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. This notebook was updated to work with TensorFlow 1.1 and builds on the work of Dave Currie. Check out Dave's post Text Summarization with Amazon Reviews.

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 [ ]:

    
import numpy as np
import time

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 [74]:

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









    Out[74]:





['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 [75]:

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









    Out[75]:





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

Preprocess

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

Then convert the characters to their int values as declared in our vocabulary:



In [76]:

    
def extract_character_vocab(data):
    special_words = ['<PAD>', '<UNK>', '<GO>',  '<EOS>']

    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] + [target_letter_to_int['<EOS>']] 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
[[7, 10, 25, 12, 12], [20, 13, 14], [18, 7, 16, 9, 4]]


Example target sequence
[[25, 7, 12, 12, 10], [20, 13, 14], [7, 4, 18, 9, 16]]

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



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









    



Sequence Length
7


Input sequence example
[[7, 10, 25, 12, 12, 0, 0], [20, 13, 14, 0, 0, 0, 0], [18, 7, 16, 9, 4, 0, 0]]


Target sequence example
[[25, 7, 12, 12, 10, 0, 0], [20, 13, 14, 0, 0, 0, 0], [7, 4, 18, 9, 16, 0, 0]]

Model

Check the Version of TensorFlow

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



In [77]:

    
from distutils.version import LooseVersion
import tensorflow as tf
from tensorflow.python.layers.core import Dense


# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.1'), 'Please use TensorFlow version 1.1 or newer'
print('TensorFlow Version: {}'.format(tf.__version__))









    



TensorFlow Version: 1.0.1

Hyperparameters



In [ ]:

    
# 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 = 15
decoding_embedding_size = 15
# Learning Rate
learning_rate = 0.001

Input



In [79]:

    
def get_model_inputs():
    input_data = tf.placeholder(tf.int32, [None, None], name='input')
    targets = tf.placeholder(tf.int32, [None, None], name='targets')
    lr = tf.placeholder(tf.float32, name='learning_rate')

    target_sequence_length = tf.placeholder(tf.int32, (None,), name='target_sequence_length')
    max_target_sequence_length = tf.reduce_max(target_sequence_length, name='max_target_len')
    source_sequence_length = tf.placeholder(tf.int32, (None,), name='source_sequence_length')
    
    return input_data, targets, lr, target_sequence_length, max_target_sequence_length, source_sequence_length

Sequence to Sequence Model

We can now start defining the functions that will build the seq2seq model. We are building it from the bottom up with the following components:

2.1 Encoder
    - Embedding
    - Encoder cell
2.2 Decoder
    1- Process decoder inputs
    2- Set up the decoder
        - Embedding
        - Decoder cell
        - Dense output layer
        - Training decoder
        - Inference decoder
2.3 Seq2seq model connecting the encoder and decoder
2.4 Build the training graph hooking up the model with the 
    optimizer

2.1 Encoder

The first bit of the model we'll build is the encoder. Here, we'll embed the input data, construct our encoder, then pass the embedded data to the encoder.

Embed the input data using tf.contrib.layers.embed_sequence
Pass the embedded input into a stack of RNNs. Save the RNN state and ignore the output.



In [ ]:

    
def encoding_layer(input_data, rnn_size, num_layers,
                   source_sequence_length, source_vocab_size, 
                   encoding_embedding_size):


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

    # RNN cell
    def make_cell(rnn_size):
        enc_cell = tf.contrib.rnn.LSTMCell(rnn_size,
                                           initializer=tf.random_uniform_initializer(-0.1, 0.1, seed=2))
        return enc_cell

    enc_cell = tf.contrib.rnn.MultiRNNCell([make_cell(rnn_size) for _ in range(num_layers)])
    
    enc_output, enc_state = tf.nn.dynamic_rnn(enc_cell, enc_embed_input, sequence_length=source_sequence_length, dtype=tf.float32)
    
    return enc_output, enc_state

2.2 Decoder

The decoder is probably the most involved part of this model. The following steps are needed to create it:

1- Process decoder inputs
2- Set up the decoder components
    - Embedding
    - Decoder cell
    - Dense output layer
    - Training decoder
    - Inference decoder

Process Decoder Input

In the training process, the target sequences will be used in two different places:

Using them to calculate the loss
Feeding them to the decoder during training to make the model more robust.

Now we need to address the second point. Let's assume our targets look like this in their letter/word form (we're doing this for readibility. At this point in the code, these sequences would be in int form):

We need to do a simple transformation on the tensor before feeding it to the decoder:

1- We will feed an item of the sequence to the decoder at each time step. Think about the last timestep -- where the decoder outputs the final word in its output. The input to that step is the item before last from the target sequence. The decoder has no use for the last item in the target sequence in this scenario. So we'll need to remove the last item.

We do that using tensorflow's tf.strided_slice() method. We hand it the tensor, and the index of where to start and where to end the cutting.

2- The first item in each sequence we feed to the decoder has to be GO symbol. So We'll add that to the beginning.

Now the tensor is ready to be fed to the decoder. It looks like this (if we convert from ints to letters/symbols):



In [90]:

    
# Process the input we'll feed to the decoder
def process_decoder_input(target_data, vocab_to_int, batch_size):
    '''Remove the last word id from each batch and concat the <GO> to the begining of each batch'''
    ending = tf.strided_slice(target_data, [0, 0], [batch_size, -1], [1, 1])
    dec_input = tf.concat([tf.fill([batch_size, 1], vocab_to_int['<GO>']), ending], 1)

    return dec_input

Set up the decoder components

    - Embedding
    - Decoder cell
    - Dense output layer
    - Training decoder
    - Inference decoder

1- Embedding

Now that we have prepared the inputs to the training decoder, we need to embed them so they can be ready to be passed to the decoder.

We'll create an embedding matrix like the following then have tf.nn.embedding_lookup convert our input to its embedded equivalent:

2- Decoder Cell

Then we declare our decoder cell. Just like the encoder, we'll use an tf.contrib.rnn.LSTMCell here as well.

We need to declare a decoder for the training process, and a decoder for the inference/prediction process. 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.

3- Dense output layer

Before we move to declaring our decoders, we'll need to create the output layer, which will be a tensorflow.python.layers.core.Dense layer that translates the outputs of the decoder to logits that tell us which element of the decoder vocabulary the decoder is choosing to output at each time step.

4- Training decoder

Essentially, we'll be creating two decoders which share their parameters. One for training and one for inference. The two are similar in that both created using tf.contrib.seq2seq.BasicDecoder and tf.contrib.seq2seq.dynamic_decode. They differ, however, in that we feed the the target sequences as inputs to the training decoder at each time step to make it more robust.

We can think of the training decoder as looking like this (except that it works with sequences in batches):

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).

5- Inference decoder

The inference decoder is the one we'll use when we deploy our model to the wild.

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



In [ ]:

    
def decoding_layer(target_letter_to_int, decoding_embedding_size, num_layers, rnn_size,
                   target_sequence_length, max_target_sequence_length, enc_state, dec_input):
    # 1. Decoder Embedding
    target_vocab_size = len(target_letter_to_int)
    dec_embeddings = tf.Variable(tf.random_uniform([target_vocab_size, decoding_embedding_size]))
    dec_embed_input = tf.nn.embedding_lookup(dec_embeddings, dec_input)

    # 2. Construct the decoder cell
    def make_cell(rnn_size):
        dec_cell = tf.contrib.rnn.LSTMCell(rnn_size,
                                           initializer=tf.random_uniform_initializer(-0.1, 0.1, seed=2))
        return dec_cell

    dec_cell = tf.contrib.rnn.MultiRNNCell([make_cell(rnn_size) for _ in range(num_layers)])
     
    # 3. Dense layer to translate the decoder's output at each time 
    # step into a choice from the target vocabulary
    output_layer = Dense(target_vocab_size,
                         kernel_initializer = tf.truncated_normal_initializer(mean = 0.0, stddev=0.1))


    # 4. Set up a training decoder and an inference decoder
    # Training Decoder
    with tf.variable_scope("decode"):

        # Helper for the training process. Used by BasicDecoder to read inputs.
        training_helper = tf.contrib.seq2seq.TrainingHelper(inputs=dec_embed_input,
                                                            sequence_length=target_sequence_length,
                                                            time_major=False)
        
        
        # Basic decoder
        training_decoder = tf.contrib.seq2seq.BasicDecoder(dec_cell,
                                                           training_helper,
                                                           enc_state,
                                                           output_layer) 
        
        # Perform dynamic decoding using the decoder
        training_decoder_output = tf.contrib.seq2seq.dynamic_decode(training_decoder,
                                                                       impute_finished=True,
                                                                       maximum_iterations=max_target_sequence_length)[0]
    # 5. Inference Decoder
    # Reuses the same parameters trained by the training process
    with tf.variable_scope("decode", reuse=True):
        start_tokens = tf.tile(tf.constant([target_letter_to_int['<GO>']], dtype=tf.int32), [batch_size], name='start_tokens')

        # Helper for the inference process.
        inference_helper = tf.contrib.seq2seq.GreedyEmbeddingHelper(dec_embeddings,
                                                                start_tokens,
                                                                target_letter_to_int['<EOS>'])

        # Basic decoder
        inference_decoder = tf.contrib.seq2seq.BasicDecoder(dec_cell,
                                                        inference_helper,
                                                        enc_state,
                                                        output_layer)
        
        # Perform dynamic decoding using the decoder
        inference_decoder_output = tf.contrib.seq2seq.dynamic_decode(inference_decoder,
                                                            impute_finished=True,
                                                            maximum_iterations=max_target_sequence_length)[0]
         

    
    return training_decoder_output, inference_decoder_output

2.3 Seq2seq model

Let's now go a step above, and hook up the encoder and decoder using the methods we just declared



In [100]:

    
def seq2seq_model(input_data, targets, lr, target_sequence_length, 
                  max_target_sequence_length, source_sequence_length,
                  source_vocab_size, target_vocab_size,
                  enc_embedding_size, dec_embedding_size, 
                  rnn_size, num_layers):
    
    # Pass the input data through the encoder. We'll ignore the encoder output, but use the state
    _, enc_state = encoding_layer(input_data, 
                                  rnn_size, 
                                  num_layers, 
                                  source_sequence_length,
                                  source_vocab_size, 
                                  encoding_embedding_size)
    
    
    # Prepare the target sequences we'll feed to the decoder in training mode
    dec_input = process_decoder_input(targets, target_letter_to_int, batch_size)
    
    # Pass encoder state and decoder inputs to the decoders
    training_decoder_output, inference_decoder_output = decoding_layer(target_letter_to_int, 
                                                                       decoding_embedding_size, 
                                                                       num_layers, 
                                                                       rnn_size,
                                                                       target_sequence_length,
                                                                       max_target_sequence_length,
                                                                       enc_state, 
                                                                       dec_input) 
    
    return training_decoder_output, inference_decoder_output

Model outputs training_decoder_output and inference_decoder_output both contain a 'rnn_output' logits tensor that looks like this:

The logits we get from the training tensor we'll pass to tf.contrib.seq2seq.sequence_loss() to calculate the loss and ultimately the gradient.



In [101]:

    
# Build the graph
train_graph = tf.Graph()
# Set the graph to default to ensure that it is ready for training
with train_graph.as_default():
    
    # Load the model inputs    
    input_data, targets, lr, target_sequence_length, max_target_sequence_length, source_sequence_length = get_model_inputs()
    
    # Create the training and inference logits
    training_decoder_output, inference_decoder_output = seq2seq_model(input_data, 
                                                                      targets, 
                                                                      lr, 
                                                                      target_sequence_length, 
                                                                      max_target_sequence_length, 
                                                                      source_sequence_length,
                                                                      len(source_letter_to_int),
                                                                      len(target_letter_to_int),
                                                                      encoding_embedding_size, 
                                                                      decoding_embedding_size, 
                                                                      rnn_size, 
                                                                      num_layers)    
    
    # Create tensors for the training logits and inference logits
    training_logits = tf.identity(training_decoder_output.rnn_output, 'logits')
    inference_logits = tf.identity(inference_decoder_output.sample_id, name='predictions')
    
    # Create the weights for sequence_loss
    masks = tf.sequence_mask(target_sequence_length, max_target_sequence_length, dtype=tf.float32, name='masks')

    with tf.name_scope("optimization"):
        
        # Loss function
        cost = tf.contrib.seq2seq.sequence_loss(
            training_logits,
            targets,
            masks)

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

        # Gradient Clipping
        gradients = optimizer.compute_gradients(cost)
        capped_gradients = [(tf.clip_by_value(grad, -5., 5.), var) for grad, var in gradients if grad is not None]
        train_op = optimizer.apply_gradients(capped_gradients)

Get Batches

There's little processing involved when we retreive the batches. This is a simple example assuming batch_size = 2

Source sequences (it's actually in int form, we're showing the characters for clarity):

Target sequences (also in int, but showing letters for clarity):



In [ ]:

    
def pad_sentence_batch(sentence_batch, pad_int):
    """Pad sentences with <PAD> so that each sentence of a batch has the same length"""
    max_sentence = max([len(sentence) for sentence in sentence_batch])
    return [sentence + [pad_int] * (max_sentence - len(sentence)) for sentence in sentence_batch]



In [ ]:

    
def get_batches(targets, sources, batch_size, source_pad_int, target_pad_int):
    """Batch targets, sources, and the lengths of their sentences together"""
    for batch_i in range(0, len(sources)//batch_size):
        start_i = batch_i * batch_size
        sources_batch = sources[start_i:start_i + batch_size]
        targets_batch = targets[start_i:start_i + batch_size]
        pad_sources_batch = np.array(pad_sentence_batch(sources_batch, source_pad_int))
        pad_targets_batch = np.array(pad_sentence_batch(targets_batch, target_pad_int))
        
        # Need the lengths for the _lengths parameters
        pad_targets_lengths = []
        for target in pad_targets_batch:
            pad_targets_lengths.append(len(target))
        
        pad_source_lengths = []
        for source in pad_sources_batch:
            pad_source_lengths.append(len(source))
        
        yield pad_targets_batch, pad_sources_batch, pad_targets_lengths, pad_source_lengths

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 [ ]:

    
# Split data to training and validation sets
train_source = source_letter_ids[batch_size:]
train_target = target_letter_ids[batch_size:]
valid_source = source_letter_ids[:batch_size]
valid_target = target_letter_ids[:batch_size]
(valid_targets_batch, valid_sources_batch, valid_targets_lengths, valid_sources_lengths) = next(get_batches(valid_target, valid_source, batch_size,
                           source_letter_to_int['<PAD>'],
                           target_letter_to_int['<PAD>']))

display_step = 20 # Check training loss after every 20 batches

checkpoint = "best_model.ckpt" 
with tf.Session(graph=train_graph) as sess:
    sess.run(tf.global_variables_initializer())
        
    for epoch_i in range(1, epochs+1):
        for batch_i, (targets_batch, sources_batch, targets_lengths, sources_lengths) in enumerate(
                get_batches(train_target, train_source, batch_size,
                           source_letter_to_int['<PAD>'],
                           target_letter_to_int['<PAD>'])):
            
            # Training step
            _, loss = sess.run(
                [train_op, cost],
                {input_data: sources_batch,
                 targets: targets_batch,
                 lr: learning_rate,
                 target_sequence_length: targets_lengths,
                 source_sequence_length: sources_lengths})

            # Debug message updating us on the status of the training
            if batch_i % display_step == 0 and batch_i > 0:
                
                # Calculate validation cost
                validation_loss = sess.run(
                [cost],
                {input_data: valid_sources_batch,
                 targets: valid_targets_batch,
                 lr: learning_rate,
                 target_sequence_length: valid_targets_lengths,
                 source_sequence_length: valid_sources_lengths})
                
                print('Epoch {:>3}/{} Batch {:>4}/{} - Loss: {:>6.3f}  - Validation loss: {:>6.3f}'
                      .format(epoch_i,
                              epochs, 
                              batch_i, 
                              len(train_source) // batch_size, 
                              loss, 
                              validation_loss[0]))

    
    
    # Save Model
    saver = tf.train.Saver()
    saver.save(sess, checkpoint)
    print('Model Trained and Saved')









    



