 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.096
Epoch  23 Batch   56/78 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.097
Epoch  23 Batch   57/78 - Train Accuracy:  0.950, Validation Accuracy:  0.956, Loss:  0.105
Epoch  23 Batch   58/78 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.105
Epoch  23 Batch   59/78 - Train Accuracy:  0.979, Validation Accuracy:  0.958, Loss:  0.086
Epoch  23 Batch   60/78 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.095
Epoch  23 Batch   61/78 - Train Accuracy:  0.955, Validation Accuracy:  0.961, Loss:  0.101
Epoch  23 Batch   62/78 - Train Accuracy:  0.945, Validation Accuracy:  0.954, Loss:  0.103
Epoch  23 Batch   63/78 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.092
Epoch  23 Batch   64/78 - Train Accuracy:  0.959, Validation Accuracy:  0.951, Loss:  0.089
Epoch  23 Batch   65/78 - Train Accuracy:  0.960, Validation Accuracy:  0.945, Loss:  0.095
Epoch  23 Batch   66/78 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.082
Epoch  23 Batch   67/78 - Train Accuracy:  0.973, Validation Accuracy:  0.950, Loss:  0.083
Epoch  23 Batch   68/78 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.096
Epoch  23 Batch   69/78 - Train Accuracy:  0.954, Validation Accuracy:  0.960, Loss:  0.076
Epoch  23 Batch   70/78 - Train Accuracy:  0.949, Validation Accuracy:  0.956, Loss:  0.095
Epoch  23 Batch   71/78 - Train Accuracy:  0.978, Validation Accuracy:  0.954, Loss:  0.069
Epoch  23 Batch   72/78 - Train Accuracy:  0.963, Validation Accuracy:  0.950, Loss:  0.095
Epoch  23 Batch   73/78 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.095
Epoch  23 Batch   74/78 - Train Accuracy:  0.955, Validation Accuracy:  0.953, Loss:  0.101
Epoch  23 Batch   75/78 - Train Accuracy:  0.978, Validation Accuracy:  0.954, Loss:  0.078
Epoch  23 Batch   76/78 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.093
Epoch  24 Batch    0/78 - Train Accuracy:  0.952, Validation Accuracy:  0.960, Loss:  0.092
Epoch  24 Batch    1/78 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.069
Epoch  24 Batch    2/78 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.074
Epoch  24 Batch    3/78 - Train Accuracy:  0.938, Validation Accuracy:  0.963, Loss:  0.095
Epoch  24 Batch    4/78 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.075
Epoch  24 Batch    5/78 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.079
Epoch  24 Batch    6/78 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.077
Epoch  24 Batch    7/78 - Train Accuracy:  0.955, Validation Accuracy:  0.958, Loss:  0.096
Epoch  24 Batch    8/78 - Train Accuracy:  0.990, Validation Accuracy:  0.958, Loss:  0.076
Epoch  24 Batch    9/78 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.082
Epoch  24 Batch   10/78 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.078
Epoch  24 Batch   11/78 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.095
Epoch  24 Batch   12/78 - Train Accuracy:  0.955, Validation Accuracy:  0.960, Loss:  0.095
Epoch  24 Batch   13/78 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.087
Epoch  24 Batch   14/78 - Train Accuracy:  0.979, Validation Accuracy:  0.959, Loss:  0.066
Epoch  24 Batch   15/78 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.102
Epoch  24 Batch   16/78 - Train Accuracy:  0.978, Validation Accuracy:  0.962, Loss:  0.077
Epoch  24 Batch   17/78 - Train Accuracy:  0.949, Validation Accuracy:  0.956, Loss:  0.080
Epoch  24 Batch   18/78 - Train Accuracy:  0.955, Validation Accuracy:  0.949, Loss:  0.093
Epoch  24 Batch   19/78 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.081
Epoch  24 Batch   20/78 - Train Accuracy:  0.980, Validation Accuracy:  0.953, Loss:  0.060
Epoch  24 Batch   21/78 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.088
Epoch  24 Batch   22/78 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.086
Epoch  24 Batch   23/78 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.078
Epoch  24 Batch   24/78 - Train Accuracy:  0.987, Validation Accuracy:  0.954, Loss:  0.070
Epoch  24 Batch   25/78 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.075
Epoch  24 Batch   26/78 - Train Accuracy:  0.955, Validation Accuracy:  0.951, Loss:  0.097
Epoch  24 Batch   27/78 - Train Accuracy:  0.981, Validation Accuracy:  0.952, Loss:  0.082
Epoch  24 Batch   28/78 - Train Accuracy:  0.963, Validation Accuracy:  0.946, Loss:  0.089
Epoch  24 Batch   29/78 - Train Accuracy:  0.950, Validation Accuracy:  0.952, Loss:  0.096
Epoch  24 Batch   30/78 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.083
Epoch  24 Batch   31/78 - Train Accuracy:  0.953, Validation Accuracy:  0.956, Loss:  0.082
Epoch  24 Batch   32/78 - Train Accuracy:  0.960, Validation Accuracy:  0.949, Loss:  0.084
Epoch  24 Batch   33/78 - Train Accuracy:  0.955, Validation Accuracy:  0.953, Loss:  0.100
Epoch  24 Batch   34/78 - Train Accuracy:  0.981, Validation Accuracy:  0.950, Loss:  0.080
Epoch  24 Batch   35/78 - Train Accuracy:  0.955, Validation Accuracy:  0.948, Loss:  0.090
Epoch  24 Batch   36/78 - Train Accuracy:  0.969, Validation Accuracy:  0.944, Loss:  0.088
Epoch  24 Batch   37/78 - Train Accuracy:  0.965, Validation Accuracy:  0.946, Loss:  0.090
Epoch  24 Batch   38/78 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.078
Epoch  24 Batch   39/78 - Train Accuracy:  0.956, Validation Accuracy:  0.949, Loss:  0.094
Epoch  24 Batch   40/78 - Train Accuracy:  0.974, Validation Accuracy:  0.951, Loss:  0.083
Epoch  24 Batch   41/78 - Train Accuracy:  0.953, Validation Accuracy:  0.954, Loss:  0.096
Epoch  24 Batch   42/78 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.081
Epoch  24 Batch   43/78 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.110
Epoch  24 Batch   44/78 - Train Accuracy:  0.973, Validation Accuracy:  0.953, Loss:  0.087
Epoch  24 Batch   45/78 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.096
Epoch  24 Batch   46/78 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.087
Epoch  24 Batch   47/78 - Train Accuracy:  0.971, Validation Accuracy:  0.948, Loss:  0.072
Epoch  24 Batch   48/78 - Train Accuracy:  0.979, Validation Accuracy:  0.945, Loss:  0.078
Epoch  24 Batch   49/78 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.104
Epoch  24 Batch   50/78 - Train Accuracy:  0.953, Validation Accuracy:  0.949, Loss:  0.103
Epoch  24 Batch   51/78 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.085
Epoch  24 Batch   52/78 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.089
Epoch  24 Batch   53/78 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.069
Epoch  24 Batch   54/78 - Train Accuracy:  0.948, Validation Accuracy:  0.955, Loss:  0.091
Epoch  24 Batch   55/78 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.092
Epoch  24 Batch   56/78 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.088
Epoch  24 Batch   57/78 - Train Accuracy:  0.952, Validation Accuracy:  0.960, Loss:  0.096
Epoch  24 Batch   58/78 - Train Accuracy:  0.956, Validation Accuracy:  0.964, Loss:  0.100
Epoch  24 Batch   59/78 - Train Accuracy:  0.981, Validation Accuracy:  0.963, Loss:  0.078
Epoch  24 Batch   60/78 - Train Accuracy:  0.956, Validation Accuracy:  0.967, Loss:  0.086
Epoch  24 Batch   61/78 - Train Accuracy:  0.953, Validation Accuracy:  0.970, Loss:  0.096
Epoch  24 Batch   62/78 - Train Accuracy:  0.945, Validation Accuracy:  0.963, Loss:  0.095
Epoch  24 Batch   63/78 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.086
Epoch  24 Batch   64/78 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.083
Epoch  24 Batch   65/78 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.088
Epoch  24 Batch   66/78 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.074
Epoch  24 Batch   67/78 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.075
Epoch  24 Batch   68/78 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.089
Epoch  24 Batch   69/78 - Train Accuracy:  0.958, Validation Accuracy:  0.954, Loss:  0.070
Epoch  24 Batch   70/78 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.089
Epoch  24 Batch   71/78 - Train Accuracy:  0.979, Validation Accuracy:  0.959, Loss:  0.062
Epoch  24 Batch   72/78 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.086
Epoch  24 Batch   73/78 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.087
Epoch  24 Batch   74/78 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.092
Epoch  24 Batch   75/78 - Train Accuracy:  0.984, Validation Accuracy:  0.959, Loss:  0.070
Epoch  24 Batch   76/78 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.085
Epoch  25 Batch    0/78 - Train Accuracy:  0.953, Validation Accuracy:  0.960, Loss:  0.083
Epoch  25 Batch    1/78 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.064
Epoch  25 Batch    2/78 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.068
Epoch  25 Batch    3/78 - Train Accuracy:  0.946, Validation Accuracy:  0.964, Loss:  0.088
Epoch  25 Batch    4/78 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.070
Epoch  25 Batch    5/78 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.073
Epoch  25 Batch    6/78 - Train Accuracy:  0.982, Validation Accuracy:  0.963, Loss:  0.069
Epoch  25 Batch    7/78 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.085
Epoch  25 Batch    8/78 - Train Accuracy:  0.992, Validation Accuracy:  0.959, Loss:  0.069
Epoch  25 Batch    9/78 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.077
Epoch  25 Batch   10/78 - Train Accuracy:  0.980, Validation Accuracy:  0.964, Loss:  0.071
Epoch  25 Batch   11/78 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.088
Epoch  25 Batch   12/78 - Train Accuracy:  0.959, Validation Accuracy:  0.967, Loss:  0.088
Epoch  25 Batch   13/78 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.080
Epoch  25 Batch   14/78 - Train Accuracy:  0.983, Validation Accuracy:  0.960, Loss:  0.060
Epoch  25 Batch   15/78 - Train Accuracy:  0.959, Validation Accuracy:  0.962, Loss:  0.097
Epoch  25 Batch   16/78 - Train Accuracy:  0.978, Validation Accuracy:  0.968, Loss:  0.071
Epoch  25 Batch   17/78 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.073
Epoch  25 Batch   18/78 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.089
Epoch  25 Batch   19/78 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.074
Epoch  25 Batch   20/78 - Train Accuracy:  0.983, Validation Accuracy:  0.956, Loss:  0.056
Epoch  25 Batch   21/78 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.083
Epoch  25 Batch   22/78 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.079
Epoch  25 Batch   23/78 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.071
Epoch  25 Batch   24/78 - Train Accuracy:  0.985, Validation Accuracy:  0.961, Loss:  0.065
Epoch  25 Batch   25/78 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.068
Epoch  25 Batch   26/78 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.089
Epoch  25 Batch   27/78 - Train Accuracy:  0.984, Validation Accuracy:  0.959, Loss:  0.074
Epoch  25 Batch   28/78 - Train Accuracy:  0.973, Validation Accuracy:  0.949, Loss:  0.083
Epoch  25 Batch   29/78 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.087
Epoch  25 Batch   30/78 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.075
Epoch  25 Batch   31/78 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.075
Epoch  25 Batch   32/78 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.076
Epoch  25 Batch   33/78 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.091
Epoch  25 Batch   34/78 - Train Accuracy:  0.988, Validation Accuracy:  0.956, Loss:  0.074
Epoch  25 Batch   35/78 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.082
Epoch  25 Batch   36/78 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.078
Epoch  25 Batch   37/78 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.081
Epoch  25 Batch   38/78 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.071
Epoch  25 Batch   39/78 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.083
Epoch  25 Batch   40/78 - Train Accuracy:  0.979, Validation Accuracy:  0.951, Loss:  0.074
Epoch  25 Batch   41/78 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.088
Epoch  25 Batch   42/78 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.072
Epoch  25 Batch   43/78 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.099
Epoch  25 Batch   44/78 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.077
Epoch  25 Batch   45/78 - Train Accuracy:  0.962, Validation Accuracy:  0.952, Loss:  0.083
Epoch  25 Batch   46/78 - Train Accuracy:  0.983, Validation Accuracy:  0.954, Loss:  0.079
Epoch  25 Batch   47/78 - Train Accuracy:  0.981, Validation Accuracy:  0.954, Loss:  0.068
Epoch  25 Batch   48/78 - Train Accuracy:  0.983, Validation Accuracy:  0.953, Loss:  0.065
Epoch  25 Batch   49/78 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.093
Epoch  25 Batch   50/78 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.095
Epoch  25 Batch   51/78 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.071
Epoch  25 Batch   52/78 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.083
Epoch  25 Batch   53/78 - Train Accuracy:  0.984, Validation Accuracy:  0.967, Loss:  0.063
Epoch  25 Batch   54/78 - Train Accuracy:  0.953, Validation Accuracy:  0.963, Loss:  0.075
Epoch  25 Batch   55/78 - Train Accuracy:  0.981, Validation Accuracy:  0.963, Loss:  0.080
Epoch  25 Batch   56/78 - Train Accuracy:  0.979, Validation Accuracy:  0.969, Loss:  0.083
Epoch  25 Batch   57/78 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.083
Epoch  25 Batch   58/78 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.086
Epoch  25 Batch   59/78 - Train Accuracy:  0.981, Validation Accuracy:  0.968, Loss:  0.079
Epoch  25 Batch   60/78 - Train Accuracy:  0.956, Validation Accuracy:  0.970, Loss:  0.076
Epoch  25 Batch   61/78 - Train Accuracy:  0.955, Validation Accuracy:  0.967, Loss:  0.083
Epoch  25 Batch   62/78 - Train Accuracy:  0.953, Validation Accuracy:  0.973, Loss:  0.091
Epoch  25 Batch   63/78 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.080
Epoch  25 Batch   64/78 - Train Accuracy:  0.962, Validation Accuracy:  0.952, Loss:  0.069
Epoch  25 Batch   65/78 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.088
Epoch  25 Batch   66/78 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.066
Epoch  25 Batch   67/78 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.065
Epoch  25 Batch   68/78 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.082
Epoch  25 Batch   69/78 - Train Accuracy:  0.959, Validation Accuracy:  0.962, Loss:  0.067
Epoch  25 Batch   70/78 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.079
Epoch  25 Batch   71/78 - Train Accuracy:  0.989, Validation Accuracy:  0.960, Loss:  0.056
Epoch  25 Batch   72/78 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.082
Epoch  25 Batch   73/78 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.079
Epoch  25 Batch   74/78 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.085
Epoch  25 Batch   75/78 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.066
Epoch  25 Batch   76/78 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.086
Epoch  26 Batch    0/78 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.073
Epoch  26 Batch    1/78 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.059
Epoch  26 Batch    2/78 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.069
Epoch  26 Batch    3/78 - Train Accuracy:  0.943, Validation Accuracy:  0.965, Loss:  0.083
Epoch  26 Batch    4/78 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.064
Epoch  26 Batch    5/78 - Train Accuracy:  0.965, Validation Accuracy:  0.970, Loss:  0.072
Epoch  26 Batch    6/78 - Train Accuracy:  0.982, Validation Accuracy:  0.973, Loss:  0.065
Epoch  26 Batch    7/78 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.076
Epoch  26 Batch    8/78 - Train Accuracy:  0.990, Validation Accuracy:  0.961, Loss:  0.062
Epoch  26 Batch    9/78 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.074
Epoch  26 Batch   10/78 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.067
Epoch  26 Batch   11/78 - Train Accuracy:  0.964, Validation Accuracy:  0.965, Loss:  0.076
Epoch  26 Batch   12/78 - Train Accuracy:  0.961, Validation Accuracy:  0.965, Loss:  0.081
Epoch  26 Batch   13/78 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.074
Epoch  26 Batch   14/78 - Train Accuracy:  0.984, Validation Accuracy:  0.960, Loss:  0.054
Epoch  26 Batch   15/78 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.091
Epoch  26 Batch   16/78 - Train Accuracy:  0.982, Validation Accuracy:  0.969, Loss:  0.064
Epoch  26 Batch   17/78 - Train Accuracy:  0.964, Validation Accuracy:  0.968, Loss:  0.067
Epoch  26 Batch   18/78 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.082
Epoch  26 Batch   19/78 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.070
Epoch  26 Batch   20/78 - Train Accuracy:  0.988, Validation Accuracy:  0.953, Loss:  0.048
Epoch  26 Batch   21/78 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.075
Epoch  26 Batch   22/78 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.075
Epoch  26 Batch   23/78 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.067
Epoch  26 Batch   24/78 - Train Accuracy:  0.981, Validation Accuracy:  0.960, Loss:  0.057
Epoch  26 Batch   25/78 - Train Accuracy:  0.980, Validation Accuracy:  0.964, Loss:  0.063
Epoch  26 Batch   26/78 - Train Accuracy:  0.962, Validation Accuracy:  0.968, Loss:  0.083
Epoch  26 Batch   27/78 - Train Accuracy:  0.984, Validation Accuracy:  0.962, Loss:  0.067
Epoch  26 Batch   28/78 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.077
Epoch  26 Batch   29/78 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.079
Epoch  26 Batch   30/78 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.069
Epoch  26 Batch   31/78 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.068
Epoch  26 Batch   32/78 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.070
Epoch  26 Batch   33/78 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.086
Epoch  26 Batch   34/78 - Train Accuracy:  0.991, Validation Accuracy:  0.956, Loss:  0.066
Epoch  26 Batch   35/78 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.075
Epoch  26 Batch   36/78 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.071
Epoch  26 Batch   37/78 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.074
Epoch  26 Batch   38/78 - Train Accuracy:  0.971, Validation Accuracy:  0.946, Loss:  0.065
Epoch  26 Batch   39/78 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.076
Epoch  26 Batch   40/78 - Train Accuracy:  0.984, Validation Accuracy:  0.958, Loss:  0.068
Epoch  26 Batch   41/78 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.079
Epoch  26 Batch   42/78 - Train Accuracy:  0.985, Validation Accuracy:  0.963, Loss:  0.065
Epoch  26 Batch   43/78 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.087
Epoch  26 Batch   44/78 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.072
Epoch  26 Batch   45/78 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.077
Epoch  26 Batch   46/78 - Train Accuracy:  0.980, Validation Accuracy:  0.956, Loss:  0.069
Epoch  26 Batch   47/78 - Train Accuracy:  0.989, Validation Accuracy:  0.958, Loss:  0.065
Epoch  26 Batch   48/78 - Train Accuracy:  0.988, Validation Accuracy:  0.954, Loss:  0.059
Epoch  26 Batch   49/78 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.078
Epoch  26 Batch   50/78 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.083
Epoch  26 Batch   51/78 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.062
Epoch  26 Batch   52/78 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.068
Epoch  26 Batch   53/78 - Train Accuracy:  0.984, Validation Accuracy:  0.968, Loss:  0.058
Epoch  26 Batch   54/78 - Train Accuracy:  0.964, Validation Accuracy:  0.969, Loss:  0.070
Epoch  26 Batch   55/78 - Train Accuracy:  0.984, Validation Accuracy:  0.970, Loss:  0.070
Epoch  26 Batch   56/78 - Train Accuracy:  0.979, Validation Accuracy:  0.970, Loss:  0.073
Epoch  26 Batch   57/78 - Train Accuracy:  0.970, Validation Accuracy:  0.975, Loss:  0.076
Epoch  26 Batch   58/78 - Train Accuracy:  0.975, Validation Accuracy:  0.970, Loss:  0.081
Epoch  26 Batch   59/78 - Train Accuracy:  0.987, Validation Accuracy:  0.965, Loss:  0.064
Epoch  26 Batch   60/78 - Train Accuracy:  0.970, Validation Accuracy:  0.967, Loss:  0.070
Epoch  26 Batch   61/78 - Train Accuracy:  0.961, Validation Accuracy:  0.965, Loss:  0.076
Epoch  26 Batch   62/78 - Train Accuracy:  0.959, Validation Accuracy:  0.972, Loss:  0.081
Epoch  26 Batch   63/78 - Train Accuracy:  0.961, Validation Accuracy:  0.974, Loss:  0.075
Epoch  26 Batch   64/78 - Train Accuracy:  0.963, Validation Accuracy:  0.969, Loss:  0.066
Epoch  26 Batch   65/78 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.072
Epoch  26 Batch   66/78 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.064
Epoch  26 Batch   67/78 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.063
Epoch  26 Batch   68/78 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.075
Epoch  26 Batch   69/78 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.061
Epoch  26 Batch   70/78 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.080
Epoch  26 Batch   71/78 - Train Accuracy:  0.990, Validation Accuracy:  0.964, Loss:  0.055
Epoch  26 Batch   72/78 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.074
Epoch  26 Batch   73/78 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.072
Epoch  26 Batch   74/78 - Train Accuracy:  0.980, Validation Accuracy:  0.963, Loss:  0.079
Epoch  26 Batch   75/78 - Train Accuracy:  0.974, Validation Accuracy:  0.969, Loss:  0.058
Epoch  26 Batch   76/78 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.079
Epoch  27 Batch    0/78 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.070
Epoch  27 Batch    1/78 - Train Accuracy:  0.978, Validation Accuracy:  0.959, Loss:  0.052
Epoch  27 Batch    2/78 - Train Accuracy:  0.984, Validation Accuracy:  0.959, Loss:  0.056
Epoch  27 Batch    3/78 - Train Accuracy:  0.951, Validation Accuracy:  0.962, Loss:  0.077
Epoch  27 Batch    4/78 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.061
Epoch  27 Batch    5/78 - Train Accuracy:  0.970, Validation Accuracy:  0.970, Loss:  0.059
Epoch  27 Batch    6/78 - Train Accuracy:  0.983, Validation Accuracy:  0.969, Loss:  0.059
Epoch  27 Batch    7/78 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.072
Epoch  27 Batch    8/78 - Train Accuracy:  0.991, Validation Accuracy:  0.959, Loss:  0.058
Epoch  27 Batch    9/78 - Train Accuracy:  0.974, Validation Accuracy:  0.955, Loss:  0.063
Epoch  27 Batch   10/78 - Train Accuracy:  0.980, Validation Accuracy:  0.962, Loss:  0.066
Epoch  27 Batch   11/78 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.069
Epoch  27 Batch   12/78 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.071
Epoch  27 Batch   13/78 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.072
Epoch  27 Batch   14/78 - Train Accuracy:  0.984, Validation Accuracy:  0.964, Loss:  0.049
Epoch  27 Batch   15/78 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.076
Epoch  27 Batch   16/78 - Train Accuracy:  0.982, Validation Accuracy:  0.964, Loss:  0.065
Epoch  27 Batch   17/78 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.061
Epoch  27 Batch   18/78 - Train Accuracy:  0.964, Validation Accuracy:  0.969, Loss:  0.069
Epoch  27 Batch   19/78 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.063
Epoch  27 Batch   20/78 - Train Accuracy:  0.989, Validation Accuracy:  0.960, Loss:  0.044
Epoch  27 Batch   21/78 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.067
Epoch  27 Batch   22/78 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.064
Epoch  27 Batch   23/78 - Train Accuracy:  0.980, Validation Accuracy:  0.954, Loss:  0.065
Epoch  27 Batch   24/78 - Train Accuracy:  0.989, Validation Accuracy:  0.956, Loss:  0.052
Epoch  27 Batch   25/78 - Train Accuracy:  0.984, Validation Accuracy:  0.964, Loss:  0.055
Epoch  27 Batch   26/78 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.073
Epoch  27 Batch   27/78 - Train Accuracy:  0.988, Validation Accuracy:  0.977, Loss:  0.061
Epoch  27 Batch   28/78 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.070
Epoch  27 Batch   29/78 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.074
Epoch  27 Batch   30/78 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.065
Epoch  27 Batch   31/78 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.061
Epoch  27 Batch   32/78 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.065
Epoch  27 Batch   33/78 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.082
Epoch  27 Batch   34/78 - Train Accuracy:  0.991, Validation Accuracy:  0.964, Loss:  0.059
Epoch  27 Batch   35/78 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.067
Epoch  27 Batch   36/78 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.064
Epoch  27 Batch   37/78 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.069
Epoch  27 Batch   38/78 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.060
Epoch  27 Batch   39/78 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.069
Epoch  27 Batch   40/78 - Train Accuracy:  0.983, Validation Accuracy:  0.951, Loss:  0.062
Epoch  27 Batch   41/78 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.073
Epoch  27 Batch   42/78 - Train Accuracy:  0.990, Validation Accuracy:  0.959, Loss:  0.060
Epoch  27 Batch   43/78 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.079
Epoch  27 Batch   44/78 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.068
Epoch  27 Batch   45/78 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.071
Epoch  27 Batch   46/78 - Train Accuracy:  0.993, Validation Accuracy:  0.958, Loss:  0.062
Epoch  27 Batch   47/78 - Train Accuracy:  0.989, Validation Accuracy:  0.956, Loss:  0.057
Epoch  27 Batch   48/78 - Train Accuracy:  0.988, Validation Accuracy:  0.955, Loss:  0.054
Epoch  27 Batch   49/78 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.074
Epoch  27 Batch   50/78 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.075
Epoch  27 Batch   51/78 - Train Accuracy:  0.978, Validation Accuracy:  0.962, Loss:  0.054
Epoch  27 Batch   52/78 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.063
Epoch  27 Batch   53/78 - Train Accuracy:  0.987, Validation Accuracy:  0.963, Loss:  0.054
Epoch  27 Batch   54/78 - Train Accuracy:  0.965, Validation Accuracy:  0.968, Loss:  0.066
Epoch  27 Batch   55/78 - Train Accuracy:  0.983, Validation Accuracy:  0.967, Loss:  0.062
Epoch  27 Batch   56/78 - Train Accuracy:  0.983, Validation Accuracy:  0.964, Loss:  0.066
Epoch  27 Batch   57/78 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.071
Epoch  27 Batch   58/78 - Train Accuracy:  0.979, Validation Accuracy:  0.975, Loss:  0.077
Epoch  27 Batch   59/78 - Train Accuracy:  0.989, Validation Accuracy:  0.969, Loss:  0.057
Epoch  27 Batch   60/78 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.063
Epoch  27 Batch   61/78 - Train Accuracy:  0.964, Validation Accuracy:  0.967, Loss:  0.067
Epoch  27 Batch   62/78 - Train Accuracy:  0.968, Validation Accuracy:  0.972, Loss:  0.075
Epoch  27 Batch   63/78 - Train Accuracy:  0.962, Validation Accuracy:  0.970, Loss:  0.066
Epoch  27 Batch   64/78 - Train Accuracy:  0.970, Validation Accuracy:  0.980, Loss:  0.060
Epoch  27 Batch   65/78 - Train Accuracy:  0.975, Validation Accuracy:  0.973, Loss:  0.066
Epoch  27 Batch   66/78 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.053
Epoch  27 Batch   67/78 - Train Accuracy:  0.981, Validation Accuracy:  0.969, Loss:  0.058
Epoch  27 Batch   68/78 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.067
Epoch  27 Batch   69/78 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.053
Epoch  27 Batch   70/78 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.070
Epoch  27 Batch   71/78 - Train Accuracy:  0.992, Validation Accuracy:  0.969, Loss:  0.050
Epoch  27 Batch   72/78 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.064
Epoch  27 Batch   73/78 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.063
Epoch  27 Batch   74/78 - Train Accuracy:  0.987, Validation Accuracy:  0.968, Loss:  0.071
Epoch  27 Batch   75/78 - Train Accuracy:  0.987, Validation Accuracy:  0.969, Loss:  0.052