Epoch   0 Batch    0/78 - Train Accuracy:  0.028, Validation Accuracy:  0.023, Loss:  3.419
Epoch   0 Batch    1/78 - Train Accuracy:  0.114, Validation Accuracy:  0.123, Loss:  3.396
Epoch   0 Batch    2/78 - Train Accuracy:  0.461, Validation Accuracy:  0.451, Loss:  3.369
Epoch   0 Batch    3/78 - Train Accuracy:  0.450, Validation Accuracy:  0.449, Loss:  3.345
Epoch   0 Batch    4/78 - Train Accuracy:  0.446, Validation Accuracy:  0.449, Loss:  3.323
Epoch   0 Batch    5/78 - Train Accuracy:  0.445, Validation Accuracy:  0.449, Loss:  3.296
Epoch   0 Batch    6/78 - Train Accuracy:  0.432, Validation Accuracy:  0.449, Loss:  3.268
Epoch   0 Batch    7/78 - Train Accuracy:  0.432, Validation Accuracy:  0.449, Loss:  3.236
Epoch   0 Batch    8/78 - Train Accuracy:  0.417, Validation Accuracy:  0.449, Loss:  3.208
Epoch   0 Batch    9/78 - Train Accuracy:  0.451, Validation Accuracy:  0.449, Loss:  3.150
Epoch   0 Batch   10/78 - Train Accuracy:  0.402, Validation Accuracy:  0.449, Loss:  3.131
Epoch   0 Batch   11/78 - Train Accuracy:  0.392, Validation Accuracy:  0.449, Loss:  3.084
Epoch   0 Batch   12/78 - Train Accuracy:  0.403, Validation Accuracy:  0.449, Loss:  3.019
Epoch   0 Batch   13/78 - Train Accuracy:  0.406, Validation Accuracy:  0.449, Loss:  2.951
Epoch   0 Batch   14/78 - Train Accuracy:  0.481, Validation Accuracy:  0.449, Loss:  2.771
Epoch   0 Batch   15/78 - Train Accuracy:  0.402, Validation Accuracy:  0.449, Loss:  2.797
Epoch   0 Batch   16/78 - Train Accuracy:  0.452, Validation Accuracy:  0.449, Loss:  2.623
Epoch   0 Batch   17/78 - Train Accuracy:  0.464, Validation Accuracy:  0.449, Loss:  2.508
Epoch   0 Batch   18/78 - Train Accuracy:  0.417, Validation Accuracy:  0.449, Loss:  2.544
Epoch   0 Batch   19/78 - Train Accuracy:  0.445, Validation Accuracy:  0.449, Loss:  2.379
Epoch   0 Batch   20/78 - Train Accuracy:  0.478, Validation Accuracy:  0.449, Loss:  2.227
Epoch   0 Batch   21/78 - Train Accuracy:  0.398, Validation Accuracy:  0.449, Loss:  2.477
Epoch   0 Batch   22/78 - Train Accuracy:  0.426, Validation Accuracy:  0.449, Loss:  2.396
Epoch   0 Batch   23/78 - Train Accuracy:  0.472, Validation Accuracy:  0.449, Loss:  2.245
Epoch   0 Batch   24/78 - Train Accuracy:  0.438, Validation Accuracy:  0.449, Loss:  2.412
Epoch   0 Batch   25/78 - Train Accuracy:  0.424, Validation Accuracy:  0.449, Loss:  2.490
Epoch   0 Batch   26/78 - Train Accuracy:  0.392, Validation Accuracy:  0.449, Loss:  2.607
Epoch   0 Batch   27/78 - Train Accuracy:  0.414, Validation Accuracy:  0.449, Loss:  2.494
Epoch   0 Batch   28/78 - Train Accuracy:  0.413, Validation Accuracy:  0.449, Loss:  2.486
Epoch   0 Batch   29/78 - Train Accuracy:  0.451, Validation Accuracy:  0.449, Loss:  2.311
Epoch   0 Batch   30/78 - Train Accuracy:  0.442, Validation Accuracy:  0.449, Loss:  2.317
Epoch   0 Batch   31/78 - Train Accuracy:  0.461, Validation Accuracy:  0.449, Loss:  2.224
Epoch   0 Batch   32/78 - Train Accuracy:  0.433, Validation Accuracy:  0.449, Loss:  2.326
Epoch   0 Batch   33/78 - Train Accuracy:  0.404, Validation Accuracy:  0.449, Loss:  2.389
Epoch   0 Batch   34/78 - Train Accuracy:  0.440, Validation Accuracy:  0.449, Loss:  2.280
Epoch   0 Batch   35/78 - Train Accuracy:  0.430, Validation Accuracy:  0.449, Loss:  2.302
Epoch   0 Batch   36/78 - Train Accuracy:  0.412, Validation Accuracy:  0.449, Loss:  2.354
Epoch   0 Batch   37/78 - Train Accuracy:  0.420, Validation Accuracy:  0.449, Loss:  2.354
Epoch   0 Batch   38/78 - Train Accuracy:  0.425, Validation Accuracy:  0.449, Loss:  2.297
Epoch   0 Batch   39/78 - Train Accuracy:  0.401, Validation Accuracy:  0.449, Loss:  2.402
Epoch   0 Batch   40/78 - Train Accuracy:  0.434, Validation Accuracy:  0.449, Loss:  2.282
Epoch   0 Batch   41/78 - Train Accuracy:  0.393, Validation Accuracy:  0.449, Loss:  2.397
Epoch   0 Batch   42/78 - Train Accuracy:  0.431, Validation Accuracy:  0.449, Loss:  2.286
Epoch   0 Batch   43/78 - Train Accuracy:  0.384, Validation Accuracy:  0.449, Loss:  2.415
Epoch   0 Batch   44/78 - Train Accuracy:  0.434, Validation Accuracy:  0.449, Loss:  2.252
Epoch   0 Batch   45/78 - Train Accuracy:  0.424, Validation Accuracy:  0.449, Loss:  2.271
Epoch   0 Batch   46/78 - Train Accuracy:  0.411, Validation Accuracy:  0.449, Loss:  2.292
Epoch   0 Batch   47/78 - Train Accuracy:  0.465, Validation Accuracy:  0.449, Loss:  2.121
Epoch   0 Batch   48/78 - Train Accuracy:  0.464, Validation Accuracy:  0.449, Loss:  2.104
Epoch   0 Batch   49/78 - Train Accuracy:  0.407, Validation Accuracy:  0.449, Loss:  2.284
Epoch   0 Batch   50/78 - Train Accuracy:  0.360, Validation Accuracy:  0.449, Loss:  2.419
Epoch   0 Batch   51/78 - Train Accuracy:  0.431, Validation Accuracy:  0.449, Loss:  2.168
Epoch   0 Batch   52/78 - Train Accuracy:  0.432, Validation Accuracy:  0.449, Loss:  2.179
Epoch   0 Batch   53/78 - Train Accuracy:  0.423, Validation Accuracy:  0.449, Loss:  2.196
Epoch   0 Batch   54/78 - Train Accuracy:  0.401, Validation Accuracy:  0.449, Loss:  2.249
Epoch   0 Batch   55/78 - Train Accuracy:  0.398, Validation Accuracy:  0.449, Loss:  2.271
Epoch   0 Batch   56/78 - Train Accuracy:  0.419, Validation Accuracy:  0.449, Loss:  2.182
Epoch   0 Batch   57/78 - Train Accuracy:  0.393, Validation Accuracy:  0.452, Loss:  2.252
Epoch   0 Batch   58/78 - Train Accuracy:  0.384, Validation Accuracy:  0.453, Loss:  2.265
Epoch   0 Batch   59/78 - Train Accuracy:  0.405, Validation Accuracy:  0.453, Loss:  2.212
Epoch   0 Batch   60/78 - Train Accuracy:  0.468, Validation Accuracy:  0.456, Loss:  1.969
Epoch   0 Batch   61/78 - Train Accuracy:  0.406, Validation Accuracy:  0.456, Loss:  2.209
Epoch   0 Batch   62/78 - Train Accuracy:  0.441, Validation Accuracy:  0.456, Loss:  2.109
Epoch   0 Batch   63/78 - Train Accuracy:  0.455, Validation Accuracy:  0.456, Loss:  2.036
Epoch   0 Batch   64/78 - Train Accuracy:  0.442, Validation Accuracy:  0.456, Loss:  2.060
Epoch   0 Batch   65/78 - Train Accuracy:  0.452, Validation Accuracy:  0.456, Loss:  2.022
Epoch   0 Batch   66/78 - Train Accuracy:  0.452, Validation Accuracy:  0.456, Loss:  2.017
Epoch   0 Batch   67/78 - Train Accuracy:  0.456, Validation Accuracy:  0.456, Loss:  2.024
Epoch   0 Batch   68/78 - Train Accuracy:  0.429, Validation Accuracy:  0.458, Loss:  2.111
Epoch   0 Batch   69/78 - Train Accuracy:  0.496, Validation Accuracy:  0.458, Loss:  1.879
Epoch   0 Batch   70/78 - Train Accuracy:  0.439, Validation Accuracy:  0.458, Loss:  2.063
Epoch   0 Batch   71/78 - Train Accuracy:  0.464, Validation Accuracy:  0.456, Loss:  1.982
Epoch   0 Batch   72/78 - Train Accuracy:  0.413, Validation Accuracy:  0.458, Loss:  2.131
Epoch   0 Batch   73/78 - Train Accuracy:  0.387, Validation Accuracy:  0.459, Loss:  2.243
Epoch   0 Batch   74/78 - Train Accuracy:  0.449, Validation Accuracy:  0.460, Loss:  2.009
Epoch   0 Batch   75/78 - Train Accuracy:  0.444, Validation Accuracy:  0.460, Loss:  2.005
Epoch   0 Batch   76/78 - Train Accuracy:  0.406, Validation Accuracy:  0.462, Loss:  2.112
Epoch   1 Batch    0/78 - Train Accuracy:  0.421, Validation Accuracy:  0.462, Loss:  2.079
Epoch   1 Batch    1/78 - Train Accuracy:  0.441, Validation Accuracy:  0.463, Loss:  2.018
Epoch   1 Batch    2/78 - Train Accuracy:  0.473, Validation Accuracy:  0.464, Loss:  1.894
Epoch   1 Batch    3/78 - Train Accuracy:  0.468, Validation Accuracy:  0.464, Loss:  1.919
Epoch   1 Batch    4/78 - Train Accuracy:  0.469, Validation Accuracy:  0.465, Loss:  1.927
Epoch   1 Batch    5/78 - Train Accuracy:  0.460, Validation Accuracy:  0.465, Loss:  1.923
Epoch   1 Batch    6/78 - Train Accuracy:  0.452, Validation Accuracy:  0.465, Loss:  1.959
Epoch   1 Batch    7/78 - Train Accuracy:  0.467, Validation Accuracy:  0.467, Loss:  1.961
Epoch   1 Batch    8/78 - Train Accuracy:  0.434, Validation Accuracy:  0.465, Loss:  2.008
Epoch   1 Batch    9/78 - Train Accuracy:  0.468, Validation Accuracy:  0.465, Loss:  1.889
Epoch   1 Batch   10/78 - Train Accuracy:  0.427, Validation Accuracy:  0.464, Loss:  2.037
Epoch   1 Batch   11/78 - Train Accuracy:  0.411, Validation Accuracy:  0.464, Loss:  2.064
Epoch   1 Batch   12/78 - Train Accuracy:  0.427, Validation Accuracy:  0.469, Loss:  2.026
Epoch   1 Batch   13/78 - Train Accuracy:  0.427, Validation Accuracy:  0.469, Loss:  2.006
Epoch   1 Batch   14/78 - Train Accuracy:  0.497, Validation Accuracy:  0.470, Loss:  1.773
Epoch   1 Batch   15/78 - Train Accuracy:  0.421, Validation Accuracy:  0.470, Loss:  2.012
Epoch   1 Batch   16/78 - Train Accuracy:  0.477, Validation Accuracy:  0.472, Loss:  1.845
Epoch   1 Batch   17/78 - Train Accuracy:  0.491, Validation Accuracy:  0.474, Loss:  1.808
Epoch   1 Batch   18/78 - Train Accuracy:  0.443, Validation Accuracy:  0.473, Loss:  1.944
Epoch   1 Batch   19/78 - Train Accuracy:  0.481, Validation Accuracy:  0.473, Loss:  1.857
Epoch   1 Batch   20/78 - Train Accuracy:  0.502, Validation Accuracy:  0.474, Loss:  1.750
Epoch   1 Batch   21/78 - Train Accuracy:  0.429, Validation Accuracy:  0.473, Loss:  1.988
Epoch   1 Batch   22/78 - Train Accuracy:  0.451, Validation Accuracy:  0.474, Loss:  1.887
Epoch   1 Batch   23/78 - Train Accuracy:  0.494, Validation Accuracy:  0.475, Loss:  1.750
Epoch   1 Batch   24/78 - Train Accuracy:  0.465, Validation Accuracy:  0.480, Loss:  1.855
Epoch   1 Batch   25/78 - Train Accuracy:  0.450, Validation Accuracy:  0.478, Loss:  1.891
Epoch   1 Batch   26/78 - Train Accuracy:  0.439, Validation Accuracy:  0.479, Loss:  1.960
Epoch   1 Batch   27/78 - Train Accuracy:  0.458, Validation Accuracy:  0.478, Loss:  1.908
Epoch   1 Batch   28/78 - Train Accuracy:  0.448, Validation Accuracy:  0.480, Loss:  1.892
Epoch   1 Batch   29/78 - Train Accuracy:  0.482, Validation Accuracy:  0.481, Loss:  1.775
Epoch   1 Batch   30/78 - Train Accuracy:  0.471, Validation Accuracy:  0.481, Loss:  1.800
Epoch   1 Batch   31/78 - Train Accuracy:  0.498, Validation Accuracy:  0.479, Loss:  1.719
Epoch   1 Batch   32/78 - Train Accuracy:  0.463, Validation Accuracy:  0.480, Loss:  1.820
Epoch   1 Batch   33/78 - Train Accuracy:  0.443, Validation Accuracy:  0.480, Loss:  1.879
Epoch   1 Batch   34/78 - Train Accuracy:  0.479, Validation Accuracy:  0.481, Loss:  1.777
Epoch   1 Batch   35/78 - Train Accuracy:  0.480, Validation Accuracy:  0.485, Loss:  1.798
Epoch   1 Batch   36/78 - Train Accuracy:  0.461, Validation Accuracy:  0.487, Loss:  1.829
Epoch   1 Batch   37/78 - Train Accuracy:  0.467, Validation Accuracy:  0.488, Loss:  1.818
Epoch   1 Batch   38/78 - Train Accuracy:  0.468, Validation Accuracy:  0.490, Loss:  1.795
Epoch   1 Batch   39/78 - Train Accuracy:  0.453, Validation Accuracy:  0.493, Loss:  1.856
Epoch   1 Batch   40/78 - Train Accuracy:  0.487, Validation Accuracy:  0.492, Loss:  1.766
Epoch   1 Batch   41/78 - Train Accuracy:  0.433, Validation Accuracy:  0.491, Loss:  1.865
Epoch   1 Batch   42/78 - Train Accuracy:  0.475, Validation Accuracy:  0.491, Loss:  1.742
Epoch   1 Batch   43/78 - Train Accuracy:  0.430, Validation Accuracy:  0.490, Loss:  1.875
Epoch   1 Batch   44/78 - Train Accuracy:  0.478, Validation Accuracy:  0.494, Loss:  1.730
Epoch   1 Batch   45/78 - Train Accuracy:  0.467, Validation Accuracy:  0.497, Loss:  1.743
Epoch   1 Batch   46/78 - Train Accuracy:  0.478, Validation Accuracy:  0.497, Loss:  1.781
Epoch   1 Batch   47/78 - Train Accuracy:  0.507, Validation Accuracy:  0.493, Loss:  1.617
Epoch   1 Batch   48/78 - Train Accuracy:  0.509, Validation Accuracy:  0.493, Loss:  1.626
Epoch   1 Batch   49/78 - Train Accuracy:  0.460, Validation Accuracy:  0.492, Loss:  1.764
Epoch   1 Batch   50/78 - Train Accuracy:  0.430, Validation Accuracy:  0.491, Loss:  1.886
Epoch   1 Batch   51/78 - Train Accuracy:  0.482, Validation Accuracy:  0.500, Loss:  1.687
Epoch   1 Batch   52/78 - Train Accuracy:  0.494, Validation Accuracy:  0.502, Loss:  1.677
Epoch   1 Batch   53/78 - Train Accuracy:  0.492, Validation Accuracy:  0.502, Loss:  1.705
Epoch   1 Batch   54/78 - Train Accuracy:  0.460, Validation Accuracy:  0.501, Loss:  1.750
Epoch   1 Batch   55/78 - Train Accuracy:  0.459, Validation Accuracy:  0.504, Loss:  1.772
Epoch   1 Batch   56/78 - Train Accuracy:  0.478, Validation Accuracy:  0.516, Loss:  1.699
Epoch   1 Batch   57/78 - Train Accuracy:  0.449, Validation Accuracy:  0.513, Loss:  1.773
Epoch   1 Batch   58/78 - Train Accuracy:  0.439, Validation Accuracy:  0.512, Loss:  1.783
Epoch   1 Batch   59/78 - Train Accuracy:  0.454, Validation Accuracy:  0.512, Loss:  1.751
Epoch   1 Batch   60/78 - Train Accuracy:  0.520, Validation Accuracy:  0.519, Loss:  1.538
Epoch   1 Batch   61/78 - Train Accuracy:  0.473, Validation Accuracy:  0.518, Loss:  1.731
Epoch   1 Batch   62/78 - Train Accuracy:  0.497, Validation Accuracy:  0.519, Loss:  1.646
Epoch   1 Batch   63/78 - Train Accuracy:  0.513, Validation Accuracy:  0.520, Loss:  1.576
Epoch   1 Batch   64/78 - Train Accuracy:  0.517, Validation Accuracy:  0.523, Loss:  1.597
Epoch   1 Batch   65/78 - Train Accuracy:  0.536, Validation Accuracy:  0.532, Loss:  1.562
Epoch   1 Batch   66/78 - Train Accuracy:  0.537, Validation Accuracy:  0.533, Loss:  1.561
Epoch   1 Batch   67/78 - Train Accuracy:  0.529, Validation Accuracy:  0.526, Loss:  1.549
Epoch   1 Batch   68/78 - Train Accuracy:  0.498, Validation Accuracy:  0.532, Loss:  1.634
Epoch   1 Batch   69/78 - Train Accuracy:  0.557, Validation Accuracy:  0.536, Loss:  1.448
Epoch   1 Batch   70/78 - Train Accuracy:  0.492, Validation Accuracy:  0.533, Loss:  1.597
Epoch   1 Batch   71/78 - Train Accuracy:  0.528, Validation Accuracy:  0.538, Loss:  1.521
Epoch   1 Batch   72/78 - Train Accuracy:  0.488, Validation Accuracy:  0.542, Loss:  1.617
Epoch   1 Batch   73/78 - Train Accuracy:  0.453, Validation Accuracy:  0.545, Loss:  1.725
Epoch   1 Batch   74/78 - Train Accuracy:  0.525, Validation Accuracy:  0.542, Loss:  1.540
Epoch   1 Batch   75/78 - Train Accuracy:  0.500, Validation Accuracy:  0.540, Loss:  1.552
Epoch   1 Batch   76/78 - Train Accuracy:  0.484, Validation Accuracy:  0.535, Loss:  1.619
Epoch   2 Batch    0/78 - Train Accuracy:  0.506, Validation Accuracy:  0.532, Loss:  1.581
Epoch   2 Batch    1/78 - Train Accuracy:  0.525, Validation Accuracy:  0.531, Loss:  1.538
Epoch   2 Batch    2/78 - Train Accuracy:  0.568, Validation Accuracy:  0.531, Loss:  1.433
Epoch   2 Batch    3/78 - Train Accuracy:  0.537, Validation Accuracy:  0.526, Loss:  1.452
Epoch   2 Batch    4/78 - Train Accuracy:  0.545, Validation Accuracy:  0.530, Loss:  1.461
Epoch   2 Batch    5/78 - Train Accuracy:  0.522, Validation Accuracy:  0.532, Loss:  1.466
Epoch   2 Batch    6/78 - Train Accuracy:  0.530, Validation Accuracy:  0.541, Loss:  1.487
Epoch   2 Batch    7/78 - Train Accuracy:  0.539, Validation Accuracy:  0.532, Loss:  1.466
Epoch   2 Batch    8/78 - Train Accuracy:  0.527, Validation Accuracy:  0.533, Loss:  1.512
Epoch   2 Batch    9/78 - Train Accuracy:  0.551, Validation Accuracy:  0.542, Loss:  1.432
Epoch   2 Batch   10/78 - Train Accuracy:  0.528, Validation Accuracy:  0.530, Loss:  1.527
Epoch   2 Batch   11/78 - Train Accuracy:  0.491, Validation Accuracy:  0.546, Loss:  1.553
Epoch   2 Batch   12/78 - Train Accuracy:  0.544, Validation Accuracy:  0.558, Loss:  1.500
Epoch   2 Batch   13/78 - Train Accuracy:  0.531, Validation Accuracy:  0.559, Loss:  1.503
Epoch   2 Batch   14/78 - Train Accuracy:  0.575, Validation Accuracy:  0.562, Loss:  1.320
Epoch   2 Batch   15/78 - Train Accuracy:  0.525, Validation Accuracy:  0.565, Loss:  1.504
Epoch   2 Batch   16/78 - Train Accuracy:  0.573, Validation Accuracy:  0.564, Loss:  1.379
Epoch   2 Batch   17/78 - Train Accuracy:  0.571, Validation Accuracy:  0.566, Loss:  1.332
Epoch   2 Batch   18/78 - Train Accuracy:  0.537, Validation Accuracy:  0.571, Loss:  1.463
Epoch   2 Batch   19/78 - Train Accuracy:  0.575, Validation Accuracy:  0.580, Loss:  1.378
Epoch   2 Batch   20/78 - Train Accuracy:  0.599, Validation Accuracy:  0.567, Loss:  1.288
Epoch   2 Batch   21/78 - Train Accuracy:  0.541, Validation Accuracy:  0.569, Loss:  1.486
Epoch   2 Batch   22/78 - Train Accuracy:  0.555, Validation Accuracy:  0.571, Loss:  1.402
Epoch   2 Batch   23/78 - Train Accuracy:  0.598, Validation Accuracy:  0.576, Loss:  1.280
Epoch   2 Batch   24/78 - Train Accuracy:  0.561, Validation Accuracy:  0.561, Loss:  1.371
Epoch   2 Batch   25/78 - Train Accuracy:  0.540, Validation Accuracy:  0.569, Loss:  1.412
Epoch   2 Batch   26/78 - Train Accuracy:  0.562, Validation Accuracy:  0.581, Loss:  1.448
Epoch   2 Batch   27/78 - Train Accuracy:  0.558, Validation Accuracy:  0.578, Loss:  1.412
Epoch   2 Batch   28/78 - Train Accuracy:  0.565, Validation Accuracy:  0.575, Loss:  1.413
Epoch   2 Batch   29/78 - Train Accuracy:  0.579, Validation Accuracy:  0.583, Loss:  1.322
Epoch   2 Batch   30/78 - Train Accuracy:  0.547, Validation Accuracy:  0.583, Loss:  1.369
Epoch   2 Batch   31/78 - Train Accuracy:  0.596, Validation Accuracy:  0.579, Loss:  1.257
Epoch   2 Batch   32/78 - Train Accuracy:  0.575, Validation Accuracy:  0.586, Loss:  1.350
Epoch   2 Batch   33/78 - Train Accuracy:  0.555, Validation Accuracy:  0.588, Loss:  1.403
Epoch   2 Batch   34/78 - Train Accuracy:  0.580, Validation Accuracy:  0.583, Loss:  1.322
Epoch   2 Batch   35/78 - Train Accuracy:  0.560, Validation Accuracy:  0.593, Loss:  1.356
Epoch   2 Batch   36/78 - Train Accuracy:  0.581, Validation Accuracy:  0.605, Loss:  1.380
Epoch   2 Batch   37/78 - Train Accuracy:  0.558, Validation Accuracy:  0.597, Loss:  1.370
Epoch   2 Batch   38/78 - Train Accuracy:  0.567, Validation Accuracy:  0.599, Loss:  1.340
Epoch   2 Batch   39/78 - Train Accuracy:  0.565, Validation Accuracy:  0.603, Loss:  1.380
Epoch   2 Batch   40/78 - Train Accuracy:  0.593, Validation Accuracy:  0.607, Loss:  1.334
Epoch   2 Batch   41/78 - Train Accuracy:  0.568, Validation Accuracy:  0.608, Loss:  1.367
Epoch   2 Batch   42/78 - Train Accuracy:  0.594, Validation Accuracy:  0.609, Loss:  1.300
Epoch   2 Batch   43/78 - Train Accuracy:  0.566, Validation Accuracy:  0.618, Loss:  1.394
Epoch   2 Batch   44/78 - Train Accuracy:  0.602, Validation Accuracy:  0.619, Loss:  1.280
Epoch   2 Batch   45/78 - Train Accuracy:  0.595, Validation Accuracy:  0.621, Loss:  1.294
Epoch   2 Batch   46/78 - Train Accuracy:  0.580, Validation Accuracy:  0.618, Loss:  1.341
Epoch   2 Batch   47/78 - Train Accuracy:  0.628, Validation Accuracy:  0.631, Loss:  1.206
Epoch   2 Batch   48/78 - Train Accuracy:  0.624, Validation Accuracy:  0.631, Loss:  1.221
Epoch   2 Batch   49/78 - Train Accuracy:  0.586, Validation Accuracy:  0.634, Loss:  1.325
Epoch   2 Batch   50/78 - Train Accuracy:  0.546, Validation Accuracy:  0.637, Loss:  1.422
Epoch   2 Batch   51/78 - Train Accuracy:  0.613, Validation Accuracy:  0.637, Loss:  1.261
Epoch   2 Batch   52/78 - Train Accuracy:  0.606, Validation Accuracy:  0.634, Loss:  1.265
Epoch   2 Batch   53/78 - Train Accuracy:  0.607, Validation Accuracy:  0.638, Loss:  1.275
Epoch   2 Batch   54/78 - Train Accuracy:  0.593, Validation Accuracy:  0.644, Loss:  1.305
Epoch   2 Batch   55/78 - Train Accuracy:  0.600, Validation Accuracy:  0.647, Loss:  1.325
Epoch   2 Batch   56/78 - Train Accuracy:  0.618, Validation Accuracy:  0.654, Loss:  1.266
Epoch   2 Batch   57/78 - Train Accuracy:  0.584, Validation Accuracy:  0.651, Loss:  1.331
Epoch   2 Batch   58/78 - Train Accuracy:  0.587, Validation Accuracy:  0.662, Loss:  1.319
Epoch   2 Batch   59/78 - Train Accuracy:  0.589, Validation Accuracy:  0.666, Loss:  1.309
Epoch   2 Batch   60/78 - Train Accuracy:  0.652, Validation Accuracy:  0.661, Loss:  1.138
Epoch   2 Batch   61/78 - Train Accuracy:  0.596, Validation Accuracy:  0.667, Loss:  1.312
Epoch   2 Batch   62/78 - Train Accuracy:  0.619, Validation Accuracy:  0.671, Loss:  1.217
Epoch   2 Batch   63/78 - Train Accuracy:  0.657, Validation Accuracy:  0.664, Loss:  1.153
Epoch   2 Batch   64/78 - Train Accuracy:  0.621, Validation Accuracy:  0.665, Loss:  1.207
Epoch   2 Batch   65/78 - Train Accuracy:  0.657, Validation Accuracy:  0.667, Loss:  1.163
Epoch   2 Batch   66/78 - Train Accuracy:  0.655, Validation Accuracy:  0.671, Loss:  1.134
Epoch   2 Batch   67/78 - Train Accuracy:  0.637, Validation Accuracy:  0.664, Loss:  1.165
Epoch   2 Batch   68/78 - Train Accuracy:  0.621, Validation Accuracy:  0.675, Loss:  1.241
Epoch   2 Batch   69/78 - Train Accuracy:  0.691, Validation Accuracy:  0.681, Loss:  1.080
Epoch   2 Batch   70/78 - Train Accuracy:  0.629, Validation Accuracy:  0.676, Loss:  1.200
Epoch   2 Batch   71/78 - Train Accuracy:  0.643, Validation Accuracy:  0.676, Loss:  1.158
Epoch   2 Batch   72/78 - Train Accuracy:  0.617, Validation Accuracy:  0.685, Loss:  1.230
Epoch   2 Batch   73/78 - Train Accuracy:  0.583, Validation Accuracy:  0.683, Loss:  1.338
Epoch   2 Batch   74/78 - Train Accuracy:  0.624, Validation Accuracy:  0.676, Loss:  1.165
Epoch   2 Batch   75/78 - Train Accuracy:  0.636, Validation Accuracy:  0.684, Loss:  1.167
Epoch   2 Batch   76/78 - Train Accuracy:  0.599, Validation Accuracy:  0.686, Loss:  1.250
Epoch   3 Batch    0/78 - Train Accuracy:  0.632, Validation Accuracy:  0.682, Loss:  1.194
Epoch   3 Batch    1/78 - Train Accuracy:  0.628, Validation Accuracy:  0.679, Loss:  1.172
Epoch   3 Batch    2/78 - Train Accuracy:  0.671, Validation Accuracy:  0.683, Loss:  1.082
Epoch   3 Batch    3/78 - Train Accuracy:  0.669, Validation Accuracy:  0.673, Loss:  1.122
Epoch   3 Batch    4/78 - Train Accuracy:  0.652, Validation Accuracy:  0.676, Loss:  1.134
Epoch   3 Batch    5/78 - Train Accuracy:  0.655, Validation Accuracy:  0.671, Loss:  1.113
Epoch   3 Batch    6/78 - Train Accuracy:  0.669, Validation Accuracy:  0.682, Loss:  1.132
Epoch   3 Batch    7/78 - Train Accuracy:  0.660, Validation Accuracy:  0.684, Loss:  1.120
Epoch   3 Batch    8/78 - Train Accuracy:  0.628, Validation Accuracy:  0.677, Loss:  1.167
Epoch   3 Batch    9/78 - Train Accuracy:  0.671, Validation Accuracy:  0.681, Loss:  1.080
Epoch   3 Batch   10/78 - Train Accuracy:  0.634, Validation Accuracy:  0.693, Loss:  1.200
Epoch   3 Batch   11/78 - Train Accuracy:  0.621, Validation Accuracy:  0.694, Loss:  1.212
Epoch   3 Batch   12/78 - Train Accuracy:  0.658, Validation Accuracy:  0.693, Loss:  1.145
Epoch   3 Batch   13/78 - Train Accuracy:  0.657, Validation Accuracy:  0.686, Loss:  1.159
Epoch   3 Batch   14/78 - Train Accuracy:  0.692, Validation Accuracy:  0.683, Loss:  1.007
Epoch   3 Batch   15/78 - Train Accuracy:  0.644, Validation Accuracy:  0.680, Loss:  1.164
Epoch   3 Batch   16/78 - Train Accuracy:  0.689, Validation Accuracy:  0.684, Loss:  1.036
Epoch   3 Batch   17/78 - Train Accuracy:  0.680, Validation Accuracy:  0.688, Loss:  1.023
Epoch   3 Batch   18/78 - Train Accuracy:  0.647, Validation Accuracy:  0.691, Loss:  1.130
Epoch   3 Batch   19/78 - Train Accuracy:  0.692, Validation Accuracy:  0.696, Loss:  1.079
Epoch   3 Batch   20/78 - Train Accuracy:  0.708, Validation Accuracy:  0.699, Loss:  0.996
Epoch   3 Batch   21/78 - Train Accuracy:  0.648, Validation Accuracy:  0.695, Loss:  1.166
Epoch   3 Batch   22/78 - Train Accuracy:  0.656, Validation Accuracy:  0.698, Loss:  1.096
Epoch   3 Batch   23/78 - Train Accuracy:  0.709, Validation Accuracy:  0.700, Loss:  0.976
Epoch   3 Batch   24/78 - Train Accuracy:  0.667, Validation Accuracy:  0.703, Loss:  1.070
Epoch   3 Batch   25/78 - Train Accuracy:  0.650, Validation Accuracy:  0.695, Loss:  1.100
Epoch   3 Batch   26/78 - Train Accuracy:  0.633, Validation Accuracy:  0.689, Loss:  1.151
Epoch   3 Batch   27/78 - Train Accuracy:  0.684, Validation Accuracy:  0.691, Loss:  1.089
Epoch   3 Batch   28/78 - Train Accuracy:  0.671, Validation Accuracy:  0.692, Loss:  1.109
Epoch   3 Batch   29/78 - Train Accuracy:  0.693, Validation Accuracy:  0.695, Loss:  1.025
Epoch   3 Batch   30/78 - Train Accuracy:  0.673, Validation Accuracy:  0.694, Loss:  1.059
Epoch   3 Batch   31/78 - Train Accuracy:  0.708, Validation Accuracy:  0.698, Loss:  0.976
Epoch   3 Batch   32/78 - Train Accuracy:  0.661, Validation Accuracy:  0.700, Loss:  1.065
Epoch   3 Batch   33/78 - Train Accuracy:  0.666, Validation Accuracy:  0.696, Loss:  1.090
Epoch   3 Batch   34/78 - Train Accuracy:  0.682, Validation Accuracy:  0.701, Loss:  1.027
Epoch   3 Batch   35/78 - Train Accuracy:  0.666, Validation Accuracy:  0.705, Loss:  1.062
Epoch   3 Batch   36/78 - Train Accuracy:  0.673, Validation Accuracy:  0.698, Loss:  1.081
Epoch   3 Batch   37/78 - Train Accuracy:  0.670, Validation Accuracy:  0.695, Loss:  1.069
Epoch   3 Batch   38/78 - Train Accuracy:  0.673, Validation Accuracy:  0.708, Loss:  1.057
Epoch   3 Batch   39/78 - Train Accuracy:  0.683, Validation Accuracy:  0.709, Loss:  1.090
Epoch   3 Batch   40/78 - Train Accuracy:  0.679, Validation Accuracy:  0.702, Loss:  1.047
Epoch   3 Batch   41/78 - Train Accuracy:  0.655, Validation Accuracy:  0.700, Loss:  1.087
Epoch   3 Batch   42/78 - Train Accuracy:  0.679, Validation Accuracy:  0.704, Loss:  1.037
Epoch   3 Batch   43/78 - Train Accuracy:  0.666, Validation Accuracy:  0.708, Loss:  1.105
Epoch   3 Batch   44/78 - Train Accuracy:  0.672, Validation Accuracy:  0.693, Loss:  1.009
Epoch   3 Batch   45/78 - Train Accuracy:  0.710, Validation Accuracy:  0.698, Loss:  1.023
Epoch   3 Batch   46/78 - Train Accuracy:  0.670, Validation Accuracy:  0.713, Loss:  1.067
Epoch   3 Batch   47/78 - Train Accuracy:  0.703, Validation Accuracy:  0.708, Loss:  0.946
Epoch   3 Batch   48/78 - Train Accuracy:  0.698, Validation Accuracy:  0.709, Loss:  0.968
Epoch   3 Batch   49/78 - Train Accuracy:  0.663, Validation Accuracy:  0.710, Loss:  1.063
Epoch   3 Batch   50/78 - Train Accuracy:  0.652, Validation Accuracy:  0.717, Loss:  1.152
Epoch   3 Batch   51/78 - Train Accuracy:  0.686, Validation Accuracy:  0.711, Loss:  0.998
Epoch   3 Batch   52/78 - Train Accuracy:  0.674, Validation Accuracy:  0.709, Loss:  1.007
Epoch   3 Batch   53/78 - Train Accuracy:  0.685, Validation Accuracy:  0.718, Loss:  1.029
Epoch   3 Batch   54/78 - Train Accuracy:  0.671, Validation Accuracy:  0.714, Loss:  1.049
Epoch   3 Batch   55/78 - Train Accuracy:  0.657, Validation Accuracy:  0.706, Loss:  1.071
Epoch   3 Batch   56/78 - Train Accuracy:  0.685, Validation Accuracy:  0.715, Loss:  1.018
Epoch   3 Batch   57/78 - Train Accuracy:  0.664, Validation Accuracy:  0.717, Loss:  1.074
Epoch   3 Batch   58/78 - Train Accuracy:  0.673, Validation Accuracy:  0.720, Loss:  1.062
Epoch   3 Batch   59/78 - Train Accuracy:  0.662, Validation Accuracy:  0.717, Loss:  1.062
Epoch   3 Batch   60/78 - Train Accuracy:  0.721, Validation Accuracy:  0.717, Loss:  0.909
Epoch   3 Batch   61/78 - Train Accuracy:  0.667, Validation Accuracy:  0.722, Loss:  1.070
Epoch   3 Batch   62/78 - Train Accuracy:  0.692, Validation Accuracy:  0.719, Loss:  0.988
Epoch   3 Batch   63/78 - Train Accuracy:  0.732, Validation Accuracy:  0.713, Loss:  0.922
Epoch   3 Batch   64/78 - Train Accuracy:  0.694, Validation Accuracy:  0.720, Loss:  0.979
Epoch   3 Batch   65/78 - Train Accuracy:  0.704, Validation Accuracy:  0.727, Loss:  0.952
Epoch   3 Batch   66/78 - Train Accuracy:  0.710, Validation Accuracy:  0.723, Loss:  0.913
Epoch   3 Batch   67/78 - Train Accuracy:  0.701, Validation Accuracy:  0.717, Loss:  0.956
Epoch   3 Batch   68/78 - Train Accuracy:  0.699, Validation Accuracy:  0.729, Loss:  1.012
Epoch   3 Batch   69/78 - Train Accuracy:  0.750, Validation Accuracy:  0.723, Loss:  0.851
Epoch   3 Batch   70/78 - Train Accuracy:  0.684, Validation Accuracy:  0.723, Loss:  0.982
Epoch   3 Batch   71/78 - Train Accuracy:  0.717, Validation Accuracy:  0.722, Loss:  0.932
Epoch   3 Batch   72/78 - Train Accuracy:  0.684, Validation Accuracy:  0.727, Loss:  1.019
Epoch   3 Batch   73/78 - Train Accuracy:  0.663, Validation Accuracy:  0.723, Loss:  1.099
Epoch   3 Batch   74/78 - Train Accuracy:  0.704, Validation Accuracy:  0.723, Loss:  0.963
Epoch   3 Batch   75/78 - Train Accuracy:  0.684, Validation Accuracy:  0.724, Loss:  0.957
Epoch   3 Batch   76/78 - Train Accuracy:  0.664, Validation Accuracy:  0.727, Loss:  1.042
Epoch   4 Batch    0/78 - Train Accuracy:  0.717, Validation Accuracy:  0.725, Loss:  0.971
Epoch   4 Batch    1/78 - Train Accuracy:  0.689, Validation Accuracy:  0.725, Loss:  0.979
Epoch   4 Batch    2/78 - Train Accuracy:  0.722, Validation Accuracy:  0.722, Loss:  0.879
Epoch   4 Batch    3/78 - Train Accuracy:  0.741, Validation Accuracy:  0.722, Loss:  0.920
Epoch   4 Batch    4/78 - Train Accuracy:  0.731, Validation Accuracy:  0.722, Loss:  0.924
Epoch   4 Batch    5/78 - Train Accuracy:  0.724, Validation Accuracy:  0.721, Loss:  0.920
Epoch   4 Batch    6/78 - Train Accuracy:  0.712, Validation Accuracy:  0.722, Loss:  0.920
Epoch   4 Batch    7/78 - Train Accuracy:  0.717, Validation Accuracy:  0.720, Loss:  0.927
Epoch   4 Batch    8/78 - Train Accuracy:  0.705, Validation Accuracy:  0.722, Loss:  0.956
Epoch   4 Batch    9/78 - Train Accuracy:  0.729, Validation Accuracy:  0.721, Loss:  0.888
Epoch   4 Batch   10/78 - Train Accuracy:  0.694, Validation Accuracy:  0.724, Loss:  0.990
Epoch   4 Batch   11/78 - Train Accuracy:  0.692, Validation Accuracy:  0.724, Loss:  1.006
Epoch   4 Batch   12/78 - Train Accuracy:  0.698, Validation Accuracy:  0.734, Loss:  0.946
Epoch   4 Batch   13/78 - Train Accuracy:  0.700, Validation Accuracy:  0.729, Loss:  0.974
Epoch   4 Batch   14/78 - Train Accuracy:  0.748, Validation Accuracy:  0.724, Loss:  0.805
Epoch   4 Batch   15/78 - Train Accuracy:  0.722, Validation Accuracy:  0.732, Loss:  0.944
Epoch   4 Batch   16/78 - Train Accuracy:  0.758, Validation Accuracy:  0.743, Loss:  0.824
Epoch   4 Batch   17/78 - Train Accuracy:  0.748, Validation Accuracy:  0.746, Loss:  0.843
Epoch   4 Batch   18/78 - Train Accuracy:  0.698, Validation Accuracy:  0.729, Loss:  0.935
Epoch   4 Batch   19/78 - Train Accuracy:  0.731, Validation Accuracy:  0.732, Loss:  0.897
Epoch   4 Batch   20/78 - Train Accuracy:  0.765, Validation Accuracy:  0.747, Loss:  0.812
Epoch   4 Batch   21/78 - Train Accuracy:  0.693, Validation Accuracy:  0.744, Loss:  0.969
Epoch   4 Batch   22/78 - Train Accuracy:  0.714, Validation Accuracy:  0.743, Loss:  0.908
Epoch   4 Batch   23/78 - Train Accuracy:  0.770, Validation Accuracy:  0.744, Loss:  0.792
Epoch   4 Batch   24/78 - Train Accuracy:  0.737, Validation Accuracy:  0.746, Loss:  0.868
Epoch   4 Batch   25/78 - Train Accuracy:  0.723, Validation Accuracy:  0.749, Loss:  0.905
Epoch   4 Batch   26/78 - Train Accuracy:  0.692, Validation Accuracy:  0.734, Loss:  0.964
Epoch   4 Batch   27/78 - Train Accuracy:  0.722, Validation Accuracy:  0.738, Loss:  0.894
Epoch   4 Batch   28/78 - Train Accuracy:  0.723, Validation Accuracy:  0.737, Loss:  0.902
Epoch   4 Batch   29/78 - Train Accuracy:  0.738, Validation Accuracy:  0.741, Loss:  0.845
Epoch   4 Batch   30/78 - Train Accuracy:  0.722, Validation Accuracy:  0.743, Loss:  0.862
Epoch   4 Batch   31/78 - Train Accuracy:  0.760, Validation Accuracy:  0.743, Loss:  0.794
Epoch   4 Batch   32/78 - Train Accuracy:  0.724, Validation Accuracy:  0.740, Loss:  0.866
Epoch   4 Batch   33/78 - Train Accuracy:  0.731, Validation Accuracy:  0.733, Loss:  0.892
Epoch   4 Batch   34/78 - Train Accuracy:  0.740, Validation Accuracy:  0.737, Loss:  0.844
Epoch   4 Batch   35/78 - Train Accuracy:  0.719, Validation Accuracy:  0.739, Loss:  0.874
Epoch   4 Batch   36/78 - Train Accuracy:  0.741, Validation Accuracy:  0.742, Loss:  0.878
Epoch   4 Batch   37/78 - Train Accuracy:  0.715, Validation Accuracy:  0.739, Loss:  0.882
Epoch   4 Batch   38/78 - Train Accuracy:  0.738, Validation Accuracy:  0.741, Loss:  0.873
Epoch   4 Batch   39/78 - Train Accuracy:  0.738, Validation Accuracy:  0.741, Loss:  0.885
Epoch   4 Batch   40/78 - Train Accuracy:  0.733, Validation Accuracy:  0.744, Loss:  0.851
Epoch   4 Batch   41/78 - Train Accuracy:  0.722, Validation Accuracy:  0.747, Loss:  0.894
Epoch   4 Batch   42/78 - Train Accuracy:  0.750, Validation Accuracy:  0.751, Loss:  0.836
Epoch   4 Batch   43/78 - Train Accuracy:  0.723, Validation Accuracy:  0.753, Loss:  0.910
Epoch   4 Batch   44/78 - Train Accuracy:  0.762, Validation Accuracy:  0.750, Loss:  0.827
Epoch   4 Batch   45/78 - Train Accuracy:  0.757, Validation Accuracy:  0.747, Loss:  0.832
Epoch   4 Batch   46/78 - Train Accuracy:  0.713, Validation Accuracy:  0.746, Loss:  0.889
Epoch   4 Batch   47/78 - Train Accuracy:  0.751, Validation Accuracy:  0.746, Loss:  0.776
Epoch   4 Batch   48/78 - Train Accuracy:  0.766, Validation Accuracy:  0.746, Loss:  0.793
Epoch   4 Batch   49/78 - Train Accuracy:  0.720, Validation Accuracy:  0.751, Loss:  0.876
Epoch   4 Batch   50/78 - Train Accuracy:  0.701, Validation Accuracy:  0.752, Loss:  0.968
Epoch   4 Batch   51/78 - Train Accuracy:  0.742, Validation Accuracy:  0.753, Loss:  0.818
Epoch   4 Batch   52/78 - Train Accuracy:  0.742, Validation Accuracy:  0.753, Loss:  0.816
Epoch   4 Batch   53/78 - Train Accuracy:  0.733, Validation Accuracy:  0.759, Loss:  0.842
Epoch   4 Batch   54/78 - Train Accuracy:  0.731, Validation Accuracy:  0.760, Loss:  0.876
Epoch   4 Batch   55/78 - Train Accuracy:  0.719, Validation Accuracy:  0.758, Loss:  0.874
Epoch   4 Batch   56/78 - Train Accuracy:  0.739, Validation Accuracy:  0.758, Loss:  0.853
Epoch   4 Batch   57/78 - Train Accuracy:  0.718, Validation Accuracy:  0.758, Loss:  0.890
Epoch   4 Batch   58/78 - Train Accuracy:  0.717, Validation Accuracy:  0.757, Loss:  0.894
Epoch   4 Batch   59/78 - Train Accuracy:  0.722, Validation Accuracy:  0.753, Loss:  0.893
Epoch   4 Batch   60/78 - Train Accuracy:  0.771, Validation Accuracy:  0.752, Loss:  0.749
Epoch   4 Batch   61/78 - Train Accuracy:  0.728, Validation Accuracy:  0.763, Loss:  0.874
Epoch   4 Batch   62/78 - Train Accuracy:  0.754, Validation Accuracy:  0.763, Loss:  0.817
Epoch   4 Batch   63/78 - Train Accuracy:  0.777, Validation Accuracy:  0.768, Loss:  0.771
Epoch   4 Batch   64/78 - Train Accuracy:  0.743, Validation Accuracy:  0.767, Loss:  0.818
Epoch   4 Batch   65/78 - Train Accuracy:  0.771, Validation Accuracy:  0.766, Loss:  0.775
Epoch   4 Batch   66/78 - Train Accuracy:  0.781, Validation Accuracy:  0.768, Loss:  0.755
Epoch   4 Batch   67/78 - Train Accuracy:  0.758, Validation Accuracy:  0.766, Loss:  0.782
Epoch   4 Batch   68/78 - Train Accuracy:  0.746, Validation Accuracy:  0.766, Loss:  0.832
Epoch   4 Batch   69/78 - Train Accuracy:  0.792, Validation Accuracy:  0.772, Loss:  0.688
Epoch   4 Batch   70/78 - Train Accuracy:  0.735, Validation Accuracy:  0.773, Loss:  0.823
Epoch   4 Batch   71/78 - Train Accuracy:  0.768, Validation Accuracy:  0.771, Loss:  0.755
Epoch   4 Batch   72/78 - Train Accuracy:  0.742, Validation Accuracy:  0.772, Loss:  0.838
Epoch   4 Batch   73/78 - Train Accuracy:  0.713, Validation Accuracy:  0.772, Loss:  0.912
Epoch   4 Batch   74/78 - Train Accuracy:  0.752, Validation Accuracy:  0.772, Loss:  0.803
Epoch   4 Batch   75/78 - Train Accuracy:  0.747, Validation Accuracy:  0.771, Loss:  0.794
Epoch   4 Batch   76/78 - Train Accuracy:  0.722, Validation Accuracy:  0.769, Loss:  0.875
Epoch   5 Batch    0/78 - Train Accuracy:  0.760, Validation Accuracy:  0.765, Loss:  0.807
Epoch   5 Batch    1/78 - Train Accuracy:  0.739, Validation Accuracy:  0.761, Loss:  0.814
Epoch   5 Batch    2/78 - Train Accuracy:  0.782, Validation Accuracy:  0.768, Loss:  0.720
Epoch   5 Batch    3/78 - Train Accuracy:  0.782, Validation Accuracy:  0.760, Loss:  0.755
Epoch   5 Batch    4/78 - Train Accuracy:  0.777, Validation Accuracy:  0.766, Loss:  0.761
Epoch   5 Batch    5/78 - Train Accuracy:  0.771, Validation Accuracy:  0.768, Loss:  0.749
Epoch   5 Batch    6/78 - Train Accuracy:  0.771, Validation Accuracy:  0.768, Loss:  0.760
Epoch   5 Batch    7/78 - Train Accuracy:  0.742, Validation Accuracy:  0.771, Loss:  0.779
Epoch   5 Batch    8/78 - Train Accuracy:  0.768, Validation Accuracy:  0.770, Loss:  0.777
Epoch   5 Batch    9/78 - Train Accuracy:  0.767, Validation Accuracy:  0.769, Loss:  0.730
Epoch   5 Batch   10/78 - Train Accuracy:  0.733, Validation Accuracy:  0.769, Loss:  0.829
Epoch   5 Batch   11/78 - Train Accuracy:  0.749, Validation Accuracy:  0.766, Loss:  0.839
Epoch   5 Batch   12/78 - Train Accuracy:  0.758, Validation Accuracy:  0.768, Loss:  0.808
Epoch   5 Batch   13/78 - Train Accuracy:  0.743, Validation Accuracy:  0.765, Loss:  0.819
Epoch   5 Batch   14/78 - Train Accuracy:  0.800, Validation Accuracy:  0.765, Loss:  0.660
Epoch   5 Batch   15/78 - Train Accuracy:  0.771, Validation Accuracy:  0.768, Loss:  0.785
Epoch   5 Batch   16/78 - Train Accuracy:  0.807, Validation Accuracy:  0.770, Loss:  0.680
Epoch   5 Batch   17/78 - Train Accuracy:  0.776, Validation Accuracy:  0.769, Loss:  0.696
Epoch   5 Batch   18/78 - Train Accuracy:  0.758, Validation Accuracy:  0.770, Loss:  0.788
Epoch   5 Batch   19/78 - Train Accuracy:  0.771, Validation Accuracy:  0.775, Loss:  0.753
Epoch   5 Batch   20/78 - Train Accuracy:  0.795, Validation Accuracy:  0.773, Loss:  0.679
Epoch   5 Batch   21/78 - Train Accuracy:  0.747, Validation Accuracy:  0.776, Loss:  0.812
Epoch   5 Batch   22/78 - Train Accuracy:  0.767, Validation Accuracy:  0.772, Loss:  0.775
Epoch   5 Batch   23/78 - Train Accuracy:  0.791, Validation Accuracy:  0.773, Loss:  0.664
Epoch   5 Batch   24/78 - Train Accuracy:  0.772, Validation Accuracy:  0.777, Loss:  0.717
Epoch   5 Batch   25/78 - Train Accuracy:  0.762, Validation Accuracy:  0.778, Loss:  0.765
Epoch   5 Batch   26/78 - Train Accuracy:  0.742, Validation Accuracy:  0.777, Loss:  0.813
Epoch   5 Batch   27/78 - Train Accuracy:  0.781, Validation Accuracy:  0.779, Loss:  0.740
Epoch   5 Batch   28/78 - Train Accuracy:  0.769, Validation Accuracy:  0.771, Loss:  0.752
Epoch   5 Batch   29/78 - Train Accuracy:  0.779, Validation Accuracy:  0.776, Loss:  0.705
Epoch   5 Batch   30/78 - Train Accuracy:  0.771, Validation Accuracy:  0.778, Loss:  0.718
Epoch   5 Batch   31/78 - Train Accuracy:  0.801, Validation Accuracy:  0.775, Loss:  0.663
Epoch   5 Batch   32/78 - Train Accuracy:  0.767, Validation Accuracy:  0.769, Loss:  0.726
Epoch   5 Batch   33/78 - Train Accuracy:  0.768, Validation Accuracy:  0.771, Loss:  0.746
Epoch   5 Batch   34/78 - Train Accuracy:  0.777, Validation Accuracy:  0.778, Loss:  0.715
Epoch   5 Batch   35/78 - Train Accuracy:  0.753, Validation Accuracy:  0.775, Loss:  0.744
Epoch   5 Batch   36/78 - Train Accuracy:  0.776, Validation Accuracy:  0.776, Loss:  0.742
Epoch   5 Batch   37/78 - Train Accuracy:  0.763, Validation Accuracy:  0.777, Loss:  0.743
Epoch   5 Batch   38/78 - Train Accuracy:  0.758, Validation Accuracy:  0.780, Loss:  0.735
Epoch   5 Batch   39/78 - Train Accuracy:  0.761, Validation Accuracy:  0.779, Loss:  0.744
Epoch   5 Batch   40/78 - Train Accuracy:  0.777, Validation Accuracy:  0.781, Loss:  0.715
Epoch   5 Batch   41/78 - Train Accuracy:  0.757, Validation Accuracy:  0.781, Loss:  0.753
Epoch   5 Batch   42/78 - Train Accuracy:  0.796, Validation Accuracy:  0.783, Loss:  0.698
Epoch   5 Batch   43/78 - Train Accuracy:  0.765, Validation Accuracy:  0.785, Loss:  0.773
Epoch   5 Batch   44/78 - Train Accuracy:  0.791, Validation Accuracy:  0.785, Loss:  0.696
Epoch   5 Batch   45/78 - Train Accuracy:  0.783, Validation Accuracy:  0.786, Loss:  0.704
Epoch   5 Batch   46/78 - Train Accuracy:  0.756, Validation Accuracy:  0.781, Loss:  0.767
Epoch   5 Batch   47/78 - Train Accuracy:  0.787, Validation Accuracy:  0.785, Loss:  0.659
Epoch   5 Batch   48/78 - Train Accuracy:  0.800, Validation Accuracy:  0.786, Loss:  0.665
Epoch   5 Batch   49/78 - Train Accuracy:  0.762, Validation Accuracy:  0.785, Loss:  0.745
Epoch   5 Batch   50/78 - Train Accuracy:  0.728, Validation Accuracy:  0.787, Loss:  0.835
Epoch   5 Batch   51/78 - Train Accuracy:  0.796, Validation Accuracy:  0.786, Loss:  0.692
Epoch   5 Batch   52/78 - Train Accuracy:  0.769, Validation Accuracy:  0.780, Loss:  0.691
Epoch   5 Batch   53/78 - Train Accuracy:  0.769, Validation Accuracy:  0.778, Loss:  0.715
Epoch   5 Batch   54/78 - Train Accuracy:  0.778, Validation Accuracy:  0.787, Loss:  0.731
Epoch   5 Batch   55/78 - Train Accuracy:  0.768, Validation Accuracy:  0.788, Loss:  0.737
Epoch   5 Batch   56/78 - Train Accuracy:  0.767, Validation Accuracy:  0.789, Loss:  0.724
Epoch   5 Batch   57/78 - Train Accuracy:  0.748, Validation Accuracy:  0.783, Loss:  0.758
Epoch   5 Batch   58/78 - Train Accuracy:  0.766, Validation Accuracy:  0.789, Loss:  0.764
Epoch   5 Batch   59/78 - Train Accuracy:  0.759, Validation Accuracy:  0.796, Loss:  0.767
Epoch   5 Batch   60/78 - Train Accuracy:  0.799, Validation Accuracy:  0.802, Loss:  0.631
Epoch   5 Batch   61/78 - Train Accuracy:  0.759, Validation Accuracy:  0.801, Loss:  0.740
Epoch   5 Batch   62/78 - Train Accuracy:  0.791, Validation Accuracy:  0.796, Loss:  0.687
Epoch   5 Batch   63/78 - Train Accuracy:  0.796, Validation Accuracy:  0.795, Loss:  0.655
Epoch   5 Batch   64/78 - Train Accuracy:  0.778, Validation Accuracy:  0.789, Loss:  0.701
Epoch   5 Batch   65/78 - Train Accuracy:  0.805, Validation Accuracy:  0.792, Loss:  0.651
Epoch   5 Batch   66/78 - Train Accuracy:  0.810, Validation Accuracy:  0.794, Loss:  0.638
Epoch   5 Batch   67/78 - Train Accuracy:  0.800, Validation Accuracy:  0.800, Loss:  0.662
Epoch   5 Batch   68/78 - Train Accuracy:  0.781, Validation Accuracy:  0.799, Loss:  0.702
Epoch   5 Batch   69/78 - Train Accuracy:  0.828, Validation Accuracy:  0.799, Loss:  0.579
Epoch   5 Batch   70/78 - Train Accuracy:  0.763, Validation Accuracy:  0.800, Loss:  0.702
Epoch   5 Batch   71/78 - Train Accuracy:  0.818, Validation Accuracy:  0.797, Loss:  0.635
Epoch   5 Batch   72/78 - Train Accuracy:  0.763, Validation Accuracy:  0.795, Loss:  0.706
Epoch   5 Batch   73/78 - Train Accuracy:  0.741, Validation Accuracy:  0.796, Loss:  0.782
Epoch   5 Batch   74/78 - Train Accuracy:  0.788, Validation Accuracy:  0.794, Loss:  0.679
Epoch   5 Batch   75/78 - Train Accuracy:  0.790, Validation Accuracy:  0.800, Loss:  0.673
Epoch   5 Batch   76/78 - Train Accuracy:  0.762, Validation Accuracy:  0.802, Loss:  0.750
Epoch   6 Batch    0/78 - Train Accuracy:  0.790, Validation Accuracy:  0.807, Loss:  0.690
Epoch   6 Batch    1/78 - Train Accuracy:  0.763, Validation Accuracy:  0.797, Loss:  0.687
Epoch   6 Batch    2/78 - Train Accuracy:  0.815, Validation Accuracy:  0.805, Loss:  0.609
Epoch   6 Batch    3/78 - Train Accuracy:  0.806, Validation Accuracy:  0.797, Loss:  0.644
Epoch   6 Batch    4/78 - Train Accuracy:  0.799, Validation Accuracy:  0.807, Loss:  0.644
Epoch   6 Batch    5/78 - Train Accuracy:  0.812, Validation Accuracy:  0.797, Loss:  0.626
Epoch   6 Batch    6/78 - Train Accuracy:  0.797, Validation Accuracy:  0.802, Loss:  0.653
Epoch   6 Batch    7/78 - Train Accuracy:  0.781, Validation Accuracy:  0.800, Loss:  0.664
Epoch   6 Batch    8/78 - Train Accuracy:  0.806, Validation Accuracy:  0.798, Loss:  0.662
Epoch   6 Batch    9/78 - Train Accuracy:  0.809, Validation Accuracy:  0.801, Loss:  0.617
Epoch   6 Batch   10/78 - Train Accuracy:  0.781, Validation Accuracy:  0.802, Loss:  0.707
Epoch   6 Batch   11/78 - Train Accuracy:  0.773, Validation Accuracy:  0.807, Loss:  0.716
Epoch   6 Batch   12/78 - Train Accuracy:  0.799, Validation Accuracy:  0.807, Loss:  0.700
Epoch   6 Batch   13/78 - Train Accuracy:  0.771, Validation Accuracy:  0.800, Loss:  0.697
Epoch   6 Batch   14/78 - Train Accuracy:  0.836, Validation Accuracy:  0.798, Loss:  0.557
Epoch   6 Batch   15/78 - Train Accuracy:  0.807, Validation Accuracy:  0.792, Loss:  0.667
Epoch   6 Batch   16/78 - Train Accuracy:  0.835, Validation Accuracy:  0.790, Loss:  0.571
Epoch   6 Batch   17/78 - Train Accuracy:  0.819, Validation Accuracy:  0.792, Loss:  0.587
Epoch   6 Batch   18/78 - Train Accuracy:  0.788, Validation Accuracy:  0.797, Loss:  0.671
Epoch   6 Batch   19/78 - Train Accuracy:  0.795, Validation Accuracy:  0.797, Loss:  0.641
Epoch   6 Batch   20/78 - Train Accuracy:  0.828, Validation Accuracy:  0.799, Loss:  0.572
Epoch   6 Batch   21/78 - Train Accuracy:  0.773, Validation Accuracy:  0.797, Loss:  0.696
Epoch   6 Batch   22/78 - Train Accuracy:  0.781, Validation Accuracy:  0.799, Loss:  0.663
Epoch   6 Batch   23/78 - Train Accuracy:  0.816, Validation Accuracy:  0.791, Loss:  0.566
Epoch   6 Batch   24/78 - Train Accuracy:  0.817, Validation Accuracy:  0.795, Loss:  0.605
Epoch   6 Batch   25/78 - Train Accuracy:  0.796, Validation Accuracy:  0.801, Loss:  0.665
Epoch   6 Batch   26/78 - Train Accuracy:  0.776, Validation Accuracy:  0.807, Loss:  0.698
Epoch   6 Batch   27/78 - Train Accuracy:  0.815, Validation Accuracy:  0.809, Loss:  0.623
Epoch   6 Batch   28/78 - Train Accuracy:  0.806, Validation Accuracy:  0.806, Loss:  0.645
Epoch   6 Batch   29/78 - Train Accuracy:  0.809, Validation Accuracy:  0.804, Loss:  0.600
Epoch   6 Batch   30/78 - Train Accuracy:  0.808, Validation Accuracy:  0.804, Loss:  0.611
Epoch   6 Batch   31/78 - Train Accuracy:  0.833, Validation Accuracy:  0.801, Loss:  0.564
Epoch   6 Batch   32/78 - Train Accuracy:  0.796, Validation Accuracy:  0.799, Loss:  0.621
Epoch   6 Batch   33/78 - Train Accuracy:  0.797, Validation Accuracy:  0.806, Loss:  0.634
Epoch   6 Batch   34/78 - Train Accuracy:  0.792, Validation Accuracy:  0.806, Loss:  0.619
Epoch   6 Batch   35/78 - Train Accuracy:  0.786, Validation Accuracy:  0.810, Loss:  0.639
Epoch   6 Batch   36/78 - Train Accuracy:  0.805, Validation Accuracy:  0.811, Loss:  0.639
Epoch   6 Batch   37/78 - Train Accuracy:  0.798, Validation Accuracy:  0.814, Loss:  0.629
Epoch   6 Batch   38/78 - Train Accuracy:  0.794, Validation Accuracy:  0.808, Loss:  0.628
Epoch   6 Batch   39/78 - Train Accuracy:  0.792, Validation Accuracy:  0.801, Loss:  0.637
Epoch   6 Batch   40/78 - Train Accuracy:  0.804, Validation Accuracy:  0.805, Loss:  0.615
Epoch   6 Batch   41/78 - Train Accuracy:  0.815, Validation Accuracy:  0.801, Loss:  0.644
Epoch   6 Batch   42/78 - Train Accuracy:  0.816, Validation Accuracy:  0.802, Loss:  0.597
Epoch   6 Batch   43/78 - Train Accuracy:  0.780, Validation Accuracy:  0.808, Loss:  0.677
Epoch   6 Batch   44/78 - Train Accuracy:  0.810, Validation Accuracy:  0.808, Loss:  0.602
Epoch   6 Batch   45/78 - Train Accuracy:  0.817, Validation Accuracy:  0.810, Loss:  0.607
Epoch   6 Batch   46/78 - Train Accuracy:  0.779, Validation Accuracy:  0.811, Loss:  0.666
Epoch   6 Batch   47/78 - Train Accuracy:  0.814, Validation Accuracy:  0.812, Loss:  0.567
Epoch   6 Batch   48/78 - Train Accuracy:  0.823, Validation Accuracy:  0.812, Loss:  0.568
Epoch   6 Batch   49/78 - Train Accuracy:  0.791, Validation Accuracy:  0.815, Loss:  0.640
Epoch   6 Batch   50/78 - Train Accuracy:  0.765, Validation Accuracy:  0.812, Loss:  0.730
Epoch   6 Batch   51/78 - Train Accuracy:  0.817, Validation Accuracy:  0.809, Loss:  0.597
Epoch   6 Batch   52/78 - Train Accuracy:  0.805, Validation Accuracy:  0.812, Loss:  0.597
Epoch   6 Batch   53/78 - Train Accuracy:  0.800, Validation Accuracy:  0.814, Loss:  0.617
Epoch   6 Batch   54/78 - Train Accuracy:  0.814, Validation Accuracy:  0.810, Loss:  0.620
Epoch   6 Batch   55/78 - Train Accuracy:  0.800, Validation Accuracy:  0.806, Loss:  0.630
Epoch   6 Batch   56/78 - Train Accuracy:  0.815, Validation Accuracy:  0.806, Loss:  0.625
Epoch   6 Batch   57/78 - Train Accuracy:  0.788, Validation Accuracy:  0.806, Loss:  0.651
Epoch   6 Batch   58/78 - Train Accuracy:  0.795, Validation Accuracy:  0.812, Loss:  0.655
Epoch   6 Batch   59/78 - Train Accuracy:  0.773, Validation Accuracy:  0.808, Loss:  0.668
Epoch   6 Batch   60/78 - Train Accuracy:  0.821, Validation Accuracy:  0.811, Loss:  0.546
Epoch   6 Batch   61/78 - Train Accuracy:  0.792, Validation Accuracy:  0.818, Loss:  0.641
Epoch   6 Batch   62/78 - Train Accuracy:  0.815, Validation Accuracy:  0.815, Loss:  0.584
Epoch   6 Batch   63/78 - Train Accuracy:  0.827, Validation Accuracy:  0.817, Loss:  0.568
Epoch   6 Batch   64/78 - Train Accuracy:  0.802, Validation Accuracy:  0.810, Loss:  0.607
Epoch   6 Batch   65/78 - Train Accuracy:  0.833, Validation Accuracy:  0.811, Loss:  0.559
Epoch   6 Batch   66/78 - Train Accuracy:  0.845, Validation Accuracy:  0.812, Loss:  0.545
Epoch   6 Batch   67/78 - Train Accuracy:  0.836, Validation Accuracy:  0.817, Loss:  0.575
Epoch   6 Batch   68/78 - Train Accuracy:  0.804, Validation Accuracy:  0.818, Loss:  0.601
Epoch   6 Batch   69/78 - Train Accuracy:  0.849, Validation Accuracy:  0.820, Loss:  0.500
Epoch   6 Batch   70/78 - Train Accuracy:  0.796, Validation Accuracy:  0.817, Loss:  0.607
Epoch   6 Batch   71/78 - Train Accuracy:  0.845, Validation Accuracy:  0.817, Loss:  0.544
Epoch   6 Batch   72/78 - Train Accuracy:  0.801, Validation Accuracy:  0.826, Loss:  0.612
Epoch   6 Batch   73/78 - Train Accuracy:  0.777, Validation Accuracy:  0.826, Loss:  0.682
Epoch   6 Batch   74/78 - Train Accuracy:  0.806, Validation Accuracy:  0.829, Loss:  0.586
Epoch   6 Batch   75/78 - Train Accuracy:  0.806, Validation Accuracy:  0.828, Loss:  0.579
Epoch   6 Batch   76/78 - Train Accuracy:  0.794, Validation Accuracy:  0.824, Loss:  0.653
Epoch   7 Batch    0/78 - Train Accuracy:  0.804, Validation Accuracy:  0.821, Loss:  0.598
Epoch   7 Batch    1/78 - Train Accuracy:  0.806, Validation Accuracy:  0.819, Loss:  0.594
Epoch   7 Batch    2/78 - Train Accuracy:  0.835, Validation Accuracy:  0.823, Loss:  0.528
Epoch   7 Batch    3/78 - Train Accuracy:  0.831, Validation Accuracy:  0.820, Loss:  0.557
Epoch   7 Batch    4/78 - Train Accuracy:  0.829, Validation Accuracy:  0.818, Loss:  0.556
Epoch   7 Batch    5/78 - Train Accuracy:  0.829, Validation Accuracy:  0.825, Loss:  0.541
Epoch   7 Batch    6/78 - Train Accuracy:  0.821, Validation Accuracy:  0.821, Loss:  0.563
Epoch   7 Batch    7/78 - Train Accuracy:  0.808, Validation Accuracy:  0.823, Loss:  0.577
Epoch   7 Batch    8/78 - Train Accuracy:  0.824, Validation Accuracy:  0.827, Loss:  0.576
Epoch   7 Batch    9/78 - Train Accuracy:  0.837, Validation Accuracy:  0.829, Loss:  0.528
Epoch   7 Batch   10/78 - Train Accuracy:  0.805, Validation Accuracy:  0.828, Loss:  0.612
Epoch   7 Batch   11/78 - Train Accuracy:  0.797, Validation Accuracy:  0.825, Loss:  0.620
Epoch   7 Batch   12/78 - Train Accuracy:  0.819, Validation Accuracy:  0.825, Loss:  0.606
Epoch   7 Batch   13/78 - Train Accuracy:  0.804, Validation Accuracy:  0.827, Loss:  0.602
Epoch   7 Batch   14/78 - Train Accuracy:  0.858, Validation Accuracy:  0.824, Loss:  0.478
Epoch   7 Batch   15/78 - Train Accuracy:  0.842, Validation Accuracy:  0.825, Loss:  0.575
Epoch   7 Batch   16/78 - Train Accuracy:  0.854, Validation Accuracy:  0.819, Loss:  0.489
Epoch   7 Batch   17/78 - Train Accuracy:  0.840, Validation Accuracy:  0.818, Loss:  0.508
Epoch   7 Batch   18/78 - Train Accuracy:  0.815, Validation Accuracy:  0.820, Loss:  0.586
Epoch   7 Batch   19/78 - Train Accuracy:  0.818, Validation Accuracy:  0.828, Loss:  0.550
Epoch   7 Batch   20/78 - Train Accuracy:  0.856, Validation Accuracy:  0.826, Loss:  0.490
Epoch   7 Batch   21/78 - Train Accuracy:  0.796, Validation Accuracy:  0.824, Loss:  0.609
Epoch   7 Batch   22/78 - Train Accuracy:  0.808, Validation Accuracy:  0.828, Loss:  0.573
Epoch   7 Batch   23/78 - Train Accuracy:  0.838, Validation Accuracy:  0.815, Loss:  0.482
Epoch   7 Batch   24/78 - Train Accuracy:  0.846, Validation Accuracy:  0.820, Loss:  0.521
Epoch   7 Batch   25/78 - Train Accuracy:  0.827, Validation Accuracy:  0.824, Loss:  0.579
Epoch   7 Batch   26/78 - Train Accuracy:  0.824, Validation Accuracy:  0.827, Loss:  0.600
Epoch   7 Batch   27/78 - Train Accuracy:  0.844, Validation Accuracy:  0.829, Loss:  0.537
Epoch   7 Batch   28/78 - Train Accuracy:  0.839, Validation Accuracy:  0.826, Loss:  0.560
Epoch   7 Batch   29/78 - Train Accuracy:  0.827, Validation Accuracy:  0.829, Loss:  0.516
Epoch   7 Batch   30/78 - Train Accuracy:  0.837, Validation Accuracy:  0.828, Loss:  0.532
Epoch   7 Batch   31/78 - Train Accuracy:  0.844, Validation Accuracy:  0.819, Loss:  0.488
Epoch   7 Batch   32/78 - Train Accuracy:  0.812, Validation Accuracy:  0.824, Loss:  0.540
Epoch   7 Batch   33/78 - Train Accuracy:  0.829, Validation Accuracy:  0.823, Loss:  0.549
Epoch   7 Batch   34/78 - Train Accuracy:  0.824, Validation Accuracy:  0.824, Loss:  0.542
Epoch   7 Batch   35/78 - Train Accuracy:  0.804, Validation Accuracy:  0.821, Loss:  0.555
Epoch   7 Batch   36/78 - Train Accuracy:  0.830, Validation Accuracy:  0.825, Loss:  0.555
Epoch   7 Batch   37/78 - Train Accuracy:  0.816, Validation Accuracy:  0.833, Loss:  0.544
Epoch   7 Batch   38/78 - Train Accuracy:  0.814, Validation Accuracy:  0.830, Loss:  0.545
Epoch   7 Batch   39/78 - Train Accuracy:  0.814, Validation Accuracy:  0.825, Loss:  0.553
Epoch   7 Batch   40/78 - Train Accuracy:  0.830, Validation Accuracy:  0.831, Loss:  0.538
Epoch   7 Batch   41/78 - Train Accuracy:  0.834, Validation Accuracy:  0.816, Loss:  0.559
Epoch   7 Batch   42/78 - Train Accuracy:  0.827, Validation Accuracy:  0.814, Loss:  0.517
Epoch   7 Batch   43/78 - Train Accuracy:  0.801, Validation Accuracy:  0.825, Loss:  0.602
Epoch   7 Batch   44/78 - Train Accuracy:  0.830, Validation Accuracy:  0.829, Loss:  0.527
Epoch   7 Batch   45/78 - Train Accuracy:  0.834, Validation Accuracy:  0.823, Loss:  0.529
Epoch   7 Batch   46/78 - Train Accuracy:  0.812, Validation Accuracy:  0.826, Loss:  0.583
Epoch   7 Batch   47/78 - Train Accuracy:  0.839, Validation Accuracy:  0.828, Loss:  0.489
Epoch   7 Batch   48/78 - Train Accuracy:  0.845, Validation Accuracy:  0.827, Loss:  0.495
Epoch   7 Batch   49/78 - Train Accuracy:  0.809, Validation Accuracy:  0.840, Loss:  0.558
Epoch   7 Batch   50/78 - Train Accuracy:  0.796, Validation Accuracy:  0.827, Loss:  0.639
Epoch   7 Batch   51/78 - Train Accuracy:  0.837, Validation Accuracy:  0.830, Loss:  0.514
Epoch   7 Batch   52/78 - Train Accuracy:  0.831, Validation Accuracy:  0.828, Loss:  0.523
Epoch   7 Batch   53/78 - Train Accuracy:  0.829, Validation Accuracy:  0.826, Loss:  0.536
Epoch   7 Batch   54/78 - Train Accuracy:  0.830, Validation Accuracy:  0.831, Loss:  0.537
Epoch   7 Batch   55/78 - Train Accuracy:  0.821, Validation Accuracy:  0.827, Loss:  0.545
Epoch   7 Batch   56/78 - Train Accuracy:  0.842, Validation Accuracy:  0.836, Loss:  0.541
Epoch   7 Batch   57/78 - Train Accuracy:  0.819, Validation Accuracy:  0.839, Loss:  0.564
Epoch   7 Batch   58/78 - Train Accuracy:  0.821, Validation Accuracy:  0.838, Loss:  0.567
Epoch   7 Batch   59/78 - Train Accuracy:  0.798, Validation Accuracy:  0.838, Loss:  0.588
Epoch   7 Batch   60/78 - Train Accuracy:  0.849, Validation Accuracy:  0.837, Loss:  0.474
Epoch   7 Batch   61/78 - Train Accuracy:  0.816, Validation Accuracy:  0.834, Loss:  0.563
Epoch   7 Batch   62/78 - Train Accuracy:  0.843, Validation Accuracy:  0.837, Loss:  0.502
Epoch   7 Batch   63/78 - Train Accuracy:  0.850, Validation Accuracy:  0.838, Loss:  0.496
Epoch   7 Batch   64/78 - Train Accuracy:  0.836, Validation Accuracy:  0.833, Loss:  0.528
Epoch   7 Batch   65/78 - Train Accuracy:  0.857, Validation Accuracy:  0.829, Loss:  0.484
Epoch   7 Batch   66/78 - Train Accuracy:  0.862, Validation Accuracy:  0.834, Loss:  0.465
Epoch   7 Batch   67/78 - Train Accuracy:  0.848, Validation Accuracy:  0.833, Loss:  0.499
Epoch   7 Batch   68/78 - Train Accuracy:  0.829, Validation Accuracy:  0.837, Loss:  0.518
Epoch   7 Batch   69/78 - Train Accuracy:  0.871, Validation Accuracy:  0.842, Loss:  0.433
Epoch   7 Batch   70/78 - Train Accuracy:  0.812, Validation Accuracy:  0.839, Loss:  0.534
Epoch   7 Batch   71/78 - Train Accuracy:  0.866, Validation Accuracy:  0.835, Loss:  0.467
Epoch   7 Batch   72/78 - Train Accuracy:  0.829, Validation Accuracy:  0.843, Loss:  0.531
Epoch   7 Batch   73/78 - Train Accuracy:  0.798, Validation Accuracy:  0.849, Loss:  0.594
Epoch   7 Batch   74/78 - Train Accuracy:  0.833, Validation Accuracy:  0.850, Loss:  0.506
Epoch   7 Batch   75/78 - Train Accuracy:  0.831, Validation Accuracy:  0.852, Loss:  0.498
Epoch   7 Batch   76/78 - Train Accuracy:  0.817, Validation Accuracy:  0.843, Loss:  0.565
Epoch   8 Batch    0/78 - Train Accuracy:  0.818, Validation Accuracy:  0.839, Loss:  0.520
Epoch   8 Batch    1/78 - Train Accuracy:  0.826, Validation Accuracy:  0.839, Loss:  0.516
Epoch   8 Batch    2/78 - Train Accuracy:  0.852, Validation Accuracy:  0.844, Loss:  0.458
Epoch   8 Batch    3/78 - Train Accuracy:  0.843, Validation Accuracy:  0.840, Loss:  0.483
Epoch   8 Batch    4/78 - Train Accuracy:  0.847, Validation Accuracy:  0.848, Loss:  0.484
Epoch   8 Batch    5/78 - Train Accuracy:  0.845, Validation Accuracy:  0.847, Loss:  0.468
Epoch   8 Batch    6/78 - Train Accuracy:  0.849, Validation Accuracy:  0.853, Loss:  0.488
Epoch   8 Batch    7/78 - Train Accuracy:  0.835, Validation Accuracy:  0.848, Loss:  0.505
Epoch   8 Batch    8/78 - Train Accuracy:  0.842, Validation Accuracy:  0.849, Loss:  0.505
Epoch   8 Batch    9/78 - Train Accuracy:  0.864, Validation Accuracy:  0.846, Loss:  0.448
Epoch   8 Batch   10/78 - Train Accuracy:  0.840, Validation Accuracy:  0.850, Loss:  0.526
Epoch   8 Batch   11/78 - Train Accuracy:  0.819, Validation Accuracy:  0.849, Loss:  0.535
Epoch   8 Batch   12/78 - Train Accuracy:  0.835, Validation Accuracy:  0.839, Loss:  0.522
Epoch   8 Batch   13/78 - Train Accuracy:  0.827, Validation Accuracy:  0.843, Loss:  0.518
Epoch   8 Batch   14/78 - Train Accuracy:  0.881, Validation Accuracy:  0.844, Loss:  0.413
Epoch   8 Batch   15/78 - Train Accuracy:  0.848, Validation Accuracy:  0.845, Loss:  0.498
Epoch   8 Batch   16/78 - Train Accuracy:  0.872, Validation Accuracy:  0.846, Loss:  0.421
Epoch   8 Batch   17/78 - Train Accuracy:  0.856, Validation Accuracy:  0.845, Loss:  0.444
Epoch   8 Batch   18/78 - Train Accuracy:  0.835, Validation Accuracy:  0.846, Loss:  0.510
Epoch   8 Batch   19/78 - Train Accuracy:  0.853, Validation Accuracy:  0.850, Loss:  0.467
Epoch   8 Batch   20/78 - Train Accuracy:  0.879, Validation Accuracy:  0.850, Loss:  0.421
Epoch   8 Batch   21/78 - Train Accuracy:  0.810, Validation Accuracy:  0.846, Loss:  0.530
Epoch   8 Batch   22/78 - Train Accuracy:  0.843, Validation Accuracy:  0.842, Loss:  0.490
Epoch   8 Batch   23/78 - Train Accuracy:  0.864, Validation Accuracy:  0.837, Loss:  0.414
Epoch   8 Batch   24/78 - Train Accuracy:  0.875, Validation Accuracy:  0.845, Loss:  0.445
Epoch   8 Batch   25/78 - Train Accuracy:  0.838, Validation Accuracy:  0.849, Loss:  0.501
Epoch   8 Batch   26/78 - Train Accuracy:  0.846, Validation Accuracy:  0.849, Loss:  0.514
Epoch   8 Batch   27/78 - Train Accuracy:  0.860, Validation Accuracy:  0.856, Loss:  0.464
Epoch   8 Batch   28/78 - Train Accuracy:  0.852, Validation Accuracy:  0.850, Loss:  0.481
Epoch   8 Batch   29/78 - Train Accuracy:  0.858, Validation Accuracy:  0.842, Loss:  0.445
Epoch   8 Batch   30/78 - Train Accuracy:  0.854, Validation Accuracy:  0.842, Loss:  0.460
Epoch   8 Batch   31/78 - Train Accuracy:  0.862, Validation Accuracy:  0.853, Loss:  0.429
Epoch   8 Batch   32/78 - Train Accuracy:  0.829, Validation Accuracy:  0.852, Loss:  0.468
Epoch   8 Batch   33/78 - Train Accuracy:  0.844, Validation Accuracy:  0.859, Loss:  0.481
Epoch   8 Batch   34/78 - Train Accuracy:  0.844, Validation Accuracy:  0.846, Loss:  0.472
Epoch   8 Batch   35/78 - Train Accuracy:  0.829, Validation Accuracy:  0.838, Loss:  0.481
Epoch   8 Batch   36/78 - Train Accuracy:  0.842, Validation Accuracy:  0.838, Loss:  0.482
Epoch   8 Batch   37/78 - Train Accuracy:  0.852, Validation Accuracy:  0.844, Loss:  0.477
Epoch   8 Batch   38/78 - Train Accuracy:  0.842, Validation Accuracy:  0.856, Loss:  0.470
Epoch   8 Batch   39/78 - Train Accuracy:  0.846, Validation Accuracy:  0.852, Loss:  0.482
Epoch   8 Batch   40/78 - Train Accuracy:  0.848, Validation Accuracy:  0.848, Loss:  0.466
Epoch   8 Batch   41/78 - Train Accuracy:  0.839, Validation Accuracy:  0.850, Loss:  0.487
Epoch   8 Batch   42/78 - Train Accuracy:  0.863, Validation Accuracy:  0.848, Loss:  0.441
Epoch   8 Batch   43/78 - Train Accuracy:  0.816, Validation Accuracy:  0.847, Loss:  0.535
Epoch   8 Batch   44/78 - Train Accuracy:  0.855, Validation Accuracy:  0.849, Loss:  0.457
Epoch   8 Batch   45/78 - Train Accuracy:  0.860, Validation Accuracy:  0.854, Loss:  0.455
Epoch   8 Batch   46/78 - Train Accuracy:  0.837, Validation Accuracy:  0.853, Loss:  0.502
Epoch   8 Batch   47/78 - Train Accuracy:  0.858, Validation Accuracy:  0.857, Loss:  0.421
Epoch   8 Batch   48/78 - Train Accuracy:  0.866, Validation Accuracy:  0.855, Loss:  0.422
Epoch   8 Batch   49/78 - Train Accuracy:  0.838, Validation Accuracy:  0.852, Loss:  0.485
Epoch   8 Batch   50/78 - Train Accuracy:  0.809, Validation Accuracy:  0.850, Loss:  0.553
Epoch   8 Batch   51/78 - Train Accuracy:  0.864, Validation Accuracy:  0.845, Loss:  0.439
Epoch   8 Batch   52/78 - Train Accuracy:  0.859, Validation Accuracy:  0.842, Loss:  0.451
Epoch   8 Batch   53/78 - Train Accuracy:  0.842, Validation Accuracy:  0.842, Loss:  0.462
Epoch   8 Batch   54/78 - Train Accuracy:  0.864, Validation Accuracy:  0.847, Loss:  0.459
Epoch   8 Batch   55/78 - Train Accuracy:  0.850, Validation Accuracy:  0.850, Loss:  0.473
Epoch   8 Batch   56/78 - Train Accuracy:  0.850, Validation Accuracy:  0.858, Loss:  0.465
Epoch   8 Batch   57/78 - Train Accuracy:  0.855, Validation Accuracy:  0.860, Loss:  0.488
Epoch   8 Batch   58/78 - Train Accuracy:  0.846, Validation Accuracy:  0.857, Loss:  0.488
Epoch   8 Batch   59/78 - Train Accuracy:  0.812, Validation Accuracy:  0.860, Loss:  0.515
Epoch   8 Batch   60/78 - Train Accuracy:  0.865, Validation Accuracy:  0.852, Loss:  0.406
Epoch   8 Batch   61/78 - Train Accuracy:  0.837, Validation Accuracy:  0.854, Loss:  0.492
Epoch   8 Batch   62/78 - Train Accuracy:  0.864, Validation Accuracy:  0.852, Loss:  0.433
Epoch   8 Batch   63/78 - Train Accuracy:  0.866, Validation Accuracy:  0.856, Loss:  0.425
Epoch   8 Batch   64/78 - Train Accuracy:  0.858, Validation Accuracy:  0.855, Loss:  0.456
Epoch   8 Batch   65/78 - Train Accuracy:  0.877, Validation Accuracy:  0.847, Loss:  0.418
Epoch   8 Batch   66/78 - Train Accuracy:  0.878, Validation Accuracy:  0.854, Loss:  0.402
Epoch   8 Batch   67/78 - Train Accuracy:  0.868, Validation Accuracy:  0.845, Loss:  0.427
Epoch   8 Batch   68/78 - Train Accuracy:  0.858, Validation Accuracy:  0.845, Loss:  0.446
Epoch   8 Batch   69/78 - Train Accuracy:  0.874, Validation Accuracy:  0.847, Loss:  0.373
Epoch   8 Batch   70/78 - Train Accuracy:  0.835, Validation Accuracy:  0.852, Loss:  0.468
Epoch   8 Batch   71/78 - Train Accuracy:  0.884, Validation Accuracy:  0.857, Loss:  0.401
Epoch   8 Batch   72/78 - Train Accuracy:  0.842, Validation Accuracy:  0.858, Loss:  0.460
Epoch   8 Batch   73/78 - Train Accuracy:  0.820, Validation Accuracy:  0.862, Loss:  0.517
Epoch   8 Batch   74/78 - Train Accuracy:  0.859, Validation Accuracy:  0.866, Loss:  0.434
Epoch   8 Batch   75/78 - Train Accuracy:  0.853, Validation Accuracy:  0.867, Loss:  0.432
Epoch   8 Batch   76/78 - Train Accuracy:  0.837, Validation Accuracy:  0.865, Loss:  0.490
Epoch   9 Batch    0/78 - Train Accuracy:  0.847, Validation Accuracy:  0.866, Loss:  0.455
Epoch   9 Batch    1/78 - Train Accuracy:  0.845, Validation Accuracy:  0.865, Loss:  0.449
Epoch   9 Batch    2/78 - Train Accuracy:  0.864, Validation Accuracy:  0.859, Loss:  0.394
Epoch   9 Batch    3/78 - Train Accuracy:  0.862, Validation Accuracy:  0.858, Loss:  0.419