Epoch  27 Batch   76/78 - Train Accuracy:  0.965, Validation Accuracy:  0.968, Loss:  0.065
Epoch  28 Batch    0/78 - Train Accuracy:  0.970, Validation Accuracy:  0.970, Loss:  0.062
Epoch  28 Batch    1/78 - Train Accuracy:  0.981, Validation Accuracy:  0.963, Loss:  0.048
Epoch  28 Batch    2/78 - Train Accuracy:  0.984, Validation Accuracy:  0.962, Loss:  0.049
Epoch  28 Batch    3/78 - Train Accuracy:  0.956, Validation Accuracy:  0.962, Loss:  0.064
Epoch  28 Batch    4/78 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.055
Epoch  28 Batch    5/78 - Train Accuracy:  0.970, Validation Accuracy:  0.974, Loss:  0.055
Epoch  28 Batch    6/78 - Train Accuracy:  0.983, Validation Accuracy:  0.974, Loss:  0.053
Epoch  28 Batch    7/78 - Train Accuracy:  0.974, Validation Accuracy:  0.969, Loss:  0.062
Epoch  28 Batch    8/78 - Train Accuracy:  0.994, Validation Accuracy:  0.963, Loss:  0.049
Epoch  28 Batch    9/78 - Train Accuracy:  0.980, Validation Accuracy:  0.962, Loss:  0.057
Epoch  28 Batch   10/78 - Train Accuracy:  0.979, Validation Accuracy:  0.959, Loss:  0.055
Epoch  28 Batch   11/78 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.066
Epoch  28 Batch   12/78 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.062
Epoch  28 Batch   13/78 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.060
Epoch  28 Batch   14/78 - Train Accuracy:  0.978, Validation Accuracy:  0.960, Loss:  0.046
Epoch  28 Batch   15/78 - Train Accuracy:  0.978, Validation Accuracy:  0.970, Loss:  0.072
Epoch  28 Batch   16/78 - Train Accuracy:  0.989, Validation Accuracy:  0.967, Loss:  0.053
Epoch  28 Batch   17/78 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.054
Epoch  28 Batch   18/78 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.062
Epoch  28 Batch   19/78 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.059
Epoch  28 Batch   20/78 - Train Accuracy:  0.989, Validation Accuracy:  0.971, Loss:  0.041
Epoch  28 Batch   21/78 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.063
Epoch  28 Batch   22/78 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.057
Epoch  28 Batch   23/78 - Train Accuracy:  0.984, Validation Accuracy:  0.962, Loss:  0.059
Epoch  28 Batch   24/78 - Train Accuracy:  0.988, Validation Accuracy:  0.967, Loss:  0.047
Epoch  28 Batch   25/78 - Train Accuracy:  0.993, Validation Accuracy:  0.970, Loss:  0.052
Epoch  28 Batch   26/78 - Train Accuracy:  0.974, Validation Accuracy:  0.972, Loss:  0.070
Epoch  28 Batch   27/78 - Train Accuracy:  0.991, Validation Accuracy:  0.961, Loss:  0.057
Epoch  28 Batch   28/78 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.064
Epoch  28 Batch   29/78 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.069
Epoch  28 Batch   30/78 - Train Accuracy:  0.974, Validation Accuracy:  0.971, Loss:  0.061
Epoch  28 Batch   31/78 - Train Accuracy:  0.965, Validation Accuracy:  0.970, Loss:  0.055
Epoch  28 Batch   32/78 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.059
Epoch  28 Batch   33/78 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.079
Epoch  28 Batch   34/78 - Train Accuracy:  0.989, Validation Accuracy:  0.965, Loss:  0.057
Epoch  28 Batch   35/78 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.063
Epoch  28 Batch   36/78 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.058
Epoch  28 Batch   37/78 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.062
Epoch  28 Batch   38/78 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.059
Epoch  28 Batch   39/78 - Train Accuracy:  0.978, Validation Accuracy:  0.954, Loss:  0.065
Epoch  28 Batch   40/78 - Train Accuracy:  0.991, Validation Accuracy:  0.955, Loss:  0.053
Epoch  28 Batch   41/78 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.067
Epoch  28 Batch   42/78 - Train Accuracy:  0.988, Validation Accuracy:  0.956, Loss:  0.057
Epoch  28 Batch   43/78 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.073
Epoch  28 Batch   44/78 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.062
Epoch  28 Batch   45/78 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.066
Epoch  28 Batch   46/78 - Train Accuracy:  0.996, Validation Accuracy:  0.961, Loss:  0.057
Epoch  28 Batch   47/78 - Train Accuracy:  0.993, Validation Accuracy:  0.956, Loss:  0.050
Epoch  28 Batch   48/78 - Train Accuracy:  0.984, Validation Accuracy:  0.960, Loss:  0.050
Epoch  28 Batch   49/78 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.070
Epoch  28 Batch   50/78 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.070
Epoch  28 Batch   51/78 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.048
Epoch  28 Batch   52/78 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.058
Epoch  28 Batch   53/78 - Train Accuracy:  0.990, Validation Accuracy:  0.967, Loss:  0.050
Epoch  28 Batch   54/78 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.062
Epoch  28 Batch   55/78 - Train Accuracy:  0.988, Validation Accuracy:  0.971, Loss:  0.058
Epoch  28 Batch   56/78 - Train Accuracy:  0.987, Validation Accuracy:  0.970, Loss:  0.060
Epoch  28 Batch   57/78 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.065
Epoch  28 Batch   58/78 - Train Accuracy:  0.978, Validation Accuracy:  0.972, Loss:  0.070
Epoch  28 Batch   59/78 - Train Accuracy:  0.990, Validation Accuracy:  0.973, Loss:  0.053
Epoch  28 Batch   60/78 - Train Accuracy:  0.969, Validation Accuracy:  0.970, Loss:  0.058
Epoch  28 Batch   61/78 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.060
Epoch  28 Batch   62/78 - Train Accuracy:  0.968, Validation Accuracy:  0.970, Loss:  0.067
Epoch  28 Batch   63/78 - Train Accuracy:  0.965, Validation Accuracy:  0.971, Loss:  0.061
Epoch  28 Batch   64/78 - Train Accuracy:  0.971, Validation Accuracy:  0.973, Loss:  0.057
Epoch  28 Batch   65/78 - Train Accuracy:  0.975, Validation Accuracy:  0.978, Loss:  0.060
Epoch  28 Batch   66/78 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.047
Epoch  28 Batch   67/78 - Train Accuracy:  0.982, Validation Accuracy:  0.970, Loss:  0.052
Epoch  28 Batch   68/78 - Train Accuracy:  0.978, Validation Accuracy:  0.975, Loss:  0.063
Epoch  28 Batch   69/78 - Train Accuracy:  0.979, Validation Accuracy:  0.972, Loss:  0.049
Epoch  28 Batch   70/78 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.064
Epoch  28 Batch   71/78 - Train Accuracy:  0.996, Validation Accuracy:  0.969, Loss:  0.044
Epoch  28 Batch   72/78 - Train Accuracy:  0.979, Validation Accuracy:  0.967, Loss:  0.059
Epoch  28 Batch   73/78 - Train Accuracy:  0.979, Validation Accuracy:  0.968, Loss:  0.059
Epoch  28 Batch   74/78 - Train Accuracy:  0.980, Validation Accuracy:  0.967, Loss:  0.065
Epoch  28 Batch   75/78 - Train Accuracy:  0.987, Validation Accuracy:  0.969, Loss:  0.047
Epoch  28 Batch   76/78 - Train Accuracy:  0.967, Validation Accuracy:  0.974, Loss:  0.059
Epoch  29 Batch    0/78 - Train Accuracy:  0.981, Validation Accuracy:  0.967, Loss:  0.056
Epoch  29 Batch    1/78 - Train Accuracy:  0.984, Validation Accuracy:  0.967, Loss:  0.044
Epoch  29 Batch    2/78 - Train Accuracy:  0.983, Validation Accuracy:  0.962, Loss:  0.045
Epoch  29 Batch    3/78 - Train Accuracy:  0.967, Validation Accuracy:  0.971, Loss:  0.058
Epoch  29 Batch    4/78 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.050
Epoch  29 Batch    5/78 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.049
Epoch  29 Batch    6/78 - Train Accuracy:  0.991, Validation Accuracy:  0.971, Loss:  0.050
Epoch  29 Batch    7/78 - Train Accuracy:  0.982, Validation Accuracy:  0.970, Loss:  0.055
Epoch  29 Batch    8/78 - Train Accuracy:  0.997, Validation Accuracy:  0.969, Loss:  0.044
Epoch  29 Batch    9/78 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.051
Epoch  29 Batch   10/78 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.051
Epoch  29 Batch   11/78 - Train Accuracy:  0.977, Validation Accuracy:  0.970, Loss:  0.063
Epoch  29 Batch   12/78 - Train Accuracy:  0.987, Validation Accuracy:  0.962, Loss:  0.058
Epoch  29 Batch   13/78 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.054
Epoch  29 Batch   14/78 - Train Accuracy:  0.980, Validation Accuracy:  0.961, Loss:  0.042
Epoch  29 Batch   15/78 - Train Accuracy:  0.978, Validation Accuracy:  0.967, Loss:  0.068
Epoch  29 Batch   16/78 - Train Accuracy:  0.988, Validation Accuracy:  0.968, Loss:  0.051
Epoch  29 Batch   17/78 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.049
Epoch  29 Batch   18/78 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.058
Epoch  29 Batch   19/78 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.054
Epoch  29 Batch   20/78 - Train Accuracy:  0.992, Validation Accuracy:  0.965, Loss:  0.039
Epoch  29 Batch   21/78 - Train Accuracy:  0.987, Validation Accuracy:  0.971, Loss:  0.057
Epoch  29 Batch   22/78 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.054
Epoch  29 Batch   23/78 - Train Accuracy:  0.985, Validation Accuracy:  0.962, Loss:  0.053
Epoch  29 Batch   24/78 - Train Accuracy:  0.985, Validation Accuracy:  0.969, Loss:  0.044
Epoch  29 Batch   25/78 - Train Accuracy:  0.993, Validation Accuracy:  0.969, Loss:  0.048
Epoch  29 Batch   26/78 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.066
Epoch  29 Batch   27/78 - Train Accuracy:  0.992, Validation Accuracy:  0.964, Loss:  0.051
Epoch  29 Batch   28/78 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.058
Epoch  29 Batch   29/78 - Train Accuracy:  0.980, Validation Accuracy:  0.962, Loss:  0.064
Epoch  29 Batch   30/78 - Train Accuracy:  0.980, Validation Accuracy:  0.969, Loss:  0.058
Epoch  29 Batch   31/78 - Train Accuracy:  0.967, Validation Accuracy:  0.972, Loss:  0.051
Epoch  29 Batch   32/78 - Train Accuracy:  0.982, Validation Accuracy:  0.968, Loss:  0.052
Epoch  29 Batch   33/78 - Train Accuracy:  0.961, Validation Accuracy:  0.968, Loss:  0.070
Epoch  29 Batch   34/78 - Train Accuracy:  0.989, Validation Accuracy:  0.963, Loss:  0.054
Epoch  29 Batch   35/78 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.059
Epoch  29 Batch   36/78 - Train Accuracy:  0.981, Validation Accuracy:  0.960, Loss:  0.054
Epoch  29 Batch   37/78 - Train Accuracy:  0.975, Validation Accuracy:  0.954, Loss:  0.054
Epoch  29 Batch   38/78 - Train Accuracy:  0.979, Validation Accuracy:  0.959, Loss:  0.055
Epoch  29 Batch   39/78 - Train Accuracy:  0.981, Validation Accuracy:  0.964, Loss:  0.063
Epoch  29 Batch   40/78 - Train Accuracy:  0.990, Validation Accuracy:  0.956, Loss:  0.050
Epoch  29 Batch   41/78 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.061
Epoch  29 Batch   42/78 - Train Accuracy:  0.987, Validation Accuracy:  0.956, Loss:  0.052
Epoch  29 Batch   43/78 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.068
Epoch  29 Batch   44/78 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.057
Epoch  29 Batch   45/78 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.062
Epoch  29 Batch   46/78 - Train Accuracy:  0.997, Validation Accuracy:  0.964, Loss:  0.055
Epoch  29 Batch   47/78 - Train Accuracy:  0.993, Validation Accuracy:  0.965, Loss:  0.046
Epoch  29 Batch   48/78 - Train Accuracy:  0.984, Validation Accuracy:  0.964, Loss:  0.046
Epoch  29 Batch   49/78 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.066
Epoch  29 Batch   50/78 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.068
Epoch  29 Batch   51/78 - Train Accuracy:  0.984, Validation Accuracy:  0.965, Loss:  0.044
Epoch  29 Batch   52/78 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.053
Epoch  29 Batch   53/78 - Train Accuracy:  0.994, Validation Accuracy:  0.965, Loss:  0.047
Epoch  29 Batch   54/78 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.060
Epoch  29 Batch   55/78 - Train Accuracy:  0.987, Validation Accuracy:  0.968, Loss:  0.057
Epoch  29 Batch   56/78 - Train Accuracy:  0.990, Validation Accuracy:  0.965, Loss:  0.056
Epoch  29 Batch   57/78 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.059
Epoch  29 Batch   58/78 - Train Accuracy:  0.978, Validation Accuracy:  0.967, Loss:  0.066
Epoch  29 Batch   59/78 - Train Accuracy:  0.990, Validation Accuracy:  0.974, Loss:  0.052
Epoch  29 Batch   60/78 - Train Accuracy:  0.972, Validation Accuracy:  0.970, Loss:  0.055
Epoch  29 Batch   61/78 - Train Accuracy:  0.968, Validation Accuracy:  0.971, Loss:  0.056
Epoch  29 Batch   62/78 - Train Accuracy:  0.965, Validation Accuracy:  0.971, Loss:  0.061
Epoch  29 Batch   63/78 - Train Accuracy:  0.968, Validation Accuracy:  0.975, Loss:  0.058
Epoch  29 Batch   64/78 - Train Accuracy:  0.972, Validation Accuracy:  0.971, Loss:  0.056
Epoch  29 Batch   65/78 - Train Accuracy:  0.980, Validation Accuracy:  0.975, Loss:  0.057
Epoch  29 Batch   66/78 - Train Accuracy:  0.973, Validation Accuracy:  0.977, Loss:  0.043
Epoch  29 Batch   67/78 - Train Accuracy:  0.984, Validation Accuracy:  0.971, Loss:  0.048
Epoch  29 Batch   68/78 - Train Accuracy:  0.978, Validation Accuracy:  0.969, Loss:  0.059
Epoch  29 Batch   69/78 - Train Accuracy:  0.979, Validation Accuracy:  0.973, Loss:  0.047
Epoch  29 Batch   70/78 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.063
Epoch  29 Batch   71/78 - Train Accuracy:  0.996, Validation Accuracy:  0.970, Loss:  0.038
Epoch  29 Batch   72/78 - Train Accuracy:  0.979, Validation Accuracy:  0.967, Loss:  0.053
Epoch  29 Batch   73/78 - Train Accuracy:  0.984, Validation Accuracy:  0.967, Loss:  0.055
Epoch  29 Batch   74/78 - Train Accuracy:  0.985, Validation Accuracy:  0.969, Loss:  0.061
Epoch  29 Batch   75/78 - Train Accuracy:  0.989, Validation Accuracy:  0.965, Loss:  0.045
Epoch  29 Batch   76/78 - Train Accuracy:  0.974, Validation Accuracy:  0.975, Loss:  0.053
Epoch  30 Batch    0/78 - Train Accuracy:  0.983, Validation Accuracy:  0.977, Loss:  0.051
Epoch  30 Batch    1/78 - Train Accuracy:  0.984, Validation Accuracy:  0.975, Loss:  0.041
Epoch  30 Batch    2/78 - Train Accuracy:  0.983, Validation Accuracy:  0.971, Loss:  0.043
Epoch  30 Batch    3/78 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.055
Epoch  30 Batch    4/78 - Train Accuracy:  0.973, Validation Accuracy:  0.972, Loss:  0.045
Epoch  30 Batch    5/78 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.044
Epoch  30 Batch    6/78 - Train Accuracy:  0.990, Validation Accuracy:  0.969, Loss:  0.047
Epoch  30 Batch    7/78 - Train Accuracy:  0.987, Validation Accuracy:  0.972, Loss:  0.052
Epoch  30 Batch    8/78 - Train Accuracy:  0.998, Validation Accuracy:  0.969, Loss:  0.042
Epoch  30 Batch    9/78 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.046
Epoch  30 Batch   10/78 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.047
Epoch  30 Batch   11/78 - Train Accuracy:  0.978, Validation Accuracy:  0.968, Loss:  0.057
Epoch  30 Batch   12/78 - Train Accuracy:  0.987, Validation Accuracy:  0.968, Loss:  0.055
Epoch  30 Batch   13/78 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.050
Epoch  30 Batch   14/78 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.037
Epoch  30 Batch   15/78 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.061
Epoch  30 Batch   16/78 - Train Accuracy:  0.987, Validation Accuracy:  0.967, Loss:  0.048
Epoch  30 Batch   17/78 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.045
Epoch  30 Batch   18/78 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.053
Epoch  30 Batch   19/78 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.047
Epoch  30 Batch   20/78 - Train Accuracy:  0.994, Validation Accuracy:  0.962, Loss:  0.035
Epoch  30 Batch   21/78 - Train Accuracy:  0.987, Validation Accuracy:  0.967, Loss:  0.052
Epoch  30 Batch   22/78 - Train Accuracy:  0.982, Validation Accuracy:  0.965, Loss:  0.052
Epoch  30 Batch   23/78 - Train Accuracy:  0.988, Validation Accuracy:  0.965, Loss:  0.047
Epoch  30 Batch   24/78 - Train Accuracy:  0.991, Validation Accuracy:  0.970, Loss:  0.039
Epoch  30 Batch   25/78 - Train Accuracy:  0.993, Validation Accuracy:  0.962, Loss:  0.042
Epoch  30 Batch   26/78 - Train Accuracy:  0.979, Validation Accuracy:  0.965, Loss:  0.061
Epoch  30 Batch   27/78 - Train Accuracy:  0.993, Validation Accuracy:  0.973, Loss:  0.046
Epoch  30 Batch   28/78 - Train Accuracy:  0.978, Validation Accuracy:  0.970, Loss:  0.051
Epoch  30 Batch   29/78 - Train Accuracy:  0.985, Validation Accuracy:  0.967, Loss:  0.054
Epoch  30 Batch   30/78 - Train Accuracy:  0.980, Validation Accuracy:  0.973, Loss:  0.051
Epoch  30 Batch   31/78 - Train Accuracy:  0.971, Validation Accuracy:  0.969, Loss:  0.047
Epoch  30 Batch   32/78 - Train Accuracy:  0.987, Validation Accuracy:  0.969, Loss:  0.048
Epoch  30 Batch   33/78 - Train Accuracy:  0.967, Validation Accuracy:  0.971, Loss:  0.061
Epoch  30 Batch   34/78 - Train Accuracy:  0.990, Validation Accuracy:  0.967, Loss:  0.045
Epoch  30 Batch   35/78 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.055
Epoch  30 Batch   36/78 - Train Accuracy:  0.982, Validation Accuracy:  0.964, Loss:  0.051
Epoch  30 Batch   37/78 - Train Accuracy:  0.985, Validation Accuracy:  0.962, Loss:  0.049
Epoch  30 Batch   38/78 - Train Accuracy:  0.979, Validation Accuracy:  0.958, Loss:  0.047
Epoch  30 Batch   39/78 - Train Accuracy:  0.988, Validation Accuracy:  0.963, Loss:  0.056
Epoch  30 Batch   40/78 - Train Accuracy:  0.990, Validation Accuracy:  0.962, Loss:  0.045
Epoch  30 Batch   41/78 - Train Accuracy:  0.978, Validation Accuracy:  0.969, Loss:  0.057
Epoch  30 Batch   42/78 - Train Accuracy:  0.992, Validation Accuracy:  0.960, Loss:  0.046
Epoch  30 Batch   43/78 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.062
Epoch  30 Batch   44/78 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.050
Epoch  30 Batch   45/78 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.056
Epoch  30 Batch   46/78 - Train Accuracy:  0.997, Validation Accuracy:  0.962, Loss:  0.052
Epoch  30 Batch   47/78 - Train Accuracy:  0.998, Validation Accuracy:  0.971, Loss:  0.042
Epoch  30 Batch   48/78 - Train Accuracy:  0.983, Validation Accuracy:  0.968, Loss:  0.041
Epoch  30 Batch   49/78 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.057
Epoch  30 Batch   50/78 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.065
Epoch  30 Batch   51/78 - Train Accuracy:  0.985, Validation Accuracy:  0.955, Loss:  0.040
Epoch  30 Batch   52/78 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.047
Epoch  30 Batch   53/78 - Train Accuracy:  0.994, Validation Accuracy:  0.967, Loss:  0.041
Epoch  30 Batch   54/78 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.052
Epoch  30 Batch   55/78 - Train Accuracy:  0.987, Validation Accuracy:  0.963, Loss:  0.053
Epoch  30 Batch   56/78 - Train Accuracy:  0.988, Validation Accuracy:  0.970, Loss:  0.055
Epoch  30 Batch   57/78 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.055
Epoch  30 Batch   58/78 - Train Accuracy:  0.981, Validation Accuracy:  0.967, Loss:  0.055
Epoch  30 Batch   59/78 - Train Accuracy:  0.990, Validation Accuracy:  0.970, Loss:  0.047
Epoch  30 Batch   60/78 - Train Accuracy:  0.975, Validation Accuracy:  0.971, Loss:  0.053
Epoch  30 Batch   61/78 - Train Accuracy:  0.975, Validation Accuracy:  0.970, Loss:  0.054
Epoch  30 Batch   62/78 - Train Accuracy:  0.975, Validation Accuracy:  0.974, Loss:  0.055
Epoch  30 Batch   63/78 - Train Accuracy:  0.969, Validation Accuracy:  0.971, Loss:  0.053
Epoch  30 Batch   64/78 - Train Accuracy:  0.972, Validation Accuracy:  0.974, Loss:  0.051
Epoch  30 Batch   65/78 - Train Accuracy:  0.977, Validation Accuracy:  0.975, Loss:  0.057
Epoch  30 Batch   66/78 - Train Accuracy:  0.981, Validation Accuracy:  0.975, Loss:  0.040
Epoch  30 Batch   67/78 - Train Accuracy:  0.983, Validation Accuracy:  0.972, Loss:  0.042
Epoch  30 Batch   68/78 - Train Accuracy:  0.975, Validation Accuracy:  0.973, Loss:  0.054
Epoch  30 Batch   69/78 - Train Accuracy:  0.980, Validation Accuracy:  0.975, Loss:  0.043
Epoch  30 Batch   70/78 - Train Accuracy:  0.960, Validation Accuracy:  0.973, Loss:  0.063
Epoch  30 Batch   71/78 - Train Accuracy:  0.996, Validation Accuracy:  0.968, Loss:  0.036
Epoch  30 Batch   72/78 - Train Accuracy:  0.979, Validation Accuracy:  0.969, Loss:  0.048
Epoch  30 Batch   73/78 - Train Accuracy:  0.984, Validation Accuracy:  0.967, Loss:  0.049
Epoch  30 Batch   74/78 - Train Accuracy:  0.988, Validation Accuracy:  0.967, Loss:  0.055
Epoch  30 Batch   75/78 - Train Accuracy:  0.987, Validation Accuracy:  0.964, Loss:  0.041
Epoch  30 Batch   76/78 - Train Accuracy:  0.984, Validation Accuracy:  0.965, Loss:  0.050
Epoch  31 Batch    0/78 - Train Accuracy:  0.988, Validation Accuracy:  0.974, Loss:  0.045
Epoch  31 Batch    1/78 - Train Accuracy:  0.988, Validation Accuracy:  0.981, Loss:  0.035
Epoch  31 Batch    2/78 - Train Accuracy:  0.981, Validation Accuracy:  0.977, Loss:  0.040
Epoch  31 Batch    3/78 - Train Accuracy:  0.981, Validation Accuracy:  0.971, Loss:  0.051
Epoch  31 Batch    4/78 - Train Accuracy:  0.977, Validation Accuracy:  0.970, Loss:  0.041
Epoch  31 Batch    5/78 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.040
Epoch  31 Batch    6/78 - Train Accuracy:  0.999, Validation Accuracy:  0.970, Loss:  0.042
Epoch  31 Batch    7/78 - Train Accuracy:  0.991, Validation Accuracy:  0.971, Loss:  0.047
Epoch  31 Batch    8/78 - Train Accuracy:  0.998, Validation Accuracy:  0.969, Loss:  0.038
Epoch  31 Batch    9/78 - Train Accuracy:  0.980, Validation Accuracy:  0.968, Loss:  0.043
Epoch  31 Batch   10/78 - Train Accuracy:  0.985, Validation Accuracy:  0.972, Loss:  0.043
Epoch  31 Batch   11/78 - Train Accuracy:  0.985, Validation Accuracy:  0.974, Loss:  0.050
Epoch  31 Batch   12/78 - Train Accuracy:  0.987, Validation Accuracy:  0.972, Loss:  0.049
Epoch  31 Batch   13/78 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.046
Epoch  31 Batch   14/78 - Train Accuracy:  0.987, Validation Accuracy:  0.967, Loss:  0.033
Epoch  31 Batch   15/78 - Train Accuracy:  0.977, Validation Accuracy:  0.973, Loss:  0.055
Epoch  31 Batch   16/78 - Train Accuracy:  0.987, Validation Accuracy:  0.971, Loss:  0.044
Epoch  31 Batch   17/78 - Train Accuracy:  0.982, Validation Accuracy:  0.972, Loss:  0.041
Epoch  31 Batch   18/78 - Train Accuracy:  0.972, Validation Accuracy:  0.972, Loss:  0.049
Epoch  31 Batch   19/78 - Train Accuracy:  0.980, Validation Accuracy:  0.963, Loss:  0.041
Epoch  31 Batch   20/78 - Train Accuracy:  0.994, Validation Accuracy:  0.964, Loss:  0.032
Epoch  31 Batch   21/78 - Train Accuracy:  0.987, Validation Accuracy:  0.963, Loss:  0.046
Epoch  31 Batch   22/78 - Train Accuracy:  0.982, Validation Accuracy:  0.963, Loss:  0.047
Epoch  31 Batch   23/78 - Train Accuracy:  0.987, Validation Accuracy:  0.965, Loss:  0.042
Epoch  31 Batch   24/78 - Train Accuracy:  0.994, Validation Accuracy:  0.970, Loss:  0.036
Epoch  31 Batch   25/78 - Train Accuracy:  0.998, Validation Accuracy:  0.971, Loss:  0.037
Epoch  31 Batch   26/78 - Train Accuracy:  0.984, Validation Accuracy:  0.974, Loss:  0.052
Epoch  31 Batch   27/78 - Train Accuracy:  0.996, Validation Accuracy:  0.970, Loss:  0.042
Epoch  31 Batch   28/78 - Train Accuracy:  0.980, Validation Accuracy:  0.969, Loss:  0.047
Epoch  31 Batch   29/78 - Train Accuracy:  0.988, Validation Accuracy:  0.969, Loss:  0.049
Epoch  31 Batch   30/78 - Train Accuracy:  0.983, Validation Accuracy:  0.972, Loss:  0.044
Epoch  31 Batch   31/78 - Train Accuracy:  0.973, Validation Accuracy:  0.974, Loss:  0.041
Epoch  31 Batch   32/78 - Train Accuracy:  0.991, Validation Accuracy:  0.975, Loss:  0.043
Epoch  31 Batch   33/78 - Train Accuracy:  0.970, Validation Accuracy:  0.972, Loss:  0.055
Epoch  31 Batch   34/78 - Train Accuracy:  0.991, Validation Accuracy:  0.971, Loss:  0.040
Epoch  31 Batch   35/78 - Train Accuracy:  0.979, Validation Accuracy:  0.972, Loss:  0.050
Epoch  31 Batch   36/78 - Train Accuracy:  0.983, Validation Accuracy:  0.969, Loss:  0.046
Epoch  31 Batch   37/78 - Train Accuracy:  0.984, Validation Accuracy:  0.967, Loss:  0.045
Epoch  31 Batch   38/78 - Train Accuracy:  0.984, Validation Accuracy:  0.962, Loss:  0.041
Epoch  31 Batch   39/78 - Train Accuracy:  0.985, Validation Accuracy:  0.968, Loss:  0.048
Epoch  31 Batch   40/78 - Train Accuracy:  0.992, Validation Accuracy:  0.967, Loss:  0.038
Epoch  31 Batch   41/78 - Train Accuracy:  0.984, Validation Accuracy:  0.971, Loss:  0.050
Epoch  31 Batch   42/78 - Train Accuracy:  0.992, Validation Accuracy:  0.967, Loss:  0.040
Epoch  31 Batch   43/78 - Train Accuracy:  0.978, Validation Accuracy:  0.967, Loss:  0.057
Epoch  31 Batch   44/78 - Train Accuracy:  0.981, Validation Accuracy:  0.969, Loss:  0.044
Epoch  31 Batch   45/78 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.047
Epoch  31 Batch   46/78 - Train Accuracy:  0.996, Validation Accuracy:  0.964, Loss:  0.043
Epoch  31 Batch   47/78 - Train Accuracy:  0.998, Validation Accuracy:  0.968, Loss:  0.039
Epoch  31 Batch   48/78 - Train Accuracy:  0.984, Validation Accuracy:  0.972, Loss:  0.039
Epoch  31 Batch   49/78 - Train Accuracy:  0.972, Validation Accuracy:  0.970, Loss:  0.049
Epoch  31 Batch   50/78 - Train Accuracy:  0.978, Validation Accuracy:  0.970, Loss:  0.056
Epoch  31 Batch   51/78 - Train Accuracy:  0.982, Validation Accuracy:  0.972, Loss:  0.036
Epoch  31 Batch   52/78 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.043
Epoch  31 Batch   53/78 - Train Accuracy:  0.989, Validation Accuracy:  0.959, Loss:  0.036
Epoch  31 Batch   54/78 - Train Accuracy:  0.980, Validation Accuracy:  0.960, Loss:  0.045
Epoch  31 Batch   55/78 - Train Accuracy:  0.991, Validation Accuracy:  0.959, Loss:  0.046
Epoch  31 Batch   56/78 - Train Accuracy:  0.990, Validation Accuracy:  0.964, Loss:  0.050
Epoch  31 Batch   57/78 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.051
Epoch  31 Batch   58/78 - Train Accuracy:  0.979, Validation Accuracy:  0.974, Loss:  0.049
Epoch  31 Batch   59/78 - Train Accuracy:  0.990, Validation Accuracy:  0.972, Loss:  0.039
Epoch  31 Batch   60/78 - Train Accuracy:  0.975, Validation Accuracy:  0.970, Loss:  0.043
Epoch  31 Batch   61/78 - Train Accuracy:  0.982, Validation Accuracy:  0.972, Loss:  0.048
Epoch  31 Batch   62/78 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.052
Epoch  31 Batch   63/78 - Train Accuracy:  0.967, Validation Accuracy:  0.972, Loss:  0.047
Epoch  31 Batch   64/78 - Train Accuracy:  0.977, Validation Accuracy:  0.969, Loss:  0.040
Epoch  31 Batch   65/78 - Train Accuracy:  0.975, Validation Accuracy:  0.974, Loss:  0.052
Epoch  31 Batch   66/78 - Train Accuracy:  0.981, Validation Accuracy:  0.975, Loss:  0.038
Epoch  31 Batch   67/78 - Train Accuracy:  0.990, Validation Accuracy:  0.971, Loss:  0.037
Epoch  31 Batch   68/78 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.043
Epoch  31 Batch   69/78 - Train Accuracy:  0.985, Validation Accuracy:  0.972, Loss:  0.038
Epoch  31 Batch   70/78 - Train Accuracy:  0.965, Validation Accuracy:  0.977, Loss:  0.057
Epoch  31 Batch   71/78 - Train Accuracy:  0.996, Validation Accuracy:  0.970, Loss:  0.033
Epoch  31 Batch   72/78 - Train Accuracy:  0.974, Validation Accuracy:  0.969, Loss:  0.043
Epoch  31 Batch   73/78 - Train Accuracy:  0.980, Validation Accuracy:  0.973, Loss:  0.048
Epoch  31 Batch   74/78 - Train Accuracy:  0.990, Validation Accuracy:  0.973, Loss:  0.048
Epoch  31 Batch   75/78 - Train Accuracy:  0.991, Validation Accuracy:  0.965, Loss:  0.034
Epoch  31 Batch   76/78 - Train Accuracy:  0.983, Validation Accuracy:  0.967, Loss:  0.048
Epoch  32 Batch    0/78 - Train Accuracy:  0.991, Validation Accuracy:  0.960, Loss:  0.042
Epoch  32 Batch    1/78 - Train Accuracy:  0.991, Validation Accuracy:  0.968, Loss:  0.033
Epoch  32 Batch    2/78 - Train Accuracy:  0.983, Validation Accuracy:  0.968, Loss:  0.038
Epoch  32 Batch    3/78 - Train Accuracy:  0.975, Validation Accuracy:  0.973, Loss:  0.046
Epoch  32 Batch    4/78 - Train Accuracy:  0.978, Validation Accuracy:  0.972, Loss:  0.037
Epoch  32 Batch    5/78 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.038
Epoch  32 Batch    6/78 - Train Accuracy:  0.999, Validation Accuracy:  0.969, Loss:  0.038
Epoch  32 Batch    7/78 - Train Accuracy:  0.990, Validation Accuracy:  0.978, Loss:  0.044
Epoch  32 Batch    8/78 - Train Accuracy:  0.997, Validation Accuracy:  0.968, Loss:  0.035