Epoch   9 Batch    4/78 - Train Accuracy:  0.866, Validation Accuracy:  0.864, Loss:  0.419
Epoch   9 Batch    5/78 - Train Accuracy:  0.863, Validation Accuracy:  0.867, Loss:  0.401
Epoch   9 Batch    6/78 - Train Accuracy:  0.867, Validation Accuracy:  0.864, Loss:  0.420
Epoch   9 Batch    7/78 - Train Accuracy:  0.854, Validation Accuracy:  0.862, Loss:  0.438
Epoch   9 Batch    8/78 - Train Accuracy:  0.863, Validation Accuracy:  0.863, Loss:  0.443
Epoch   9 Batch    9/78 - Train Accuracy:  0.879, Validation Accuracy:  0.858, Loss:  0.384
Epoch   9 Batch   10/78 - Train Accuracy:  0.852, Validation Accuracy:  0.859, Loss:  0.446
Epoch   9 Batch   11/78 - Train Accuracy:  0.837, Validation Accuracy:  0.858, Loss:  0.460
Epoch   9 Batch   12/78 - Train Accuracy:  0.847, Validation Accuracy:  0.857, Loss:  0.449
Epoch   9 Batch   13/78 - Train Accuracy:  0.843, Validation Accuracy:  0.857, Loss:  0.445
Epoch   9 Batch   14/78 - Train Accuracy:  0.900, Validation Accuracy:  0.852, Loss:  0.357
Epoch   9 Batch   15/78 - Train Accuracy:  0.858, Validation Accuracy:  0.856, Loss:  0.431
Epoch   9 Batch   16/78 - Train Accuracy:  0.891, Validation Accuracy:  0.859, Loss:  0.363
Epoch   9 Batch   17/78 - Train Accuracy:  0.878, Validation Accuracy:  0.864, Loss:  0.384
Epoch   9 Batch   18/78 - Train Accuracy:  0.846, Validation Accuracy:  0.859, Loss:  0.446
Epoch   9 Batch   19/78 - Train Accuracy:  0.865, Validation Accuracy:  0.863, Loss:  0.398
Epoch   9 Batch   20/78 - Train Accuracy:  0.897, Validation Accuracy:  0.860, Loss:  0.363
Epoch   9 Batch   21/78 - Train Accuracy:  0.821, Validation Accuracy:  0.862, Loss:  0.458
Epoch   9 Batch   22/78 - Train Accuracy:  0.863, Validation Accuracy:  0.863, Loss:  0.422
Epoch   9 Batch   23/78 - Train Accuracy:  0.882, Validation Accuracy:  0.865, Loss:  0.355
Epoch   9 Batch   24/78 - Train Accuracy:  0.886, Validation Accuracy:  0.860, Loss:  0.380
Epoch   9 Batch   25/78 - Train Accuracy:  0.860, Validation Accuracy:  0.867, Loss:  0.428
Epoch   9 Batch   26/78 - Train Accuracy:  0.864, Validation Accuracy:  0.858, Loss:  0.445
Epoch   9 Batch   27/78 - Train Accuracy:  0.887, Validation Accuracy:  0.863, Loss:  0.397
Epoch   9 Batch   28/78 - Train Accuracy:  0.860, Validation Accuracy:  0.862, Loss:  0.417
Epoch   9 Batch   29/78 - Train Accuracy:  0.871, Validation Accuracy:  0.859, Loss:  0.388
Epoch   9 Batch   30/78 - Train Accuracy:  0.866, Validation Accuracy:  0.854, Loss:  0.399
Epoch   9 Batch   31/78 - Train Accuracy:  0.885, Validation Accuracy:  0.860, Loss:  0.376
Epoch   9 Batch   32/78 - Train Accuracy:  0.845, Validation Accuracy:  0.864, Loss:  0.407
Epoch   9 Batch   33/78 - Train Accuracy:  0.865, Validation Accuracy:  0.869, Loss:  0.418
Epoch   9 Batch   34/78 - Train Accuracy:  0.856, Validation Accuracy:  0.865, Loss:  0.408
Epoch   9 Batch   35/78 - Train Accuracy:  0.850, Validation Accuracy:  0.860, Loss:  0.415
Epoch   9 Batch   36/78 - Train Accuracy:  0.855, Validation Accuracy:  0.859, Loss:  0.422
Epoch   9 Batch   37/78 - Train Accuracy:  0.850, Validation Accuracy:  0.864, Loss:  0.414
Epoch   9 Batch   38/78 - Train Accuracy:  0.860, Validation Accuracy:  0.864, Loss:  0.409
Epoch   9 Batch   39/78 - Train Accuracy:  0.854, Validation Accuracy:  0.860, Loss:  0.417
Epoch   9 Batch   40/78 - Train Accuracy:  0.872, Validation Accuracy:  0.860, Loss:  0.401
Epoch   9 Batch   41/78 - Train Accuracy:  0.858, Validation Accuracy:  0.866, Loss:  0.430
Epoch   9 Batch   42/78 - Train Accuracy:  0.882, Validation Accuracy:  0.865, Loss:  0.379
Epoch   9 Batch   43/78 - Train Accuracy:  0.834, Validation Accuracy:  0.863, Loss:  0.474
Epoch   9 Batch   44/78 - Train Accuracy:  0.871, Validation Accuracy:  0.866, Loss:  0.393
Epoch   9 Batch   45/78 - Train Accuracy:  0.875, Validation Accuracy:  0.862, Loss:  0.393
Epoch   9 Batch   46/78 - Train Accuracy:  0.849, Validation Accuracy:  0.867, Loss:  0.427
Epoch   9 Batch   47/78 - Train Accuracy:  0.875, Validation Accuracy:  0.864, Loss:  0.366
Epoch   9 Batch   48/78 - Train Accuracy:  0.881, Validation Accuracy:  0.860, Loss:  0.359
Epoch   9 Batch   49/78 - Train Accuracy:  0.853, Validation Accuracy:  0.859, Loss:  0.418
Epoch   9 Batch   50/78 - Train Accuracy:  0.821, Validation Accuracy:  0.862, Loss:  0.477
Epoch   9 Batch   51/78 - Train Accuracy:  0.883, Validation Accuracy:  0.860, Loss:  0.381
Epoch   9 Batch   52/78 - Train Accuracy:  0.874, Validation Accuracy:  0.862, Loss:  0.390
Epoch   9 Batch   53/78 - Train Accuracy:  0.857, Validation Accuracy:  0.864, Loss:  0.400
Epoch   9 Batch   54/78 - Train Accuracy:  0.881, Validation Accuracy:  0.863, Loss:  0.397
Epoch   9 Batch   55/78 - Train Accuracy:  0.865, Validation Accuracy:  0.867, Loss:  0.414
Epoch   9 Batch   56/78 - Train Accuracy:  0.864, Validation Accuracy:  0.868, Loss:  0.406
Epoch   9 Batch   57/78 - Train Accuracy:  0.865, Validation Accuracy:  0.868, Loss:  0.420
Epoch   9 Batch   58/78 - Train Accuracy:  0.864, Validation Accuracy:  0.865, Loss:  0.427
Epoch   9 Batch   59/78 - Train Accuracy:  0.836, Validation Accuracy:  0.864, Loss:  0.447
Epoch   9 Batch   60/78 - Train Accuracy:  0.883, Validation Accuracy:  0.860, Loss:  0.353
Epoch   9 Batch   61/78 - Train Accuracy:  0.849, Validation Accuracy:  0.862, Loss:  0.431
Epoch   9 Batch   62/78 - Train Accuracy:  0.893, Validation Accuracy:  0.860, Loss:  0.377
Epoch   9 Batch   63/78 - Train Accuracy:  0.875, Validation Accuracy:  0.855, Loss:  0.369
Epoch   9 Batch   64/78 - Train Accuracy:  0.877, Validation Accuracy:  0.863, Loss:  0.396
Epoch   9 Batch   65/78 - Train Accuracy:  0.884, Validation Accuracy:  0.865, Loss:  0.367
Epoch   9 Batch   66/78 - Train Accuracy:  0.887, Validation Accuracy:  0.866, Loss:  0.348
Epoch   9 Batch   67/78 - Train Accuracy:  0.887, Validation Accuracy:  0.877, Loss:  0.372
Epoch   9 Batch   68/78 - Train Accuracy:  0.879, Validation Accuracy:  0.871, Loss:  0.385
Epoch   9 Batch   69/78 - Train Accuracy:  0.875, Validation Accuracy:  0.857, Loss:  0.324
Epoch   9 Batch   70/78 - Train Accuracy:  0.855, Validation Accuracy:  0.859, Loss:  0.409
Epoch   9 Batch   71/78 - Train Accuracy:  0.896, Validation Accuracy:  0.867, Loss:  0.348
Epoch   9 Batch   72/78 - Train Accuracy:  0.867, Validation Accuracy:  0.858, Loss:  0.402
Epoch   9 Batch   73/78 - Train Accuracy:  0.839, Validation Accuracy:  0.869, Loss:  0.453
Epoch   9 Batch   74/78 - Train Accuracy:  0.867, Validation Accuracy:  0.874, Loss:  0.375
Epoch   9 Batch   75/78 - Train Accuracy:  0.867, Validation Accuracy:  0.867, Loss:  0.381
Epoch   9 Batch   76/78 - Train Accuracy:  0.852, Validation Accuracy:  0.866, Loss:  0.427
Epoch  10 Batch    0/78 - Train Accuracy:  0.856, Validation Accuracy:  0.876, Loss:  0.396
Epoch  10 Batch    1/78 - Train Accuracy:  0.862, Validation Accuracy:  0.876, Loss:  0.392
Epoch  10 Batch    2/78 - Train Accuracy:  0.895, Validation Accuracy:  0.881, Loss:  0.338
Epoch  10 Batch    3/78 - Train Accuracy:  0.865, Validation Accuracy:  0.867, Loss:  0.365
Epoch  10 Batch    4/78 - Train Accuracy:  0.877, Validation Accuracy:  0.865, Loss:  0.361
Epoch  10 Batch    5/78 - Train Accuracy:  0.879, Validation Accuracy:  0.876, Loss:  0.347
Epoch  10 Batch    6/78 - Train Accuracy:  0.876, Validation Accuracy:  0.876, Loss:  0.357
Epoch  10 Batch    7/78 - Train Accuracy:  0.867, Validation Accuracy:  0.876, Loss:  0.385
Epoch  10 Batch    8/78 - Train Accuracy:  0.876, Validation Accuracy:  0.882, Loss:  0.392
Epoch  10 Batch    9/78 - Train Accuracy:  0.907, Validation Accuracy:  0.871, Loss:  0.332
Epoch  10 Batch   10/78 - Train Accuracy:  0.869, Validation Accuracy:  0.875, Loss:  0.382
Epoch  10 Batch   11/78 - Train Accuracy:  0.852, Validation Accuracy:  0.869, Loss:  0.397
Epoch  10 Batch   12/78 - Train Accuracy:  0.863, Validation Accuracy:  0.866, Loss:  0.390
Epoch  10 Batch   13/78 - Train Accuracy:  0.877, Validation Accuracy:  0.862, Loss:  0.384
Epoch  10 Batch   14/78 - Train Accuracy:  0.907, Validation Accuracy:  0.866, Loss:  0.311
Epoch  10 Batch   15/78 - Train Accuracy:  0.887, Validation Accuracy:  0.874, Loss:  0.376
Epoch  10 Batch   16/78 - Train Accuracy:  0.904, Validation Accuracy:  0.874, Loss:  0.317
Epoch  10 Batch   17/78 - Train Accuracy:  0.882, Validation Accuracy:  0.873, Loss:  0.338
Epoch  10 Batch   18/78 - Train Accuracy:  0.856, Validation Accuracy:  0.871, Loss:  0.391
Epoch  10 Batch   19/78 - Train Accuracy:  0.893, Validation Accuracy:  0.872, Loss:  0.344
Epoch  10 Batch   20/78 - Train Accuracy:  0.902, Validation Accuracy:  0.869, Loss:  0.312
Epoch  10 Batch   21/78 - Train Accuracy:  0.852, Validation Accuracy:  0.873, Loss:  0.396
Epoch  10 Batch   22/78 - Train Accuracy:  0.867, Validation Accuracy:  0.873, Loss:  0.363
Epoch  10 Batch   23/78 - Train Accuracy:  0.903, Validation Accuracy:  0.878, Loss:  0.306
Epoch  10 Batch   24/78 - Train Accuracy:  0.895, Validation Accuracy:  0.876, Loss:  0.321
Epoch  10 Batch   25/78 - Train Accuracy:  0.874, Validation Accuracy:  0.879, Loss:  0.368
Epoch  10 Batch   26/78 - Train Accuracy:  0.877, Validation Accuracy:  0.879, Loss:  0.389
Epoch  10 Batch   27/78 - Train Accuracy:  0.898, Validation Accuracy:  0.872, Loss:  0.338
Epoch  10 Batch   28/78 - Train Accuracy:  0.874, Validation Accuracy:  0.871, Loss:  0.368
Epoch  10 Batch   29/78 - Train Accuracy:  0.877, Validation Accuracy:  0.875, Loss:  0.338
Epoch  10 Batch   30/78 - Train Accuracy:  0.874, Validation Accuracy:  0.866, Loss:  0.351
Epoch  10 Batch   31/78 - Train Accuracy:  0.888, Validation Accuracy:  0.863, Loss:  0.322
Epoch  10 Batch   32/78 - Train Accuracy:  0.860, Validation Accuracy:  0.869, Loss:  0.356
Epoch  10 Batch   33/78 - Train Accuracy:  0.872, Validation Accuracy:  0.877, Loss:  0.364
Epoch  10 Batch   34/78 - Train Accuracy:  0.872, Validation Accuracy:  0.875, Loss:  0.353
Epoch  10 Batch   35/78 - Train Accuracy:  0.864, Validation Accuracy:  0.875, Loss:  0.360
Epoch  10 Batch   36/78 - Train Accuracy:  0.878, Validation Accuracy:  0.881, Loss:  0.367
Epoch  10 Batch   37/78 - Train Accuracy:  0.857, Validation Accuracy:  0.883, Loss:  0.358
Epoch  10 Batch   38/78 - Train Accuracy:  0.872, Validation Accuracy:  0.885, Loss:  0.358
Epoch  10 Batch   39/78 - Train Accuracy:  0.873, Validation Accuracy:  0.877, Loss:  0.367
Epoch  10 Batch   40/78 - Train Accuracy:  0.878, Validation Accuracy:  0.888, Loss:  0.351
Epoch  10 Batch   41/78 - Train Accuracy:  0.872, Validation Accuracy:  0.887, Loss:  0.372
Epoch  10 Batch   42/78 - Train Accuracy:  0.893, Validation Accuracy:  0.894, Loss:  0.334
Epoch  10 Batch   43/78 - Train Accuracy:  0.850, Validation Accuracy:  0.885, Loss:  0.410
Epoch  10 Batch   44/78 - Train Accuracy:  0.890, Validation Accuracy:  0.890, Loss:  0.339
Epoch  10 Batch   45/78 - Train Accuracy:  0.876, Validation Accuracy:  0.882, Loss:  0.343
Epoch  10 Batch   46/78 - Train Accuracy:  0.863, Validation Accuracy:  0.873, Loss:  0.370
Epoch  10 Batch   47/78 - Train Accuracy:  0.890, Validation Accuracy:  0.871, Loss:  0.316
Epoch  10 Batch   48/78 - Train Accuracy:  0.894, Validation Accuracy:  0.872, Loss:  0.307
Epoch  10 Batch   49/78 - Train Accuracy:  0.872, Validation Accuracy:  0.867, Loss:  0.364
Epoch  10 Batch   50/78 - Train Accuracy:  0.829, Validation Accuracy:  0.869, Loss:  0.413
Epoch  10 Batch   51/78 - Train Accuracy:  0.885, Validation Accuracy:  0.867, Loss:  0.333
Epoch  10 Batch   52/78 - Train Accuracy:  0.883, Validation Accuracy:  0.873, Loss:  0.339
Epoch  10 Batch   53/78 - Train Accuracy:  0.872, Validation Accuracy:  0.874, Loss:  0.350
Epoch  10 Batch   54/78 - Train Accuracy:  0.882, Validation Accuracy:  0.877, Loss:  0.345
Epoch  10 Batch   55/78 - Train Accuracy:  0.877, Validation Accuracy:  0.874, Loss:  0.365
Epoch  10 Batch   56/78 - Train Accuracy:  0.865, Validation Accuracy:  0.876, Loss:  0.360
Epoch  10 Batch   57/78 - Train Accuracy:  0.878, Validation Accuracy:  0.877, Loss:  0.361
Epoch  10 Batch   58/78 - Train Accuracy:  0.860, Validation Accuracy:  0.871, Loss:  0.381
Epoch  10 Batch   59/78 - Train Accuracy:  0.848, Validation Accuracy:  0.879, Loss:  0.389
Epoch  10 Batch   60/78 - Train Accuracy:  0.890, Validation Accuracy:  0.883, Loss:  0.307
Epoch  10 Batch   61/78 - Train Accuracy:  0.878, Validation Accuracy:  0.874, Loss:  0.370
Epoch  10 Batch   62/78 - Train Accuracy:  0.902, Validation Accuracy:  0.869, Loss:  0.333
Epoch  10 Batch   63/78 - Train Accuracy:  0.895, Validation Accuracy:  0.866, Loss:  0.320
Epoch  10 Batch   64/78 - Train Accuracy:  0.881, Validation Accuracy:  0.876, Loss:  0.344
Epoch  10 Batch   65/78 - Train Accuracy:  0.879, Validation Accuracy:  0.868, Loss:  0.325
Epoch  10 Batch   66/78 - Train Accuracy:  0.900, Validation Accuracy:  0.875, Loss:  0.298
Epoch  10 Batch   67/78 - Train Accuracy:  0.902, Validation Accuracy:  0.879, Loss:  0.325
Epoch  10 Batch   68/78 - Train Accuracy:  0.888, Validation Accuracy:  0.884, Loss:  0.333
Epoch  10 Batch   69/78 - Train Accuracy:  0.891, Validation Accuracy:  0.879, Loss:  0.282
Epoch  10 Batch   70/78 - Train Accuracy:  0.865, Validation Accuracy:  0.882, Loss:  0.353
Epoch  10 Batch   71/78 - Train Accuracy:  0.903, Validation Accuracy:  0.886, Loss:  0.301
Epoch  10 Batch   72/78 - Train Accuracy:  0.882, Validation Accuracy:  0.876, Loss:  0.361
Epoch  10 Batch   73/78 - Train Accuracy:  0.863, Validation Accuracy:  0.875, Loss:  0.391
Epoch  10 Batch   74/78 - Train Accuracy:  0.885, Validation Accuracy:  0.885, Loss:  0.336
Epoch  10 Batch   75/78 - Train Accuracy:  0.878, Validation Accuracy:  0.883, Loss:  0.332
Epoch  10 Batch   76/78 - Train Accuracy:  0.869, Validation Accuracy:  0.879, Loss:  0.382
Epoch  11 Batch    0/78 - Train Accuracy:  0.868, Validation Accuracy:  0.882, Loss:  0.343
Epoch  11 Batch    1/78 - Train Accuracy:  0.876, Validation Accuracy:  0.888, Loss:  0.344
Epoch  11 Batch    2/78 - Train Accuracy:  0.906, Validation Accuracy:  0.893, Loss:  0.294
Epoch  11 Batch    3/78 - Train Accuracy:  0.882, Validation Accuracy:  0.888, Loss:  0.312
Epoch  11 Batch    4/78 - Train Accuracy:  0.892, Validation Accuracy:  0.894, Loss:  0.315
Epoch  11 Batch    5/78 - Train Accuracy:  0.895, Validation Accuracy:  0.890, Loss:  0.301
Epoch  11 Batch    6/78 - Train Accuracy:  0.897, Validation Accuracy:  0.888, Loss:  0.310
Epoch  11 Batch    7/78 - Train Accuracy:  0.869, Validation Accuracy:  0.888, Loss:  0.335
Epoch  11 Batch    8/78 - Train Accuracy:  0.877, Validation Accuracy:  0.886, Loss:  0.343
Epoch  11 Batch    9/78 - Train Accuracy:  0.912, Validation Accuracy:  0.887, Loss:  0.290
Epoch  11 Batch   10/78 - Train Accuracy:  0.895, Validation Accuracy:  0.886, Loss:  0.326
Epoch  11 Batch   11/78 - Train Accuracy:  0.867, Validation Accuracy:  0.882, Loss:  0.344
Epoch  11 Batch   12/78 - Train Accuracy:  0.891, Validation Accuracy:  0.884, Loss:  0.340
Epoch  11 Batch   13/78 - Train Accuracy:  0.883, Validation Accuracy:  0.886, Loss:  0.333
Epoch  11 Batch   14/78 - Train Accuracy:  0.914, Validation Accuracy:  0.887, Loss:  0.268
Epoch  11 Batch   15/78 - Train Accuracy:  0.887, Validation Accuracy:  0.884, Loss:  0.331
Epoch  11 Batch   16/78 - Train Accuracy:  0.913, Validation Accuracy:  0.885, Loss:  0.276
Epoch  11 Batch   17/78 - Train Accuracy:  0.903, Validation Accuracy:  0.887, Loss:  0.291
Epoch  11 Batch   18/78 - Train Accuracy:  0.865, Validation Accuracy:  0.892, Loss:  0.342
Epoch  11 Batch   19/78 - Train Accuracy:  0.907, Validation Accuracy:  0.885, Loss:  0.298
Epoch  11 Batch   20/78 - Train Accuracy:  0.910, Validation Accuracy:  0.890, Loss:  0.266
Epoch  11 Batch   21/78 - Train Accuracy:  0.875, Validation Accuracy:  0.892, Loss:  0.342
Epoch  11 Batch   22/78 - Train Accuracy:  0.883, Validation Accuracy:  0.892, Loss:  0.316
Epoch  11 Batch   23/78 - Train Accuracy:  0.896, Validation Accuracy:  0.891, Loss:  0.264
Epoch  11 Batch   24/78 - Train Accuracy:  0.904, Validation Accuracy:  0.884, Loss:  0.276
Epoch  11 Batch   25/78 - Train Accuracy:  0.893, Validation Accuracy:  0.890, Loss:  0.320
Epoch  11 Batch   26/78 - Train Accuracy:  0.883, Validation Accuracy:  0.890, Loss:  0.331
Epoch  11 Batch   27/78 - Train Accuracy:  0.910, Validation Accuracy:  0.896, Loss:  0.293
Epoch  11 Batch   28/78 - Train Accuracy:  0.894, Validation Accuracy:  0.895, Loss:  0.318
Epoch  11 Batch   29/78 - Train Accuracy:  0.882, Validation Accuracy:  0.890, Loss:  0.297
Epoch  11 Batch   30/78 - Train Accuracy:  0.879, Validation Accuracy:  0.890, Loss:  0.302
Epoch  11 Batch   31/78 - Train Accuracy:  0.900, Validation Accuracy:  0.884, Loss:  0.280
Epoch  11 Batch   32/78 - Train Accuracy:  0.879, Validation Accuracy:  0.887, Loss:  0.308
Epoch  11 Batch   33/78 - Train Accuracy:  0.881, Validation Accuracy:  0.888, Loss:  0.322
Epoch  11 Batch   34/78 - Train Accuracy:  0.891, Validation Accuracy:  0.895, Loss:  0.305
Epoch  11 Batch   35/78 - Train Accuracy:  0.886, Validation Accuracy:  0.887, Loss:  0.309
Epoch  11 Batch   36/78 - Train Accuracy:  0.890, Validation Accuracy:  0.885, Loss:  0.319
Epoch  11 Batch   37/78 - Train Accuracy:  0.867, Validation Accuracy:  0.892, Loss:  0.314
Epoch  11 Batch   38/78 - Train Accuracy:  0.885, Validation Accuracy:  0.896, Loss:  0.311
Epoch  11 Batch   39/78 - Train Accuracy:  0.878, Validation Accuracy:  0.888, Loss:  0.320
Epoch  11 Batch   40/78 - Train Accuracy:  0.893, Validation Accuracy:  0.892, Loss:  0.305
Epoch  11 Batch   41/78 - Train Accuracy:  0.885, Validation Accuracy:  0.897, Loss:  0.324
Epoch  11 Batch   42/78 - Train Accuracy:  0.901, Validation Accuracy:  0.900, Loss:  0.289
Epoch  11 Batch   43/78 - Train Accuracy:  0.860, Validation Accuracy:  0.896, Loss:  0.359
Epoch  11 Batch   44/78 - Train Accuracy:  0.900, Validation Accuracy:  0.898, Loss:  0.292
Epoch  11 Batch   45/78 - Train Accuracy:  0.873, Validation Accuracy:  0.898, Loss:  0.301
Epoch  11 Batch   46/78 - Train Accuracy:  0.878, Validation Accuracy:  0.895, Loss:  0.324
Epoch  11 Batch   47/78 - Train Accuracy:  0.900, Validation Accuracy:  0.884, Loss:  0.273
Epoch  11 Batch   48/78 - Train Accuracy:  0.905, Validation Accuracy:  0.883, Loss:  0.262
Epoch  11 Batch   49/78 - Train Accuracy:  0.884, Validation Accuracy:  0.884, Loss:  0.317
Epoch  11 Batch   50/78 - Train Accuracy:  0.856, Validation Accuracy:  0.891, Loss:  0.359
Epoch  11 Batch   51/78 - Train Accuracy:  0.903, Validation Accuracy:  0.887, Loss:  0.289
Epoch  11 Batch   52/78 - Train Accuracy:  0.894, Validation Accuracy:  0.885, Loss:  0.298
Epoch  11 Batch   53/78 - Train Accuracy:  0.877, Validation Accuracy:  0.886, Loss:  0.307
Epoch  11 Batch   54/78 - Train Accuracy:  0.885, Validation Accuracy:  0.887, Loss:  0.300
Epoch  11 Batch   55/78 - Train Accuracy:  0.884, Validation Accuracy:  0.886, Loss:  0.322
Epoch  11 Batch   56/78 - Train Accuracy:  0.873, Validation Accuracy:  0.884, Loss:  0.318
Epoch  11 Batch   57/78 - Train Accuracy:  0.896, Validation Accuracy:  0.884, Loss:  0.314
Epoch  11 Batch   58/78 - Train Accuracy:  0.869, Validation Accuracy:  0.890, Loss:  0.334
Epoch  11 Batch   59/78 - Train Accuracy:  0.867, Validation Accuracy:  0.898, Loss:  0.339
Epoch  11 Batch   60/78 - Train Accuracy:  0.893, Validation Accuracy:  0.893, Loss:  0.268
Epoch  11 Batch   61/78 - Train Accuracy:  0.900, Validation Accuracy:  0.887, Loss:  0.319
Epoch  11 Batch   62/78 - Train Accuracy:  0.905, Validation Accuracy:  0.893, Loss:  0.295
Epoch  11 Batch   63/78 - Train Accuracy:  0.905, Validation Accuracy:  0.891, Loss:  0.285
Epoch  11 Batch   64/78 - Train Accuracy:  0.891, Validation Accuracy:  0.888, Loss:  0.296
Epoch  11 Batch   65/78 - Train Accuracy:  0.884, Validation Accuracy:  0.891, Loss:  0.288
Epoch  11 Batch   66/78 - Train Accuracy:  0.904, Validation Accuracy:  0.885, Loss:  0.262
Epoch  11 Batch   67/78 - Train Accuracy:  0.910, Validation Accuracy:  0.886, Loss:  0.281
Epoch  11 Batch   68/78 - Train Accuracy:  0.911, Validation Accuracy:  0.890, Loss:  0.288
Epoch  11 Batch   69/78 - Train Accuracy:  0.896, Validation Accuracy:  0.895, Loss:  0.245
Epoch  11 Batch   70/78 - Train Accuracy:  0.881, Validation Accuracy:  0.894, Loss:  0.310
Epoch  11 Batch   71/78 - Train Accuracy:  0.919, Validation Accuracy:  0.892, Loss:  0.258
Epoch  11 Batch   72/78 - Train Accuracy:  0.891, Validation Accuracy:  0.891, Loss:  0.314
Epoch  11 Batch   73/78 - Train Accuracy:  0.866, Validation Accuracy:  0.890, Loss:  0.339
Epoch  11 Batch   74/78 - Train Accuracy:  0.906, Validation Accuracy:  0.894, Loss:  0.292
Epoch  11 Batch   75/78 - Train Accuracy:  0.894, Validation Accuracy:  0.890, Loss:  0.288
Epoch  11 Batch   76/78 - Train Accuracy:  0.883, Validation Accuracy:  0.897, Loss:  0.334
Epoch  12 Batch    0/78 - Train Accuracy:  0.884, Validation Accuracy:  0.893, Loss:  0.298
Epoch  12 Batch    1/78 - Train Accuracy:  0.886, Validation Accuracy:  0.895, Loss:  0.296
Epoch  12 Batch    2/78 - Train Accuracy:  0.917, Validation Accuracy:  0.892, Loss:  0.256
Epoch  12 Batch    3/78 - Train Accuracy:  0.892, Validation Accuracy:  0.890, Loss:  0.268
Epoch  12 Batch    4/78 - Train Accuracy:  0.904, Validation Accuracy:  0.902, Loss:  0.272
Epoch  12 Batch    5/78 - Train Accuracy:  0.905, Validation Accuracy:  0.895, Loss:  0.260
Epoch  12 Batch    6/78 - Train Accuracy:  0.904, Validation Accuracy:  0.896, Loss:  0.273
Epoch  12 Batch    7/78 - Train Accuracy:  0.890, Validation Accuracy:  0.890, Loss:  0.290
Epoch  12 Batch    8/78 - Train Accuracy:  0.890, Validation Accuracy:  0.892, Loss:  0.295
Epoch  12 Batch    9/78 - Train Accuracy:  0.923, Validation Accuracy:  0.895, Loss:  0.250
Epoch  12 Batch   10/78 - Train Accuracy:  0.913, Validation Accuracy:  0.893, Loss:  0.280
Epoch  12 Batch   11/78 - Train Accuracy:  0.885, Validation Accuracy:  0.892, Loss:  0.299
Epoch  12 Batch   12/78 - Train Accuracy:  0.893, Validation Accuracy:  0.892, Loss:  0.301
Epoch  12 Batch   13/78 - Train Accuracy:  0.896, Validation Accuracy:  0.890, Loss:  0.289
Epoch  12 Batch   14/78 - Train Accuracy:  0.925, Validation Accuracy:  0.887, Loss:  0.232
Epoch  12 Batch   15/78 - Train Accuracy:  0.894, Validation Accuracy:  0.883, Loss:  0.289
Epoch  12 Batch   16/78 - Train Accuracy:  0.925, Validation Accuracy:  0.890, Loss:  0.241
Epoch  12 Batch   17/78 - Train Accuracy:  0.906, Validation Accuracy:  0.893, Loss:  0.252
Epoch  12 Batch   18/78 - Train Accuracy:  0.877, Validation Accuracy:  0.890, Loss:  0.299
Epoch  12 Batch   19/78 - Train Accuracy:  0.913, Validation Accuracy:  0.895, Loss:  0.258
Epoch  12 Batch   20/78 - Train Accuracy:  0.926, Validation Accuracy:  0.894, Loss:  0.228
Epoch  12 Batch   21/78 - Train Accuracy:  0.884, Validation Accuracy:  0.892, Loss:  0.293
Epoch  12 Batch   22/78 - Train Accuracy:  0.888, Validation Accuracy:  0.894, Loss:  0.275
Epoch  12 Batch   23/78 - Train Accuracy:  0.920, Validation Accuracy:  0.887, Loss:  0.228
Epoch  12 Batch   24/78 - Train Accuracy:  0.917, Validation Accuracy:  0.888, Loss:  0.238
Epoch  12 Batch   25/78 - Train Accuracy:  0.900, Validation Accuracy:  0.895, Loss:  0.274
Epoch  12 Batch   26/78 - Train Accuracy:  0.893, Validation Accuracy:  0.898, Loss:  0.285
Epoch  12 Batch   27/78 - Train Accuracy:  0.922, Validation Accuracy:  0.900, Loss:  0.256
Epoch  12 Batch   28/78 - Train Accuracy:  0.896, Validation Accuracy:  0.907, Loss:  0.278
Epoch  12 Batch   29/78 - Train Accuracy:  0.890, Validation Accuracy:  0.905, Loss:  0.260
Epoch  12 Batch   30/78 - Train Accuracy:  0.897, Validation Accuracy:  0.901, Loss:  0.264
Epoch  12 Batch   31/78 - Train Accuracy:  0.917, Validation Accuracy:  0.895, Loss:  0.244
Epoch  12 Batch   32/78 - Train Accuracy:  0.894, Validation Accuracy:  0.894, Loss:  0.269
Epoch  12 Batch   33/78 - Train Accuracy:  0.892, Validation Accuracy:  0.897, Loss:  0.281
Epoch  12 Batch   34/78 - Train Accuracy:  0.902, Validation Accuracy:  0.896, Loss:  0.265
Epoch  12 Batch   35/78 - Train Accuracy:  0.900, Validation Accuracy:  0.897, Loss:  0.268
Epoch  12 Batch   36/78 - Train Accuracy:  0.883, Validation Accuracy:  0.897, Loss:  0.277
Epoch  12 Batch   37/78 - Train Accuracy:  0.869, Validation Accuracy:  0.896, Loss:  0.275
Epoch  12 Batch   38/78 - Train Accuracy:  0.898, Validation Accuracy:  0.892, Loss:  0.271
Epoch  12 Batch   39/78 - Train Accuracy:  0.885, Validation Accuracy:  0.892, Loss:  0.281
Epoch  12 Batch   40/78 - Train Accuracy:  0.900, Validation Accuracy:  0.887, Loss:  0.264
Epoch  12 Batch   41/78 - Train Accuracy:  0.903, Validation Accuracy:  0.894, Loss:  0.281
Epoch  12 Batch   42/78 - Train Accuracy:  0.904, Validation Accuracy:  0.906, Loss:  0.252
Epoch  12 Batch   43/78 - Train Accuracy:  0.876, Validation Accuracy:  0.894, Loss:  0.315
Epoch  12 Batch   44/78 - Train Accuracy:  0.902, Validation Accuracy:  0.897, Loss:  0.251
Epoch  12 Batch   45/78 - Train Accuracy:  0.885, Validation Accuracy:  0.891, Loss:  0.264
Epoch  12 Batch   46/78 - Train Accuracy:  0.883, Validation Accuracy:  0.891, Loss:  0.285
Epoch  12 Batch   47/78 - Train Accuracy:  0.902, Validation Accuracy:  0.892, Loss:  0.236
Epoch  12 Batch   48/78 - Train Accuracy:  0.926, Validation Accuracy:  0.888, Loss:  0.222
Epoch  12 Batch   49/78 - Train Accuracy:  0.907, Validation Accuracy:  0.892, Loss:  0.278
Epoch  12 Batch   50/78 - Train Accuracy:  0.872, Validation Accuracy:  0.894, Loss:  0.313
Epoch  12 Batch   51/78 - Train Accuracy:  0.914, Validation Accuracy:  0.900, Loss:  0.250
Epoch  12 Batch   52/78 - Train Accuracy:  0.906, Validation Accuracy:  0.892, Loss:  0.261
Epoch  12 Batch   53/78 - Train Accuracy:  0.884, Validation Accuracy:  0.898, Loss:  0.273
Epoch  12 Batch   54/78 - Train Accuracy:  0.896, Validation Accuracy:  0.902, Loss:  0.260
Epoch  12 Batch   55/78 - Train Accuracy:  0.886, Validation Accuracy:  0.902, Loss:  0.278
Epoch  12 Batch   56/78 - Train Accuracy:  0.881, Validation Accuracy:  0.896, Loss:  0.279
Epoch  12 Batch   57/78 - Train Accuracy:  0.897, Validation Accuracy:  0.895, Loss:  0.273
Epoch  12 Batch   58/78 - Train Accuracy:  0.875, Validation Accuracy:  0.901, Loss:  0.291
Epoch  12 Batch   59/78 - Train Accuracy:  0.885, Validation Accuracy:  0.903, Loss:  0.291
Epoch  12 Batch   60/78 - Train Accuracy:  0.910, Validation Accuracy:  0.902, Loss:  0.235
Epoch  12 Batch   61/78 - Train Accuracy:  0.915, Validation Accuracy:  0.894, Loss:  0.280
Epoch  12 Batch   62/78 - Train Accuracy:  0.904, Validation Accuracy:  0.898, Loss:  0.258
Epoch  12 Batch   63/78 - Train Accuracy:  0.906, Validation Accuracy:  0.898, Loss:  0.254
Epoch  12 Batch   64/78 - Train Accuracy:  0.895, Validation Accuracy:  0.890, Loss:  0.257
Epoch  12 Batch   65/78 - Train Accuracy:  0.893, Validation Accuracy:  0.890, Loss:  0.254
Epoch  12 Batch   66/78 - Train Accuracy:  0.902, Validation Accuracy:  0.893, Loss:  0.231
Epoch  12 Batch   67/78 - Train Accuracy:  0.920, Validation Accuracy:  0.901, Loss:  0.244
Epoch  12 Batch   68/78 - Train Accuracy:  0.924, Validation Accuracy:  0.900, Loss:  0.248
Epoch  12 Batch   69/78 - Train Accuracy:  0.911, Validation Accuracy:  0.896, Loss:  0.214
Epoch  12 Batch   70/78 - Train Accuracy:  0.887, Validation Accuracy:  0.900, Loss:  0.274
Epoch  12 Batch   71/78 - Train Accuracy:  0.926, Validation Accuracy:  0.904, Loss:  0.224
Epoch  12 Batch   72/78 - Train Accuracy:  0.893, Validation Accuracy:  0.894, Loss:  0.276
Epoch  12 Batch   73/78 - Train Accuracy:  0.883, Validation Accuracy:  0.897, Loss:  0.295
Epoch  12 Batch   74/78 - Train Accuracy:  0.908, Validation Accuracy:  0.906, Loss:  0.263
Epoch  12 Batch   75/78 - Train Accuracy:  0.908, Validation Accuracy:  0.895, Loss:  0.249
Epoch  12 Batch   76/78 - Train Accuracy:  0.900, Validation Accuracy:  0.895, Loss:  0.292
Epoch  13 Batch    0/78 - Train Accuracy:  0.903, Validation Accuracy:  0.903, Loss:  0.261
Epoch  13 Batch    1/78 - Train Accuracy:  0.911, Validation Accuracy:  0.897, Loss:  0.255
Epoch  13 Batch    2/78 - Train Accuracy:  0.910, Validation Accuracy:  0.901, Loss:  0.223
Epoch  13 Batch    3/78 - Train Accuracy:  0.900, Validation Accuracy:  0.897, Loss:  0.229
Epoch  13 Batch    4/78 - Train Accuracy:  0.907, Validation Accuracy:  0.894, Loss:  0.237
Epoch  13 Batch    5/78 - Train Accuracy:  0.921, Validation Accuracy:  0.900, Loss:  0.228
Epoch  13 Batch    6/78 - Train Accuracy:  0.917, Validation Accuracy:  0.898, Loss:  0.234
Epoch  13 Batch    7/78 - Train Accuracy:  0.886, Validation Accuracy:  0.902, Loss:  0.255
Epoch  13 Batch    8/78 - Train Accuracy:  0.901, Validation Accuracy:  0.905, Loss:  0.255
Epoch  13 Batch    9/78 - Train Accuracy:  0.922, Validation Accuracy:  0.898, Loss:  0.216
Epoch  13 Batch   10/78 - Train Accuracy:  0.915, Validation Accuracy:  0.903, Loss:  0.243
Epoch  13 Batch   11/78 - Train Accuracy:  0.892, Validation Accuracy:  0.908, Loss:  0.263
Epoch  13 Batch   12/78 - Train Accuracy:  0.905, Validation Accuracy:  0.908, Loss:  0.266
Epoch  13 Batch   13/78 - Train Accuracy:  0.910, Validation Accuracy:  0.905, Loss:  0.251
Epoch  13 Batch   14/78 - Train Accuracy:  0.927, Validation Accuracy:  0.902, Loss:  0.200
Epoch  13 Batch   15/78 - Train Accuracy:  0.910, Validation Accuracy:  0.902, Loss:  0.251
Epoch  13 Batch   16/78 - Train Accuracy:  0.931, Validation Accuracy:  0.911, Loss:  0.210
Epoch  13 Batch   17/78 - Train Accuracy:  0.902, Validation Accuracy:  0.901, Loss:  0.219
Epoch  13 Batch   18/78 - Train Accuracy:  0.891, Validation Accuracy:  0.897, Loss:  0.262
Epoch  13 Batch   19/78 - Train Accuracy:  0.905, Validation Accuracy:  0.895, Loss:  0.222
Epoch  13 Batch   20/78 - Train Accuracy:  0.934, Validation Accuracy:  0.896, Loss:  0.196
Epoch  13 Batch   21/78 - Train Accuracy:  0.890, Validation Accuracy:  0.896, Loss:  0.253
Epoch  13 Batch   22/78 - Train Accuracy:  0.913, Validation Accuracy:  0.893, Loss:  0.241
Epoch  13 Batch   23/78 - Train Accuracy:  0.924, Validation Accuracy:  0.893, Loss:  0.200
Epoch  13 Batch   24/78 - Train Accuracy:  0.921, Validation Accuracy:  0.891, Loss:  0.201
Epoch  13 Batch   25/78 - Train Accuracy:  0.915, Validation Accuracy:  0.896, Loss:  0.234
Epoch  13 Batch   26/78 - Train Accuracy:  0.900, Validation Accuracy:  0.902, Loss:  0.251
Epoch  13 Batch   27/78 - Train Accuracy:  0.916, Validation Accuracy:  0.904, Loss:  0.221
Epoch  13 Batch   28/78 - Train Accuracy:  0.906, Validation Accuracy:  0.914, Loss:  0.249
Epoch  13 Batch   29/78 - Train Accuracy:  0.890, Validation Accuracy:  0.908, Loss:  0.228
Epoch  13 Batch   30/78 - Train Accuracy:  0.905, Validation Accuracy:  0.901, Loss:  0.231
Epoch  13 Batch   31/78 - Train Accuracy:  0.922, Validation Accuracy:  0.906, Loss:  0.213
Epoch  13 Batch   32/78 - Train Accuracy:  0.907, Validation Accuracy:  0.904, Loss:  0.232
Epoch  13 Batch   33/78 - Train Accuracy:  0.905, Validation Accuracy:  0.903, Loss:  0.247
Epoch  13 Batch   34/78 - Train Accuracy:  0.919, Validation Accuracy:  0.914, Loss:  0.233
Epoch  13 Batch   35/78 - Train Accuracy:  0.924, Validation Accuracy:  0.906, Loss:  0.231
Epoch  13 Batch   36/78 - Train Accuracy:  0.905, Validation Accuracy:  0.913, Loss:  0.242
Epoch  13 Batch   37/78 - Train Accuracy:  0.888, Validation Accuracy:  0.905, Loss:  0.241
Epoch  13 Batch   38/78 - Train Accuracy:  0.908, Validation Accuracy:  0.906, Loss:  0.232
Epoch  13 Batch   39/78 - Train Accuracy:  0.905, Validation Accuracy:  0.910, Loss:  0.250
Epoch  13 Batch   40/78 - Train Accuracy:  0.915, Validation Accuracy:  0.908, Loss:  0.225
Epoch  13 Batch   41/78 - Train Accuracy:  0.904, Validation Accuracy:  0.911, Loss:  0.242
Epoch  13 Batch   42/78 - Train Accuracy:  0.913, Validation Accuracy:  0.908, Loss:  0.216
Epoch  13 Batch   43/78 - Train Accuracy:  0.887, Validation Accuracy:  0.907, Loss:  0.275
Epoch  13 Batch   44/78 - Train Accuracy:  0.913, Validation Accuracy:  0.901, Loss:  0.217
Epoch  13 Batch   45/78 - Train Accuracy:  0.891, Validation Accuracy:  0.908, Loss:  0.232
Epoch  13 Batch   46/78 - Train Accuracy:  0.887, Validation Accuracy:  0.902, Loss:  0.244
Epoch  13 Batch   47/78 - Train Accuracy:  0.903, Validation Accuracy:  0.904, Loss:  0.208
Epoch  13 Batch   48/78 - Train Accuracy:  0.934, Validation Accuracy:  0.901, Loss:  0.189
Epoch  13 Batch   49/78 - Train Accuracy:  0.905, Validation Accuracy:  0.897, Loss:  0.237
Epoch  13 Batch   50/78 - Train Accuracy:  0.893, Validation Accuracy:  0.910, Loss:  0.273
Epoch  13 Batch   51/78 - Train Accuracy:  0.927, Validation Accuracy:  0.905, Loss:  0.216
Epoch  13 Batch   52/78 - Train Accuracy:  0.917, Validation Accuracy:  0.911, Loss:  0.224
Epoch  13 Batch   53/78 - Train Accuracy:  0.892, Validation Accuracy:  0.900, Loss:  0.237
Epoch  13 Batch   54/78 - Train Accuracy:  0.908, Validation Accuracy:  0.897, Loss:  0.227
Epoch  13 Batch   55/78 - Train Accuracy:  0.904, Validation Accuracy:  0.905, Loss:  0.240
Epoch  13 Batch   56/78 - Train Accuracy:  0.896, Validation Accuracy:  0.908, Loss:  0.241
Epoch  13 Batch   57/78 - Train Accuracy:  0.900, Validation Accuracy:  0.900, Loss:  0.234
Epoch  13 Batch   58/78 - Train Accuracy:  0.897, Validation Accuracy:  0.906, Loss:  0.254
Epoch  13 Batch   59/78 - Train Accuracy:  0.906, Validation Accuracy:  0.908, Loss:  0.246
Epoch  13 Batch   60/78 - Train Accuracy:  0.911, Validation Accuracy:  0.908, Loss:  0.205
Epoch  13 Batch   61/78 - Train Accuracy:  0.920, Validation Accuracy:  0.905, Loss:  0.241
Epoch  13 Batch   62/78 - Train Accuracy:  0.915, Validation Accuracy:  0.900, Loss:  0.227
Epoch  13 Batch   63/78 - Train Accuracy:  0.911, Validation Accuracy:  0.903, Loss:  0.218
Epoch  13 Batch   64/78 - Train Accuracy:  0.904, Validation Accuracy:  0.898, Loss:  0.220
Epoch  13 Batch   65/78 - Train Accuracy:  0.893, Validation Accuracy:  0.902, Loss:  0.224
Epoch  13 Batch   66/78 - Train Accuracy:  0.912, Validation Accuracy:  0.897, Loss:  0.193
Epoch  13 Batch   67/78 - Train Accuracy:  0.930, Validation Accuracy:  0.903, Loss:  0.206
Epoch  13 Batch   68/78 - Train Accuracy:  0.931, Validation Accuracy:  0.916, Loss:  0.215
Epoch  13 Batch   69/78 - Train Accuracy:  0.913, Validation Accuracy:  0.912, Loss:  0.181
Epoch  13 Batch   70/78 - Train Accuracy:  0.904, Validation Accuracy:  0.907, Loss:  0.237
Epoch  13 Batch   71/78 - Train Accuracy:  0.943, Validation Accuracy:  0.911, Loss:  0.187
Epoch  13 Batch   72/78 - Train Accuracy:  0.916, Validation Accuracy:  0.906, Loss:  0.239
Epoch  13 Batch   73/78 - Train Accuracy:  0.901, Validation Accuracy:  0.907, Loss:  0.252
Epoch  13 Batch   74/78 - Train Accuracy:  0.919, Validation Accuracy:  0.906, Loss:  0.215
Epoch  13 Batch   75/78 - Train Accuracy:  0.922, Validation Accuracy:  0.910, Loss:  0.216
Epoch  13 Batch   76/78 - Train Accuracy:  0.905, Validation Accuracy:  0.907, Loss:  0.240
Epoch  14 Batch    0/78 - Train Accuracy:  0.912, Validation Accuracy:  0.912, Loss:  0.221
Epoch  14 Batch    1/78 - Train Accuracy:  0.936, Validation Accuracy:  0.905, Loss:  0.213
Epoch  14 Batch    2/78 - Train Accuracy:  0.923, Validation Accuracy:  0.904, Loss:  0.189
Epoch  14 Batch    3/78 - Train Accuracy:  0.921, Validation Accuracy:  0.913, Loss:  0.204
Epoch  14 Batch    4/78 - Train Accuracy:  0.921, Validation Accuracy:  0.905, Loss:  0.200
Epoch  14 Batch    5/78 - Train Accuracy:  0.927, Validation Accuracy:  0.900, Loss:  0.195
Epoch  14 Batch    6/78 - Train Accuracy:  0.933, Validation Accuracy:  0.914, Loss:  0.200
Epoch  14 Batch    7/78 - Train Accuracy:  0.898, Validation Accuracy:  0.910, Loss:  0.220
Epoch  14 Batch    8/78 - Train Accuracy:  0.914, Validation Accuracy:  0.910, Loss:  0.220
Epoch  14 Batch    9/78 - Train Accuracy:  0.930, Validation Accuracy:  0.914, Loss:  0.190
Epoch  14 Batch   10/78 - Train Accuracy:  0.923, Validation Accuracy:  0.911, Loss:  0.206
Epoch  14 Batch   11/78 - Train Accuracy:  0.907, Validation Accuracy:  0.912, Loss:  0.233
Epoch  14 Batch   12/78 - Train Accuracy:  0.910, Validation Accuracy:  0.910, Loss:  0.230
Epoch  14 Batch   13/78 - Train Accuracy:  0.929, Validation Accuracy:  0.914, Loss:  0.215
Epoch  14 Batch   14/78 - Train Accuracy:  0.929, Validation Accuracy:  0.917, Loss:  0.171
Epoch  14 Batch   15/78 - Train Accuracy:  0.915, Validation Accuracy:  0.919, Loss:  0.219
Epoch  14 Batch   16/78 - Train Accuracy:  0.923, Validation Accuracy:  0.919, Loss:  0.185
Epoch  14 Batch   17/78 - Train Accuracy:  0.923, Validation Accuracy:  0.907, Loss:  0.194
Epoch  14 Batch   18/78 - Train Accuracy:  0.906, Validation Accuracy:  0.910, Loss:  0.222
Epoch  14 Batch   19/78 - Train Accuracy:  0.925, Validation Accuracy:  0.910, Loss:  0.192
Epoch  14 Batch   20/78 - Train Accuracy:  0.946, Validation Accuracy:  0.905, Loss:  0.167
Epoch  14 Batch   21/78 - Train Accuracy:  0.897, Validation Accuracy:  0.911, Loss:  0.218
Epoch  14 Batch   22/78 - Train Accuracy:  0.908, Validation Accuracy:  0.907, Loss:  0.209
Epoch  14 Batch   23/78 - Train Accuracy:  0.935, Validation Accuracy:  0.902, Loss:  0.167
Epoch  14 Batch   24/78 - Train Accuracy:  0.938, Validation Accuracy:  0.911, Loss:  0.172
Epoch  14 Batch   25/78 - Train Accuracy:  0.930, Validation Accuracy:  0.907, Loss:  0.198
Epoch  14 Batch   26/78 - Train Accuracy:  0.898, Validation Accuracy:  0.910, Loss:  0.208
Epoch  14 Batch   27/78 - Train Accuracy:  0.927, Validation Accuracy:  0.914, Loss:  0.191
Epoch  14 Batch   28/78 - Train Accuracy:  0.924, Validation Accuracy:  0.917, Loss:  0.208
Epoch  14 Batch   29/78 - Train Accuracy:  0.917, Validation Accuracy:  0.924, Loss:  0.196
Epoch  14 Batch   30/78 - Train Accuracy:  0.923, Validation Accuracy:  0.920, Loss:  0.196
Epoch  14 Batch   31/78 - Train Accuracy:  0.929, Validation Accuracy:  0.917, Loss:  0.178
Epoch  14 Batch   32/78 - Train Accuracy:  0.923, Validation Accuracy:  0.910, Loss:  0.202
Epoch  14 Batch   33/78 - Train Accuracy:  0.917, Validation Accuracy:  0.916, Loss:  0.214
Epoch  14 Batch   34/78 - Train Accuracy:  0.921, Validation Accuracy:  0.911, Loss:  0.197
Epoch  14 Batch   35/78 - Train Accuracy:  0.939, Validation Accuracy:  0.916, Loss:  0.201
Epoch  14 Batch   36/78 - Train Accuracy:  0.917, Validation Accuracy:  0.914, Loss:  0.207
Epoch  14 Batch   37/78 - Train Accuracy:  0.898, Validation Accuracy:  0.915, Loss:  0.209
Epoch  14 Batch   38/78 - Train Accuracy:  0.925, Validation Accuracy:  0.916, Loss:  0.197
Epoch  14 Batch   39/78 - Train Accuracy:  0.904, Validation Accuracy:  0.916, Loss:  0.212
Epoch  14 Batch   40/78 - Train Accuracy:  0.929, Validation Accuracy:  0.912, Loss:  0.191
Epoch  14 Batch   41/78 - Train Accuracy:  0.925, Validation Accuracy:  0.914, Loss:  0.208
Epoch  14 Batch   42/78 - Train Accuracy:  0.919, Validation Accuracy:  0.917, Loss:  0.185
Epoch  14 Batch   43/78 - Train Accuracy:  0.897, Validation Accuracy:  0.919, Loss:  0.240
Epoch  14 Batch   44/78 - Train Accuracy:  0.925, Validation Accuracy:  0.905, Loss:  0.184
Epoch  14 Batch   45/78 - Train Accuracy:  0.898, Validation Accuracy:  0.908, Loss:  0.202
Epoch  14 Batch   46/78 - Train Accuracy:  0.900, Validation Accuracy:  0.912, Loss:  0.207
Epoch  14 Batch   47/78 - Train Accuracy:  0.923, Validation Accuracy:  0.907, Loss:  0.176
Epoch  14 Batch   48/78 - Train Accuracy:  0.946, Validation Accuracy:  0.903, Loss:  0.162
Epoch  14 Batch   49/78 - Train Accuracy:  0.906, Validation Accuracy:  0.902, Loss:  0.204
Epoch  14 Batch   50/78 - Train Accuracy:  0.896, Validation Accuracy:  0.904, Loss:  0.235
Epoch  14 Batch   51/78 - Train Accuracy:  0.927, Validation Accuracy:  0.903, Loss:  0.187
Epoch  14 Batch   52/78 - Train Accuracy:  0.924, Validation Accuracy:  0.905, Loss:  0.193
Epoch  14 Batch   53/78 - Train Accuracy:  0.904, Validation Accuracy:  0.906, Loss:  0.202
Epoch  14 Batch   54/78 - Train Accuracy:  0.925, Validation Accuracy:  0.907, Loss:  0.200
Epoch  14 Batch   55/78 - Train Accuracy:  0.913, Validation Accuracy:  0.904, Loss:  0.207
Epoch  14 Batch   56/78 - Train Accuracy:  0.907, Validation Accuracy:  0.903, Loss:  0.209
Epoch  14 Batch   57/78 - Train Accuracy:  0.919, Validation Accuracy:  0.906, Loss:  0.201
Epoch  14 Batch   58/78 - Train Accuracy:  0.914, Validation Accuracy:  0.908, Loss:  0.219
Epoch  14 Batch   59/78 - Train Accuracy:  0.904, Validation Accuracy:  0.908, Loss:  0.210
Epoch  14 Batch   60/78 - Train Accuracy:  0.911, Validation Accuracy:  0.906, Loss:  0.179
Epoch  14 Batch   61/78 - Train Accuracy:  0.929, Validation Accuracy:  0.907, Loss:  0.209
Epoch  14 Batch   62/78 - Train Accuracy:  0.925, Validation Accuracy:  0.908, Loss:  0.197
Epoch  14 Batch   63/78 - Train Accuracy:  0.917, Validation Accuracy:  0.911, Loss:  0.188
Epoch  14 Batch   64/78 - Train Accuracy:  0.929, Validation Accuracy:  0.916, Loss:  0.188
Epoch  14 Batch   65/78 - Train Accuracy:  0.913, Validation Accuracy:  0.920, Loss:  0.193
Epoch  14 Batch   66/78 - Train Accuracy:  0.925, Validation Accuracy:  0.911, Loss:  0.166
Epoch  14 Batch   67/78 - Train Accuracy:  0.935, Validation Accuracy:  0.921, Loss:  0.174
Epoch  14 Batch   68/78 - Train Accuracy:  0.933, Validation Accuracy:  0.925, Loss:  0.183
Epoch  14 Batch   69/78 - Train Accuracy:  0.936, Validation Accuracy:  0.920, Loss:  0.157
Epoch  14 Batch   70/78 - Train Accuracy:  0.914, Validation Accuracy:  0.919, Loss:  0.204
Epoch  14 Batch   71/78 - Train Accuracy:  0.951, Validation Accuracy:  0.917, Loss:  0.160
Epoch  14 Batch   72/78 - Train Accuracy:  0.925, Validation Accuracy:  0.917, Loss:  0.206
Epoch  14 Batch   73/78 - Train Accuracy:  0.923, Validation Accuracy:  0.910, Loss:  0.217
Epoch  14 Batch   74/78 - Train Accuracy:  0.933, Validation Accuracy:  0.913, Loss:  0.184
Epoch  14 Batch   75/78 - Train Accuracy:  0.933, Validation Accuracy:  0.920, Loss:  0.185
Epoch  14 Batch   76/78 - Train Accuracy:  0.920, Validation Accuracy:  0.922, Loss:  0.204
Epoch  15 Batch    0/78 - Train Accuracy:  0.930, Validation Accuracy:  0.920, Loss:  0.190
Epoch  15 Batch    1/78 - Train Accuracy:  0.942, Validation Accuracy:  0.917, Loss:  0.180
Epoch  15 Batch    2/78 - Train Accuracy:  0.926, Validation Accuracy:  0.920, Loss:  0.161
Epoch  15 Batch    3/78 - Train Accuracy:  0.925, Validation Accuracy:  0.922, Loss:  0.177
Epoch  15 Batch    4/78 - Train Accuracy:  0.935, Validation Accuracy:  0.921, Loss:  0.173
Epoch  15 Batch    5/78 - Train Accuracy:  0.945, Validation Accuracy:  0.921, Loss:  0.165
Epoch  15 Batch    6/78 - Train Accuracy:  0.942, Validation Accuracy:  0.925, Loss:  0.170
Epoch  15 Batch    7/78 - Train Accuracy:  0.911, Validation Accuracy:  0.921, Loss:  0.194
Epoch  15 Batch    8/78 - Train Accuracy:  0.935, Validation Accuracy:  0.914, Loss:  0.188
Epoch  15 Batch    9/78 - Train Accuracy:  0.939, Validation Accuracy:  0.924, Loss:  0.166
Epoch  15 Batch   10/78 - Train Accuracy:  0.940, Validation Accuracy:  0.916, Loss:  0.178
Epoch  15 Batch   11/78 - Train Accuracy:  0.925, Validation Accuracy:  0.920, Loss:  0.201
Epoch  15 Batch   12/78 - Train Accuracy:  0.910, Validation Accuracy:  0.916, Loss:  0.201
Epoch  15 Batch   13/78 - Train Accuracy:  0.936, Validation Accuracy:  0.922, Loss:  0.185
Epoch  15 Batch   14/78 - Train Accuracy:  0.941, Validation Accuracy:  0.917, Loss:  0.146
Epoch  15 Batch   15/78 - Train Accuracy:  0.927, Validation Accuracy:  0.927, Loss:  0.193
Epoch  15 Batch   16/78 - Train Accuracy:  0.933, Validation Accuracy:  0.926, Loss:  0.159
Epoch  15 Batch   17/78 - Train Accuracy:  0.923, Validation Accuracy:  0.927, Loss:  0.170
Epoch  15 Batch   18/78 - Train Accuracy:  0.924, Validation Accuracy:  0.926, Loss:  0.192
Epoch  15 Batch   19/78 - Train Accuracy:  0.931, Validation Accuracy:  0.922, Loss:  0.167
Epoch  15 Batch   20/78 - Train Accuracy:  0.950, Validation Accuracy:  0.924, Loss:  0.145
Epoch  15 Batch   21/78 - Train Accuracy:  0.911, Validation Accuracy:  0.929, Loss:  0.191
Epoch  15 Batch   22/78 - Train Accuracy:  0.907, Validation Accuracy:  0.924, Loss:  0.180
Epoch  15 Batch   23/78 - Train Accuracy:  0.944, Validation Accuracy:  0.923, Loss:  0.144
Epoch  15 Batch   24/78 - Train Accuracy:  0.944, Validation Accuracy:  0.917, Loss:  0.148
Epoch  15 Batch   25/78 - Train Accuracy:  0.936, Validation Accuracy:  0.919, Loss:  0.169
Epoch  15 Batch   26/78 - Train Accuracy:  0.905, Validation Accuracy:  0.915, Loss:  0.178
Epoch  15 Batch   27/78 - Train Accuracy:  0.945, Validation Accuracy:  0.913, Loss:  0.167
Epoch  15 Batch   28/78 - Train Accuracy:  0.933, Validation Accuracy:  0.927, Loss:  0.180
Epoch  15 Batch   29/78 - Train Accuracy:  0.929, Validation Accuracy:  0.927, Loss:  0.170
Epoch  15 Batch   30/78 - Train Accuracy:  0.941, Validation Accuracy:  0.926, Loss:  0.169
Epoch  15 Batch   31/78 - Train Accuracy:  0.929, Validation Accuracy:  0.925, Loss:  0.152
Epoch  15 Batch   32/78 - Train Accuracy:  0.936, Validation Accuracy:  0.924, Loss:  0.175
Epoch  15 Batch   33/78 - Train Accuracy:  0.933, Validation Accuracy:  0.923, Loss:  0.184
Epoch  15 Batch   34/78 - Train Accuracy:  0.926, Validation Accuracy:  0.916, Loss:  0.171
Epoch  15 Batch   35/78 - Train Accuracy:  0.946, Validation Accuracy:  0.923, Loss:  0.174
Epoch  15 Batch   36/78 - Train Accuracy:  0.931, Validation Accuracy:  0.924, Loss:  0.178
Epoch  15 Batch   37/78 - Train Accuracy:  0.910, Validation Accuracy:  0.921, Loss:  0.181
Epoch  15 Batch   38/78 - Train Accuracy:  0.941, Validation Accuracy:  0.922, Loss:  0.168
Epoch  15 Batch   39/78 - Train Accuracy:  0.926, Validation Accuracy:  0.921, Loss:  0.183
Epoch  15 Batch   40/78 - Train Accuracy:  0.936, Validation Accuracy:  0.921, Loss:  0.163
Epoch  15 Batch   41/78 - Train Accuracy:  0.938, Validation Accuracy:  0.920, Loss:  0.178
Epoch  15 Batch   42/78 - Train Accuracy:  0.929, Validation Accuracy:  0.921, Loss:  0.160
Epoch  15 Batch   43/78 - Train Accuracy:  0.910, Validation Accuracy:  0.920, Loss:  0.204
Epoch  15 Batch   44/78 - Train Accuracy:  0.927, Validation Accuracy:  0.912, Loss:  0.158
Epoch  15 Batch   45/78 - Train Accuracy:  0.915, Validation Accuracy:  0.915, Loss:  0.176
Epoch  15 Batch   46/78 - Train Accuracy:  0.913, Validation Accuracy:  0.922, Loss:  0.179
Epoch  15 Batch   47/78 - Train Accuracy:  0.930, Validation Accuracy:  0.921, Loss:  0.150
Epoch  15 Batch   48/78 - Train Accuracy:  0.956, Validation Accuracy:  0.925, Loss:  0.138
Epoch  15 Batch   49/78 - Train Accuracy:  0.924, Validation Accuracy:  0.917, Loss:  0.175
Epoch  15 Batch   50/78 - Train Accuracy:  0.916, Validation Accuracy:  0.917, Loss:  0.203
Epoch  15 Batch   51/78 - Train Accuracy:  0.936, Validation Accuracy:  0.910, Loss:  0.161
Epoch  15 Batch   52/78 - Train Accuracy:  0.929, Validation Accuracy:  0.917, Loss:  0.166
Epoch  15 Batch   53/78 - Train Accuracy:  0.919, Validation Accuracy:  0.919, Loss:  0.173
Epoch  15 Batch   54/78 - Train Accuracy:  0.925, Validation Accuracy:  0.919, Loss:  0.175
Epoch  15 Batch   55/78 - Train Accuracy:  0.907, Validation Accuracy:  0.924, Loss:  0.179
Epoch  15 Batch   56/78 - Train Accuracy:  0.907, Validation Accuracy:  0.923, Loss:  0.180
Epoch  15 Batch   57/78 - Train Accuracy:  0.938, Validation Accuracy:  0.924, Loss:  0.172
Epoch  15 Batch   58/78 - Train Accuracy:  0.914, Validation Accuracy:  0.917, Loss:  0.190
Epoch  15 Batch   59/78 - Train Accuracy:  0.921, Validation Accuracy:  0.921, Loss:  0.182
Epoch  15 Batch   60/78 - Train Accuracy:  0.916, Validation Accuracy:  0.924, Loss:  0.156
Epoch  15 Batch   61/78 - Train Accuracy:  0.941, Validation Accuracy:  0.922, Loss:  0.181
Epoch  15 Batch   62/78 - Train Accuracy:  0.945, Validation Accuracy:  0.923, Loss:  0.172
Epoch  15 Batch   63/78 - Train Accuracy:  0.924, Validation Accuracy:  0.923, Loss:  0.162
Epoch  15 Batch   64/78 - Train Accuracy:  0.939, Validation Accuracy:  0.917, Loss:  0.163
Epoch  15 Batch   65/78 - Train Accuracy:  0.939, Validation Accuracy:  0.923, Loss:  0.169
Epoch  15 Batch   66/78 - Train Accuracy:  0.940, Validation Accuracy:  0.923, Loss:  0.143
Epoch  15 Batch   67/78 - Train Accuracy:  0.938, Validation Accuracy:  0.917, Loss:  0.148
Epoch  15 Batch   68/78 - Train Accuracy:  0.933, Validation Accuracy:  0.927, Loss:  0.159
Epoch  15 Batch   69/78 - Train Accuracy:  0.942, Validation Accuracy:  0.926, Loss:  0.136
Epoch  15 Batch   70/78 - Train Accuracy:  0.935, Validation Accuracy:  0.923, Loss:  0.179
Epoch  15 Batch   71/78 - Train Accuracy:  0.967, Validation Accuracy:  0.927, Loss:  0.137
Epoch  15 Batch   72/78 - Train Accuracy:  0.932, Validation Accuracy:  0.929, Loss:  0.176
Epoch  15 Batch   73/78 - Train Accuracy:  0.926, Validation Accuracy:  0.921, Loss:  0.188
Epoch  15 Batch   74/78 - Train Accuracy:  0.944, Validation Accuracy:  0.924, Loss:  0.157
Epoch  15 Batch   75/78 - Train Accuracy:  0.945, Validation Accuracy:  0.921, Loss:  0.157
Epoch  15 Batch   76/78 - Train Accuracy:  0.929, Validation Accuracy:  0.924, Loss:  0.174
Epoch  16 Batch    0/78 - Train Accuracy:  0.930, Validation Accuracy:  0.921, Loss:  0.162
Epoch  16 Batch    1/78 - Train Accuracy:  0.941, Validation Accuracy:  0.920, Loss:  0.154
Epoch  16 Batch    2/78 - Train Accuracy:  0.933, Validation Accuracy:  0.921, Loss:  0.139
Epoch  16 Batch    3/78 - Train Accuracy:  0.945, Validation Accuracy:  0.925, Loss:  0.149
Epoch  16 Batch    4/78 - Train Accuracy:  0.939, Validation Accuracy:  0.927, Loss:  0.151
Epoch  16 Batch    5/78 - Train Accuracy:  0.950, Validation Accuracy:  0.929, Loss:  0.140
Epoch  16 Batch    6/78 - Train Accuracy:  0.952, Validation Accuracy:  0.929, Loss:  0.144
Epoch  16 Batch    7/78 - Train Accuracy:  0.925, Validation Accuracy:  0.935, Loss:  0.170
Epoch  16 Batch    8/78 - Train Accuracy:  0.936, Validation Accuracy:  0.924, Loss:  0.161
Epoch  16 Batch    9/78 - Train Accuracy:  0.941, Validation Accuracy:  0.926, Loss:  0.143
Epoch  16 Batch   10/78 - Train Accuracy:  0.958, Validation Accuracy:  0.931, Loss:  0.155
Epoch  16 Batch   11/78 - Train Accuracy:  0.935, Validation Accuracy:  0.932, Loss:  0.173
Epoch  16 Batch   12/78 - Train Accuracy:  0.925, Validation Accuracy:  0.935, Loss:  0.176
Epoch  16 Batch   13/78 - Train Accuracy:  0.946, Validation Accuracy:  0.926, Loss:  0.159
Epoch  16 Batch   14/78 - Train Accuracy:  0.946, Validation Accuracy:  0.924, Loss:  0.124
Epoch  16 Batch   15/78 - Train Accuracy:  0.940, Validation Accuracy:  0.929, Loss:  0.167
Epoch  16 Batch   16/78 - Train Accuracy:  0.946, Validation Accuracy:  0.930, Loss:  0.137
Epoch  16 Batch   17/78 - Train Accuracy:  0.942, Validation Accuracy:  0.921, Loss:  0.145
Epoch  16 Batch   18/78 - Train Accuracy:  0.936, Validation Accuracy:  0.924, Loss:  0.167
Epoch  16 Batch   19/78 - Train Accuracy:  0.940, Validation Accuracy:  0.925, Loss:  0.146
Epoch  16 Batch   20/78 - Train Accuracy:  0.955, Validation Accuracy:  0.924, Loss:  0.123
Epoch  16 Batch   21/78 - Train Accuracy:  0.912, Validation Accuracy:  0.929, Loss:  0.166
Epoch  16 Batch   22/78 - Train Accuracy:  0.924, Validation Accuracy:  0.936, Loss:  0.154
Epoch  16 Batch   23/78 - Train Accuracy:  0.959, Validation Accuracy:  0.933, Loss:  0.122
Epoch  16 Batch   24/78 - Train Accuracy:  0.952, Validation Accuracy:  0.929, Loss:  0.127
Epoch  16 Batch   25/78 - Train Accuracy:  0.942, Validation Accuracy:  0.925, Loss:  0.144
Epoch  16 Batch   26/78 - Train Accuracy:  0.914, Validation Accuracy:  0.924, Loss:  0.154
Epoch  16 Batch   27/78 - Train Accuracy:  0.952, Validation Accuracy:  0.925, Loss:  0.145
Epoch  16 Batch   28/78 - Train Accuracy:  0.941, Validation Accuracy:  0.927, Loss:  0.156
Epoch  16 Batch   29/78 - Train Accuracy:  0.935, Validation Accuracy:  0.930, Loss:  0.150
Epoch  16 Batch   30/78 - Train Accuracy:  0.945, Validation Accuracy:  0.936, Loss:  0.146
Epoch  16 Batch   31/78 - Train Accuracy:  0.941, Validation Accuracy:  0.934, Loss:  0.131
Epoch  16 Batch   32/78 - Train Accuracy:  0.958, Validation Accuracy:  0.934, Loss:  0.153
Epoch  16 Batch   33/78 - Train Accuracy:  0.934, Validation Accuracy:  0.926, Loss:  0.159
Epoch  16 Batch   34/78 - Train Accuracy:  0.930, Validation Accuracy:  0.932, Loss:  0.149
Epoch  16 Batch   35/78 - Train Accuracy:  0.955, Validation Accuracy:  0.927, Loss:  0.152
Epoch  16 Batch   36/78 - Train Accuracy:  0.936, Validation Accuracy:  0.932, Loss:  0.154
Epoch  16 Batch   37/78 - Train Accuracy:  0.915, Validation Accuracy:  0.922, Loss:  0.159
Epoch  16 Batch   38/78 - Train Accuracy:  0.954, Validation Accuracy:  0.932, Loss:  0.143
Epoch  16 Batch   39/78 - Train Accuracy:  0.936, Validation Accuracy:  0.933, Loss:  0.159
Epoch  16 Batch   40/78 - Train Accuracy:  0.946, Validation Accuracy:  0.930, Loss:  0.140
Epoch  16 Batch   41/78 - Train Accuracy:  0.934, Validation Accuracy:  0.926, Loss:  0.154
Epoch  16 Batch   42/78 - Train Accuracy:  0.926, Validation Accuracy:  0.927, Loss:  0.138
Epoch  16 Batch   43/78 - Train Accuracy:  0.931, Validation Accuracy:  0.931, Loss:  0.176
Epoch  16 Batch   44/78 - Train Accuracy:  0.941, Validation Accuracy:  0.927, Loss:  0.137
Epoch  16 Batch   45/78 - Train Accuracy:  0.926, Validation Accuracy:  0.929, Loss:  0.155
Epoch  16 Batch   46/78 - Train Accuracy:  0.920, Validation Accuracy:  0.925, Loss:  0.155
Epoch  16 Batch   47/78 - Train Accuracy:  0.938, Validation Accuracy:  0.929, Loss:  0.128
Epoch  16 Batch   48/78 - Train Accuracy:  0.962, Validation Accuracy:  0.933, Loss:  0.119
Epoch  16 Batch   49/78 - Train Accuracy:  0.944, Validation Accuracy:  0.931, Loss:  0.152
Epoch  16 Batch   50/78 - Train Accuracy:  0.931, Validation Accuracy:  0.930, Loss:  0.176
Epoch  16 Batch   51/78 - Train Accuracy:  0.946, Validation Accuracy:  0.932, Loss:  0.139
Epoch  16 Batch   52/78 - Train Accuracy:  0.935, Validation Accuracy:  0.927, Loss:  0.145
Epoch  16 Batch   53/78 - Train Accuracy:  0.926, Validation Accuracy:  0.927, Loss:  0.150
Epoch  16 Batch   54/78 - Train Accuracy:  0.924, Validation Accuracy:  0.931, Loss:  0.152
Epoch  16 Batch   55/78 - Train Accuracy:  0.919, Validation Accuracy:  0.930, Loss:  0.155
Epoch  16 Batch   56/78 - Train Accuracy:  0.915, Validation Accuracy:  0.930, Loss:  0.157
Epoch  16 Batch   57/78 - Train Accuracy:  0.951, Validation Accuracy:  0.934, Loss:  0.148
Epoch  16 Batch   58/78 - Train Accuracy:  0.927, Validation Accuracy:  0.935, Loss:  0.166
Epoch  16 Batch   59/78 - Train Accuracy:  0.931, Validation Accuracy:  0.931, Loss:  0.159
Epoch  16 Batch   60/78 - Train Accuracy:  0.935, Validation Accuracy:  0.929, Loss:  0.137
Epoch  16 Batch   61/78 - Train Accuracy:  0.951, Validation Accuracy:  0.933, Loss:  0.158
Epoch  16 Batch   62/78 - Train Accuracy:  0.944, Validation Accuracy:  0.926, Loss:  0.151
Epoch  16 Batch   63/78 - Train Accuracy:  0.941, Validation Accuracy:  0.920, Loss:  0.139
Epoch  16 Batch   64/78 - Train Accuracy:  0.939, Validation Accuracy:  0.925, Loss:  0.143
Epoch  16 Batch   65/78 - Train Accuracy:  0.936, Validation Accuracy:  0.929, Loss:  0.150
Epoch  16 Batch   66/78 - Train Accuracy:  0.952, Validation Accuracy:  0.932, Loss:  0.124
Epoch  16 Batch   67/78 - Train Accuracy:  0.953, Validation Accuracy:  0.936, Loss:  0.127
Epoch  16 Batch   68/78 - Train Accuracy:  0.941, Validation Accuracy:  0.936, Loss:  0.139
Epoch  16 Batch   69/78 - Train Accuracy:  0.956, Validation Accuracy:  0.932, Loss:  0.119
Epoch  16 Batch   70/78 - Train Accuracy:  0.936, Validation Accuracy:  0.931, Loss:  0.155
Epoch  16 Batch   71/78 - Train Accuracy:  0.968, Validation Accuracy:  0.930, Loss:  0.119
Epoch  16 Batch   72/78 - Train Accuracy:  0.939, Validation Accuracy:  0.927, Loss:  0.151
Epoch  16 Batch   73/78 - Train Accuracy:  0.935, Validation Accuracy:  0.933, Loss:  0.165
Epoch  16 Batch   74/78 - Train Accuracy:  0.952, Validation Accuracy:  0.934, Loss:  0.138
Epoch  16 Batch   75/78 - Train Accuracy:  0.958, Validation Accuracy:  0.935, Loss:  0.134
Epoch  16 Batch   76/78 - Train Accuracy:  0.943, Validation Accuracy:  0.931, Loss:  0.147
Epoch  17 Batch    0/78 - Train Accuracy:  0.946, Validation Accuracy:  0.932, Loss:  0.141
Epoch  17 Batch    1/78 - Train Accuracy:  0.944, Validation Accuracy:  0.930, Loss:  0.133
Epoch  17 Batch    2/78 - Train Accuracy:  0.936, Validation Accuracy:  0.931, Loss:  0.120
Epoch  17 Batch    3/78 - Train Accuracy:  0.956, Validation Accuracy:  0.935, Loss:  0.125
Epoch  17 Batch    4/78 - Train Accuracy:  0.949, Validation Accuracy:  0.934, Loss:  0.129
Epoch  17 Batch    5/78 - Train Accuracy:  0.959, Validation Accuracy:  0.940, Loss:  0.122
Epoch  17 Batch    6/78 - Train Accuracy:  0.953, Validation Accuracy:  0.934, Loss:  0.125
Epoch  17 Batch    7/78 - Train Accuracy:  0.942, Validation Accuracy:  0.935, Loss:  0.147
Epoch  17 Batch    8/78 - Train Accuracy:  0.954, Validation Accuracy:  0.931, Loss:  0.138
Epoch  17 Batch    9/78 - Train Accuracy:  0.944, Validation Accuracy:  0.932, Loss:  0.124
Epoch  17 Batch   10/78 - Train Accuracy:  0.959, Validation Accuracy:  0.933, Loss:  0.132
Epoch  17 Batch   11/78 - Train Accuracy:  0.941, Validation Accuracy:  0.933, Loss:  0.150
Epoch  17 Batch   12/78 - Train Accuracy:  0.941, Validation Accuracy:  0.931, Loss:  0.154
Epoch  17 Batch   13/78 - Train Accuracy:  0.955, Validation Accuracy:  0.939, Loss:  0.136
Epoch  17 Batch   14/78 - Train Accuracy:  0.960, Validation Accuracy:  0.936, Loss:  0.106
Epoch  17 Batch   15/78 - Train Accuracy:  0.943, Validation Accuracy:  0.936, Loss:  0.140
Epoch  17 Batch   16/78 - Train Accuracy:  0.949, Validation Accuracy:  0.930, Loss:  0.119
Epoch  17 Batch   17/78 - Train Accuracy:  0.956, Validation Accuracy:  0.933, Loss:  0.125
Epoch  17 Batch   18/78 - Train Accuracy:  0.944, Validation Accuracy:  0.927, Loss:  0.143
Epoch  17 Batch   19/78 - Train Accuracy:  0.946, Validation Accuracy:  0.925, Loss:  0.129
Epoch  17 Batch   20/78 - Train Accuracy:  0.956, Validation Accuracy:  0.933, Loss:  0.105
Epoch  17 Batch   21/78 - Train Accuracy:  0.921, Validation Accuracy:  0.936, Loss:  0.141
Epoch  17 Batch   22/78 - Train Accuracy:  0.940, Validation Accuracy:  0.935, Loss:  0.133
Epoch  17 Batch   23/78 - Train Accuracy:  0.967, Validation Accuracy:  0.941, Loss:  0.104
Epoch  17 Batch   24/78 - Train Accuracy:  0.959, Validation Accuracy:  0.939, Loss:  0.106
Epoch  17 Batch   25/78 - Train Accuracy:  0.959, Validation Accuracy:  0.941, Loss:  0.128
Epoch  17 Batch   26/78 - Train Accuracy:  0.927, Validation Accuracy:  0.933, Loss:  0.136
Epoch  17 Batch   27/78 - Train Accuracy:  0.954, Validation Accuracy:  0.938, Loss:  0.125
Epoch  17 Batch   28/78 - Train Accuracy:  0.953, Validation Accuracy:  0.931, Loss:  0.137
Epoch  17 Batch   29/78 - Train Accuracy:  0.952, Validation Accuracy:  0.938, Loss:  0.135
Epoch  17 Batch   30/78 - Train Accuracy:  0.946, Validation Accuracy:  0.939, Loss:  0.128
Epoch  17 Batch   31/78 - Train Accuracy:  0.952, Validation Accuracy:  0.940, Loss:  0.112
Epoch  17 Batch   32/78 - Train Accuracy:  0.954, Validation Accuracy:  0.936, Loss:  0.137
Epoch  17 Batch   33/78 - Train Accuracy:  0.938, Validation Accuracy:  0.939, Loss:  0.143
Epoch  17 Batch   34/78 - Train Accuracy:  0.939, Validation Accuracy:  0.936, Loss:  0.130
Epoch  17 Batch   35/78 - Train Accuracy:  0.955, Validation Accuracy:  0.930, Loss:  0.137
Epoch  17 Batch   36/78 - Train Accuracy:  0.945, Validation Accuracy:  0.934, Loss:  0.136
Epoch  17 Batch   37/78 - Train Accuracy:  0.919, Validation Accuracy:  0.933, Loss:  0.142
Epoch  17 Batch   38/78 - Train Accuracy:  0.955, Validation Accuracy:  0.934, Loss:  0.123
Epoch  17 Batch   39/78 - Train Accuracy:  0.948, Validation Accuracy:  0.930, Loss:  0.140
Epoch  17 Batch   40/78 - Train Accuracy:  0.956, Validation Accuracy:  0.927, Loss:  0.122
Epoch  17 Batch   41/78 - Train Accuracy:  0.946, Validation Accuracy:  0.929, Loss:  0.135
Epoch  17 Batch   42/78 - Train Accuracy:  0.940, Validation Accuracy:  0.923, Loss:  0.120
Epoch  17 Batch   43/78 - Train Accuracy:  0.939, Validation Accuracy:  0.935, Loss:  0.152
Epoch  17 Batch   44/78 - Train Accuracy:  0.951, Validation Accuracy:  0.936, Loss:  0.122
Epoch  17 Batch   45/78 - Train Accuracy:  0.932, Validation Accuracy:  0.946, Loss:  0.137
Epoch  17 Batch   46/78 - Train Accuracy:  0.921, Validation Accuracy:  0.936, Loss:  0.136
Epoch  17 Batch   47/78 - Train Accuracy:  0.943, Validation Accuracy:  0.941, Loss:  0.113
Epoch  17 Batch   48/78 - Train Accuracy:  0.970, Validation Accuracy:  0.931, Loss:  0.104
Epoch  17 Batch   49/78 - Train Accuracy:  0.955, Validation Accuracy:  0.929, Loss:  0.134
Epoch  17 Batch   50/78 - Train Accuracy:  0.944, Validation Accuracy:  0.932, Loss:  0.154
Epoch  17 Batch   51/78 - Train Accuracy:  0.959, Validation Accuracy:  0.935, Loss:  0.122
Epoch  17 Batch   52/78 - Train Accuracy:  0.954, Validation Accuracy:  0.931, Loss:  0.127
Epoch  17 Batch   53/78 - Train Accuracy:  0.953, Validation Accuracy:  0.926, Loss:  0.131
Epoch  17 Batch   54/78 - Train Accuracy:  0.936, Validation Accuracy:  0.926, Loss:  0.134
Epoch  17 Batch   55/78 - Train Accuracy:  0.943, Validation Accuracy:  0.922, Loss:  0.135
Epoch  17 Batch   56/78 - Train Accuracy:  0.925, Validation Accuracy:  0.929, Loss:  0.138
Epoch  17 Batch   57/78 - Train Accuracy:  0.955, Validation Accuracy:  0.934, Loss:  0.131
Epoch  17 Batch   58/78 - Train Accuracy:  0.932, Validation Accuracy:  0.939, Loss:  0.146
Epoch  17 Batch   59/78 - Train Accuracy:  0.935, Validation Accuracy:  0.939, Loss:  0.139
Epoch  17 Batch   60/78 - Train Accuracy:  0.942, Validation Accuracy:  0.935, Loss:  0.122
Epoch  17 Batch   61/78 - Train Accuracy:  0.951, Validation Accuracy:  0.936, Loss:  0.139
Epoch  17 Batch   62/78 - Train Accuracy:  0.951, Validation Accuracy:  0.933, Loss:  0.135
Epoch  17 Batch   63/78 - Train Accuracy:  0.946, Validation Accuracy:  0.925, Loss:  0.121
Epoch  17 Batch   64/78 - Train Accuracy:  0.949, Validation Accuracy:  0.931, Loss:  0.126
Epoch  17 Batch   65/78 - Train Accuracy:  0.948, Validation Accuracy:  0.927, Loss:  0.133
Epoch  17 Batch   66/78 - Train Accuracy:  0.959, Validation Accuracy:  0.931, Loss:  0.109
Epoch  17 Batch   67/78 - Train Accuracy:  0.956, Validation Accuracy:  0.942, Loss:  0.110
Epoch  17 Batch   68/78 - Train Accuracy:  0.952, Validation Accuracy:  0.951, Loss:  0.122
Epoch  17 Batch   69/78 - Train Accuracy:  0.955, Validation Accuracy:  0.948, Loss:  0.106
Epoch  17 Batch   70/78 - Train Accuracy:  0.945, Validation Accuracy:  0.941, Loss:  0.136
Epoch  17 Batch   71/78 - Train Accuracy:  0.970, Validation Accuracy:  0.942, Loss:  0.104
Epoch  17 Batch   72/78 - Train Accuracy:  0.949, Validation Accuracy:  0.943, Loss:  0.133
Epoch  17 Batch   73/78 - Train Accuracy:  0.940, Validation Accuracy:  0.939, Loss:  0.145
Epoch  17 Batch   74/78 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.120
Epoch  17 Batch   75/78 - Train Accuracy:  0.959, Validation Accuracy:  0.942, Loss:  0.116
Epoch  17 Batch   76/78 - Train Accuracy:  0.950, Validation Accuracy:  0.943, Loss:  0.128
Epoch  18 Batch    0/78 - Train Accuracy:  0.952, Validation Accuracy:  0.946, Loss:  0.125
Epoch  18 Batch    1/78 - Train Accuracy:  0.950, Validation Accuracy:  0.941, Loss:  0.117
Epoch  18 Batch    2/78 - Train Accuracy:  0.948, Validation Accuracy:  0.944, Loss:  0.106
Epoch  18 Batch    3/78 - Train Accuracy:  0.962, Validation Accuracy:  0.943, Loss:  0.108
Epoch  18 Batch    4/78 - Train Accuracy:  0.954, Validation Accuracy:  0.942, Loss:  0.113
Epoch  18 Batch    5/78 - Train Accuracy:  0.959, Validation Accuracy:  0.945, Loss:  0.107
Epoch  18 Batch    6/78 - Train Accuracy:  0.951, Validation Accuracy:  0.948, Loss:  0.109
Epoch  18 Batch    7/78 - Train Accuracy:  0.946, Validation Accuracy:  0.941, Loss:  0.130
Epoch  18 Batch    8/78 - Train Accuracy:  0.965, Validation Accuracy:  0.939, Loss:  0.120