Epoch  32 Batch    9/78 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.040
Epoch  32 Batch   10/78 - Train Accuracy:  0.989, Validation Accuracy:  0.961, Loss:  0.041
Epoch  32 Batch   11/78 - Train Accuracy:  0.989, Validation Accuracy:  0.970, Loss:  0.049
Epoch  32 Batch   12/78 - Train Accuracy:  0.987, Validation Accuracy:  0.971, Loss:  0.045
Epoch  32 Batch   13/78 - Train Accuracy:  0.977, Validation Accuracy:  0.975, Loss:  0.042
Epoch  32 Batch   14/78 - Train Accuracy:  0.993, Validation Accuracy:  0.972, Loss:  0.032
Epoch  32 Batch   15/78 - Train Accuracy:  0.985, Validation Accuracy:  0.967, Loss:  0.054
Epoch  32 Batch   16/78 - Train Accuracy:  0.991, Validation Accuracy:  0.969, Loss:  0.039
Epoch  32 Batch   17/78 - Train Accuracy:  0.983, Validation Accuracy:  0.970, Loss:  0.036
Epoch  32 Batch   18/78 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.046
Epoch  32 Batch   19/78 - Train Accuracy:  0.980, Validation Accuracy:  0.967, Loss:  0.040
Epoch  32 Batch   20/78 - Train Accuracy:  0.997, Validation Accuracy:  0.968, Loss:  0.029
Epoch  32 Batch   21/78 - Train Accuracy:  0.990, Validation Accuracy:  0.970, Loss:  0.043
Epoch  32 Batch   22/78 - Train Accuracy:  0.982, Validation Accuracy:  0.969, Loss:  0.043
Epoch  32 Batch   23/78 - Train Accuracy:  0.993, Validation Accuracy:  0.969, Loss:  0.040
Epoch  32 Batch   24/78 - Train Accuracy:  0.994, Validation Accuracy:  0.969, Loss:  0.033
Epoch  32 Batch   25/78 - Train Accuracy:  0.998, Validation Accuracy:  0.969, Loss:  0.035
Epoch  32 Batch   26/78 - Train Accuracy:  0.987, Validation Accuracy:  0.974, Loss:  0.048
Epoch  32 Batch   27/78 - Train Accuracy:  0.996, Validation Accuracy:  0.973, Loss:  0.038
Epoch  32 Batch   28/78 - Train Accuracy:  0.985, Validation Accuracy:  0.973, Loss:  0.043
Epoch  32 Batch   29/78 - Train Accuracy:  0.989, Validation Accuracy:  0.973, Loss:  0.044
Epoch  32 Batch   30/78 - Train Accuracy:  0.983, Validation Accuracy:  0.973, Loss:  0.041
Epoch  32 Batch   31/78 - Train Accuracy:  0.988, Validation Accuracy:  0.974, Loss:  0.037
Epoch  32 Batch   32/78 - Train Accuracy:  0.990, Validation Accuracy:  0.974, Loss:  0.039
Epoch  32 Batch   33/78 - Train Accuracy:  0.970, Validation Accuracy:  0.974, Loss:  0.051
Epoch  32 Batch   34/78 - Train Accuracy:  0.991, Validation Accuracy:  0.974, Loss:  0.036
Epoch  32 Batch   35/78 - Train Accuracy:  0.983, Validation Accuracy:  0.974, Loss:  0.046
Epoch  32 Batch   36/78 - Train Accuracy:  0.980, Validation Accuracy:  0.973, Loss:  0.042
Epoch  32 Batch   37/78 - Train Accuracy:  0.989, Validation Accuracy:  0.968, Loss:  0.041
Epoch  32 Batch   38/78 - Train Accuracy:  0.998, Validation Accuracy:  0.968, Loss:  0.037
Epoch  32 Batch   39/78 - Train Accuracy:  0.988, Validation Accuracy:  0.968, Loss:  0.043
Epoch  32 Batch   40/78 - Train Accuracy:  0.992, Validation Accuracy:  0.968, Loss:  0.036
Epoch  32 Batch   41/78 - Train Accuracy:  0.990, Validation Accuracy:  0.970, Loss:  0.047
Epoch  32 Batch   42/78 - Train Accuracy:  0.992, Validation Accuracy:  0.968, Loss:  0.036
Epoch  32 Batch   43/78 - Train Accuracy:  0.978, Validation Accuracy:  0.967, Loss:  0.052
Epoch  32 Batch   44/78 - Train Accuracy:  0.982, Validation Accuracy:  0.969, Loss:  0.041
Epoch  32 Batch   45/78 - Train Accuracy:  0.982, Validation Accuracy:  0.969, Loss:  0.043
Epoch  32 Batch   46/78 - Train Accuracy:  0.997, Validation Accuracy:  0.968, Loss:  0.038
Epoch  32 Batch   47/78 - Train Accuracy:  0.998, Validation Accuracy:  0.968, Loss:  0.035
Epoch  32 Batch   48/78 - Train Accuracy:  0.990, Validation Accuracy:  0.970, Loss:  0.035
Epoch  32 Batch   49/78 - Train Accuracy:  0.970, Validation Accuracy:  0.970, Loss:  0.045
Epoch  32 Batch   50/78 - Train Accuracy:  0.978, Validation Accuracy:  0.971, Loss:  0.052
Epoch  32 Batch   51/78 - Train Accuracy:  0.984, Validation Accuracy:  0.971, Loss:  0.032
Epoch  32 Batch   52/78 - Train Accuracy:  0.985, Validation Accuracy:  0.971, Loss:  0.038
Epoch  32 Batch   53/78 - Train Accuracy:  0.989, Validation Accuracy:  0.971, Loss:  0.034
Epoch  32 Batch   54/78 - Train Accuracy:  0.980, Validation Accuracy:  0.968, Loss:  0.042
Epoch  32 Batch   55/78 - Train Accuracy:  0.993, Validation Accuracy:  0.969, Loss:  0.040
Epoch  32 Batch   56/78 - Train Accuracy:  0.988, Validation Accuracy:  0.969, Loss:  0.044
Epoch  32 Batch   57/78 - Train Accuracy:  0.984, Validation Accuracy:  0.975, Loss:  0.046
Epoch  32 Batch   58/78 - Train Accuracy:  0.988, Validation Accuracy:  0.971, Loss:  0.047
Epoch  32 Batch   59/78 - Train Accuracy:  0.994, Validation Accuracy:  0.970, Loss:  0.036
Epoch  32 Batch   60/78 - Train Accuracy:  0.980, Validation Accuracy:  0.969, Loss:  0.038
Epoch  32 Batch   61/78 - Train Accuracy:  0.988, Validation Accuracy:  0.969, Loss:  0.042
Epoch  32 Batch   62/78 - Train Accuracy:  0.977, Validation Accuracy:  0.969, Loss:  0.047
Epoch  32 Batch   63/78 - Train Accuracy:  0.977, Validation Accuracy:  0.972, Loss:  0.043
Epoch  32 Batch   64/78 - Train Accuracy:  0.981, Validation Accuracy:  0.970, Loss:  0.036
Epoch  32 Batch   65/78 - Train Accuracy:  0.977, Validation Accuracy:  0.974, Loss:  0.046
Epoch  32 Batch   66/78 - Train Accuracy:  0.983, Validation Accuracy:  0.974, Loss:  0.034
Epoch  32 Batch   67/78 - Train Accuracy:  0.990, Validation Accuracy:  0.971, Loss:  0.035
Epoch  32 Batch   68/78 - Train Accuracy:  0.977, Validation Accuracy:  0.972, Loss:  0.040
Epoch  32 Batch   69/78 - Train Accuracy:  0.989, Validation Accuracy:  0.971, Loss:  0.034
Epoch  32 Batch   70/78 - Train Accuracy:  0.969, Validation Accuracy:  0.973, Loss:  0.050
Epoch  32 Batch   71/78 - Train Accuracy:  0.996, Validation Accuracy:  0.972, Loss:  0.030
Epoch  32 Batch   72/78 - Train Accuracy:  0.983, Validation Accuracy:  0.970, Loss:  0.039
Epoch  32 Batch   73/78 - Train Accuracy:  0.980, Validation Accuracy:  0.972, Loss:  0.041
Epoch  32 Batch   74/78 - Train Accuracy:  0.992, Validation Accuracy:  0.972, Loss:  0.043
Epoch  32 Batch   75/78 - Train Accuracy:  0.996, Validation Accuracy:  0.972, Loss:  0.032
Epoch  32 Batch   76/78 - Train Accuracy:  0.984, Validation Accuracy:  0.974, Loss:  0.044
Epoch  33 Batch    0/78 - Train Accuracy:  0.987, Validation Accuracy:  0.975, Loss:  0.037
Epoch  33 Batch    1/78 - Train Accuracy:  0.991, Validation Accuracy:  0.977, Loss:  0.030
Epoch  33 Batch    2/78 - Train Accuracy:  0.990, Validation Accuracy:  0.974, Loss:  0.036
Epoch  33 Batch    3/78 - Train Accuracy:  0.980, Validation Accuracy:  0.975, Loss:  0.045
Epoch  33 Batch    4/78 - Train Accuracy:  0.977, Validation Accuracy:  0.979, Loss:  0.034
Epoch  33 Batch    5/78 - Train Accuracy:  0.973, Validation Accuracy:  0.978, Loss:  0.034
Epoch  33 Batch    6/78 - Train Accuracy:  0.994, Validation Accuracy:  0.977, Loss:  0.034
Epoch  33 Batch    7/78 - Train Accuracy:  0.990, Validation Accuracy:  0.980, Loss:  0.040
Epoch  33 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.974, Loss:  0.032
Epoch  33 Batch    9/78 - Train Accuracy:  0.982, Validation Accuracy:  0.968, Loss:  0.037
Epoch  33 Batch   10/78 - Train Accuracy:  0.989, Validation Accuracy:  0.964, Loss:  0.038
Epoch  33 Batch   11/78 - Train Accuracy:  0.997, Validation Accuracy:  0.967, Loss:  0.046
Epoch  33 Batch   12/78 - Train Accuracy:  0.987, Validation Accuracy:  0.973, Loss:  0.040
Epoch  33 Batch   13/78 - Train Accuracy:  0.992, Validation Accuracy:  0.970, Loss:  0.037
Epoch  33 Batch   14/78 - Train Accuracy:  0.991, Validation Accuracy:  0.970, Loss:  0.029
Epoch  33 Batch   15/78 - Train Accuracy:  0.985, Validation Accuracy:  0.968, Loss:  0.046
Epoch  33 Batch   16/78 - Train Accuracy:  0.984, Validation Accuracy:  0.969, Loss:  0.037
Epoch  33 Batch   17/78 - Train Accuracy:  0.983, Validation Accuracy:  0.974, Loss:  0.034
Epoch  33 Batch   18/78 - Train Accuracy:  0.973, Validation Accuracy:  0.970, Loss:  0.041
Epoch  33 Batch   19/78 - Train Accuracy:  0.979, Validation Accuracy:  0.970, Loss:  0.035
Epoch  33 Batch   20/78 - Train Accuracy:  0.997, Validation Accuracy:  0.971, Loss:  0.028
Epoch  33 Batch   21/78 - Train Accuracy:  0.989, Validation Accuracy:  0.974, Loss:  0.042
Epoch  33 Batch   22/78 - Train Accuracy:  0.989, Validation Accuracy:  0.972, Loss:  0.039
Epoch  33 Batch   23/78 - Train Accuracy:  0.994, Validation Accuracy:  0.967, Loss:  0.038
Epoch  33 Batch   24/78 - Train Accuracy:  0.997, Validation Accuracy:  0.970, Loss:  0.031
Epoch  33 Batch   25/78 - Train Accuracy:  0.998, Validation Accuracy:  0.972, Loss:  0.034
Epoch  33 Batch   26/78 - Train Accuracy:  0.985, Validation Accuracy:  0.971, Loss:  0.045
Epoch  33 Batch   27/78 - Train Accuracy:  0.996, Validation Accuracy:  0.972, Loss:  0.034
Epoch  33 Batch   28/78 - Train Accuracy:  0.985, Validation Accuracy:  0.972, Loss:  0.039
Epoch  33 Batch   29/78 - Train Accuracy:  0.989, Validation Accuracy:  0.974, Loss:  0.041
Epoch  33 Batch   30/78 - Train Accuracy:  0.985, Validation Accuracy:  0.974, Loss:  0.038
Epoch  33 Batch   31/78 - Train Accuracy:  0.987, Validation Accuracy:  0.974, Loss:  0.034
Epoch  33 Batch   32/78 - Train Accuracy:  0.997, Validation Accuracy:  0.974, Loss:  0.035
Epoch  33 Batch   33/78 - Train Accuracy:  0.975, Validation Accuracy:  0.974, Loss:  0.048
Epoch  33 Batch   34/78 - Train Accuracy:  0.998, Validation Accuracy:  0.973, Loss:  0.033
Epoch  33 Batch   35/78 - Train Accuracy:  0.985, Validation Accuracy:  0.974, Loss:  0.041
Epoch  33 Batch   36/78 - Train Accuracy:  0.987, Validation Accuracy:  0.973, Loss:  0.038
Epoch  33 Batch   37/78 - Train Accuracy:  0.984, Validation Accuracy:  0.974, Loss:  0.038
Epoch  33 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.979, Loss:  0.032
Epoch  33 Batch   39/78 - Train Accuracy:  0.985, Validation Accuracy:  0.977, Loss:  0.039
Epoch  33 Batch   40/78 - Train Accuracy:  0.997, Validation Accuracy:  0.972, Loss:  0.032
Epoch  33 Batch   41/78 - Train Accuracy:  0.988, Validation Accuracy:  0.972, Loss:  0.042
Epoch  33 Batch   42/78 - Train Accuracy:  0.991, Validation Accuracy:  0.973, Loss:  0.032
Epoch  33 Batch   43/78 - Train Accuracy:  0.974, Validation Accuracy:  0.973, Loss:  0.047
Epoch  33 Batch   44/78 - Train Accuracy:  0.988, Validation Accuracy:  0.978, Loss:  0.037
Epoch  33 Batch   45/78 - Train Accuracy:  0.987, Validation Accuracy:  0.978, Loss:  0.038
Epoch  33 Batch   46/78 - Train Accuracy:  0.997, Validation Accuracy:  0.977, Loss:  0.033
Epoch  33 Batch   47/78 - Train Accuracy:  0.998, Validation Accuracy:  0.974, Loss:  0.032
Epoch  33 Batch   48/78 - Train Accuracy:  0.991, Validation Accuracy:  0.970, Loss:  0.030
Epoch  33 Batch   49/78 - Train Accuracy:  0.970, Validation Accuracy:  0.971, Loss:  0.042
Epoch  33 Batch   50/78 - Train Accuracy:  0.980, Validation Accuracy:  0.971, Loss:  0.046
Epoch  33 Batch   51/78 - Train Accuracy:  0.991, Validation Accuracy:  0.971, Loss:  0.029
Epoch  33 Batch   52/78 - Train Accuracy:  0.989, Validation Accuracy:  0.974, Loss:  0.035
Epoch  33 Batch   53/78 - Train Accuracy:  0.997, Validation Accuracy:  0.977, Loss:  0.029
Epoch  33 Batch   54/78 - Train Accuracy:  0.982, Validation Accuracy:  0.973, Loss:  0.039
Epoch  33 Batch   55/78 - Train Accuracy:  0.992, Validation Accuracy:  0.978, Loss:  0.036
Epoch  33 Batch   56/78 - Train Accuracy:  0.998, Validation Accuracy:  0.975, Loss:  0.038
Epoch  33 Batch   57/78 - Train Accuracy:  0.989, Validation Accuracy:  0.977, Loss:  0.041
Epoch  33 Batch   58/78 - Train Accuracy:  0.988, Validation Accuracy:  0.971, Loss:  0.042
Epoch  33 Batch   59/78 - Train Accuracy:  0.994, Validation Accuracy:  0.972, Loss:  0.033
Epoch  33 Batch   60/78 - Train Accuracy:  0.980, Validation Accuracy:  0.974, Loss:  0.035
Epoch  33 Batch   61/78 - Train Accuracy:  0.996, Validation Accuracy:  0.970, Loss:  0.036
Epoch  33 Batch   62/78 - Train Accuracy:  0.981, Validation Accuracy:  0.970, Loss:  0.042
Epoch  33 Batch   63/78 - Train Accuracy:  0.980, Validation Accuracy:  0.969, Loss:  0.039
Epoch  33 Batch   64/78 - Train Accuracy:  0.982, Validation Accuracy:  0.972, Loss:  0.033
Epoch  33 Batch   65/78 - Train Accuracy:  0.981, Validation Accuracy:  0.971, Loss:  0.041
Epoch  33 Batch   66/78 - Train Accuracy:  0.983, Validation Accuracy:  0.971, Loss:  0.031
Epoch  33 Batch   67/78 - Train Accuracy:  0.990, Validation Accuracy:  0.975, Loss:  0.032
Epoch  33 Batch   68/78 - Train Accuracy:  0.975, Validation Accuracy:  0.975, Loss:  0.036
Epoch  33 Batch   69/78 - Train Accuracy:  0.989, Validation Accuracy:  0.982, Loss:  0.032
Epoch  33 Batch   70/78 - Train Accuracy:  0.972, Validation Accuracy:  0.982, Loss:  0.045
Epoch  33 Batch   71/78 - Train Accuracy:  0.996, Validation Accuracy:  0.975, Loss:  0.026
Epoch  33 Batch   72/78 - Train Accuracy:  0.991, Validation Accuracy:  0.973, Loss:  0.035
Epoch  33 Batch   73/78 - Train Accuracy:  0.981, Validation Accuracy:  0.974, Loss:  0.039
Epoch  33 Batch   74/78 - Train Accuracy:  0.996, Validation Accuracy:  0.974, Loss:  0.039
Epoch  33 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.973, Loss:  0.028
Epoch  33 Batch   76/78 - Train Accuracy:  0.982, Validation Accuracy:  0.974, Loss:  0.040
Epoch  34 Batch    0/78 - Train Accuracy:  0.987, Validation Accuracy:  0.972, Loss:  0.034
Epoch  34 Batch    1/78 - Train Accuracy:  0.994, Validation Accuracy:  0.975, Loss:  0.026
Epoch  34 Batch    2/78 - Train Accuracy:  0.998, Validation Accuracy:  0.977, Loss:  0.028
Epoch  34 Batch    3/78 - Train Accuracy:  0.979, Validation Accuracy:  0.974, Loss:  0.040
Epoch  34 Batch    4/78 - Train Accuracy:  0.981, Validation Accuracy:  0.972, Loss:  0.033
Epoch  34 Batch    5/78 - Train Accuracy:  0.984, Validation Accuracy:  0.973, Loss:  0.031
Epoch  34 Batch    6/78 - Train Accuracy:  0.994, Validation Accuracy:  0.974, Loss:  0.030
Epoch  34 Batch    7/78 - Train Accuracy:  0.992, Validation Accuracy:  0.975, Loss:  0.035
Epoch  34 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.973, Loss:  0.029
Epoch  34 Batch    9/78 - Train Accuracy:  0.980, Validation Accuracy:  0.971, Loss:  0.034
Epoch  34 Batch   10/78 - Train Accuracy:  0.992, Validation Accuracy:  0.971, Loss:  0.032
Epoch  34 Batch   11/78 - Train Accuracy:  0.997, Validation Accuracy:  0.971, Loss:  0.038
Epoch  34 Batch   12/78 - Train Accuracy:  0.985, Validation Accuracy:  0.972, Loss:  0.036
Epoch  34 Batch   13/78 - Train Accuracy:  0.994, Validation Accuracy:  0.972, Loss:  0.033
Epoch  34 Batch   14/78 - Train Accuracy:  0.991, Validation Accuracy:  0.978, Loss:  0.026
Epoch  34 Batch   15/78 - Train Accuracy:  0.985, Validation Accuracy:  0.973, Loss:  0.041
Epoch  34 Batch   16/78 - Train Accuracy:  0.992, Validation Accuracy:  0.973, Loss:  0.034
Epoch  34 Batch   17/78 - Train Accuracy:  0.988, Validation Accuracy:  0.973, Loss:  0.031
Epoch  34 Batch   18/78 - Train Accuracy:  0.981, Validation Accuracy:  0.977, Loss:  0.037
Epoch  34 Batch   19/78 - Train Accuracy:  0.979, Validation Accuracy:  0.973, Loss:  0.032
Epoch  34 Batch   20/78 - Train Accuracy:  0.994, Validation Accuracy:  0.972, Loss:  0.025
Epoch  34 Batch   21/78 - Train Accuracy:  0.988, Validation Accuracy:  0.973, Loss:  0.039
Epoch  34 Batch   22/78 - Train Accuracy:  0.993, Validation Accuracy:  0.975, Loss:  0.037
Epoch  34 Batch   23/78 - Train Accuracy:  0.993, Validation Accuracy:  0.972, Loss:  0.035
Epoch  34 Batch   24/78 - Train Accuracy:  0.997, Validation Accuracy:  0.972, Loss:  0.027
Epoch  34 Batch   25/78 - Train Accuracy:  0.998, Validation Accuracy:  0.972, Loss:  0.031
Epoch  34 Batch   26/78 - Train Accuracy:  0.989, Validation Accuracy:  0.977, Loss:  0.042
Epoch  34 Batch   27/78 - Train Accuracy:  0.996, Validation Accuracy:  0.974, Loss:  0.031
Epoch  34 Batch   28/78 - Train Accuracy:  0.985, Validation Accuracy:  0.970, Loss:  0.035
Epoch  34 Batch   29/78 - Train Accuracy:  0.989, Validation Accuracy:  0.967, Loss:  0.039
Epoch  34 Batch   30/78 - Train Accuracy:  0.988, Validation Accuracy:  0.975, Loss:  0.037
Epoch  34 Batch   31/78 - Train Accuracy:  0.989, Validation Accuracy:  0.974, Loss:  0.032
Epoch  34 Batch   32/78 - Train Accuracy:  0.992, Validation Accuracy:  0.974, Loss:  0.033
Epoch  34 Batch   33/78 - Train Accuracy:  0.983, Validation Accuracy:  0.973, Loss:  0.044
Epoch  34 Batch   34/78 - Train Accuracy:  0.998, Validation Accuracy:  0.973, Loss:  0.032
Epoch  34 Batch   35/78 - Train Accuracy:  0.985, Validation Accuracy:  0.973, Loss:  0.038
Epoch  34 Batch   36/78 - Train Accuracy:  0.989, Validation Accuracy:  0.973, Loss:  0.035
Epoch  34 Batch   37/78 - Train Accuracy:  0.993, Validation Accuracy:  0.973, Loss:  0.035
Epoch  34 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.030
Epoch  34 Batch   39/78 - Train Accuracy:  0.994, Validation Accuracy:  0.979, Loss:  0.036
Epoch  34 Batch   40/78 - Train Accuracy:  0.997, Validation Accuracy:  0.977, Loss:  0.028
Epoch  34 Batch   41/78 - Train Accuracy:  0.992, Validation Accuracy:  0.977, Loss:  0.039
Epoch  34 Batch   42/78 - Train Accuracy:  0.996, Validation Accuracy:  0.977, Loss:  0.029
Epoch  34 Batch   43/78 - Train Accuracy:  0.983, Validation Accuracy:  0.978, Loss:  0.043
Epoch  34 Batch   44/78 - Train Accuracy:  0.989, Validation Accuracy:  0.979, Loss:  0.034
Epoch  34 Batch   45/78 - Train Accuracy:  0.987, Validation Accuracy:  0.979, Loss:  0.036
Epoch  34 Batch   46/78 - Train Accuracy:  0.997, Validation Accuracy:  0.980, Loss:  0.030
Epoch  34 Batch   47/78 - Train Accuracy:  0.998, Validation Accuracy:  0.977, Loss:  0.029
Epoch  34 Batch   48/78 - Train Accuracy:  0.994, Validation Accuracy:  0.977, Loss:  0.028
Epoch  34 Batch   49/78 - Train Accuracy:  0.971, Validation Accuracy:  0.977, Loss:  0.040
Epoch  34 Batch   50/78 - Train Accuracy:  0.988, Validation Accuracy:  0.977, Loss:  0.041
Epoch  34 Batch   51/78 - Train Accuracy:  0.997, Validation Accuracy:  0.973, Loss:  0.027
Epoch  34 Batch   52/78 - Train Accuracy:  0.988, Validation Accuracy:  0.973, Loss:  0.032
Epoch  34 Batch   53/78 - Train Accuracy:  0.998, Validation Accuracy:  0.974, Loss:  0.026
Epoch  34 Batch   54/78 - Train Accuracy:  0.984, Validation Accuracy:  0.974, Loss:  0.036
Epoch  34 Batch   55/78 - Train Accuracy:  0.992, Validation Accuracy:  0.974, Loss:  0.033
Epoch  34 Batch   56/78 - Train Accuracy:  0.998, Validation Accuracy:  0.971, Loss:  0.035
Epoch  34 Batch   57/78 - Train Accuracy:  0.989, Validation Accuracy:  0.974, Loss:  0.038
Epoch  34 Batch   58/78 - Train Accuracy:  0.988, Validation Accuracy:  0.970, Loss:  0.038
Epoch  34 Batch   59/78 - Train Accuracy:  0.994, Validation Accuracy:  0.974, Loss:  0.030
Epoch  34 Batch   60/78 - Train Accuracy:  0.980, Validation Accuracy:  0.973, Loss:  0.032
Epoch  34 Batch   61/78 - Train Accuracy:  0.993, Validation Accuracy:  0.973, Loss:  0.033
Epoch  34 Batch   62/78 - Train Accuracy:  0.980, Validation Accuracy:  0.975, Loss:  0.039
Epoch  34 Batch   63/78 - Train Accuracy:  0.983, Validation Accuracy:  0.980, Loss:  0.035
Epoch  34 Batch   64/78 - Train Accuracy:  0.988, Validation Accuracy:  0.973, Loss:  0.031
Epoch  34 Batch   65/78 - Train Accuracy:  0.981, Validation Accuracy:  0.973, Loss:  0.037
Epoch  34 Batch   66/78 - Train Accuracy:  0.983, Validation Accuracy:  0.972, Loss:  0.028
Epoch  34 Batch   67/78 - Train Accuracy:  0.990, Validation Accuracy:  0.975, Loss:  0.029
Epoch  34 Batch   68/78 - Train Accuracy:  0.975, Validation Accuracy:  0.978, Loss:  0.033
Epoch  34 Batch   69/78 - Train Accuracy:  0.989, Validation Accuracy:  0.980, Loss:  0.029
Epoch  34 Batch   70/78 - Train Accuracy:  0.977, Validation Accuracy:  0.985, Loss:  0.043
Epoch  34 Batch   71/78 - Train Accuracy:  0.996, Validation Accuracy:  0.980, Loss:  0.024
Epoch  34 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.979, Loss:  0.032
Epoch  34 Batch   73/78 - Train Accuracy:  0.985, Validation Accuracy:  0.973, Loss:  0.036
Epoch  34 Batch   74/78 - Train Accuracy:  0.996, Validation Accuracy:  0.973, Loss:  0.035
Epoch  34 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.974, Loss:  0.025
Epoch  34 Batch   76/78 - Train Accuracy:  0.987, Validation Accuracy:  0.974, Loss:  0.036
Epoch  35 Batch    0/78 - Train Accuracy:  0.985, Validation Accuracy:  0.973, Loss:  0.032
Epoch  35 Batch    1/78 - Train Accuracy:  0.993, Validation Accuracy:  0.972, Loss:  0.024
Epoch  35 Batch    2/78 - Train Accuracy:  0.998, Validation Accuracy:  0.975, Loss:  0.026
Epoch  35 Batch    3/78 - Train Accuracy:  0.979, Validation Accuracy:  0.978, Loss:  0.036
Epoch  35 Batch    4/78 - Train Accuracy:  0.981, Validation Accuracy:  0.970, Loss:  0.030
Epoch  35 Batch    5/78 - Train Accuracy:  0.984, Validation Accuracy:  0.972, Loss:  0.028
Epoch  35 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.973, Loss:  0.028
Epoch  35 Batch    7/78 - Train Accuracy:  0.996, Validation Accuracy:  0.975, Loss:  0.031
Epoch  35 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.975, Loss:  0.026
Epoch  35 Batch    9/78 - Train Accuracy:  0.981, Validation Accuracy:  0.977, Loss:  0.030
Epoch  35 Batch   10/78 - Train Accuracy:  0.997, Validation Accuracy:  0.972, Loss:  0.030
Epoch  35 Batch   11/78 - Train Accuracy:  0.998, Validation Accuracy:  0.971, Loss:  0.035
Epoch  35 Batch   12/78 - Train Accuracy:  0.990, Validation Accuracy:  0.979, Loss:  0.033
Epoch  35 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.030
Epoch  35 Batch   14/78 - Train Accuracy:  0.991, Validation Accuracy:  0.978, Loss:  0.024
Epoch  35 Batch   15/78 - Train Accuracy:  0.987, Validation Accuracy:  0.978, Loss:  0.037
Epoch  35 Batch   16/78 - Train Accuracy:  0.992, Validation Accuracy:  0.978, Loss:  0.032
Epoch  35 Batch   17/78 - Train Accuracy:  0.988, Validation Accuracy:  0.974, Loss:  0.028
Epoch  35 Batch   18/78 - Train Accuracy:  0.988, Validation Accuracy:  0.978, Loss:  0.034
Epoch  35 Batch   19/78 - Train Accuracy:  0.987, Validation Accuracy:  0.974, Loss:  0.028
Epoch  35 Batch   20/78 - Train Accuracy:  0.994, Validation Accuracy:  0.972, Loss:  0.023
Epoch  35 Batch   21/78 - Train Accuracy:  0.988, Validation Accuracy:  0.973, Loss:  0.036
Epoch  35 Batch   22/78 - Train Accuracy:  0.993, Validation Accuracy:  0.979, Loss:  0.036
Epoch  35 Batch   23/78 - Train Accuracy:  0.993, Validation Accuracy:  0.972, Loss:  0.031
Epoch  35 Batch   24/78 - Train Accuracy:  0.994, Validation Accuracy:  0.975, Loss:  0.024
Epoch  35 Batch   25/78 - Train Accuracy:  0.998, Validation Accuracy:  0.972, Loss:  0.028
Epoch  35 Batch   26/78 - Train Accuracy:  0.989, Validation Accuracy:  0.977, Loss:  0.038
Epoch  35 Batch   27/78 - Train Accuracy:  0.996, Validation Accuracy:  0.970, Loss:  0.029
Epoch  35 Batch   28/78 - Train Accuracy:  0.984, Validation Accuracy:  0.972, Loss:  0.033
Epoch  35 Batch   29/78 - Train Accuracy:  0.994, Validation Accuracy:  0.969, Loss:  0.035
Epoch  35 Batch   30/78 - Train Accuracy:  0.991, Validation Accuracy:  0.975, Loss:  0.034
Epoch  35 Batch   31/78 - Train Accuracy:  0.997, Validation Accuracy:  0.973, Loss:  0.030
Epoch  35 Batch   32/78 - Train Accuracy:  0.997, Validation Accuracy:  0.974, Loss:  0.030
Epoch  35 Batch   33/78 - Train Accuracy:  0.977, Validation Accuracy:  0.975, Loss:  0.041
Epoch  35 Batch   34/78 - Train Accuracy:  0.998, Validation Accuracy:  0.977, Loss:  0.029
Epoch  35 Batch   35/78 - Train Accuracy:  0.985, Validation Accuracy:  0.973, Loss:  0.035
Epoch  35 Batch   36/78 - Train Accuracy:  0.991, Validation Accuracy:  0.973, Loss:  0.032
Epoch  35 Batch   37/78 - Train Accuracy:  0.994, Validation Accuracy:  0.973, Loss:  0.032
Epoch  35 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.027
Epoch  35 Batch   39/78 - Train Accuracy:  0.994, Validation Accuracy:  0.975, Loss:  0.033
Epoch  35 Batch   40/78 - Train Accuracy:  0.997, Validation Accuracy:  0.977, Loss:  0.026
Epoch  35 Batch   41/78 - Train Accuracy:  0.991, Validation Accuracy:  0.977, Loss:  0.036
Epoch  35 Batch   42/78 - Train Accuracy:  0.996, Validation Accuracy:  0.977, Loss:  0.027
Epoch  35 Batch   43/78 - Train Accuracy:  0.983, Validation Accuracy:  0.978, Loss:  0.040
Epoch  35 Batch   44/78 - Train Accuracy:  0.989, Validation Accuracy:  0.978, Loss:  0.032
Epoch  35 Batch   45/78 - Train Accuracy:  0.992, Validation Accuracy:  0.979, Loss:  0.033
Epoch  35 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.980, Loss:  0.027
Epoch  35 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.977, Loss:  0.026
Epoch  35 Batch   48/78 - Train Accuracy:  0.994, Validation Accuracy:  0.975, Loss:  0.025
Epoch  35 Batch   49/78 - Train Accuracy:  0.977, Validation Accuracy:  0.977, Loss:  0.037
Epoch  35 Batch   50/78 - Train Accuracy:  0.991, Validation Accuracy:  0.977, Loss:  0.037
Epoch  35 Batch   51/78 - Train Accuracy:  0.997, Validation Accuracy:  0.974, Loss:  0.025
Epoch  35 Batch   52/78 - Train Accuracy:  0.988, Validation Accuracy:  0.973, Loss:  0.029
Epoch  35 Batch   53/78 - Train Accuracy:  0.998, Validation Accuracy:  0.975, Loss:  0.024
Epoch  35 Batch   54/78 - Train Accuracy:  0.984, Validation Accuracy:  0.979, Loss:  0.033
Epoch  35 Batch   55/78 - Train Accuracy:  0.996, Validation Accuracy:  0.977, Loss:  0.030
Epoch  35 Batch   56/78 - Train Accuracy:  0.998, Validation Accuracy:  0.973, Loss:  0.032
Epoch  35 Batch   57/78 - Train Accuracy:  0.989, Validation Accuracy:  0.974, Loss:  0.035
Epoch  35 Batch   58/78 - Train Accuracy:  0.988, Validation Accuracy:  0.974, Loss:  0.034
Epoch  35 Batch   59/78 - Train Accuracy:  0.994, Validation Accuracy:  0.975, Loss:  0.027
Epoch  35 Batch   60/78 - Train Accuracy:  0.985, Validation Accuracy:  0.975, Loss:  0.029
Epoch  35 Batch   61/78 - Train Accuracy:  0.996, Validation Accuracy:  0.975, Loss:  0.030
Epoch  35 Batch   62/78 - Train Accuracy:  0.984, Validation Accuracy:  0.975, Loss:  0.035
Epoch  35 Batch   63/78 - Train Accuracy:  0.993, Validation Accuracy:  0.980, Loss:  0.032
Epoch  35 Batch   64/78 - Train Accuracy:  0.988, Validation Accuracy:  0.980, Loss:  0.028
Epoch  35 Batch   65/78 - Train Accuracy:  0.981, Validation Accuracy:  0.974, Loss:  0.034
Epoch  35 Batch   66/78 - Train Accuracy:  0.983, Validation Accuracy:  0.973, Loss:  0.026
Epoch  35 Batch   67/78 - Train Accuracy:  0.990, Validation Accuracy:  0.978, Loss:  0.026
Epoch  35 Batch   68/78 - Train Accuracy:  0.975, Validation Accuracy:  0.980, Loss:  0.030
Epoch  35 Batch   69/78 - Train Accuracy:  0.989, Validation Accuracy:  0.987, Loss:  0.027
Epoch  35 Batch   70/78 - Train Accuracy:  0.982, Validation Accuracy:  0.985, Loss:  0.040
Epoch  35 Batch   71/78 - Train Accuracy:  0.996, Validation Accuracy:  0.984, Loss:  0.022
Epoch  35 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.030
Epoch  35 Batch   73/78 - Train Accuracy:  0.985, Validation Accuracy:  0.973, Loss:  0.033
Epoch  35 Batch   74/78 - Train Accuracy:  0.996, Validation Accuracy:  0.977, Loss:  0.033
Epoch  35 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.023
Epoch  35 Batch   76/78 - Train Accuracy:  0.990, Validation Accuracy:  0.978, Loss:  0.033
Epoch  36 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.977, Loss:  0.029
Epoch  36 Batch    1/78 - Train Accuracy:  0.993, Validation Accuracy:  0.977, Loss:  0.023
Epoch  36 Batch    2/78 - Train Accuracy:  0.998, Validation Accuracy:  0.978, Loss:  0.024
Epoch  36 Batch    3/78 - Train Accuracy:  0.978, Validation Accuracy:  0.975, Loss:  0.033
Epoch  36 Batch    4/78 - Train Accuracy:  0.992, Validation Accuracy:  0.970, Loss:  0.028
Epoch  36 Batch    5/78 - Train Accuracy:  0.984, Validation Accuracy:  0.970, Loss:  0.026
Epoch  36 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.973, Loss:  0.026
Epoch  36 Batch    7/78 - Train Accuracy:  0.996, Validation Accuracy:  0.975, Loss:  0.029
Epoch  36 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.972, Loss:  0.024
Epoch  36 Batch    9/78 - Train Accuracy:  0.980, Validation Accuracy:  0.977, Loss:  0.028
Epoch  36 Batch   10/78 - Train Accuracy:  0.997, Validation Accuracy:  0.977, Loss:  0.028
Epoch  36 Batch   11/78 - Train Accuracy:  0.997, Validation Accuracy:  0.980, Loss:  0.033
Epoch  36 Batch   12/78 - Train Accuracy:  0.990, Validation Accuracy:  0.987, Loss:  0.030
Epoch  36 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.028
Epoch  36 Batch   14/78 - Train Accuracy:  0.992, Validation Accuracy:  0.979, Loss:  0.022
Epoch  36 Batch   15/78 - Train Accuracy:  0.987, Validation Accuracy:  0.978, Loss:  0.034
Epoch  36 Batch   16/78 - Train Accuracy:  0.992, Validation Accuracy:  0.978, Loss:  0.030
Epoch  36 Batch   17/78 - Train Accuracy:  0.988, Validation Accuracy:  0.979, Loss:  0.026
Epoch  36 Batch   18/78 - Train Accuracy:  0.992, Validation Accuracy:  0.980, Loss:  0.032
Epoch  36 Batch   19/78 - Train Accuracy:  0.991, Validation Accuracy:  0.974, Loss:  0.026
Epoch  36 Batch   20/78 - Train Accuracy:  0.998, Validation Accuracy:  0.973, Loss:  0.022
Epoch  36 Batch   21/78 - Train Accuracy:  0.988, Validation Accuracy:  0.975, Loss:  0.033
Epoch  36 Batch   22/78 - Train Accuracy:  0.993, Validation Accuracy:  0.979, Loss:  0.033
Epoch  36 Batch   23/78 - Train Accuracy:  0.993, Validation Accuracy:  0.977, Loss:  0.029
Epoch  36 Batch   24/78 - Train Accuracy:  0.994, Validation Accuracy:  0.972, Loss:  0.022
Epoch  36 Batch   25/78 - Train Accuracy:  0.998, Validation Accuracy:  0.975, Loss:  0.026
Epoch  36 Batch   26/78 - Train Accuracy:  0.989, Validation Accuracy:  0.975, Loss:  0.035
Epoch  36 Batch   27/78 - Train Accuracy:  0.996, Validation Accuracy:  0.969, Loss:  0.026
Epoch  36 Batch   28/78 - Train Accuracy:  0.984, Validation Accuracy:  0.979, Loss:  0.030
Epoch  36 Batch   29/78 - Train Accuracy:  0.994, Validation Accuracy:  0.968, Loss:  0.033
Epoch  36 Batch   30/78 - Train Accuracy:  0.991, Validation Accuracy:  0.975, Loss:  0.031
Epoch  36 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.975, Loss:  0.027
Epoch  36 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.975, Loss:  0.028
Epoch  36 Batch   33/78 - Train Accuracy:  0.987, Validation Accuracy:  0.971, Loss:  0.038
Epoch  36 Batch   34/78 - Train Accuracy:  0.998, Validation Accuracy:  0.971, Loss:  0.026
Epoch  36 Batch   35/78 - Train Accuracy:  0.985, Validation Accuracy:  0.977, Loss:  0.033
Epoch  36 Batch   36/78 - Train Accuracy:  0.991, Validation Accuracy:  0.974, Loss:  0.029
Epoch  36 Batch   37/78 - Train Accuracy:  0.996, Validation Accuracy:  0.978, Loss:  0.029
Epoch  36 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.975, Loss:  0.025
Epoch  36 Batch   39/78 - Train Accuracy:  0.994, Validation Accuracy:  0.975, Loss:  0.030
Epoch  36 Batch   40/78 - Train Accuracy:  0.997, Validation Accuracy:  0.975, Loss:  0.024
Epoch  36 Batch   41/78 - Train Accuracy:  0.999, Validation Accuracy:  0.977, Loss:  0.033
Epoch  36 Batch   42/78 - Train Accuracy:  0.996, Validation Accuracy:  0.977, Loss:  0.025
Epoch  36 Batch   43/78 - Train Accuracy:  0.979, Validation Accuracy:  0.977, Loss:  0.037
Epoch  36 Batch   44/78 - Train Accuracy:  0.990, Validation Accuracy:  0.978, Loss:  0.029
Epoch  36 Batch   45/78 - Train Accuracy:  0.992, Validation Accuracy:  0.978, Loss:  0.030
Epoch  36 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.980, Loss:  0.025
Epoch  36 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.977, Loss:  0.024
Epoch  36 Batch   48/78 - Train Accuracy:  0.994, Validation Accuracy:  0.978, Loss:  0.023
Epoch  36 Batch   49/78 - Train Accuracy:  0.980, Validation Accuracy:  0.975, Loss:  0.034
Epoch  36 Batch   50/78 - Train Accuracy:  0.991, Validation Accuracy:  0.977, Loss:  0.034
Epoch  36 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.975, Loss:  0.023
Epoch  36 Batch   52/78 - Train Accuracy:  0.988, Validation Accuracy:  0.973, Loss:  0.027
Epoch  36 Batch   53/78 - Train Accuracy:  0.998, Validation Accuracy:  0.975, Loss:  0.022
Epoch  36 Batch   54/78 - Train Accuracy:  0.984, Validation Accuracy:  0.979, Loss:  0.030
Epoch  36 Batch   55/78 - Train Accuracy:  0.994, Validation Accuracy:  0.979, Loss:  0.027
Epoch  36 Batch   56/78 - Train Accuracy:  0.998, Validation Accuracy:  0.979, Loss:  0.029
Epoch  36 Batch   57/78 - Train Accuracy:  0.988, Validation Accuracy:  0.978, Loss:  0.032
Epoch  36 Batch   58/78 - Train Accuracy:  0.988, Validation Accuracy:  0.978, Loss:  0.031
Epoch  36 Batch   59/78 - Train Accuracy:  0.994, Validation Accuracy:  0.975, Loss:  0.025
Epoch  36 Batch   60/78 - Train Accuracy:  0.985, Validation Accuracy:  0.978, Loss:  0.027
Epoch  36 Batch   61/78 - Train Accuracy:  0.998, Validation Accuracy:  0.975, Loss:  0.027
Epoch  36 Batch   62/78 - Train Accuracy:  0.985, Validation Accuracy:  0.984, Loss:  0.032
Epoch  36 Batch   63/78 - Train Accuracy:  0.993, Validation Accuracy:  0.981, Loss:  0.029
Epoch  36 Batch   64/78 - Train Accuracy:  0.990, Validation Accuracy:  0.981, Loss:  0.026
Epoch  36 Batch   65/78 - Train Accuracy:  0.984, Validation Accuracy:  0.980, Loss:  0.031
Epoch  36 Batch   66/78 - Train Accuracy:  0.983, Validation Accuracy:  0.975, Loss:  0.024
Epoch  36 Batch   67/78 - Train Accuracy:  0.990, Validation Accuracy:  0.980, Loss:  0.024
Epoch  36 Batch   68/78 - Train Accuracy:  0.987, Validation Accuracy:  0.980, Loss:  0.028
Epoch  36 Batch   69/78 - Train Accuracy:  0.994, Validation Accuracy:  0.983, Loss:  0.025
Epoch  36 Batch   70/78 - Train Accuracy:  0.982, Validation Accuracy:  0.985, Loss:  0.037
Epoch  36 Batch   71/78 - Train Accuracy:  0.996, Validation Accuracy:  0.984, Loss:  0.020
Epoch  36 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.027
Epoch  36 Batch   73/78 - Train Accuracy:  0.985, Validation Accuracy:  0.988, Loss:  0.030
Epoch  36 Batch   74/78 - Train Accuracy:  0.996, Validation Accuracy:  0.981, Loss:  0.030
Epoch  36 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.977, Loss:  0.021
Epoch  36 Batch   76/78 - Train Accuracy:  0.994, Validation Accuracy:  0.978, Loss:  0.030
Epoch  37 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.027
Epoch  37 Batch    1/78 - Train Accuracy:  0.993, Validation Accuracy:  0.980, Loss:  0.021
Epoch  37 Batch    2/78 - Train Accuracy:  0.997, Validation Accuracy:  0.978, Loss:  0.023
Epoch  37 Batch    3/78 - Train Accuracy:  0.988, Validation Accuracy:  0.975, Loss:  0.031
Epoch  37 Batch    4/78 - Train Accuracy:  0.996, Validation Accuracy:  0.968, Loss:  0.026
Epoch  37 Batch    5/78 - Train Accuracy:  0.984, Validation Accuracy:  0.970, Loss:  0.024
Epoch  37 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.970, Loss:  0.024
Epoch  37 Batch    7/78 - Train Accuracy:  0.996, Validation Accuracy:  0.974, Loss:  0.027
Epoch  37 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.974, Loss:  0.022
Epoch  37 Batch    9/78 - Train Accuracy:  0.988, Validation Accuracy:  0.977, Loss:  0.026
Epoch  37 Batch   10/78 - Train Accuracy:  0.997, Validation Accuracy:  0.977, Loss:  0.026
Epoch  37 Batch   11/78 - Train Accuracy:  0.997, Validation Accuracy:  0.979, Loss:  0.031
Epoch  37 Batch   12/78 - Train Accuracy:  0.997, Validation Accuracy:  0.981, Loss:  0.028
Epoch  37 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.026
Epoch  37 Batch   14/78 - Train Accuracy:  0.997, Validation Accuracy:  0.978, Loss:  0.021
Epoch  37 Batch   15/78 - Train Accuracy:  0.987, Validation Accuracy:  0.978, Loss:  0.032
Epoch  37 Batch   16/78 - Train Accuracy:  0.991, Validation Accuracy:  0.978, Loss:  0.028
Epoch  37 Batch   17/78 - Train Accuracy:  0.991, Validation Accuracy:  0.979, Loss:  0.024
Epoch  37 Batch   18/78 - Train Accuracy:  0.996, Validation Accuracy:  0.983, Loss:  0.030
Epoch  37 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.979, Loss:  0.024
Epoch  37 Batch   20/78 - Train Accuracy:  0.998, Validation Accuracy:  0.977, Loss:  0.020
Epoch  37 Batch   21/78 - Train Accuracy:  0.988, Validation Accuracy:  0.975, Loss:  0.031
Epoch  37 Batch   22/78 - Train Accuracy:  0.993, Validation Accuracy:  0.979, Loss:  0.031
Epoch  37 Batch   23/78 - Train Accuracy:  0.993, Validation Accuracy:  0.980, Loss:  0.027
Epoch  37 Batch   24/78 - Train Accuracy:  0.994, Validation Accuracy:  0.975, Loss:  0.021
Epoch  37 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.980, Loss:  0.025
Epoch  37 Batch   26/78 - Train Accuracy:  0.991, Validation Accuracy:  0.979, Loss:  0.033
Epoch  37 Batch   27/78 - Train Accuracy:  0.996, Validation Accuracy:  0.978, Loss:  0.024
Epoch  37 Batch   28/78 - Train Accuracy:  0.984, Validation Accuracy:  0.977, Loss:  0.028
Epoch  37 Batch   29/78 - Train Accuracy:  0.994, Validation Accuracy:  0.978, Loss:  0.030
Epoch  37 Batch   30/78 - Train Accuracy:  0.991, Validation Accuracy:  0.975, Loss:  0.029
Epoch  37 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.975, Loss:  0.025
Epoch  37 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.975, Loss:  0.025
Epoch  37 Batch   33/78 - Train Accuracy:  0.987, Validation Accuracy:  0.971, Loss:  0.035
Epoch  37 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.971, Loss:  0.024
Epoch  37 Batch   35/78 - Train Accuracy:  0.984, Validation Accuracy:  0.977, Loss:  0.030
Epoch  37 Batch   36/78 - Train Accuracy:  0.996, Validation Accuracy:  0.978, Loss:  0.027
Epoch  37 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.979, Loss:  0.027
Epoch  37 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.023
Epoch  37 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.975, Loss:  0.028
Epoch  37 Batch   40/78 - Train Accuracy:  0.996, Validation Accuracy:  0.975, Loss:  0.023
Epoch  37 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.975, Loss:  0.030
Epoch  37 Batch   42/78 - Train Accuracy:  0.996, Validation Accuracy:  0.977, Loss:  0.023
Epoch  37 Batch   43/78 - Train Accuracy:  0.988, Validation Accuracy:  0.977, Loss:  0.034
Epoch  37 Batch   44/78 - Train Accuracy:  0.994, Validation Accuracy:  0.978, Loss:  0.027
Epoch  37 Batch   45/78 - Train Accuracy:  0.992, Validation Accuracy:  0.978, Loss:  0.028
Epoch  37 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.023
Epoch  37 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.980, Loss:  0.022
Epoch  37 Batch   48/78 - Train Accuracy:  0.994, Validation Accuracy:  0.977, Loss:  0.021
Epoch  37 Batch   49/78 - Train Accuracy:  0.981, Validation Accuracy:  0.978, Loss:  0.032
Epoch  37 Batch   50/78 - Train Accuracy:  0.990, Validation Accuracy:  0.975, Loss:  0.032
Epoch  37 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.974, Loss:  0.021
Epoch  37 Batch   52/78 - Train Accuracy:  0.988, Validation Accuracy:  0.977, Loss:  0.025
Epoch  37 Batch   53/78 - Train Accuracy:  0.998, Validation Accuracy:  0.975, Loss:  0.020
Epoch  37 Batch   54/78 - Train Accuracy:  0.991, Validation Accuracy:  0.978, Loss:  0.027
Epoch  37 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.979, Loss:  0.025
Epoch  37 Batch   56/78 - Train Accuracy:  0.998, Validation Accuracy:  0.979, Loss:  0.027
Epoch  37 Batch   57/78 - Train Accuracy:  0.994, Validation Accuracy:  0.975, Loss:  0.029
Epoch  37 Batch   58/78 - Train Accuracy:  0.993, Validation Accuracy:  0.978, Loss:  0.029
Epoch  37 Batch   59/78 - Train Accuracy:  0.994, Validation Accuracy:  0.978, Loss:  0.023
Epoch  37 Batch   60/78 - Train Accuracy:  0.990, Validation Accuracy:  0.978, Loss:  0.025
Epoch  37 Batch   61/78 - Train Accuracy:  0.996, Validation Accuracy:  0.978, Loss:  0.025
Epoch  37 Batch   62/78 - Train Accuracy:  0.985, Validation Accuracy:  0.983, Loss:  0.030
Epoch  37 Batch   63/78 - Train Accuracy:  0.996, Validation Accuracy:  0.982, Loss:  0.027
Epoch  37 Batch   64/78 - Train Accuracy:  0.990, Validation Accuracy:  0.980, Loss:  0.024
Epoch  37 Batch   65/78 - Train Accuracy:  0.984, Validation Accuracy:  0.980, Loss:  0.029
Epoch  37 Batch   66/78 - Train Accuracy:  0.994, Validation Accuracy:  0.980, Loss:  0.021
Epoch  37 Batch   67/78 - Train Accuracy:  0.990, Validation Accuracy:  0.983, Loss:  0.022
Epoch  37 Batch   68/78 - Train Accuracy:  0.993, Validation Accuracy:  0.981, Loss:  0.026
Epoch  37 Batch   69/78 - Train Accuracy:  0.994, Validation Accuracy:  0.984, Loss:  0.023
Epoch  37 Batch   70/78 - Train Accuracy:  0.983, Validation Accuracy:  0.984, Loss:  0.035
Epoch  37 Batch   71/78 - Train Accuracy:  0.996, Validation Accuracy:  0.981, Loss:  0.019
Epoch  37 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.025
Epoch  37 Batch   73/78 - Train Accuracy:  0.985, Validation Accuracy:  0.988, Loss:  0.028
Epoch  37 Batch   74/78 - Train Accuracy:  0.996, Validation Accuracy:  0.983, Loss:  0.028
Epoch  37 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.981, Loss:  0.020
Epoch  37 Batch   76/78 - Train Accuracy:  0.994, Validation Accuracy:  0.977, Loss:  0.028
Epoch  38 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.025
Epoch  38 Batch    1/78 - Train Accuracy:  0.993, Validation Accuracy:  0.980, Loss:  0.020
Epoch  38 Batch    2/78 - Train Accuracy:  0.997, Validation Accuracy:  0.981, Loss:  0.022
Epoch  38 Batch    3/78 - Train Accuracy:  0.989, Validation Accuracy:  0.975, Loss:  0.029
Epoch  38 Batch    4/78 - Train Accuracy:  0.996, Validation Accuracy:  0.970, Loss:  0.024
Epoch  38 Batch    5/78 - Train Accuracy:  0.993, Validation Accuracy:  0.969, Loss:  0.022
Epoch  38 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.972, Loss:  0.022
Epoch  38 Batch    7/78 - Train Accuracy:  0.996, Validation Accuracy:  0.978, Loss:  0.025
Epoch  38 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.980, Loss:  0.021
Epoch  38 Batch    9/78 - Train Accuracy:  0.989, Validation Accuracy:  0.979, Loss:  0.025
Epoch  38 Batch   10/78 - Train Accuracy:  0.997, Validation Accuracy:  0.977, Loss:  0.025
Epoch  38 Batch   11/78 - Train Accuracy:  0.997, Validation Accuracy:  0.979, Loss:  0.029
Epoch  38 Batch   12/78 - Train Accuracy:  0.997, Validation Accuracy:  0.980, Loss:  0.026
Epoch  38 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.024
Epoch  38 Batch   14/78 - Train Accuracy:  0.997, Validation Accuracy:  0.978, Loss:  0.019
Epoch  38 Batch   15/78 - Train Accuracy:  0.988, Validation Accuracy:  0.977, Loss:  0.030
Epoch  38 Batch   16/78 - Train Accuracy:  0.991, Validation Accuracy:  0.978, Loss:  0.026
Epoch  38 Batch   17/78 - Train Accuracy:  0.991, Validation Accuracy:  0.982, Loss:  0.022
Epoch  38 Batch   18/78 - Train Accuracy:  0.997, Validation Accuracy:  0.982, Loss:  0.028
Epoch  38 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.979, Loss:  0.022
Epoch  38 Batch   20/78 - Train Accuracy:  0.998, Validation Accuracy:  0.978, Loss:  0.019
Epoch  38 Batch   21/78 - Train Accuracy:  0.988, Validation Accuracy:  0.977, Loss:  0.030
Epoch  38 Batch   22/78 - Train Accuracy:  0.993, Validation Accuracy:  0.981, Loss:  0.029
Epoch  38 Batch   23/78 - Train Accuracy:  0.992, Validation Accuracy:  0.983, Loss:  0.025
Epoch  38 Batch   24/78 - Train Accuracy:  0.997, Validation Accuracy:  0.983, Loss:  0.019
Epoch  38 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.980, Loss:  0.023
Epoch  38 Batch   26/78 - Train Accuracy:  0.990, Validation Accuracy:  0.979, Loss:  0.031
Epoch  38 Batch   27/78 - Train Accuracy:  0.994, Validation Accuracy:  0.978, Loss:  0.023
Epoch  38 Batch   28/78 - Train Accuracy:  0.984, Validation Accuracy:  0.975, Loss:  0.026
Epoch  38 Batch   29/78 - Train Accuracy:  0.994, Validation Accuracy:  0.980, Loss:  0.028
Epoch  38 Batch   30/78 - Train Accuracy:  0.996, Validation Accuracy:  0.974, Loss:  0.027
Epoch  38 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.975, Loss:  0.024
Epoch  38 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.975, Loss:  0.024
Epoch  38 Batch   33/78 - Train Accuracy:  0.983, Validation Accuracy:  0.971, Loss:  0.033
Epoch  38 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.971, Loss:  0.022
Epoch  38 Batch   35/78 - Train Accuracy:  0.983, Validation Accuracy:  0.971, Loss:  0.028
Epoch  38 Batch   36/78 - Train Accuracy:  0.996, Validation Accuracy:  0.978, Loss:  0.026
Epoch  38 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.025
Epoch  38 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.021
Epoch  38 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.975, Loss:  0.026
Epoch  38 Batch   40/78 - Train Accuracy:  0.996, Validation Accuracy:  0.975, Loss:  0.021
Epoch  38 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.975, Loss:  0.028
Epoch  38 Batch   42/78 - Train Accuracy:  0.996, Validation Accuracy:  0.977, Loss:  0.022
Epoch  38 Batch   43/78 - Train Accuracy:  0.988, Validation Accuracy:  0.975, Loss:  0.031
Epoch  38 Batch   44/78 - Train Accuracy:  0.993, Validation Accuracy:  0.978, Loss:  0.025
Epoch  38 Batch   45/78 - Train Accuracy:  0.992, Validation Accuracy:  0.978, Loss:  0.026
Epoch  38 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.021
Epoch  38 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.980, Loss:  0.020
Epoch  38 Batch   48/78 - Train Accuracy:  0.998, Validation Accuracy:  0.977, Loss:  0.020
Epoch  38 Batch   49/78 - Train Accuracy:  0.981, Validation Accuracy:  0.975, Loss:  0.030
Epoch  38 Batch   50/78 - Train Accuracy:  0.990, Validation Accuracy:  0.975, Loss:  0.030
Epoch  38 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.975, Loss:  0.019
Epoch  38 Batch   52/78 - Train Accuracy:  0.991, Validation Accuracy:  0.977, Loss:  0.024
Epoch  38 Batch   53/78 - Train Accuracy:  0.998, Validation Accuracy:  0.977, Loss:  0.019
Epoch  38 Batch   54/78 - Train Accuracy:  0.991, Validation Accuracy:  0.981, Loss:  0.025
Epoch  38 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.981, Loss:  0.023
Epoch  38 Batch   56/78 - Train Accuracy:  0.998, Validation Accuracy:  0.979, Loss:  0.025
Epoch  38 Batch   57/78 - Train Accuracy:  0.994, Validation Accuracy:  0.977, Loss:  0.027
Epoch  38 Batch   58/78 - Train Accuracy:  0.998, Validation Accuracy:  0.978, Loss:  0.027
Epoch  38 Batch   59/78 - Train Accuracy:  0.994, Validation Accuracy:  0.982, Loss:  0.021
Epoch  38 Batch   60/78 - Train Accuracy:  0.990, Validation Accuracy:  0.982, Loss:  0.023
Epoch  38 Batch   61/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.024
Epoch  38 Batch   62/78 - Train Accuracy:  0.985, Validation Accuracy:  0.988, Loss:  0.028
Epoch  38 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.025
Epoch  38 Batch   64/78 - Train Accuracy:  0.990, Validation Accuracy:  0.987, Loss:  0.022
Epoch  38 Batch   65/78 - Train Accuracy:  0.984, Validation Accuracy:  0.982, Loss:  0.027
Epoch  38 Batch   66/78 - Train Accuracy:  0.994, Validation Accuracy:  0.980, Loss:  0.020
Epoch  38 Batch   67/78 - Train Accuracy:  0.994, Validation Accuracy:  0.979, Loss:  0.020
Epoch  38 Batch   68/78 - Train Accuracy:  0.993, Validation Accuracy:  0.984, Loss:  0.024
Epoch  38 Batch   69/78 - Train Accuracy:  0.994, Validation Accuracy:  0.984, Loss:  0.021
Epoch  38 Batch   70/78 - Train Accuracy:  0.989, Validation Accuracy:  0.984, Loss:  0.033
Epoch  38 Batch   71/78 - Train Accuracy:  0.996, Validation Accuracy:  0.982, Loss:  0.017
Epoch  38 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.023
Epoch  38 Batch   73/78 - Train Accuracy:  0.987, Validation Accuracy:  0.990, Loss:  0.025
Epoch  38 Batch   74/78 - Train Accuracy:  0.996, Validation Accuracy:  0.983, Loss:  0.026
Epoch  38 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.981, Loss:  0.019
Epoch  38 Batch   76/78 - Train Accuracy:  0.999, Validation Accuracy:  0.982, Loss:  0.027
Epoch  39 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.022
Epoch  39 Batch    1/78 - Train Accuracy:  0.993, Validation Accuracy:  0.982, Loss:  0.019
Epoch  39 Batch    2/78 - Train Accuracy:  0.997, Validation Accuracy:  0.981, Loss:  0.020
Epoch  39 Batch    3/78 - Train Accuracy:  0.991, Validation Accuracy:  0.974, Loss:  0.027
Epoch  39 Batch    4/78 - Train Accuracy:  0.996, Validation Accuracy:  0.974, Loss:  0.022
Epoch  39 Batch    5/78 - Train Accuracy:  0.993, Validation Accuracy:  0.967, Loss:  0.020
Epoch  39 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.972, Loss:  0.021
Epoch  39 Batch    7/78 - Train Accuracy:  0.996, Validation Accuracy:  0.978, Loss:  0.023
Epoch  39 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.979, Loss:  0.020
Epoch  39 Batch    9/78 - Train Accuracy:  0.989, Validation Accuracy:  0.983, Loss:  0.023
Epoch  39 Batch   10/78 - Train Accuracy:  0.997, Validation Accuracy:  0.981, Loss:  0.023
Epoch  39 Batch   11/78 - Train Accuracy:  0.997, Validation Accuracy:  0.979, Loss:  0.027
Epoch  39 Batch   12/78 - Train Accuracy:  0.997, Validation Accuracy:  0.980, Loss:  0.024
Epoch  39 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.022
Epoch  39 Batch   14/78 - Train Accuracy:  0.997, Validation Accuracy:  0.980, Loss:  0.018
Epoch  39 Batch   15/78 - Train Accuracy:  0.988, Validation Accuracy:  0.977, Loss:  0.027
Epoch  39 Batch   16/78 - Train Accuracy:  0.991, Validation Accuracy:  0.978, Loss:  0.025
Epoch  39 Batch   17/78 - Train Accuracy:  0.999, Validation Accuracy:  0.982, Loss:  0.020
Epoch  39 Batch   18/78 - Train Accuracy:  0.997, Validation Accuracy:  0.982, Loss:  0.026
Epoch  39 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.979, Loss:  0.021
Epoch  39 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.977, Loss:  0.017
Epoch  39 Batch   21/78 - Train Accuracy:  0.988, Validation Accuracy:  0.977, Loss:  0.027
Epoch  39 Batch   22/78 - Train Accuracy:  0.993, Validation Accuracy:  0.980, Loss:  0.028
Epoch  39 Batch   23/78 - Train Accuracy:  0.992, Validation Accuracy:  0.982, Loss:  0.024
Epoch  39 Batch   24/78 - Train Accuracy:  0.997, Validation Accuracy:  0.988, Loss:  0.018
Epoch  39 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.020
Epoch  39 Batch   26/78 - Train Accuracy:  0.994, Validation Accuracy:  0.980, Loss:  0.029
Epoch  39 Batch   27/78 - Train Accuracy:  0.994, Validation Accuracy:  0.979, Loss:  0.021
Epoch  39 Batch   28/78 - Train Accuracy:  0.988, Validation Accuracy:  0.975, Loss:  0.024
Epoch  39 Batch   29/78 - Train Accuracy:  0.994, Validation Accuracy:  0.978, Loss:  0.026
Epoch  39 Batch   30/78 - Train Accuracy:  0.996, Validation Accuracy:  0.974, Loss:  0.026
Epoch  39 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.023
Epoch  39 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.022
Epoch  39 Batch   33/78 - Train Accuracy:  0.983, Validation Accuracy:  0.970, Loss:  0.031
Epoch  39 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.971, Loss:  0.021
Epoch  39 Batch   35/78 - Train Accuracy:  0.981, Validation Accuracy:  0.971, Loss:  0.027
Epoch  39 Batch   36/78 - Train Accuracy:  0.996, Validation Accuracy:  0.978, Loss:  0.024
Epoch  39 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.023
Epoch  39 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.020
Epoch  39 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.975, Loss:  0.024
Epoch  39 Batch   40/78 - Train Accuracy:  0.996, Validation Accuracy:  0.975, Loss:  0.020
Epoch  39 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.975, Loss:  0.027
Epoch  39 Batch   42/78 - Train Accuracy:  0.996, Validation Accuracy:  0.975, Loss:  0.020
Epoch  39 Batch   43/78 - Train Accuracy:  0.988, Validation Accuracy:  0.975, Loss:  0.029
Epoch  39 Batch   44/78 - Train Accuracy:  0.993, Validation Accuracy:  0.982, Loss:  0.023
Epoch  39 Batch   45/78 - Train Accuracy:  0.992, Validation Accuracy:  0.981, Loss:  0.025
Epoch  39 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.977, Loss:  0.020
Epoch  39 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.979, Loss:  0.019
Epoch  39 Batch   48/78 - Train Accuracy:  0.998, Validation Accuracy:  0.974, Loss:  0.018
Epoch  39 Batch   49/78 - Train Accuracy:  0.984, Validation Accuracy:  0.975, Loss:  0.028
Epoch  39 Batch   50/78 - Train Accuracy:  0.990, Validation Accuracy:  0.975, Loss:  0.028
Epoch  39 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.974, Loss:  0.018
Epoch  39 Batch   52/78 - Train Accuracy:  0.991, Validation Accuracy:  0.977, Loss:  0.022
Epoch  39 Batch   53/78 - Train Accuracy:  0.998, Validation Accuracy:  0.975, Loss:  0.017
Epoch  39 Batch   54/78 - Train Accuracy:  0.993, Validation Accuracy:  0.979, Loss:  0.024
Epoch  39 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.979, Loss:  0.022
Epoch  39 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.024
Epoch  39 Batch   57/78 - Train Accuracy:  0.994, Validation Accuracy:  0.980, Loss:  0.025
Epoch  39 Batch   58/78 - Train Accuracy:  0.998, Validation Accuracy:  0.982, Loss:  0.025
Epoch  39 Batch   59/78 - Train Accuracy:  0.994, Validation Accuracy:  0.982, Loss:  0.020
Epoch  39 Batch   60/78 - Train Accuracy:  0.990, Validation Accuracy:  0.984, Loss:  0.021
Epoch  39 Batch   61/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.022
Epoch  39 Batch   62/78 - Train Accuracy:  0.987, Validation Accuracy:  0.988, Loss:  0.026
Epoch  39 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.023
Epoch  39 Batch   64/78 - Train Accuracy:  0.993, Validation Accuracy:  0.987, Loss:  0.020
Epoch  39 Batch   65/78 - Train Accuracy:  0.984, Validation Accuracy:  0.987, Loss:  0.026
Epoch  39 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.018
Epoch  39 Batch   67/78 - Train Accuracy:  0.994, Validation Accuracy:  0.978, Loss:  0.019
Epoch  39 Batch   68/78 - Train Accuracy:  0.993, Validation Accuracy:  0.983, Loss:  0.022
Epoch  39 Batch   69/78 - Train Accuracy:  0.998, Validation Accuracy:  0.983, Loss:  0.019
Epoch  39 Batch   70/78 - Train Accuracy:  0.989, Validation Accuracy:  0.984, Loss:  0.030
Epoch  39 Batch   71/78 - Train Accuracy:  0.996, Validation Accuracy:  0.982, Loss:  0.016
Epoch  39 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.021
Epoch  39 Batch   73/78 - Train Accuracy:  0.990, Validation Accuracy:  0.990, Loss:  0.023
Epoch  39 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.023
Epoch  39 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.017
Epoch  39 Batch   76/78 - Train Accuracy:  0.999, Validation Accuracy:  0.982, Loss:  0.026
Epoch  40 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.020
Epoch  40 Batch    1/78 - Train Accuracy:  0.993, Validation Accuracy:  0.981, Loss:  0.017
Epoch  40 Batch    2/78 - Train Accuracy:  0.997, Validation Accuracy:  0.981, Loss:  0.019
Epoch  40 Batch    3/78 - Train Accuracy:  0.992, Validation Accuracy:  0.980, Loss:  0.025
Epoch  40 Batch    4/78 - Train Accuracy:  0.996, Validation Accuracy:  0.977, Loss:  0.020
Epoch  40 Batch    5/78 - Train Accuracy:  0.993, Validation Accuracy:  0.967, Loss:  0.018
Epoch  40 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.973, Loss:  0.019
Epoch  40 Batch    7/78 - Train Accuracy:  0.996, Validation Accuracy:  0.978, Loss:  0.021
Epoch  40 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.979, Loss:  0.020
Epoch  40 Batch    9/78 - Train Accuracy:  0.993, Validation Accuracy:  0.983, Loss:  0.021
Epoch  40 Batch   10/78 - Train Accuracy:  0.997, Validation Accuracy:  0.987, Loss:  0.021
Epoch  40 Batch   11/78 - Train Accuracy:  0.997, Validation Accuracy:  0.984, Loss:  0.025
Epoch  40 Batch   12/78 - Train Accuracy:  0.997, Validation Accuracy:  0.985, Loss:  0.023
Epoch  40 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.021
Epoch  40 Batch   14/78 - Train Accuracy:  0.997, Validation Accuracy:  0.984, Loss:  0.017
Epoch  40 Batch   15/78 - Train Accuracy:  0.988, Validation Accuracy:  0.985, Loss:  0.026
Epoch  40 Batch   16/78 - Train Accuracy:  0.991, Validation Accuracy:  0.981, Loss:  0.024
Epoch  40 Batch   17/78 - Train Accuracy:  0.999, Validation Accuracy:  0.982, Loss:  0.019
Epoch  40 Batch   18/78 - Train Accuracy:  0.998, Validation Accuracy:  0.982, Loss:  0.024
Epoch  40 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.981, Loss:  0.020
Epoch  40 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.016
Epoch  40 Batch   21/78 - Train Accuracy:  0.988, Validation Accuracy:  0.977, Loss:  0.025
Epoch  40 Batch   22/78 - Train Accuracy:  0.993, Validation Accuracy:  0.979, Loss:  0.026
Epoch  40 Batch   23/78 - Train Accuracy:  0.992, Validation Accuracy:  0.982, Loss:  0.023
Epoch  40 Batch   24/78 - Train Accuracy:  0.997, Validation Accuracy:  0.988, Loss:  0.017
Epoch  40 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.018
Epoch  40 Batch   26/78 - Train Accuracy:  0.994, Validation Accuracy:  0.989, Loss:  0.026
Epoch  40 Batch   27/78 - Train Accuracy:  0.994, Validation Accuracy:  0.983, Loss:  0.020