Epoch  18 Batch    9/78 - Train Accuracy:  0.951, Validation Accuracy:  0.934, Loss:  0.111
Epoch  18 Batch   10/78 - Train Accuracy:  0.961, Validation Accuracy:  0.931, Loss:  0.114
Epoch  18 Batch   11/78 - Train Accuracy:  0.948, Validation Accuracy:  0.935, Loss:  0.132
Epoch  18 Batch   12/78 - Train Accuracy:  0.949, Validation Accuracy:  0.939, Loss:  0.135
Epoch  18 Batch   13/78 - Train Accuracy:  0.960, Validation Accuracy:  0.936, Loss:  0.118
Epoch  18 Batch   14/78 - Train Accuracy:  0.968, Validation Accuracy:  0.940, Loss:  0.092
Epoch  18 Batch   15/78 - Train Accuracy:  0.949, Validation Accuracy:  0.941, Loss:  0.124
Epoch  18 Batch   16/78 - Train Accuracy:  0.960, Validation Accuracy:  0.938, Loss:  0.105
Epoch  18 Batch   17/78 - Train Accuracy:  0.955, Validation Accuracy:  0.939, Loss:  0.110
Epoch  18 Batch   18/78 - Train Accuracy:  0.951, Validation Accuracy:  0.939, Loss:  0.123
Epoch  18 Batch   19/78 - Train Accuracy:  0.953, Validation Accuracy:  0.942, Loss:  0.114
Epoch  18 Batch   20/78 - Train Accuracy:  0.963, Validation Accuracy:  0.941, Loss:  0.092
Epoch  18 Batch   21/78 - Train Accuracy:  0.941, Validation Accuracy:  0.948, Loss:  0.124
Epoch  18 Batch   22/78 - Train Accuracy:  0.948, Validation Accuracy:  0.942, Loss:  0.115
Epoch  18 Batch   23/78 - Train Accuracy:  0.975, Validation Accuracy:  0.946, Loss:  0.089
Epoch  18 Batch   24/78 - Train Accuracy:  0.965, Validation Accuracy:  0.943, Loss:  0.092
Epoch  18 Batch   25/78 - Train Accuracy:  0.965, Validation Accuracy:  0.945, Loss:  0.113
Epoch  18 Batch   26/78 - Train Accuracy:  0.926, Validation Accuracy:  0.950, Loss:  0.121
Epoch  18 Batch   27/78 - Train Accuracy:  0.962, Validation Accuracy:  0.948, Loss:  0.107
Epoch  18 Batch   28/78 - Train Accuracy:  0.963, Validation Accuracy:  0.948, Loss:  0.118
Epoch  18 Batch   29/78 - Train Accuracy:  0.951, Validation Accuracy:  0.942, Loss:  0.119
Epoch  18 Batch   30/78 - Train Accuracy:  0.959, Validation Accuracy:  0.935, Loss:  0.114
Epoch  18 Batch   31/78 - Train Accuracy:  0.969, Validation Accuracy:  0.939, Loss:  0.097
Epoch  18 Batch   32/78 - Train Accuracy:  0.953, Validation Accuracy:  0.944, Loss:  0.119
Epoch  18 Batch   33/78 - Train Accuracy:  0.939, Validation Accuracy:  0.946, Loss:  0.126
Epoch  18 Batch   34/78 - Train Accuracy:  0.936, Validation Accuracy:  0.944, Loss:  0.116
Epoch  18 Batch   35/78 - Train Accuracy:  0.956, Validation Accuracy:  0.944, Loss:  0.119
Epoch  18 Batch   36/78 - Train Accuracy:  0.952, Validation Accuracy:  0.944, Loss:  0.121
Epoch  18 Batch   37/78 - Train Accuracy:  0.942, Validation Accuracy:  0.936, Loss:  0.124
Epoch  18 Batch   38/78 - Train Accuracy:  0.964, Validation Accuracy:  0.939, Loss:  0.106
Epoch  18 Batch   39/78 - Train Accuracy:  0.946, Validation Accuracy:  0.933, Loss:  0.124
Epoch  18 Batch   40/78 - Train Accuracy:  0.971, Validation Accuracy:  0.929, Loss:  0.106
Epoch  18 Batch   41/78 - Train Accuracy:  0.959, Validation Accuracy:  0.935, Loss:  0.117
Epoch  18 Batch   42/78 - Train Accuracy:  0.943, Validation Accuracy:  0.942, Loss:  0.105
Epoch  18 Batch   43/78 - Train Accuracy:  0.946, Validation Accuracy:  0.936, Loss:  0.130
Epoch  18 Batch   44/78 - Train Accuracy:  0.959, Validation Accuracy:  0.940, Loss:  0.106
Epoch  18 Batch   45/78 - Train Accuracy:  0.938, Validation Accuracy:  0.943, Loss:  0.122
Epoch  18 Batch   46/78 - Train Accuracy:  0.952, Validation Accuracy:  0.946, Loss:  0.120
Epoch  18 Batch   47/78 - Train Accuracy:  0.948, Validation Accuracy:  0.940, Loss:  0.098
Epoch  18 Batch   48/78 - Train Accuracy:  0.974, Validation Accuracy:  0.939, Loss:  0.090
Epoch  18 Batch   49/78 - Train Accuracy:  0.961, Validation Accuracy:  0.940, Loss:  0.118
Epoch  18 Batch   50/78 - Train Accuracy:  0.964, Validation Accuracy:  0.945, Loss:  0.136
Epoch  18 Batch   51/78 - Train Accuracy:  0.960, Validation Accuracy:  0.948, Loss:  0.109
Epoch  18 Batch   52/78 - Train Accuracy:  0.958, Validation Accuracy:  0.939, Loss:  0.111
Epoch  18 Batch   53/78 - Train Accuracy:  0.956, Validation Accuracy:  0.935, Loss:  0.115
Epoch  18 Batch   54/78 - Train Accuracy:  0.948, Validation Accuracy:  0.933, Loss:  0.119
Epoch  18 Batch   55/78 - Train Accuracy:  0.943, Validation Accuracy:  0.930, Loss:  0.121
Epoch  18 Batch   56/78 - Train Accuracy:  0.935, Validation Accuracy:  0.940, Loss:  0.121
Epoch  18 Batch   57/78 - Train Accuracy:  0.963, Validation Accuracy:  0.935, Loss:  0.117
Epoch  18 Batch   58/78 - Train Accuracy:  0.941, Validation Accuracy:  0.941, Loss:  0.130
Epoch  18 Batch   59/78 - Train Accuracy:  0.930, Validation Accuracy:  0.945, Loss:  0.125
Epoch  18 Batch   60/78 - Train Accuracy:  0.941, Validation Accuracy:  0.946, Loss:  0.110
Epoch  18 Batch   61/78 - Train Accuracy:  0.956, Validation Accuracy:  0.943, Loss:  0.122
Epoch  18 Batch   62/78 - Train Accuracy:  0.951, Validation Accuracy:  0.939, Loss:  0.121
Epoch  18 Batch   63/78 - Train Accuracy:  0.955, Validation Accuracy:  0.942, Loss:  0.107
Epoch  18 Batch   64/78 - Train Accuracy:  0.948, Validation Accuracy:  0.938, Loss:  0.115
Epoch  18 Batch   65/78 - Train Accuracy:  0.945, Validation Accuracy:  0.941, Loss:  0.119
Epoch  18 Batch   66/78 - Train Accuracy:  0.967, Validation Accuracy:  0.946, Loss:  0.099
Epoch  18 Batch   67/78 - Train Accuracy:  0.958, Validation Accuracy:  0.949, Loss:  0.099
Epoch  18 Batch   68/78 - Train Accuracy:  0.959, Validation Accuracy:  0.949, Loss:  0.109
Epoch  18 Batch   69/78 - Train Accuracy:  0.958, Validation Accuracy:  0.951, Loss:  0.096
Epoch  18 Batch   70/78 - Train Accuracy:  0.952, Validation Accuracy:  0.951, Loss:  0.123
Epoch  18 Batch   71/78 - Train Accuracy:  0.973, Validation Accuracy:  0.946, Loss:  0.094
Epoch  18 Batch   72/78 - Train Accuracy:  0.952, Validation Accuracy:  0.952, Loss:  0.120
Epoch  18 Batch   73/78 - Train Accuracy:  0.943, Validation Accuracy:  0.954, Loss:  0.132
Epoch  18 Batch   74/78 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.105
Epoch  18 Batch   75/78 - Train Accuracy:  0.952, Validation Accuracy:  0.955, Loss:  0.104
Epoch  18 Batch   76/78 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.115
Epoch  19 Batch    0/78 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.112
Epoch  19 Batch    1/78 - Train Accuracy:  0.962, Validation Accuracy:  0.948, Loss:  0.105
Epoch  19 Batch    2/78 - Train Accuracy:  0.960, Validation Accuracy:  0.948, Loss:  0.095
Epoch  19 Batch    3/78 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.097
Epoch  19 Batch    4/78 - Train Accuracy:  0.956, Validation Accuracy:  0.949, Loss:  0.100
Epoch  19 Batch    5/78 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.098
Epoch  19 Batch    6/78 - Train Accuracy:  0.955, Validation Accuracy:  0.945, Loss:  0.098
Epoch  19 Batch    7/78 - Train Accuracy:  0.943, Validation Accuracy:  0.946, Loss:  0.117
Epoch  19 Batch    8/78 - Train Accuracy:  0.972, Validation Accuracy:  0.943, Loss:  0.106
Epoch  19 Batch    9/78 - Train Accuracy:  0.952, Validation Accuracy:  0.935, Loss:  0.102
Epoch  19 Batch   10/78 - Train Accuracy:  0.972, Validation Accuracy:  0.936, Loss:  0.101
Epoch  19 Batch   11/78 - Train Accuracy:  0.950, Validation Accuracy:  0.940, Loss:  0.120
Epoch  19 Batch   12/78 - Train Accuracy:  0.955, Validation Accuracy:  0.945, Loss:  0.122
Epoch  19 Batch   13/78 - Train Accuracy:  0.964, Validation Accuracy:  0.938, Loss:  0.103
Epoch  19 Batch   14/78 - Train Accuracy:  0.971, Validation Accuracy:  0.934, Loss:  0.081
Epoch  19 Batch   15/78 - Train Accuracy:  0.960, Validation Accuracy:  0.941, Loss:  0.113
Epoch  19 Batch   16/78 - Train Accuracy:  0.961, Validation Accuracy:  0.940, Loss:  0.093
Epoch  19 Batch   17/78 - Train Accuracy:  0.958, Validation Accuracy:  0.938, Loss:  0.098
Epoch  19 Batch   18/78 - Train Accuracy:  0.969, Validation Accuracy:  0.938, Loss:  0.110
Epoch  19 Batch   19/78 - Train Accuracy:  0.950, Validation Accuracy:  0.949, Loss:  0.103
Epoch  19 Batch   20/78 - Train Accuracy:  0.977, Validation Accuracy:  0.941, Loss:  0.081
Epoch  19 Batch   21/78 - Train Accuracy:  0.951, Validation Accuracy:  0.949, Loss:  0.112
Epoch  19 Batch   22/78 - Train Accuracy:  0.955, Validation Accuracy:  0.950, Loss:  0.102
Epoch  19 Batch   23/78 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.078
Epoch  19 Batch   24/78 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.082
Epoch  19 Batch   25/78 - Train Accuracy:  0.977, Validation Accuracy:  0.953, Loss:  0.100
Epoch  19 Batch   26/78 - Train Accuracy:  0.943, Validation Accuracy:  0.952, Loss:  0.109
Epoch  19 Batch   27/78 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.094
Epoch  19 Batch   28/78 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.103
Epoch  19 Batch   29/78 - Train Accuracy:  0.956, Validation Accuracy:  0.949, Loss:  0.106
Epoch  19 Batch   30/78 - Train Accuracy:  0.955, Validation Accuracy:  0.948, Loss:  0.103
Epoch  19 Batch   31/78 - Train Accuracy:  0.969, Validation Accuracy:  0.944, Loss:  0.086
Epoch  19 Batch   32/78 - Train Accuracy:  0.958, Validation Accuracy:  0.945, Loss:  0.106
Epoch  19 Batch   33/78 - Train Accuracy:  0.942, Validation Accuracy:  0.948, Loss:  0.112
Epoch  19 Batch   34/78 - Train Accuracy:  0.954, Validation Accuracy:  0.949, Loss:  0.104
Epoch  19 Batch   35/78 - Train Accuracy:  0.960, Validation Accuracy:  0.949, Loss:  0.107
Epoch  19 Batch   36/78 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.106
Epoch  19 Batch   37/78 - Train Accuracy:  0.948, Validation Accuracy:  0.944, Loss:  0.109
Epoch  19 Batch   38/78 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.093
Epoch  19 Batch   39/78 - Train Accuracy:  0.948, Validation Accuracy:  0.941, Loss:  0.112
Epoch  19 Batch   40/78 - Train Accuracy:  0.979, Validation Accuracy:  0.942, Loss:  0.092
Epoch  19 Batch   41/78 - Train Accuracy:  0.961, Validation Accuracy:  0.936, Loss:  0.102
Epoch  19 Batch   42/78 - Train Accuracy:  0.952, Validation Accuracy:  0.942, Loss:  0.093
Epoch  19 Batch   43/78 - Train Accuracy:  0.963, Validation Accuracy:  0.941, Loss:  0.115
Epoch  19 Batch   44/78 - Train Accuracy:  0.962, Validation Accuracy:  0.940, Loss:  0.091
Epoch  19 Batch   45/78 - Train Accuracy:  0.944, Validation Accuracy:  0.939, Loss:  0.107
Epoch  19 Batch   46/78 - Train Accuracy:  0.956, Validation Accuracy:  0.948, Loss:  0.108
Epoch  19 Batch   47/78 - Train Accuracy:  0.964, Validation Accuracy:  0.948, Loss:  0.085
Epoch  19 Batch   48/78 - Train Accuracy:  0.981, Validation Accuracy:  0.942, Loss:  0.078
Epoch  19 Batch   49/78 - Train Accuracy:  0.968, Validation Accuracy:  0.943, Loss:  0.103
Epoch  19 Batch   50/78 - Train Accuracy:  0.962, Validation Accuracy:  0.946, Loss:  0.119
Epoch  19 Batch   51/78 - Train Accuracy:  0.963, Validation Accuracy:  0.950, Loss:  0.096
Epoch  19 Batch   52/78 - Train Accuracy:  0.959, Validation Accuracy:  0.951, Loss:  0.098
Epoch  19 Batch   53/78 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.101
Epoch  19 Batch   54/78 - Train Accuracy:  0.944, Validation Accuracy:  0.953, Loss:  0.105
Epoch  19 Batch   55/78 - Train Accuracy:  0.955, Validation Accuracy:  0.946, Loss:  0.108
Epoch  19 Batch   56/78 - Train Accuracy:  0.943, Validation Accuracy:  0.950, Loss:  0.108
Epoch  19 Batch   57/78 - Train Accuracy:  0.970, Validation Accuracy:  0.948, Loss:  0.101
Epoch  19 Batch   58/78 - Train Accuracy:  0.942, Validation Accuracy:  0.952, Loss:  0.116
Epoch  19 Batch   59/78 - Train Accuracy:  0.948, Validation Accuracy:  0.944, Loss:  0.112
Epoch  19 Batch   60/78 - Train Accuracy:  0.948, Validation Accuracy:  0.953, Loss:  0.096
Epoch  19 Batch   61/78 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.109
Epoch  19 Batch   62/78 - Train Accuracy:  0.950, Validation Accuracy:  0.958, Loss:  0.106
Epoch  19 Batch   63/78 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.092
Epoch  19 Batch   64/78 - Train Accuracy:  0.956, Validation Accuracy:  0.948, Loss:  0.104
Epoch  19 Batch   65/78 - Train Accuracy:  0.958, Validation Accuracy:  0.945, Loss:  0.104
Epoch  19 Batch   66/78 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.086
Epoch  19 Batch   67/78 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.089
Epoch  19 Batch   68/78 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.099
Epoch  19 Batch   69/78 - Train Accuracy:  0.952, Validation Accuracy:  0.952, Loss:  0.086
Epoch  19 Batch   70/78 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.110
Epoch  19 Batch   71/78 - Train Accuracy:  0.982, Validation Accuracy:  0.953, Loss:  0.084
Epoch  19 Batch   72/78 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.105
Epoch  19 Batch   73/78 - Train Accuracy:  0.943, Validation Accuracy:  0.958, Loss:  0.118
Epoch  19 Batch   74/78 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.092
Epoch  19 Batch   75/78 - Train Accuracy:  0.951, Validation Accuracy:  0.959, Loss:  0.093
Epoch  19 Batch   76/78 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.102
Epoch  20 Batch    0/78 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.103
Epoch  20 Batch    1/78 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.090
Epoch  20 Batch    2/78 - Train Accuracy:  0.973, Validation Accuracy:  0.950, Loss:  0.085
Epoch  20 Batch    3/78 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.091
Epoch  20 Batch    4/78 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.090
Epoch  20 Batch    5/78 - Train Accuracy:  0.960, Validation Accuracy:  0.946, Loss:  0.086
Epoch  20 Batch    6/78 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.090
Epoch  20 Batch    7/78 - Train Accuracy:  0.945, Validation Accuracy:  0.950, Loss:  0.106
Epoch  20 Batch    8/78 - Train Accuracy:  0.972, Validation Accuracy:  0.945, Loss:  0.096
Epoch  20 Batch    9/78 - Train Accuracy:  0.968, Validation Accuracy:  0.939, Loss:  0.095
Epoch  20 Batch   10/78 - Train Accuracy:  0.972, Validation Accuracy:  0.939, Loss:  0.090
Epoch  20 Batch   11/78 - Train Accuracy:  0.952, Validation Accuracy:  0.950, Loss:  0.108
Epoch  20 Batch   12/78 - Train Accuracy:  0.953, Validation Accuracy:  0.959, Loss:  0.114
Epoch  20 Batch   13/78 - Train Accuracy:  0.978, Validation Accuracy:  0.954, Loss:  0.092
Epoch  20 Batch   14/78 - Train Accuracy:  0.977, Validation Accuracy:  0.949, Loss:  0.071
Epoch  20 Batch   15/78 - Train Accuracy:  0.963, Validation Accuracy:  0.946, Loss:  0.101
Epoch  20 Batch   16/78 - Train Accuracy:  0.961, Validation Accuracy:  0.946, Loss:  0.084
Epoch  20 Batch   17/78 - Train Accuracy:  0.963, Validation Accuracy:  0.945, Loss:  0.087
Epoch  20 Batch   18/78 - Train Accuracy:  0.975, Validation Accuracy:  0.949, Loss:  0.097
Epoch  20 Batch   19/78 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.094
Epoch  20 Batch   20/78 - Train Accuracy:  0.978, Validation Accuracy:  0.953, Loss:  0.072
Epoch  20 Batch   21/78 - Train Accuracy:  0.975, Validation Accuracy:  0.954, Loss:  0.098
Epoch  20 Batch   22/78 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.093
Epoch  20 Batch   23/78 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.069
Epoch  20 Batch   24/78 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.070
Epoch  20 Batch   25/78 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.089
Epoch  20 Batch   26/78 - Train Accuracy:  0.946, Validation Accuracy:  0.959, Loss:  0.103
Epoch  20 Batch   27/78 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.084
Epoch  20 Batch   28/78 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.090
Epoch  20 Batch   29/78 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.097
Epoch  20 Batch   30/78 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.095
Epoch  20 Batch   31/78 - Train Accuracy:  0.972, Validation Accuracy:  0.944, Loss:  0.077
Epoch  20 Batch   32/78 - Train Accuracy:  0.967, Validation Accuracy:  0.946, Loss:  0.096
Epoch  20 Batch   33/78 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.103
Epoch  20 Batch   34/78 - Train Accuracy:  0.953, Validation Accuracy:  0.952, Loss:  0.092
Epoch  20 Batch   35/78 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.097
Epoch  20 Batch   36/78 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.097
Epoch  20 Batch   37/78 - Train Accuracy:  0.952, Validation Accuracy:  0.956, Loss:  0.098
Epoch  20 Batch   38/78 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.082
Epoch  20 Batch   39/78 - Train Accuracy:  0.950, Validation Accuracy:  0.960, Loss:  0.103
Epoch  20 Batch   40/78 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.082
Epoch  20 Batch   41/78 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.090
Epoch  20 Batch   42/78 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.083
Epoch  20 Batch   43/78 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.104
Epoch  20 Batch   44/78 - Train Accuracy:  0.974, Validation Accuracy:  0.946, Loss:  0.080
Epoch  20 Batch   45/78 - Train Accuracy:  0.946, Validation Accuracy:  0.950, Loss:  0.094
Epoch  20 Batch   46/78 - Train Accuracy:  0.973, Validation Accuracy:  0.946, Loss:  0.097
Epoch  20 Batch   47/78 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.075
Epoch  20 Batch   48/78 - Train Accuracy:  0.982, Validation Accuracy:  0.941, Loss:  0.068
Epoch  20 Batch   49/78 - Train Accuracy:  0.974, Validation Accuracy:  0.943, Loss:  0.090
Epoch  20 Batch   50/78 - Train Accuracy:  0.968, Validation Accuracy:  0.946, Loss:  0.105
Epoch  20 Batch   51/78 - Train Accuracy:  0.977, Validation Accuracy:  0.950, Loss:  0.083
Epoch  20 Batch   52/78 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.086
Epoch  20 Batch   53/78 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.089
Epoch  20 Batch   54/78 - Train Accuracy:  0.952, Validation Accuracy:  0.962, Loss:  0.093
Epoch  20 Batch   55/78 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.093
Epoch  20 Batch   56/78 - Train Accuracy:  0.948, Validation Accuracy:  0.962, Loss:  0.097
Epoch  20 Batch   57/78 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.089
Epoch  20 Batch   58/78 - Train Accuracy:  0.952, Validation Accuracy:  0.960, Loss:  0.104
Epoch  20 Batch   59/78 - Train Accuracy:  0.955, Validation Accuracy:  0.962, Loss:  0.101
Epoch  20 Batch   60/78 - Train Accuracy:  0.950, Validation Accuracy:  0.951, Loss:  0.083
Epoch  20 Batch   61/78 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.097
Epoch  20 Batch   62/78 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.094
Epoch  20 Batch   63/78 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.081
Epoch  20 Batch   64/78 - Train Accuracy:  0.967, Validation Accuracy:  0.951, Loss:  0.090
Epoch  20 Batch   65/78 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.093
Epoch  20 Batch   66/78 - Train Accuracy:  0.975, Validation Accuracy:  0.948, Loss:  0.079
Epoch  20 Batch   67/78 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.077
Epoch  20 Batch   68/78 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.085
Epoch  20 Batch   69/78 - Train Accuracy:  0.950, Validation Accuracy:  0.953, Loss:  0.076
Epoch  20 Batch   70/78 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.097
Epoch  20 Batch   71/78 - Train Accuracy:  0.984, Validation Accuracy:  0.956, Loss:  0.070
Epoch  20 Batch   72/78 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.091
Epoch  20 Batch   73/78 - Train Accuracy:  0.956, Validation Accuracy:  0.959, Loss:  0.101
Epoch  20 Batch   74/78 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.078
Epoch  20 Batch   75/78 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.082
Epoch  20 Batch   76/78 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.088
Epoch  21 Batch    0/78 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.087
Epoch  21 Batch    1/78 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.078
Epoch  21 Batch    2/78 - Train Accuracy:  0.981, Validation Accuracy:  0.956, Loss:  0.075
Epoch  21 Batch    3/78 - Train Accuracy:  0.977, Validation Accuracy:  0.954, Loss:  0.072
Epoch  21 Batch    4/78 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.080
Epoch  21 Batch    5/78 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.074
Epoch  21 Batch    6/78 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.074
Epoch  21 Batch    7/78 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.089
Epoch  21 Batch    8/78 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.081
Epoch  21 Batch    9/78 - Train Accuracy:  0.983, Validation Accuracy:  0.962, Loss:  0.075
Epoch  21 Batch   10/78 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.077
Epoch  21 Batch   11/78 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.091
Epoch  21 Batch   12/78 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.094
Epoch  21 Batch   13/78 - Train Accuracy:  0.980, Validation Accuracy:  0.958, Loss:  0.082
Epoch  21 Batch   14/78 - Train Accuracy:  0.975, Validation Accuracy:  0.954, Loss:  0.063
Epoch  21 Batch   15/78 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.079
Epoch  21 Batch   16/78 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.071
Epoch  21 Batch   17/78 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.078
Epoch  21 Batch   18/78 - Train Accuracy:  0.977, Validation Accuracy:  0.954, Loss:  0.087
Epoch  21 Batch   19/78 - Train Accuracy:  0.954, Validation Accuracy:  0.954, Loss:  0.083
Epoch  21 Batch   20/78 - Train Accuracy:  0.985, Validation Accuracy:  0.954, Loss:  0.061
Epoch  21 Batch   21/78 - Train Accuracy:  0.974, Validation Accuracy:  0.955, Loss:  0.085
Epoch  21 Batch   22/78 - Train Accuracy:  0.962, Validation Accuracy:  0.952, Loss:  0.080
Epoch  21 Batch   23/78 - Train Accuracy:  0.979, Validation Accuracy:  0.958, Loss:  0.061
Epoch  21 Batch   24/78 - Train Accuracy:  0.983, Validation Accuracy:  0.959, Loss:  0.061
Epoch  21 Batch   25/78 - Train Accuracy:  0.979, Validation Accuracy:  0.959, Loss:  0.076
Epoch  21 Batch   26/78 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.087
Epoch  21 Batch   27/78 - Train Accuracy:  0.979, Validation Accuracy:  0.956, Loss:  0.073
Epoch  21 Batch   28/78 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.079
Epoch  21 Batch   29/78 - Train Accuracy:  0.959, Validation Accuracy:  0.962, Loss:  0.084
Epoch  21 Batch   30/78 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.082
Epoch  21 Batch   31/78 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.068
Epoch  21 Batch   32/78 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.085
Epoch  21 Batch   33/78 - Train Accuracy:  0.964, Validation Accuracy:  0.968, Loss:  0.089
Epoch  21 Batch   34/78 - Train Accuracy:  0.956, Validation Accuracy:  0.968, Loss:  0.080
Epoch  21 Batch   35/78 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.085
Epoch  21 Batch   36/78 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.084
Epoch  21 Batch   37/78 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.088
Epoch  21 Batch   38/78 - Train Accuracy:  0.983, Validation Accuracy:  0.962, Loss:  0.073
Epoch  21 Batch   39/78 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.090
Epoch  21 Batch   40/78 - Train Accuracy:  0.978, Validation Accuracy:  0.956, Loss:  0.072
Epoch  21 Batch   41/78 - Train Accuracy:  0.963, Validation Accuracy:  0.967, Loss:  0.084
Epoch  21 Batch   42/78 - Train Accuracy:  0.978, Validation Accuracy:  0.969, Loss:  0.074
Epoch  21 Batch   43/78 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.093
Epoch  21 Batch   44/78 - Train Accuracy:  0.985, Validation Accuracy:  0.961, Loss:  0.071
Epoch  21 Batch   45/78 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.084
Epoch  21 Batch   46/78 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.083
Epoch  21 Batch   47/78 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.067
Epoch  21 Batch   48/78 - Train Accuracy:  0.980, Validation Accuracy:  0.961, Loss:  0.061
Epoch  21 Batch   49/78 - Train Accuracy:  0.982, Validation Accuracy:  0.961, Loss:  0.080
Epoch  21 Batch   50/78 - Train Accuracy:  0.975, Validation Accuracy:  0.954, Loss:  0.092
Epoch  21 Batch   51/78 - Train Accuracy:  0.977, Validation Accuracy:  0.951, Loss:  0.072
Epoch  21 Batch   52/78 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.077
Epoch  21 Batch   53/78 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.080
Epoch  21 Batch   54/78 - Train Accuracy:  0.954, Validation Accuracy:  0.964, Loss:  0.086
Epoch  21 Batch   55/78 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.082
Epoch  21 Batch   56/78 - Train Accuracy:  0.954, Validation Accuracy:  0.965, Loss:  0.085
Epoch  21 Batch   57/78 - Train Accuracy:  0.979, Validation Accuracy:  0.972, Loss:  0.080
Epoch  21 Batch   58/78 - Train Accuracy:  0.956, Validation Accuracy:  0.973, Loss:  0.095
Epoch  21 Batch   59/78 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.091
Epoch  21 Batch   60/78 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.074
Epoch  21 Batch   61/78 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.087
Epoch  21 Batch   62/78 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.083
Epoch  21 Batch   63/78 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.072
Epoch  21 Batch   64/78 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.082
Epoch  21 Batch   65/78 - Train Accuracy:  0.958, Validation Accuracy:  0.962, Loss:  0.084
Epoch  21 Batch   66/78 - Train Accuracy:  0.982, Validation Accuracy:  0.958, Loss:  0.070
Epoch  21 Batch   67/78 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.068
Epoch  21 Batch   68/78 - Train Accuracy:  0.980, Validation Accuracy:  0.964, Loss:  0.075
Epoch  21 Batch   69/78 - Train Accuracy:  0.958, Validation Accuracy:  0.967, Loss:  0.068
Epoch  21 Batch   70/78 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.086
Epoch  21 Batch   71/78 - Train Accuracy:  0.988, Validation Accuracy:  0.961, Loss:  0.062
Epoch  21 Batch   72/78 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.081
Epoch  21 Batch   73/78 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.091
Epoch  21 Batch   74/78 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.068
Epoch  21 Batch   75/78 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.072
Epoch  21 Batch   76/78 - Train Accuracy:  0.980, Validation Accuracy:  0.960, Loss:  0.078
Epoch  22 Batch    0/78 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.078
Epoch  22 Batch    1/78 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.067
Epoch  22 Batch    2/78 - Train Accuracy:  0.984, Validation Accuracy:  0.956, Loss:  0.066
Epoch  22 Batch    3/78 - Train Accuracy:  0.979, Validation Accuracy:  0.954, Loss:  0.064
Epoch  22 Batch    4/78 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.072
Epoch  22 Batch    5/78 - Train Accuracy:  0.977, Validation Accuracy:  0.959, Loss:  0.066
Epoch  22 Batch    6/78 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.065
Epoch  22 Batch    7/78 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.079
Epoch  22 Batch    8/78 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.071
Epoch  22 Batch    9/78 - Train Accuracy:  0.984, Validation Accuracy:  0.961, Loss:  0.068
Epoch  22 Batch   10/78 - Train Accuracy:  0.979, Validation Accuracy:  0.965, Loss:  0.069
Epoch  22 Batch   11/78 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.081
Epoch  22 Batch   12/78 - Train Accuracy:  0.970, Validation Accuracy:  0.967, Loss:  0.083
Epoch  22 Batch   13/78 - Train Accuracy:  0.984, Validation Accuracy:  0.961, Loss:  0.074
Epoch  22 Batch   14/78 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.056
Epoch  22 Batch   15/78 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.070
Epoch  22 Batch   16/78 - Train Accuracy:  0.982, Validation Accuracy:  0.958, Loss:  0.064
Epoch  22 Batch   17/78 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.069
Epoch  22 Batch   18/78 - Train Accuracy:  0.981, Validation Accuracy:  0.960, Loss:  0.077
Epoch  22 Batch   19/78 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.076
Epoch  22 Batch   20/78 - Train Accuracy:  0.989, Validation Accuracy:  0.963, Loss:  0.055
Epoch  22 Batch   21/78 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.076
Epoch  22 Batch   22/78 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.071
Epoch  22 Batch   23/78 - Train Accuracy:  0.979, Validation Accuracy:  0.956, Loss:  0.054
Epoch  22 Batch   24/78 - Train Accuracy:  0.983, Validation Accuracy:  0.958, Loss:  0.054
Epoch  22 Batch   25/78 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.068
Epoch  22 Batch   26/78 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.078
Epoch  22 Batch   27/78 - Train Accuracy:  0.989, Validation Accuracy:  0.956, Loss:  0.065
Epoch  22 Batch   28/78 - Train Accuracy:  0.981, Validation Accuracy:  0.962, Loss:  0.070
Epoch  22 Batch   29/78 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.075
Epoch  22 Batch   30/78 - Train Accuracy:  0.969, Validation Accuracy:  0.969, Loss:  0.073
Epoch  22 Batch   31/78 - Train Accuracy:  0.971, Validation Accuracy:  0.973, Loss:  0.060
Epoch  22 Batch   32/78 - Train Accuracy:  0.964, Validation Accuracy:  0.972, Loss:  0.076
Epoch  22 Batch   33/78 - Train Accuracy:  0.965, Validation Accuracy:  0.975, Loss:  0.078
Epoch  22 Batch   34/78 - Train Accuracy:  0.963, Validation Accuracy:  0.973, Loss:  0.070
Epoch  22 Batch   35/78 - Train Accuracy:  0.972, Validation Accuracy:  0.970, Loss:  0.076
Epoch  22 Batch   36/78 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.074
Epoch  22 Batch   37/78 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.078
Epoch  22 Batch   38/78 - Train Accuracy:  0.981, Validation Accuracy:  0.969, Loss:  0.064
Epoch  22 Batch   39/78 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.081
Epoch  22 Batch   40/78 - Train Accuracy:  0.981, Validation Accuracy:  0.967, Loss:  0.063
Epoch  22 Batch   41/78 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.074
Epoch  22 Batch   42/78 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.066
Epoch  22 Batch   43/78 - Train Accuracy:  0.969, Validation Accuracy:  0.971, Loss:  0.083
Epoch  22 Batch   44/78 - Train Accuracy:  0.987, Validation Accuracy:  0.969, Loss:  0.062
Epoch  22 Batch   45/78 - Train Accuracy:  0.968, Validation Accuracy:  0.974, Loss:  0.076
Epoch  22 Batch   46/78 - Train Accuracy:  0.981, Validation Accuracy:  0.973, Loss:  0.074
Epoch  22 Batch   47/78 - Train Accuracy:  0.974, Validation Accuracy:  0.970, Loss:  0.059
Epoch  22 Batch   48/78 - Train Accuracy:  0.985, Validation Accuracy:  0.967, Loss:  0.054
Epoch  22 Batch   49/78 - Train Accuracy:  0.981, Validation Accuracy:  0.967, Loss:  0.072
Epoch  22 Batch   50/78 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.083
Epoch  22 Batch   51/78 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.064
Epoch  22 Batch   52/78 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.069
Epoch  22 Batch   53/78 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.073
Epoch  22 Batch   54/78 - Train Accuracy:  0.954, Validation Accuracy:  0.968, Loss:  0.079
Epoch  22 Batch   55/78 - Train Accuracy:  0.969, Validation Accuracy:  0.969, Loss:  0.073
Epoch  22 Batch   56/78 - Train Accuracy:  0.956, Validation Accuracy:  0.968, Loss:  0.076
Epoch  22 Batch   57/78 - Train Accuracy:  0.978, Validation Accuracy:  0.968, Loss:  0.072
Epoch  22 Batch   58/78 - Train Accuracy:  0.967, Validation Accuracy:  0.970, Loss:  0.086
Epoch  22 Batch   59/78 - Train Accuracy:  0.961, Validation Accuracy:  0.968, Loss:  0.083
Epoch  22 Batch   60/78 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.067
Epoch  22 Batch   61/78 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.080
Epoch  22 Batch   62/78 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.074
Epoch  22 Batch   63/78 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.064
Epoch  22 Batch   64/78 - Train Accuracy:  0.974, Validation Accuracy:  0.969, Loss:  0.074
Epoch  22 Batch   65/78 - Train Accuracy:  0.962, Validation Accuracy:  0.975, Loss:  0.076
Epoch  22 Batch   66/78 - Train Accuracy:  0.984, Validation Accuracy:  0.978, Loss:  0.062
Epoch  22 Batch   67/78 - Train Accuracy:  0.974, Validation Accuracy:  0.969, Loss:  0.062
Epoch  22 Batch   68/78 - Train Accuracy:  0.979, Validation Accuracy:  0.968, Loss:  0.068
Epoch  22 Batch   69/78 - Train Accuracy:  0.965, Validation Accuracy:  0.968, Loss:  0.062
Epoch  22 Batch   70/78 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.077
Epoch  22 Batch   71/78 - Train Accuracy:  0.988, Validation Accuracy:  0.965, Loss:  0.055
Epoch  22 Batch   72/78 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.072
Epoch  22 Batch   73/78 - Train Accuracy:  0.967, Validation Accuracy:  0.969, Loss:  0.082
Epoch  22 Batch   74/78 - Train Accuracy:  0.978, Validation Accuracy:  0.970, Loss:  0.060
Epoch  22 Batch   75/78 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.064
Epoch  22 Batch   76/78 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.071
Epoch  23 Batch    0/78 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.071
Epoch  23 Batch    1/78 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.059
Epoch  23 Batch    2/78 - Train Accuracy:  0.985, Validation Accuracy:  0.960, Loss:  0.059
Epoch  23 Batch    3/78 - Train Accuracy:  0.985, Validation Accuracy:  0.959, Loss:  0.057
Epoch  23 Batch    4/78 - Train Accuracy:  0.974, Validation Accuracy:  0.970, Loss:  0.065
Epoch  23 Batch    5/78 - Train Accuracy:  0.979, Validation Accuracy:  0.968, Loss:  0.060
Epoch  23 Batch    6/78 - Train Accuracy:  0.982, Validation Accuracy:  0.971, Loss:  0.058
Epoch  23 Batch    7/78 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.073
Epoch  23 Batch    8/78 - Train Accuracy:  0.984, Validation Accuracy:  0.972, Loss:  0.063
Epoch  23 Batch    9/78 - Train Accuracy:  0.984, Validation Accuracy:  0.969, Loss:  0.061
Epoch  23 Batch   10/78 - Train Accuracy:  0.981, Validation Accuracy:  0.967, Loss:  0.063
Epoch  23 Batch   11/78 - Train Accuracy:  0.979, Validation Accuracy:  0.967, Loss:  0.073
Epoch  23 Batch   12/78 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.075
Epoch  23 Batch   13/78 - Train Accuracy:  0.984, Validation Accuracy:  0.971, Loss:  0.067
Epoch  23 Batch   14/78 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.050
Epoch  23 Batch   15/78 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.062
Epoch  23 Batch   16/78 - Train Accuracy:  0.985, Validation Accuracy:  0.960, Loss:  0.058
Epoch  23 Batch   17/78 - Train Accuracy:  0.978, Validation Accuracy:  0.960, Loss:  0.062
Epoch  23 Batch   18/78 - Train Accuracy:  0.981, Validation Accuracy:  0.962, Loss:  0.069
Epoch  23 Batch   19/78 - Train Accuracy:  0.956, Validation Accuracy:  0.964, Loss:  0.069
Epoch  23 Batch   20/78 - Train Accuracy:  0.989, Validation Accuracy:  0.965, Loss:  0.049
Epoch  23 Batch   21/78 - Train Accuracy:  0.981, Validation Accuracy:  0.969, Loss:  0.068
Epoch  23 Batch   22/78 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.063
Epoch  23 Batch   23/78 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.048
Epoch  23 Batch   24/78 - Train Accuracy:  0.990, Validation Accuracy:  0.961, Loss:  0.048
Epoch  23 Batch   25/78 - Train Accuracy:  0.981, Validation Accuracy:  0.963, Loss:  0.061
Epoch  23 Batch   26/78 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.070
Epoch  23 Batch   27/78 - Train Accuracy:  0.991, Validation Accuracy:  0.964, Loss:  0.057
Epoch  23 Batch   28/78 - Train Accuracy:  0.991, Validation Accuracy:  0.969, Loss:  0.063
Epoch  23 Batch   29/78 - Train Accuracy:  0.962, Validation Accuracy:  0.969, Loss:  0.068
Epoch  23 Batch   30/78 - Train Accuracy:  0.970, Validation Accuracy:  0.972, Loss:  0.065
Epoch  23 Batch   31/78 - Train Accuracy:  0.973, Validation Accuracy:  0.973, Loss:  0.054
Epoch  23 Batch   32/78 - Train Accuracy:  0.972, Validation Accuracy:  0.977, Loss:  0.069
Epoch  23 Batch   33/78 - Train Accuracy:  0.969, Validation Accuracy:  0.978, Loss:  0.070
Epoch  23 Batch   34/78 - Train Accuracy:  0.974, Validation Accuracy:  0.973, Loss:  0.062
Epoch  23 Batch   35/78 - Train Accuracy:  0.972, Validation Accuracy:  0.971, Loss:  0.068
Epoch  23 Batch   36/78 - Train Accuracy:  0.974, Validation Accuracy:  0.969, Loss:  0.065
Epoch  23 Batch   37/78 - Train Accuracy:  0.981, Validation Accuracy:  0.970, Loss:  0.070
Epoch  23 Batch   38/78 - Train Accuracy:  0.982, Validation Accuracy:  0.968, Loss:  0.057
Epoch  23 Batch   39/78 - Train Accuracy:  0.975, Validation Accuracy:  0.971, Loss:  0.073
Epoch  23 Batch   40/78 - Train Accuracy:  0.988, Validation Accuracy:  0.973, Loss:  0.056
Epoch  23 Batch   41/78 - Train Accuracy:  0.977, Validation Accuracy:  0.969, Loss:  0.067
Epoch  23 Batch   42/78 - Train Accuracy:  0.980, Validation Accuracy:  0.974, Loss:  0.060
Epoch  23 Batch   43/78 - Train Accuracy:  0.971, Validation Accuracy:  0.979, Loss:  0.075
Epoch  23 Batch   44/78 - Train Accuracy:  0.990, Validation Accuracy:  0.972, Loss:  0.055
Epoch  23 Batch   45/78 - Train Accuracy:  0.969, Validation Accuracy:  0.978, Loss:  0.069
Epoch  23 Batch   46/78 - Train Accuracy:  0.987, Validation Accuracy:  0.979, Loss:  0.067
Epoch  23 Batch   47/78 - Train Accuracy:  0.984, Validation Accuracy:  0.969, Loss:  0.054
Epoch  23 Batch   48/78 - Train Accuracy:  0.989, Validation Accuracy:  0.974, Loss:  0.049
Epoch  23 Batch   49/78 - Train Accuracy:  0.987, Validation Accuracy:  0.974, Loss:  0.065
Epoch  23 Batch   50/78 - Train Accuracy:  0.977, Validation Accuracy:  0.979, Loss:  0.077
Epoch  23 Batch   51/78 - Train Accuracy:  0.980, Validation Accuracy:  0.971, Loss:  0.057
Epoch  23 Batch   52/78 - Train Accuracy:  0.982, Validation Accuracy:  0.965, Loss:  0.062
Epoch  23 Batch   53/78 - Train Accuracy:  0.977, Validation Accuracy:  0.971, Loss:  0.066
Epoch  23 Batch   54/78 - Train Accuracy:  0.962, Validation Accuracy:  0.971, Loss:  0.073
Epoch  23 Batch   55/78 - Train Accuracy:  0.969, Validation Accuracy:  0.972, Loss:  0.066
Epoch  23 Batch   56/78 - Train Accuracy:  0.965, Validation Accuracy:  0.970, Loss:  0.070
Epoch  23 Batch   57/78 - Train Accuracy:  0.978, Validation Accuracy:  0.971, Loss:  0.065
Epoch  23 Batch   58/78 - Train Accuracy:  0.970, Validation Accuracy:  0.972, Loss:  0.078
Epoch  23 Batch   59/78 - Train Accuracy:  0.963, Validation Accuracy:  0.967, Loss:  0.077
Epoch  23 Batch   60/78 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.060
Epoch  23 Batch   61/78 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.073
Epoch  23 Batch   62/78 - Train Accuracy:  0.982, Validation Accuracy:  0.970, Loss:  0.067
Epoch  23 Batch   63/78 - Train Accuracy:  0.978, Validation Accuracy:  0.977, Loss:  0.057
Epoch  23 Batch   64/78 - Train Accuracy:  0.978, Validation Accuracy:  0.980, Loss:  0.067
Epoch  23 Batch   65/78 - Train Accuracy:  0.973, Validation Accuracy:  0.980, Loss:  0.069
Epoch  23 Batch   66/78 - Train Accuracy:  0.987, Validation Accuracy:  0.984, Loss:  0.057
Epoch  23 Batch   67/78 - Train Accuracy:  0.978, Validation Accuracy:  0.982, Loss:  0.055
Epoch  23 Batch   68/78 - Train Accuracy:  0.979, Validation Accuracy:  0.977, Loss:  0.061
Epoch  23 Batch   69/78 - Train Accuracy:  0.968, Validation Accuracy:  0.973, Loss:  0.056
Epoch  23 Batch   70/78 - Train Accuracy:  0.979, Validation Accuracy:  0.977, Loss:  0.070
Epoch  23 Batch   71/78 - Train Accuracy:  0.990, Validation Accuracy:  0.975, Loss:  0.050
Epoch  23 Batch   72/78 - Train Accuracy:  0.970, Validation Accuracy:  0.974, Loss:  0.065
Epoch  23 Batch   73/78 - Train Accuracy:  0.970, Validation Accuracy:  0.971, Loss:  0.074
Epoch  23 Batch   74/78 - Train Accuracy:  0.978, Validation Accuracy:  0.972, Loss:  0.054
Epoch  23 Batch   75/78 - Train Accuracy:  0.971, Validation Accuracy:  0.972, Loss:  0.058
Epoch  23 Batch   76/78 - Train Accuracy:  0.975, Validation Accuracy:  0.972, Loss:  0.064
Epoch  24 Batch    0/78 - Train Accuracy:  0.975, Validation Accuracy:  0.970, Loss:  0.064
Epoch  24 Batch    1/78 - Train Accuracy:  0.988, Validation Accuracy:  0.970, Loss:  0.053
Epoch  24 Batch    2/78 - Train Accuracy:  0.989, Validation Accuracy:  0.967, Loss:  0.053
Epoch  24 Batch    3/78 - Train Accuracy:  0.985, Validation Accuracy:  0.968, Loss:  0.051
Epoch  24 Batch    4/78 - Train Accuracy:  0.983, Validation Accuracy:  0.971, Loss:  0.059
Epoch  24 Batch    5/78 - Train Accuracy:  0.979, Validation Accuracy:  0.970, Loss:  0.054
Epoch  24 Batch    6/78 - Train Accuracy:  0.987, Validation Accuracy:  0.970, Loss:  0.052
Epoch  24 Batch    7/78 - Train Accuracy:  0.970, Validation Accuracy:  0.974, Loss:  0.066
Epoch  24 Batch    8/78 - Train Accuracy:  0.991, Validation Accuracy:  0.973, Loss:  0.056
Epoch  24 Batch    9/78 - Train Accuracy:  0.984, Validation Accuracy:  0.973, Loss:  0.055
Epoch  24 Batch   10/78 - Train Accuracy:  0.993, Validation Accuracy:  0.971, Loss:  0.057
Epoch  24 Batch   11/78 - Train Accuracy:  0.979, Validation Accuracy:  0.979, Loss:  0.066
Epoch  24 Batch   12/78 - Train Accuracy:  0.974, Validation Accuracy:  0.977, Loss:  0.067
Epoch  24 Batch   13/78 - Train Accuracy:  0.984, Validation Accuracy:  0.978, Loss:  0.061
Epoch  24 Batch   14/78 - Train Accuracy:  0.980, Validation Accuracy:  0.975, Loss:  0.046
Epoch  24 Batch   15/78 - Train Accuracy:  0.992, Validation Accuracy:  0.973, Loss:  0.056
Epoch  24 Batch   16/78 - Train Accuracy:  0.985, Validation Accuracy:  0.969, Loss:  0.052
Epoch  24 Batch   17/78 - Train Accuracy:  0.983, Validation Accuracy:  0.968, Loss:  0.056
Epoch  24 Batch   18/78 - Train Accuracy:  0.987, Validation Accuracy:  0.963, Loss:  0.062
Epoch  24 Batch   19/78 - Train Accuracy:  0.969, Validation Accuracy:  0.970, Loss:  0.062
Epoch  24 Batch   20/78 - Train Accuracy:  0.994, Validation Accuracy:  0.972, Loss:  0.044
Epoch  24 Batch   21/78 - Train Accuracy:  0.983, Validation Accuracy:  0.971, Loss:  0.061
Epoch  24 Batch   22/78 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.057
Epoch  24 Batch   23/78 - Train Accuracy:  0.985, Validation Accuracy:  0.964, Loss:  0.043
Epoch  24 Batch   24/78 - Train Accuracy:  0.990, Validation Accuracy:  0.965, Loss:  0.043
Epoch  24 Batch   25/78 - Train Accuracy:  0.985, Validation Accuracy:  0.962, Loss:  0.054
Epoch  24 Batch   26/78 - Train Accuracy:  0.964, Validation Accuracy:  0.970, Loss:  0.064
Epoch  24 Batch   27/78 - Train Accuracy:  0.993, Validation Accuracy:  0.970, Loss:  0.052
Epoch  24 Batch   28/78 - Train Accuracy:  0.991, Validation Accuracy:  0.970, Loss:  0.057
Epoch  24 Batch   29/78 - Train Accuracy:  0.963, Validation Accuracy:  0.969, Loss:  0.062
Epoch  24 Batch   30/78 - Train Accuracy:  0.979, Validation Accuracy:  0.969, Loss:  0.059
Epoch  24 Batch   31/78 - Train Accuracy:  0.978, Validation Accuracy:  0.977, Loss:  0.049
Epoch  24 Batch   32/78 - Train Accuracy:  0.975, Validation Accuracy:  0.977, Loss:  0.063
Epoch  24 Batch   33/78 - Train Accuracy:  0.968, Validation Accuracy:  0.984, Loss:  0.063
Epoch  24 Batch   34/78 - Train Accuracy:  0.989, Validation Accuracy:  0.979, Loss:  0.056
Epoch  24 Batch   35/78 - Train Accuracy:  0.974, Validation Accuracy:  0.977, Loss:  0.062
Epoch  24 Batch   36/78 - Train Accuracy:  0.974, Validation Accuracy:  0.969, Loss:  0.059
Epoch  24 Batch   37/78 - Train Accuracy:  0.979, Validation Accuracy:  0.971, Loss:  0.064
Epoch  24 Batch   38/78 - Train Accuracy:  0.984, Validation Accuracy:  0.970, Loss:  0.051
Epoch  24 Batch   39/78 - Train Accuracy:  0.979, Validation Accuracy:  0.975, Loss:  0.067
Epoch  24 Batch   40/78 - Train Accuracy:  0.991, Validation Accuracy:  0.977, Loss:  0.050
Epoch  24 Batch   41/78 - Train Accuracy:  0.980, Validation Accuracy:  0.979, Loss:  0.060
Epoch  24 Batch   42/78 - Train Accuracy:  0.979, Validation Accuracy:  0.981, Loss:  0.054
Epoch  24 Batch   43/78 - Train Accuracy:  0.977, Validation Accuracy:  0.981, Loss:  0.068
Epoch  24 Batch   44/78 - Train Accuracy:  0.996, Validation Accuracy:  0.977, Loss:  0.050
Epoch  24 Batch   45/78 - Train Accuracy:  0.969, Validation Accuracy:  0.980, Loss:  0.063
Epoch  24 Batch   46/78 - Train Accuracy:  0.992, Validation Accuracy:  0.980, Loss:  0.060
Epoch  24 Batch   47/78 - Train Accuracy:  0.983, Validation Accuracy:  0.973, Loss:  0.050
Epoch  24 Batch   48/78 - Train Accuracy:  0.989, Validation Accuracy:  0.972, Loss:  0.044
Epoch  24 Batch   49/78 - Train Accuracy:  0.987, Validation Accuracy:  0.970, Loss:  0.058
Epoch  24 Batch   50/78 - Train Accuracy:  0.979, Validation Accuracy:  0.980, Loss:  0.071
Epoch  24 Batch   51/78 - Train Accuracy:  0.980, Validation Accuracy:  0.975, Loss:  0.051
Epoch  24 Batch   52/78 - Train Accuracy:  0.988, Validation Accuracy:  0.970, Loss:  0.055
Epoch  24 Batch   53/78 - Train Accuracy:  0.982, Validation Accuracy:  0.973, Loss:  0.059
Epoch  24 Batch   54/78 - Train Accuracy:  0.964, Validation Accuracy:  0.971, Loss:  0.067
Epoch  24 Batch   55/78 - Train Accuracy:  0.974, Validation Accuracy:  0.974, Loss:  0.060
Epoch  24 Batch   56/78 - Train Accuracy:  0.970, Validation Accuracy:  0.972, Loss:  0.063
Epoch  24 Batch   57/78 - Train Accuracy:  0.979, Validation Accuracy:  0.975, Loss:  0.059
Epoch  24 Batch   58/78 - Train Accuracy:  0.970, Validation Accuracy:  0.973, Loss:  0.071
Epoch  24 Batch   59/78 - Train Accuracy:  0.965, Validation Accuracy:  0.969, Loss:  0.071
Epoch  24 Batch   60/78 - Train Accuracy:  0.978, Validation Accuracy:  0.971, Loss:  0.054
Epoch  24 Batch   61/78 - Train Accuracy:  0.975, Validation Accuracy:  0.972, Loss:  0.067
Epoch  24 Batch   62/78 - Train Accuracy:  0.983, Validation Accuracy:  0.969, Loss:  0.061
Epoch  24 Batch   63/78 - Train Accuracy:  0.978, Validation Accuracy:  0.977, Loss:  0.050
Epoch  24 Batch   64/78 - Train Accuracy:  0.979, Validation Accuracy:  0.981, Loss:  0.061
Epoch  24 Batch   65/78 - Train Accuracy:  0.975, Validation Accuracy:  0.980, Loss:  0.062
Epoch  24 Batch   66/78 - Train Accuracy:  0.985, Validation Accuracy:  0.983, Loss:  0.052
Epoch  24 Batch   67/78 - Train Accuracy:  0.983, Validation Accuracy:  0.982, Loss:  0.049
Epoch  24 Batch   68/78 - Train Accuracy:  0.984, Validation Accuracy:  0.981, Loss:  0.056
Epoch  24 Batch   69/78 - Train Accuracy:  0.968, Validation Accuracy:  0.980, Loss:  0.050
Epoch  24 Batch   70/78 - Train Accuracy:  0.978, Validation Accuracy:  0.980, Loss:  0.064
Epoch  24 Batch   71/78 - Train Accuracy:  0.989, Validation Accuracy:  0.979, Loss:  0.046
Epoch  24 Batch   72/78 - Train Accuracy:  0.973, Validation Accuracy:  0.974, Loss:  0.060
Epoch  24 Batch   73/78 - Train Accuracy:  0.971, Validation Accuracy:  0.978, Loss:  0.067
Epoch  24 Batch   74/78 - Train Accuracy:  0.978, Validation Accuracy:  0.977, Loss:  0.049
Epoch  24 Batch   75/78 - Train Accuracy:  0.975, Validation Accuracy:  0.977, Loss:  0.053
Epoch  24 Batch   76/78 - Train Accuracy:  0.982, Validation Accuracy:  0.974, Loss:  0.060
Epoch  25 Batch    0/78 - Train Accuracy:  0.975, Validation Accuracy:  0.973, Loss:  0.058
Epoch  25 Batch    1/78 - Train Accuracy:  0.987, Validation Accuracy:  0.973, Loss:  0.047
Epoch  25 Batch    2/78 - Train Accuracy:  0.989, Validation Accuracy:  0.968, Loss:  0.047
Epoch  25 Batch    3/78 - Train Accuracy:  0.991, Validation Accuracy:  0.968, Loss:  0.047
Epoch  25 Batch    4/78 - Train Accuracy:  0.985, Validation Accuracy:  0.970, Loss:  0.053
Epoch  25 Batch    5/78 - Train Accuracy:  0.979, Validation Accuracy:  0.969, Loss:  0.049
Epoch  25 Batch    6/78 - Train Accuracy:  0.987, Validation Accuracy:  0.977, Loss:  0.047
Epoch  25 Batch    7/78 - Train Accuracy:  0.970, Validation Accuracy:  0.977, Loss:  0.060
Epoch  25 Batch    8/78 - Train Accuracy:  0.990, Validation Accuracy:  0.973, Loss:  0.050
Epoch  25 Batch    9/78 - Train Accuracy:  0.983, Validation Accuracy:  0.973, Loss:  0.050
Epoch  25 Batch   10/78 - Train Accuracy:  0.994, Validation Accuracy:  0.974, Loss:  0.052
Epoch  25 Batch   11/78 - Train Accuracy:  0.979, Validation Accuracy:  0.978, Loss:  0.060
Epoch  25 Batch   12/78 - Train Accuracy:  0.978, Validation Accuracy:  0.979, Loss:  0.060
Epoch  25 Batch   13/78 - Train Accuracy:  0.984, Validation Accuracy:  0.979, Loss:  0.056
Epoch  25 Batch   14/78 - Train Accuracy:  0.980, Validation Accuracy:  0.977, Loss:  0.041
Epoch  25 Batch   15/78 - Train Accuracy:  0.992, Validation Accuracy:  0.975, Loss:  0.050
Epoch  25 Batch   16/78 - Train Accuracy:  0.988, Validation Accuracy:  0.973, Loss:  0.047
Epoch  25 Batch   17/78 - Train Accuracy:  0.988, Validation Accuracy:  0.974, Loss:  0.051
Epoch  25 Batch   18/78 - Train Accuracy:  0.988, Validation Accuracy:  0.972, Loss:  0.056
Epoch  25 Batch   19/78 - Train Accuracy:  0.968, Validation Accuracy:  0.971, Loss:  0.057
Epoch  25 Batch   20/78 - Train Accuracy:  0.999, Validation Accuracy:  0.973, Loss:  0.039
Epoch  25 Batch   21/78 - Train Accuracy:  0.984, Validation Accuracy:  0.973, Loss:  0.056
Epoch  25 Batch   22/78 - Train Accuracy:  0.981, Validation Accuracy:  0.977, Loss:  0.051
Epoch  25 Batch   23/78 - Train Accuracy:  0.989, Validation Accuracy:  0.978, Loss:  0.039
Epoch  25 Batch   24/78 - Train Accuracy:  0.990, Validation Accuracy:  0.975, Loss:  0.039
Epoch  25 Batch   25/78 - Train Accuracy:  0.984, Validation Accuracy:  0.975, Loss:  0.049
Epoch  25 Batch   26/78 - Train Accuracy:  0.968, Validation Accuracy:  0.978, Loss:  0.058
Epoch  25 Batch   27/78 - Train Accuracy:  0.993, Validation Accuracy:  0.974, Loss:  0.047
Epoch  25 Batch   28/78 - Train Accuracy:  0.991, Validation Accuracy:  0.977, Loss:  0.051
Epoch  25 Batch   29/78 - Train Accuracy:  0.969, Validation Accuracy:  0.978, Loss:  0.056
Epoch  25 Batch   30/78 - Train Accuracy:  0.979, Validation Accuracy:  0.973, Loss:  0.053
Epoch  25 Batch   31/78 - Train Accuracy:  0.988, Validation Accuracy:  0.977, Loss:  0.044
Epoch  25 Batch   32/78 - Train Accuracy:  0.981, Validation Accuracy:  0.977, Loss:  0.058
Epoch  25 Batch   33/78 - Train Accuracy:  0.978, Validation Accuracy:  0.984, Loss:  0.057
Epoch  25 Batch   34/78 - Train Accuracy:  0.996, Validation Accuracy:  0.984, Loss:  0.050
Epoch  25 Batch   35/78 - Train Accuracy:  0.975, Validation Accuracy:  0.978, Loss:  0.056
Epoch  25 Batch   36/78 - Train Accuracy:  0.980, Validation Accuracy:  0.977, Loss:  0.053
Epoch  25 Batch   37/78 - Train Accuracy:  0.982, Validation Accuracy:  0.972, Loss:  0.058
Epoch  25 Batch   38/78 - Train Accuracy:  0.989, Validation Accuracy:  0.969, Loss:  0.045
Epoch  25 Batch   39/78 - Train Accuracy:  0.978, Validation Accuracy:  0.973, Loss:  0.061
Epoch  25 Batch   40/78 - Train Accuracy:  0.991, Validation Accuracy:  0.977, Loss:  0.045
Epoch  25 Batch   41/78 - Train Accuracy:  0.985, Validation Accuracy:  0.975, Loss:  0.055
Epoch  25 Batch   42/78 - Train Accuracy:  0.981, Validation Accuracy:  0.981, Loss:  0.049
Epoch  25 Batch   43/78 - Train Accuracy:  0.983, Validation Accuracy:  0.981, Loss:  0.062
Epoch  25 Batch   44/78 - Train Accuracy:  0.996, Validation Accuracy:  0.977, Loss:  0.044
Epoch  25 Batch   45/78 - Train Accuracy:  0.969, Validation Accuracy:  0.975, Loss:  0.056
Epoch  25 Batch   46/78 - Train Accuracy:  0.992, Validation Accuracy:  0.980, Loss:  0.054
Epoch  25 Batch   47/78 - Train Accuracy:  0.983, Validation Accuracy:  0.979, Loss:  0.046
Epoch  25 Batch   48/78 - Train Accuracy:  0.989, Validation Accuracy:  0.972, Loss:  0.040
Epoch  25 Batch   49/78 - Train Accuracy:  0.987, Validation Accuracy:  0.971, Loss:  0.052
Epoch  25 Batch   50/78 - Train Accuracy:  0.977, Validation Accuracy:  0.969, Loss:  0.065
Epoch  25 Batch   51/78 - Train Accuracy:  0.987, Validation Accuracy:  0.979, Loss:  0.046
Epoch  25 Batch   52/78 - Train Accuracy:  0.992, Validation Accuracy:  0.975, Loss:  0.050
Epoch  25 Batch   53/78 - Train Accuracy:  0.982, Validation Accuracy:  0.975, Loss:  0.052
Epoch  25 Batch   54/78 - Train Accuracy:  0.964, Validation Accuracy:  0.971, Loss:  0.061
Epoch  25 Batch   55/78 - Train Accuracy:  0.979, Validation Accuracy:  0.973, Loss:  0.055
Epoch  25 Batch   56/78 - Train Accuracy:  0.974, Validation Accuracy:  0.972, Loss:  0.057
Epoch  25 Batch   57/78 - Train Accuracy:  0.978, Validation Accuracy:  0.973, Loss:  0.052
Epoch  25 Batch   58/78 - Train Accuracy:  0.973, Validation Accuracy:  0.973, Loss:  0.064
Epoch  25 Batch   59/78 - Train Accuracy:  0.968, Validation Accuracy:  0.973, Loss:  0.067
Epoch  25 Batch   60/78 - Train Accuracy:  0.988, Validation Accuracy:  0.973, Loss:  0.048
Epoch  25 Batch   61/78 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.060
Epoch  25 Batch   62/78 - Train Accuracy:  0.983, Validation Accuracy:  0.972, Loss:  0.056
Epoch  25 Batch   63/78 - Train Accuracy:  0.982, Validation Accuracy:  0.978, Loss:  0.045
Epoch  25 Batch   64/78 - Train Accuracy:  0.979, Validation Accuracy:  0.983, Loss:  0.056
Epoch  25 Batch   65/78 - Train Accuracy:  0.977, Validation Accuracy:  0.980, Loss:  0.055
Epoch  25 Batch   66/78 - Train Accuracy:  0.985, Validation Accuracy:  0.982, Loss:  0.049
Epoch  25 Batch   67/78 - Train Accuracy:  0.982, Validation Accuracy:  0.980, Loss:  0.045
Epoch  25 Batch   68/78 - Train Accuracy:  0.987, Validation Accuracy:  0.984, Loss:  0.052
Epoch  25 Batch   69/78 - Train Accuracy:  0.972, Validation Accuracy:  0.980, Loss:  0.046
Epoch  25 Batch   70/78 - Train Accuracy:  0.978, Validation Accuracy:  0.979, Loss:  0.059
Epoch  25 Batch   71/78 - Train Accuracy:  0.988, Validation Accuracy:  0.977, Loss:  0.042
Epoch  25 Batch   72/78 - Train Accuracy:  0.981, Validation Accuracy:  0.985, Loss:  0.056
Epoch  25 Batch   73/78 - Train Accuracy:  0.977, Validation Accuracy:  0.983, Loss:  0.060
Epoch  25 Batch   74/78 - Train Accuracy:  0.981, Validation Accuracy:  0.984, Loss:  0.044
Epoch  25 Batch   75/78 - Train Accuracy:  0.984, Validation Accuracy:  0.983, Loss:  0.048
Epoch  25 Batch   76/78 - Train Accuracy:  0.982, Validation Accuracy:  0.979, Loss:  0.058
Epoch  26 Batch    0/78 - Train Accuracy:  0.975, Validation Accuracy:  0.975, Loss:  0.053
Epoch  26 Batch    1/78 - Train Accuracy:  0.987, Validation Accuracy:  0.970, Loss:  0.043
Epoch  26 Batch    2/78 - Train Accuracy:  0.990, Validation Accuracy:  0.968, Loss:  0.042
Epoch  26 Batch    3/78 - Train Accuracy:  0.991, Validation Accuracy:  0.968, Loss:  0.044
Epoch  26 Batch    4/78 - Train Accuracy:  0.985, Validation Accuracy:  0.968, Loss:  0.049
Epoch  26 Batch    5/78 - Train Accuracy:  0.982, Validation Accuracy:  0.975, Loss:  0.044
Epoch  26 Batch    6/78 - Train Accuracy:  0.987, Validation Accuracy:  0.975, Loss:  0.043
Epoch  26 Batch    7/78 - Train Accuracy:  0.975, Validation Accuracy:  0.978, Loss:  0.055
Epoch  26 Batch    8/78 - Train Accuracy:  0.990, Validation Accuracy:  0.974, Loss:  0.046
Epoch  26 Batch    9/78 - Train Accuracy:  0.989, Validation Accuracy:  0.977, Loss:  0.045
Epoch  26 Batch   10/78 - Train Accuracy:  0.993, Validation Accuracy:  0.973, Loss:  0.047
Epoch  26 Batch   11/78 - Train Accuracy:  0.980, Validation Accuracy:  0.978, Loss:  0.054
Epoch  26 Batch   12/78 - Train Accuracy:  0.979, Validation Accuracy:  0.979, Loss:  0.055
Epoch  26 Batch   13/78 - Train Accuracy:  0.988, Validation Accuracy:  0.980, Loss:  0.051
Epoch  26 Batch   14/78 - Train Accuracy:  0.981, Validation Accuracy:  0.978, Loss:  0.038
Epoch  26 Batch   15/78 - Train Accuracy:  0.992, Validation Accuracy:  0.975, Loss:  0.046
Epoch  26 Batch   16/78 - Train Accuracy:  0.990, Validation Accuracy:  0.978, Loss:  0.043
Epoch  26 Batch   17/78 - Train Accuracy:  0.989, Validation Accuracy:  0.979, Loss:  0.046
Epoch  26 Batch   18/78 - Train Accuracy:  0.988, Validation Accuracy:  0.979, Loss:  0.051
Epoch  26 Batch   19/78 - Train Accuracy:  0.972, Validation Accuracy:  0.981, Loss:  0.052
Epoch  26 Batch   20/78 - Train Accuracy:  0.999, Validation Accuracy:  0.979, Loss:  0.036
Epoch  26 Batch   21/78 - Train Accuracy:  0.984, Validation Accuracy:  0.981, Loss:  0.051
Epoch  26 Batch   22/78 - Train Accuracy:  0.981, Validation Accuracy:  0.982, Loss:  0.046
Epoch  26 Batch   23/78 - Train Accuracy:  0.989, Validation Accuracy:  0.978, Loss:  0.035
Epoch  26 Batch   24/78 - Train Accuracy:  0.990, Validation Accuracy:  0.978, Loss:  0.035
Epoch  26 Batch   25/78 - Train Accuracy:  0.989, Validation Accuracy:  0.977, Loss:  0.044
Epoch  26 Batch   26/78 - Train Accuracy:  0.970, Validation Accuracy:  0.980, Loss:  0.053
Epoch  26 Batch   27/78 - Train Accuracy:  0.994, Validation Accuracy:  0.978, Loss:  0.042
Epoch  26 Batch   28/78 - Train Accuracy:  0.991, Validation Accuracy:  0.978, Loss:  0.047
Epoch  26 Batch   29/78 - Train Accuracy:  0.969, Validation Accuracy:  0.978, Loss:  0.052
Epoch  26 Batch   30/78 - Train Accuracy:  0.988, Validation Accuracy:  0.977, Loss:  0.048
Epoch  26 Batch   31/78 - Train Accuracy:  0.989, Validation Accuracy:  0.981, Loss:  0.040
Epoch  26 Batch   32/78 - Train Accuracy:  0.984, Validation Accuracy:  0.977, Loss:  0.053
Epoch  26 Batch   33/78 - Train Accuracy:  0.978, Validation Accuracy:  0.979, Loss:  0.051
Epoch  26 Batch   34/78 - Train Accuracy:  0.996, Validation Accuracy:  0.983, Loss:  0.044
Epoch  26 Batch   35/78 - Train Accuracy:  0.983, Validation Accuracy:  0.984, Loss:  0.050
Epoch  26 Batch   36/78 - Train Accuracy:  0.979, Validation Accuracy:  0.982, Loss:  0.048
Epoch  26 Batch   37/78 - Train Accuracy:  0.982, Validation Accuracy:  0.970, Loss:  0.053
Epoch  26 Batch   38/78 - Train Accuracy:  0.989, Validation Accuracy:  0.973, Loss:  0.041
Epoch  26 Batch   39/78 - Train Accuracy:  0.983, Validation Accuracy:  0.973, Loss:  0.056
Epoch  26 Batch   40/78 - Train Accuracy:  0.994, Validation Accuracy:  0.981, Loss:  0.040
Epoch  26 Batch   41/78 - Train Accuracy:  0.985, Validation Accuracy:  0.979, Loss:  0.050
Epoch  26 Batch   42/78 - Train Accuracy:  0.989, Validation Accuracy:  0.982, Loss:  0.045
Epoch  26 Batch   43/78 - Train Accuracy:  0.984, Validation Accuracy:  0.983, Loss:  0.056
Epoch  26 Batch   44/78 - Train Accuracy:  0.997, Validation Accuracy:  0.980, Loss:  0.040
Epoch  26 Batch   45/78 - Train Accuracy:  0.969, Validation Accuracy:  0.975, Loss:  0.051
Epoch  26 Batch   46/78 - Train Accuracy:  0.996, Validation Accuracy:  0.978, Loss:  0.049
Epoch  26 Batch   47/78 - Train Accuracy:  0.994, Validation Accuracy:  0.980, Loss:  0.043
Epoch  26 Batch   48/78 - Train Accuracy:  0.991, Validation Accuracy:  0.978, Loss:  0.037
Epoch  26 Batch   49/78 - Train Accuracy:  0.987, Validation Accuracy:  0.970, Loss:  0.047
Epoch  26 Batch   50/78 - Train Accuracy:  0.984, Validation Accuracy:  0.971, Loss:  0.059
Epoch  26 Batch   51/78 - Train Accuracy:  0.992, Validation Accuracy:  0.980, Loss:  0.042
Epoch  26 Batch   52/78 - Train Accuracy:  0.994, Validation Accuracy:  0.980, Loss:  0.046
Epoch  26 Batch   53/78 - Train Accuracy:  0.990, Validation Accuracy:  0.980, Loss:  0.046
Epoch  26 Batch   54/78 - Train Accuracy:  0.967, Validation Accuracy:  0.974, Loss:  0.054
Epoch  26 Batch   55/78 - Train Accuracy:  0.981, Validation Accuracy:  0.973, Loss:  0.051
Epoch  26 Batch   56/78 - Train Accuracy:  0.977, Validation Accuracy:  0.973, Loss:  0.053
Epoch  26 Batch   57/78 - Train Accuracy:  0.979, Validation Accuracy:  0.978, Loss:  0.047
Epoch  26 Batch   58/78 - Train Accuracy:  0.979, Validation Accuracy:  0.973, Loss:  0.057
Epoch  26 Batch   59/78 - Train Accuracy:  0.967, Validation Accuracy:  0.978, Loss:  0.063
Epoch  26 Batch   60/78 - Train Accuracy:  0.990, Validation Accuracy:  0.975, Loss:  0.044
Epoch  26 Batch   61/78 - Train Accuracy:  0.983, Validation Accuracy:  0.970, Loss:  0.055
Epoch  26 Batch   62/78 - Train Accuracy:  0.983, Validation Accuracy:  0.970, Loss:  0.050
Epoch  26 Batch   63/78 - Train Accuracy:  0.984, Validation Accuracy:  0.977, Loss:  0.041
Epoch  26 Batch   64/78 - Train Accuracy:  0.981, Validation Accuracy:  0.981, Loss:  0.053
Epoch  26 Batch   65/78 - Train Accuracy:  0.977, Validation Accuracy:  0.983, Loss:  0.050
Epoch  26 Batch   66/78 - Train Accuracy:  0.985, Validation Accuracy:  0.987, Loss:  0.044
Epoch  26 Batch   67/78 - Train Accuracy:  0.982, Validation Accuracy:  0.984, Loss:  0.041
Epoch  26 Batch   68/78 - Train Accuracy:  0.987, Validation Accuracy:  0.984, Loss:  0.048
Epoch  26 Batch   69/78 - Train Accuracy:  0.974, Validation Accuracy:  0.984, Loss:  0.042
Epoch  26 Batch   70/78 - Train Accuracy:  0.975, Validation Accuracy:  0.979, Loss:  0.053
Epoch  26 Batch   71/78 - Train Accuracy:  0.991, Validation Accuracy:  0.979, Loss:  0.039
Epoch  26 Batch   72/78 - Train Accuracy:  0.981, Validation Accuracy:  0.985, Loss:  0.053
Epoch  26 Batch   73/78 - Train Accuracy:  0.977, Validation Accuracy:  0.983, Loss:  0.055
Epoch  26 Batch   74/78 - Train Accuracy:  0.987, Validation Accuracy:  0.985, Loss:  0.040
Epoch  26 Batch   75/78 - Train Accuracy:  0.991, Validation Accuracy:  0.982, Loss:  0.044
Epoch  26 Batch   76/78 - Train Accuracy:  0.982, Validation Accuracy:  0.983, Loss:  0.056
Epoch  27 Batch    0/78 - Train Accuracy:  0.982, Validation Accuracy:  0.981, Loss:  0.049
Epoch  27 Batch    1/78 - Train Accuracy:  0.987, Validation Accuracy:  0.971, Loss:  0.038
Epoch  27 Batch    2/78 - Train Accuracy:  0.990, Validation Accuracy:  0.970, Loss:  0.038
Epoch  27 Batch    3/78 - Train Accuracy:  0.991, Validation Accuracy:  0.968, Loss:  0.041
Epoch  27 Batch    4/78 - Train Accuracy:  0.988, Validation Accuracy:  0.973, Loss:  0.046
Epoch  27 Batch    5/78 - Train Accuracy:  0.982, Validation Accuracy:  0.974, Loss:  0.040
Epoch  27 Batch    6/78 - Train Accuracy:  0.987, Validation Accuracy:  0.975, Loss:  0.039
Epoch  27 Batch    7/78 - Train Accuracy:  0.980, Validation Accuracy:  0.981, Loss:  0.051
Epoch  27 Batch    8/78 - Train Accuracy:  0.990, Validation Accuracy:  0.979, Loss:  0.043
Epoch  27 Batch    9/78 - Train Accuracy:  0.989, Validation Accuracy:  0.977, Loss:  0.041
Epoch  27 Batch   10/78 - Train Accuracy:  0.996, Validation Accuracy:  0.974, Loss:  0.043
Epoch  27 Batch   11/78 - Train Accuracy:  0.983, Validation Accuracy:  0.979, Loss:  0.049
Epoch  27 Batch   12/78 - Train Accuracy:  0.983, Validation Accuracy:  0.979, Loss:  0.050
Epoch  27 Batch   13/78 - Train Accuracy:  0.988, Validation Accuracy:  0.979, Loss:  0.047
Epoch  27 Batch   14/78 - Train Accuracy:  0.981, Validation Accuracy:  0.981, Loss:  0.035
Epoch  27 Batch   15/78 - Train Accuracy:  0.992, Validation Accuracy:  0.979, Loss:  0.042
Epoch  27 Batch   16/78 - Train Accuracy:  0.990, Validation Accuracy:  0.979, Loss:  0.039
Epoch  27 Batch   17/78 - Train Accuracy:  0.988, Validation Accuracy:  0.979, Loss:  0.042
Epoch  27 Batch   18/78 - Train Accuracy:  0.991, Validation Accuracy:  0.979, Loss:  0.047
Epoch  27 Batch   19/78 - Train Accuracy:  0.972, Validation Accuracy:  0.981, Loss:  0.047
Epoch  27 Batch   20/78 - Train Accuracy:  0.999, Validation Accuracy:  0.982, Loss:  0.033
Epoch  27 Batch   21/78 - Train Accuracy:  0.984, Validation Accuracy:  0.982, Loss:  0.047
Epoch  27 Batch   22/78 - Train Accuracy:  0.981, Validation Accuracy:  0.981, Loss:  0.042
Epoch  27 Batch   23/78 - Train Accuracy:  0.991, Validation Accuracy:  0.981, Loss:  0.032
Epoch  27 Batch   24/78 - Train Accuracy:  0.990, Validation Accuracy:  0.978, Loss:  0.032
Epoch  27 Batch   25/78 - Train Accuracy:  0.989, Validation Accuracy:  0.977, Loss:  0.040
Epoch  27 Batch   26/78 - Train Accuracy:  0.978, Validation Accuracy:  0.979, Loss:  0.048
Epoch  27 Batch   27/78 - Train Accuracy:  0.996, Validation Accuracy:  0.980, Loss:  0.038
Epoch  27 Batch   28/78 - Train Accuracy:  0.994, Validation Accuracy:  0.977, Loss:  0.044