Epoch  40 Batch   28/78 - Train Accuracy:  0.993, Validation Accuracy:  0.980, Loss:  0.023
Epoch  40 Batch   29/78 - Train Accuracy:  0.994, Validation Accuracy:  0.981, Loss:  0.024
Epoch  40 Batch   30/78 - Train Accuracy:  0.996, Validation Accuracy:  0.974, Loss:  0.024
Epoch  40 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.980, Loss:  0.021
Epoch  40 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.020
Epoch  40 Batch   33/78 - Train Accuracy:  0.982, Validation Accuracy:  0.975, Loss:  0.029
Epoch  40 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.975, Loss:  0.019
Epoch  40 Batch   35/78 - Train Accuracy:  0.981, Validation Accuracy:  0.975, Loss:  0.026
Epoch  40 Batch   36/78 - Train Accuracy:  0.996, Validation Accuracy:  0.973, Loss:  0.023
Epoch  40 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.022
Epoch  40 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.981, Loss:  0.019
Epoch  40 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.975, Loss:  0.022
Epoch  40 Batch   40/78 - Train Accuracy:  0.996, Validation Accuracy:  0.975, Loss:  0.018
Epoch  40 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.975, Loss:  0.025
Epoch  40 Batch   42/78 - Train Accuracy:  0.996, Validation Accuracy:  0.975, Loss:  0.019
Epoch  40 Batch   43/78 - Train Accuracy:  0.988, Validation Accuracy:  0.974, Loss:  0.027
Epoch  40 Batch   44/78 - Train Accuracy:  0.994, Validation Accuracy:  0.980, Loss:  0.021
Epoch  40 Batch   45/78 - Train Accuracy:  0.992, Validation Accuracy:  0.980, Loss:  0.023
Epoch  40 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.977, Loss:  0.019
Epoch  40 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.979, Loss:  0.018
Epoch  40 Batch   48/78 - Train Accuracy:  0.998, Validation Accuracy:  0.975, Loss:  0.017
Epoch  40 Batch   49/78 - Train Accuracy:  0.994, Validation Accuracy:  0.971, Loss:  0.026
Epoch  40 Batch   50/78 - Train Accuracy:  0.996, Validation Accuracy:  0.971, Loss:  0.026
Epoch  40 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.974, Loss:  0.017
Epoch  40 Batch   52/78 - Train Accuracy:  0.994, Validation Accuracy:  0.974, Loss:  0.021
Epoch  40 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.975, Loss:  0.016
Epoch  40 Batch   54/78 - Train Accuracy:  0.993, Validation Accuracy:  0.979, Loss:  0.022
Epoch  40 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.020
Epoch  40 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.022
Epoch  40 Batch   57/78 - Train Accuracy:  0.994, Validation Accuracy:  0.983, Loss:  0.024
Epoch  40 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.023
Epoch  40 Batch   59/78 - Train Accuracy:  0.994, Validation Accuracy:  0.983, Loss:  0.018
Epoch  40 Batch   60/78 - Train Accuracy:  0.994, Validation Accuracy:  0.983, Loss:  0.020
Epoch  40 Batch   61/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.021
Epoch  40 Batch   62/78 - Train Accuracy:  0.987, Validation Accuracy:  0.988, Loss:  0.024
Epoch  40 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.022
Epoch  40 Batch   64/78 - Train Accuracy:  0.998, Validation Accuracy:  0.991, Loss:  0.019
Epoch  40 Batch   65/78 - Train Accuracy:  0.984, Validation Accuracy:  0.991, Loss:  0.024
Epoch  40 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.016
Epoch  40 Batch   67/78 - Train Accuracy:  0.994, Validation Accuracy:  0.984, Loss:  0.017
Epoch  40 Batch   68/78 - Train Accuracy:  0.993, Validation Accuracy:  0.991, Loss:  0.021
Epoch  40 Batch   69/78 - Train Accuracy:  0.998, Validation Accuracy:  0.983, Loss:  0.018
Epoch  40 Batch   70/78 - Train Accuracy:  0.988, Validation Accuracy:  0.984, Loss:  0.029
Epoch  40 Batch   71/78 - Train Accuracy:  0.996, Validation Accuracy:  0.987, Loss:  0.016
Epoch  40 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.020
Epoch  40 Batch   73/78 - Train Accuracy:  0.990, Validation Accuracy:  0.990, Loss:  0.021
Epoch  40 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.022
Epoch  40 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.016
Epoch  40 Batch   76/78 - Train Accuracy:  0.998, Validation Accuracy:  0.984, Loss:  0.025
Epoch  41 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.019
Epoch  41 Batch    1/78 - Train Accuracy:  0.993, Validation Accuracy:  0.981, Loss:  0.015
Epoch  41 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.981, Loss:  0.017
Epoch  41 Batch    3/78 - Train Accuracy:  0.996, Validation Accuracy:  0.981, Loss:  0.023
Epoch  41 Batch    4/78 - Train Accuracy:  0.996, Validation Accuracy:  0.981, Loss:  0.019
Epoch  41 Batch    5/78 - Train Accuracy:  0.993, Validation Accuracy:  0.973, Loss:  0.017
Epoch  41 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.973, Loss:  0.018
Epoch  41 Batch    7/78 - Train Accuracy:  0.996, Validation Accuracy:  0.973, Loss:  0.019
Epoch  41 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.020
Epoch  41 Batch    9/78 - Train Accuracy:  0.993, Validation Accuracy:  0.979, Loss:  0.020
Epoch  41 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.020
Epoch  41 Batch   11/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.024
Epoch  41 Batch   12/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.021
Epoch  41 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.020
Epoch  41 Batch   14/78 - Train Accuracy:  0.996, Validation Accuracy:  0.988, Loss:  0.016
Epoch  41 Batch   15/78 - Train Accuracy:  0.992, Validation Accuracy:  0.985, Loss:  0.024
Epoch  41 Batch   16/78 - Train Accuracy:  0.991, Validation Accuracy:  0.985, Loss:  0.023
Epoch  41 Batch   17/78 - Train Accuracy:  0.999, Validation Accuracy:  0.985, Loss:  0.018
Epoch  41 Batch   18/78 - Train Accuracy:  0.998, Validation Accuracy:  0.985, Loss:  0.023
Epoch  41 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.019
Epoch  41 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.015
Epoch  41 Batch   21/78 - Train Accuracy:  0.988, Validation Accuracy:  0.975, Loss:  0.023
Epoch  41 Batch   22/78 - Train Accuracy:  0.993, Validation Accuracy:  0.983, Loss:  0.024
Epoch  41 Batch   23/78 - Train Accuracy:  0.990, Validation Accuracy:  0.987, Loss:  0.022
Epoch  41 Batch   24/78 - Train Accuracy:  0.996, Validation Accuracy:  0.989, Loss:  0.016
Epoch  41 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.017
Epoch  41 Batch   26/78 - Train Accuracy:  0.994, Validation Accuracy:  0.989, Loss:  0.024
Epoch  41 Batch   27/78 - Train Accuracy:  0.994, Validation Accuracy:  0.987, Loss:  0.019
Epoch  41 Batch   28/78 - Train Accuracy:  0.993, Validation Accuracy:  0.987, Loss:  0.021
Epoch  41 Batch   29/78 - Train Accuracy:  0.994, Validation Accuracy:  0.981, Loss:  0.023
Epoch  41 Batch   30/78 - Train Accuracy:  0.997, Validation Accuracy:  0.979, Loss:  0.022
Epoch  41 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.980, Loss:  0.020
Epoch  41 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.019
Epoch  41 Batch   33/78 - Train Accuracy:  0.982, Validation Accuracy:  0.975, Loss:  0.027
Epoch  41 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.974, Loss:  0.017
Epoch  41 Batch   35/78 - Train Accuracy:  0.984, Validation Accuracy:  0.975, Loss:  0.024
Epoch  41 Batch   36/78 - Train Accuracy:  1.000, Validation Accuracy:  0.975, Loss:  0.021
Epoch  41 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.977, Loss:  0.021
Epoch  41 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.018
Epoch  41 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.979, Loss:  0.021
Epoch  41 Batch   40/78 - Train Accuracy:  0.996, Validation Accuracy:  0.979, Loss:  0.017
Epoch  41 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.973, Loss:  0.024
Epoch  41 Batch   42/78 - Train Accuracy:  0.996, Validation Accuracy:  0.980, Loss:  0.018
Epoch  41 Batch   43/78 - Train Accuracy:  0.993, Validation Accuracy:  0.979, Loss:  0.025
Epoch  41 Batch   44/78 - Train Accuracy:  0.997, Validation Accuracy:  0.984, Loss:  0.019
Epoch  41 Batch   45/78 - Train Accuracy:  0.993, Validation Accuracy:  0.984, Loss:  0.021
Epoch  41 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.018
Epoch  41 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.017
Epoch  41 Batch   48/78 - Train Accuracy:  0.994, Validation Accuracy:  0.975, Loss:  0.016
Epoch  41 Batch   49/78 - Train Accuracy:  0.994, Validation Accuracy:  0.975, Loss:  0.024
Epoch  41 Batch   50/78 - Train Accuracy:  0.996, Validation Accuracy:  0.971, Loss:  0.024
Epoch  41 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.970, Loss:  0.016
Epoch  41 Batch   52/78 - Train Accuracy:  0.994, Validation Accuracy:  0.974, Loss:  0.020
Epoch  41 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.980, Loss:  0.016
Epoch  41 Batch   54/78 - Train Accuracy:  0.996, Validation Accuracy:  0.983, Loss:  0.020
Epoch  41 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.018
Epoch  41 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.020
Epoch  41 Batch   57/78 - Train Accuracy:  0.994, Validation Accuracy:  0.983, Loss:  0.022
Epoch  41 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.022
Epoch  41 Batch   59/78 - Train Accuracy:  0.994, Validation Accuracy:  0.983, Loss:  0.017
Epoch  41 Batch   60/78 - Train Accuracy:  0.994, Validation Accuracy:  0.983, Loss:  0.018
Epoch  41 Batch   61/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.020
Epoch  41 Batch   62/78 - Train Accuracy:  0.994, Validation Accuracy:  0.988, Loss:  0.022
Epoch  41 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.020
Epoch  41 Batch   64/78 - Train Accuracy:  0.998, Validation Accuracy:  0.991, Loss:  0.017
Epoch  41 Batch   65/78 - Train Accuracy:  0.992, Validation Accuracy:  0.990, Loss:  0.022
Epoch  41 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.015
Epoch  41 Batch   67/78 - Train Accuracy:  0.994, Validation Accuracy:  0.990, Loss:  0.016
Epoch  41 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.020
Epoch  41 Batch   69/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.017
Epoch  41 Batch   70/78 - Train Accuracy:  0.988, Validation Accuracy:  0.983, Loss:  0.027
Epoch  41 Batch   71/78 - Train Accuracy:  0.996, Validation Accuracy:  0.987, Loss:  0.015
Epoch  41 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.019
Epoch  41 Batch   73/78 - Train Accuracy:  0.989, Validation Accuracy:  0.990, Loss:  0.020
Epoch  41 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.020
Epoch  41 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.015
Epoch  41 Batch   76/78 - Train Accuracy:  0.998, Validation Accuracy:  0.987, Loss:  0.023
Epoch  42 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.018
Epoch  42 Batch    1/78 - Train Accuracy:  0.993, Validation Accuracy:  0.984, Loss:  0.014
Epoch  42 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.015
Epoch  42 Batch    3/78 - Train Accuracy:  0.996, Validation Accuracy:  0.980, Loss:  0.021
Epoch  42 Batch    4/78 - Train Accuracy:  0.996, Validation Accuracy:  0.981, Loss:  0.018
Epoch  42 Batch    5/78 - Train Accuracy:  0.997, Validation Accuracy:  0.981, Loss:  0.016
Epoch  42 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.973, Loss:  0.016
Epoch  42 Batch    7/78 - Train Accuracy:  0.996, Validation Accuracy:  0.973, Loss:  0.017
Epoch  42 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.018
Epoch  42 Batch    9/78 - Train Accuracy:  0.993, Validation Accuracy:  0.977, Loss:  0.019
Epoch  42 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.018
Epoch  42 Batch   11/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.022
Epoch  42 Batch   12/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.020
Epoch  42 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.019
Epoch  42 Batch   14/78 - Train Accuracy:  0.997, Validation Accuracy:  0.984, Loss:  0.015
Epoch  42 Batch   15/78 - Train Accuracy:  0.992, Validation Accuracy:  0.985, Loss:  0.024
Epoch  42 Batch   16/78 - Train Accuracy:  0.991, Validation Accuracy:  0.985, Loss:  0.021
Epoch  42 Batch   17/78 - Train Accuracy:  0.999, Validation Accuracy:  0.987, Loss:  0.016
Epoch  42 Batch   18/78 - Train Accuracy:  0.998, Validation Accuracy:  0.985, Loss:  0.022
Epoch  42 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.019
Epoch  42 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.014
Epoch  42 Batch   21/78 - Train Accuracy:  0.989, Validation Accuracy:  0.982, Loss:  0.021
Epoch  42 Batch   22/78 - Train Accuracy:  0.994, Validation Accuracy:  0.982, Loss:  0.023
Epoch  42 Batch   23/78 - Train Accuracy:  0.993, Validation Accuracy:  0.985, Loss:  0.021
Epoch  42 Batch   24/78 - Train Accuracy:  0.994, Validation Accuracy:  0.984, Loss:  0.015
Epoch  42 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.015
Epoch  42 Batch   26/78 - Train Accuracy:  0.994, Validation Accuracy:  0.987, Loss:  0.022
Epoch  42 Batch   27/78 - Train Accuracy:  0.994, Validation Accuracy:  0.990, Loss:  0.018
Epoch  42 Batch   28/78 - Train Accuracy:  0.993, Validation Accuracy:  0.987, Loss:  0.020
Epoch  42 Batch   29/78 - Train Accuracy:  0.994, Validation Accuracy:  0.979, Loss:  0.022
Epoch  42 Batch   30/78 - Train Accuracy:  0.997, Validation Accuracy:  0.983, Loss:  0.021
Epoch  42 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.981, Loss:  0.018
Epoch  42 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.980, Loss:  0.018
Epoch  42 Batch   33/78 - Train Accuracy:  0.982, Validation Accuracy:  0.978, Loss:  0.025
Epoch  42 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.975, Loss:  0.016
Epoch  42 Batch   35/78 - Train Accuracy:  0.989, Validation Accuracy:  0.973, Loss:  0.022
Epoch  42 Batch   36/78 - Train Accuracy:  1.000, Validation Accuracy:  0.975, Loss:  0.020
Epoch  42 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.020
Epoch  42 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.981, Loss:  0.018
Epoch  42 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.020
Epoch  42 Batch   40/78 - Train Accuracy:  0.996, Validation Accuracy:  0.981, Loss:  0.015
Epoch  42 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.981, Loss:  0.022
Epoch  42 Batch   42/78 - Train Accuracy:  0.996, Validation Accuracy:  0.978, Loss:  0.018
Epoch  42 Batch   43/78 - Train Accuracy:  0.997, Validation Accuracy:  0.979, Loss:  0.024
Epoch  42 Batch   44/78 - Train Accuracy:  0.997, Validation Accuracy:  0.987, Loss:  0.018
Epoch  42 Batch   45/78 - Train Accuracy:  0.998, Validation Accuracy:  0.987, Loss:  0.020
Epoch  42 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.017
Epoch  42 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.017
Epoch  42 Batch   48/78 - Train Accuracy:  0.997, Validation Accuracy:  0.983, Loss:  0.015
Epoch  42 Batch   49/78 - Train Accuracy:  0.994, Validation Accuracy:  0.980, Loss:  0.023
Epoch  42 Batch   50/78 - Train Accuracy:  0.992, Validation Accuracy:  0.975, Loss:  0.023
Epoch  42 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.975, Loss:  0.015
Epoch  42 Batch   52/78 - Train Accuracy:  0.994, Validation Accuracy:  0.979, Loss:  0.019
Epoch  42 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.981, Loss:  0.014
Epoch  42 Batch   54/78 - Train Accuracy:  0.996, Validation Accuracy:  0.980, Loss:  0.019
Epoch  42 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.017
Epoch  42 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.019
Epoch  42 Batch   57/78 - Train Accuracy:  0.994, Validation Accuracy:  0.990, Loss:  0.021
Epoch  42 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.021
Epoch  42 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.016
Epoch  42 Batch   60/78 - Train Accuracy:  0.994, Validation Accuracy:  0.983, Loss:  0.017
Epoch  42 Batch   61/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.019
Epoch  42 Batch   62/78 - Train Accuracy:  0.994, Validation Accuracy:  0.987, Loss:  0.020
Epoch  42 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.020
Epoch  42 Batch   64/78 - Train Accuracy:  0.998, Validation Accuracy:  0.991, Loss:  0.016
Epoch  42 Batch   65/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.020
Epoch  42 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.013
Epoch  42 Batch   67/78 - Train Accuracy:  0.994, Validation Accuracy:  0.990, Loss:  0.015
Epoch  42 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.018
Epoch  42 Batch   69/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.016
Epoch  42 Batch   70/78 - Train Accuracy:  0.988, Validation Accuracy:  0.987, Loss:  0.025
Epoch  42 Batch   71/78 - Train Accuracy:  0.996, Validation Accuracy:  0.987, Loss:  0.014
Epoch  42 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.018
Epoch  42 Batch   73/78 - Train Accuracy:  0.993, Validation Accuracy:  0.990, Loss:  0.019
Epoch  42 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.018
Epoch  42 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.013
Epoch  42 Batch   76/78 - Train Accuracy:  0.998, Validation Accuracy:  0.989, Loss:  0.021
Epoch  43 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.016
Epoch  43 Batch    1/78 - Train Accuracy:  0.993, Validation Accuracy:  0.984, Loss:  0.013
Epoch  43 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.014
Epoch  43 Batch    3/78 - Train Accuracy:  0.996, Validation Accuracy:  0.984, Loss:  0.018
Epoch  43 Batch    4/78 - Train Accuracy:  0.996, Validation Accuracy:  0.983, Loss:  0.016
Epoch  43 Batch    5/78 - Train Accuracy:  0.997, Validation Accuracy:  0.985, Loss:  0.015
Epoch  43 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.977, Loss:  0.015
Epoch  43 Batch    7/78 - Train Accuracy:  0.996, Validation Accuracy:  0.973, Loss:  0.016
Epoch  43 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.015
Epoch  43 Batch    9/78 - Train Accuracy:  0.994, Validation Accuracy:  0.982, Loss:  0.017
Epoch  43 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.017
Epoch  43 Batch   11/78 - Train Accuracy:  0.998, Validation Accuracy:  0.989, Loss:  0.020
Epoch  43 Batch   12/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.019
Epoch  43 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.019
Epoch  43 Batch   14/78 - Train Accuracy:  0.999, Validation Accuracy:  0.983, Loss:  0.013
Epoch  43 Batch   15/78 - Train Accuracy:  0.997, Validation Accuracy:  0.983, Loss:  0.022
Epoch  43 Batch   16/78 - Train Accuracy:  0.990, Validation Accuracy:  0.983, Loss:  0.023
Epoch  43 Batch   17/78 - Train Accuracy:  0.999, Validation Accuracy:  0.985, Loss:  0.016
Epoch  43 Batch   18/78 - Train Accuracy:  0.998, Validation Accuracy:  0.985, Loss:  0.020
Epoch  43 Batch   19/78 - Train Accuracy:  0.999, Validation Accuracy:  0.985, Loss:  0.017
Epoch  43 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.017
Epoch  43 Batch   21/78 - Train Accuracy:  0.993, Validation Accuracy:  0.985, Loss:  0.020
Epoch  43 Batch   22/78 - Train Accuracy:  0.993, Validation Accuracy:  0.984, Loss:  0.020
Epoch  43 Batch   23/78 - Train Accuracy:  0.993, Validation Accuracy:  0.984, Loss:  0.020
Epoch  43 Batch   24/78 - Train Accuracy:  0.994, Validation Accuracy:  0.984, Loss:  0.015
Epoch  43 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.014
Epoch  43 Batch   26/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.020
Epoch  43 Batch   27/78 - Train Accuracy:  0.994, Validation Accuracy:  0.989, Loss:  0.016
Epoch  43 Batch   28/78 - Train Accuracy:  0.993, Validation Accuracy:  0.990, Loss:  0.018
Epoch  43 Batch   29/78 - Train Accuracy:  0.994, Validation Accuracy:  0.979, Loss:  0.021
Epoch  43 Batch   30/78 - Train Accuracy:  0.996, Validation Accuracy:  0.981, Loss:  0.019
Epoch  43 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.017
Epoch  43 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.016
Epoch  43 Batch   33/78 - Train Accuracy:  0.981, Validation Accuracy:  0.983, Loss:  0.023
Epoch  43 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.975, Loss:  0.015
Epoch  43 Batch   35/78 - Train Accuracy:  0.989, Validation Accuracy:  0.974, Loss:  0.020
Epoch  43 Batch   36/78 - Train Accuracy:  1.000, Validation Accuracy:  0.975, Loss:  0.018
Epoch  43 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.973, Loss:  0.019
Epoch  43 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.979, Loss:  0.018
Epoch  43 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.020
Epoch  43 Batch   40/78 - Train Accuracy:  0.996, Validation Accuracy:  0.982, Loss:  0.015
Epoch  43 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.981, Loss:  0.020
Epoch  43 Batch   42/78 - Train Accuracy:  0.996, Validation Accuracy:  0.981, Loss:  0.016
Epoch  43 Batch   43/78 - Train Accuracy:  0.997, Validation Accuracy:  0.979, Loss:  0.023
Epoch  43 Batch   44/78 - Train Accuracy:  0.997, Validation Accuracy:  0.984, Loss:  0.018
Epoch  43 Batch   45/78 - Train Accuracy:  0.997, Validation Accuracy:  0.985, Loss:  0.018
Epoch  43 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.015
Epoch  43 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.015
Epoch  43 Batch   48/78 - Train Accuracy:  0.997, Validation Accuracy:  0.987, Loss:  0.015
Epoch  43 Batch   49/78 - Train Accuracy:  0.994, Validation Accuracy:  0.979, Loss:  0.022
Epoch  43 Batch   50/78 - Train Accuracy:  0.996, Validation Accuracy:  0.979, Loss:  0.022
Epoch  43 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.974, Loss:  0.014
Epoch  43 Batch   52/78 - Train Accuracy:  0.994, Validation Accuracy:  0.982, Loss:  0.018
Epoch  43 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.014
Epoch  43 Batch   54/78 - Train Accuracy:  1.000, Validation Accuracy:  0.980, Loss:  0.018
Epoch  43 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.017
Epoch  43 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.017
Epoch  43 Batch   57/78 - Train Accuracy:  0.997, Validation Accuracy:  0.983, Loss:  0.019
Epoch  43 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.981, Loss:  0.020
Epoch  43 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.015
Epoch  43 Batch   60/78 - Train Accuracy:  0.990, Validation Accuracy:  0.985, Loss:  0.017
Epoch  43 Batch   61/78 - Train Accuracy:  1.000, Validation Accuracy:  0.981, Loss:  0.016
Epoch  43 Batch   62/78 - Train Accuracy:  0.994, Validation Accuracy:  0.988, Loss:  0.019
Epoch  43 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.019
Epoch  43 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.016
Epoch  43 Batch   65/78 - Train Accuracy:  0.992, Validation Accuracy:  0.985, Loss:  0.018
Epoch  43 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.012
Epoch  43 Batch   67/78 - Train Accuracy:  0.994, Validation Accuracy:  0.990, Loss:  0.014
Epoch  43 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.018
Epoch  43 Batch   69/78 - Train Accuracy:  0.997, Validation Accuracy:  0.990, Loss:  0.016
Epoch  43 Batch   70/78 - Train Accuracy:  0.991, Validation Accuracy:  0.990, Loss:  0.025
Epoch  43 Batch   71/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.013
Epoch  43 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.016
Epoch  43 Batch   73/78 - Train Accuracy:  0.993, Validation Accuracy:  0.989, Loss:  0.017
Epoch  43 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.018
Epoch  43 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.014
Epoch  43 Batch   76/78 - Train Accuracy:  0.998, Validation Accuracy:  0.987, Loss:  0.019
Epoch  44 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.015
Epoch  44 Batch    1/78 - Train Accuracy:  0.993, Validation Accuracy:  0.985, Loss:  0.013
Epoch  44 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.014
Epoch  44 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.018
Epoch  44 Batch    4/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.015
Epoch  44 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.014
Epoch  44 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.014
Epoch  44 Batch    7/78 - Train Accuracy:  0.996, Validation Accuracy:  0.984, Loss:  0.016
Epoch  44 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.981, Loss:  0.014
Epoch  44 Batch    9/78 - Train Accuracy:  0.994, Validation Accuracy:  0.985, Loss:  0.015
Epoch  44 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.016
Epoch  44 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.019
Epoch  44 Batch   12/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.017
Epoch  44 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.016
Epoch  44 Batch   14/78 - Train Accuracy:  0.997, Validation Accuracy:  0.990, Loss:  0.012
Epoch  44 Batch   15/78 - Train Accuracy:  0.997, Validation Accuracy:  0.984, Loss:  0.019
Epoch  44 Batch   16/78 - Train Accuracy:  0.993, Validation Accuracy:  0.984, Loss:  0.018
Epoch  44 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.015
Epoch  44 Batch   18/78 - Train Accuracy:  0.998, Validation Accuracy:  0.985, Loss:  0.020
Epoch  44 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.013
Epoch  44 Batch   20/78 - Train Accuracy:  0.997, Validation Accuracy:  0.987, Loss:  0.012
Epoch  44 Batch   21/78 - Train Accuracy:  0.994, Validation Accuracy:  0.987, Loss:  0.019
Epoch  44 Batch   22/78 - Train Accuracy:  0.997, Validation Accuracy:  0.987, Loss:  0.022
Epoch  44 Batch   23/78 - Train Accuracy:  0.993, Validation Accuracy:  0.985, Loss:  0.015
Epoch  44 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.013
Epoch  44 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.014
Epoch  44 Batch   26/78 - Train Accuracy:  0.994, Validation Accuracy:  0.988, Loss:  0.030
Epoch  44 Batch   27/78 - Train Accuracy:  0.992, Validation Accuracy:  0.982, Loss:  0.015
Epoch  44 Batch   28/78 - Train Accuracy:  0.992, Validation Accuracy:  0.988, Loss:  0.039
Epoch  44 Batch   29/78 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.019
Epoch  44 Batch   30/78 - Train Accuracy:  0.997, Validation Accuracy:  0.988, Loss:  0.094
Epoch  44 Batch   31/78 - Train Accuracy:  0.951, Validation Accuracy:  0.953, Loss:  0.017
Epoch  44 Batch   32/78 - Train Accuracy:  0.985, Validation Accuracy:  0.960, Loss:  0.151
Epoch  44 Batch   33/78 - Train Accuracy:  0.939, Validation Accuracy:  0.943, Loss:  0.080
Epoch  44 Batch   34/78 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.266
Epoch  44 Batch   35/78 - Train Accuracy:  0.961, Validation Accuracy:  0.944, Loss:  0.100
Epoch  44 Batch   36/78 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.107
Epoch  44 Batch   37/78 - Train Accuracy:  0.930, Validation Accuracy:  0.934, Loss:  0.078
Epoch  44 Batch   38/78 - Train Accuracy:  0.980, Validation Accuracy:  0.977, Loss:  0.152
Epoch  44 Batch   39/78 - Train Accuracy:  0.971, Validation Accuracy:  0.943, Loss:  0.054
Epoch  44 Batch   40/78 - Train Accuracy:  0.987, Validation Accuracy:  0.963, Loss:  0.114
Epoch  44 Batch   41/78 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.052
Epoch  44 Batch   42/78 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.062
Epoch  44 Batch   43/78 - Train Accuracy:  0.971, Validation Accuracy:  0.970, Loss:  0.137
Epoch  44 Batch   44/78 - Train Accuracy:  0.991, Validation Accuracy:  0.973, Loss:  0.059
Epoch  44 Batch   45/78 - Train Accuracy:  0.982, Validation Accuracy:  0.970, Loss:  0.047
Epoch  44 Batch   46/78 - Train Accuracy:  0.978, Validation Accuracy:  0.970, Loss:  0.058
Epoch  44 Batch   47/78 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.051
Epoch  44 Batch   48/78 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.075
Epoch  44 Batch   49/78 - Train Accuracy:  0.981, Validation Accuracy:  0.971, Loss:  0.081
Epoch  44 Batch   50/78 - Train Accuracy:  0.975, Validation Accuracy:  0.973, Loss:  0.054
Epoch  44 Batch   51/78 - Train Accuracy:  0.990, Validation Accuracy:  0.972, Loss:  0.044
Epoch  44 Batch   52/78 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.060
Epoch  44 Batch   53/78 - Train Accuracy:  0.988, Validation Accuracy:  0.956, Loss:  0.039
Epoch  44 Batch   54/78 - Train Accuracy:  0.985, Validation Accuracy:  0.964, Loss:  0.060
Epoch  44 Batch   55/78 - Train Accuracy:  0.999, Validation Accuracy:  0.979, Loss:  0.046
Epoch  44 Batch   56/78 - Train Accuracy:  0.998, Validation Accuracy:  0.982, Loss:  0.037
Epoch  44 Batch   57/78 - Train Accuracy:  0.981, Validation Accuracy:  0.969, Loss:  0.039
Epoch  44 Batch   58/78 - Train Accuracy:  0.982, Validation Accuracy:  0.970, Loss:  0.040