Epoch  27 Batch   29/78 - Train Accuracy:  0.969, Validation Accuracy:  0.978, Loss:  0.048
Epoch  27 Batch   30/78 - Train Accuracy:  0.996, Validation Accuracy:  0.978, Loss:  0.043
Epoch  27 Batch   31/78 - Train Accuracy:  0.991, Validation Accuracy:  0.978, Loss:  0.036
Epoch  27 Batch   32/78 - Train Accuracy:  0.984, Validation Accuracy:  0.977, Loss:  0.048
Epoch  27 Batch   33/78 - Train Accuracy:  0.975, Validation Accuracy:  0.980, Loss:  0.047
Epoch  27 Batch   34/78 - Train Accuracy:  0.993, Validation Accuracy:  0.981, Loss:  0.040
Epoch  27 Batch   35/78 - Train Accuracy:  0.983, Validation Accuracy:  0.983, Loss:  0.045
Epoch  27 Batch   36/78 - Train Accuracy:  0.977, Validation Accuracy:  0.984, Loss:  0.044
Epoch  27 Batch   37/78 - Train Accuracy:  0.982, Validation Accuracy:  0.980, Loss:  0.049
Epoch  27 Batch   38/78 - Train Accuracy:  0.989, Validation Accuracy:  0.979, Loss:  0.038
Epoch  27 Batch   39/78 - Train Accuracy:  0.983, Validation Accuracy:  0.979, Loss:  0.052
Epoch  27 Batch   40/78 - Train Accuracy:  0.994, Validation Accuracy:  0.980, Loss:  0.036
Epoch  27 Batch   41/78 - Train Accuracy:  0.985, Validation Accuracy:  0.979, Loss:  0.045
Epoch  27 Batch   42/78 - Train Accuracy:  0.993, Validation Accuracy:  0.981, Loss:  0.041
Epoch  27 Batch   43/78 - Train Accuracy:  0.984, Validation Accuracy:  0.983, Loss:  0.052
Epoch  27 Batch   44/78 - Train Accuracy:  0.997, Validation Accuracy:  0.980, Loss:  0.036
Epoch  27 Batch   45/78 - Train Accuracy:  0.977, Validation Accuracy:  0.978, Loss:  0.046
Epoch  27 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.044
Epoch  27 Batch   47/78 - Train Accuracy:  0.994, Validation Accuracy:  0.981, Loss:  0.040
Epoch  27 Batch   48/78 - Train Accuracy:  0.992, Validation Accuracy:  0.978, Loss:  0.034
Epoch  27 Batch   49/78 - Train Accuracy:  0.990, Validation Accuracy:  0.974, Loss:  0.043
Epoch  27 Batch   50/78 - Train Accuracy:  0.984, Validation Accuracy:  0.974, Loss:  0.053
Epoch  27 Batch   51/78 - Train Accuracy:  0.992, Validation Accuracy:  0.980, Loss:  0.038
Epoch  27 Batch   52/78 - Train Accuracy:  0.994, Validation Accuracy:  0.979, Loss:  0.042
Epoch  27 Batch   53/78 - Train Accuracy:  0.990, Validation Accuracy:  0.978, Loss:  0.041
Epoch  27 Batch   54/78 - Train Accuracy:  0.967, Validation Accuracy:  0.978, Loss:  0.048
Epoch  27 Batch   55/78 - Train Accuracy:  0.981, Validation Accuracy:  0.979, Loss:  0.047
Epoch  27 Batch   56/78 - Train Accuracy:  0.979, Validation Accuracy:  0.981, Loss:  0.050
Epoch  27 Batch   57/78 - Train Accuracy:  0.979, Validation Accuracy:  0.981, Loss:  0.043
Epoch  27 Batch   58/78 - Train Accuracy:  0.979, Validation Accuracy:  0.981, Loss:  0.051
Epoch  27 Batch   59/78 - Train Accuracy:  0.974, Validation Accuracy:  0.982, Loss:  0.060
Epoch  27 Batch   60/78 - Train Accuracy:  0.990, Validation Accuracy:  0.980, Loss:  0.040
Epoch  27 Batch   61/78 - Train Accuracy:  0.983, Validation Accuracy:  0.977, Loss:  0.051
Epoch  27 Batch   62/78 - Train Accuracy:  0.983, Validation Accuracy:  0.971, Loss:  0.045
Epoch  27 Batch   63/78 - Train Accuracy:  0.989, Validation Accuracy:  0.974, Loss:  0.037
Epoch  27 Batch   64/78 - Train Accuracy:  0.981, Validation Accuracy:  0.978, Loss:  0.050
Epoch  27 Batch   65/78 - Train Accuracy:  0.982, Validation Accuracy:  0.983, Loss:  0.046
Epoch  27 Batch   66/78 - Train Accuracy:  0.991, Validation Accuracy:  0.985, Loss:  0.039
Epoch  27 Batch   67/78 - Train Accuracy:  0.985, Validation Accuracy:  0.984, Loss:  0.038
Epoch  27 Batch   68/78 - Train Accuracy:  0.983, Validation Accuracy:  0.983, Loss:  0.045
Epoch  27 Batch   69/78 - Train Accuracy:  0.978, Validation Accuracy:  0.984, Loss:  0.038
Epoch  27 Batch   70/78 - Train Accuracy:  0.975, Validation Accuracy:  0.984, Loss:  0.048
Epoch  27 Batch   71/78 - Train Accuracy:  0.992, Validation Accuracy:  0.978, Loss:  0.035
Epoch  27 Batch   72/78 - Train Accuracy:  0.983, Validation Accuracy:  0.983, Loss:  0.050
Epoch  27 Batch   73/78 - Train Accuracy:  0.977, Validation Accuracy:  0.987, Loss:  0.051
Epoch  27 Batch   74/78 - Train Accuracy:  0.991, Validation Accuracy:  0.985, Loss:  0.037
Epoch  27 Batch   75/78 - Train Accuracy:  0.991, Validation Accuracy:  0.982, Loss:  0.040
Epoch  27 Batch   76/78 - Train Accuracy:  0.982, Validation Accuracy:  0.982, Loss:  0.052
Epoch  28 Batch    0/78 - Train Accuracy:  0.985, Validation Accuracy:  0.983, Loss:  0.046
Epoch  28 Batch    1/78 - Train Accuracy:  0.992, Validation Accuracy:  0.978, Loss:  0.035
Epoch  28 Batch    2/78 - Train Accuracy:  0.991, Validation Accuracy:  0.972, Loss:  0.034
Epoch  28 Batch    3/78 - Train Accuracy:  0.991, Validation Accuracy:  0.965, Loss:  0.037
Epoch  28 Batch    4/78 - Train Accuracy:  0.987, Validation Accuracy:  0.978, Loss:  0.043
Epoch  28 Batch    5/78 - Train Accuracy:  0.982, Validation Accuracy:  0.978, Loss:  0.037
Epoch  28 Batch    6/78 - Train Accuracy:  0.987, Validation Accuracy:  0.975, Loss:  0.036
Epoch  28 Batch    7/78 - Train Accuracy:  0.977, Validation Accuracy:  0.980, Loss:  0.047
Epoch  28 Batch    8/78 - Train Accuracy:  0.990, Validation Accuracy:  0.980, Loss:  0.040
Epoch  28 Batch    9/78 - Train Accuracy:  0.989, Validation Accuracy:  0.977, Loss:  0.038
Epoch  28 Batch   10/78 - Train Accuracy:  0.999, Validation Accuracy:  0.975, Loss:  0.040
Epoch  28 Batch   11/78 - Train Accuracy:  0.983, Validation Accuracy:  0.978, Loss:  0.044
Epoch  28 Batch   12/78 - Train Accuracy:  0.983, Validation Accuracy:  0.979, Loss:  0.046
Epoch  28 Batch   13/78 - Train Accuracy:  0.988, Validation Accuracy:  0.980, Loss:  0.044
Epoch  28 Batch   14/78 - Train Accuracy:  0.983, Validation Accuracy:  0.981, Loss:  0.033
Epoch  28 Batch   15/78 - Train Accuracy:  0.996, Validation Accuracy:  0.980, Loss:  0.038
Epoch  28 Batch   16/78 - Train Accuracy:  0.990, Validation Accuracy:  0.979, Loss:  0.036
Epoch  28 Batch   17/78 - Train Accuracy:  0.988, Validation Accuracy:  0.979, Loss:  0.038
Epoch  28 Batch   18/78 - Train Accuracy:  0.993, Validation Accuracy:  0.979, Loss:  0.045
Epoch  28 Batch   19/78 - Train Accuracy:  0.975, Validation Accuracy:  0.981, Loss:  0.044
Epoch  28 Batch   20/78 - Train Accuracy:  0.999, Validation Accuracy:  0.982, Loss:  0.029
Epoch  28 Batch   21/78 - Train Accuracy:  0.984, Validation Accuracy:  0.981, Loss:  0.043
Epoch  28 Batch   22/78 - Train Accuracy:  0.981, Validation Accuracy:  0.983, Loss:  0.039
Epoch  28 Batch   23/78 - Train Accuracy:  0.991, Validation Accuracy:  0.982, Loss:  0.030
Epoch  28 Batch   24/78 - Train Accuracy:  0.990, Validation Accuracy:  0.978, Loss:  0.030
Epoch  28 Batch   25/78 - Train Accuracy:  0.989, Validation Accuracy:  0.978, Loss:  0.036
Epoch  28 Batch   26/78 - Train Accuracy:  0.981, Validation Accuracy:  0.977, Loss:  0.044
Epoch  28 Batch   27/78 - Train Accuracy:  0.996, Validation Accuracy:  0.980, Loss:  0.035
Epoch  28 Batch   28/78 - Train Accuracy:  0.994, Validation Accuracy:  0.978, Loss:  0.041
Epoch  28 Batch   29/78 - Train Accuracy:  0.971, Validation Accuracy:  0.978, Loss:  0.045
Epoch  28 Batch   30/78 - Train Accuracy:  0.996, Validation Accuracy:  0.978, Loss:  0.040
Epoch  28 Batch   31/78 - Train Accuracy:  0.993, Validation Accuracy:  0.978, Loss:  0.033
Epoch  28 Batch   32/78 - Train Accuracy:  0.984, Validation Accuracy:  0.978, Loss:  0.044
Epoch  28 Batch   33/78 - Train Accuracy:  0.975, Validation Accuracy:  0.980, Loss:  0.043
Epoch  28 Batch   34/78 - Train Accuracy:  0.993, Validation Accuracy:  0.983, Loss:  0.036
Epoch  28 Batch   35/78 - Train Accuracy:  0.981, Validation Accuracy:  0.988, Loss:  0.040
Epoch  28 Batch   36/78 - Train Accuracy:  0.977, Validation Accuracy:  0.988, Loss:  0.040
Epoch  28 Batch   37/78 - Train Accuracy:  0.982, Validation Accuracy:  0.988, Loss:  0.046
Epoch  28 Batch   38/78 - Train Accuracy:  0.991, Validation Accuracy:  0.977, Loss:  0.035
Epoch  28 Batch   39/78 - Train Accuracy:  0.985, Validation Accuracy:  0.980, Loss:  0.048
Epoch  28 Batch   40/78 - Train Accuracy:  0.994, Validation Accuracy:  0.978, Loss:  0.033
Epoch  28 Batch   41/78 - Train Accuracy:  0.989, Validation Accuracy:  0.974, Loss:  0.041
Epoch  28 Batch   42/78 - Train Accuracy:  0.993, Validation Accuracy:  0.978, Loss:  0.037
Epoch  28 Batch   43/78 - Train Accuracy:  0.982, Validation Accuracy:  0.982, Loss:  0.047
Epoch  28 Batch   44/78 - Train Accuracy:  0.997, Validation Accuracy:  0.980, Loss:  0.033
Epoch  28 Batch   45/78 - Train Accuracy:  0.981, Validation Accuracy:  0.978, Loss:  0.042
Epoch  28 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.979, Loss:  0.040
Epoch  28 Batch   47/78 - Train Accuracy:  0.994, Validation Accuracy:  0.980, Loss:  0.037
Epoch  28 Batch   48/78 - Train Accuracy:  0.992, Validation Accuracy:  0.981, Loss:  0.031
Epoch  28 Batch   49/78 - Train Accuracy:  0.993, Validation Accuracy:  0.978, Loss:  0.039
Epoch  28 Batch   50/78 - Train Accuracy:  0.993, Validation Accuracy:  0.978, Loss:  0.047
Epoch  28 Batch   51/78 - Train Accuracy:  0.996, Validation Accuracy:  0.980, Loss:  0.034
Epoch  28 Batch   52/78 - Train Accuracy:  0.996, Validation Accuracy:  0.979, Loss:  0.039
Epoch  28 Batch   53/78 - Train Accuracy:  0.997, Validation Accuracy:  0.981, Loss:  0.038
Epoch  28 Batch   54/78 - Train Accuracy:  0.970, Validation Accuracy:  0.980, Loss:  0.043
Epoch  28 Batch   55/78 - Train Accuracy:  0.984, Validation Accuracy:  0.980, Loss:  0.042
Epoch  28 Batch   56/78 - Train Accuracy:  0.979, Validation Accuracy:  0.981, Loss:  0.046
Epoch  28 Batch   57/78 - Train Accuracy:  0.984, Validation Accuracy:  0.982, Loss:  0.040
Epoch  28 Batch   58/78 - Train Accuracy:  0.981, Validation Accuracy:  0.982, Loss:  0.046
Epoch  28 Batch   59/78 - Train Accuracy:  0.974, Validation Accuracy:  0.983, Loss:  0.055
Epoch  28 Batch   60/78 - Train Accuracy:  0.996, Validation Accuracy:  0.981, Loss:  0.037
Epoch  28 Batch   61/78 - Train Accuracy:  0.983, Validation Accuracy:  0.981, Loss:  0.048
Epoch  28 Batch   62/78 - Train Accuracy:  0.987, Validation Accuracy:  0.975, Loss:  0.040
Epoch  28 Batch   63/78 - Train Accuracy:  0.989, Validation Accuracy:  0.974, Loss:  0.033
Epoch  28 Batch   64/78 - Train Accuracy:  0.983, Validation Accuracy:  0.983, Loss:  0.046
Epoch  28 Batch   65/78 - Train Accuracy:  0.981, Validation Accuracy:  0.987, Loss:  0.043
Epoch  28 Batch   66/78 - Train Accuracy:  0.989, Validation Accuracy:  0.987, Loss:  0.035
Epoch  28 Batch   67/78 - Train Accuracy:  0.985, Validation Accuracy:  0.987, Loss:  0.034
Epoch  28 Batch   68/78 - Train Accuracy:  0.983, Validation Accuracy:  0.984, Loss:  0.041
Epoch  28 Batch   69/78 - Train Accuracy:  0.988, Validation Accuracy:  0.984, Loss:  0.036
Epoch  28 Batch   70/78 - Train Accuracy:  0.985, Validation Accuracy:  0.984, Loss:  0.045
Epoch  28 Batch   71/78 - Train Accuracy:  0.992, Validation Accuracy:  0.983, Loss:  0.031
Epoch  28 Batch   72/78 - Train Accuracy:  0.982, Validation Accuracy:  0.983, Loss:  0.045
Epoch  28 Batch   73/78 - Train Accuracy:  0.982, Validation Accuracy:  0.984, Loss:  0.048
Epoch  28 Batch   74/78 - Train Accuracy:  0.991, Validation Accuracy:  0.985, Loss:  0.034
Epoch  28 Batch   75/78 - Train Accuracy:  0.991, Validation Accuracy:  0.984, Loss:  0.036
Epoch  28 Batch   76/78 - Train Accuracy:  0.982, Validation Accuracy:  0.982, Loss:  0.046
Epoch  29 Batch    0/78 - Train Accuracy:  0.985, Validation Accuracy:  0.988, Loss:  0.042
Epoch  29 Batch    1/78 - Train Accuracy:  0.992, Validation Accuracy:  0.988, Loss:  0.033
Epoch  29 Batch    2/78 - Train Accuracy:  0.998, Validation Accuracy:  0.975, Loss:  0.033
Epoch  29 Batch    3/78 - Train Accuracy:  0.990, Validation Accuracy:  0.972, Loss:  0.033
Epoch  29 Batch    4/78 - Train Accuracy:  0.985, Validation Accuracy:  0.974, Loss:  0.040
Epoch  29 Batch    5/78 - Train Accuracy:  0.989, Validation Accuracy:  0.977, Loss:  0.036
Epoch  29 Batch    6/78 - Train Accuracy:  0.987, Validation Accuracy:  0.979, Loss:  0.033
Epoch  29 Batch    7/78 - Train Accuracy:  0.979, Validation Accuracy:  0.977, Loss:  0.044
Epoch  29 Batch    8/78 - Train Accuracy:  0.990, Validation Accuracy:  0.980, Loss:  0.036
Epoch  29 Batch    9/78 - Train Accuracy:  0.989, Validation Accuracy:  0.973, Loss:  0.036
Epoch  29 Batch   10/78 - Train Accuracy:  0.999, Validation Accuracy:  0.978, Loss:  0.039
Epoch  29 Batch   11/78 - Train Accuracy:  0.984, Validation Accuracy:  0.978, Loss:  0.039
Epoch  29 Batch   12/78 - Train Accuracy:  0.983, Validation Accuracy:  0.980, Loss:  0.042
Epoch  29 Batch   13/78 - Train Accuracy:  0.988, Validation Accuracy:  0.980, Loss:  0.041
Epoch  29 Batch   14/78 - Train Accuracy:  0.987, Validation Accuracy:  0.982, Loss:  0.032
Epoch  29 Batch   15/78 - Train Accuracy:  0.996, Validation Accuracy:  0.981, Loss:  0.036
Epoch  29 Batch   16/78 - Train Accuracy:  0.990, Validation Accuracy:  0.979, Loss:  0.033
Epoch  29 Batch   17/78 - Train Accuracy:  0.989, Validation Accuracy:  0.977, Loss:  0.034
Epoch  29 Batch   18/78 - Train Accuracy:  0.993, Validation Accuracy:  0.979, Loss:  0.042
Epoch  29 Batch   19/78 - Train Accuracy:  0.981, Validation Accuracy:  0.981, Loss:  0.041
Epoch  29 Batch   20/78 - Train Accuracy:  0.998, Validation Accuracy:  0.980, Loss:  0.027
Epoch  29 Batch   21/78 - Train Accuracy:  0.984, Validation Accuracy:  0.980, Loss:  0.039
Epoch  29 Batch   22/78 - Train Accuracy:  0.982, Validation Accuracy:  0.980, Loss:  0.036
Epoch  29 Batch   23/78 - Train Accuracy:  0.991, Validation Accuracy:  0.982, Loss:  0.028
Epoch  29 Batch   24/78 - Train Accuracy:  0.996, Validation Accuracy:  0.982, Loss:  0.028
Epoch  29 Batch   25/78 - Train Accuracy:  0.989, Validation Accuracy:  0.978, Loss:  0.034
Epoch  29 Batch   26/78 - Train Accuracy:  0.985, Validation Accuracy:  0.975, Loss:  0.041
Epoch  29 Batch   27/78 - Train Accuracy:  0.996, Validation Accuracy:  0.975, Loss:  0.033
Epoch  29 Batch   28/78 - Train Accuracy:  0.993, Validation Accuracy:  0.978, Loss:  0.040
Epoch  29 Batch   29/78 - Train Accuracy:  0.978, Validation Accuracy:  0.978, Loss:  0.042
Epoch  29 Batch   30/78 - Train Accuracy:  0.996, Validation Accuracy:  0.978, Loss:  0.037
Epoch  29 Batch   31/78 - Train Accuracy:  0.996, Validation Accuracy:  0.974, Loss:  0.030
Epoch  29 Batch   32/78 - Train Accuracy:  0.987, Validation Accuracy:  0.975, Loss:  0.040
Epoch  29 Batch   33/78 - Train Accuracy:  0.980, Validation Accuracy:  0.979, Loss:  0.041
Epoch  29 Batch   34/78 - Train Accuracy:  0.993, Validation Accuracy:  0.983, Loss:  0.033
Epoch  29 Batch   35/78 - Train Accuracy:  0.987, Validation Accuracy:  0.988, Loss:  0.037
Epoch  29 Batch   36/78 - Train Accuracy:  0.984, Validation Accuracy:  0.991, Loss:  0.037
Epoch  29 Batch   37/78 - Train Accuracy:  0.984, Validation Accuracy:  0.991, Loss:  0.042
Epoch  29 Batch   38/78 - Train Accuracy:  0.997, Validation Accuracy:  0.989, Loss:  0.033
Epoch  29 Batch   39/78 - Train Accuracy:  0.985, Validation Accuracy:  0.980, Loss:  0.044
Epoch  29 Batch   40/78 - Train Accuracy:  0.997, Validation Accuracy:  0.980, Loss:  0.030
Epoch  29 Batch   41/78 - Train Accuracy:  0.989, Validation Accuracy:  0.975, Loss:  0.038
Epoch  29 Batch   42/78 - Train Accuracy:  0.997, Validation Accuracy:  0.975, Loss:  0.033
Epoch  29 Batch   43/78 - Train Accuracy:  0.982, Validation Accuracy:  0.980, Loss:  0.043
Epoch  29 Batch   44/78 - Train Accuracy:  0.997, Validation Accuracy:  0.980, Loss:  0.030
Epoch  29 Batch   45/78 - Train Accuracy:  0.983, Validation Accuracy:  0.982, Loss:  0.039
Epoch  29 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.981, Loss:  0.037
Epoch  29 Batch   47/78 - Train Accuracy:  0.993, Validation Accuracy:  0.980, Loss:  0.033
Epoch  29 Batch   48/78 - Train Accuracy:  0.992, Validation Accuracy:  0.980, Loss:  0.028
Epoch  29 Batch   49/78 - Train Accuracy:  0.996, Validation Accuracy:  0.980, Loss:  0.037
Epoch  29 Batch   50/78 - Train Accuracy:  0.993, Validation Accuracy:  0.977, Loss:  0.042
Epoch  29 Batch   51/78 - Train Accuracy:  0.996, Validation Accuracy:  0.975, Loss:  0.031
Epoch  29 Batch   52/78 - Train Accuracy:  0.996, Validation Accuracy:  0.979, Loss:  0.037
Epoch  29 Batch   53/78 - Train Accuracy:  0.997, Validation Accuracy:  0.985, Loss:  0.035
Epoch  29 Batch   54/78 - Train Accuracy:  0.973, Validation Accuracy:  0.984, Loss:  0.039
Epoch  29 Batch   55/78 - Train Accuracy:  0.983, Validation Accuracy:  0.983, Loss:  0.038
Epoch  29 Batch   56/78 - Train Accuracy:  0.979, Validation Accuracy:  0.981, Loss:  0.042
Epoch  29 Batch   57/78 - Train Accuracy:  0.990, Validation Accuracy:  0.987, Loss:  0.039
Epoch  29 Batch   58/78 - Train Accuracy:  0.981, Validation Accuracy:  0.983, Loss:  0.043
Epoch  29 Batch   59/78 - Train Accuracy:  0.972, Validation Accuracy:  0.981, Loss:  0.050
Epoch  29 Batch   60/78 - Train Accuracy:  0.996, Validation Accuracy:  0.982, Loss:  0.034
Epoch  29 Batch   61/78 - Train Accuracy:  0.983, Validation Accuracy:  0.978, Loss:  0.046
Epoch  29 Batch   62/78 - Train Accuracy:  0.987, Validation Accuracy:  0.981, Loss:  0.035
Epoch  29 Batch   63/78 - Train Accuracy:  0.993, Validation Accuracy:  0.974, Loss:  0.030
Epoch  29 Batch   64/78 - Train Accuracy:  0.983, Validation Accuracy:  0.979, Loss:  0.044
Epoch  29 Batch   65/78 - Train Accuracy:  0.981, Validation Accuracy:  0.987, Loss:  0.041
Epoch  29 Batch   66/78 - Train Accuracy:  0.991, Validation Accuracy:  0.987, Loss:  0.032
Epoch  29 Batch   67/78 - Train Accuracy:  0.985, Validation Accuracy:  0.987, Loss:  0.031
Epoch  29 Batch   68/78 - Train Accuracy:  0.989, Validation Accuracy:  0.984, Loss:  0.038
Epoch  29 Batch   69/78 - Train Accuracy:  0.988, Validation Accuracy:  0.983, Loss:  0.033
Epoch  29 Batch   70/78 - Train Accuracy:  0.987, Validation Accuracy:  0.982, Loss:  0.042
Epoch  29 Batch   71/78 - Train Accuracy:  0.994, Validation Accuracy:  0.981, Loss:  0.028
Epoch  29 Batch   72/78 - Train Accuracy:  0.982, Validation Accuracy:  0.983, Loss:  0.041
Epoch  29 Batch   73/78 - Train Accuracy:  0.989, Validation Accuracy:  0.983, Loss:  0.045
Epoch  29 Batch   74/78 - Train Accuracy:  0.988, Validation Accuracy:  0.984, Loss:  0.032
Epoch  29 Batch   75/78 - Train Accuracy:  0.991, Validation Accuracy:  0.984, Loss:  0.034
Epoch  29 Batch   76/78 - Train Accuracy:  0.982, Validation Accuracy:  0.983, Loss:  0.040
Epoch  30 Batch    0/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.039
Epoch  30 Batch    1/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.031
Epoch  30 Batch    2/78 - Train Accuracy:  0.998, Validation Accuracy:  0.981, Loss:  0.032
Epoch  30 Batch    3/78 - Train Accuracy:  0.990, Validation Accuracy:  0.974, Loss:  0.030
Epoch  30 Batch    4/78 - Train Accuracy:  0.990, Validation Accuracy:  0.974, Loss:  0.036
Epoch  30 Batch    5/78 - Train Accuracy:  0.989, Validation Accuracy:  0.975, Loss:  0.033
Epoch  30 Batch    6/78 - Train Accuracy:  0.991, Validation Accuracy:  0.982, Loss:  0.032
Epoch  30 Batch    7/78 - Train Accuracy:  0.979, Validation Accuracy:  0.982, Loss:  0.044
Epoch  30 Batch    8/78 - Train Accuracy:  0.990, Validation Accuracy:  0.982, Loss:  0.032
Epoch  30 Batch    9/78 - Train Accuracy:  0.996, Validation Accuracy:  0.979, Loss:  0.033
Epoch  30 Batch   10/78 - Train Accuracy:  0.999, Validation Accuracy:  0.975, Loss:  0.041
Epoch  30 Batch   11/78 - Train Accuracy:  0.990, Validation Accuracy:  0.980, Loss:  0.036
Epoch  30 Batch   12/78 - Train Accuracy:  0.983, Validation Accuracy:  0.980, Loss:  0.038
Epoch  30 Batch   13/78 - Train Accuracy:  0.996, Validation Accuracy:  0.980, Loss:  0.037
Epoch  30 Batch   14/78 - Train Accuracy:  0.987, Validation Accuracy:  0.982, Loss:  0.032
Epoch  30 Batch   15/78 - Train Accuracy:  0.997, Validation Accuracy:  0.982, Loss:  0.037
Epoch  30 Batch   16/78 - Train Accuracy:  0.990, Validation Accuracy:  0.978, Loss:  0.030
Epoch  30 Batch   17/78 - Train Accuracy:  0.989, Validation Accuracy:  0.985, Loss:  0.031
Epoch  30 Batch   18/78 - Train Accuracy:  0.996, Validation Accuracy:  0.977, Loss:  0.039
Epoch  30 Batch   19/78 - Train Accuracy:  0.980, Validation Accuracy:  0.980, Loss:  0.041
Epoch  30 Batch   20/78 - Train Accuracy:  0.998, Validation Accuracy:  0.980, Loss:  0.026
Epoch  30 Batch   21/78 - Train Accuracy:  0.988, Validation Accuracy:  0.980, Loss:  0.035
Epoch  30 Batch   22/78 - Train Accuracy:  0.987, Validation Accuracy:  0.979, Loss:  0.033
Epoch  30 Batch   23/78 - Train Accuracy:  0.991, Validation Accuracy:  0.977, Loss:  0.026
Epoch  30 Batch   24/78 - Train Accuracy:  0.996, Validation Accuracy:  0.977, Loss:  0.029
Epoch  30 Batch   25/78 - Train Accuracy:  0.989, Validation Accuracy:  0.975, Loss:  0.033
Epoch  30 Batch   26/78 - Train Accuracy:  0.985, Validation Accuracy:  0.980, Loss:  0.038
Epoch  30 Batch   27/78 - Train Accuracy:  0.997, Validation Accuracy:  0.981, Loss:  0.031
Epoch  30 Batch   28/78 - Train Accuracy:  0.993, Validation Accuracy:  0.978, Loss:  0.039
Epoch  30 Batch   29/78 - Train Accuracy:  0.978, Validation Accuracy:  0.978, Loss:  0.039
Epoch  30 Batch   30/78 - Train Accuracy:  0.996, Validation Accuracy:  0.978, Loss:  0.035
Epoch  30 Batch   31/78 - Train Accuracy:  0.994, Validation Accuracy:  0.979, Loss:  0.027
Epoch  30 Batch   32/78 - Train Accuracy:  0.988, Validation Accuracy:  0.980, Loss:  0.037
Epoch  30 Batch   33/78 - Train Accuracy:  0.982, Validation Accuracy:  0.978, Loss:  0.039
Epoch  30 Batch   34/78 - Train Accuracy:  0.993, Validation Accuracy:  0.985, Loss:  0.031
Epoch  30 Batch   35/78 - Train Accuracy:  0.990, Validation Accuracy:  0.990, Loss:  0.035
Epoch  30 Batch   36/78 - Train Accuracy:  0.992, Validation Accuracy:  0.990, Loss:  0.034
Epoch  30 Batch   37/78 - Train Accuracy:  0.984, Validation Accuracy:  0.990, Loss:  0.039
Epoch  30 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.030
Epoch  30 Batch   39/78 - Train Accuracy:  0.985, Validation Accuracy:  0.982, Loss:  0.041
Epoch  30 Batch   40/78 - Train Accuracy:  0.998, Validation Accuracy:  0.979, Loss:  0.028
Epoch  30 Batch   41/78 - Train Accuracy:  0.993, Validation Accuracy:  0.977, Loss:  0.034
Epoch  30 Batch   42/78 - Train Accuracy:  0.997, Validation Accuracy:  0.974, Loss:  0.030
Epoch  30 Batch   43/78 - Train Accuracy:  0.987, Validation Accuracy:  0.975, Loss:  0.040
Epoch  30 Batch   44/78 - Train Accuracy:  0.997, Validation Accuracy:  0.979, Loss:  0.027
Epoch  30 Batch   45/78 - Train Accuracy:  0.985, Validation Accuracy:  0.980, Loss:  0.037
Epoch  30 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.034
Epoch  30 Batch   47/78 - Train Accuracy:  0.994, Validation Accuracy:  0.982, Loss:  0.030
Epoch  30 Batch   48/78 - Train Accuracy:  0.992, Validation Accuracy:  0.980, Loss:  0.026
Epoch  30 Batch   49/78 - Train Accuracy:  0.996, Validation Accuracy:  0.987, Loss:  0.035
Epoch  30 Batch   50/78 - Train Accuracy:  0.996, Validation Accuracy:  0.984, Loss:  0.038
Epoch  30 Batch   51/78 - Train Accuracy:  0.996, Validation Accuracy:  0.985, Loss:  0.028
Epoch  30 Batch   52/78 - Train Accuracy:  0.998, Validation Accuracy:  0.980, Loss:  0.034
Epoch  30 Batch   53/78 - Train Accuracy:  0.997, Validation Accuracy:  0.985, Loss:  0.033
Epoch  30 Batch   54/78 - Train Accuracy:  0.973, Validation Accuracy:  0.983, Loss:  0.036
Epoch  30 Batch   55/78 - Train Accuracy:  0.989, Validation Accuracy:  0.983, Loss:  0.036
Epoch  30 Batch   56/78 - Train Accuracy:  0.984, Validation Accuracy:  0.990, Loss:  0.039
Epoch  30 Batch   57/78 - Train Accuracy:  0.990, Validation Accuracy:  0.990, Loss:  0.036
Epoch  30 Batch   58/78 - Train Accuracy:  0.988, Validation Accuracy:  0.987, Loss:  0.040
Epoch  30 Batch   59/78 - Train Accuracy:  0.972, Validation Accuracy:  0.985, Loss:  0.047
Epoch  30 Batch   60/78 - Train Accuracy:  0.996, Validation Accuracy:  0.985, Loss:  0.032
Epoch  30 Batch   61/78 - Train Accuracy:  0.985, Validation Accuracy:  0.981, Loss:  0.043
Epoch  30 Batch   62/78 - Train Accuracy:  0.987, Validation Accuracy:  0.977, Loss:  0.033
Epoch  30 Batch   63/78 - Train Accuracy:  0.990, Validation Accuracy:  0.973, Loss:  0.027
Epoch  30 Batch   64/78 - Train Accuracy:  0.981, Validation Accuracy:  0.973, Loss:  0.041
Epoch  30 Batch   65/78 - Train Accuracy:  0.985, Validation Accuracy:  0.983, Loss:  0.040
Epoch  30 Batch   66/78 - Train Accuracy:  0.993, Validation Accuracy:  0.985, Loss:  0.030
Epoch  30 Batch   67/78 - Train Accuracy:  0.984, Validation Accuracy:  0.983, Loss:  0.029
Epoch  30 Batch   68/78 - Train Accuracy:  0.983, Validation Accuracy:  0.979, Loss:  0.036
Epoch  30 Batch   69/78 - Train Accuracy:  0.988, Validation Accuracy:  0.982, Loss:  0.032
Epoch  30 Batch   70/78 - Train Accuracy:  0.994, Validation Accuracy:  0.984, Loss:  0.042
Epoch  30 Batch   71/78 - Train Accuracy:  0.994, Validation Accuracy:  0.982, Loss:  0.027
Epoch  30 Batch   72/78 - Train Accuracy:  0.985, Validation Accuracy:  0.983, Loss:  0.037
Epoch  30 Batch   73/78 - Train Accuracy:  0.990, Validation Accuracy:  0.981, Loss:  0.045
Epoch  30 Batch   74/78 - Train Accuracy:  0.987, Validation Accuracy:  0.982, Loss:  0.031
Epoch  30 Batch   75/78 - Train Accuracy:  0.996, Validation Accuracy:  0.989, Loss:  0.033
Epoch  30 Batch   76/78 - Train Accuracy:  0.980, Validation Accuracy:  0.987, Loss:  0.036
Epoch  31 Batch    0/78 - Train Accuracy:  0.997, Validation Accuracy:  0.984, Loss:  0.038
Epoch  31 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.029
Epoch  31 Batch    2/78 - Train Accuracy:  0.998, Validation Accuracy:  0.992, Loss:  0.033
Epoch  31 Batch    3/78 - Train Accuracy:  0.992, Validation Accuracy:  0.983, Loss:  0.029
Epoch  31 Batch    4/78 - Train Accuracy:  0.992, Validation Accuracy:  0.971, Loss:  0.032
Epoch  31 Batch    5/78 - Train Accuracy:  0.985, Validation Accuracy:  0.972, Loss:  0.032
Epoch  31 Batch    6/78 - Train Accuracy:  0.996, Validation Accuracy:  0.975, Loss:  0.031
Epoch  31 Batch    7/78 - Train Accuracy:  0.979, Validation Accuracy:  0.981, Loss:  0.044
Epoch  31 Batch    8/78 - Train Accuracy:  0.994, Validation Accuracy:  0.981, Loss:  0.030
Epoch  31 Batch    9/78 - Train Accuracy:  0.996, Validation Accuracy:  0.978, Loss:  0.030
Epoch  31 Batch   10/78 - Train Accuracy:  0.999, Validation Accuracy:  0.980, Loss:  0.041
Epoch  31 Batch   11/78 - Train Accuracy:  0.994, Validation Accuracy:  0.978, Loss:  0.034
Epoch  31 Batch   12/78 - Train Accuracy:  0.991, Validation Accuracy:  0.980, Loss:  0.035
Epoch  31 Batch   13/78 - Train Accuracy:  0.993, Validation Accuracy:  0.980, Loss:  0.033
Epoch  31 Batch   14/78 - Train Accuracy:  0.983, Validation Accuracy:  0.980, Loss:  0.031
Epoch  31 Batch   15/78 - Train Accuracy:  0.997, Validation Accuracy:  0.982, Loss:  0.039
Epoch  31 Batch   16/78 - Train Accuracy:  0.993, Validation Accuracy:  0.984, Loss:  0.029
Epoch  31 Batch   17/78 - Train Accuracy:  0.988, Validation Accuracy:  0.985, Loss:  0.028
Epoch  31 Batch   18/78 - Train Accuracy:  0.996, Validation Accuracy:  0.987, Loss:  0.036
Epoch  31 Batch   19/78 - Train Accuracy:  0.982, Validation Accuracy:  0.977, Loss:  0.040
Epoch  31 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.980, Loss:  0.025
Epoch  31 Batch   21/78 - Train Accuracy:  0.991, Validation Accuracy:  0.980, Loss:  0.032
Epoch  31 Batch   22/78 - Train Accuracy:  0.987, Validation Accuracy:  0.980, Loss:  0.030
Epoch  31 Batch   23/78 - Train Accuracy:  0.991, Validation Accuracy:  0.978, Loss:  0.024
Epoch  31 Batch   24/78 - Train Accuracy:  0.999, Validation Accuracy:  0.975, Loss:  0.028
Epoch  31 Batch   25/78 - Train Accuracy:  0.989, Validation Accuracy:  0.978, Loss:  0.032
Epoch  31 Batch   26/78 - Train Accuracy:  0.984, Validation Accuracy:  0.981, Loss:  0.038
Epoch  31 Batch   27/78 - Train Accuracy:  0.999, Validation Accuracy:  0.982, Loss:  0.028
Epoch  31 Batch   28/78 - Train Accuracy:  0.994, Validation Accuracy:  0.982, Loss:  0.036
Epoch  31 Batch   29/78 - Train Accuracy:  0.977, Validation Accuracy:  0.985, Loss:  0.037
Epoch  31 Batch   30/78 - Train Accuracy:  0.996, Validation Accuracy:  0.981, Loss:  0.034
Epoch  31 Batch   31/78 - Train Accuracy:  0.994, Validation Accuracy:  0.982, Loss:  0.025
Epoch  31 Batch   32/78 - Train Accuracy:  0.988, Validation Accuracy:  0.979, Loss:  0.034
Epoch  31 Batch   33/78 - Train Accuracy:  0.980, Validation Accuracy:  0.980, Loss:  0.037
Epoch  31 Batch   34/78 - Train Accuracy:  0.997, Validation Accuracy:  0.989, Loss:  0.031
Epoch  31 Batch   35/78 - Train Accuracy:  0.997, Validation Accuracy:  0.990, Loss:  0.037
Epoch  31 Batch   36/78 - Train Accuracy:  0.991, Validation Accuracy:  0.990, Loss:  0.032
Epoch  31 Batch   37/78 - Train Accuracy:  0.990, Validation Accuracy:  0.988, Loss:  0.036
Epoch  31 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.029
Epoch  31 Batch   39/78 - Train Accuracy:  0.981, Validation Accuracy:  0.985, Loss:  0.039
Epoch  31 Batch   40/78 - Train Accuracy:  0.994, Validation Accuracy:  0.977, Loss:  0.026
Epoch  31 Batch   41/78 - Train Accuracy:  0.997, Validation Accuracy:  0.978, Loss:  0.033
Epoch  31 Batch   42/78 - Train Accuracy:  0.997, Validation Accuracy:  0.975, Loss:  0.029
Epoch  31 Batch   43/78 - Train Accuracy:  0.988, Validation Accuracy:  0.978, Loss:  0.038
Epoch  31 Batch   44/78 - Train Accuracy:  0.997, Validation Accuracy:  0.974, Loss:  0.025
Epoch  31 Batch   45/78 - Train Accuracy:  0.985, Validation Accuracy:  0.977, Loss:  0.037
Epoch  31 Batch   46/78 - Train Accuracy:  0.997, Validation Accuracy:  0.983, Loss:  0.033
Epoch  31 Batch   47/78 - Train Accuracy:  0.994, Validation Accuracy:  0.982, Loss:  0.027
Epoch  31 Batch   48/78 - Train Accuracy:  0.991, Validation Accuracy:  0.984, Loss:  0.023
Epoch  31 Batch   49/78 - Train Accuracy:  0.990, Validation Accuracy:  0.984, Loss:  0.033
Epoch  31 Batch   50/78 - Train Accuracy:  0.996, Validation Accuracy:  0.985, Loss:  0.036
Epoch  31 Batch   51/78 - Train Accuracy:  0.996, Validation Accuracy:  0.985, Loss:  0.026
Epoch  31 Batch   52/78 - Train Accuracy:  0.998, Validation Accuracy:  0.988, Loss:  0.031
Epoch  31 Batch   53/78 - Train Accuracy:  0.996, Validation Accuracy:  0.982, Loss:  0.031
Epoch  31 Batch   54/78 - Train Accuracy:  0.979, Validation Accuracy:  0.985, Loss:  0.035
Epoch  31 Batch   55/78 - Train Accuracy:  0.988, Validation Accuracy:  0.982, Loss:  0.034
Epoch  31 Batch   56/78 - Train Accuracy:  0.984, Validation Accuracy:  0.988, Loss:  0.037
Epoch  31 Batch   57/78 - Train Accuracy:  0.990, Validation Accuracy:  0.988, Loss:  0.032
Epoch  31 Batch   58/78 - Train Accuracy:  0.988, Validation Accuracy:  0.989, Loss:  0.037
Epoch  31 Batch   59/78 - Train Accuracy:  0.974, Validation Accuracy:  0.985, Loss:  0.045
Epoch  31 Batch   60/78 - Train Accuracy:  0.996, Validation Accuracy:  0.985, Loss:  0.030
Epoch  31 Batch   61/78 - Train Accuracy:  0.985, Validation Accuracy:  0.985, Loss:  0.041
Epoch  31 Batch   62/78 - Train Accuracy:  0.987, Validation Accuracy:  0.975, Loss:  0.032
Epoch  31 Batch   63/78 - Train Accuracy:  0.989, Validation Accuracy:  0.977, Loss:  0.025
Epoch  31 Batch   64/78 - Train Accuracy:  0.981, Validation Accuracy:  0.977, Loss:  0.040
Epoch  31 Batch   65/78 - Train Accuracy:  0.984, Validation Accuracy:  0.981, Loss:  0.040
Epoch  31 Batch   66/78 - Train Accuracy:  0.998, Validation Accuracy:  0.983, Loss:  0.030
Epoch  31 Batch   67/78 - Train Accuracy:  0.990, Validation Accuracy:  0.984, Loss:  0.027
Epoch  31 Batch   68/78 - Train Accuracy:  0.985, Validation Accuracy:  0.975, Loss:  0.033
Epoch  31 Batch   69/78 - Train Accuracy:  0.988, Validation Accuracy:  0.974, Loss:  0.031
Epoch  31 Batch   70/78 - Train Accuracy:  0.994, Validation Accuracy:  0.980, Loss:  0.042
Epoch  31 Batch   71/78 - Train Accuracy:  0.997, Validation Accuracy:  0.984, Loss:  0.028
Epoch  31 Batch   72/78 - Train Accuracy:  0.981, Validation Accuracy:  0.983, Loss:  0.033
Epoch  31 Batch   73/78 - Train Accuracy:  0.988, Validation Accuracy:  0.982, Loss:  0.044
Epoch  31 Batch   74/78 - Train Accuracy:  0.994, Validation Accuracy:  0.983, Loss:  0.030
Epoch  31 Batch   75/78 - Train Accuracy:  0.996, Validation Accuracy:  0.985, Loss:  0.033
Epoch  31 Batch   76/78 - Train Accuracy:  0.980, Validation Accuracy:  0.985, Loss:  0.035
Epoch  32 Batch    0/78 - Train Accuracy:  0.997, Validation Accuracy:  0.983, Loss:  0.036
Epoch  32 Batch    1/78 - Train Accuracy:  0.997, Validation Accuracy:  0.987, Loss:  0.028
Epoch  32 Batch    2/78 - Train Accuracy:  0.998, Validation Accuracy:  0.990, Loss:  0.032
Epoch  32 Batch    3/78 - Train Accuracy:  0.992, Validation Accuracy:  0.984, Loss:  0.028
Epoch  32 Batch    4/78 - Train Accuracy:  0.992, Validation Accuracy:  0.975, Loss:  0.029
Epoch  32 Batch    5/78 - Train Accuracy:  0.985, Validation Accuracy:  0.973, Loss:  0.029
Epoch  32 Batch    6/78 - Train Accuracy:  0.996, Validation Accuracy:  0.974, Loss:  0.028
Epoch  32 Batch    7/78 - Train Accuracy:  0.974, Validation Accuracy:  0.982, Loss:  0.043
Epoch  32 Batch    8/78 - Train Accuracy:  0.994, Validation Accuracy:  0.980, Loss:  0.029
Epoch  32 Batch    9/78 - Train Accuracy:  0.994, Validation Accuracy:  0.978, Loss:  0.025
Epoch  32 Batch   10/78 - Train Accuracy:  0.999, Validation Accuracy:  0.979, Loss:  0.031
Epoch  32 Batch   11/78 - Train Accuracy:  0.994, Validation Accuracy:  0.974, Loss:  0.034
Epoch  32 Batch   12/78 - Train Accuracy:  0.984, Validation Accuracy:  0.982, Loss:  0.041
Epoch  32 Batch   13/78 - Train Accuracy:  0.993, Validation Accuracy:  0.980, Loss:  0.029
Epoch  32 Batch   14/78 - Train Accuracy:  0.990, Validation Accuracy:  0.982, Loss:  0.027
Epoch  32 Batch   15/78 - Train Accuracy:  0.996, Validation Accuracy:  0.980, Loss:  0.040
Epoch  32 Batch   16/78 - Train Accuracy:  0.993, Validation Accuracy:  0.983, Loss:  0.031
Epoch  32 Batch   17/78 - Train Accuracy:  0.990, Validation Accuracy:  0.983, Loss:  0.027
Epoch  32 Batch   18/78 - Train Accuracy:  0.996, Validation Accuracy:  0.989, Loss:  0.030
Epoch  32 Batch   19/78 - Train Accuracy:  0.981, Validation Accuracy:  0.983, Loss:  0.036
Epoch  32 Batch   20/78 - Train Accuracy:  0.999, Validation Accuracy:  0.978, Loss:  0.026
Epoch  32 Batch   21/78 - Train Accuracy:  0.996, Validation Accuracy:  0.977, Loss:  0.033
Epoch  32 Batch   22/78 - Train Accuracy:  0.987, Validation Accuracy:  0.980, Loss:  0.029
Epoch  32 Batch   23/78 - Train Accuracy:  0.991, Validation Accuracy:  0.978, Loss:  0.022
Epoch  32 Batch   24/78 - Train Accuracy:  0.999, Validation Accuracy:  0.975, Loss:  0.023
Epoch  32 Batch   25/78 - Train Accuracy:  0.988, Validation Accuracy:  0.973, Loss:  0.032
Epoch  32 Batch   26/78 - Train Accuracy:  0.974, Validation Accuracy:  0.979, Loss:  0.042
Epoch  32 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.028
Epoch  32 Batch   28/78 - Train Accuracy:  0.994, Validation Accuracy:  0.984, Loss:  0.031
Epoch  32 Batch   29/78 - Train Accuracy:  0.982, Validation Accuracy:  0.980, Loss:  0.034
Epoch  32 Batch   30/78 - Train Accuracy:  0.997, Validation Accuracy:  0.979, Loss:  0.035
Epoch  32 Batch   31/78 - Train Accuracy:  0.994, Validation Accuracy:  0.984, Loss:  0.027
Epoch  32 Batch   32/78 - Train Accuracy:  0.988, Validation Accuracy:  0.988, Loss:  0.034
Epoch  32 Batch   33/78 - Train Accuracy:  0.990, Validation Accuracy:  0.988, Loss:  0.033
Epoch  32 Batch   34/78 - Train Accuracy:  0.997, Validation Accuracy:  0.981, Loss:  0.029
Epoch  32 Batch   35/78 - Train Accuracy:  0.997, Validation Accuracy:  0.983, Loss:  0.039
Epoch  32 Batch   36/78 - Train Accuracy:  0.993, Validation Accuracy:  0.988, Loss:  0.035
Epoch  32 Batch   37/78 - Train Accuracy:  0.985, Validation Accuracy:  0.991, Loss:  0.035
Epoch  32 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.026
Epoch  32 Batch   39/78 - Train Accuracy:  0.990, Validation Accuracy:  0.979, Loss:  0.036
Epoch  32 Batch   40/78 - Train Accuracy:  0.996, Validation Accuracy:  0.982, Loss:  0.028
Epoch  32 Batch   41/78 - Train Accuracy:  0.996, Validation Accuracy:  0.980, Loss:  0.035
Epoch  32 Batch   42/78 - Train Accuracy:  0.993, Validation Accuracy:  0.981, Loss:  0.031
Epoch  32 Batch   43/78 - Train Accuracy:  0.988, Validation Accuracy:  0.978, Loss:  0.034
Epoch  32 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.974, Loss:  0.023
Epoch  32 Batch   45/78 - Train Accuracy:  0.983, Validation Accuracy:  0.975, Loss:  0.037
Epoch  32 Batch   46/78 - Train Accuracy:  0.997, Validation Accuracy:  0.978, Loss:  0.034
Epoch  32 Batch   47/78 - Train Accuracy:  0.997, Validation Accuracy:  0.983, Loss:  0.029
Epoch  32 Batch   48/78 - Train Accuracy:  0.992, Validation Accuracy:  0.990, Loss:  0.023
Epoch  32 Batch   49/78 - Train Accuracy:  0.996, Validation Accuracy:  0.983, Loss:  0.030
Epoch  32 Batch   50/78 - Train Accuracy:  0.992, Validation Accuracy:  0.981, Loss:  0.038
Epoch  32 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.027
Epoch  32 Batch   52/78 - Train Accuracy:  0.996, Validation Accuracy:  0.985, Loss:  0.032
Epoch  32 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.030
Epoch  32 Batch   54/78 - Train Accuracy:  0.978, Validation Accuracy:  0.989, Loss:  0.033
Epoch  32 Batch   55/78 - Train Accuracy:  0.989, Validation Accuracy:  0.985, Loss:  0.032
Epoch  32 Batch   56/78 - Train Accuracy:  0.989, Validation Accuracy:  0.989, Loss:  0.035
Epoch  32 Batch   57/78 - Train Accuracy:  0.991, Validation Accuracy:  0.989, Loss:  0.032
Epoch  32 Batch   58/78 - Train Accuracy:  0.992, Validation Accuracy:  0.985, Loss:  0.036
Epoch  32 Batch   59/78 - Train Accuracy:  0.977, Validation Accuracy:  0.989, Loss:  0.041
Epoch  32 Batch   60/78 - Train Accuracy:  0.997, Validation Accuracy:  0.985, Loss:  0.028
Epoch  32 Batch   61/78 - Train Accuracy:  0.985, Validation Accuracy:  0.988, Loss:  0.040
Epoch  32 Batch   62/78 - Train Accuracy:  0.989, Validation Accuracy:  0.987, Loss:  0.031
Epoch  32 Batch   63/78 - Train Accuracy:  0.996, Validation Accuracy:  0.982, Loss:  0.023
Epoch  32 Batch   64/78 - Train Accuracy:  0.980, Validation Accuracy:  0.979, Loss:  0.033
Epoch  32 Batch   65/78 - Train Accuracy:  0.988, Validation Accuracy:  0.979, Loss:  0.037
Epoch  32 Batch   66/78 - Train Accuracy:  0.998, Validation Accuracy:  0.982, Loss:  0.032
Epoch  32 Batch   67/78 - Train Accuracy:  0.990, Validation Accuracy:  0.987, Loss:  0.027
Epoch  32 Batch   68/78 - Train Accuracy:  0.988, Validation Accuracy:  0.989, Loss:  0.028
Epoch  32 Batch   69/78 - Train Accuracy:  0.985, Validation Accuracy:  0.982, Loss:  0.028
Epoch  32 Batch   70/78 - Train Accuracy:  0.994, Validation Accuracy:  0.987, Loss:  0.037
Epoch  32 Batch   71/78 - Train Accuracy:  0.994, Validation Accuracy:  0.984, Loss:  0.026
Epoch  32 Batch   72/78 - Train Accuracy:  0.985, Validation Accuracy:  0.985, Loss:  0.031
Epoch  32 Batch   73/78 - Train Accuracy:  0.996, Validation Accuracy:  0.982, Loss:  0.035
Epoch  32 Batch   74/78 - Train Accuracy:  0.989, Validation Accuracy:  0.985, Loss:  0.027
Epoch  32 Batch   75/78 - Train Accuracy:  0.996, Validation Accuracy:  0.989, Loss:  0.033
Epoch  32 Batch   76/78 - Train Accuracy:  0.991, Validation Accuracy:  0.987, Loss:  0.032
Epoch  33 Batch    0/78 - Train Accuracy:  0.997, Validation Accuracy:  0.987, Loss:  0.031
Epoch  33 Batch    1/78 - Train Accuracy:  0.991, Validation Accuracy:  0.988, Loss:  0.025
Epoch  33 Batch    2/78 - Train Accuracy:  0.998, Validation Accuracy:  0.984, Loss:  0.029
Epoch  33 Batch    3/78 - Train Accuracy:  0.999, Validation Accuracy:  0.990, Loss:  0.024
Epoch  33 Batch    4/78 - Train Accuracy:  0.998, Validation Accuracy:  0.989, Loss:  0.027
Epoch  33 Batch    5/78 - Train Accuracy:  0.988, Validation Accuracy:  0.983, Loss:  0.028
Epoch  33 Batch    6/78 - Train Accuracy:  0.997, Validation Accuracy:  0.977, Loss:  0.025
Epoch  33 Batch    7/78 - Train Accuracy:  0.975, Validation Accuracy:  0.981, Loss:  0.036
Epoch  33 Batch    8/78 - Train Accuracy:  0.994, Validation Accuracy:  0.980, Loss:  0.027
Epoch  33 Batch    9/78 - Train Accuracy:  0.994, Validation Accuracy:  0.982, Loss:  0.024
Epoch  33 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.025
Epoch  33 Batch   11/78 - Train Accuracy:  0.998, Validation Accuracy:  0.979, Loss:  0.031
Epoch  33 Batch   12/78 - Train Accuracy:  0.988, Validation Accuracy:  0.977, Loss:  0.031
Epoch  33 Batch   13/78 - Train Accuracy:  0.992, Validation Accuracy:  0.975, Loss:  0.028
Epoch  33 Batch   14/78 - Train Accuracy:  0.994, Validation Accuracy:  0.985, Loss:  0.023
Epoch  33 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.033
Epoch  33 Batch   16/78 - Train Accuracy:  0.993, Validation Accuracy:  0.988, Loss:  0.026
Epoch  33 Batch   17/78 - Train Accuracy:  0.999, Validation Accuracy:  0.981, Loss:  0.023
Epoch  33 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.981, Loss:  0.033
Epoch  33 Batch   19/78 - Train Accuracy:  0.989, Validation Accuracy:  0.987, Loss:  0.032
Epoch  33 Batch   20/78 - Train Accuracy:  0.999, Validation Accuracy:  0.979, Loss:  0.019
Epoch  33 Batch   21/78 - Train Accuracy:  0.993, Validation Accuracy:  0.975, Loss:  0.030
Epoch  33 Batch   22/78 - Train Accuracy:  0.989, Validation Accuracy:  0.983, Loss:  0.034
Epoch  33 Batch   23/78 - Train Accuracy:  0.994, Validation Accuracy:  0.981, Loss:  0.021
Epoch  33 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.978, Loss:  0.020
Epoch  33 Batch   25/78 - Train Accuracy:  0.996, Validation Accuracy:  0.977, Loss:  0.028
Epoch  33 Batch   26/78 - Train Accuracy:  0.987, Validation Accuracy:  0.985, Loss:  0.034
Epoch  33 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.026
Epoch  33 Batch   28/78 - Train Accuracy:  0.994, Validation Accuracy:  0.987, Loss:  0.029
Epoch  33 Batch   29/78 - Train Accuracy:  0.980, Validation Accuracy:  0.981, Loss:  0.032
Epoch  33 Batch   30/78 - Train Accuracy:  0.997, Validation Accuracy:  0.984, Loss:  0.031
Epoch  33 Batch   31/78 - Train Accuracy:  0.994, Validation Accuracy:  0.985, Loss:  0.022
Epoch  33 Batch   32/78 - Train Accuracy:  0.987, Validation Accuracy:  0.985, Loss:  0.034
Epoch  33 Batch   33/78 - Train Accuracy:  0.988, Validation Accuracy:  0.987, Loss:  0.034
Epoch  33 Batch   34/78 - Train Accuracy:  0.998, Validation Accuracy:  0.993, Loss:  0.029
Epoch  33 Batch   35/78 - Train Accuracy:  0.989, Validation Accuracy:  0.991, Loss:  0.029
Epoch  33 Batch   36/78 - Train Accuracy:  0.993, Validation Accuracy:  0.984, Loss:  0.029
Epoch  33 Batch   37/78 - Train Accuracy:  0.989, Validation Accuracy:  0.991, Loss:  0.039
Epoch  33 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.025
Epoch  33 Batch   39/78 - Train Accuracy:  0.984, Validation Accuracy:  0.978, Loss:  0.037
Epoch  33 Batch   40/78 - Train Accuracy:  0.994, Validation Accuracy:  0.979, Loss:  0.035
Epoch  33 Batch   41/78 - Train Accuracy:  0.997, Validation Accuracy:  0.983, Loss:  0.030
Epoch  33 Batch   42/78 - Train Accuracy:  0.993, Validation Accuracy:  0.982, Loss:  0.029
Epoch  33 Batch   43/78 - Train Accuracy:  0.989, Validation Accuracy:  0.974, Loss:  0.034
Epoch  33 Batch   44/78 - Train Accuracy:  0.997, Validation Accuracy:  0.982, Loss:  0.025
Epoch  33 Batch   45/78 - Train Accuracy:  0.989, Validation Accuracy:  0.985, Loss:  0.031
Epoch  33 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.981, Loss:  0.027
Epoch  33 Batch   47/78 - Train Accuracy:  0.997, Validation Accuracy:  0.983, Loss:  0.026
Epoch  33 Batch   48/78 - Train Accuracy:  0.992, Validation Accuracy:  0.983, Loss:  0.025
Epoch  33 Batch   49/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.029
Epoch  33 Batch   50/78 - Train Accuracy:  0.997, Validation Accuracy:  0.988, Loss:  0.033
Epoch  33 Batch   51/78 - Train Accuracy:  0.996, Validation Accuracy:  0.984, Loss:  0.022
Epoch  33 Batch   52/78 - Train Accuracy:  0.993, Validation Accuracy:  0.983, Loss:  0.029
Epoch  33 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.027
Epoch  33 Batch   54/78 - Train Accuracy:  0.977, Validation Accuracy:  0.987, Loss:  0.031
Epoch  33 Batch   55/78 - Train Accuracy:  0.990, Validation Accuracy:  0.991, Loss:  0.030
Epoch  33 Batch   56/78 - Train Accuracy:  0.992, Validation Accuracy:  0.990, Loss:  0.030
Epoch  33 Batch   57/78 - Train Accuracy:  0.991, Validation Accuracy:  0.991, Loss:  0.029
Epoch  33 Batch   58/78 - Train Accuracy:  0.991, Validation Accuracy:  0.991, Loss:  0.034
Epoch  33 Batch   59/78 - Train Accuracy:  0.987, Validation Accuracy:  0.992, Loss:  0.038
Epoch  33 Batch   60/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.026
Epoch  33 Batch   61/78 - Train Accuracy:  0.985, Validation Accuracy:  0.990, Loss:  0.034
Epoch  33 Batch   62/78 - Train Accuracy:  0.988, Validation Accuracy:  0.988, Loss:  0.029
Epoch  33 Batch   63/78 - Train Accuracy:  0.996, Validation Accuracy:  0.987, Loss:  0.023
Epoch  33 Batch   64/78 - Train Accuracy:  0.984, Validation Accuracy:  0.989, Loss:  0.030
Epoch  33 Batch   65/78 - Train Accuracy:  0.985, Validation Accuracy:  0.990, Loss:  0.030
Epoch  33 Batch   66/78 - Train Accuracy:  0.993, Validation Accuracy:  0.987, Loss:  0.023
Epoch  33 Batch   67/78 - Train Accuracy:  0.992, Validation Accuracy:  0.987, Loss:  0.026
Epoch  33 Batch   68/78 - Train Accuracy:  0.993, Validation Accuracy:  0.988, Loss:  0.029
Epoch  33 Batch   69/78 - Train Accuracy:  0.994, Validation Accuracy:  0.989, Loss:  0.025
Epoch  33 Batch   70/78 - Train Accuracy:  0.994, Validation Accuracy:  0.980, Loss:  0.032
Epoch  33 Batch   71/78 - Train Accuracy:  0.992, Validation Accuracy:  0.979, Loss:  0.024
Epoch  33 Batch   72/78 - Train Accuracy:  0.991, Validation Accuracy:  0.984, Loss:  0.028
Epoch  33 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.031
Epoch  33 Batch   74/78 - Train Accuracy:  0.989, Validation Accuracy:  0.981, Loss:  0.024
Epoch  33 Batch   75/78 - Train Accuracy:  0.996, Validation Accuracy:  0.985, Loss:  0.028
Epoch  33 Batch   76/78 - Train Accuracy:  0.991, Validation Accuracy:  0.992, Loss:  0.032
Epoch  34 Batch    0/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.028
Epoch  34 Batch    1/78 - Train Accuracy:  0.992, Validation Accuracy:  0.991, Loss:  0.023
Epoch  34 Batch    2/78 - Train Accuracy:  0.998, Validation Accuracy:  0.991, Loss:  0.024
Epoch  34 Batch    3/78 - Train Accuracy:  0.999, Validation Accuracy:  0.991, Loss:  0.023
Epoch  34 Batch    4/78 - Train Accuracy:  0.992, Validation Accuracy:  0.991, Loss:  0.028
Epoch  34 Batch    5/78 - Train Accuracy:  0.993, Validation Accuracy:  0.992, Loss:  0.025
Epoch  34 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.021
Epoch  34 Batch    7/78 - Train Accuracy:  0.979, Validation Accuracy:  0.982, Loss:  0.030
Epoch  34 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.025
Epoch  34 Batch    9/78 - Train Accuracy:  0.996, Validation Accuracy:  0.985, Loss:  0.022
Epoch  34 Batch   10/78 - Train Accuracy:  0.999, Validation Accuracy:  0.983, Loss:  0.023
Epoch  34 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.981, Loss:  0.027
Epoch  34 Batch   12/78 - Train Accuracy:  0.994, Validation Accuracy:  0.981, Loss:  0.026
Epoch  34 Batch   13/78 - Train Accuracy:  0.993, Validation Accuracy:  0.982, Loss:  0.025
Epoch  34 Batch   14/78 - Train Accuracy:  0.990, Validation Accuracy:  0.982, Loss:  0.020
Epoch  34 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.024
Epoch  34 Batch   16/78 - Train Accuracy:  0.992, Validation Accuracy:  0.982, Loss:  0.023
Epoch  34 Batch   17/78 - Train Accuracy:  0.996, Validation Accuracy:  0.982, Loss:  0.022
Epoch  34 Batch   18/78 - Train Accuracy:  0.996, Validation Accuracy:  0.982, Loss:  0.027
Epoch  34 Batch   19/78 - Train Accuracy:  0.989, Validation Accuracy:  0.982, Loss:  0.026
Epoch  34 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.017
Epoch  34 Batch   21/78 - Train Accuracy:  0.996, Validation Accuracy:  0.987, Loss:  0.026
Epoch  34 Batch   22/78 - Train Accuracy:  0.993, Validation Accuracy:  0.987, Loss:  0.023
Epoch  34 Batch   23/78 - Train Accuracy:  0.994, Validation Accuracy:  0.987, Loss:  0.019
Epoch  34 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.017
Epoch  34 Batch   25/78 - Train Accuracy:  0.996, Validation Accuracy:  0.987, Loss:  0.022
Epoch  34 Batch   26/78 - Train Accuracy:  0.994, Validation Accuracy:  0.985, Loss:  0.027
Epoch  34 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.021
Epoch  34 Batch   28/78 - Train Accuracy:  0.998, Validation Accuracy:  0.991, Loss:  0.026
Epoch  34 Batch   29/78 - Train Accuracy:  0.982, Validation Accuracy:  0.991, Loss:  0.028
Epoch  34 Batch   30/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.024
Epoch  34 Batch   31/78 - Train Accuracy:  0.994, Validation Accuracy:  0.990, Loss:  0.020
Epoch  34 Batch   32/78 - Train Accuracy:  0.993, Validation Accuracy:  0.989, Loss:  0.028
Epoch  34 Batch   33/78 - Train Accuracy:  0.990, Validation Accuracy:  0.987, Loss:  0.026
Epoch  34 Batch   34/78 - Train Accuracy:  0.993, Validation Accuracy:  0.989, Loss:  0.024
Epoch  34 Batch   35/78 - Train Accuracy:  0.991, Validation Accuracy:  0.989, Loss:  0.026
Epoch  34 Batch   36/78 - Train Accuracy:  0.994, Validation Accuracy:  0.989, Loss:  0.025
Epoch  34 Batch   37/78 - Train Accuracy:  0.989, Validation Accuracy:  0.990, Loss:  0.027
Epoch  34 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.020
Epoch  34 Batch   39/78 - Train Accuracy:  0.985, Validation Accuracy:  0.989, Loss:  0.033
Epoch  34 Batch   40/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.020
Epoch  34 Batch   41/78 - Train Accuracy:  0.996, Validation Accuracy:  0.984, Loss:  0.025
Epoch  34 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.023
Epoch  34 Batch   43/78 - Train Accuracy:  0.991, Validation Accuracy:  0.977, Loss:  0.029
Epoch  34 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.980, Loss:  0.021
Epoch  34 Batch   45/78 - Train Accuracy:  0.985, Validation Accuracy:  0.981, Loss:  0.028
Epoch  34 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.981, Loss:  0.024
Epoch  34 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.979, Loss:  0.020
Epoch  34 Batch   48/78 - Train Accuracy:  0.991, Validation Accuracy:  0.978, Loss:  0.019
Epoch  34 Batch   49/78 - Train Accuracy:  1.000, Validation Accuracy:  0.980, Loss:  0.026
Epoch  34 Batch   50/78 - Train Accuracy:  0.998, Validation Accuracy:  0.990, Loss:  0.030
Epoch  34 Batch   51/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.019
Epoch  34 Batch   52/78 - Train Accuracy:  0.998, Validation Accuracy:  0.983, Loss:  0.024
Epoch  34 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.022
Epoch  34 Batch   54/78 - Train Accuracy:  0.977, Validation Accuracy:  0.983, Loss:  0.029
Epoch  34 Batch   55/78 - Train Accuracy:  0.991, Validation Accuracy:  0.989, Loss:  0.028
Epoch  34 Batch   56/78 - Train Accuracy:  0.992, Validation Accuracy:  0.989, Loss:  0.027
Epoch  34 Batch   57/78 - Train Accuracy:  0.991, Validation Accuracy:  0.991, Loss:  0.023
Epoch  34 Batch   58/78 - Train Accuracy:  0.989, Validation Accuracy:  0.989, Loss:  0.031
Epoch  34 Batch   59/78 - Train Accuracy:  0.985, Validation Accuracy:  0.991, Loss:  0.033
Epoch  34 Batch   60/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.022
Epoch  34 Batch   61/78 - Train Accuracy:  0.984, Validation Accuracy:  0.991, Loss:  0.032
Epoch  34 Batch   62/78 - Train Accuracy:  0.992, Validation Accuracy:  0.990, Loss:  0.022
Epoch  34 Batch   63/78 - Train Accuracy:  0.992, Validation Accuracy:  0.984, Loss:  0.020
Epoch  34 Batch   64/78 - Train Accuracy:  0.993, Validation Accuracy:  0.992, Loss:  0.027
Epoch  34 Batch   65/78 - Train Accuracy:  0.989, Validation Accuracy:  0.992, Loss:  0.026
Epoch  34 Batch   66/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.020
Epoch  34 Batch   67/78 - Train Accuracy:  0.991, Validation Accuracy:  0.990, Loss:  0.021
Epoch  34 Batch   68/78 - Train Accuracy:  0.993, Validation Accuracy:  0.991, Loss:  0.025
Epoch  34 Batch   69/78 - Train Accuracy:  0.994, Validation Accuracy:  0.991, Loss:  0.025
Epoch  34 Batch   70/78 - Train Accuracy:  0.994, Validation Accuracy:  0.989, Loss:  0.027
Epoch  34 Batch   71/78 - Train Accuracy:  0.998, Validation Accuracy:  0.983, Loss:  0.019
Epoch  34 Batch   72/78 - Train Accuracy:  0.991, Validation Accuracy:  0.984, Loss:  0.024
Epoch  34 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.030
Epoch  34 Batch   74/78 - Train Accuracy:  0.988, Validation Accuracy:  0.989, Loss:  0.022
Epoch  34 Batch   75/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.025
Epoch  34 Batch   76/78 - Train Accuracy:  0.991, Validation Accuracy:  0.991, Loss:  0.028
Epoch  35 Batch    0/78 - Train Accuracy:  0.996, Validation Accuracy:  0.992, Loss:  0.026
Epoch  35 Batch    1/78 - Train Accuracy:  0.997, Validation Accuracy:  0.992, Loss:  0.021
Epoch  35 Batch    2/78 - Train Accuracy:  0.998, Validation Accuracy:  0.993, Loss:  0.020
Epoch  35 Batch    3/78 - Train Accuracy:  0.999, Validation Accuracy:  0.993, Loss:  0.019
Epoch  35 Batch    4/78 - Train Accuracy:  0.992, Validation Accuracy:  0.993, Loss:  0.023
Epoch  35 Batch    5/78 - Train Accuracy:  0.988, Validation Accuracy:  0.993, Loss:  0.022
Epoch  35 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.020
Epoch  35 Batch    7/78 - Train Accuracy:  0.982, Validation Accuracy:  0.993, Loss:  0.029
Epoch  35 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.021
Epoch  35 Batch    9/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.020
Epoch  35 Batch   10/78 - Train Accuracy:  0.999, Validation Accuracy:  0.985, Loss:  0.021
Epoch  35 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.025
Epoch  35 Batch   12/78 - Train Accuracy:  0.994, Validation Accuracy:  0.985, Loss:  0.024
Epoch  35 Batch   13/78 - Train Accuracy:  0.997, Validation Accuracy:  0.983, Loss:  0.023
Epoch  35 Batch   14/78 - Train Accuracy:  0.994, Validation Accuracy:  0.983, Loss:  0.018
Epoch  35 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.981, Loss:  0.021
Epoch  35 Batch   16/78 - Train Accuracy:  0.993, Validation Accuracy:  0.984, Loss:  0.021
Epoch  35 Batch   17/78 - Train Accuracy:  0.996, Validation Accuracy:  0.984, Loss:  0.020
Epoch  35 Batch   18/78 - Train Accuracy:  0.997, Validation Accuracy:  0.987, Loss:  0.023
Epoch  35 Batch   19/78 - Train Accuracy:  0.989, Validation Accuracy:  0.987, Loss:  0.024
Epoch  35 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.015
Epoch  35 Batch   21/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.024
Epoch  35 Batch   22/78 - Train Accuracy:  0.997, Validation Accuracy:  0.990, Loss:  0.021
Epoch  35 Batch   23/78 - Train Accuracy:  0.994, Validation Accuracy:  0.992, Loss:  0.017
Epoch  35 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.016
Epoch  35 Batch   25/78 - Train Accuracy:  0.996, Validation Accuracy:  0.992, Loss:  0.020
Epoch  35 Batch   26/78 - Train Accuracy:  0.991, Validation Accuracy:  0.989, Loss:  0.025
Epoch  35 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.018
Epoch  35 Batch   28/78 - Train Accuracy:  0.998, Validation Accuracy:  0.990, Loss:  0.024
Epoch  35 Batch   29/78 - Train Accuracy:  0.987, Validation Accuracy:  0.991, Loss:  0.026
Epoch  35 Batch   30/78 - Train Accuracy:  0.997, Validation Accuracy:  0.992, Loss:  0.021
Epoch  35 Batch   31/78 - Train Accuracy:  0.994, Validation Accuracy:  0.991, Loss:  0.018
Epoch  35 Batch   32/78 - Train Accuracy:  0.993, Validation Accuracy:  0.991, Loss:  0.027
Epoch  35 Batch   33/78 - Train Accuracy:  0.990, Validation Accuracy:  0.991, Loss:  0.024
Epoch  35 Batch   34/78 - Train Accuracy:  0.993, Validation Accuracy:  0.988, Loss:  0.021
Epoch  35 Batch   35/78 - Train Accuracy:  0.991, Validation Accuracy:  0.988, Loss:  0.024
Epoch  35 Batch   36/78 - Train Accuracy:  0.994, Validation Accuracy:  0.988, Loss:  0.022
Epoch  35 Batch   37/78 - Train Accuracy:  0.997, Validation Accuracy:  0.987, Loss:  0.024
Epoch  35 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.018
Epoch  35 Batch   39/78 - Train Accuracy:  0.992, Validation Accuracy:  0.989, Loss:  0.031
Epoch  35 Batch   40/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.018
Epoch  35 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.023
Epoch  35 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.020
Epoch  35 Batch   43/78 - Train Accuracy:  0.990, Validation Accuracy:  0.984, Loss:  0.027
Epoch  35 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.979, Loss:  0.018
Epoch  35 Batch   45/78 - Train Accuracy:  0.989, Validation Accuracy:  0.985, Loss:  0.025
Epoch  35 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.021
Epoch  35 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.018
Epoch  35 Batch   48/78 - Train Accuracy:  0.991, Validation Accuracy:  0.983, Loss:  0.018
Epoch  35 Batch   49/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.023
Epoch  35 Batch   50/78 - Train Accuracy:  0.998, Validation Accuracy:  0.990, Loss:  0.027
Epoch  35 Batch   51/78 - Train Accuracy:  0.996, Validation Accuracy:  0.992, Loss:  0.018
Epoch  35 Batch   52/78 - Train Accuracy:  0.998, Validation Accuracy:  0.987, Loss:  0.023
Epoch  35 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.020
Epoch  35 Batch   54/78 - Train Accuracy:  0.977, Validation Accuracy:  0.983, Loss:  0.026
Epoch  35 Batch   55/78 - Train Accuracy:  0.998, Validation Accuracy:  0.990, Loss:  0.025
Epoch  35 Batch   56/78 - Train Accuracy:  0.992, Validation Accuracy:  0.989, Loss:  0.024
Epoch  35 Batch   57/78 - Train Accuracy:  0.993, Validation Accuracy:  0.990, Loss:  0.021
Epoch  35 Batch   58/78 - Train Accuracy:  0.991, Validation Accuracy:  0.990, Loss:  0.028
Epoch  35 Batch   59/78 - Train Accuracy:  0.991, Validation Accuracy:  0.991, Loss:  0.031
Epoch  35 Batch   60/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.021
Epoch  35 Batch   61/78 - Train Accuracy:  0.984, Validation Accuracy:  0.991, Loss:  0.030
Epoch  35 Batch   62/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.020
Epoch  35 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.019
Epoch  35 Batch   64/78 - Train Accuracy:  0.993, Validation Accuracy:  0.990, Loss:  0.024
Epoch  35 Batch   65/78 - Train Accuracy:  0.992, Validation Accuracy:  0.992, Loss:  0.024
Epoch  35 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.019
Epoch  35 Batch   67/78 - Train Accuracy:  0.993, Validation Accuracy:  0.991, Loss:  0.019
Epoch  35 Batch   68/78 - Train Accuracy:  0.993, Validation Accuracy:  0.990, Loss:  0.022
Epoch  35 Batch   69/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.023
Epoch  35 Batch   70/78 - Train Accuracy:  0.998, Validation Accuracy:  0.991, Loss:  0.025
Epoch  35 Batch   71/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.017
Epoch  35 Batch   72/78 - Train Accuracy:  0.991, Validation Accuracy:  0.987, Loss:  0.021
Epoch  35 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.027
Epoch  35 Batch   74/78 - Train Accuracy:  0.997, Validation Accuracy:  0.990, Loss:  0.020
Epoch  35 Batch   75/78 - Train Accuracy:  0.996, Validation Accuracy:  0.992, Loss:  0.022
Epoch  35 Batch   76/78 - Train Accuracy:  0.991, Validation Accuracy:  0.991, Loss:  0.025
Epoch  36 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.023
Epoch  36 Batch    1/78 - Train Accuracy:  0.997, Validation Accuracy:  0.993, Loss:  0.019
Epoch  36 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.018
Epoch  36 Batch    3/78 - Train Accuracy:  0.999, Validation Accuracy:  0.990, Loss:  0.017
Epoch  36 Batch    4/78 - Train Accuracy:  0.998, Validation Accuracy:  0.993, Loss:  0.021
Epoch  36 Batch    5/78 - Train Accuracy:  0.992, Validation Accuracy:  0.992, Loss:  0.021
Epoch  36 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.018
Epoch  36 Batch    7/78 - Train Accuracy:  0.987, Validation Accuracy:  0.996, Loss:  0.026
Epoch  36 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.020
Epoch  36 Batch    9/78 - Train Accuracy:  0.994, Validation Accuracy:  0.993, Loss:  0.018
Epoch  36 Batch   10/78 - Train Accuracy:  0.999, Validation Accuracy:  0.993, Loss:  0.019
Epoch  36 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.022
Epoch  36 Batch   12/78 - Train Accuracy:  0.994, Validation Accuracy:  0.989, Loss:  0.022
Epoch  36 Batch   13/78 - Train Accuracy:  0.997, Validation Accuracy:  0.989, Loss:  0.021
Epoch  36 Batch   14/78 - Train Accuracy:  0.996, Validation Accuracy:  0.987, Loss:  0.016
Epoch  36 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.019
Epoch  36 Batch   16/78 - Train Accuracy:  0.992, Validation Accuracy:  0.987, Loss:  0.019
Epoch  36 Batch   17/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.018
Epoch  36 Batch   18/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.021
Epoch  36 Batch   19/78 - Train Accuracy:  0.993, Validation Accuracy:  0.991, Loss:  0.022
Epoch  36 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.014
Epoch  36 Batch   21/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.022
Epoch  36 Batch   22/78 - Train Accuracy:  0.997, Validation Accuracy:  0.990, Loss:  0.019
Epoch  36 Batch   23/78 - Train Accuracy:  0.994, Validation Accuracy:  0.992, Loss:  0.016
Epoch  36 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.014
Epoch  36 Batch   25/78 - Train Accuracy:  0.996, Validation Accuracy:  0.992, Loss:  0.019
Epoch  36 Batch   26/78 - Train Accuracy:  0.994, Validation Accuracy:  0.990, Loss:  0.023
Epoch  36 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.017
Epoch  36 Batch   28/78 - Train Accuracy:  0.998, Validation Accuracy:  0.990, Loss:  0.022
Epoch  36 Batch   29/78 - Train Accuracy:  0.985, Validation Accuracy:  0.991, Loss:  0.024
Epoch  36 Batch   30/78 - Train Accuracy:  0.997, Validation Accuracy:  0.992, Loss:  0.020
Epoch  36 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.016
Epoch  36 Batch   32/78 - Train Accuracy:  0.993, Validation Accuracy:  0.991, Loss:  0.025
Epoch  36 Batch   33/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.023
Epoch  36 Batch   34/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.020
Epoch  36 Batch   35/78 - Train Accuracy:  0.994, Validation Accuracy:  0.988, Loss:  0.021
Epoch  36 Batch   36/78 - Train Accuracy:  0.997, Validation Accuracy:  0.988, Loss:  0.020
Epoch  36 Batch   37/78 - Train Accuracy:  0.997, Validation Accuracy:  0.988, Loss:  0.022
Epoch  36 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.016
Epoch  36 Batch   39/78 - Train Accuracy:  0.992, Validation Accuracy:  0.991, Loss:  0.029
Epoch  36 Batch   40/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.017
Epoch  36 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.021
Epoch  36 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.018
Epoch  36 Batch   43/78 - Train Accuracy:  0.996, Validation Accuracy:  0.983, Loss:  0.024
Epoch  36 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.017
Epoch  36 Batch   45/78 - Train Accuracy:  0.994, Validation Accuracy:  0.985, Loss:  0.023
Epoch  36 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.020
Epoch  36 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.016
Epoch  36 Batch   48/78 - Train Accuracy:  0.991, Validation Accuracy:  0.984, Loss:  0.016
Epoch  36 Batch   49/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.022
Epoch  36 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.023
Epoch  36 Batch   51/78 - Train Accuracy:  0.996, Validation Accuracy:  0.992, Loss:  0.016
Epoch  36 Batch   52/78 - Train Accuracy:  0.998, Validation Accuracy:  0.992, Loss:  0.022
Epoch  36 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.018