Epoch  44 Batch   59/78 - Train Accuracy:  0.988, Validation Accuracy:  0.979, Loss:  0.040
Epoch  44 Batch   60/78 - Train Accuracy:  0.972, Validation Accuracy:  0.980, Loss:  0.037
Epoch  44 Batch   61/78 - Train Accuracy:  0.997, Validation Accuracy:  0.980, Loss:  0.040
Epoch  44 Batch   62/78 - Train Accuracy:  0.984, Validation Accuracy:  0.989, Loss:  0.046
Epoch  44 Batch   63/78 - Train Accuracy:  0.990, Validation Accuracy:  0.983, Loss:  0.032
Epoch  44 Batch   64/78 - Train Accuracy:  0.982, Validation Accuracy:  0.981, Loss:  0.032
Epoch  44 Batch   65/78 - Train Accuracy:  0.987, Validation Accuracy:  0.975, Loss:  0.032
Epoch  44 Batch   66/78 - Train Accuracy:  0.993, Validation Accuracy:  0.979, Loss:  0.025
Epoch  44 Batch   67/78 - Train Accuracy:  0.990, Validation Accuracy:  0.977, Loss:  0.024
Epoch  44 Batch   68/78 - Train Accuracy:  0.996, Validation Accuracy:  0.981, Loss:  0.027
Epoch  44 Batch   69/78 - Train Accuracy:  0.997, Validation Accuracy:  0.979, Loss:  0.022
Epoch  44 Batch   70/78 - Train Accuracy:  0.978, Validation Accuracy:  0.982, Loss:  0.039
Epoch  44 Batch   71/78 - Train Accuracy:  0.998, Validation Accuracy:  0.984, Loss:  0.020
Epoch  44 Batch   72/78 - Train Accuracy:  0.994, Validation Accuracy:  0.985, Loss:  0.024
Epoch  44 Batch   73/78 - Train Accuracy:  0.990, Validation Accuracy:  0.987, Loss:  0.026
Epoch  44 Batch   74/78 - Train Accuracy:  0.994, Validation Accuracy:  0.984, Loss:  0.028
Epoch  44 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.021
Epoch  44 Batch   76/78 - Train Accuracy:  0.994, Validation Accuracy:  0.984, Loss:  0.025
Epoch  45 Batch    0/78 - Train Accuracy:  0.990, Validation Accuracy:  0.985, Loss:  0.023
Epoch  45 Batch    1/78 - Train Accuracy:  0.993, Validation Accuracy:  0.984, Loss:  0.017
Epoch  45 Batch    2/78 - Train Accuracy:  0.994, Validation Accuracy:  0.985, Loss:  0.019
Epoch  45 Batch    3/78 - Train Accuracy:  0.999, Validation Accuracy:  0.989, Loss:  0.022
Epoch  45 Batch    4/78 - Train Accuracy:  0.992, Validation Accuracy:  0.989, Loss:  0.019
Epoch  45 Batch    5/78 - Train Accuracy:  0.994, Validation Accuracy:  0.990, Loss:  0.019
Epoch  45 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.018
Epoch  45 Batch    7/78 - Train Accuracy:  0.993, Validation Accuracy:  0.989, Loss:  0.021
Epoch  45 Batch    8/78 - Train Accuracy:  0.996, Validation Accuracy:  0.988, Loss:  0.019
Epoch  45 Batch    9/78 - Train Accuracy:  0.992, Validation Accuracy:  0.988, Loss:  0.020
Epoch  45 Batch   10/78 - Train Accuracy:  0.994, Validation Accuracy:  0.989, Loss:  0.020
Epoch  45 Batch   11/78 - Train Accuracy:  0.994, Validation Accuracy:  0.989, Loss:  0.024
Epoch  45 Batch   12/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.018
Epoch  45 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.019
Epoch  45 Batch   14/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.014
Epoch  45 Batch   15/78 - Train Accuracy:  0.990, Validation Accuracy:  0.990, Loss:  0.023
Epoch  45 Batch   16/78 - Train Accuracy:  0.993, Validation Accuracy:  0.985, Loss:  0.021
Epoch  45 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.016
Epoch  45 Batch   18/78 - Train Accuracy:  0.993, Validation Accuracy:  0.985, Loss:  0.024
Epoch  45 Batch   19/78 - Train Accuracy:  0.997, Validation Accuracy:  0.985, Loss:  0.017
Epoch  45 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.013
Epoch  45 Batch   21/78 - Train Accuracy:  0.990, Validation Accuracy:  0.985, Loss:  0.021
Epoch  45 Batch   22/78 - Train Accuracy:  0.997, Validation Accuracy:  0.983, Loss:  0.018
Epoch  45 Batch   23/78 - Train Accuracy:  0.993, Validation Accuracy:  0.981, Loss:  0.017
Epoch  45 Batch   24/78 - Train Accuracy:  0.993, Validation Accuracy:  0.981, Loss:  0.015
Epoch  45 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.981, Loss:  0.015
Epoch  45 Batch   26/78 - Train Accuracy:  0.997, Validation Accuracy:  0.982, Loss:  0.021
Epoch  45 Batch   27/78 - Train Accuracy:  0.994, Validation Accuracy:  0.981, Loss:  0.018
Epoch  45 Batch   28/78 - Train Accuracy:  0.993, Validation Accuracy:  0.988, Loss:  0.017
Epoch  45 Batch   29/78 - Train Accuracy:  0.990, Validation Accuracy:  0.982, Loss:  0.019
Epoch  45 Batch   30/78 - Train Accuracy:  0.998, Validation Accuracy:  0.980, Loss:  0.019
Epoch  45 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.980, Loss:  0.016
Epoch  45 Batch   32/78 - Train Accuracy:  0.998, Validation Accuracy:  0.981, Loss:  0.019
Epoch  45 Batch   33/78 - Train Accuracy:  0.981, Validation Accuracy:  0.983, Loss:  0.025
Epoch  45 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.980, Loss:  0.015
Epoch  45 Batch   35/78 - Train Accuracy:  0.993, Validation Accuracy:  0.980, Loss:  0.021
Epoch  45 Batch   36/78 - Train Accuracy:  0.998, Validation Accuracy:  0.980, Loss:  0.021
Epoch  45 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.974, Loss:  0.017
Epoch  45 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.974, Loss:  0.017
Epoch  45 Batch   39/78 - Train Accuracy:  0.997, Validation Accuracy:  0.982, Loss:  0.021
Epoch  45 Batch   40/78 - Train Accuracy:  0.993, Validation Accuracy:  0.981, Loss:  0.015
Epoch  45 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.021
Epoch  45 Batch   42/78 - Train Accuracy:  0.997, Validation Accuracy:  0.984, Loss:  0.014
Epoch  45 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.021
Epoch  45 Batch   44/78 - Train Accuracy:  0.997, Validation Accuracy:  0.984, Loss:  0.016
Epoch  45 Batch   45/78 - Train Accuracy:  0.992, Validation Accuracy:  0.984, Loss:  0.019
Epoch  45 Batch   46/78 - Train Accuracy:  0.998, Validation Accuracy:  0.984, Loss:  0.015
Epoch  45 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.016
Epoch  45 Batch   48/78 - Train Accuracy:  0.997, Validation Accuracy:  0.984, Loss:  0.012
Epoch  45 Batch   49/78 - Train Accuracy:  0.994, Validation Accuracy:  0.984, Loss:  0.021
Epoch  45 Batch   50/78 - Train Accuracy:  0.996, Validation Accuracy:  0.983, Loss:  0.021
Epoch  45 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.013
Epoch  45 Batch   52/78 - Train Accuracy:  0.991, Validation Accuracy:  0.985, Loss:  0.016
Epoch  45 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.013
Epoch  45 Batch   54/78 - Train Accuracy:  0.996, Validation Accuracy:  0.983, Loss:  0.018
Epoch  45 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.016
Epoch  45 Batch   56/78 - Train Accuracy:  0.998, Validation Accuracy:  0.987, Loss:  0.017
Epoch  45 Batch   57/78 - Train Accuracy:  0.997, Validation Accuracy:  0.987, Loss:  0.017
Epoch  45 Batch   58/78 - Train Accuracy:  0.998, Validation Accuracy:  0.988, Loss:  0.018
Epoch  45 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.014
Epoch  45 Batch   60/78 - Train Accuracy:  0.993, Validation Accuracy:  0.988, Loss:  0.018
Epoch  45 Batch   61/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.015
Epoch  45 Batch   62/78 - Train Accuracy:  0.993, Validation Accuracy:  0.990, Loss:  0.018
Epoch  45 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.017
Epoch  45 Batch   64/78 - Train Accuracy:  0.998, Validation Accuracy:  0.990, Loss:  0.015
Epoch  45 Batch   65/78 - Train Accuracy:  0.992, Validation Accuracy:  0.990, Loss:  0.018
Epoch  45 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.011
Epoch  45 Batch   67/78 - Train Accuracy:  0.993, Validation Accuracy:  0.990, Loss:  0.013
Epoch  45 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.015
Epoch  45 Batch   69/78 - Train Accuracy:  0.998, Validation Accuracy:  0.989, Loss:  0.013
Epoch  45 Batch   70/78 - Train Accuracy:  0.989, Validation Accuracy:  0.989, Loss:  0.023
Epoch  45 Batch   71/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.013
Epoch  45 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.015
Epoch  45 Batch   73/78 - Train Accuracy:  0.993, Validation Accuracy:  0.990, Loss:  0.016
Epoch  45 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.017
Epoch  45 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.011
Epoch  45 Batch   76/78 - Train Accuracy:  0.994, Validation Accuracy:  0.990, Loss:  0.018
Epoch  46 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.014
Epoch  46 Batch    1/78 - Train Accuracy:  0.993, Validation Accuracy:  0.991, Loss:  0.011
Epoch  46 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.012
Epoch  46 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.016
Epoch  46 Batch    4/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.014
Epoch  46 Batch    5/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.014
Epoch  46 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.015
Epoch  46 Batch    7/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.014
Epoch  46 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.013
Epoch  46 Batch    9/78 - Train Accuracy:  0.993, Validation Accuracy:  0.990, Loss:  0.015
Epoch  46 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.014
Epoch  46 Batch   11/78 - Train Accuracy:  0.994, Validation Accuracy:  0.984, Loss:  0.017
Epoch  46 Batch   12/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.014
Epoch  46 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.016
Epoch  46 Batch   14/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.011
Epoch  46 Batch   15/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.018
Epoch  46 Batch   16/78 - Train Accuracy:  0.993, Validation Accuracy:  0.991, Loss:  0.017
Epoch  46 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.012
Epoch  46 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.016
Epoch  46 Batch   19/78 - Train Accuracy:  0.997, Validation Accuracy:  0.985, Loss:  0.013
Epoch  46 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.011
Epoch  46 Batch   21/78 - Train Accuracy:  0.994, Validation Accuracy:  0.985, Loss:  0.017
Epoch  46 Batch   22/78 - Train Accuracy:  0.997, Validation Accuracy:  0.985, Loss:  0.016
Epoch  46 Batch   23/78 - Train Accuracy:  0.993, Validation Accuracy:  0.985, Loss:  0.015
Epoch  46 Batch   24/78 - Train Accuracy:  0.994, Validation Accuracy:  0.983, Loss:  0.012
Epoch  46 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.012
Epoch  46 Batch   26/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.017
Epoch  46 Batch   27/78 - Train Accuracy:  0.994, Validation Accuracy:  0.983, Loss:  0.015
Epoch  46 Batch   28/78 - Train Accuracy:  0.993, Validation Accuracy:  0.983, Loss:  0.014
Epoch  46 Batch   29/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.015
Epoch  46 Batch   30/78 - Train Accuracy:  0.996, Validation Accuracy:  0.982, Loss:  0.015
Epoch  46 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.013
Epoch  46 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.014
Epoch  46 Batch   33/78 - Train Accuracy:  0.988, Validation Accuracy:  0.987, Loss:  0.020
Epoch  46 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.013
Epoch  46 Batch   35/78 - Train Accuracy:  0.993, Validation Accuracy:  0.982, Loss:  0.017
Epoch  46 Batch   36/78 - Train Accuracy:  1.000, Validation Accuracy:  0.977, Loss:  0.016
Epoch  46 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.013
Epoch  46 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.013
Epoch  46 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.016
Epoch  46 Batch   40/78 - Train Accuracy:  0.996, Validation Accuracy:  0.987, Loss:  0.013
Epoch  46 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.016
Epoch  46 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.013
Epoch  46 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.018
Epoch  46 Batch   44/78 - Train Accuracy:  0.997, Validation Accuracy:  0.990, Loss:  0.013
Epoch  46 Batch   45/78 - Train Accuracy:  0.998, Validation Accuracy:  0.990, Loss:  0.016
Epoch  46 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.012
Epoch  46 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.012
Epoch  46 Batch   48/78 - Train Accuracy:  0.998, Validation Accuracy:  0.987, Loss:  0.011
Epoch  46 Batch   49/78 - Train Accuracy:  0.994, Validation Accuracy:  0.987, Loss:  0.019
Epoch  46 Batch   50/78 - Train Accuracy:  0.996, Validation Accuracy:  0.987, Loss:  0.018
Epoch  46 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.012
Epoch  46 Batch   52/78 - Train Accuracy:  0.991, Validation Accuracy:  0.987, Loss:  0.014
Epoch  46 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.010
Epoch  46 Batch   54/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.014
Epoch  46 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.014
Epoch  46 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.015
Epoch  46 Batch   57/78 - Train Accuracy:  0.997, Validation Accuracy:  0.987, Loss:  0.015
Epoch  46 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.015
Epoch  46 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.012
Epoch  46 Batch   60/78 - Train Accuracy:  0.994, Validation Accuracy:  0.984, Loss:  0.015
Epoch  46 Batch   61/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.013
Epoch  46 Batch   62/78 - Train Accuracy:  0.993, Validation Accuracy:  0.990, Loss:  0.016
Epoch  46 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.015
Epoch  46 Batch   64/78 - Train Accuracy:  0.998, Validation Accuracy:  0.990, Loss:  0.013
Epoch  46 Batch   65/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.016
Epoch  46 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.010
Epoch  46 Batch   67/78 - Train Accuracy:  0.993, Validation Accuracy:  0.988, Loss:  0.012
Epoch  46 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.013
Epoch  46 Batch   69/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.012
Epoch  46 Batch   70/78 - Train Accuracy:  0.989, Validation Accuracy:  0.988, Loss:  0.021
Epoch  46 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.011
Epoch  46 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.013
Epoch  46 Batch   73/78 - Train Accuracy:  0.993, Validation Accuracy:  0.989, Loss:  0.014
Epoch  46 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.015
Epoch  46 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.010
Epoch  46 Batch   76/78 - Train Accuracy:  0.998, Validation Accuracy:  0.991, Loss:  0.016
Epoch  47 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.012
Epoch  47 Batch    1/78 - Train Accuracy:  0.993, Validation Accuracy:  0.991, Loss:  0.010
Epoch  47 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  47 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.014
Epoch  47 Batch    4/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.013
Epoch  47 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.012
Epoch  47 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.013
Epoch  47 Batch    7/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.012
Epoch  47 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.011
Epoch  47 Batch    9/78 - Train Accuracy:  0.993, Validation Accuracy:  0.991, Loss:  0.013
Epoch  47 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.013
Epoch  47 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.015
Epoch  47 Batch   12/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.013
Epoch  47 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.013
Epoch  47 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  47 Batch   15/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.015
Epoch  47 Batch   16/78 - Train Accuracy:  0.993, Validation Accuracy:  0.991, Loss:  0.015
Epoch  47 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.011
Epoch  47 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.014
Epoch  47 Batch   19/78 - Train Accuracy:  0.997, Validation Accuracy:  0.985, Loss:  0.011
Epoch  47 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.009
Epoch  47 Batch   21/78 - Train Accuracy:  0.994, Validation Accuracy:  0.985, Loss:  0.015
Epoch  47 Batch   22/78 - Train Accuracy:  0.997, Validation Accuracy:  0.985, Loss:  0.014
Epoch  47 Batch   23/78 - Train Accuracy:  0.993, Validation Accuracy:  0.985, Loss:  0.013
Epoch  47 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.011
Epoch  47 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.011
Epoch  47 Batch   26/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.014
Epoch  47 Batch   27/78 - Train Accuracy:  0.994, Validation Accuracy:  0.983, Loss:  0.013
Epoch  47 Batch   28/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.013
Epoch  47 Batch   29/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.013
Epoch  47 Batch   30/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.013
Epoch  47 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.011
Epoch  47 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.013
Epoch  47 Batch   33/78 - Train Accuracy:  0.988, Validation Accuracy:  0.978, Loss:  0.018
Epoch  47 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.011
Epoch  47 Batch   35/78 - Train Accuracy:  0.993, Validation Accuracy:  0.978, Loss:  0.015
Epoch  47 Batch   36/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.014
Epoch  47 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.012
Epoch  47 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.012
Epoch  47 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.015
Epoch  47 Batch   40/78 - Train Accuracy:  0.996, Validation Accuracy:  0.987, Loss:  0.012
Epoch  47 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.014
Epoch  47 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.011
Epoch  47 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.016
Epoch  47 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.012
Epoch  47 Batch   45/78 - Train Accuracy:  0.998, Validation Accuracy:  0.990, Loss:  0.014
Epoch  47 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.011
Epoch  47 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.011
Epoch  47 Batch   48/78 - Train Accuracy:  0.998, Validation Accuracy:  0.990, Loss:  0.010
Epoch  47 Batch   49/78 - Train Accuracy:  0.994, Validation Accuracy:  0.987, Loss:  0.017
Epoch  47 Batch   50/78 - Train Accuracy:  0.996, Validation Accuracy:  0.987, Loss:  0.016
Epoch  47 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  47 Batch   52/78 - Train Accuracy:  0.991, Validation Accuracy:  0.991, Loss:  0.013
Epoch  47 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  47 Batch   54/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.013
Epoch  47 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.012
Epoch  47 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.013
Epoch  47 Batch   57/78 - Train Accuracy:  0.997, Validation Accuracy:  0.984, Loss:  0.014
Epoch  47 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.014
Epoch  47 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.011
Epoch  47 Batch   60/78 - Train Accuracy:  0.994, Validation Accuracy:  0.984, Loss:  0.013
Epoch  47 Batch   61/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.012
Epoch  47 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.015
Epoch  47 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.013
Epoch  47 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.012
Epoch  47 Batch   65/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.014
Epoch  47 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.009
Epoch  47 Batch   67/78 - Train Accuracy:  0.993, Validation Accuracy:  0.988, Loss:  0.011
Epoch  47 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.012
Epoch  47 Batch   69/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.011
Epoch  47 Batch   70/78 - Train Accuracy:  0.989, Validation Accuracy:  0.989, Loss:  0.019
Epoch  47 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.010
Epoch  47 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.012
Epoch  47 Batch   73/78 - Train Accuracy:  0.993, Validation Accuracy:  0.987, Loss:  0.013
Epoch  47 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.014
Epoch  47 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.010
Epoch  47 Batch   76/78 - Train Accuracy:  0.998, Validation Accuracy:  0.989, Loss:  0.015
Epoch  48 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.011
Epoch  48 Batch    1/78 - Train Accuracy:  0.993, Validation Accuracy:  0.991, Loss:  0.009
Epoch  48 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  48 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.013
Epoch  48 Batch    4/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.012
Epoch  48 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.011
Epoch  48 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.012
Epoch  48 Batch    7/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.011
Epoch  48 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  48 Batch    9/78 - Train Accuracy:  0.993, Validation Accuracy:  0.991, Loss:  0.012
Epoch  48 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.012
Epoch  48 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.014
Epoch  48 Batch   12/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.012
Epoch  48 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.012
Epoch  48 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  48 Batch   15/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.014
Epoch  48 Batch   16/78 - Train Accuracy:  0.993, Validation Accuracy:  0.991, Loss:  0.014
Epoch  48 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.010
Epoch  48 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.013
Epoch  48 Batch   19/78 - Train Accuracy:  0.997, Validation Accuracy:  0.987, Loss:  0.011
Epoch  48 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.009
Epoch  48 Batch   21/78 - Train Accuracy:  0.993, Validation Accuracy:  0.985, Loss:  0.014
Epoch  48 Batch   22/78 - Train Accuracy:  0.999, Validation Accuracy:  0.985, Loss:  0.013
Epoch  48 Batch   23/78 - Train Accuracy:  0.993, Validation Accuracy:  0.985, Loss:  0.012
Epoch  48 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.010
Epoch  48 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.010
Epoch  48 Batch   26/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.013
Epoch  48 Batch   27/78 - Train Accuracy:  0.994, Validation Accuracy:  0.983, Loss:  0.012
Epoch  48 Batch   28/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.012
Epoch  48 Batch   29/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.012
Epoch  48 Batch   30/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.012
Epoch  48 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.010
Epoch  48 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.011
Epoch  48 Batch   33/78 - Train Accuracy:  0.988, Validation Accuracy:  0.990, Loss:  0.016
Epoch  48 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.010
Epoch  48 Batch   35/78 - Train Accuracy:  0.993, Validation Accuracy:  0.978, Loss:  0.014
Epoch  48 Batch   36/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.013
Epoch  48 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.011
Epoch  48 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.011
Epoch  48 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.014
Epoch  48 Batch   40/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.011
Epoch  48 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.013
Epoch  48 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  48 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.015
Epoch  48 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.011
Epoch  48 Batch   45/78 - Train Accuracy:  0.998, Validation Accuracy:  0.988, Loss:  0.013
Epoch  48 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.010
Epoch  48 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.010
Epoch  48 Batch   48/78 - Train Accuracy:  0.998, Validation Accuracy:  0.990, Loss:  0.009
Epoch  48 Batch   49/78 - Train Accuracy:  0.994, Validation Accuracy:  0.990, Loss:  0.015
Epoch  48 Batch   50/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.015
Epoch  48 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.010
Epoch  48 Batch   52/78 - Train Accuracy:  0.991, Validation Accuracy:  0.990, Loss:  0.012
Epoch  48 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  48 Batch   54/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.012
Epoch  48 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.012
Epoch  48 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.012
Epoch  48 Batch   57/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.013
Epoch  48 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.013
Epoch  48 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.010
Epoch  48 Batch   60/78 - Train Accuracy:  0.994, Validation Accuracy:  0.991, Loss:  0.012
Epoch  48 Batch   61/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.011
Epoch  48 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.014
Epoch  48 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.012
Epoch  48 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.011
Epoch  48 Batch   65/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.013
Epoch  48 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  48 Batch   67/78 - Train Accuracy:  0.993, Validation Accuracy:  0.988, Loss:  0.010
Epoch  48 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.011
Epoch  48 Batch   69/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.010
Epoch  48 Batch   70/78 - Train Accuracy:  0.989, Validation Accuracy:  0.988, Loss:  0.018
Epoch  48 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.009
Epoch  48 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.011
Epoch  48 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.012
Epoch  48 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.013
Epoch  48 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.009
Epoch  48 Batch   76/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.014
Epoch  49 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  49 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  49 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  49 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.012
Epoch  49 Batch    4/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.011
Epoch  49 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  49 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.011
Epoch  49 Batch    7/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  49 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  49 Batch    9/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.011
Epoch  49 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.011
Epoch  49 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.013
Epoch  49 Batch   12/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.011
Epoch  49 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.011
Epoch  49 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  49 Batch   15/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.013
Epoch  49 Batch   16/78 - Train Accuracy:  0.993, Validation Accuracy:  0.991, Loss:  0.012
Epoch  49 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.010
Epoch  49 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.012
Epoch  49 Batch   19/78 - Train Accuracy:  0.997, Validation Accuracy:  0.987, Loss:  0.010
Epoch  49 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.008
Epoch  49 Batch   21/78 - Train Accuracy:  0.993, Validation Accuracy:  0.985, Loss:  0.013
Epoch  49 Batch   22/78 - Train Accuracy:  0.999, Validation Accuracy:  0.985, Loss:  0.012
Epoch  49 Batch   23/78 - Train Accuracy:  0.993, Validation Accuracy:  0.985, Loss:  0.011
Epoch  49 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.009
Epoch  49 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.009
Epoch  49 Batch   26/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.012
Epoch  49 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.012
Epoch  49 Batch   28/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.011
Epoch  49 Batch   29/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.011
Epoch  49 Batch   30/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.011
Epoch  49 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.009
Epoch  49 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.011
Epoch  49 Batch   33/78 - Train Accuracy:  0.988, Validation Accuracy:  0.990, Loss:  0.015
Epoch  49 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.009
Epoch  49 Batch   35/78 - Train Accuracy:  0.993, Validation Accuracy:  0.982, Loss:  0.013
Epoch  49 Batch   36/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.012
Epoch  49 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.010
Epoch  49 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.010
Epoch  49 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.013
Epoch  49 Batch   40/78 - Train Accuracy:  0.996, Validation Accuracy:  0.987, Loss:  0.011
Epoch  49 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.012
Epoch  49 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  49 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.014
Epoch  49 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.010
Epoch  49 Batch   45/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.012
Epoch  49 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.009
Epoch  49 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.010
Epoch  49 Batch   48/78 - Train Accuracy:  0.998, Validation Accuracy:  0.988, Loss:  0.008
Epoch  49 Batch   49/78 - Train Accuracy:  0.994, Validation Accuracy:  0.990, Loss:  0.014
Epoch  49 Batch   50/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.014
Epoch  49 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.009
Epoch  49 Batch   52/78 - Train Accuracy:  0.991, Validation Accuracy:  0.990, Loss:  0.011
Epoch  49 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  49 Batch   54/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.011
Epoch  49 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.011
Epoch  49 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.011
Epoch  49 Batch   57/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.012
Epoch  49 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.012
Epoch  49 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  49 Batch   60/78 - Train Accuracy:  0.994, Validation Accuracy:  0.991, Loss:  0.011
Epoch  49 Batch   61/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.010
Epoch  49 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.012
Epoch  49 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.011
Epoch  49 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.010
Epoch  49 Batch   65/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.012
Epoch  49 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  49 Batch   67/78 - Train Accuracy:  0.993, Validation Accuracy:  0.990, Loss:  0.009
Epoch  49 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.010
Epoch  49 Batch   69/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.009
Epoch  49 Batch   70/78 - Train Accuracy:  0.989, Validation Accuracy:  0.988, Loss:  0.016
Epoch  49 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.008
Epoch  49 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.010
Epoch  49 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.011
Epoch  49 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.012
Epoch  49 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.009
Epoch  49 Batch   76/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.013
Epoch  50 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  50 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  50 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  50 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.011
Epoch  50 Batch    4/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.010
Epoch  50 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  50 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  50 Batch    7/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  50 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  50 Batch    9/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.011
Epoch  50 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  50 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.012
Epoch  50 Batch   12/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.011
Epoch  50 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.010
Epoch  50 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  50 Batch   15/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.012
Epoch  50 Batch   16/78 - Train Accuracy:  0.993, Validation Accuracy:  0.991, Loss:  0.011
Epoch  50 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.009
Epoch  50 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.011
Epoch  50 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.009
Epoch  50 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.007
Epoch  50 Batch   21/78 - Train Accuracy:  0.993, Validation Accuracy:  0.985, Loss:  0.012
Epoch  50 Batch   22/78 - Train Accuracy:  0.999, Validation Accuracy:  0.985, Loss:  0.011
Epoch  50 Batch   23/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.010
Epoch  50 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.009
Epoch  50 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.008
Epoch  50 Batch   26/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.011
Epoch  50 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.011
Epoch  50 Batch   28/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.010
Epoch  50 Batch   29/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.010
Epoch  50 Batch   30/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.011
Epoch  50 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.009
Epoch  50 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.010
Epoch  50 Batch   33/78 - Train Accuracy:  0.993, Validation Accuracy:  0.990, Loss:  0.014
Epoch  50 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.009
Epoch  50 Batch   35/78 - Train Accuracy:  0.993, Validation Accuracy:  0.982, Loss:  0.012
Epoch  50 Batch   36/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.011
Epoch  50 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.009
Epoch  50 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.009
Epoch  50 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.012
Epoch  50 Batch   40/78 - Train Accuracy:  0.996, Validation Accuracy:  0.982, Loss:  0.010
Epoch  50 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.011
Epoch  50 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  50 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.013
Epoch  50 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.009
Epoch  50 Batch   45/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.011
Epoch  50 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.009
Epoch  50 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.009
Epoch  50 Batch   48/78 - Train Accuracy:  0.998, Validation Accuracy:  0.988, Loss:  0.008
Epoch  50 Batch   49/78 - Train Accuracy:  0.994, Validation Accuracy:  0.988, Loss:  0.013
Epoch  50 Batch   50/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.013
Epoch  50 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  50 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.011
Epoch  50 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  50 Batch   54/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.011
Epoch  50 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  50 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  50 Batch   57/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.011
Epoch  50 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.011
Epoch  50 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  50 Batch   60/78 - Train Accuracy:  0.994, Validation Accuracy:  0.991, Loss:  0.011
Epoch  50 Batch   61/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.010
Epoch  50 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.012
Epoch  50 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.011
Epoch  50 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.010
Epoch  50 Batch   65/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.011
Epoch  50 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  50 Batch   67/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.008
Epoch  50 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.010
Epoch  50 Batch   69/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.009
Epoch  50 Batch   70/78 - Train Accuracy:  0.989, Validation Accuracy:  0.987, Loss:  0.015
Epoch  50 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.008
Epoch  50 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.009
Epoch  50 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.010
Epoch  50 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.011
Epoch  50 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.008
Epoch  50 Batch   76/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.012
Epoch  51 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  51 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  51 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  51 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  51 Batch    4/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.009
Epoch  51 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  51 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  51 Batch    7/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  51 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  51 Batch    9/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  51 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.010
Epoch  51 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.011
Epoch  51 Batch   12/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.010
Epoch  51 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  51 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  51 Batch   15/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.011
Epoch  51 Batch   16/78 - Train Accuracy:  0.993, Validation Accuracy:  0.991, Loss:  0.011
Epoch  51 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.008
Epoch  51 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.010
Epoch  51 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.008
Epoch  51 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.007
Epoch  51 Batch   21/78 - Train Accuracy:  0.993, Validation Accuracy:  0.985, Loss:  0.012
Epoch  51 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.011
Epoch  51 Batch   23/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.010
Epoch  51 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.008
Epoch  51 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.008
Epoch  51 Batch   26/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.011
Epoch  51 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.010
Epoch  51 Batch   28/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.009
Epoch  51 Batch   29/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.010
Epoch  51 Batch   30/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.010
Epoch  51 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.008
Epoch  51 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.009
Epoch  51 Batch   33/78 - Train Accuracy:  0.991, Validation Accuracy:  0.990, Loss:  0.014
Epoch  51 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.008
Epoch  51 Batch   35/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.011
Epoch  51 Batch   36/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.010
Epoch  51 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.009
Epoch  51 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.009
Epoch  51 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.011
Epoch  51 Batch   40/78 - Train Accuracy:  0.996, Validation Accuracy:  0.982, Loss:  0.009
Epoch  51 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.010
Epoch  51 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  51 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.012
Epoch  51 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  51 Batch   45/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.010
Epoch  51 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.008
Epoch  51 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.008
Epoch  51 Batch   48/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.007
Epoch  51 Batch   49/78 - Train Accuracy:  0.994, Validation Accuracy:  0.988, Loss:  0.012
Epoch  51 Batch   50/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.012
Epoch  51 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  51 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.010
Epoch  51 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  51 Batch   54/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.010
Epoch  51 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  51 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  51 Batch   57/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.010
Epoch  51 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  51 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  51 Batch   60/78 - Train Accuracy:  0.993, Validation Accuracy:  0.991, Loss:  0.010
Epoch  51 Batch   61/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.009
Epoch  51 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.011
Epoch  51 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.010
Epoch  51 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.009
Epoch  51 Batch   65/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.011
Epoch  51 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  51 Batch   67/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.008
Epoch  51 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.009
Epoch  51 Batch   69/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.008
Epoch  51 Batch   70/78 - Train Accuracy:  0.989, Validation Accuracy:  0.984, Loss:  0.014
Epoch  51 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.007
Epoch  51 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.009
Epoch  51 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.009
Epoch  51 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.010
Epoch  51 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.008
Epoch  51 Batch   76/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.012
Epoch  52 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  52 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  52 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  52 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  52 Batch    4/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.009
Epoch  52 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  52 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  52 Batch    7/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  52 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  52 Batch    9/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.009
Epoch  52 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.009
Epoch  52 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.011
Epoch  52 Batch   12/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  52 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  52 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  52 Batch   15/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.010
Epoch  52 Batch   16/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  52 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.008
Epoch  52 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.010
Epoch  52 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.008
Epoch  52 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.007
Epoch  52 Batch   21/78 - Train Accuracy:  0.993, Validation Accuracy:  0.985, Loss:  0.011
Epoch  52 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.010
Epoch  52 Batch   23/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.009
Epoch  52 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.008
Epoch  52 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.007
Epoch  52 Batch   26/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.010
Epoch  52 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.010
Epoch  52 Batch   28/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.008
Epoch  52 Batch   29/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.009
Epoch  52 Batch   30/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.009
Epoch  52 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.008
Epoch  52 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.009
Epoch  52 Batch   33/78 - Train Accuracy:  0.997, Validation Accuracy:  0.990, Loss:  0.013
Epoch  52 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  52 Batch   35/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.011
Epoch  52 Batch   36/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.009
Epoch  52 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.008
Epoch  52 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.008
Epoch  52 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.011
Epoch  52 Batch   40/78 - Train Accuracy:  0.996, Validation Accuracy:  0.982, Loss:  0.009
Epoch  52 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.010
Epoch  52 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  52 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.011
Epoch  52 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  52 Batch   45/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.009
Epoch  52 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.008
Epoch  52 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.008
Epoch  52 Batch   48/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.007
Epoch  52 Batch   49/78 - Train Accuracy:  0.994, Validation Accuracy:  0.988, Loss:  0.011
Epoch  52 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.012
Epoch  52 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  52 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.009
Epoch  52 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  52 Batch   54/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.010
Epoch  52 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.009
Epoch  52 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  52 Batch   57/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.010
Epoch  52 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  52 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  52 Batch   60/78 - Train Accuracy:  0.993, Validation Accuracy:  0.990, Loss:  0.009
Epoch  52 Batch   61/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.009
Epoch  52 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.010
Epoch  52 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.009
Epoch  52 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  52 Batch   65/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.010
Epoch  52 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  52 Batch   67/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  52 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.009
Epoch  52 Batch   69/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.008
Epoch  52 Batch   70/78 - Train Accuracy:  0.996, Validation Accuracy:  0.984, Loss:  0.013
Epoch  52 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.007
Epoch  52 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.008
Epoch  52 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.009
Epoch  52 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.010
Epoch  52 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.007
Epoch  52 Batch   76/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.011
Epoch  53 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  53 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  53 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  53 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  53 Batch    4/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.008
Epoch  53 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  53 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  53 Batch    7/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  53 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  53 Batch    9/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.009
Epoch  53 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.009
Epoch  53 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.010
Epoch  53 Batch   12/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  53 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  53 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  53 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  53 Batch   16/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  53 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.007
Epoch  53 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.009
Epoch  53 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.007
Epoch  53 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.006
Epoch  53 Batch   21/78 - Train Accuracy:  0.993, Validation Accuracy:  0.985, Loss:  0.010
Epoch  53 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.009
Epoch  53 Batch   23/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.008
Epoch  53 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.007
Epoch  53 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  53 Batch   26/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.009
Epoch  53 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.009
Epoch  53 Batch   28/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.008
Epoch  53 Batch   29/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.008
Epoch  53 Batch   30/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.009
Epoch  53 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.007
Epoch  53 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.008
Epoch  53 Batch   33/78 - Train Accuracy:  0.997, Validation Accuracy:  0.988, Loss:  0.012
Epoch  53 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  53 Batch   35/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.010
Epoch  53 Batch   36/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.009
Epoch  53 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.008
Epoch  53 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.008
Epoch  53 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.010
Epoch  53 Batch   40/78 - Train Accuracy:  0.996, Validation Accuracy:  0.982, Loss:  0.008
Epoch  53 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.009
Epoch  53 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  53 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.011
Epoch  53 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  53 Batch   45/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.009
Epoch  53 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  53 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.007
Epoch  53 Batch   48/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.006
Epoch  53 Batch   49/78 - Train Accuracy:  0.994, Validation Accuracy:  0.988, Loss:  0.011
Epoch  53 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.011
Epoch  53 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  53 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.009
Epoch  53 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  53 Batch   54/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.009
Epoch  53 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  53 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  53 Batch   57/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.009
Epoch  53 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  53 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  53 Batch   60/78 - Train Accuracy:  0.993, Validation Accuracy:  0.990, Loss:  0.009
Epoch  53 Batch   61/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  53 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.009
Epoch  53 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.009
Epoch  53 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  53 Batch   65/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.009
Epoch  53 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  53 Batch   67/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  53 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.008
Epoch  53 Batch   69/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  53 Batch   70/78 - Train Accuracy:  0.996, Validation Accuracy:  0.984, Loss:  0.012
Epoch  53 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.007
Epoch  53 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.008
Epoch  53 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.008
Epoch  53 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.009
Epoch  53 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.007
Epoch  53 Batch   76/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.010
Epoch  54 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  54 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  54 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  54 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  54 Batch    4/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  54 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  54 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  54 Batch    7/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  54 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  54 Batch    9/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  54 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  54 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.009
Epoch  54 Batch   12/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  54 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  54 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  54 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  54 Batch   16/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  54 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.007
Epoch  54 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.009
Epoch  54 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.007
Epoch  54 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.006
Epoch  54 Batch   21/78 - Train Accuracy:  0.993, Validation Accuracy:  0.985, Loss:  0.010
Epoch  54 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.009
Epoch  54 Batch   23/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.008
Epoch  54 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.007
Epoch  54 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  54 Batch   26/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.009
Epoch  54 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.008
Epoch  54 Batch   28/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.007
Epoch  54 Batch   29/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.008
Epoch  54 Batch   30/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.008
Epoch  54 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.007
Epoch  54 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.008
Epoch  54 Batch   33/78 - Train Accuracy:  0.997, Validation Accuracy:  0.988, Loss:  0.011
Epoch  54 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  54 Batch   35/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.009
Epoch  54 Batch   36/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.008
Epoch  54 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.007
Epoch  54 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.007
Epoch  54 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.009
Epoch  54 Batch   40/78 - Train Accuracy:  0.996, Validation Accuracy:  0.982, Loss:  0.008
Epoch  54 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.009
Epoch  54 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  54 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.010
Epoch  54 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  54 Batch   45/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.008
Epoch  54 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  54 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.007
Epoch  54 Batch   48/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.006
Epoch  54 Batch   49/78 - Train Accuracy:  0.994, Validation Accuracy:  0.988, Loss:  0.010
Epoch  54 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.010
Epoch  54 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  54 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  54 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  54 Batch   54/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.009