Epoch  36 Batch   54/78 - Train Accuracy:  0.981, Validation Accuracy:  0.989, Loss:  0.024
Epoch  36 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.024
Epoch  36 Batch   56/78 - Train Accuracy:  0.997, Validation Accuracy:  0.993, Loss:  0.023
Epoch  36 Batch   57/78 - Train Accuracy:  0.993, Validation Accuracy:  0.990, Loss:  0.019
Epoch  36 Batch   58/78 - Train Accuracy:  0.991, Validation Accuracy:  0.991, Loss:  0.026
Epoch  36 Batch   59/78 - Train Accuracy:  0.991, Validation Accuracy:  0.990, Loss:  0.028
Epoch  36 Batch   60/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.019
Epoch  36 Batch   61/78 - Train Accuracy:  0.984, Validation Accuracy:  0.991, Loss:  0.028
Epoch  36 Batch   62/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.018
Epoch  36 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.017
Epoch  36 Batch   64/78 - Train Accuracy:  0.993, Validation Accuracy:  0.990, Loss:  0.023
Epoch  36 Batch   65/78 - Train Accuracy:  0.994, Validation Accuracy:  0.992, Loss:  0.022
Epoch  36 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.017
Epoch  36 Batch   67/78 - Train Accuracy:  0.993, Validation Accuracy:  0.991, Loss:  0.018
Epoch  36 Batch   68/78 - Train Accuracy:  0.993, Validation Accuracy:  0.989, Loss:  0.020
Epoch  36 Batch   69/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.020
Epoch  36 Batch   70/78 - Train Accuracy:  0.998, Validation Accuracy:  0.990, Loss:  0.023
Epoch  36 Batch   71/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.016
Epoch  36 Batch   72/78 - Train Accuracy:  0.991, Validation Accuracy:  0.991, Loss:  0.019
Epoch  36 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.024
Epoch  36 Batch   74/78 - Train Accuracy:  0.997, Validation Accuracy:  0.989, Loss:  0.017
Epoch  36 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.019
Epoch  36 Batch   76/78 - Train Accuracy:  0.991, Validation Accuracy:  0.992, Loss:  0.023
Epoch  37 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.021
Epoch  37 Batch    1/78 - Train Accuracy:  0.996, Validation Accuracy:  0.992, Loss:  0.017
Epoch  37 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.017
Epoch  37 Batch    3/78 - Train Accuracy:  0.999, Validation Accuracy:  0.990, Loss:  0.016
Epoch  37 Batch    4/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.019
Epoch  37 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.020
Epoch  37 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.016
Epoch  37 Batch    7/78 - Train Accuracy:  0.987, Validation Accuracy:  0.996, Loss:  0.025
Epoch  37 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.997, Loss:  0.018
Epoch  37 Batch    9/78 - Train Accuracy:  0.994, Validation Accuracy:  0.994, Loss:  0.017
Epoch  37 Batch   10/78 - Train Accuracy:  0.999, Validation Accuracy:  0.994, Loss:  0.019
Epoch  37 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.020
Epoch  37 Batch   12/78 - Train Accuracy:  0.994, Validation Accuracy:  0.993, Loss:  0.021
Epoch  37 Batch   13/78 - Train Accuracy:  0.997, Validation Accuracy:  0.993, Loss:  0.020
Epoch  37 Batch   14/78 - Train Accuracy:  0.996, Validation Accuracy:  0.993, Loss:  0.015
Epoch  37 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.018
Epoch  37 Batch   16/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.017
Epoch  37 Batch   17/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.017
Epoch  37 Batch   18/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.020
Epoch  37 Batch   19/78 - Train Accuracy:  0.993, Validation Accuracy:  0.991, Loss:  0.020
Epoch  37 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.013
Epoch  37 Batch   21/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.021
Epoch  37 Batch   22/78 - Train Accuracy:  0.997, Validation Accuracy:  0.990, Loss:  0.018
Epoch  37 Batch   23/78 - Train Accuracy:  0.994, Validation Accuracy:  0.992, Loss:  0.015
Epoch  37 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.013
Epoch  37 Batch   25/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.018
Epoch  37 Batch   26/78 - Train Accuracy:  0.994, Validation Accuracy:  0.991, Loss:  0.022
Epoch  37 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.016
Epoch  37 Batch   28/78 - Train Accuracy:  0.998, Validation Accuracy:  0.991, Loss:  0.020
Epoch  37 Batch   29/78 - Train Accuracy:  0.991, Validation Accuracy:  0.993, Loss:  0.022
Epoch  37 Batch   30/78 - Train Accuracy:  0.997, Validation Accuracy:  0.994, Loss:  0.018
Epoch  37 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.015
Epoch  37 Batch   32/78 - Train Accuracy:  0.993, Validation Accuracy:  0.994, Loss:  0.023
Epoch  37 Batch   33/78 - Train Accuracy:  0.996, Validation Accuracy:  0.993, Loss:  0.021
Epoch  37 Batch   34/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.018
Epoch  37 Batch   35/78 - Train Accuracy:  0.994, Validation Accuracy:  0.991, Loss:  0.020
Epoch  37 Batch   36/78 - Train Accuracy:  0.997, Validation Accuracy:  0.985, Loss:  0.018
Epoch  37 Batch   37/78 - Train Accuracy:  0.997, Validation Accuracy:  0.989, Loss:  0.020
Epoch  37 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.015
Epoch  37 Batch   39/78 - Train Accuracy:  0.994, Validation Accuracy:  0.991, Loss:  0.027
Epoch  37 Batch   40/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.016
Epoch  37 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.019
Epoch  37 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.017
Epoch  37 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.981, Loss:  0.023
Epoch  37 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.981, Loss:  0.016
Epoch  37 Batch   45/78 - Train Accuracy:  0.994, Validation Accuracy:  0.985, Loss:  0.022
Epoch  37 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.018
Epoch  37 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.015
Epoch  37 Batch   48/78 - Train Accuracy:  0.989, Validation Accuracy:  0.984, Loss:  0.015
Epoch  37 Batch   49/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.020
Epoch  37 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.022
Epoch  37 Batch   51/78 - Train Accuracy:  0.996, Validation Accuracy:  0.992, Loss:  0.015
Epoch  37 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.019
Epoch  37 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.016
Epoch  37 Batch   54/78 - Train Accuracy:  0.981, Validation Accuracy:  0.989, Loss:  0.023
Epoch  37 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.022
Epoch  37 Batch   56/78 - Train Accuracy:  0.997, Validation Accuracy:  0.993, Loss:  0.021
Epoch  37 Batch   57/78 - Train Accuracy:  0.993, Validation Accuracy:  0.991, Loss:  0.018
Epoch  37 Batch   58/78 - Train Accuracy:  0.991, Validation Accuracy:  0.990, Loss:  0.023
Epoch  37 Batch   59/78 - Train Accuracy:  0.991, Validation Accuracy:  0.990, Loss:  0.026
Epoch  37 Batch   60/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.018
Epoch  37 Batch   61/78 - Train Accuracy:  0.984, Validation Accuracy:  0.991, Loss:  0.026
Epoch  37 Batch   62/78 - Train Accuracy:  0.996, Validation Accuracy:  0.989, Loss:  0.017
Epoch  37 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.015
Epoch  37 Batch   64/78 - Train Accuracy:  0.993, Validation Accuracy:  0.989, Loss:  0.021
Epoch  37 Batch   65/78 - Train Accuracy:  0.994, Validation Accuracy:  0.992, Loss:  0.020
Epoch  37 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.016
Epoch  37 Batch   67/78 - Train Accuracy:  0.993, Validation Accuracy:  0.990, Loss:  0.017
Epoch  37 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.018
Epoch  37 Batch   69/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.018
Epoch  37 Batch   70/78 - Train Accuracy:  0.998, Validation Accuracy:  0.990, Loss:  0.021
Epoch  37 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.016
Epoch  37 Batch   72/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.018
Epoch  37 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.022
Epoch  37 Batch   74/78 - Train Accuracy:  0.997, Validation Accuracy:  0.990, Loss:  0.016
Epoch  37 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.018
Epoch  37 Batch   76/78 - Train Accuracy:  0.991, Validation Accuracy:  0.992, Loss:  0.022
Epoch  38 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.020
Epoch  38 Batch    1/78 - Train Accuracy:  0.996, Validation Accuracy:  0.993, Loss:  0.016
Epoch  38 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.016
Epoch  38 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.015
Epoch  38 Batch    4/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.017
Epoch  38 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.018
Epoch  38 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.015
Epoch  38 Batch    7/78 - Train Accuracy:  0.992, Validation Accuracy:  0.996, Loss:  0.024
Epoch  38 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.997, Loss:  0.017
Epoch  38 Batch    9/78 - Train Accuracy:  0.994, Validation Accuracy:  0.997, Loss:  0.016
Epoch  38 Batch   10/78 - Train Accuracy:  0.999, Validation Accuracy:  0.994, Loss:  0.018
Epoch  38 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.018
Epoch  38 Batch   12/78 - Train Accuracy:  0.994, Validation Accuracy:  0.994, Loss:  0.020
Epoch  38 Batch   13/78 - Train Accuracy:  0.997, Validation Accuracy:  0.994, Loss:  0.018
Epoch  38 Batch   14/78 - Train Accuracy:  0.996, Validation Accuracy:  0.992, Loss:  0.014
Epoch  38 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.018
Epoch  38 Batch   16/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.016
Epoch  38 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.017
Epoch  38 Batch   18/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.018
Epoch  38 Batch   19/78 - Train Accuracy:  0.993, Validation Accuracy:  0.992, Loss:  0.019
Epoch  38 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.013
Epoch  38 Batch   21/78 - Train Accuracy:  0.996, Validation Accuracy:  0.988, Loss:  0.020
Epoch  38 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.018
Epoch  38 Batch   23/78 - Train Accuracy:  0.994, Validation Accuracy:  0.992, Loss:  0.014
Epoch  38 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.012
Epoch  38 Batch   25/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.017
Epoch  38 Batch   26/78 - Train Accuracy:  0.998, Validation Accuracy:  0.991, Loss:  0.021
Epoch  38 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.015
Epoch  38 Batch   28/78 - Train Accuracy:  0.998, Validation Accuracy:  0.990, Loss:  0.019
Epoch  38 Batch   29/78 - Train Accuracy:  0.991, Validation Accuracy:  0.994, Loss:  0.020
Epoch  38 Batch   30/78 - Train Accuracy:  0.997, Validation Accuracy:  0.994, Loss:  0.017
Epoch  38 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.014
Epoch  38 Batch   32/78 - Train Accuracy:  0.993, Validation Accuracy:  0.994, Loss:  0.022
Epoch  38 Batch   33/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.020
Epoch  38 Batch   34/78 - Train Accuracy:  0.997, Validation Accuracy:  0.993, Loss:  0.017
Epoch  38 Batch   35/78 - Train Accuracy:  0.994, Validation Accuracy:  0.991, Loss:  0.018
Epoch  38 Batch   36/78 - Train Accuracy:  0.997, Validation Accuracy:  0.985, Loss:  0.017
Epoch  38 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.019
Epoch  38 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.014
Epoch  38 Batch   39/78 - Train Accuracy:  0.994, Validation Accuracy:  0.993, Loss:  0.026
Epoch  38 Batch   40/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.014
Epoch  38 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.018
Epoch  38 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.016
Epoch  38 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.021
Epoch  38 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.981, Loss:  0.015
Epoch  38 Batch   45/78 - Train Accuracy:  0.994, Validation Accuracy:  0.990, Loss:  0.020
Epoch  38 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.017
Epoch  38 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.014
Epoch  38 Batch   48/78 - Train Accuracy:  0.989, Validation Accuracy:  0.984, Loss:  0.014
Epoch  38 Batch   49/78 - Train Accuracy:  1.000, Validation Accuracy:  0.982, Loss:  0.019
Epoch  38 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.020
Epoch  38 Batch   51/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.014
Epoch  38 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.018
Epoch  38 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.015
Epoch  38 Batch   54/78 - Train Accuracy:  0.987, Validation Accuracy:  0.985, Loss:  0.021
Epoch  38 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.020
Epoch  38 Batch   56/78 - Train Accuracy:  0.997, Validation Accuracy:  0.993, Loss:  0.019
Epoch  38 Batch   57/78 - Train Accuracy:  0.993, Validation Accuracy:  0.991, Loss:  0.016
Epoch  38 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.021
Epoch  38 Batch   59/78 - Train Accuracy:  0.992, Validation Accuracy:  0.990, Loss:  0.024
Epoch  38 Batch   60/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.017
Epoch  38 Batch   61/78 - Train Accuracy:  0.984, Validation Accuracy:  0.990, Loss:  0.025
Epoch  38 Batch   62/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.016
Epoch  38 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.014
Epoch  38 Batch   64/78 - Train Accuracy:  0.993, Validation Accuracy:  0.989, Loss:  0.020
Epoch  38 Batch   65/78 - Train Accuracy:  0.994, Validation Accuracy:  0.991, Loss:  0.019
Epoch  38 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.015
Epoch  38 Batch   67/78 - Train Accuracy:  0.993, Validation Accuracy:  0.994, Loss:  0.016
Epoch  38 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.017
Epoch  38 Batch   69/78 - Train Accuracy:  0.996, Validation Accuracy:  0.993, Loss:  0.017
Epoch  38 Batch   70/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.020
Epoch  38 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.015
Epoch  38 Batch   72/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.018
Epoch  38 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.020
Epoch  38 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.015
Epoch  38 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.018
Epoch  38 Batch   76/78 - Train Accuracy:  0.996, Validation Accuracy:  0.992, Loss:  0.020
Epoch  39 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.019
Epoch  39 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.015
Epoch  39 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.015
Epoch  39 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.014
Epoch  39 Batch    4/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.016
Epoch  39 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.017
Epoch  39 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.014
Epoch  39 Batch    7/78 - Train Accuracy:  0.992, Validation Accuracy:  0.997, Loss:  0.023
Epoch  39 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.997, Loss:  0.016
Epoch  39 Batch    9/78 - Train Accuracy:  0.994, Validation Accuracy:  0.997, Loss:  0.015
Epoch  39 Batch   10/78 - Train Accuracy:  0.999, Validation Accuracy:  0.997, Loss:  0.017
Epoch  39 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.016
Epoch  39 Batch   12/78 - Train Accuracy:  0.994, Validation Accuracy:  0.994, Loss:  0.018
Epoch  39 Batch   13/78 - Train Accuracy:  0.997, Validation Accuracy:  0.994, Loss:  0.017
Epoch  39 Batch   14/78 - Train Accuracy:  0.996, Validation Accuracy:  0.992, Loss:  0.013
Epoch  39 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.016
Epoch  39 Batch   16/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.015
Epoch  39 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.015
Epoch  39 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.017
Epoch  39 Batch   19/78 - Train Accuracy:  0.997, Validation Accuracy:  0.992, Loss:  0.017
Epoch  39 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.012
Epoch  39 Batch   21/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.018
Epoch  39 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.017
Epoch  39 Batch   23/78 - Train Accuracy:  0.994, Validation Accuracy:  0.992, Loss:  0.013
Epoch  39 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.011
Epoch  39 Batch   25/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.015
Epoch  39 Batch   26/78 - Train Accuracy:  0.998, Validation Accuracy:  0.990, Loss:  0.019
Epoch  39 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.013
Epoch  39 Batch   28/78 - Train Accuracy:  0.998, Validation Accuracy:  0.992, Loss:  0.018
Epoch  39 Batch   29/78 - Train Accuracy:  0.996, Validation Accuracy:  0.993, Loss:  0.019
Epoch  39 Batch   30/78 - Train Accuracy:  0.997, Validation Accuracy:  0.994, Loss:  0.016
Epoch  39 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.012
Epoch  39 Batch   32/78 - Train Accuracy:  0.993, Validation Accuracy:  0.994, Loss:  0.020
Epoch  39 Batch   33/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.018
Epoch  39 Batch   34/78 - Train Accuracy:  0.997, Validation Accuracy:  0.994, Loss:  0.016
Epoch  39 Batch   35/78 - Train Accuracy:  0.994, Validation Accuracy:  0.991, Loss:  0.017
Epoch  39 Batch   36/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.016
Epoch  39 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.017
Epoch  39 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.013
Epoch  39 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.023
Epoch  39 Batch   40/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.014
Epoch  39 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.017
Epoch  39 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.014
Epoch  39 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.019
Epoch  39 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.013
Epoch  39 Batch   45/78 - Train Accuracy:  0.994, Validation Accuracy:  0.985, Loss:  0.019
Epoch  39 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.016
Epoch  39 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.012
Epoch  39 Batch   48/78 - Train Accuracy:  0.994, Validation Accuracy:  0.984, Loss:  0.012
Epoch  39 Batch   49/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.017
Epoch  39 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.019
Epoch  39 Batch   51/78 - Train Accuracy:  0.997, Validation Accuracy:  0.992, Loss:  0.013
Epoch  39 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.017
Epoch  39 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.014
Epoch  39 Batch   54/78 - Train Accuracy:  0.992, Validation Accuracy:  0.988, Loss:  0.019
Epoch  39 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.018
Epoch  39 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.018
Epoch  39 Batch   57/78 - Train Accuracy:  0.997, Validation Accuracy:  0.992, Loss:  0.015
Epoch  39 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.019
Epoch  39 Batch   59/78 - Train Accuracy:  0.991, Validation Accuracy:  0.989, Loss:  0.022
Epoch  39 Batch   60/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.015
Epoch  39 Batch   61/78 - Train Accuracy:  0.985, Validation Accuracy:  0.991, Loss:  0.023
Epoch  39 Batch   62/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.016
Epoch  39 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.014
Epoch  39 Batch   64/78 - Train Accuracy:  0.993, Validation Accuracy:  0.991, Loss:  0.018
Epoch  39 Batch   65/78 - Train Accuracy:  0.994, Validation Accuracy:  0.994, Loss:  0.017
Epoch  39 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.015
Epoch  39 Batch   67/78 - Train Accuracy:  0.993, Validation Accuracy:  0.994, Loss:  0.014
Epoch  39 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.015
Epoch  39 Batch   69/78 - Train Accuracy:  0.996, Validation Accuracy:  0.993, Loss:  0.015
Epoch  39 Batch   70/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.019
Epoch  39 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.014
Epoch  39 Batch   72/78 - Train Accuracy:  0.996, Validation Accuracy:  0.989, Loss:  0.018
Epoch  39 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.019
Epoch  39 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.014
Epoch  39 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.016
Epoch  39 Batch   76/78 - Train Accuracy:  0.996, Validation Accuracy:  0.993, Loss:  0.021
Epoch  40 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.018
Epoch  40 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.014
Epoch  40 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.014
Epoch  40 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.015
Epoch  40 Batch    4/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.017
Epoch  40 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.016
Epoch  40 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.013
Epoch  40 Batch    7/78 - Train Accuracy:  0.994, Validation Accuracy:  0.996, Loss:  0.021
Epoch  40 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.016
Epoch  40 Batch    9/78 - Train Accuracy:  0.994, Validation Accuracy:  0.997, Loss:  0.015
Epoch  40 Batch   10/78 - Train Accuracy:  0.999, Validation Accuracy:  0.997, Loss:  0.016
Epoch  40 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.016
Epoch  40 Batch   12/78 - Train Accuracy:  0.994, Validation Accuracy:  0.994, Loss:  0.018
Epoch  40 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.016
Epoch  40 Batch   14/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.013
Epoch  40 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.015
Epoch  40 Batch   16/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.014
Epoch  40 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.014
Epoch  40 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.016
Epoch  40 Batch   19/78 - Train Accuracy:  0.997, Validation Accuracy:  0.990, Loss:  0.017
Epoch  40 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.011
Epoch  40 Batch   21/78 - Train Accuracy:  0.997, Validation Accuracy:  0.990, Loss:  0.016
Epoch  40 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.015
Epoch  40 Batch   23/78 - Train Accuracy:  0.994, Validation Accuracy:  0.990, Loss:  0.013
Epoch  40 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.011
Epoch  40 Batch   25/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.014
Epoch  40 Batch   26/78 - Train Accuracy:  0.998, Validation Accuracy:  0.990, Loss:  0.017
Epoch  40 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.013
Epoch  40 Batch   28/78 - Train Accuracy:  0.998, Validation Accuracy:  0.992, Loss:  0.017
Epoch  40 Batch   29/78 - Train Accuracy:  0.996, Validation Accuracy:  0.993, Loss:  0.018
Epoch  40 Batch   30/78 - Train Accuracy:  0.997, Validation Accuracy:  0.993, Loss:  0.016
Epoch  40 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.012
Epoch  40 Batch   32/78 - Train Accuracy:  0.993, Validation Accuracy:  0.994, Loss:  0.018
Epoch  40 Batch   33/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.016
Epoch  40 Batch   34/78 - Train Accuracy:  0.997, Validation Accuracy:  0.994, Loss:  0.014
Epoch  40 Batch   35/78 - Train Accuracy:  0.998, Validation Accuracy:  0.991, Loss:  0.016
Epoch  40 Batch   36/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.015
Epoch  40 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.016
Epoch  40 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.011
Epoch  40 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.021
Epoch  40 Batch   40/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.013
Epoch  40 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.016
Epoch  40 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.013
Epoch  40 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.018
Epoch  40 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.012
Epoch  40 Batch   45/78 - Train Accuracy:  0.994, Validation Accuracy:  0.983, Loss:  0.018
Epoch  40 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.015
Epoch  40 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.012
Epoch  40 Batch   48/78 - Train Accuracy:  0.994, Validation Accuracy:  0.984, Loss:  0.011
Epoch  40 Batch   49/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.015
Epoch  40 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.017
Epoch  40 Batch   51/78 - Train Accuracy:  0.997, Validation Accuracy:  0.992, Loss:  0.012
Epoch  40 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.016
Epoch  40 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.013
Epoch  40 Batch   54/78 - Train Accuracy:  0.992, Validation Accuracy:  0.991, Loss:  0.018
Epoch  40 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.015
Epoch  40 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.016
Epoch  40 Batch   57/78 - Train Accuracy:  0.996, Validation Accuracy:  0.992, Loss:  0.014
Epoch  40 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.018
Epoch  40 Batch   59/78 - Train Accuracy:  0.991, Validation Accuracy:  0.990, Loss:  0.021
Epoch  40 Batch   60/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.014
Epoch  40 Batch   61/78 - Train Accuracy:  0.984, Validation Accuracy:  0.989, Loss:  0.021
Epoch  40 Batch   62/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.015
Epoch  40 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.013
Epoch  40 Batch   64/78 - Train Accuracy:  0.993, Validation Accuracy:  0.990, Loss:  0.016
Epoch  40 Batch   65/78 - Train Accuracy:  0.994, Validation Accuracy:  0.990, Loss:  0.016
Epoch  40 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.014
Epoch  40 Batch   67/78 - Train Accuracy:  0.993, Validation Accuracy:  0.988, Loss:  0.012
Epoch  40 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.016
Epoch  40 Batch   69/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.013
Epoch  40 Batch   70/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.017
Epoch  40 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.013
Epoch  40 Batch   72/78 - Train Accuracy:  0.996, Validation Accuracy:  0.985, Loss:  0.018
Epoch  40 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.019
Epoch  40 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.012
Epoch  40 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.015
Epoch  40 Batch   76/78 - Train Accuracy:  0.996, Validation Accuracy:  0.989, Loss:  0.019
Epoch  41 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.017
Epoch  41 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.013
Epoch  41 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.012
Epoch  41 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.012
Epoch  41 Batch    4/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.015
Epoch  41 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.015
Epoch  41 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.012
Epoch  41 Batch    7/78 - Train Accuracy:  0.994, Validation Accuracy:  0.996, Loss:  0.018
Epoch  41 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.014
Epoch  41 Batch    9/78 - Train Accuracy:  0.993, Validation Accuracy:  0.996, Loss:  0.014
Epoch  41 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.997, Loss:  0.013
Epoch  41 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.997, Loss:  0.015
Epoch  41 Batch   12/78 - Train Accuracy:  0.994, Validation Accuracy:  0.997, Loss:  0.015
Epoch  41 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.014
Epoch  41 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.011
Epoch  41 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.015
Epoch  41 Batch   16/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.015
Epoch  41 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.013
Epoch  41 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.014
Epoch  41 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.015
Epoch  41 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.012
Epoch  41 Batch   21/78 - Train Accuracy:  0.996, Validation Accuracy:  0.994, Loss:  0.015
Epoch  41 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.013
Epoch  41 Batch   23/78 - Train Accuracy:  0.994, Validation Accuracy:  0.989, Loss:  0.012
Epoch  41 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.011
Epoch  41 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.014
Epoch  41 Batch   26/78 - Train Accuracy:  0.998, Validation Accuracy:  0.990, Loss:  0.016
Epoch  41 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.012
Epoch  41 Batch   28/78 - Train Accuracy:  0.998, Validation Accuracy:  0.989, Loss:  0.016
Epoch  41 Batch   29/78 - Train Accuracy:  0.996, Validation Accuracy:  0.989, Loss:  0.017
Epoch  41 Batch   30/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.015
Epoch  41 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.011
Epoch  41 Batch   32/78 - Train Accuracy:  0.992, Validation Accuracy:  0.993, Loss:  0.016
Epoch  41 Batch   33/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.015
Epoch  41 Batch   34/78 - Train Accuracy:  0.997, Validation Accuracy:  0.993, Loss:  0.013
Epoch  41 Batch   35/78 - Train Accuracy:  0.994, Validation Accuracy:  0.993, Loss:  0.016
Epoch  41 Batch   36/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.014
Epoch  41 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.015
Epoch  41 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  41 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.019
Epoch  41 Batch   40/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.012
Epoch  41 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.015
Epoch  41 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.012
Epoch  41 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.017
Epoch  41 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.010
Epoch  41 Batch   45/78 - Train Accuracy:  0.994, Validation Accuracy:  0.981, Loss:  0.016
Epoch  41 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.014
Epoch  41 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.011
Epoch  41 Batch   48/78 - Train Accuracy:  0.996, Validation Accuracy:  0.984, Loss:  0.010
Epoch  41 Batch   49/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.015
Epoch  41 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.016
Epoch  41 Batch   51/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.011
Epoch  41 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.015
Epoch  41 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.012
Epoch  41 Batch   54/78 - Train Accuracy:  0.992, Validation Accuracy:  0.990, Loss:  0.017
Epoch  41 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.014
Epoch  41 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.015
Epoch  41 Batch   57/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.013
Epoch  41 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.017
Epoch  41 Batch   59/78 - Train Accuracy:  0.998, Validation Accuracy:  0.990, Loss:  0.020
Epoch  41 Batch   60/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.013
Epoch  41 Batch   61/78 - Train Accuracy:  0.984, Validation Accuracy:  0.987, Loss:  0.020
Epoch  41 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.014
Epoch  41 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.012
Epoch  41 Batch   64/78 - Train Accuracy:  0.993, Validation Accuracy:  0.990, Loss:  0.015
Epoch  41 Batch   65/78 - Train Accuracy:  0.994, Validation Accuracy:  0.990, Loss:  0.015
Epoch  41 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.013
Epoch  41 Batch   67/78 - Train Accuracy:  0.994, Validation Accuracy:  0.987, Loss:  0.011
Epoch  41 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.015
Epoch  41 Batch   69/78 - Train Accuracy:  0.994, Validation Accuracy:  0.990, Loss:  0.013
Epoch  41 Batch   70/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.015
Epoch  41 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.012
Epoch  41 Batch   72/78 - Train Accuracy:  0.996, Validation Accuracy:  0.989, Loss:  0.016
Epoch  41 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.018
Epoch  41 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.011
Epoch  41 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.013
Epoch  41 Batch   76/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.016
Epoch  42 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.016
Epoch  42 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.012
Epoch  42 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.012
Epoch  42 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.011
Epoch  42 Batch    4/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.013
Epoch  42 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.014
Epoch  42 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.012
Epoch  42 Batch    7/78 - Train Accuracy:  0.994, Validation Accuracy:  0.996, Loss:  0.017
Epoch  42 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.013
Epoch  42 Batch    9/78 - Train Accuracy:  0.994, Validation Accuracy:  0.996, Loss:  0.012
Epoch  42 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.997, Loss:  0.012
Epoch  42 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.997, Loss:  0.014
Epoch  42 Batch   12/78 - Train Accuracy:  0.994, Validation Accuracy:  0.997, Loss:  0.014
Epoch  42 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.013
Epoch  42 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.011
Epoch  42 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.013
Epoch  42 Batch   16/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.015
Epoch  42 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.011
Epoch  42 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.013
Epoch  42 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.014
Epoch  42 Batch   20/78 - Train Accuracy:  0.999, Validation Accuracy:  0.992, Loss:  0.013
Epoch  42 Batch   21/78 - Train Accuracy:  0.994, Validation Accuracy:  0.993, Loss:  0.014
Epoch  42 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.012
Epoch  42 Batch   23/78 - Train Accuracy:  0.994, Validation Accuracy:  0.987, Loss:  0.010
Epoch  42 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.010
Epoch  42 Batch   25/78 - Train Accuracy:  0.994, Validation Accuracy:  0.985, Loss:  0.013
Epoch  42 Batch   26/78 - Train Accuracy:  0.998, Validation Accuracy:  0.985, Loss:  0.016
Epoch  42 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.012
Epoch  42 Batch   28/78 - Train Accuracy:  0.998, Validation Accuracy:  0.989, Loss:  0.014
Epoch  42 Batch   29/78 - Train Accuracy:  0.996, Validation Accuracy:  0.987, Loss:  0.016
Epoch  42 Batch   30/78 - Train Accuracy:  0.997, Validation Accuracy:  0.991, Loss:  0.015
Epoch  42 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.012
Epoch  42 Batch   32/78 - Train Accuracy:  0.992, Validation Accuracy:  0.992, Loss:  0.015
Epoch  42 Batch   33/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.014
Epoch  42 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.012
Epoch  42 Batch   35/78 - Train Accuracy:  0.998, Validation Accuracy:  0.991, Loss:  0.015
Epoch  42 Batch   36/78 - Train Accuracy:  0.997, Validation Accuracy:  0.990, Loss:  0.014
Epoch  42 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.015
Epoch  42 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.010
Epoch  42 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.017
Epoch  42 Batch   40/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.011
Epoch  42 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.014
Epoch  42 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.012
Epoch  42 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.017
Epoch  42 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.980, Loss:  0.010
Epoch  42 Batch   45/78 - Train Accuracy:  0.994, Validation Accuracy:  0.983, Loss:  0.015
Epoch  42 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.013
Epoch  42 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.010
Epoch  42 Batch   48/78 - Train Accuracy:  0.994, Validation Accuracy:  0.988, Loss:  0.010
Epoch  42 Batch   49/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.014
Epoch  42 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.015
Epoch  42 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.010
Epoch  42 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.014
Epoch  42 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.011
Epoch  42 Batch   54/78 - Train Accuracy:  0.994, Validation Accuracy:  0.990, Loss:  0.016
Epoch  42 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.013
Epoch  42 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.014
Epoch  42 Batch   57/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.012
Epoch  42 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.016
Epoch  42 Batch   59/78 - Train Accuracy:  0.998, Validation Accuracy:  0.989, Loss:  0.019
Epoch  42 Batch   60/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.012
Epoch  42 Batch   61/78 - Train Accuracy:  0.988, Validation Accuracy:  0.987, Loss:  0.019
Epoch  42 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.012
Epoch  42 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.011
Epoch  42 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.014
Epoch  42 Batch   65/78 - Train Accuracy:  0.994, Validation Accuracy:  0.990, Loss:  0.014
Epoch  42 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.011
Epoch  42 Batch   67/78 - Train Accuracy:  0.994, Validation Accuracy:  0.990, Loss:  0.010
Epoch  42 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.012
Epoch  42 Batch   69/78 - Train Accuracy:  0.996, Validation Accuracy:  0.988, Loss:  0.012
Epoch  42 Batch   70/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.015
Epoch  42 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.011
Epoch  42 Batch   72/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.014
Epoch  42 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.016
Epoch  42 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.011
Epoch  42 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.012
Epoch  42 Batch   76/78 - Train Accuracy:  0.996, Validation Accuracy:  0.989, Loss:  0.013
Epoch  43 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.012
Epoch  43 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.011
Epoch  43 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.011
Epoch  43 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.012
Epoch  43 Batch    4/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.012
Epoch  43 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.012
Epoch  43 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.012
Epoch  43 Batch    7/78 - Train Accuracy:  0.994, Validation Accuracy:  0.992, Loss:  0.015
Epoch  43 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.012
Epoch  43 Batch    9/78 - Train Accuracy:  0.994, Validation Accuracy:  0.992, Loss:  0.010
Epoch  43 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.011
Epoch  43 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.013
Epoch  43 Batch   12/78 - Train Accuracy:  0.994, Validation Accuracy:  0.992, Loss:  0.014
Epoch  43 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.012
Epoch  43 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.010
Epoch  43 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.012
Epoch  43 Batch   16/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.014
Epoch  43 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.011
Epoch  43 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.012
Epoch  43 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.012
Epoch  43 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.009
Epoch  43 Batch   21/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.013
Epoch  43 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.013
Epoch  43 Batch   23/78 - Train Accuracy:  0.994, Validation Accuracy:  0.990, Loss:  0.010
Epoch  43 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.009
Epoch  43 Batch   25/78 - Train Accuracy:  0.996, Validation Accuracy:  0.989, Loss:  0.012
Epoch  43 Batch   26/78 - Train Accuracy:  0.998, Validation Accuracy:  0.987, Loss:  0.015
Epoch  43 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.013
Epoch  43 Batch   28/78 - Train Accuracy:  0.998, Validation Accuracy:  0.989, Loss:  0.013
Epoch  43 Batch   29/78 - Train Accuracy:  0.996, Validation Accuracy:  0.988, Loss:  0.014
Epoch  43 Batch   30/78 - Train Accuracy:  0.997, Validation Accuracy:  0.990, Loss:  0.016
Epoch  43 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.011
Epoch  43 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.014
Epoch  43 Batch   33/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.013
Epoch  43 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.012
Epoch  43 Batch   35/78 - Train Accuracy:  0.997, Validation Accuracy:  0.992, Loss:  0.014
Epoch  43 Batch   36/78 - Train Accuracy:  0.997, Validation Accuracy:  0.992, Loss:  0.013
Epoch  43 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.014
Epoch  43 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  43 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.016
Epoch  43 Batch   40/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.010
Epoch  43 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.013
Epoch  43 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.011
Epoch  43 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.016
Epoch  43 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.009
Epoch  43 Batch   45/78 - Train Accuracy:  0.994, Validation Accuracy:  0.990, Loss:  0.014
Epoch  43 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.011
Epoch  43 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.009
Epoch  43 Batch   48/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.009
Epoch  43 Batch   49/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.012
Epoch  43 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.014
Epoch  43 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  43 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.013
Epoch  43 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.011
Epoch  43 Batch   54/78 - Train Accuracy:  0.994, Validation Accuracy:  0.990, Loss:  0.015
Epoch  43 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.012
Epoch  43 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.013
Epoch  43 Batch   57/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.012
Epoch  43 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.015
Epoch  43 Batch   59/78 - Train Accuracy:  0.998, Validation Accuracy:  0.991, Loss:  0.018
Epoch  43 Batch   60/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.011
Epoch  43 Batch   61/78 - Train Accuracy:  0.989, Validation Accuracy:  0.989, Loss:  0.018
Epoch  43 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.011
Epoch  43 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.010
Epoch  43 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.013
Epoch  43 Batch   65/78 - Train Accuracy:  0.994, Validation Accuracy:  0.990, Loss:  0.013
Epoch  43 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.011
Epoch  43 Batch   67/78 - Train Accuracy:  0.993, Validation Accuracy:  0.990, Loss:  0.009
Epoch  43 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.012
Epoch  43 Batch   69/78 - Train Accuracy:  0.994, Validation Accuracy:  0.991, Loss:  0.011
Epoch  43 Batch   70/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.013
Epoch  43 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.010
Epoch  43 Batch   72/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.013
Epoch  43 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.015
Epoch  43 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  43 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.011
Epoch  43 Batch   76/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.012
Epoch  44 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.012
Epoch  44 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.010
Epoch  44 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.010
Epoch  44 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.009
Epoch  44 Batch    4/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.011
Epoch  44 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.011
Epoch  44 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.010
Epoch  44 Batch    7/78 - Train Accuracy:  0.994, Validation Accuracy:  0.994, Loss:  0.014
Epoch  44 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.010
Epoch  44 Batch    9/78 - Train Accuracy:  0.994, Validation Accuracy:  0.994, Loss:  0.010
Epoch  44 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.011
Epoch  44 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.011
Epoch  44 Batch   12/78 - Train Accuracy:  0.994, Validation Accuracy:  0.996, Loss:  0.011
Epoch  44 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.011
Epoch  44 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.009
Epoch  44 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.011
Epoch  44 Batch   16/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.011
Epoch  44 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.010
Epoch  44 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.011
Epoch  44 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.012
Epoch  44 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  44 Batch   21/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.011
Epoch  44 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.010
Epoch  44 Batch   23/78 - Train Accuracy:  0.994, Validation Accuracy:  0.993, Loss:  0.009
Epoch  44 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.008
Epoch  44 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.010
Epoch  44 Batch   26/78 - Train Accuracy:  0.998, Validation Accuracy:  0.992, Loss:  0.013
Epoch  44 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.010
Epoch  44 Batch   28/78 - Train Accuracy:  0.998, Validation Accuracy:  0.991, Loss:  0.011
Epoch  44 Batch   29/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.013
Epoch  44 Batch   30/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.012
Epoch  44 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  44 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.012
Epoch  44 Batch   33/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.012
Epoch  44 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.010
Epoch  44 Batch   35/78 - Train Accuracy:  0.997, Validation Accuracy:  0.992, Loss:  0.012
Epoch  44 Batch   36/78 - Train Accuracy:  0.996, Validation Accuracy:  0.993, Loss:  0.011
Epoch  44 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.012
Epoch  44 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.008
Epoch  44 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.015
Epoch  44 Batch   40/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.009
Epoch  44 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.011
Epoch  44 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.010
Epoch  44 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.014
Epoch  44 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.008
Epoch  44 Batch   45/78 - Train Accuracy:  0.994, Validation Accuracy:  0.988, Loss:  0.013
Epoch  44 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.010
Epoch  44 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.008
Epoch  44 Batch   48/78 - Train Accuracy:  0.994, Validation Accuracy:  0.987, Loss:  0.009
Epoch  44 Batch   49/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.011
Epoch  44 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.013
Epoch  44 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.009
Epoch  44 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.012
Epoch  44 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.010
Epoch  44 Batch   54/78 - Train Accuracy:  0.994, Validation Accuracy:  0.990, Loss:  0.013
Epoch  44 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.011
Epoch  44 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.011
Epoch  44 Batch   57/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.011
Epoch  44 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.013
Epoch  44 Batch   59/78 - Train Accuracy:  0.998, Validation Accuracy:  0.994, Loss:  0.016
Epoch  44 Batch   60/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  44 Batch   61/78 - Train Accuracy:  0.988, Validation Accuracy:  0.991, Loss:  0.017
Epoch  44 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.009
Epoch  44 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.009
Epoch  44 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.012
Epoch  44 Batch   65/78 - Train Accuracy:  0.996, Validation Accuracy:  0.985, Loss:  0.012
Epoch  44 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.009
Epoch  44 Batch   67/78 - Train Accuracy:  0.993, Validation Accuracy:  0.987, Loss:  0.008
Epoch  44 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.010
Epoch  44 Batch   69/78 - Train Accuracy:  0.996, Validation Accuracy:  0.987, Loss:  0.010
Epoch  44 Batch   70/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.013
Epoch  44 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.010
Epoch  44 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.012
Epoch  44 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.014
Epoch  44 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  44 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.011
Epoch  44 Batch   76/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.012
Epoch  45 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.011
Epoch  45 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.010
Epoch  45 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  45 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.009
Epoch  45 Batch    4/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.010
Epoch  45 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.010
Epoch  45 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.009
Epoch  45 Batch    7/78 - Train Accuracy:  0.994, Validation Accuracy:  0.996, Loss:  0.013
Epoch  45 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.009
Epoch  45 Batch    9/78 - Train Accuracy:  0.993, Validation Accuracy:  0.994, Loss:  0.009
Epoch  45 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.010
Epoch  45 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.010
Epoch  45 Batch   12/78 - Train Accuracy:  0.993, Validation Accuracy:  0.994, Loss:  0.010
Epoch  45 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.010
Epoch  45 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.008
Epoch  45 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.010
Epoch  45 Batch   16/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.010
Epoch  45 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.009
Epoch  45 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.010
Epoch  45 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.011
Epoch  45 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  45 Batch   21/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.010
Epoch  45 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.010
Epoch  45 Batch   23/78 - Train Accuracy:  0.994, Validation Accuracy:  0.992, Loss:  0.008
Epoch  45 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.007
Epoch  45 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.009
Epoch  45 Batch   26/78 - Train Accuracy:  0.998, Validation Accuracy:  0.989, Loss:  0.012
Epoch  45 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.009
Epoch  45 Batch   28/78 - Train Accuracy:  0.998, Validation Accuracy:  0.992, Loss:  0.010
Epoch  45 Batch   29/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.012
Epoch  45 Batch   30/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.011
Epoch  45 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.009
Epoch  45 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.011
Epoch  45 Batch   33/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.011
Epoch  45 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.009
Epoch  45 Batch   35/78 - Train Accuracy:  0.996, Validation Accuracy:  0.993, Loss:  0.011
Epoch  45 Batch   36/78 - Train Accuracy:  0.996, Validation Accuracy:  0.993, Loss:  0.010
Epoch  45 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.011
Epoch  45 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.008
Epoch  45 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.014
Epoch  45 Batch   40/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.008
Epoch  45 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.010
Epoch  45 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.009
Epoch  45 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.012
Epoch  45 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.007
Epoch  45 Batch   45/78 - Train Accuracy:  0.994, Validation Accuracy:  0.984, Loss:  0.012
Epoch  45 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.010
Epoch  45 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.008
Epoch  45 Batch   48/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.008
Epoch  45 Batch   49/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.010
Epoch  45 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.012
Epoch  45 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  45 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.011
Epoch  45 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.009
Epoch  45 Batch   54/78 - Train Accuracy:  0.994, Validation Accuracy:  0.990, Loss:  0.012
Epoch  45 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.010
Epoch  45 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.010
Epoch  45 Batch   57/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.010
Epoch  45 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.012
Epoch  45 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.015
Epoch  45 Batch   60/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.010
Epoch  45 Batch   61/78 - Train Accuracy:  0.988, Validation Accuracy:  0.990, Loss:  0.015
Epoch  45 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.009
Epoch  45 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.008
Epoch  45 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.011
Epoch  45 Batch   65/78 - Train Accuracy:  0.996, Validation Accuracy:  0.988, Loss:  0.012
Epoch  45 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.008
Epoch  45 Batch   67/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.008
Epoch  45 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.983, Loss:  0.009
Epoch  45 Batch   69/78 - Train Accuracy:  0.994, Validation Accuracy:  0.987, Loss:  0.010
Epoch  45 Batch   70/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.012
Epoch  45 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.009
Epoch  45 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.011
Epoch  45 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.012
Epoch  45 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  45 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  45 Batch   76/78 - Train Accuracy:  0.996, Validation Accuracy:  0.990, Loss:  0.010
Epoch  46 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.010
Epoch  46 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.009
Epoch  46 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  46 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  46 Batch    4/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.010
Epoch  46 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.009
Epoch  46 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.008
Epoch  46 Batch    7/78 - Train Accuracy:  0.994, Validation Accuracy:  0.996, Loss:  0.012
Epoch  46 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.008
Epoch  46 Batch    9/78 - Train Accuracy:  0.993, Validation Accuracy:  0.994, Loss:  0.008
Epoch  46 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.009
Epoch  46 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.009
Epoch  46 Batch   12/78 - Train Accuracy:  0.993, Validation Accuracy:  0.996, Loss:  0.009
Epoch  46 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.009
Epoch  46 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.008
Epoch  46 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.009
Epoch  46 Batch   16/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.009
Epoch  46 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.008
Epoch  46 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.009
Epoch  46 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  46 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  46 Batch   21/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.009
Epoch  46 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.009
Epoch  46 Batch   23/78 - Train Accuracy:  0.994, Validation Accuracy:  0.992, Loss:  0.008
Epoch  46 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  46 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.009
Epoch  46 Batch   26/78 - Train Accuracy:  0.998, Validation Accuracy:  0.992, Loss:  0.011
Epoch  46 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.008
Epoch  46 Batch   28/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  46 Batch   29/78 - Train Accuracy:  0.996, Validation Accuracy:  0.991, Loss:  0.011
Epoch  46 Batch   30/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  46 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  46 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  46 Batch   33/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.010
Epoch  46 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.008
Epoch  46 Batch   35/78 - Train Accuracy:  0.996, Validation Accuracy:  0.993, Loss:  0.010
Epoch  46 Batch   36/78 - Train Accuracy:  0.996, Validation Accuracy:  0.993, Loss:  0.010
Epoch  46 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.010
Epoch  46 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.007
Epoch  46 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.013
Epoch  46 Batch   40/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.008
Epoch  46 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  46 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  46 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.012
Epoch  46 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.984, Loss:  0.007
Epoch  46 Batch   45/78 - Train Accuracy:  0.994, Validation Accuracy:  0.984, Loss:  0.011
Epoch  46 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.009
Epoch  46 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  46 Batch   48/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  46 Batch   49/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.009
Epoch  46 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.011
Epoch  46 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  46 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  46 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  46 Batch   54/78 - Train Accuracy:  0.994, Validation Accuracy:  0.990, Loss:  0.011
Epoch  46 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.009
Epoch  46 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.009
Epoch  46 Batch   57/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.009
Epoch  46 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.997, Loss:  0.011
Epoch  46 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.997, Loss:  0.014
Epoch  46 Batch   60/78 - Train Accuracy:  1.000, Validation Accuracy:  0.997, Loss:  0.009
Epoch  46 Batch   61/78 - Train Accuracy:  0.988, Validation Accuracy:  0.991, Loss:  0.014
Epoch  46 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.008
Epoch  46 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.007
Epoch  46 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.011
Epoch  46 Batch   65/78 - Train Accuracy:  0.996, Validation Accuracy:  0.988, Loss:  0.011
Epoch  46 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.008
Epoch  46 Batch   67/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  46 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.985, Loss:  0.009
Epoch  46 Batch   69/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.009
Epoch  46 Batch   70/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.011
Epoch  46 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.008
Epoch  46 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.010
Epoch  46 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.012
Epoch  46 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  46 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.009
Epoch  46 Batch   76/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.010
Epoch  47 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.009
Epoch  47 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.009
Epoch  47 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  47 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  47 Batch    4/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.009
Epoch  47 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.009
Epoch  47 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.008
Epoch  47 Batch    7/78 - Train Accuracy:  0.994, Validation Accuracy:  0.996, Loss:  0.012
Epoch  47 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.008
Epoch  47 Batch    9/78 - Train Accuracy:  0.993, Validation Accuracy:  0.996, Loss:  0.008
Epoch  47 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.008
Epoch  47 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.009
Epoch  47 Batch   12/78 - Train Accuracy:  0.993, Validation Accuracy:  0.996, Loss:  0.009
Epoch  47 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.008
Epoch  47 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.007
Epoch  47 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.009
Epoch  47 Batch   16/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.008
Epoch  47 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.008
Epoch  47 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.009
Epoch  47 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.009
Epoch  47 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.006
Epoch  47 Batch   21/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.009
Epoch  47 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.008
Epoch  47 Batch   23/78 - Train Accuracy:  0.994, Validation Accuracy:  0.992, Loss:  0.007
Epoch  47 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  47 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.008
Epoch  47 Batch   26/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.010
Epoch  47 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.008
Epoch  47 Batch   28/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  47 Batch   29/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  47 Batch   30/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  47 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  47 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  47 Batch   33/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.009
Epoch  47 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.008
Epoch  47 Batch   35/78 - Train Accuracy:  0.996, Validation Accuracy:  0.993, Loss:  0.010
Epoch  47 Batch   36/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.009
Epoch  47 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.010
Epoch  47 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.007
Epoch  47 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.012
Epoch  47 Batch   40/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.007
Epoch  47 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  47 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  47 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.011
Epoch  47 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.006