Epoch  54 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.008
Epoch  54 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  54 Batch   57/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.009
Epoch  54 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  54 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  54 Batch   60/78 - Train Accuracy:  0.993, Validation Accuracy:  0.990, Loss:  0.008
Epoch  54 Batch   61/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  54 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.009
Epoch  54 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  54 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  54 Batch   65/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.009
Epoch  54 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  54 Batch   67/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  54 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.008
Epoch  54 Batch   69/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  54 Batch   70/78 - Train Accuracy:  0.996, Validation Accuracy:  0.984, Loss:  0.011
Epoch  54 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.006
Epoch  54 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.007
Epoch  54 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.008
Epoch  54 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.009
Epoch  54 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  54 Batch   76/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.010
Epoch  55 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  55 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  55 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  55 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  55 Batch    4/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  55 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  55 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  55 Batch    7/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  55 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  55 Batch    9/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  55 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  55 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.009
Epoch  55 Batch   12/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  55 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  55 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  55 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  55 Batch   16/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  55 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.006
Epoch  55 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.008
Epoch  55 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.006
Epoch  55 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.005
Epoch  55 Batch   21/78 - Train Accuracy:  0.993, Validation Accuracy:  0.985, Loss:  0.009
Epoch  55 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.008
Epoch  55 Batch   23/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.008
Epoch  55 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.006
Epoch  55 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  55 Batch   26/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.008
Epoch  55 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.008
Epoch  55 Batch   28/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.007
Epoch  55 Batch   29/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.007
Epoch  55 Batch   30/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.008
Epoch  55 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.006
Epoch  55 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.007
Epoch  55 Batch   33/78 - Train Accuracy:  0.997, Validation Accuracy:  0.988, Loss:  0.011
Epoch  55 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  55 Batch   35/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  55 Batch   36/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.008
Epoch  55 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.007
Epoch  55 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.007
Epoch  55 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.009
Epoch  55 Batch   40/78 - Train Accuracy:  0.996, Validation Accuracy:  0.982, Loss:  0.007
Epoch  55 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.008
Epoch  55 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  55 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.009
Epoch  55 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  55 Batch   45/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.008
Epoch  55 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  55 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.006
Epoch  55 Batch   48/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.006
Epoch  55 Batch   49/78 - Train Accuracy:  0.994, Validation Accuracy:  0.988, Loss:  0.009
Epoch  55 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.010
Epoch  55 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  55 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  55 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.005
Epoch  55 Batch   54/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  55 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  55 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  55 Batch   57/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.008
Epoch  55 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  55 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  55 Batch   60/78 - Train Accuracy:  0.993, Validation Accuracy:  0.990, Loss:  0.008
Epoch  55 Batch   61/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  55 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  55 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  55 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  55 Batch   65/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  55 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  55 Batch   67/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  55 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  55 Batch   69/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  55 Batch   70/78 - Train Accuracy:  0.996, Validation Accuracy:  0.989, Loss:  0.010
Epoch  55 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.006
Epoch  55 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.007
Epoch  55 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  55 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  55 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  55 Batch   76/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  56 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  56 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  56 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  56 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  56 Batch    4/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  56 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  56 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  56 Batch    7/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  56 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  56 Batch    9/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  56 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  56 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  56 Batch   12/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  56 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  56 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  56 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  56 Batch   16/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  56 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.006
Epoch  56 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.008
Epoch  56 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.006
Epoch  56 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.005
Epoch  56 Batch   21/78 - Train Accuracy:  0.993, Validation Accuracy:  0.985, Loss:  0.009
Epoch  56 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.008
Epoch  56 Batch   23/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.007
Epoch  56 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.006
Epoch  56 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  56 Batch   26/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.008
Epoch  56 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  56 Batch   28/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.006
Epoch  56 Batch   29/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.007
Epoch  56 Batch   30/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.007
Epoch  56 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.006
Epoch  56 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.007
Epoch  56 Batch   33/78 - Train Accuracy:  0.997, Validation Accuracy:  0.988, Loss:  0.010
Epoch  56 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  56 Batch   35/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  56 Batch   36/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.007
Epoch  56 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.006
Epoch  56 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.006
Epoch  56 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.008
Epoch  56 Batch   40/78 - Train Accuracy:  0.996, Validation Accuracy:  0.982, Loss:  0.007
Epoch  56 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.008
Epoch  56 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  56 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.009
Epoch  56 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  56 Batch   45/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.007
Epoch  56 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.006
Epoch  56 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.006
Epoch  56 Batch   48/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.005
Epoch  56 Batch   49/78 - Train Accuracy:  0.994, Validation Accuracy:  0.988, Loss:  0.009
Epoch  56 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.009
Epoch  56 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  56 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  56 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.005
Epoch  56 Batch   54/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  56 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  56 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  56 Batch   57/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  56 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  56 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  56 Batch   60/78 - Train Accuracy:  0.993, Validation Accuracy:  0.990, Loss:  0.007
Epoch  56 Batch   61/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  56 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  56 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  56 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  56 Batch   65/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  56 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.005
Epoch  56 Batch   67/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  56 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  56 Batch   69/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  56 Batch   70/78 - Train Accuracy:  0.996, Validation Accuracy:  0.989, Loss:  0.009
Epoch  56 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.006
Epoch  56 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  56 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  56 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  56 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  56 Batch   76/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  57 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  57 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  57 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  57 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  57 Batch    4/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  57 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  57 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  57 Batch    7/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  57 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  57 Batch    9/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  57 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  57 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  57 Batch   12/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  57 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  57 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  57 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  57 Batch   16/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  57 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.006
Epoch  57 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.007
Epoch  57 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.006
Epoch  57 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.005
Epoch  57 Batch   21/78 - Train Accuracy:  0.993, Validation Accuracy:  0.985, Loss:  0.008
Epoch  57 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.007
Epoch  57 Batch   23/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.007
Epoch  57 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.006
Epoch  57 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  57 Batch   26/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  57 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  57 Batch   28/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.006
Epoch  57 Batch   29/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.007
Epoch  57 Batch   30/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.007
Epoch  57 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.006
Epoch  57 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.006
Epoch  57 Batch   33/78 - Train Accuracy:  0.997, Validation Accuracy:  0.988, Loss:  0.009
Epoch  57 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  57 Batch   35/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  57 Batch   36/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.007
Epoch  57 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.006
Epoch  57 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.006
Epoch  57 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.008
Epoch  57 Batch   40/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.006
Epoch  57 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.007
Epoch  57 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  57 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  57 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  57 Batch   45/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  57 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.006
Epoch  57 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.006
Epoch  57 Batch   48/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.005
Epoch  57 Batch   49/78 - Train Accuracy:  0.994, Validation Accuracy:  0.988, Loss:  0.008
Epoch  57 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.009
Epoch  57 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.005
Epoch  57 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  57 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.005
Epoch  57 Batch   54/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  57 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.006
Epoch  57 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.007
Epoch  57 Batch   57/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.007
Epoch  57 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  57 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  57 Batch   60/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  57 Batch   61/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  57 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  57 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  57 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  57 Batch   65/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  57 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.005
Epoch  57 Batch   67/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.005
Epoch  57 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  57 Batch   69/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  57 Batch   70/78 - Train Accuracy:  0.996, Validation Accuracy:  0.989, Loss:  0.009
Epoch  57 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.005
Epoch  57 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  57 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  57 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  57 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.005
Epoch  57 Batch   76/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  58 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  58 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  58 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  58 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  58 Batch    4/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  58 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  58 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  58 Batch    7/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  58 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  58 Batch    9/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  58 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  58 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  58 Batch   12/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  58 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  58 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  58 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  58 Batch   16/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  58 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.005
Epoch  58 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.007
Epoch  58 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.005
Epoch  58 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.004
Epoch  58 Batch   21/78 - Train Accuracy:  0.993, Validation Accuracy:  0.985, Loss:  0.008
Epoch  58 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.007
Epoch  58 Batch   23/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.006
Epoch  58 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.005
Epoch  58 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.005
Epoch  58 Batch   26/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  58 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  58 Batch   28/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  58 Batch   29/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.006
Epoch  58 Batch   30/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.007
Epoch  58 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.005
Epoch  58 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.006
Epoch  58 Batch   33/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.009
Epoch  58 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.006
Epoch  58 Batch   35/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  58 Batch   36/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  58 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.006
Epoch  58 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.006
Epoch  58 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.007
Epoch  58 Batch   40/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.006
Epoch  58 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  58 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.005
Epoch  58 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  58 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  58 Batch   45/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  58 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.006
Epoch  58 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.005
Epoch  58 Batch   48/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.005
Epoch  58 Batch   49/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.008
Epoch  58 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.008
Epoch  58 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.005
Epoch  58 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  58 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.005
Epoch  58 Batch   54/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  58 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.006
Epoch  58 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.006
Epoch  58 Batch   57/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.007
Epoch  58 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  58 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  58 Batch   60/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  58 Batch   61/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  58 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  58 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  58 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  58 Batch   65/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  58 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.005
Epoch  58 Batch   67/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.005
Epoch  58 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  58 Batch   69/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.005
Epoch  58 Batch   70/78 - Train Accuracy:  0.996, Validation Accuracy:  0.989, Loss:  0.008
Epoch  58 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.005
Epoch  58 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  58 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  58 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  58 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.005
Epoch  58 Batch   76/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  59 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  59 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  59 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  59 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  59 Batch    4/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  59 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  59 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  59 Batch    7/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  59 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  59 Batch    9/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  59 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  59 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  59 Batch   12/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  59 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  59 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  59 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  59 Batch   16/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  59 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.005
Epoch  59 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.006
Epoch  59 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.005
Epoch  59 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.004
Epoch  59 Batch   21/78 - Train Accuracy:  0.993, Validation Accuracy:  0.985, Loss:  0.007
Epoch  59 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.006
Epoch  59 Batch   23/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.006
Epoch  59 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.005
Epoch  59 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.005
Epoch  59 Batch   26/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  59 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  59 Batch   28/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.005
Epoch  59 Batch   29/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.006
Epoch  59 Batch   30/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.006
Epoch  59 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.005
Epoch  59 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.006
Epoch  59 Batch   33/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.008
Epoch  59 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.005
Epoch  59 Batch   35/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  59 Batch   36/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  59 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.005
Epoch  59 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.005
Epoch  59 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.007
Epoch  59 Batch   40/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.006
Epoch  59 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  59 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.005
Epoch  59 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  59 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.005
Epoch  59 Batch   45/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  59 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.005
Epoch  59 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.005
Epoch  59 Batch   48/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.004
Epoch  59 Batch   49/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.007
Epoch  59 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.008
Epoch  59 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.005
Epoch  59 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  59 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.004
Epoch  59 Batch   54/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  59 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.006
Epoch  59 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.006
Epoch  59 Batch   57/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  59 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  59 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.005
Epoch  59 Batch   60/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  59 Batch   61/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  59 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  59 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  59 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  59 Batch   65/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  59 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.004
Epoch  59 Batch   67/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.005
Epoch  59 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  59 Batch   69/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.005
Epoch  59 Batch   70/78 - Train Accuracy:  0.996, Validation Accuracy:  0.989, Loss:  0.007
Epoch  59 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.005
Epoch  59 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.005
Epoch  59 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  59 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  59 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.005
Epoch  59 Batch   76/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.007

Prediction


In [16]:
input_sentence = 'hello'


input_sentence = [source_letter_to_int.get(word, source_letter_to_int['<unk>']) for word in input_sentence.lower()]
input_sentence = input_sentence + [0] * (sequence_length - len(input_sentence))
batch_shell = np.zeros((batch_size, sequence_length))
batch_shell[0] = input_sentence
chatbot_logits = sess.run(inference_logits, {input_data: batch_shell})[0]

print('Input')
print('  Word Ids:      {}'.format([i for i in input_sentence]))
print('  Input Words: {}'.format([source_int_to_letter[i] for i in input_sentence]))

print('\nPrediction')
print('  Word Ids:      {}'.format([i for i in np.argmax(chatbot_logits, 1)]))
print('  Chatbot Answer Words: {}'.format([target_int_to_letter[i] for i in np.argmax(chatbot_logits, 1)]))


Input
  Word Ids:      [20, 18, 28, 28, 10, 0, 0]
  Input Words: ['h', 'e', 'l', 'l', 'o', '<pad>', '<pad>']

Prediction
  Word Ids:      [18, 20, 28, 28, 10, 0, 0]
  Chatbot Answer Words: ['e', 'h', 'l', 'l', 'o', '<pad>', '<pad>']