Epoch  47 Batch   45/78 - Train Accuracy:  0.994, Validation Accuracy:  0.988, Loss:  0.010
Epoch  47 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  47 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  47 Batch   48/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  47 Batch   49/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  47 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  47 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  47 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  47 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  47 Batch   54/78 - Train Accuracy:  0.994, Validation Accuracy:  0.992, Loss:  0.010
Epoch  47 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.008
Epoch  47 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.009
Epoch  47 Batch   57/78 - Train Accuracy:  1.000, Validation Accuracy:  0.997, Loss:  0.008
Epoch  47 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.997, Loss:  0.011
Epoch  47 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.013
Epoch  47 Batch   60/78 - Train Accuracy:  1.000, Validation Accuracy:  0.997, Loss:  0.008
Epoch  47 Batch   61/78 - Train Accuracy:  0.988, Validation Accuracy:  0.994, Loss:  0.014
Epoch  47 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.007
Epoch  47 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  47 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.010
Epoch  47 Batch   65/78 - Train Accuracy:  0.994, Validation Accuracy:  0.989, Loss:  0.010
Epoch  47 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  47 Batch   67/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  47 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.008
Epoch  47 Batch   69/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.008
Epoch  47 Batch   70/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.010
Epoch  47 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.008
Epoch  47 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.009
Epoch  47 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.987, Loss:  0.011
Epoch  47 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  47 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  47 Batch   76/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.009
Epoch  48 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.009
Epoch  48 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.008
Epoch  48 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  48 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  48 Batch    4/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.008
Epoch  48 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.008
Epoch  48 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.007
Epoch  48 Batch    7/78 - Train Accuracy:  0.994, Validation Accuracy:  0.996, Loss:  0.011
Epoch  48 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.007
Epoch  48 Batch    9/78 - Train Accuracy:  0.993, Validation Accuracy:  0.996, Loss:  0.007
Epoch  48 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.008
Epoch  48 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.008
Epoch  48 Batch   12/78 - Train Accuracy:  0.993, Validation Accuracy:  0.996, Loss:  0.008
Epoch  48 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.008
Epoch  48 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.007
Epoch  48 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.008
Epoch  48 Batch   16/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.008
Epoch  48 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.007
Epoch  48 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.008
Epoch  48 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.008
Epoch  48 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  48 Batch   21/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.008
Epoch  48 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.008
Epoch  48 Batch   23/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  48 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  48 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  48 Batch   26/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.009
Epoch  48 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  48 Batch   28/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  48 Batch   29/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  48 Batch   30/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  48 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  48 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  48 Batch   33/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.009
Epoch  48 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  48 Batch   35/78 - Train Accuracy:  0.996, Validation Accuracy:  0.993, Loss:  0.009
Epoch  48 Batch   36/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.008
Epoch  48 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.009
Epoch  48 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.006
Epoch  48 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.011
Epoch  48 Batch   40/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  48 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  48 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  48 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  48 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.006
Epoch  48 Batch   45/78 - Train Accuracy:  0.994, Validation Accuracy:  0.988, Loss:  0.009
Epoch  48 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  48 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  48 Batch   48/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  48 Batch   49/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  48 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.010
Epoch  48 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  48 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  48 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  48 Batch   54/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.010
Epoch  48 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.008
Epoch  48 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.008
Epoch  48 Batch   57/78 - Train Accuracy:  1.000, Validation Accuracy:  0.997, Loss:  0.008
Epoch  48 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.010
Epoch  48 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.012
Epoch  48 Batch   60/78 - Train Accuracy:  1.000, Validation Accuracy:  0.997, Loss:  0.008
Epoch  48 Batch   61/78 - Train Accuracy:  0.988, Validation Accuracy:  0.996, Loss:  0.013
Epoch  48 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.007
Epoch  48 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  48 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.009
Epoch  48 Batch   65/78 - Train Accuracy:  0.994, Validation Accuracy:  0.992, Loss:  0.009
Epoch  48 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  48 Batch   67/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  48 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.007
Epoch  48 Batch   69/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.008
Epoch  48 Batch   70/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.009
Epoch  48 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  48 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.009
Epoch  48 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.010
Epoch  48 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  48 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  48 Batch   76/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.008
Epoch  49 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.008
Epoch  49 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.008
Epoch  49 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  49 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  49 Batch    4/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  49 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.007
Epoch  49 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.007
Epoch  49 Batch    7/78 - Train Accuracy:  0.994, Validation Accuracy:  0.996, Loss:  0.010
Epoch  49 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.007
Epoch  49 Batch    9/78 - Train Accuracy:  0.993, Validation Accuracy:  0.996, Loss:  0.007
Epoch  49 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.007
Epoch  49 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.008
Epoch  49 Batch   12/78 - Train Accuracy:  0.993, Validation Accuracy:  0.996, Loss:  0.008
Epoch  49 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.007
Epoch  49 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  49 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.007
Epoch  49 Batch   16/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.007
Epoch  49 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.007
Epoch  49 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.008
Epoch  49 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.008
Epoch  49 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  49 Batch   21/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.008
Epoch  49 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  49 Batch   23/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  49 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  49 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  49 Batch   26/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.009
Epoch  49 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  49 Batch   28/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  49 Batch   29/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  49 Batch   30/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  49 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  49 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  49 Batch   33/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.008
Epoch  49 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  49 Batch   35/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.008
Epoch  49 Batch   36/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.008
Epoch  49 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.008
Epoch  49 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.006
Epoch  49 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.010
Epoch  49 Batch   40/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  49 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.008
Epoch  49 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  49 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.009
Epoch  49 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  49 Batch   45/78 - Train Accuracy:  0.994, Validation Accuracy:  0.991, Loss:  0.009
Epoch  49 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  49 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  49 Batch   48/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  49 Batch   49/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  49 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.009
Epoch  49 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  49 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  49 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  49 Batch   54/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.009
Epoch  49 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  49 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  49 Batch   57/78 - Train Accuracy:  1.000, Validation Accuracy:  0.997, Loss:  0.007
Epoch  49 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.009
Epoch  49 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.011
Epoch  49 Batch   60/78 - Train Accuracy:  1.000, Validation Accuracy:  0.997, Loss:  0.007
Epoch  49 Batch   61/78 - Train Accuracy:  0.988, Validation Accuracy:  0.996, Loss:  0.012
Epoch  49 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.006
Epoch  49 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  49 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.009
Epoch  49 Batch   65/78 - Train Accuracy:  0.994, Validation Accuracy:  0.992, Loss:  0.009
Epoch  49 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  49 Batch   67/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  49 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.007
Epoch  49 Batch   69/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.007
Epoch  49 Batch   70/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.009
Epoch  49 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  49 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.008
Epoch  49 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.009
Epoch  49 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  49 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  49 Batch   76/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.008
Epoch  50 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.008
Epoch  50 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  50 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  50 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  50 Batch    4/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  50 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.007
Epoch  50 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.007
Epoch  50 Batch    7/78 - Train Accuracy:  0.994, Validation Accuracy:  0.996, Loss:  0.010
Epoch  50 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  50 Batch    9/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  50 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.007
Epoch  50 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.007
Epoch  50 Batch   12/78 - Train Accuracy:  0.993, Validation Accuracy:  0.996, Loss:  0.007
Epoch  50 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.007
Epoch  50 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  50 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.007
Epoch  50 Batch   16/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.007
Epoch  50 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.006
Epoch  50 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.007
Epoch  50 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.007
Epoch  50 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  50 Batch   21/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.007
Epoch  50 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.007
Epoch  50 Batch   23/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  50 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  50 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  50 Batch   26/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.008
Epoch  50 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  50 Batch   28/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  50 Batch   29/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  50 Batch   30/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  50 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  50 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  50 Batch   33/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.008
Epoch  50 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  50 Batch   35/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.008
Epoch  50 Batch   36/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.007
Epoch  50 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.008
Epoch  50 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.005
Epoch  50 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.009
Epoch  50 Batch   40/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  50 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  50 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  50 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.009
Epoch  50 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  50 Batch   45/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  50 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  50 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  50 Batch   48/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  50 Batch   49/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  50 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  50 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  50 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  50 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  50 Batch   54/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.008
Epoch  50 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  50 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  50 Batch   57/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.007
Epoch  50 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.009
Epoch  50 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.010
Epoch  50 Batch   60/78 - Train Accuracy:  1.000, Validation Accuracy:  0.997, Loss:  0.007
Epoch  50 Batch   61/78 - Train Accuracy:  0.990, Validation Accuracy:  0.996, Loss:  0.011
Epoch  50 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.006
Epoch  50 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  50 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.008
Epoch  50 Batch   65/78 - Train Accuracy:  0.994, Validation Accuracy:  0.992, Loss:  0.008
Epoch  50 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  50 Batch   67/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.005
Epoch  50 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  50 Batch   69/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.007
Epoch  50 Batch   70/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.008
Epoch  50 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  50 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.008
Epoch  50 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.009
Epoch  50 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  50 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  50 Batch   76/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  51 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  51 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  51 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  51 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  51 Batch    4/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  51 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.007
Epoch  51 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.006
Epoch  51 Batch    7/78 - Train Accuracy:  0.994, Validation Accuracy:  0.996, Loss:  0.009
Epoch  51 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  51 Batch    9/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  51 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.007
Epoch  51 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.007
Epoch  51 Batch   12/78 - Train Accuracy:  0.993, Validation Accuracy:  0.996, Loss:  0.007
Epoch  51 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  51 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  51 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  51 Batch   16/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.006
Epoch  51 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.006
Epoch  51 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.007
Epoch  51 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.007
Epoch  51 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  51 Batch   21/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.007
Epoch  51 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  51 Batch   23/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  51 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  51 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  51 Batch   26/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.008
Epoch  51 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  51 Batch   28/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  51 Batch   29/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  51 Batch   30/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  51 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  51 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  51 Batch   33/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  51 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  51 Batch   35/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  51 Batch   36/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.007
Epoch  51 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.007
Epoch  51 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.005
Epoch  51 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.009
Epoch  51 Batch   40/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  51 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.007
Epoch  51 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  51 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.008
Epoch  51 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  51 Batch   45/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  51 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  51 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  51 Batch   48/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  51 Batch   49/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  51 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  51 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  51 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  51 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  51 Batch   54/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.008
Epoch  51 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  51 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  51 Batch   57/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.007
Epoch  51 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.008
Epoch  51 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.010
Epoch  51 Batch   60/78 - Train Accuracy:  1.000, Validation Accuracy:  0.997, Loss:  0.006
Epoch  51 Batch   61/78 - Train Accuracy:  0.990, Validation Accuracy:  0.996, Loss:  0.011
Epoch  51 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.006
Epoch  51 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.005
Epoch  51 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.008
Epoch  51 Batch   65/78 - Train Accuracy:  0.994, Validation Accuracy:  0.993, Loss:  0.008
Epoch  51 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.006
Epoch  51 Batch   67/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.005
Epoch  51 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  51 Batch   69/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.006
Epoch  51 Batch   70/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.008
Epoch  51 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  51 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  51 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.008
Epoch  51 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  51 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  51 Batch   76/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  52 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  52 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  52 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  52 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  52 Batch    4/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  52 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.006
Epoch  52 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.006
Epoch  52 Batch    7/78 - Train Accuracy:  0.994, Validation Accuracy:  0.996, Loss:  0.009
Epoch  52 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  52 Batch    9/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  52 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  52 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  52 Batch   12/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  52 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  52 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  52 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  52 Batch   16/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  52 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.005
Epoch  52 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.006
Epoch  52 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.006
Epoch  52 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  52 Batch   21/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  52 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  52 Batch   23/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  52 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  52 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  52 Batch   26/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.007
Epoch  52 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.006
Epoch  52 Batch   28/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  52 Batch   29/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  52 Batch   30/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  52 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  52 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  52 Batch   33/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  52 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  52 Batch   35/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  52 Batch   36/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.006
Epoch  52 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.007
Epoch  52 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.005
Epoch  52 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.008
Epoch  52 Batch   40/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  52 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  52 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  52 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  52 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  52 Batch   45/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  52 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  52 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  52 Batch   48/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  52 Batch   49/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  52 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.008
Epoch  52 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  52 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  52 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  52 Batch   54/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  52 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  52 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  52 Batch   57/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  52 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.008
Epoch  52 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.009
Epoch  52 Batch   60/78 - Train Accuracy:  1.000, Validation Accuracy:  0.997, Loss:  0.006
Epoch  52 Batch   61/78 - Train Accuracy:  0.990, Validation Accuracy:  0.992, Loss:  0.010
Epoch  52 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  52 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  52 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  52 Batch   65/78 - Train Accuracy:  0.994, Validation Accuracy:  0.993, Loss:  0.007
Epoch  52 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.005
Epoch  52 Batch   67/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.005
Epoch  52 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  52 Batch   69/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  52 Batch   70/78 - Train Accuracy:  1.000, Validation Accuracy:  0.988, Loss:  0.007
Epoch  52 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  52 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  52 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.008
Epoch  52 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  52 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  52 Batch   76/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  53 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  53 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  53 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  53 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  53 Batch    4/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  53 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.006
Epoch  53 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.005
Epoch  53 Batch    7/78 - Train Accuracy:  0.994, Validation Accuracy:  0.996, Loss:  0.008
Epoch  53 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  53 Batch    9/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  53 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  53 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  53 Batch   12/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  53 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  53 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  53 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  53 Batch   16/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  53 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.005
Epoch  53 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  53 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.006
Epoch  53 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  53 Batch   21/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.006
Epoch  53 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  53 Batch   23/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  53 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.004
Epoch  53 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  53 Batch   26/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.007
Epoch  53 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.005
Epoch  53 Batch   28/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.006
Epoch  53 Batch   29/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  53 Batch   30/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  53 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  53 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  53 Batch   33/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  53 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  53 Batch   35/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  53 Batch   36/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  53 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.007
Epoch  53 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.005
Epoch  53 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.008
Epoch  53 Batch   40/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  53 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  53 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  53 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  53 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  53 Batch   45/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  53 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  53 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  53 Batch   48/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  53 Batch   49/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  53 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  53 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  53 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  53 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  53 Batch   54/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  53 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  53 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  53 Batch   57/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  53 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.007
Epoch  53 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.008
Epoch  53 Batch   60/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.006
Epoch  53 Batch   61/78 - Train Accuracy:  0.990, Validation Accuracy:  0.993, Loss:  0.009
Epoch  53 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  53 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  53 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  53 Batch   65/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.007
Epoch  53 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  53 Batch   67/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  53 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  53 Batch   69/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  53 Batch   70/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  53 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.005
Epoch  53 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  53 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  53 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.005
Epoch  53 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  53 Batch   76/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  54 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  54 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  54 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  54 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  54 Batch    4/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  54 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.005
Epoch  54 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.005
Epoch  54 Batch    7/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.008
Epoch  54 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  54 Batch    9/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  54 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  54 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  54 Batch   12/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  54 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  54 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  54 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  54 Batch   16/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  54 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.005
Epoch  54 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  54 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  54 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  54 Batch   21/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.005
Epoch  54 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.005
Epoch  54 Batch   23/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.005
Epoch  54 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.004
Epoch  54 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  54 Batch   26/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.006
Epoch  54 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.005
Epoch  54 Batch   28/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.006
Epoch  54 Batch   29/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  54 Batch   30/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  54 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  54 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  54 Batch   33/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  54 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  54 Batch   35/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  54 Batch   36/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  54 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.006
Epoch  54 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.004
Epoch  54 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  54 Batch   40/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  54 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  54 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  54 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  54 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  54 Batch   45/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  54 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  54 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  54 Batch   48/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  54 Batch   49/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  54 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  54 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  54 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  54 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  54 Batch   54/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  54 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  54 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  54 Batch   57/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  54 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.007
Epoch  54 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.008
Epoch  54 Batch   60/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.005
Epoch  54 Batch   61/78 - Train Accuracy:  0.990, Validation Accuracy:  0.993, Loss:  0.009
Epoch  54 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  54 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  54 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  54 Batch   65/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  54 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  54 Batch   67/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  54 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  54 Batch   69/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  54 Batch   70/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  54 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.005
Epoch  54 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  54 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.007
Epoch  54 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.005
Epoch  54 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.005
Epoch  54 Batch   76/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  55 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  55 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  55 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  55 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  55 Batch    4/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  55 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.005
Epoch  55 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.005
Epoch  55 Batch    7/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.007
Epoch  55 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  55 Batch    9/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  55 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  55 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  55 Batch   12/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  55 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  55 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  55 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  55 Batch   16/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  55 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.004
Epoch  55 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.005
Epoch  55 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.005
Epoch  55 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  55 Batch   21/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.005
Epoch  55 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.005
Epoch  55 Batch   23/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  55 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  55 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  55 Batch   26/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.006
Epoch  55 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.005
Epoch  55 Batch   28/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.005
Epoch  55 Batch   29/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.006
Epoch  55 Batch   30/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  55 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  55 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  55 Batch   33/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  55 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  55 Batch   35/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  55 Batch   36/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  55 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  55 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  55 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  55 Batch   40/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  55 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.005
Epoch  55 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  55 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  55 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  55 Batch   45/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  55 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  55 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  55 Batch   48/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  55 Batch   49/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  55 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  55 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  55 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  55 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  55 Batch   54/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  55 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  55 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  55 Batch   57/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  55 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.007
Epoch  55 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  55 Batch   60/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.005
Epoch  55 Batch   61/78 - Train Accuracy:  0.996, Validation Accuracy:  0.992, Loss:  0.008
Epoch  55 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  55 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  55 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  55 Batch   65/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  55 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.004
Epoch  55 Batch   67/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  55 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.005
Epoch  55 Batch   69/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  55 Batch   70/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  55 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.005
Epoch  55 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  55 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  55 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.004
Epoch  55 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.005
Epoch  55 Batch   76/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  56 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  56 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  56 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  56 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  56 Batch    4/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  56 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  56 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.005
Epoch  56 Batch    7/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.007
Epoch  56 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  56 Batch    9/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  56 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  56 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  56 Batch   12/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  56 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  56 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  56 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  56 Batch   16/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  56 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.004
Epoch  56 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.005
Epoch  56 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.005
Epoch  56 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.003
Epoch  56 Batch   21/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.005
Epoch  56 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.005
Epoch  56 Batch   23/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  56 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  56 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.004
Epoch  56 Batch   26/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  56 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.005
Epoch  56 Batch   28/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.005
Epoch  56 Batch   29/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.006
Epoch  56 Batch   30/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  56 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  56 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  56 Batch   33/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  56 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  56 Batch   35/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  56 Batch   36/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  56 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  56 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  56 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  56 Batch   40/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  56 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  56 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  56 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  56 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  56 Batch   45/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  56 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  56 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  56 Batch   48/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  56 Batch   49/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  56 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  56 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  56 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  56 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  56 Batch   54/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  56 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  56 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  56 Batch   57/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  56 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  56 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.007
Epoch  56 Batch   60/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.005
Epoch  56 Batch   61/78 - Train Accuracy:  0.996, Validation Accuracy:  0.992, Loss:  0.008
Epoch  56 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  56 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  56 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.006
Epoch  56 Batch   65/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.006
Epoch  56 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.004
Epoch  56 Batch   67/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  56 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  56 Batch   69/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  56 Batch   70/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  56 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.005
Epoch  56 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.989, Loss:  0.005
Epoch  56 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  56 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.004
Epoch  56 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.005
Epoch  56 Batch   76/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  57 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  57 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  57 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  57 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  57 Batch    4/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  57 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  57 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  57 Batch    7/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.006
Epoch  57 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.004
Epoch  57 Batch    9/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.004
Epoch  57 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  57 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  57 Batch   12/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.004
Epoch  57 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.004
Epoch  57 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  57 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  57 Batch   16/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  57 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.004
Epoch  57 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.005
Epoch  57 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.005
Epoch  57 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.003
Epoch  57 Batch   21/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.005
Epoch  57 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  57 Batch   23/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  57 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  57 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  57 Batch   26/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  57 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  57 Batch   28/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.005
Epoch  57 Batch   29/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.005
Epoch  57 Batch   30/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.005
Epoch  57 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  57 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  57 Batch   33/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  57 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  57 Batch   35/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  57 Batch   36/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  57 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  57 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  57 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  57 Batch   40/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  57 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  57 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  57 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  57 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  57 Batch   45/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  57 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  57 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  57 Batch   48/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.003
Epoch  57 Batch   49/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  57 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  57 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  57 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  57 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  57 Batch   54/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  57 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  57 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  57 Batch   57/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  57 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  57 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.007
Epoch  57 Batch   60/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.004
Epoch  57 Batch   61/78 - Train Accuracy:  0.996, Validation Accuracy:  0.992, Loss:  0.007
Epoch  57 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  57 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  57 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  57 Batch   65/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.005
Epoch  57 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.004
Epoch  57 Batch   67/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.003
Epoch  57 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  57 Batch   69/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  57 Batch   70/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  57 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  57 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  57 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  57 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.004
Epoch  57 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.004
Epoch  57 Batch   76/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  58 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  58 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  58 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  58 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  58 Batch    4/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  58 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  58 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  58 Batch    7/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  58 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  58 Batch    9/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.004
Epoch  58 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.004
Epoch  58 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  58 Batch   12/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.004
Epoch  58 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.004
Epoch  58 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  58 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  58 Batch   16/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  58 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  58 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.004
Epoch  58 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.004
Epoch  58 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.003
Epoch  58 Batch   21/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.004
Epoch  58 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  58 Batch   23/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  58 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.003
Epoch  58 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  58 Batch   26/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.005
Epoch  58 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.004
Epoch  58 Batch   28/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.004
Epoch  58 Batch   29/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.005
Epoch  58 Batch   30/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.005
Epoch  58 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.004
Epoch  58 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  58 Batch   33/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  58 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  58 Batch   35/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  58 Batch   36/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  58 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  58 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.003
Epoch  58 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  58 Batch   40/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  58 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  58 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  58 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  58 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.003
Epoch  58 Batch   45/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  58 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  58 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.003
Epoch  58 Batch   48/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.003
Epoch  58 Batch   49/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  58 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  58 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  58 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  58 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  58 Batch   54/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  58 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  58 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  58 Batch   57/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.004
Epoch  58 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  58 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  58 Batch   60/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.004
Epoch  58 Batch   61/78 - Train Accuracy:  0.996, Validation Accuracy:  0.992, Loss:  0.007
Epoch  58 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  58 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  58 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  58 Batch   65/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.005
Epoch  58 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.004
Epoch  58 Batch   67/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.003
Epoch  58 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  58 Batch   69/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  58 Batch   70/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.005
Epoch  58 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.004
Epoch  58 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  58 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.006
Epoch  58 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.004
Epoch  58 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.004
Epoch  58 Batch   76/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.004
Epoch  59 Batch    0/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  59 Batch    1/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  59 Batch    2/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  59 Batch    3/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  59 Batch    4/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  59 Batch    5/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  59 Batch    6/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  59 Batch    7/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  59 Batch    8/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  59 Batch    9/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  59 Batch   10/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.004
Epoch  59 Batch   11/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  59 Batch   12/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.004
Epoch  59 Batch   13/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.004
Epoch  59 Batch   14/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  59 Batch   15/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  59 Batch   16/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  59 Batch   17/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.003
Epoch  59 Batch   18/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.004
Epoch  59 Batch   19/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.004
Epoch  59 Batch   20/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.003
Epoch  59 Batch   21/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.004
Epoch  59 Batch   22/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  59 Batch   23/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.003
Epoch  59 Batch   24/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.003
Epoch  59 Batch   25/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  59 Batch   26/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.005
Epoch  59 Batch   27/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  59 Batch   28/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.004
Epoch  59 Batch   29/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.005
Epoch  59 Batch   30/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.004
Epoch  59 Batch   31/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.003
Epoch  59 Batch   32/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  59 Batch   33/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  59 Batch   34/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  59 Batch   35/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  59 Batch   36/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  59 Batch   37/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  59 Batch   38/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.003
Epoch  59 Batch   39/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  59 Batch   40/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.003
Epoch  59 Batch   41/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  59 Batch   42/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  59 Batch   43/78 - Train Accuracy:  1.000, Validation Accuracy:  0.996, Loss:  0.005
Epoch  59 Batch   44/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.003
Epoch  59 Batch   45/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  59 Batch   46/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  59 Batch   47/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.003
Epoch  59 Batch   48/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.003
Epoch  59 Batch   49/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  59 Batch   50/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  59 Batch   51/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.003
Epoch  59 Batch   52/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  59 Batch   53/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  59 Batch   54/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  59 Batch   55/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  59 Batch   56/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  59 Batch   57/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  59 Batch   58/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  59 Batch   59/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.006
Epoch  59 Batch   60/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.004
Epoch  59 Batch   61/78 - Train Accuracy:  0.996, Validation Accuracy:  0.992, Loss:  0.006
Epoch  59 Batch   62/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.003
Epoch  59 Batch   63/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.003
Epoch  59 Batch   64/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.005
Epoch  59 Batch   65/78 - Train Accuracy:  1.000, Validation Accuracy:  0.990, Loss:  0.005
Epoch  59 Batch   66/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  59 Batch   67/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.003
Epoch  59 Batch   68/78 - Train Accuracy:  1.000, Validation Accuracy:  0.991, Loss:  0.004
Epoch  59 Batch   69/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  59 Batch   70/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.005
Epoch  59 Batch   71/78 - Train Accuracy:  1.000, Validation Accuracy:  0.994, Loss:  0.004
Epoch  59 Batch   72/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  59 Batch   73/78 - Train Accuracy:  1.000, Validation Accuracy:  0.992, Loss:  0.005
Epoch  59 Batch   74/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.004
Epoch  59 Batch   75/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.004
Epoch  59 Batch   76/78 - Train Accuracy:  1.000, Validation Accuracy:  0.993, Loss:  0.004

Prediction



In [20]:

    
input_sentence = 'fjeixg'

loaded_graph = tf.Graph()
with tf.Session(graph=loaded_graph) as sess:
    # Load saved model
    loader = tf.train.import_meta_graph(checkpoint + '.meta')
    loader.restore(sess, checkpoint)

    input_data = loaded_graph.get_tensor_by_name('input:0')
    logits = loaded_graph.get_tensor_by_name('predictions:0')
    source_sequence_length = loaded_graph.get_tensor_by_name('source_sequence_length:0')
    target_sequence_length = loaded_graph.get_tensor_by_name('target_sequence_length:0')
    
    #Multiply by batch_size to match the model's input parameters
    answer_logits = sess.run(logits, {input_data: [text]*batch_size, 
                                      target_sequence_length: [len(text)]*batch_size, 
                                      source_sequence_length: [len(text)]*batch_size})[0] 


pad = source_letter_to_int["<PAD>"] 

print('Original Text:', input_sentence)

print('\nSource')
print('  Word Ids:    {}'.format([i for i in text]))
print('  Input Words: {}'.format(" ".join([source_int_to_letter[i] for i in text])))

print('\nTarget')
print('  Word Ids:       {}'.format([i for i in answer_logits if i != pad]))
print('  Response Words: {}'.format(" ".join([target_int_to_letter[i] for i in answer_logits if i != pad])))









    



Input
  Word Ids:      [26, 4, 5, 23, 28, 27, 0]
  Input Words: ['f', 'j', 'e', 'i', 'x', 'g', '<pad>']

Prediction
  Word Ids:      [5, 26, 27, 23, 4, 28, 0]
  Chatbot Answer Words: ['e', 'f', 'g', 'i', 'j', 'x', '<pad>']



In [ ]: